diff --git a/README.md b/README.md
index 400c0ac..1812e8b 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,43 @@
 # GeoSMART Curriculum Jupyter Book (ESS 469/569)
 
-[![Deploy](https://github.com/geo-smart/mlgeo-book/actions/workflows/deploy.yaml/badge.svg)](https://github.com/geo-smart/mlgeo-book/actions/workflows/deploy.yaml)
-[![Jupyter Book Badge](https://jupyterbook.org/badge.svg)](https://geo-smart.github.io/mlgeo-book)
-[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/geo-smart/mlgeo-book/HEAD?urlpath=lab)
+[![Deploy](https://github.com/geo-smart/mlgeo-instructor/actions/workflows/deploy.yaml/badge.svg)](https://github.com/geo-smart/mlgeo-instructor/actions/workflows/deploy.yaml)
+[![Jupyter Book Badge](https://jupyterbook.org/badge.svg)](https://geo-smart.github.io/mlgeo-instructor)
+[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/geo-smart/mlgeo-instructor/HEAD?urlpath=lab)
 [![GeoSMART Library Badge](book/img/curricula_badge.svg)](https://geo-smart.github.io/curriculum)
+[![Student Version](book/img/student_version_badge.svg)](https://geo-smart.github.io/mlgeo-book/)
 
-## About
+## Repository Overview
 
-This repository stores configuration for GeoSMART curriculum content, specifically the student version of the book. This version of the book should never be directly edited, as the student version is automatically generated on push.
\ No newline at end of file
+This repository stores configuration for GeoSMART curriculum content, specifically the teacher version of the book. Only this version of the book should ever be edited, as the student version is automatically generated on push by github actions.
+
+## Making Changes
+
+Edit the book content by modifying the `_config.yml`, `_toc.yml` and `*.ipynb` files in the `book` directory. The book is hosted on Github Pages and will be automatically updated on push, and the student book will also be created automatically on push.
+
+Making changes requires that you set up a conda environment and build locally before making sure that it will build with github actions. We accepted rendered notebooks, but some oddities, such as kernels different than python, will make it crash. So we recommend that contributors first build the book with the added notebooks.
+
+```sh
+    conda env create -f ./conda/environment.yml
+    conda activate curriculum_book
+
+```
+
+To modify the exact differences between this book and the student book, edit `.github/workflows/clean_book.py`. When you push, a github action will clone the repo and run this python file which modifies certain parts of `*.ipynb` file contents, then pushes to the student repo. To edit the student repo's README, edit `STUDENT_README.md`. The Github Actions workflow also automatically replaces `README.md` with `STUDENT_README.md` in the student repo.
+
+### `Student Response Sections`
+
+One modifications made by the `clean_book.py` workflow is to clear sections marked for student response. Code cells marked for student response may contain code in the teacher version of the book, but will have their code removed and replaced with a TODO comment in the student version.
+
+To mark a code cell to be cleared, insert a markdown cell directly preceding it with the following content:
+
+````markdown
+```{admonition} Student response section
+This section is left for the student to complete.
+```
+````
+
+## Serving Locally
+
+Activate the `curriculum_book` conda environment (or any conda environment that has the necessary jupyter book dependencies). Navigate to the root folder of the curriculum book repository in anaconda prompt, then run `python server.py`.
+
+On startup, the server will run `jb build book` to build all changes to the notebook and create the compiled HTML. The server code can take a `--no-build` flag (or `--nb` shorthand) if you don't want to build any changes you've made to the notebooks. In the case that you don't want to build changes made to the notebooks, you can just run `python serer.py --nb` from any terminal with python installed.
diff --git a/STUDENT_README.md b/STUDENT_README.md
new file mode 100644
index 0000000..400c0ac
--- /dev/null
+++ b/STUDENT_README.md
@@ -0,0 +1,10 @@
+# GeoSMART Curriculum Jupyter Book (ESS 469/569)
+
+[![Deploy](https://github.com/geo-smart/mlgeo-book/actions/workflows/deploy.yaml/badge.svg)](https://github.com/geo-smart/mlgeo-book/actions/workflows/deploy.yaml)
+[![Jupyter Book Badge](https://jupyterbook.org/badge.svg)](https://geo-smart.github.io/mlgeo-book)
+[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/geo-smart/mlgeo-book/HEAD?urlpath=lab)
+[![GeoSMART Library Badge](book/img/curricula_badge.svg)](https://geo-smart.github.io/curriculum)
+
+## About
+
+This repository stores configuration for GeoSMART curriculum content, specifically the student version of the book. This version of the book should never be directly edited, as the student version is automatically generated on push.
\ No newline at end of file
diff --git a/book/Chapter2-DataManipulation/2.11_feature_engineering.ipynb b/book/Chapter2-DataManipulation/2.11_feature_engineering.ipynb
index 8d513d5..fc02573 100644
--- a/book/Chapter2-DataManipulation/2.11_feature_engineering.ipynb
+++ b/book/Chapter2-DataManipulation/2.11_feature_engineering.ipynb
@@ -5,25 +5,357 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 2.10 Feature engineering\n",
+    "# 2.10 Feature Engineering\n",
     "\n",
+    "## 1. Introduction\n",
+    "The process of feature engineering involves manipulating, transforming, and selecting raw data into features that can be used in statistical analysis and prediction.\n",
     "\n",
-    "The process of feature engineering is of manipulating, transforming, and selecting raw data into features that can be used in statistical analysis of prediction.\n",
+    "Key types of features include:\n",
     "\n",
-    "* statistical features\n",
-    "* temporal features\n",
-    "* spectral features (Fourier and Wavelet transforms)\n",
+    "### Statistical features\n",
     "\n",
-    "This lecture will demonstrate how to automatically extract features from a popular (but simple) Python package ``tsfel`` to extract common features of time series. We will take the example of seismic waveforms recorded in the Pacific Northwest. The Pacific Northwest data detect and labels seismic waveforms for event of various origins: earthquake, explosions (mostly quarry blasts), and surface events (usually avalanches and landslides), but also seismic noise (ambient Earth vibrations in between).\n",
+    "Statistical features summarize the distribution of data values, providing insights into the central tendency, dispersion, and shape of the dataset.\n",
     "\n",
-    "We will explore how these features vary among the four categories, or classes of seismic events.\n",
+    "* **Mean**: Average value of the data points.\n",
+    "* **Variance/Standard Deviation**: Measure of the spread of the data.\n",
+    "* **Skewness**: Asymmetry in the distribution of values.\n",
+    "* **Kurtosis**: \"Tailedness\" of the distribution.\n",
+    "* **Percentiles** : Threshold values for different segments of the distribution.\n",
     "\n",
-    "[Level 1]"
+    "### Temporal Features\n",
+    "Temporal features focus on the time-dependent patterns within the series.\n",
+    "\n",
+    "* **Autocorrelation**: Correlation of a time series with a lagged version of itself.\n",
+    "* **Trend**: Long-term increase or decrease in the data.\n",
+    "* **Seasonality**: Regular patterns that repeat over a specific period.\n",
+    "* **Change Points**: Locations where statistical properties of the series change significantly.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autocorrelation of the seasonal component is 0.66\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x17d223760>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Create a time series with trend and seasonality\n",
+    "t = np.arange(0, 365*3)\n",
+    "seasonal_series = np.random.randn(3*365) + np.linspace(0, 10, 3*365) + \\\n",
+    "        2* np.sin(2 * np.pi * np.linspace(0, 3, 3*365))\n",
+    "\n",
+    "# fit a trend using least squares regression\n",
+    "t = np.arange(len(seasonal_series))\n",
+    "trend = np.polyfit(t, seasonal_series, 1)[0] * t + np.polyfit(t, seasonal_series, 1)[1]\n",
+    "# calculate the seasonal component by subtracting the trend\n",
+    "seasonal = seasonal_series - trend\n",
+    "# calculate the autocorrelation of the seasonal component\n",
+    "autocorr = np.corrcoef(seasonal[:-1], seasonal[1:])[0, 1]\n",
+    "print(f'The autocorrelation of the seasonal component is {autocorr:.2f}')\n",
+    "\n",
+    "# Plot the original time series, trend and seasonal components\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.plot(seasonal_series, label='Original Time Series')\n",
+    "plt.plot(trend, label='Trend')\n",
+    "plt.plot(seasonal, label='Seasonal')\n",
+    "plt.legend()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Spatial features\n",
+    "\n",
+    "For geospatial data, spatial features capture the relationships between different locations in an image or dataset.\n",
+    "\n",
+    "* **Texture**: Patterns in the local intensity variations (e.g., smooth, rough).\n",
+    "* **Spatial Correlation**: Measures how similar nearby locations are in terms of intensity values. \n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, '2D Spatially Correlated Noise')"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1800x600 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy.ndimage import gaussian_filter\n",
+    "from scipy.fft import fft2, ifft2, fftshift\n",
+    "\n",
+    "# Generate a 2D grid (e.g., geospatial data, such as a topographic map)\n",
+    "n = 100  # Size of the grid\n",
+    "x = np.linspace(0, 10, n)\n",
+    "y = np.linspace(0, 10, n)\n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "\n",
+    "# Generate 2D white noise\n",
+    "white_noise_2d = np.random.normal(0, 1, (n, n))\n",
+    "\n",
+    "# Generate spatially correlated noise using a Gaussian filter\n",
+    "spatially_correlated_noise = gaussian_filter(white_noise_2d, sigma=3)\n",
+    "\n",
+    "# Plot the synthetic 2D white noise, correlated noise, and autocorrelation function\n",
+    "plt.figure(figsize=(18, 6))\n",
+    "\n",
+    "plt.subplot(1, 2, 1)\n",
+    "plt.imshow(white_noise_2d, extent=[0, 10, 0, 10], cmap='viridis')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.colorbar(label='Amplitude')\n",
+    "plt.title('2D White Noise')\n",
+    "\n",
+    "# Spatially correlated noise\n",
+    "plt.subplot(1, 2, 2)\n",
+    "plt.imshow(spatially_correlated_noise, extent=[0, 10, 0, 10], cmap='viridis')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.colorbar(label='Amplitude')\n",
+    "plt.title('2D Spatially Correlated Noise')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "spatial correlation of the white noise"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "# Compute the 2D Fourier Transform of the spatially correlated noise\n",
+    "fft_white_noise = fft2(white_noise_2d)\n",
+    "\n",
+    "# Compute the power spectrum\n",
+    "power_spectrum = np.abs(fft_white_noise) ** 2\n",
+    "\n",
+    "# Compute the inverse 2D Fourier Transform of the power spectrum to get the autocorrelation function\n",
+    "autocorrelation_white = np.real(ifft2(power_spectrum))\n",
+    "\n",
+    "# Shift the zero-frequency component to the center of the spectrum\n",
+    "autocorrelation_white = fftshift(autocorrelation_white)\n",
+    "\n",
+    "# Normalize the autocorrelation function\n",
+    "autocorrelation_white /= autocorrelation_white.max()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "spatial correlation of the correlated noise"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Compute the 2D Fourier Transform of the spatially correlated noise\n",
+    "fft_noise = fft2(spatially_correlated_noise)\n",
+    "\n",
+    "# Compute the power spectrum\n",
+    "power_spectrum = np.abs(fft_noise) ** 2\n",
+    "\n",
+    "# Compute the inverse 2D Fourier Transform of the power spectrum to get the autocorrelation function\n",
+    "autocorrelation = np.real(ifft2(power_spectrum))\n",
+    "\n",
+    "# Shift the zero-frequency component to the center of the spectrum\n",
+    "autocorrelation = fftshift(autocorrelation)\n",
+    "\n",
+    "# Normalize the autocorrelation function\n",
+    "autocorrelation /= autocorrelation.max()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1100x600 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "# Plot the synthetic 2D white noise, correlated noise, and autocorrelation function\n",
+    "plt.figure(figsize=(11, 6))\n",
+    "\n",
+    "# White noise (unfiltered)\n",
+    "plt.subplot(2, 2, 1)\n",
+    "plt.imshow(white_noise_2d, extent=[0, 10, 0, 10], cmap='viridis')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.colorbar(label='Amplitude')\n",
+    "plt.title('2D White Noise')\n",
+    "\n",
+    "\n",
+    "plt.subplot(2, 2, 2)\n",
+    "plt.imshow(autocorrelation_white, extent=[0, 10, 0, 10], cmap='viridis')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.colorbar(label='Amplitude')\n",
+    "plt.title('2D White Noise Autocorrelation')\n",
+    "\n",
+    "\n",
+    "# Spatially correlated noise\n",
+    "plt.subplot(2, 2, 3)\n",
+    "plt.imshow(spatially_correlated_noise, extent=[0, 10, 0, 10], cmap='viridis')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.colorbar(label='Amplitude')\n",
+    "plt.title('2D Spatially Correlated Noise')\n",
+    "\n",
+    "# Autocorrelation function\n",
+    "plt.subplot(2, 2, 4)\n",
+    "plt.imshow(autocorrelation, extent=[-5, 5, -5, 5], cmap='viridis')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.colorbar(label='Normalized Amplitude')\n",
+    "plt.title('Autocorrelation Function')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Estimate the feature \"correlation length\" of the two images. The correlation length is often measured as the distance at which the autocorelation function decays to 1/e of its maximum value."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Estimated correlation length for white noise: 0.07 and for spatially correlated noise: 0.56\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "center = n // 2\n",
+    "# calculate correlation length for the white noise\n",
+    "autocorr_center = autocorrelation_white[center, center:]\n",
+    "distances = np.linspace(0, 5, center)\n",
+    "correlation_length_white = np.interp(1/np.e, autocorr_center[::-1], distances[::-1])\n",
+    "\n",
+    "# calculate correlation length for the spatially correlated noise \n",
+    "autocorr_center = autocorrelation[center, center:]\n",
+    "distances = np.linspace(0, 5, center)\n",
+    "correlation_length = np.interp(1/np.e, autocorr_center[::-1], distances[::-1])\n",
+    "\n",
+    "print(f'Estimated correlation length for white noise: {correlation_length_white:.2f} and for spatially correlated noise: {correlation_length:.2f}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fractal Features\n",
+    "Fractal features describe the self-similarity or complexity of the data at different scales. A common fractal feature is the Fractal Dimension, which quantifies the complexity of a dataset, especially useful in understanding geospatial structures and irregular patterns.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## 2. Seismic Time Series Data Example\n",
+    "This lecture will demonstrate how to automatically extract features using a popular and simple Python package, `tsfel`, to extract common time series features. We will apply this to the example of seismic waveforms recorded in the Pacific Northwest.\n",
+    "\n",
+    "An example will follow.\n",
+    "The Pacific Northwest data includes labeled seismic waveforms for events of various origins:\n",
+    "\n",
+    "- **Earthquakes**\n",
+    "- **Explosions** (mostly quarry blasts)\n",
+    "- **Surface events** (such as avalanches and landslides)\n",
+    "- **Seismic noise** (ambient Earth vibrations between events)\n",
+    "\n",
+    "We will explore how these features vary across the four categories, or classes, of seismic events."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,19 +370,26 @@
     "import h5py # for reading .h5 files"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We download 2 files from the class storage: a CSV file with the waveforms themselves as an HDF5 file and their associated metadata as a CSV file:"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting wget\n",
-      "  Using cached wget-3.2-py3-none-any.whl\n",
-      "Installing collected packages: wget\n",
-      "Successfully installed wget-3.2\n"
+      "Requirement already satisfied: wget in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (3.2)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
      ]
     }
    ],
@@ -60,32 +399,25 @@
     "import wget"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We download 2 files from the class storage: a CSV file with the waveforms themselves as an HDF5 file and their associated metadata as a CSV file:"
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'miniPNW_waveforms (1).hdf5'"
+       "'miniPNW_waveforms.hdf5'"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "wget.download(\"https://www.dropbox.com/s/f0e1ywupdbuv3l3/miniPNW_metadata.csv?dl=1\")\n",
-    "wget.download(\"https://www.dropbox.com/s/0ffh4r23mitn2dz/miniPNW_waveforms.hdf5?dl=1\")"
+    "wget.download(\"https://dasway.ess.washington.edu/shared/niyiyu/PNW-ML/miniPNW_metadata.csv\")\n",
+    "wget.download(\"https://dasway.ess.washington.edu/shared/niyiyu/PNW-ML/miniPNW_waveforms.hdf5\")"
    ]
   },
   {
@@ -99,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -325,15 +657,17 @@
        "[5 rows x 37 columns]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# plot the time series\n",
+    "import pandas as pd\n",
+    "# Handle irregular rows by skipping them\n",
     "df = pd.read_csv(\"miniPNW_metadata.csv\")\n",
-    "df.head()\n"
+    "# Display the first few rows of the DataFrame\n",
+    "df.head()"
    ]
   },
   {
@@ -345,7 +679,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -355,7 +689,7 @@
        "       'surface_event'], dtype=object)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -373,11 +707,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 62,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "source_type\n",
+      "earthquake       500\n",
+      "explosion        500\n",
+      "surface_event    500\n",
+      "sonic_boom       126\n",
+      "thunder           94\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
    "source": [
-    "labels=df['source_type']"
+    "labels=df['source_type']\n",
+    "print(labels.value_counts())"
    ]
   },
   {
@@ -412,7 +761,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
@@ -423,13 +772,13 @@
        " <BarContainer object of 10 artists>)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -456,13 +805,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [],
    "source": [
     "f = h5py.File(\"miniPNW_waveforms.hdf5\", \"r\")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chan_list = ['N','E','Z']"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -472,13 +830,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [],
    "source": [
     "def read_data(tn,f):\n",
+    "    \"\"\"\n",
+    "    Function to read the waveform data from the .h5 file\n",
+    "    tn: trace_name of the waveform\n",
+    "    f: file object of the .h5 file\n",
+    "    \"\"\"\n",
     "    bucket, narray = tn.split('$')  # split the string of trace_name into bucket and narray\n",
-    "    x, y, z = iter([int(i) for i in narray.split(',:')]) # split thenarray into x, y, z\n",
+    "    x, y, z = iter([int(i) for i in narray.split(',:')]) # split the narray into x, y, z\n",
     "    data = f['/data/%s' % bucket][x, :y, :z] # read the data as a 3D array\n",
     "    return data"
    ]
@@ -492,7 +855,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -501,31 +864,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "(3, 15001)\n"
+      "The first dimension of the data is 3\n",
+      "The second dimension of the data is 15001\n"
      ]
     },
     {
      "data": {
+      "image/png": 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",
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x1c90d4820>]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1000x600 with 3 Axes>"
       ]
      },
      "metadata": {},
@@ -533,9 +887,24 @@
     }
    ],
    "source": [
-    "crap=read_data(ldata[400],f)\n",
-    "print(crap.shape)\n",
-    "plt.plot(crap[1,:])"
+    "crap=read_data(ldata[530],f)\n",
+    "#print the dimension of a givan data\n",
+    "print(f'The first dimension of the data is {crap.shape[0]}')\n",
+    "print(f'The second dimension of the data is {crap.shape[1]}')\n",
+    "\n",
+    "# the time vector of the data goes from 0 to 150 seconds with a sampling rate of 100Hz\n",
+    "t = np.linspace(-50, 100, crap.shape[1])\n",
+    "\n",
+    "# plot an example of the data in a 3 row subplot\n",
+    "fig, ax = plt.subplots(3, 1, figsize=(10, 6))\n",
+    "for i in range(3):\n",
+    "    ax[i].plot(t,crap[i, :])\n",
+    "    ax[i].set_title(f'Channel {chan_list[i]}')\n",
+    "    ax[i].set_xlabel('Time (s)')\n",
+    "    ax[i].set_ylabel('Amplitude')\n",
+    "    ax[i].grid(True)\n",
+    "    ax[i].set_xlim(-50, 100)\n",
+    "plt.tight_layout()"
    ]
   },
   {
@@ -547,7 +916,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -569,7 +938,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -577,32 +946,37 @@
      "output_type": "stream",
      "text": [
       "Requirement already satisfied: tsfel in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (0.1.6)\n",
-      "Requirement already satisfied: setuptools>=47.1.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (65.5.1)\n",
-      "Requirement already satisfied: ipython>=7.4.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (8.6.0)\n",
-      "Requirement already satisfied: scipy>=1.7.3 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (1.9.3)\n",
+      "Requirement already satisfied: ipython>=7.4.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (8.16.1)\n",
+      "Requirement already satisfied: numpy>=1.18.5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (1.26.0)\n",
       "Requirement already satisfied: pandas>=1.5.3 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (2.1.1)\n",
-      "Requirement already satisfied: numpy>=1.18.5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (1.23.5)\n",
-      "Requirement already satisfied: prompt-toolkit<3.1.0,>3.0.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (3.0.33)\n",
-      "Requirement already satisfied: jedi>=0.16 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.18.2)\n",
+      "Requirement already satisfied: scipy>=1.7.3 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (1.11.3)\n",
+      "Requirement already satisfied: setuptools>=47.1.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from tsfel) (68.2.2)\n",
+      "Requirement already satisfied: backcall in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.2.0)\n",
+      "Requirement already satisfied: decorator in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (5.1.1)\n",
+      "Requirement already satisfied: jedi>=0.16 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.19.1)\n",
+      "Requirement already satisfied: matplotlib-inline in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.1.6)\n",
       "Requirement already satisfied: pickleshare in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.7.5)\n",
+      "Requirement already satisfied: prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (3.0.39)\n",
+      "Requirement already satisfied: pygments>=2.4.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (2.16.1)\n",
       "Requirement already satisfied: stack-data in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.6.2)\n",
+      "Requirement already satisfied: traitlets>=5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (5.11.2)\n",
+      "Requirement already satisfied: typing-extensions in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (4.5.0)\n",
+      "Requirement already satisfied: exceptiongroup in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (1.1.3)\n",
       "Requirement already satisfied: pexpect>4.3 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (4.8.0)\n",
       "Requirement already satisfied: appnope in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.1.3)\n",
-      "Requirement already satisfied: backcall in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.2.0)\n",
-      "Requirement already satisfied: traitlets>=5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (5.5.0)\n",
-      "Requirement already satisfied: pygments>=2.4.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (2.13.0)\n",
-      "Requirement already satisfied: decorator in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (5.1.1)\n",
-      "Requirement already satisfied: matplotlib-inline in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=7.4.0->tsfel) (0.1.6)\n",
-      "Requirement already satisfied: parso<0.9.0,>=0.8.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from jedi>=0.16->ipython>=7.4.0->tsfel) (0.8.3)\n",
-      "Requirement already satisfied: tzdata>=2022.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pandas>=1.5.3->tsfel) (2023.3)\n",
       "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pandas>=1.5.3->tsfel) (2.8.2)\n",
-      "Requirement already satisfied: pytz>=2020.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pandas>=1.5.3->tsfel) (2022.6)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pandas>=1.5.3->tsfel) (2023.3.post1)\n",
+      "Requirement already satisfied: tzdata>=2022.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pandas>=1.5.3->tsfel) (2023.3)\n",
+      "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from jedi>=0.16->ipython>=7.4.0->tsfel) (0.8.3)\n",
       "Requirement already satisfied: ptyprocess>=0.5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pexpect>4.3->ipython>=7.4.0->tsfel) (0.7.0)\n",
-      "Requirement already satisfied: wcwidth in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from prompt-toolkit<3.1.0,>3.0.1->ipython>=7.4.0->tsfel) (0.2.5)\n",
+      "Requirement already satisfied: wcwidth in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30->ipython>=7.4.0->tsfel) (0.2.8)\n",
       "Requirement already satisfied: six>=1.5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from python-dateutil>=2.8.2->pandas>=1.5.3->tsfel) (1.16.0)\n",
-      "Requirement already satisfied: asttokens>=2.1.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=7.4.0->tsfel) (2.1.0)\n",
       "Requirement already satisfied: executing>=1.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=7.4.0->tsfel) (1.2.0)\n",
-      "Requirement already satisfied: pure-eval in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=7.4.0->tsfel) (0.2.2)\n"
+      "Requirement already satisfied: asttokens>=2.1.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=7.4.0->tsfel) (2.4.0)\n",
+      "Requirement already satisfied: pure-eval in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=7.4.0->tsfel) (0.2.2)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
      ]
     }
    ],
@@ -620,11 +994,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 85,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'spectral': {'FFT mean coefficient': {'complexity': 'constant', 'description': 'Computes the mean value of each spectrogram frequency.', 'function': 'tsfel.fft_mean_coeff', 'parameters': {'fs': 100, 'nfreq': 256}, 'n_features': 'nfreq', 'use': 'yes'}, 'Fundamental frequency': {'complexity': 'log', 'description': 'Computes the fundamental frequency.', 'function': 'tsfel.fundamental_frequency', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Human range energy': {'complexity': 'log', 'description': 'Computes the human range energy ratio given by the ratio between the energy in frequency 0.6-2.5Hz and the whole energy band.', 'function': 'tsfel.human_range_energy', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes', 'tag': 'inertial'}, 'LPCC': {'complexity': 'log', 'description': 'Computes the linear prediction cepstral coefficients.', 'function': 'tsfel.lpcc', 'parameters': {'n_coeff': 12}, 'n_features': 'n_coeff', 'use': 'yes', 'tag': 'audio'}, 'MFCC': {'complexity': 'constant', 'description': 'Computes the MEL cepstral coefficients.', 'function': 'tsfel.mfcc', 'parameters': {'cep_lifter': 22, 'fs': 100, 'nfft': 512, 'nfilt': 40, 'num_ceps': 12, 'pre_emphasis': 0.97}, 'n_features': 'num_ceps', 'use': 'yes', 'tag': ['audio', 'emg']}, 'Max power spectrum': {'complexity': 'log', 'description': 'Computes the maximum power spectrum density.', 'function': 'tsfel.max_power_spectrum', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Maximum frequency': {'complexity': 'log', 'description': 'Computes the maximum frequency.', 'function': 'tsfel.max_frequency', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Median frequency': {'complexity': 'log', 'description': 'Computes the median frequency.', 'function': 'tsfel.median_frequency', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Power bandwidth': {'complexity': 'log', 'description': 'Computes power spectrum density bandwidth of the signal.', 'function': 'tsfel.power_bandwidth', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral centroid': {'complexity': 'linear', 'description': 'Computes the barycenter of the spectrum.', 'function': 'tsfel.spectral_centroid', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes', 'tag': 'audio'}, 'Spectral decrease': {'complexity': 'log', 'description': 'Computes the amount of decreasing of the spectra amplitude.', 'function': 'tsfel.spectral_decrease', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral distance': {'complexity': 'log', 'description': 'Computes the signal spectral distance.', 'function': 'tsfel.spectral_distance', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral entropy': {'complexity': 'log', 'description': 'Computes the spectral entropy of the signal based on Fourier transform.', 'function': 'tsfel.spectral_entropy', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes', 'tag': 'eeg'}, 'Spectral kurtosis': {'complexity': 'linear', 'description': 'Computes the flatness of a distribution around its mean value.', 'function': 'tsfel.spectral_kurtosis', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral positive turning points': {'complexity': 'log', 'description': 'Computes number of positive turning points of the fft magnitude signal', 'function': 'tsfel.spectral_positive_turning', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral roll-off': {'complexity': 'log', 'description': 'Computes the frequency where 95% of the signal magnitude is contained below of this value.', 'function': 'tsfel.spectral_roll_off', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes', 'tag': 'audio'}, 'Spectral roll-on': {'complexity': 'log', 'description': 'Computes the frequency where 5% of the signal magnitude is contained below of this value.', 'function': 'tsfel.spectral_roll_on', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral skewness': {'complexity': 'linear', 'description': 'Computes the asymmetry of a distribution around its mean value.', 'function': 'tsfel.spectral_skewness', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral slope': {'complexity': 'log', 'description': 'Computes the spectral slope, obtained by linear regression of the spectral amplitude.', 'function': 'tsfel.spectral_slope', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral spread': {'complexity': 'linear', 'description': 'Computes the spread of the spectrum around its mean value.', 'function': 'tsfel.spectral_spread', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Spectral variation': {'complexity': 'log', 'description': 'Computes the amount of variation of the spectrum along time.', 'function': 'tsfel.spectral_variation', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Wavelet absolute mean': {'complexity': 'linear', 'description': 'Computes CWT absolute mean value of each wavelet scale.', 'function': 'tsfel.wavelet_abs_mean', 'parameters': {'function': 'scipy.signal.ricker', 'widths': 'np.arange(1,10)'}, 'n_features': 'widths', 'use': 'yes', 'tag': ['eeg', 'ecg']}, 'Wavelet energy': {'complexity': 'linear', 'description': 'Computes CWT energy of each wavelet scale.', 'function': 'tsfel.wavelet_energy', 'parameters': {'function': 'scipy.signal.ricker', 'widths': 'np.arange(1,10)'}, 'n_features': 'widths', 'use': 'yes', 'tag': 'eeg'}, 'Wavelet entropy': {'complexity': 'linear', 'description': 'Computes CWT entropy of the signal.', 'function': 'tsfel.wavelet_entropy', 'parameters': {'function': 'scipy.signal.ricker', 'widths': 'np.arange(1,10)'}, 'n_features': 1, 'use': 'yes', 'tag': 'eeg'}, 'Wavelet standard deviation': {'complexity': 'linear', 'description': 'Computes CWT std value of each wavelet scale.', 'function': 'tsfel.wavelet_std', 'parameters': {'function': 'scipy.signal.ricker', 'widths': 'np.arange(1,10)'}, 'n_features': 'widths', 'use': 'yes', 'tag': 'eeg'}, 'Wavelet variance': {'complexity': 'linear', 'description': 'Computes CWT variance value of each wavelet scale.', 'function': 'tsfel.wavelet_var', 'parameters': {'function': 'scipy.signal.ricker', 'widths': 'np.arange(1,10)'}, 'n_features': 'widths', 'use': 'yes', 'tag': 'eeg'}}, 'statistical': {'Absolute energy': {'complexity': 'log', 'description': 'Computes the absolute energy of the signal.', 'function': 'tsfel.abs_energy', 'parameters': '', 'n_features': 1, 'use': 'yes', 'tag': 'audio'}, 'Average power': {'complexity': 'constant', 'description': 'Computes the average power of the signal.', 'function': 'tsfel.average_power', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes', 'tag': 'audio'}, 'ECDF': {'complexity': 'log', 'description': 'Computes the values of ECDF (empirical cumulative distribution function) along the time axis.', 'function': 'tsfel.ecdf', 'parameters': {'d': 10}, 'n_features': 'd', 'use': 'yes'}, 'ECDF Percentile': {'complexity': 'log', 'description': 'Determines the percentile value of the ECDF.', 'function': 'tsfel.ecdf_percentile', 'parameters': {'percentile': '[0.2, 0.8]'}, 'n_features': 'percentile', 'use': 'yes'}, 'ECDF Percentile Count': {'complexity': 'log', 'description': 'Determines the cumulative sum of samples that are less than the percentile.', 'function': 'tsfel.ecdf_percentile_count', 'parameters': {'percentile': '[0.2, 0.8]'}, 'n_features': 'percentile', 'use': 'yes'}, 'Entropy': {'complexity': 'log', 'description': 'Computes the entropy of the signal using the Shannon Entropy.', 'function': 'tsfel.entropy', 'parameters': {'prob': 'standard'}, 'n_features': 1, 'use': 'yes', 'tag': 'eeg'}, 'Histogram': {'complexity': 'log', 'description': 'Computes histogram of the signal.', 'function': 'tsfel.hist', 'parameters': {'nbins': 10, 'r': 1}, 'n_features': 'nbins', 'use': 'yes'}, 'Interquartile range': {'complexity': 'constant', 'description': 'Computes interquartile range of the signal.', 'function': 'tsfel.interq_range', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Kurtosis': {'complexity': 'constant', 'description': 'Computes kurtosis of the signal.', 'function': 'tsfel.kurtosis', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Max': {'complexity': 'constant', 'description': 'Computes the maximum value of the signal.', 'function': 'tsfel.calc_max', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Mean': {'complexity': 'constant', 'description': 'Computes the mean value of the signal.', 'function': 'tsfel.calc_mean', 'parameters': '', 'n_features': 1, 'use': 'yes', 'tag': 'inertial'}, 'Mean absolute deviation': {'complexity': 'log', 'description': 'Computes mean absolute deviation of the signal.', 'function': 'tsfel.mean_abs_deviation', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Median': {'complexity': 'constant', 'description': 'Computes median of the signal.', 'function': 'tsfel.calc_median', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Median absolute deviation': {'complexity': 'constant', 'description': 'Computes median absolute deviation of the signal.', 'function': 'tsfel.median_abs_deviation', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Min': {'complexity': 'constant', 'description': 'Computes the minimum value of the signal.', 'function': 'tsfel.calc_min', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Peak to peak distance': {'complexity': 'constant', 'description': 'Computes the peak to peak distance.', 'function': 'tsfel.pk_pk_distance', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Root mean square': {'complexity': 'constant', 'description': 'Computes root mean square of the signal.', 'function': 'tsfel.rms', 'parameters': '', 'n_features': 1, 'use': 'yes', 'tag': ['emg', 'inertial']}, 'Skewness': {'complexity': 'constant', 'description': 'Computes skewness of the signal.', 'function': 'tsfel.skewness', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Standard deviation': {'complexity': 'constant', 'description': 'Computes standard deviation of the signal.', 'function': 'tsfel.calc_std', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Variance': {'complexity': 'constant', 'description': 'Computes variance of the signal.', 'function': 'tsfel.calc_var', 'parameters': '', 'n_features': 1, 'use': 'yes'}}, 'temporal': {'Area under the curve': {'complexity': 'log', 'description': 'Computes the area under the curve of the signal computed with trapezoid rule.', 'function': 'tsfel.auc', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Autocorrelation': {'complexity': 'constant', 'description': 'Computes autocorrelation of the signal.', 'function': 'tsfel.autocorr', 'parameters': '', 'n_features': 1, 'use': 'yes', 'tag': 'inertial'}, 'Centroid': {'complexity': 'constant', 'description': 'Computes the centroid along the time axis.', 'function': 'tsfel.calc_centroid', 'parameters': {'fs': 100}, 'n_features': 1, 'use': 'yes'}, 'Mean absolute diff': {'complexity': 'constant', 'description': 'Computes mean absolute differences of the signal.', 'function': 'tsfel.mean_abs_diff', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Mean diff': {'complexity': 'constant', 'description': 'Computes mean of differences of the signal.', 'function': 'tsfel.mean_diff', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Median absolute diff': {'complexity': 'constant', 'description': 'Computes median absolute differences of the signal.', 'function': 'tsfel.median_abs_diff', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Median diff': {'complexity': 'constant', 'description': 'Computes median of differences of the signal.', 'function': 'tsfel.median_diff', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Negative turning points': {'complexity': 'constant', 'description': 'Computes number of negative turning points of the signal.', 'function': 'tsfel.negative_turning', 'parameters': '', 'n_features': 1, 'use': 'yes', 'tag': 'emg'}, 'Neighbourhood peaks': {'complexity': 'constant', 'description': 'Computes the number of peaks from a defined neighbourhood of the signal.', 'function': 'tsfel.neighbourhood_peaks', 'parameters': {'n': 10}, 'n_features': 1, 'use': 'yes'}, 'Positive turning points': {'complexity': 'constant', 'description': 'Computes number of positive turning points of the signal.', 'function': 'tsfel.positive_turning', 'parameters': '', 'n_features': 1, 'use': 'yes', 'tag': 'emg'}, 'Signal distance': {'complexity': 'constant', 'description': 'Computes signal traveled distance.', 'function': 'tsfel.distance', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Slope': {'complexity': 'log', 'description': 'Computes the slope of the signal by fitting a linear equation to the observed data.', 'function': 'tsfel.slope', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Sum absolute diff': {'complexity': 'constant', 'description': 'Computes sum of absolute differences of the signal.', 'function': 'tsfel.sum_abs_diff', 'parameters': '', 'n_features': 1, 'use': 'yes'}, 'Zero crossing rate': {'complexity': 'constant', 'description': 'Computes Zero-crossing rate of the signal.', 'function': 'tsfel.zero_cross', 'parameters': '', 'n_features': 1, 'use': 'yes', 'tag': ['audio', 'emg']}}}\n"
+     ]
+    }
+   ],
    "source": [
-    "cfg = tsfel.get_features_by_domain()     "
+    "cfg = tsfel.get_features_by_domain()    \n",
+    "print(cfg)"
    ]
   },
   {
@@ -644,24 +1027,1793 @@
     }
    ],
    "source": [
-    "Z.shape"
+    "\n",
+    "print(f'We have a total of {Z.shape[0]} data sample and each has {Z.shape[1]} data poins')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 86,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Extracting features from sample 0/1720\n",
+      "Extracting features from sample 1/1720\n",
+      "Extracting features from sample 2/1720\n",
+      "Extracting features from sample 3/1720\n",
+      "Extracting features from sample 4/1720\n",
+      "Extracting features from sample 5/1720\n",
+      "Extracting features from sample 6/1720\n",
+      "Extracting features from sample 7/1720\n",
+      "Extracting features from sample 8/1720\n",
+      "Extracting features from sample 9/1720\n",
+      "Extracting features from sample 10/1720\n",
+      "Extracting features from sample 11/1720\n",
+      "Extracting features from sample 12/1720\n",
+      "Extracting features from sample 13/1720\n",
+      "Extracting features from sample 14/1720\n",
+      "Extracting features from sample 15/1720\n",
+      "Extracting features from sample 16/1720\n",
+      "Extracting features from sample 17/1720\n",
+      "Extracting features from sample 18/1720\n",
+      "Extracting features from sample 19/1720\n",
+      "Extracting features from sample 20/1720\n",
+      "Extracting features from sample 21/1720\n",
+      "Extracting features from sample 22/1720\n",
+      "Extracting features from sample 23/1720\n",
+      "Extracting features from sample 24/1720\n",
+      "Extracting features from sample 25/1720\n",
+      "Extracting features from sample 26/1720\n",
+      "Extracting features from sample 27/1720\n",
+      "Extracting features from sample 28/1720\n",
+      "Extracting features from sample 29/1720\n",
+      "Extracting features from sample 30/1720\n",
+      "Extracting features from sample 31/1720\n",
+      "Extracting features from sample 32/1720\n",
+      "Extracting features from sample 33/1720\n",
+      "Extracting features from sample 34/1720\n",
+      "Extracting features from sample 35/1720\n",
+      "Extracting features from sample 36/1720\n",
+      "Extracting features from sample 37/1720\n",
+      "Extracting features from sample 38/1720\n",
+      "Extracting features from sample 39/1720\n",
+      "Extracting features from sample 40/1720\n",
+      "Extracting features from sample 41/1720\n",
+      "Extracting features from sample 42/1720\n",
+      "Extracting features from sample 43/1720\n",
+      "Extracting features from sample 44/1720\n",
+      "Extracting features from sample 45/1720\n",
+      "Extracting features from sample 46/1720\n",
+      "Extracting features from sample 47/1720\n",
+      "Extracting features from sample 48/1720\n",
+      "Extracting features from sample 49/1720\n",
+      "Extracting features from sample 50/1720\n",
+      "Extracting features from sample 51/1720\n",
+      "Extracting features from sample 52/1720\n",
+      "Extracting features from sample 53/1720\n",
+      "Extracting features from sample 54/1720\n",
+      "Extracting features from sample 55/1720\n",
+      "Extracting features from sample 56/1720\n",
+      "Extracting features from sample 57/1720\n",
+      "Extracting features from sample 58/1720\n",
+      "Extracting features from sample 59/1720\n",
+      "Extracting features from sample 60/1720\n",
+      "Extracting features from sample 61/1720\n",
+      "Extracting features from sample 62/1720\n",
+      "Extracting features from sample 63/1720\n",
+      "Extracting features from sample 64/1720\n",
+      "Extracting features from sample 65/1720\n",
+      "Extracting features from sample 66/1720\n",
+      "Extracting features from sample 67/1720\n",
+      "Extracting features from sample 68/1720\n",
+      "Extracting features from sample 69/1720\n",
+      "Extracting features from sample 70/1720\n",
+      "Extracting features from sample 71/1720\n",
+      "Extracting features from sample 72/1720\n",
+      "Extracting features from sample 73/1720\n",
+      "Extracting features from sample 74/1720\n",
+      "Extracting features from sample 75/1720\n",
+      "Extracting features from sample 76/1720\n",
+      "Extracting features from sample 77/1720\n",
+      "Extracting features from sample 78/1720\n",
+      "Extracting features from sample 79/1720\n",
+      "Extracting features from sample 80/1720\n",
+      "Extracting features from sample 81/1720\n",
+      "Extracting features from sample 82/1720\n",
+      "Extracting features from sample 83/1720\n",
+      "Extracting features from sample 84/1720\n",
+      "Extracting features from sample 85/1720\n",
+      "Extracting features from sample 86/1720\n",
+      "Extracting features from sample 87/1720\n",
+      "Extracting features from sample 88/1720\n",
+      "Extracting features from sample 89/1720\n",
+      "Extracting features from sample 90/1720\n",
+      "Extracting features from sample 91/1720\n",
+      "Extracting features from sample 92/1720\n",
+      "Extracting features from sample 93/1720\n",
+      "Extracting features from sample 94/1720\n",
+      "Extracting features from sample 95/1720\n",
+      "Extracting features from sample 96/1720\n",
+      "Extracting features from sample 97/1720\n",
+      "Extracting features from sample 98/1720\n",
+      "Extracting features from sample 99/1720\n",
+      "Extracting features from sample 100/1720\n",
+      "Extracting features from sample 101/1720\n",
+      "Extracting features from sample 102/1720\n",
+      "Extracting features from sample 103/1720\n",
+      "Extracting features from sample 104/1720\n",
+      "Extracting features from sample 105/1720\n",
+      "Extracting features from sample 106/1720\n",
+      "Extracting features from sample 107/1720\n",
+      "Extracting features from sample 108/1720\n",
+      "Extracting features from sample 109/1720\n",
+      "Extracting features from sample 110/1720\n",
+      "Extracting features from sample 111/1720\n",
+      "Extracting features from sample 112/1720\n",
+      "Extracting features from sample 113/1720\n",
+      "Extracting features from sample 114/1720\n",
+      "Extracting features from sample 115/1720\n",
+      "Extracting features from sample 116/1720\n",
+      "Extracting features from sample 117/1720\n",
+      "Extracting features from sample 118/1720\n",
+      "Extracting features from sample 119/1720\n",
+      "Extracting features from sample 120/1720\n",
+      "Extracting features from sample 121/1720\n",
+      "Extracting features from sample 122/1720\n",
+      "Extracting features from sample 123/1720\n",
+      "Extracting features from sample 124/1720\n",
+      "Extracting features from sample 125/1720\n",
+      "Extracting features from sample 126/1720\n",
+      "Extracting features from sample 127/1720\n",
+      "Extracting features from sample 128/1720\n",
+      "Extracting features from sample 129/1720\n",
+      "Extracting features from sample 130/1720\n",
+      "Extracting features from sample 131/1720\n",
+      "Extracting features from sample 132/1720\n",
+      "Extracting features from sample 133/1720\n",
+      "Extracting features from sample 134/1720\n",
+      "Extracting features from sample 135/1720\n",
+      "Extracting features from sample 136/1720\n",
+      "Extracting features from sample 137/1720\n",
+      "Extracting features from sample 138/1720\n",
+      "Extracting features from sample 139/1720\n",
+      "Extracting features from sample 140/1720\n",
+      "Extracting features from sample 141/1720\n",
+      "Extracting features from sample 142/1720\n",
+      "Extracting features from sample 143/1720\n",
+      "Extracting features from sample 144/1720\n",
+      "Extracting features from sample 145/1720\n",
+      "Extracting features from sample 146/1720\n",
+      "Extracting features from sample 147/1720\n",
+      "Extracting features from sample 148/1720\n",
+      "Extracting features from sample 149/1720\n",
+      "Extracting features from sample 150/1720\n",
+      "Extracting features from sample 151/1720\n",
+      "Extracting features from sample 152/1720\n",
+      "Extracting features from sample 153/1720\n",
+      "Extracting features from sample 154/1720\n",
+      "Extracting features from sample 155/1720\n",
+      "Extracting features from sample 156/1720\n",
+      "Extracting features from sample 157/1720\n",
+      "Extracting features from sample 158/1720\n",
+      "Extracting features from sample 159/1720\n",
+      "Extracting features from sample 160/1720\n",
+      "Extracting features from sample 161/1720\n",
+      "Extracting features from sample 162/1720\n",
+      "Extracting features from sample 163/1720\n",
+      "Extracting features from sample 164/1720\n",
+      "Extracting features from sample 165/1720\n",
+      "Extracting features from sample 166/1720\n",
+      "Extracting features from sample 167/1720\n",
+      "Extracting features from sample 168/1720\n",
+      "Extracting features from sample 169/1720\n",
+      "Extracting features from sample 170/1720\n",
+      "Extracting features from sample 171/1720\n",
+      "Extracting features from sample 172/1720\n",
+      "Extracting features from sample 173/1720\n",
+      "Extracting features from sample 174/1720\n",
+      "Extracting features from sample 175/1720\n",
+      "Extracting features from sample 176/1720\n",
+      "Extracting features from sample 177/1720\n",
+      "Extracting features from sample 178/1720\n",
+      "Extracting features from sample 179/1720\n",
+      "Extracting features from sample 180/1720\n",
+      "Extracting features from sample 181/1720\n",
+      "Extracting features from sample 182/1720\n",
+      "Extracting features from sample 183/1720\n",
+      "Extracting features from sample 184/1720\n",
+      "Extracting features from sample 185/1720\n",
+      "Extracting features from sample 186/1720\n",
+      "Extracting features from sample 187/1720\n",
+      "Extracting features from sample 188/1720\n",
+      "Extracting features from sample 189/1720\n",
+      "Extracting features from sample 190/1720\n",
+      "Extracting features from sample 191/1720\n",
+      "Extracting features from sample 192/1720\n",
+      "Extracting features from sample 193/1720\n",
+      "Extracting features from sample 194/1720\n",
+      "Extracting features from sample 195/1720\n",
+      "Extracting features from sample 196/1720\n",
+      "Extracting features from sample 197/1720\n",
+      "Extracting features from sample 198/1720\n",
+      "Extracting features from sample 199/1720\n",
+      "Extracting features from sample 200/1720\n",
+      "Extracting features from sample 201/1720\n",
+      "Extracting features from sample 202/1720\n",
+      "Extracting features from sample 203/1720\n",
+      "Extracting features from sample 204/1720\n",
+      "Extracting features from sample 205/1720\n",
+      "Extracting features from sample 206/1720\n",
+      "Extracting features from sample 207/1720\n",
+      "Extracting features from sample 208/1720\n",
+      "Extracting features from sample 209/1720\n",
+      "Extracting features from sample 210/1720\n",
+      "Extracting features from sample 211/1720\n",
+      "Extracting features from sample 212/1720\n",
+      "Extracting features from sample 213/1720\n",
+      "Extracting features from sample 214/1720\n",
+      "Extracting features from sample 215/1720\n",
+      "Extracting features from sample 216/1720\n",
+      "Extracting features from sample 217/1720\n",
+      "Extracting features from sample 218/1720\n",
+      "Extracting features from sample 219/1720\n",
+      "Extracting features from sample 220/1720\n",
+      "Extracting features from sample 221/1720\n",
+      "Extracting features from sample 222/1720\n",
+      "Extracting features from sample 223/1720\n",
+      "Extracting features from sample 224/1720\n",
+      "Extracting features from sample 225/1720\n",
+      "Extracting features from sample 226/1720\n",
+      "Extracting features from sample 227/1720\n",
+      "Extracting features from sample 228/1720\n",
+      "Extracting features from sample 229/1720\n",
+      "Extracting features from sample 230/1720\n",
+      "Extracting features from sample 231/1720\n",
+      "Extracting features from sample 232/1720\n",
+      "Extracting features from sample 233/1720\n",
+      "Extracting features from sample 234/1720\n",
+      "Extracting features from sample 235/1720\n",
+      "Extracting features from sample 236/1720\n",
+      "Extracting features from sample 237/1720\n",
+      "Extracting features from sample 238/1720\n",
+      "Extracting features from sample 239/1720\n",
+      "Extracting features from sample 240/1720\n",
+      "Extracting features from sample 241/1720\n",
+      "Extracting features from sample 242/1720\n",
+      "Extracting features from sample 243/1720\n",
+      "Extracting features from sample 244/1720\n",
+      "Extracting features from sample 245/1720\n",
+      "Extracting features from sample 246/1720\n",
+      "Extracting features from sample 247/1720\n",
+      "Extracting features from sample 248/1720\n",
+      "Extracting features from sample 249/1720\n",
+      "Extracting features from sample 250/1720\n",
+      "Extracting features from sample 251/1720\n",
+      "Extracting features from sample 252/1720\n",
+      "Extracting features from sample 253/1720\n",
+      "Extracting features from sample 254/1720\n",
+      "Extracting features from sample 255/1720\n",
+      "Extracting features from sample 256/1720\n",
+      "Extracting features from sample 257/1720\n",
+      "Extracting features from sample 258/1720\n",
+      "Extracting features from sample 259/1720\n",
+      "Extracting features from sample 260/1720\n",
+      "Extracting features from sample 261/1720\n",
+      "Extracting features from sample 262/1720\n",
+      "Extracting features from sample 263/1720\n",
+      "Extracting features from sample 264/1720\n",
+      "Extracting features from sample 265/1720\n",
+      "Extracting features from sample 266/1720\n",
+      "Extracting features from sample 267/1720\n",
+      "Extracting features from sample 268/1720\n",
+      "Extracting features from sample 269/1720\n",
+      "Extracting features from sample 270/1720\n",
+      "Extracting features from sample 271/1720\n",
+      "Extracting features from sample 272/1720\n",
+      "Extracting features from sample 273/1720\n",
+      "Extracting features from sample 274/1720\n",
+      "Extracting features from sample 275/1720\n",
+      "Extracting features from sample 276/1720\n",
+      "Extracting features from sample 277/1720\n",
+      "Extracting features from sample 278/1720\n",
+      "Extracting features from sample 279/1720\n",
+      "Extracting features from sample 280/1720\n",
+      "Extracting features from sample 281/1720\n",
+      "Extracting features from sample 282/1720\n",
+      "Extracting features from sample 283/1720\n",
+      "Extracting features from sample 284/1720\n",
+      "Extracting features from sample 285/1720\n",
+      "Extracting features from sample 286/1720\n",
+      "Extracting features from sample 287/1720\n",
+      "Extracting features from sample 288/1720\n",
+      "Extracting features from sample 289/1720\n",
+      "Extracting features from sample 290/1720\n",
+      "Extracting features from sample 291/1720\n",
+      "Extracting features from sample 292/1720\n",
+      "Extracting features from sample 293/1720\n",
+      "Extracting features from sample 294/1720\n",
+      "Extracting features from sample 295/1720\n",
+      "Extracting features from sample 296/1720\n",
+      "Extracting features from sample 297/1720\n",
+      "Extracting features from sample 298/1720\n",
+      "Extracting features from sample 299/1720\n",
+      "Extracting features from sample 300/1720\n",
+      "Extracting features from sample 301/1720\n",
+      "Extracting features from sample 302/1720\n",
+      "Extracting features from sample 303/1720\n",
+      "Extracting features from sample 304/1720\n",
+      "Extracting features from sample 305/1720\n",
+      "Extracting features from sample 306/1720\n",
+      "Extracting features from sample 307/1720\n",
+      "Extracting features from sample 308/1720\n",
+      "Extracting features from sample 309/1720\n",
+      "Extracting features from sample 310/1720\n",
+      "Extracting features from sample 311/1720\n",
+      "Extracting features from sample 312/1720\n",
+      "Extracting features from sample 313/1720\n",
+      "Extracting features from sample 314/1720\n",
+      "Extracting features from sample 315/1720\n",
+      "Extracting features from sample 316/1720\n",
+      "Extracting features from sample 317/1720\n",
+      "Extracting features from sample 318/1720\n",
+      "Extracting features from sample 319/1720\n",
+      "Extracting features from sample 320/1720\n",
+      "Extracting features from sample 321/1720\n",
+      "Extracting features from sample 322/1720\n",
+      "Extracting features from sample 323/1720\n",
+      "Extracting features from sample 324/1720\n",
+      "Extracting features from sample 325/1720\n",
+      "Extracting features from sample 326/1720\n",
+      "Extracting features from sample 327/1720\n",
+      "Extracting features from sample 328/1720\n",
+      "Extracting features from sample 329/1720\n",
+      "Extracting features from sample 330/1720\n",
+      "Extracting features from sample 331/1720\n",
+      "Extracting features from sample 332/1720\n",
+      "Extracting features from sample 333/1720\n",
+      "Extracting features from sample 334/1720\n",
+      "Extracting features from sample 335/1720\n",
+      "Extracting features from sample 336/1720\n",
+      "Extracting features from sample 337/1720\n",
+      "Extracting features from sample 338/1720\n",
+      "Extracting features from sample 339/1720\n",
+      "Extracting features from sample 340/1720\n",
+      "Extracting features from sample 341/1720\n",
+      "Extracting features from sample 342/1720\n",
+      "Extracting features from sample 343/1720\n",
+      "Extracting features from sample 344/1720\n",
+      "Extracting features from sample 345/1720\n",
+      "Extracting features from sample 346/1720\n",
+      "Extracting features from sample 347/1720\n",
+      "Extracting features from sample 348/1720\n",
+      "Extracting features from sample 349/1720\n",
+      "Extracting features from sample 350/1720\n",
+      "Extracting features from sample 351/1720\n",
+      "Extracting features from sample 352/1720\n",
+      "Extracting features from sample 353/1720\n",
+      "Extracting features from sample 354/1720\n",
+      "Extracting features from sample 355/1720\n",
+      "Extracting features from sample 356/1720\n",
+      "Extracting features from sample 357/1720\n",
+      "Extracting features from sample 358/1720\n",
+      "Extracting features from sample 359/1720\n",
+      "Extracting features from sample 360/1720\n",
+      "Extracting features from sample 361/1720\n",
+      "Extracting features from sample 362/1720\n",
+      "Extracting features from sample 363/1720\n",
+      "Extracting features from sample 364/1720\n",
+      "Extracting features from sample 365/1720\n",
+      "Extracting features from sample 366/1720\n",
+      "Extracting features from sample 367/1720\n",
+      "Extracting features from sample 368/1720\n",
+      "Extracting features from sample 369/1720\n",
+      "Extracting features from sample 370/1720\n",
+      "Extracting features from sample 371/1720\n",
+      "Extracting features from sample 372/1720\n",
+      "Extracting features from sample 373/1720\n",
+      "Extracting features from sample 374/1720\n",
+      "Extracting features from sample 375/1720\n",
+      "Extracting features from sample 376/1720\n",
+      "Extracting features from sample 377/1720\n",
+      "Extracting features from sample 378/1720\n",
+      "Extracting features from sample 379/1720\n",
+      "Extracting features from sample 380/1720\n",
+      "Extracting features from sample 381/1720\n",
+      "Extracting features from sample 382/1720\n",
+      "Extracting features from sample 383/1720\n",
+      "Extracting features from sample 384/1720\n",
+      "Extracting features from sample 385/1720\n",
+      "Extracting features from sample 386/1720\n",
+      "Extracting features from sample 387/1720\n",
+      "Extracting features from sample 388/1720\n",
+      "Extracting features from sample 389/1720\n",
+      "Extracting features from sample 390/1720\n",
+      "Extracting features from sample 391/1720\n",
+      "Extracting features from sample 392/1720\n",
+      "Extracting features from sample 393/1720\n",
+      "Extracting features from sample 394/1720\n",
+      "Extracting features from sample 395/1720\n",
+      "Extracting features from sample 396/1720\n",
+      "Extracting features from sample 397/1720\n",
+      "Extracting features from sample 398/1720\n",
+      "Extracting features from sample 399/1720\n",
+      "Extracting features from sample 400/1720\n",
+      "Extracting features from sample 401/1720\n",
+      "Extracting features from sample 402/1720\n",
+      "Extracting features from sample 403/1720\n",
+      "Extracting features from sample 404/1720\n",
+      "Extracting features from sample 405/1720\n",
+      "Extracting features from sample 406/1720\n",
+      "Extracting features from sample 407/1720\n",
+      "Extracting features from sample 408/1720\n",
+      "Extracting features from sample 409/1720\n",
+      "Extracting features from sample 410/1720\n",
+      "Extracting features from sample 411/1720\n",
+      "Extracting features from sample 412/1720\n",
+      "Extracting features from sample 413/1720\n",
+      "Extracting features from sample 414/1720\n",
+      "Extracting features from sample 415/1720\n",
+      "Extracting features from sample 416/1720\n",
+      "Extracting features from sample 417/1720\n",
+      "Extracting features from sample 418/1720\n",
+      "Extracting features from sample 419/1720\n",
+      "Extracting features from sample 420/1720\n",
+      "Extracting features from sample 421/1720\n",
+      "Extracting features from sample 422/1720\n",
+      "Extracting features from sample 423/1720\n",
+      "Extracting features from sample 424/1720\n",
+      "Extracting features from sample 425/1720\n",
+      "Extracting features from sample 426/1720\n",
+      "Extracting features from sample 427/1720\n",
+      "Extracting features from sample 428/1720\n",
+      "Extracting features from sample 429/1720\n",
+      "Extracting features from sample 430/1720\n",
+      "Extracting features from sample 431/1720\n",
+      "Extracting features from sample 432/1720\n",
+      "Extracting features from sample 433/1720\n",
+      "Extracting features from sample 434/1720\n",
+      "Extracting features from sample 435/1720\n",
+      "Extracting features from sample 436/1720\n",
+      "Extracting features from sample 437/1720\n",
+      "Extracting features from sample 438/1720\n",
+      "Extracting features from sample 439/1720\n",
+      "Extracting features from sample 440/1720\n",
+      "Extracting features from sample 441/1720\n",
+      "Extracting features from sample 442/1720\n",
+      "Extracting features from sample 443/1720\n",
+      "Extracting features from sample 444/1720\n",
+      "Extracting features from sample 445/1720\n",
+      "Extracting features from sample 446/1720\n",
+      "Extracting features from sample 447/1720\n",
+      "Extracting features from sample 448/1720\n",
+      "Extracting features from sample 449/1720\n",
+      "Extracting features from sample 450/1720\n",
+      "Extracting features from sample 451/1720\n",
+      "Extracting features from sample 452/1720\n",
+      "Extracting features from sample 453/1720\n",
+      "Extracting features from sample 454/1720\n",
+      "Extracting features from sample 455/1720\n",
+      "Extracting features from sample 456/1720\n",
+      "Extracting features from sample 457/1720\n",
+      "Extracting features from sample 458/1720\n",
+      "Extracting features from sample 459/1720\n",
+      "Extracting features from sample 460/1720\n",
+      "Extracting features from sample 461/1720\n",
+      "Extracting features from sample 462/1720\n",
+      "Extracting features from sample 463/1720\n",
+      "Extracting features from sample 464/1720\n",
+      "Extracting features from sample 465/1720\n",
+      "Extracting features from sample 466/1720\n",
+      "Extracting features from sample 467/1720\n",
+      "Extracting features from sample 468/1720\n",
+      "Extracting features from sample 469/1720\n",
+      "Extracting features from sample 470/1720\n",
+      "Extracting features from sample 471/1720\n",
+      "Extracting features from sample 472/1720\n",
+      "Extracting features from sample 473/1720\n",
+      "Extracting features from sample 474/1720\n",
+      "Extracting features from sample 475/1720\n",
+      "Extracting features from sample 476/1720\n",
+      "Extracting features from sample 477/1720\n",
+      "Extracting features from sample 478/1720\n",
+      "Extracting features from sample 479/1720\n",
+      "Extracting features from sample 480/1720\n",
+      "Extracting features from sample 481/1720\n",
+      "Extracting features from sample 482/1720\n",
+      "Extracting features from sample 483/1720\n",
+      "Extracting features from sample 484/1720\n",
+      "Extracting features from sample 485/1720\n",
+      "Extracting features from sample 486/1720\n",
+      "Extracting features from sample 487/1720\n",
+      "Extracting features from sample 488/1720\n",
+      "Extracting features from sample 489/1720\n",
+      "Extracting features from sample 490/1720\n",
+      "Extracting features from sample 491/1720\n",
+      "Extracting features from sample 492/1720\n",
+      "Extracting features from sample 493/1720\n",
+      "Extracting features from sample 494/1720\n",
+      "Extracting features from sample 495/1720\n",
+      "Extracting features from sample 496/1720\n",
+      "Extracting features from sample 497/1720\n",
+      "Extracting features from sample 498/1720\n",
+      "Extracting features from sample 499/1720\n",
+      "Extracting features from sample 500/1720\n",
+      "Extracting features from sample 501/1720\n",
+      "Extracting features from sample 502/1720\n",
+      "Extracting features from sample 503/1720\n",
+      "Extracting features from sample 504/1720\n",
+      "Extracting features from sample 505/1720\n",
+      "Extracting features from sample 506/1720\n",
+      "Extracting features from sample 507/1720\n",
+      "Extracting features from sample 508/1720\n",
+      "Extracting features from sample 509/1720\n",
+      "Extracting features from sample 510/1720\n",
+      "Extracting features from sample 511/1720\n",
+      "Extracting features from sample 512/1720\n",
+      "Extracting features from sample 513/1720\n",
+      "Extracting features from sample 514/1720\n",
+      "Extracting features from sample 515/1720\n",
+      "Extracting features from sample 516/1720\n",
+      "Extracting features from sample 517/1720\n",
+      "Extracting features from sample 518/1720\n",
+      "Extracting features from sample 519/1720\n",
+      "Extracting features from sample 520/1720\n",
+      "Extracting features from sample 521/1720\n",
+      "Extracting features from sample 522/1720\n",
+      "Extracting features from sample 523/1720\n",
+      "Extracting features from sample 524/1720\n",
+      "Extracting features from sample 525/1720\n",
+      "Extracting features from sample 526/1720\n",
+      "Extracting features from sample 527/1720\n",
+      "Extracting features from sample 528/1720\n",
+      "Extracting features from sample 529/1720\n",
+      "Extracting features from sample 530/1720\n",
+      "Extracting features from sample 531/1720\n",
+      "Extracting features from sample 532/1720\n",
+      "Extracting features from sample 533/1720\n",
+      "Extracting features from sample 534/1720\n",
+      "Extracting features from sample 535/1720\n",
+      "Extracting features from sample 536/1720\n",
+      "Extracting features from sample 537/1720\n",
+      "Extracting features from sample 538/1720\n",
+      "Extracting features from sample 539/1720\n",
+      "Extracting features from sample 540/1720\n",
+      "Extracting features from sample 541/1720\n",
+      "Extracting features from sample 542/1720\n",
+      "Extracting features from sample 543/1720\n",
+      "Extracting features from sample 544/1720\n",
+      "Extracting features from sample 545/1720\n",
+      "Extracting features from sample 546/1720\n",
+      "Extracting features from sample 547/1720\n",
+      "Extracting features from sample 548/1720\n",
+      "Extracting features from sample 549/1720\n",
+      "Extracting features from sample 550/1720\n",
+      "Extracting features from sample 551/1720\n",
+      "Extracting features from sample 552/1720\n",
+      "Extracting features from sample 553/1720\n",
+      "Extracting features from sample 554/1720\n",
+      "Extracting features from sample 555/1720\n",
+      "Extracting features from sample 556/1720\n",
+      "Extracting features from sample 557/1720\n",
+      "Extracting features from sample 558/1720\n",
+      "Extracting features from sample 559/1720\n",
+      "Extracting features from sample 560/1720\n",
+      "Extracting features from sample 561/1720\n",
+      "Extracting features from sample 562/1720\n",
+      "Extracting features from sample 563/1720\n",
+      "Extracting features from sample 564/1720\n",
+      "Extracting features from sample 565/1720\n",
+      "Extracting features from sample 566/1720\n",
+      "Extracting features from sample 567/1720\n",
+      "Extracting features from sample 568/1720\n",
+      "Extracting features from sample 569/1720\n",
+      "Extracting features from sample 570/1720\n",
+      "Extracting features from sample 571/1720\n",
+      "Extracting features from sample 572/1720\n",
+      "Extracting features from sample 573/1720\n",
+      "Extracting features from sample 574/1720\n",
+      "Extracting features from sample 575/1720\n",
+      "Extracting features from sample 576/1720\n",
+      "Extracting features from sample 577/1720\n",
+      "Extracting features from sample 578/1720\n",
+      "Extracting features from sample 579/1720\n",
+      "Extracting features from sample 580/1720\n",
+      "Extracting features from sample 581/1720\n",
+      "Extracting features from sample 582/1720\n",
+      "Extracting features from sample 583/1720\n",
+      "Extracting features from sample 584/1720\n",
+      "Extracting features from sample 585/1720\n",
+      "Extracting features from sample 586/1720\n",
+      "Extracting features from sample 587/1720\n",
+      "Extracting features from sample 588/1720\n",
+      "Extracting features from sample 589/1720\n",
+      "Extracting features from sample 590/1720\n",
+      "Extracting features from sample 591/1720\n",
+      "Extracting features from sample 592/1720\n",
+      "Extracting features from sample 593/1720\n",
+      "Extracting features from sample 594/1720\n",
+      "Extracting features from sample 595/1720\n",
+      "Extracting features from sample 596/1720\n",
+      "Extracting features from sample 597/1720\n",
+      "Extracting features from sample 598/1720\n",
+      "Extracting features from sample 599/1720\n",
+      "Extracting features from sample 600/1720\n",
+      "Extracting features from sample 601/1720\n",
+      "Extracting features from sample 602/1720\n",
+      "Extracting features from sample 603/1720\n",
+      "Extracting features from sample 604/1720\n",
+      "Extracting features from sample 605/1720\n",
+      "Extracting features from sample 606/1720\n",
+      "Extracting features from sample 607/1720\n",
+      "Extracting features from sample 608/1720\n",
+      "Extracting features from sample 609/1720\n",
+      "Extracting features from sample 610/1720\n",
+      "Extracting features from sample 611/1720\n",
+      "Extracting features from sample 612/1720\n",
+      "Extracting features from sample 613/1720\n",
+      "Extracting features from sample 614/1720\n",
+      "Extracting features from sample 615/1720\n",
+      "Extracting features from sample 616/1720\n",
+      "Extracting features from sample 617/1720\n",
+      "Extracting features from sample 618/1720\n",
+      "Extracting features from sample 619/1720\n",
+      "Extracting features from sample 620/1720\n",
+      "Extracting features from sample 621/1720\n",
+      "Extracting features from sample 622/1720\n",
+      "Extracting features from sample 623/1720\n",
+      "Extracting features from sample 624/1720\n",
+      "Extracting features from sample 625/1720\n",
+      "Extracting features from sample 626/1720\n",
+      "Extracting features from sample 627/1720\n",
+      "Extracting features from sample 628/1720\n",
+      "Extracting features from sample 629/1720\n",
+      "Extracting features from sample 630/1720\n",
+      "Extracting features from sample 631/1720\n",
+      "Extracting features from sample 632/1720\n",
+      "Extracting features from sample 633/1720\n",
+      "Extracting features from sample 634/1720\n",
+      "Extracting features from sample 635/1720\n",
+      "Extracting features from sample 636/1720\n",
+      "Extracting features from sample 637/1720\n",
+      "Extracting features from sample 638/1720\n",
+      "Extracting features from sample 639/1720\n",
+      "Extracting features from sample 640/1720\n",
+      "Extracting features from sample 641/1720\n",
+      "Extracting features from sample 642/1720\n",
+      "Extracting features from sample 643/1720\n",
+      "Extracting features from sample 644/1720\n",
+      "Extracting features from sample 645/1720\n",
+      "Extracting features from sample 646/1720\n",
+      "Extracting features from sample 647/1720\n",
+      "Extracting features from sample 648/1720\n",
+      "Extracting features from sample 649/1720\n",
+      "Extracting features from sample 650/1720\n",
+      "Extracting features from sample 651/1720\n",
+      "Extracting features from sample 652/1720\n",
+      "Extracting features from sample 653/1720\n",
+      "Extracting features from sample 654/1720\n",
+      "Extracting features from sample 655/1720\n",
+      "Extracting features from sample 656/1720\n",
+      "Extracting features from sample 657/1720\n",
+      "Extracting features from sample 658/1720\n",
+      "Extracting features from sample 659/1720\n",
+      "Extracting features from sample 660/1720\n",
+      "Extracting features from sample 661/1720\n",
+      "Extracting features from sample 662/1720\n",
+      "Extracting features from sample 663/1720\n",
+      "Extracting features from sample 664/1720\n",
+      "Extracting features from sample 665/1720\n",
+      "Extracting features from sample 666/1720\n",
+      "Extracting features from sample 667/1720\n",
+      "Extracting features from sample 668/1720\n",
+      "Extracting features from sample 669/1720\n",
+      "Extracting features from sample 670/1720\n",
+      "Extracting features from sample 671/1720\n",
+      "Extracting features from sample 672/1720\n",
+      "Extracting features from sample 673/1720\n",
+      "Extracting features from sample 674/1720\n",
+      "Extracting features from sample 675/1720\n",
+      "Extracting features from sample 676/1720\n",
+      "Extracting features from sample 677/1720\n",
+      "Extracting features from sample 678/1720\n",
+      "Extracting features from sample 679/1720\n",
+      "Extracting features from sample 680/1720\n",
+      "Extracting features from sample 681/1720\n",
+      "Extracting features from sample 682/1720\n",
+      "Extracting features from sample 683/1720\n",
+      "Extracting features from sample 684/1720\n",
+      "Extracting features from sample 685/1720\n",
+      "Extracting features from sample 686/1720\n",
+      "Extracting features from sample 687/1720\n",
+      "Extracting features from sample 688/1720\n",
+      "Extracting features from sample 689/1720\n",
+      "Extracting features from sample 690/1720\n",
+      "Extracting features from sample 691/1720\n",
+      "Extracting features from sample 692/1720\n",
+      "Extracting features from sample 693/1720\n",
+      "Extracting features from sample 694/1720\n",
+      "Extracting features from sample 695/1720\n",
+      "Extracting features from sample 696/1720\n",
+      "Extracting features from sample 697/1720\n",
+      "Extracting features from sample 698/1720\n",
+      "Extracting features from sample 699/1720\n",
+      "Extracting features from sample 700/1720\n",
+      "Extracting features from sample 701/1720\n",
+      "Extracting features from sample 702/1720\n",
+      "Extracting features from sample 703/1720\n",
+      "Extracting features from sample 704/1720\n",
+      "Extracting features from sample 705/1720\n",
+      "Extracting features from sample 706/1720\n",
+      "Extracting features from sample 707/1720\n",
+      "Extracting features from sample 708/1720\n",
+      "Extracting features from sample 709/1720\n",
+      "Extracting features from sample 710/1720\n",
+      "Extracting features from sample 711/1720\n",
+      "Extracting features from sample 712/1720\n",
+      "Extracting features from sample 713/1720\n",
+      "Extracting features from sample 714/1720\n",
+      "Extracting features from sample 715/1720\n",
+      "Extracting features from sample 716/1720\n",
+      "Extracting features from sample 717/1720\n",
+      "Extracting features from sample 718/1720\n",
+      "Extracting features from sample 719/1720\n",
+      "Extracting features from sample 720/1720\n",
+      "Extracting features from sample 721/1720\n",
+      "Extracting features from sample 722/1720\n",
+      "Extracting features from sample 723/1720\n",
+      "Extracting features from sample 724/1720\n",
+      "Extracting features from sample 725/1720\n",
+      "Extracting features from sample 726/1720\n",
+      "Extracting features from sample 727/1720\n",
+      "Extracting features from sample 728/1720\n",
+      "Extracting features from sample 729/1720\n",
+      "Extracting features from sample 730/1720\n",
+      "Extracting features from sample 731/1720\n",
+      "Extracting features from sample 732/1720\n",
+      "Extracting features from sample 733/1720\n",
+      "Extracting features from sample 734/1720\n",
+      "Extracting features from sample 735/1720\n",
+      "Extracting features from sample 736/1720\n",
+      "Extracting features from sample 737/1720\n",
+      "Extracting features from sample 738/1720\n",
+      "Extracting features from sample 739/1720\n",
+      "Extracting features from sample 740/1720\n",
+      "Extracting features from sample 741/1720\n",
+      "Extracting features from sample 742/1720\n",
+      "Extracting features from sample 743/1720\n",
+      "Extracting features from sample 744/1720\n",
+      "Extracting features from sample 745/1720\n",
+      "Extracting features from sample 746/1720\n",
+      "Extracting features from sample 747/1720\n",
+      "Extracting features from sample 748/1720\n",
+      "Extracting features from sample 749/1720\n",
+      "Extracting features from sample 750/1720\n",
+      "Extracting features from sample 751/1720\n",
+      "Extracting features from sample 752/1720\n",
+      "Extracting features from sample 753/1720\n",
+      "Extracting features from sample 754/1720\n",
+      "Extracting features from sample 755/1720\n",
+      "Extracting features from sample 756/1720\n",
+      "Extracting features from sample 757/1720\n",
+      "Extracting features from sample 758/1720\n",
+      "Extracting features from sample 759/1720\n",
+      "Extracting features from sample 760/1720\n",
+      "Extracting features from sample 761/1720\n",
+      "Extracting features from sample 762/1720\n",
+      "Extracting features from sample 763/1720\n",
+      "Extracting features from sample 764/1720\n",
+      "Extracting features from sample 765/1720\n",
+      "Extracting features from sample 766/1720\n",
+      "Extracting features from sample 767/1720\n",
+      "Extracting features from sample 768/1720\n",
+      "Extracting features from sample 769/1720\n",
+      "Extracting features from sample 770/1720\n",
+      "Extracting features from sample 771/1720\n",
+      "Extracting features from sample 772/1720\n",
+      "Extracting features from sample 773/1720\n",
+      "Extracting features from sample 774/1720\n",
+      "Extracting features from sample 775/1720\n",
+      "Extracting features from sample 776/1720\n",
+      "Extracting features from sample 777/1720\n",
+      "Extracting features from sample 778/1720\n",
+      "Extracting features from sample 779/1720\n",
+      "Extracting features from sample 780/1720\n",
+      "Extracting features from sample 781/1720\n",
+      "Extracting features from sample 782/1720\n",
+      "Extracting features from sample 783/1720\n",
+      "Extracting features from sample 784/1720\n",
+      "Extracting features from sample 785/1720\n",
+      "Extracting features from sample 786/1720\n",
+      "Extracting features from sample 787/1720\n",
+      "Extracting features from sample 788/1720\n",
+      "Extracting features from sample 789/1720\n",
+      "Extracting features from sample 790/1720\n",
+      "Extracting features from sample 791/1720\n",
+      "Extracting features from sample 792/1720\n",
+      "Extracting features from sample 793/1720\n",
+      "Extracting features from sample 794/1720\n",
+      "Extracting features from sample 795/1720\n",
+      "Extracting features from sample 796/1720\n",
+      "Extracting features from sample 797/1720\n",
+      "Extracting features from sample 798/1720\n",
+      "Extracting features from sample 799/1720\n",
+      "Extracting features from sample 800/1720\n",
+      "Extracting features from sample 801/1720\n",
+      "Extracting features from sample 802/1720\n",
+      "Extracting features from sample 803/1720\n",
+      "Extracting features from sample 804/1720\n",
+      "Extracting features from sample 805/1720\n",
+      "Extracting features from sample 806/1720\n",
+      "Extracting features from sample 807/1720\n",
+      "Extracting features from sample 808/1720\n",
+      "Extracting features from sample 809/1720\n",
+      "Extracting features from sample 810/1720\n",
+      "Extracting features from sample 811/1720\n",
+      "Extracting features from sample 812/1720\n",
+      "Extracting features from sample 813/1720\n",
+      "Extracting features from sample 814/1720\n",
+      "Extracting features from sample 815/1720\n",
+      "Extracting features from sample 816/1720\n",
+      "Extracting features from sample 817/1720\n",
+      "Extracting features from sample 818/1720\n",
+      "Extracting features from sample 819/1720\n",
+      "Extracting features from sample 820/1720\n",
+      "Extracting features from sample 821/1720\n",
+      "Extracting features from sample 822/1720\n",
+      "Extracting features from sample 823/1720\n",
+      "Extracting features from sample 824/1720\n",
+      "Extracting features from sample 825/1720\n",
+      "Extracting features from sample 826/1720\n",
+      "Extracting features from sample 827/1720\n",
+      "Extracting features from sample 828/1720\n",
+      "Extracting features from sample 829/1720\n",
+      "Extracting features from sample 830/1720\n",
+      "Extracting features from sample 831/1720\n",
+      "Extracting features from sample 832/1720\n",
+      "Extracting features from sample 833/1720\n",
+      "Extracting features from sample 834/1720\n",
+      "Extracting features from sample 835/1720\n",
+      "Extracting features from sample 836/1720\n",
+      "Extracting features from sample 837/1720\n",
+      "Extracting features from sample 838/1720\n",
+      "Extracting features from sample 839/1720\n",
+      "Extracting features from sample 840/1720\n",
+      "Extracting features from sample 841/1720\n",
+      "Extracting features from sample 842/1720\n",
+      "Extracting features from sample 843/1720\n",
+      "Extracting features from sample 844/1720\n",
+      "Extracting features from sample 845/1720\n",
+      "Extracting features from sample 846/1720\n",
+      "Extracting features from sample 847/1720\n",
+      "Extracting features from sample 848/1720\n",
+      "Extracting features from sample 849/1720\n",
+      "Extracting features from sample 850/1720\n",
+      "Extracting features from sample 851/1720\n",
+      "Extracting features from sample 852/1720\n",
+      "Extracting features from sample 853/1720\n",
+      "Extracting features from sample 854/1720\n",
+      "Extracting features from sample 855/1720\n",
+      "Extracting features from sample 856/1720\n",
+      "Extracting features from sample 857/1720\n",
+      "Extracting features from sample 858/1720\n",
+      "Extracting features from sample 859/1720\n",
+      "Extracting features from sample 860/1720\n",
+      "Extracting features from sample 861/1720\n",
+      "Extracting features from sample 862/1720\n",
+      "Extracting features from sample 863/1720\n",
+      "Extracting features from sample 864/1720\n",
+      "Extracting features from sample 865/1720\n",
+      "Extracting features from sample 866/1720\n",
+      "Extracting features from sample 867/1720\n",
+      "Extracting features from sample 868/1720\n",
+      "Extracting features from sample 869/1720\n",
+      "Extracting features from sample 870/1720\n",
+      "Extracting features from sample 871/1720\n",
+      "Extracting features from sample 872/1720\n",
+      "Extracting features from sample 873/1720\n",
+      "Extracting features from sample 874/1720\n",
+      "Extracting features from sample 875/1720\n",
+      "Extracting features from sample 876/1720\n",
+      "Extracting features from sample 877/1720\n",
+      "Extracting features from sample 878/1720\n",
+      "Extracting features from sample 879/1720\n",
+      "Extracting features from sample 880/1720\n",
+      "Extracting features from sample 881/1720\n",
+      "Extracting features from sample 882/1720\n",
+      "Extracting features from sample 883/1720\n",
+      "Extracting features from sample 884/1720\n",
+      "Extracting features from sample 885/1720\n",
+      "Extracting features from sample 886/1720\n",
+      "Extracting features from sample 887/1720\n",
+      "Extracting features from sample 888/1720\n",
+      "Extracting features from sample 889/1720\n",
+      "Extracting features from sample 890/1720\n",
+      "Extracting features from sample 891/1720\n",
+      "Extracting features from sample 892/1720\n",
+      "Extracting features from sample 893/1720\n",
+      "Extracting features from sample 894/1720\n",
+      "Extracting features from sample 895/1720\n",
+      "Extracting features from sample 896/1720\n",
+      "Extracting features from sample 897/1720\n",
+      "Extracting features from sample 898/1720\n",
+      "Extracting features from sample 899/1720\n",
+      "Extracting features from sample 900/1720\n",
+      "Extracting features from sample 901/1720\n",
+      "Extracting features from sample 902/1720\n",
+      "Extracting features from sample 903/1720\n",
+      "Extracting features from sample 904/1720\n",
+      "Extracting features from sample 905/1720\n",
+      "Extracting features from sample 906/1720\n",
+      "Extracting features from sample 907/1720\n",
+      "Extracting features from sample 908/1720\n",
+      "Extracting features from sample 909/1720\n",
+      "Extracting features from sample 910/1720\n",
+      "Extracting features from sample 911/1720\n",
+      "Extracting features from sample 912/1720\n",
+      "Extracting features from sample 913/1720\n",
+      "Extracting features from sample 914/1720\n",
+      "Extracting features from sample 915/1720\n",
+      "Extracting features from sample 916/1720\n",
+      "Extracting features from sample 917/1720\n",
+      "Extracting features from sample 918/1720\n",
+      "Extracting features from sample 919/1720\n",
+      "Extracting features from sample 920/1720\n",
+      "Extracting features from sample 921/1720\n",
+      "Extracting features from sample 922/1720\n",
+      "Extracting features from sample 923/1720\n",
+      "Extracting features from sample 924/1720\n",
+      "Extracting features from sample 925/1720\n",
+      "Extracting features from sample 926/1720\n",
+      "Extracting features from sample 927/1720\n",
+      "Extracting features from sample 928/1720\n",
+      "Extracting features from sample 929/1720\n",
+      "Extracting features from sample 930/1720\n",
+      "Extracting features from sample 931/1720\n",
+      "Extracting features from sample 932/1720\n",
+      "Extracting features from sample 933/1720\n",
+      "Extracting features from sample 934/1720\n",
+      "Extracting features from sample 935/1720\n",
+      "Extracting features from sample 936/1720\n",
+      "Extracting features from sample 937/1720\n",
+      "Extracting features from sample 938/1720\n",
+      "Extracting features from sample 939/1720\n",
+      "Extracting features from sample 940/1720\n",
+      "Extracting features from sample 941/1720\n",
+      "Extracting features from sample 942/1720\n",
+      "Extracting features from sample 943/1720\n",
+      "Extracting features from sample 944/1720\n",
+      "Extracting features from sample 945/1720\n",
+      "Extracting features from sample 946/1720\n",
+      "Extracting features from sample 947/1720\n",
+      "Extracting features from sample 948/1720\n",
+      "Extracting features from sample 949/1720\n",
+      "Extracting features from sample 950/1720\n",
+      "Extracting features from sample 951/1720\n",
+      "Extracting features from sample 952/1720\n",
+      "Extracting features from sample 953/1720\n",
+      "Extracting features from sample 954/1720\n",
+      "Extracting features from sample 955/1720\n",
+      "Extracting features from sample 956/1720\n",
+      "Extracting features from sample 957/1720\n",
+      "Extracting features from sample 958/1720\n",
+      "Extracting features from sample 959/1720\n",
+      "Extracting features from sample 960/1720\n",
+      "Extracting features from sample 961/1720\n",
+      "Extracting features from sample 962/1720\n",
+      "Extracting features from sample 963/1720\n",
+      "Extracting features from sample 964/1720\n",
+      "Extracting features from sample 965/1720\n",
+      "Extracting features from sample 966/1720\n",
+      "Extracting features from sample 967/1720\n",
+      "Extracting features from sample 968/1720\n",
+      "Extracting features from sample 969/1720\n",
+      "Extracting features from sample 970/1720\n",
+      "Extracting features from sample 971/1720\n",
+      "Extracting features from sample 972/1720\n",
+      "Extracting features from sample 973/1720\n",
+      "Extracting features from sample 974/1720\n",
+      "Extracting features from sample 975/1720\n",
+      "Extracting features from sample 976/1720\n",
+      "Extracting features from sample 977/1720\n",
+      "Extracting features from sample 978/1720\n",
+      "Extracting features from sample 979/1720\n",
+      "Extracting features from sample 980/1720\n",
+      "Extracting features from sample 981/1720\n",
+      "Extracting features from sample 982/1720\n",
+      "Extracting features from sample 983/1720\n",
+      "Extracting features from sample 984/1720\n",
+      "Extracting features from sample 985/1720\n",
+      "Extracting features from sample 986/1720\n",
+      "Extracting features from sample 987/1720\n",
+      "Extracting features from sample 988/1720\n",
+      "Extracting features from sample 989/1720\n",
+      "Extracting features from sample 990/1720\n",
+      "Extracting features from sample 991/1720\n",
+      "Extracting features from sample 992/1720\n",
+      "Extracting features from sample 993/1720\n",
+      "Extracting features from sample 994/1720\n",
+      "Extracting features from sample 995/1720\n",
+      "Extracting features from sample 996/1720\n",
+      "Extracting features from sample 997/1720\n",
+      "Extracting features from sample 998/1720\n",
+      "Extracting features from sample 999/1720\n",
+      "Extracting features from sample 1000/1720\n",
+      "Extracting features from sample 1001/1720\n",
+      "Extracting features from sample 1002/1720\n",
+      "Extracting features from sample 1003/1720\n",
+      "Extracting features from sample 1004/1720\n",
+      "Extracting features from sample 1005/1720\n",
+      "Extracting features from sample 1006/1720\n",
+      "Extracting features from sample 1007/1720\n",
+      "Extracting features from sample 1008/1720\n",
+      "Extracting features from sample 1009/1720\n",
+      "Extracting features from sample 1010/1720\n",
+      "Extracting features from sample 1011/1720\n",
+      "Extracting features from sample 1012/1720\n",
+      "Extracting features from sample 1013/1720\n",
+      "Extracting features from sample 1014/1720\n",
+      "Extracting features from sample 1015/1720\n",
+      "Extracting features from sample 1016/1720\n",
+      "Extracting features from sample 1017/1720\n",
+      "Extracting features from sample 1018/1720\n",
+      "Extracting features from sample 1019/1720\n",
+      "Extracting features from sample 1020/1720\n",
+      "Extracting features from sample 1021/1720\n",
+      "Extracting features from sample 1022/1720\n",
+      "Extracting features from sample 1023/1720\n",
+      "Extracting features from sample 1024/1720\n",
+      "Extracting features from sample 1025/1720\n",
+      "Extracting features from sample 1026/1720\n",
+      "Extracting features from sample 1027/1720\n",
+      "Extracting features from sample 1028/1720\n",
+      "Extracting features from sample 1029/1720\n",
+      "Extracting features from sample 1030/1720\n",
+      "Extracting features from sample 1031/1720\n",
+      "Extracting features from sample 1032/1720\n",
+      "Extracting features from sample 1033/1720\n",
+      "Extracting features from sample 1034/1720\n",
+      "Extracting features from sample 1035/1720\n",
+      "Extracting features from sample 1036/1720\n",
+      "Extracting features from sample 1037/1720\n",
+      "Extracting features from sample 1038/1720\n",
+      "Extracting features from sample 1039/1720\n",
+      "Extracting features from sample 1040/1720\n",
+      "Extracting features from sample 1041/1720\n",
+      "Extracting features from sample 1042/1720\n",
+      "Extracting features from sample 1043/1720\n",
+      "Extracting features from sample 1044/1720\n",
+      "Extracting features from sample 1045/1720\n",
+      "Extracting features from sample 1046/1720\n",
+      "Extracting features from sample 1047/1720\n",
+      "Extracting features from sample 1048/1720\n",
+      "Extracting features from sample 1049/1720\n",
+      "Extracting features from sample 1050/1720\n",
+      "Extracting features from sample 1051/1720\n",
+      "Extracting features from sample 1052/1720\n",
+      "Extracting features from sample 1053/1720\n",
+      "Extracting features from sample 1054/1720\n",
+      "Extracting features from sample 1055/1720\n",
+      "Extracting features from sample 1056/1720\n",
+      "Extracting features from sample 1057/1720\n",
+      "Extracting features from sample 1058/1720\n",
+      "Extracting features from sample 1059/1720\n",
+      "Extracting features from sample 1060/1720\n",
+      "Extracting features from sample 1061/1720\n",
+      "Extracting features from sample 1062/1720\n",
+      "Extracting features from sample 1063/1720\n",
+      "Extracting features from sample 1064/1720\n",
+      "Extracting features from sample 1065/1720\n",
+      "Extracting features from sample 1066/1720\n",
+      "Extracting features from sample 1067/1720\n",
+      "Extracting features from sample 1068/1720\n",
+      "Extracting features from sample 1069/1720\n",
+      "Extracting features from sample 1070/1720\n",
+      "Extracting features from sample 1071/1720\n",
+      "Extracting features from sample 1072/1720\n",
+      "Extracting features from sample 1073/1720\n",
+      "Extracting features from sample 1074/1720\n",
+      "Extracting features from sample 1075/1720\n",
+      "Extracting features from sample 1076/1720\n",
+      "Extracting features from sample 1077/1720\n",
+      "Extracting features from sample 1078/1720\n",
+      "Extracting features from sample 1079/1720\n",
+      "Extracting features from sample 1080/1720\n",
+      "Extracting features from sample 1081/1720\n",
+      "Extracting features from sample 1082/1720\n",
+      "Extracting features from sample 1083/1720\n",
+      "Extracting features from sample 1084/1720\n",
+      "Extracting features from sample 1085/1720\n",
+      "Extracting features from sample 1086/1720\n",
+      "Extracting features from sample 1087/1720\n",
+      "Extracting features from sample 1088/1720\n",
+      "Extracting features from sample 1089/1720\n",
+      "Extracting features from sample 1090/1720\n",
+      "Extracting features from sample 1091/1720\n",
+      "Extracting features from sample 1092/1720\n",
+      "Extracting features from sample 1093/1720\n",
+      "Extracting features from sample 1094/1720\n",
+      "Extracting features from sample 1095/1720\n",
+      "Extracting features from sample 1096/1720\n",
+      "Extracting features from sample 1097/1720\n",
+      "Extracting features from sample 1098/1720\n",
+      "Extracting features from sample 1099/1720\n",
+      "Extracting features from sample 1100/1720\n",
+      "Extracting features from sample 1101/1720\n",
+      "Extracting features from sample 1102/1720\n",
+      "Extracting features from sample 1103/1720\n",
+      "Extracting features from sample 1104/1720\n",
+      "Extracting features from sample 1105/1720\n",
+      "Extracting features from sample 1106/1720\n",
+      "Extracting features from sample 1107/1720\n",
+      "Extracting features from sample 1108/1720\n",
+      "Extracting features from sample 1109/1720\n",
+      "Extracting features from sample 1110/1720\n",
+      "Extracting features from sample 1111/1720\n",
+      "Extracting features from sample 1112/1720\n",
+      "Extracting features from sample 1113/1720\n",
+      "Extracting features from sample 1114/1720\n",
+      "Extracting features from sample 1115/1720\n",
+      "Extracting features from sample 1116/1720\n",
+      "Extracting features from sample 1117/1720\n",
+      "Extracting features from sample 1118/1720\n",
+      "Extracting features from sample 1119/1720\n",
+      "Extracting features from sample 1120/1720\n",
+      "Extracting features from sample 1121/1720\n",
+      "Extracting features from sample 1122/1720\n",
+      "Extracting features from sample 1123/1720\n",
+      "Extracting features from sample 1124/1720\n",
+      "Extracting features from sample 1125/1720\n",
+      "Extracting features from sample 1126/1720\n",
+      "Extracting features from sample 1127/1720\n",
+      "Extracting features from sample 1128/1720\n",
+      "Extracting features from sample 1129/1720\n",
+      "Extracting features from sample 1130/1720\n",
+      "Extracting features from sample 1131/1720\n",
+      "Extracting features from sample 1132/1720\n",
+      "Extracting features from sample 1133/1720\n",
+      "Extracting features from sample 1134/1720\n",
+      "Extracting features from sample 1135/1720\n",
+      "Extracting features from sample 1136/1720\n",
+      "Extracting features from sample 1137/1720\n",
+      "Extracting features from sample 1138/1720\n",
+      "Extracting features from sample 1139/1720\n",
+      "Extracting features from sample 1140/1720\n",
+      "Extracting features from sample 1141/1720\n",
+      "Extracting features from sample 1142/1720\n",
+      "Extracting features from sample 1143/1720\n",
+      "Extracting features from sample 1144/1720\n",
+      "Extracting features from sample 1145/1720\n",
+      "Extracting features from sample 1146/1720\n",
+      "Extracting features from sample 1147/1720\n",
+      "Extracting features from sample 1148/1720\n",
+      "Extracting features from sample 1149/1720\n",
+      "Extracting features from sample 1150/1720\n",
+      "Extracting features from sample 1151/1720\n",
+      "Extracting features from sample 1152/1720\n",
+      "Extracting features from sample 1153/1720\n",
+      "Extracting features from sample 1154/1720\n",
+      "Extracting features from sample 1155/1720\n",
+      "Extracting features from sample 1156/1720\n",
+      "Extracting features from sample 1157/1720\n",
+      "Extracting features from sample 1158/1720\n",
+      "Extracting features from sample 1159/1720\n",
+      "Extracting features from sample 1160/1720\n",
+      "Extracting features from sample 1161/1720\n",
+      "Extracting features from sample 1162/1720\n",
+      "Extracting features from sample 1163/1720\n",
+      "Extracting features from sample 1164/1720\n",
+      "Extracting features from sample 1165/1720\n",
+      "Extracting features from sample 1166/1720\n",
+      "Extracting features from sample 1167/1720\n",
+      "Extracting features from sample 1168/1720\n",
+      "Extracting features from sample 1169/1720\n",
+      "Extracting features from sample 1170/1720\n",
+      "Extracting features from sample 1171/1720\n",
+      "Extracting features from sample 1172/1720\n",
+      "Extracting features from sample 1173/1720\n",
+      "Extracting features from sample 1174/1720\n",
+      "Extracting features from sample 1175/1720\n",
+      "Extracting features from sample 1176/1720\n",
+      "Extracting features from sample 1177/1720\n",
+      "Extracting features from sample 1178/1720\n",
+      "Extracting features from sample 1179/1720\n",
+      "Extracting features from sample 1180/1720\n",
+      "Extracting features from sample 1181/1720\n",
+      "Extracting features from sample 1182/1720\n",
+      "Extracting features from sample 1183/1720\n",
+      "Extracting features from sample 1184/1720\n",
+      "Extracting features from sample 1185/1720\n",
+      "Extracting features from sample 1186/1720\n",
+      "Extracting features from sample 1187/1720\n",
+      "Extracting features from sample 1188/1720\n",
+      "Extracting features from sample 1189/1720\n",
+      "Extracting features from sample 1190/1720\n",
+      "Extracting features from sample 1191/1720\n",
+      "Extracting features from sample 1192/1720\n",
+      "Extracting features from sample 1193/1720\n",
+      "Extracting features from sample 1194/1720\n",
+      "Extracting features from sample 1195/1720\n",
+      "Extracting features from sample 1196/1720\n",
+      "Extracting features from sample 1197/1720\n",
+      "Extracting features from sample 1198/1720\n",
+      "Extracting features from sample 1199/1720\n",
+      "Extracting features from sample 1200/1720\n",
+      "Extracting features from sample 1201/1720\n",
+      "Extracting features from sample 1202/1720\n",
+      "Extracting features from sample 1203/1720\n",
+      "Extracting features from sample 1204/1720\n",
+      "Extracting features from sample 1205/1720\n",
+      "Extracting features from sample 1206/1720\n",
+      "Extracting features from sample 1207/1720\n",
+      "Extracting features from sample 1208/1720\n",
+      "Extracting features from sample 1209/1720\n",
+      "Extracting features from sample 1210/1720\n",
+      "Extracting features from sample 1211/1720\n",
+      "Extracting features from sample 1212/1720\n",
+      "Extracting features from sample 1213/1720\n",
+      "Extracting features from sample 1214/1720\n",
+      "Extracting features from sample 1215/1720\n",
+      "Extracting features from sample 1216/1720\n",
+      "Extracting features from sample 1217/1720\n",
+      "Extracting features from sample 1218/1720\n",
+      "Extracting features from sample 1219/1720\n",
+      "Extracting features from sample 1220/1720\n",
+      "Extracting features from sample 1221/1720\n",
+      "Extracting features from sample 1222/1720\n",
+      "Extracting features from sample 1223/1720\n",
+      "Extracting features from sample 1224/1720\n",
+      "Extracting features from sample 1225/1720\n",
+      "Extracting features from sample 1226/1720\n",
+      "Extracting features from sample 1227/1720\n",
+      "Extracting features from sample 1228/1720\n",
+      "Extracting features from sample 1229/1720\n",
+      "Extracting features from sample 1230/1720\n",
+      "Extracting features from sample 1231/1720\n",
+      "Extracting features from sample 1232/1720\n",
+      "Extracting features from sample 1233/1720\n",
+      "Extracting features from sample 1234/1720\n",
+      "Extracting features from sample 1235/1720\n",
+      "Extracting features from sample 1236/1720\n",
+      "Extracting features from sample 1237/1720\n",
+      "Extracting features from sample 1238/1720\n",
+      "Extracting features from sample 1239/1720\n",
+      "Extracting features from sample 1240/1720\n",
+      "Extracting features from sample 1241/1720\n",
+      "Extracting features from sample 1242/1720\n",
+      "Extracting features from sample 1243/1720\n",
+      "Extracting features from sample 1244/1720\n",
+      "Extracting features from sample 1245/1720\n",
+      "Extracting features from sample 1246/1720\n",
+      "Extracting features from sample 1247/1720\n",
+      "Extracting features from sample 1248/1720\n",
+      "Extracting features from sample 1249/1720\n",
+      "Extracting features from sample 1250/1720\n",
+      "Extracting features from sample 1251/1720\n",
+      "Extracting features from sample 1252/1720\n",
+      "Extracting features from sample 1253/1720\n",
+      "Extracting features from sample 1254/1720\n",
+      "Extracting features from sample 1255/1720\n",
+      "Extracting features from sample 1256/1720\n",
+      "Extracting features from sample 1257/1720\n",
+      "Extracting features from sample 1258/1720\n",
+      "Extracting features from sample 1259/1720\n",
+      "Extracting features from sample 1260/1720\n",
+      "Extracting features from sample 1261/1720\n",
+      "Extracting features from sample 1262/1720\n",
+      "Extracting features from sample 1263/1720\n",
+      "Extracting features from sample 1264/1720\n",
+      "Extracting features from sample 1265/1720\n",
+      "Extracting features from sample 1266/1720\n",
+      "Extracting features from sample 1267/1720\n",
+      "Extracting features from sample 1268/1720\n",
+      "Extracting features from sample 1269/1720\n",
+      "Extracting features from sample 1270/1720\n",
+      "Extracting features from sample 1271/1720\n",
+      "Extracting features from sample 1272/1720\n",
+      "Extracting features from sample 1273/1720\n",
+      "Extracting features from sample 1274/1720\n",
+      "Extracting features from sample 1275/1720\n",
+      "Extracting features from sample 1276/1720\n",
+      "Extracting features from sample 1277/1720\n",
+      "Extracting features from sample 1278/1720\n",
+      "Extracting features from sample 1279/1720\n",
+      "Extracting features from sample 1280/1720\n",
+      "Extracting features from sample 1281/1720\n",
+      "Extracting features from sample 1282/1720\n",
+      "Extracting features from sample 1283/1720\n",
+      "Extracting features from sample 1284/1720\n",
+      "Extracting features from sample 1285/1720\n",
+      "Extracting features from sample 1286/1720\n",
+      "Extracting features from sample 1287/1720\n",
+      "Extracting features from sample 1288/1720\n",
+      "Extracting features from sample 1289/1720\n",
+      "Extracting features from sample 1290/1720\n",
+      "Extracting features from sample 1291/1720\n",
+      "Extracting features from sample 1292/1720\n",
+      "Extracting features from sample 1293/1720\n",
+      "Extracting features from sample 1294/1720\n",
+      "Extracting features from sample 1295/1720\n",
+      "Extracting features from sample 1296/1720\n",
+      "Extracting features from sample 1297/1720\n",
+      "Extracting features from sample 1298/1720\n",
+      "Extracting features from sample 1299/1720\n",
+      "Extracting features from sample 1300/1720\n",
+      "Extracting features from sample 1301/1720\n",
+      "Extracting features from sample 1302/1720\n",
+      "Extracting features from sample 1303/1720\n",
+      "Extracting features from sample 1304/1720\n",
+      "Extracting features from sample 1305/1720\n",
+      "Extracting features from sample 1306/1720\n",
+      "Extracting features from sample 1307/1720\n",
+      "Extracting features from sample 1308/1720\n",
+      "Extracting features from sample 1309/1720\n",
+      "Extracting features from sample 1310/1720\n",
+      "Extracting features from sample 1311/1720\n",
+      "Extracting features from sample 1312/1720\n",
+      "Extracting features from sample 1313/1720\n",
+      "Extracting features from sample 1314/1720\n",
+      "Extracting features from sample 1315/1720\n",
+      "Extracting features from sample 1316/1720\n",
+      "Extracting features from sample 1317/1720\n",
+      "Extracting features from sample 1318/1720\n",
+      "Extracting features from sample 1319/1720\n",
+      "Extracting features from sample 1320/1720\n",
+      "Extracting features from sample 1321/1720\n",
+      "Extracting features from sample 1322/1720\n",
+      "Extracting features from sample 1323/1720\n",
+      "Extracting features from sample 1324/1720\n",
+      "Extracting features from sample 1325/1720\n",
+      "Extracting features from sample 1326/1720\n",
+      "Extracting features from sample 1327/1720\n",
+      "Extracting features from sample 1328/1720\n",
+      "Extracting features from sample 1329/1720\n",
+      "Extracting features from sample 1330/1720\n",
+      "Extracting features from sample 1331/1720\n",
+      "Extracting features from sample 1332/1720\n",
+      "Extracting features from sample 1333/1720\n",
+      "Extracting features from sample 1334/1720\n",
+      "Extracting features from sample 1335/1720\n",
+      "Extracting features from sample 1336/1720\n",
+      "Extracting features from sample 1337/1720\n",
+      "Extracting features from sample 1338/1720\n",
+      "Extracting features from sample 1339/1720\n",
+      "Extracting features from sample 1340/1720\n",
+      "Extracting features from sample 1341/1720\n",
+      "Extracting features from sample 1342/1720\n",
+      "Extracting features from sample 1343/1720\n",
+      "Extracting features from sample 1344/1720\n",
+      "Extracting features from sample 1345/1720\n",
+      "Extracting features from sample 1346/1720\n",
+      "Extracting features from sample 1347/1720\n",
+      "Extracting features from sample 1348/1720\n",
+      "Extracting features from sample 1349/1720\n",
+      "Extracting features from sample 1350/1720\n",
+      "Extracting features from sample 1351/1720\n",
+      "Extracting features from sample 1352/1720\n",
+      "Extracting features from sample 1353/1720\n",
+      "Extracting features from sample 1354/1720\n",
+      "Extracting features from sample 1355/1720\n",
+      "Extracting features from sample 1356/1720\n",
+      "Extracting features from sample 1357/1720\n",
+      "Extracting features from sample 1358/1720\n",
+      "Extracting features from sample 1359/1720\n",
+      "Extracting features from sample 1360/1720\n",
+      "Extracting features from sample 1361/1720\n",
+      "Extracting features from sample 1362/1720\n",
+      "Extracting features from sample 1363/1720\n",
+      "Extracting features from sample 1364/1720\n",
+      "Extracting features from sample 1365/1720\n",
+      "Extracting features from sample 1366/1720\n",
+      "Extracting features from sample 1367/1720\n",
+      "Extracting features from sample 1368/1720\n",
+      "Extracting features from sample 1369/1720\n",
+      "Extracting features from sample 1370/1720\n",
+      "Extracting features from sample 1371/1720\n",
+      "Extracting features from sample 1372/1720\n",
+      "Extracting features from sample 1373/1720\n",
+      "Extracting features from sample 1374/1720\n",
+      "Extracting features from sample 1375/1720\n",
+      "Extracting features from sample 1376/1720\n",
+      "Extracting features from sample 1377/1720\n",
+      "Extracting features from sample 1378/1720\n",
+      "Extracting features from sample 1379/1720\n",
+      "Extracting features from sample 1380/1720\n",
+      "Extracting features from sample 1381/1720\n",
+      "Extracting features from sample 1382/1720\n",
+      "Extracting features from sample 1383/1720\n",
+      "Extracting features from sample 1384/1720\n",
+      "Extracting features from sample 1385/1720\n",
+      "Extracting features from sample 1386/1720\n",
+      "Extracting features from sample 1387/1720\n",
+      "Extracting features from sample 1388/1720\n",
+      "Extracting features from sample 1389/1720\n",
+      "Extracting features from sample 1390/1720\n",
+      "Extracting features from sample 1391/1720\n",
+      "Extracting features from sample 1392/1720\n",
+      "Extracting features from sample 1393/1720\n",
+      "Extracting features from sample 1394/1720\n",
+      "Extracting features from sample 1395/1720\n",
+      "Extracting features from sample 1396/1720\n",
+      "Extracting features from sample 1397/1720\n",
+      "Extracting features from sample 1398/1720\n",
+      "Extracting features from sample 1399/1720\n",
+      "Extracting features from sample 1400/1720\n",
+      "Extracting features from sample 1401/1720\n",
+      "Extracting features from sample 1402/1720\n",
+      "Extracting features from sample 1403/1720\n",
+      "Extracting features from sample 1404/1720\n",
+      "Extracting features from sample 1405/1720\n",
+      "Extracting features from sample 1406/1720\n",
+      "Extracting features from sample 1407/1720\n",
+      "Extracting features from sample 1408/1720\n",
+      "Extracting features from sample 1409/1720\n",
+      "Extracting features from sample 1410/1720\n",
+      "Extracting features from sample 1411/1720\n",
+      "Extracting features from sample 1412/1720\n",
+      "Extracting features from sample 1413/1720\n",
+      "Extracting features from sample 1414/1720\n",
+      "Extracting features from sample 1415/1720\n",
+      "Extracting features from sample 1416/1720\n",
+      "Extracting features from sample 1417/1720\n",
+      "Extracting features from sample 1418/1720\n",
+      "Extracting features from sample 1419/1720\n",
+      "Extracting features from sample 1420/1720\n",
+      "Extracting features from sample 1421/1720\n",
+      "Extracting features from sample 1422/1720\n",
+      "Extracting features from sample 1423/1720\n",
+      "Extracting features from sample 1424/1720\n",
+      "Extracting features from sample 1425/1720\n",
+      "Extracting features from sample 1426/1720\n",
+      "Extracting features from sample 1427/1720\n",
+      "Extracting features from sample 1428/1720\n",
+      "Extracting features from sample 1429/1720\n",
+      "Extracting features from sample 1430/1720\n",
+      "Extracting features from sample 1431/1720\n",
+      "Extracting features from sample 1432/1720\n",
+      "Extracting features from sample 1433/1720\n",
+      "Extracting features from sample 1434/1720\n",
+      "Extracting features from sample 1435/1720\n",
+      "Extracting features from sample 1436/1720\n",
+      "Extracting features from sample 1437/1720\n",
+      "Extracting features from sample 1438/1720\n",
+      "Extracting features from sample 1439/1720\n",
+      "Extracting features from sample 1440/1720\n",
+      "Extracting features from sample 1441/1720\n",
+      "Extracting features from sample 1442/1720\n",
+      "Extracting features from sample 1443/1720\n",
+      "Extracting features from sample 1444/1720\n",
+      "Extracting features from sample 1445/1720\n",
+      "Extracting features from sample 1446/1720\n",
+      "Extracting features from sample 1447/1720\n",
+      "Extracting features from sample 1448/1720\n",
+      "Extracting features from sample 1449/1720\n",
+      "Extracting features from sample 1450/1720\n",
+      "Extracting features from sample 1451/1720\n",
+      "Extracting features from sample 1452/1720\n",
+      "Extracting features from sample 1453/1720\n",
+      "Extracting features from sample 1454/1720\n",
+      "Extracting features from sample 1455/1720\n",
+      "Extracting features from sample 1456/1720\n",
+      "Extracting features from sample 1457/1720\n",
+      "Extracting features from sample 1458/1720\n",
+      "Extracting features from sample 1459/1720\n",
+      "Extracting features from sample 1460/1720\n",
+      "Extracting features from sample 1461/1720\n",
+      "Extracting features from sample 1462/1720\n",
+      "Extracting features from sample 1463/1720\n",
+      "Extracting features from sample 1464/1720\n",
+      "Extracting features from sample 1465/1720\n",
+      "Extracting features from sample 1466/1720\n",
+      "Extracting features from sample 1467/1720\n",
+      "Extracting features from sample 1468/1720\n",
+      "Extracting features from sample 1469/1720\n",
+      "Extracting features from sample 1470/1720\n",
+      "Extracting features from sample 1471/1720\n",
+      "Extracting features from sample 1472/1720\n",
+      "Extracting features from sample 1473/1720\n",
+      "Extracting features from sample 1474/1720\n",
+      "Extracting features from sample 1475/1720\n",
+      "Extracting features from sample 1476/1720\n",
+      "Extracting features from sample 1477/1720\n",
+      "Extracting features from sample 1478/1720\n",
+      "Extracting features from sample 1479/1720\n",
+      "Extracting features from sample 1480/1720\n",
+      "Extracting features from sample 1481/1720\n",
+      "Extracting features from sample 1482/1720\n",
+      "Extracting features from sample 1483/1720\n",
+      "Extracting features from sample 1484/1720\n",
+      "Extracting features from sample 1485/1720\n",
+      "Extracting features from sample 1486/1720\n",
+      "Extracting features from sample 1487/1720\n",
+      "Extracting features from sample 1488/1720\n",
+      "Extracting features from sample 1489/1720\n",
+      "Extracting features from sample 1490/1720\n",
+      "Extracting features from sample 1491/1720\n",
+      "Extracting features from sample 1492/1720\n",
+      "Extracting features from sample 1493/1720\n",
+      "Extracting features from sample 1494/1720\n",
+      "Extracting features from sample 1495/1720\n",
+      "Extracting features from sample 1496/1720\n",
+      "Extracting features from sample 1497/1720\n",
+      "Extracting features from sample 1498/1720\n",
+      "Extracting features from sample 1499/1720\n",
+      "Extracting features from sample 1500/1720\n",
+      "Extracting features from sample 1501/1720\n",
+      "Extracting features from sample 1502/1720\n",
+      "Extracting features from sample 1503/1720\n",
+      "Extracting features from sample 1504/1720\n",
+      "Extracting features from sample 1505/1720\n",
+      "Extracting features from sample 1506/1720\n",
+      "Extracting features from sample 1507/1720\n",
+      "Extracting features from sample 1508/1720\n",
+      "Extracting features from sample 1509/1720\n",
+      "Extracting features from sample 1510/1720\n",
+      "Extracting features from sample 1511/1720\n",
+      "Extracting features from sample 1512/1720\n",
+      "Extracting features from sample 1513/1720\n",
+      "Extracting features from sample 1514/1720\n",
+      "Extracting features from sample 1515/1720\n",
+      "Extracting features from sample 1516/1720\n",
+      "Extracting features from sample 1517/1720\n",
+      "Extracting features from sample 1518/1720\n",
+      "Extracting features from sample 1519/1720\n",
+      "Extracting features from sample 1520/1720\n",
+      "Extracting features from sample 1521/1720\n",
+      "Extracting features from sample 1522/1720\n",
+      "Extracting features from sample 1523/1720\n",
+      "Extracting features from sample 1524/1720\n",
+      "Extracting features from sample 1525/1720\n",
+      "Extracting features from sample 1526/1720\n",
+      "Extracting features from sample 1527/1720\n",
+      "Extracting features from sample 1528/1720\n",
+      "Extracting features from sample 1529/1720\n",
+      "Extracting features from sample 1530/1720\n",
+      "Extracting features from sample 1531/1720\n",
+      "Extracting features from sample 1532/1720\n",
+      "Extracting features from sample 1533/1720\n",
+      "Extracting features from sample 1534/1720\n",
+      "Extracting features from sample 1535/1720\n",
+      "Extracting features from sample 1536/1720\n",
+      "Extracting features from sample 1537/1720\n",
+      "Extracting features from sample 1538/1720\n",
+      "Extracting features from sample 1539/1720\n",
+      "Extracting features from sample 1540/1720\n",
+      "Extracting features from sample 1541/1720\n",
+      "Extracting features from sample 1542/1720\n",
+      "Extracting features from sample 1543/1720\n",
+      "Extracting features from sample 1544/1720\n",
+      "Extracting features from sample 1545/1720\n",
+      "Extracting features from sample 1546/1720\n",
+      "Extracting features from sample 1547/1720\n",
+      "Extracting features from sample 1548/1720\n",
+      "Extracting features from sample 1549/1720\n",
+      "Extracting features from sample 1550/1720\n",
+      "Extracting features from sample 1551/1720\n",
+      "Extracting features from sample 1552/1720\n",
+      "Extracting features from sample 1553/1720\n",
+      "Extracting features from sample 1554/1720\n",
+      "Extracting features from sample 1555/1720\n",
+      "Extracting features from sample 1556/1720\n",
+      "Extracting features from sample 1557/1720\n",
+      "Extracting features from sample 1558/1720\n",
+      "Extracting features from sample 1559/1720\n",
+      "Extracting features from sample 1560/1720\n",
+      "Extracting features from sample 1561/1720\n",
+      "Extracting features from sample 1562/1720\n",
+      "Extracting features from sample 1563/1720\n",
+      "Extracting features from sample 1564/1720\n",
+      "Extracting features from sample 1565/1720\n",
+      "Extracting features from sample 1566/1720\n",
+      "Extracting features from sample 1567/1720\n",
+      "Extracting features from sample 1568/1720\n",
+      "Extracting features from sample 1569/1720\n",
+      "Extracting features from sample 1570/1720\n",
+      "Extracting features from sample 1571/1720\n",
+      "Extracting features from sample 1572/1720\n",
+      "Extracting features from sample 1573/1720\n",
+      "Extracting features from sample 1574/1720\n",
+      "Extracting features from sample 1575/1720\n",
+      "Extracting features from sample 1576/1720\n",
+      "Extracting features from sample 1577/1720\n",
+      "Extracting features from sample 1578/1720\n",
+      "Extracting features from sample 1579/1720\n",
+      "Extracting features from sample 1580/1720\n",
+      "Extracting features from sample 1581/1720\n",
+      "Extracting features from sample 1582/1720\n",
+      "Extracting features from sample 1583/1720\n",
+      "Extracting features from sample 1584/1720\n",
+      "Extracting features from sample 1585/1720\n",
+      "Extracting features from sample 1586/1720\n",
+      "Extracting features from sample 1587/1720\n",
+      "Extracting features from sample 1588/1720\n",
+      "Extracting features from sample 1589/1720\n",
+      "Extracting features from sample 1590/1720\n",
+      "Extracting features from sample 1591/1720\n",
+      "Extracting features from sample 1592/1720\n",
+      "Extracting features from sample 1593/1720\n",
+      "Extracting features from sample 1594/1720\n",
+      "Extracting features from sample 1595/1720\n",
+      "Extracting features from sample 1596/1720\n",
+      "Extracting features from sample 1597/1720\n",
+      "Extracting features from sample 1598/1720\n",
+      "Extracting features from sample 1599/1720\n",
+      "Extracting features from sample 1600/1720\n",
+      "Extracting features from sample 1601/1720\n",
+      "Extracting features from sample 1602/1720\n",
+      "Extracting features from sample 1603/1720\n",
+      "Extracting features from sample 1604/1720\n",
+      "Extracting features from sample 1605/1720\n",
+      "Extracting features from sample 1606/1720\n",
+      "Extracting features from sample 1607/1720\n",
+      "Extracting features from sample 1608/1720\n",
+      "Extracting features from sample 1609/1720\n",
+      "Extracting features from sample 1610/1720\n",
+      "Extracting features from sample 1611/1720\n",
+      "Extracting features from sample 1612/1720\n",
+      "Extracting features from sample 1613/1720\n",
+      "Extracting features from sample 1614/1720\n",
+      "Extracting features from sample 1615/1720\n",
+      "Extracting features from sample 1616/1720\n",
+      "Extracting features from sample 1617/1720\n",
+      "Extracting features from sample 1618/1720\n",
+      "Extracting features from sample 1619/1720\n",
+      "Extracting features from sample 1620/1720\n",
+      "Extracting features from sample 1621/1720\n",
+      "Extracting features from sample 1622/1720\n",
+      "Extracting features from sample 1623/1720\n",
+      "Extracting features from sample 1624/1720\n",
+      "Extracting features from sample 1625/1720\n",
+      "Extracting features from sample 1626/1720\n",
+      "Extracting features from sample 1627/1720\n",
+      "Extracting features from sample 1628/1720\n",
+      "Extracting features from sample 1629/1720\n",
+      "Extracting features from sample 1630/1720\n",
+      "Extracting features from sample 1631/1720\n",
+      "Extracting features from sample 1632/1720\n",
+      "Extracting features from sample 1633/1720\n",
+      "Extracting features from sample 1634/1720\n",
+      "Extracting features from sample 1635/1720\n",
+      "Extracting features from sample 1636/1720\n",
+      "Extracting features from sample 1637/1720\n",
+      "Extracting features from sample 1638/1720\n",
+      "Extracting features from sample 1639/1720\n",
+      "Extracting features from sample 1640/1720\n",
+      "Extracting features from sample 1641/1720\n",
+      "Extracting features from sample 1642/1720\n",
+      "Extracting features from sample 1643/1720\n",
+      "Extracting features from sample 1644/1720\n",
+      "Extracting features from sample 1645/1720\n",
+      "Extracting features from sample 1646/1720\n",
+      "Extracting features from sample 1647/1720\n",
+      "Extracting features from sample 1648/1720\n",
+      "Extracting features from sample 1649/1720\n",
+      "Extracting features from sample 1650/1720\n",
+      "Extracting features from sample 1651/1720\n",
+      "Extracting features from sample 1652/1720\n",
+      "Extracting features from sample 1653/1720\n",
+      "Extracting features from sample 1654/1720\n",
+      "Extracting features from sample 1655/1720\n",
+      "Extracting features from sample 1656/1720\n",
+      "Extracting features from sample 1657/1720\n",
+      "Extracting features from sample 1658/1720\n",
+      "Extracting features from sample 1659/1720\n",
+      "Extracting features from sample 1660/1720\n",
+      "Extracting features from sample 1661/1720\n",
+      "Extracting features from sample 1662/1720\n",
+      "Extracting features from sample 1663/1720\n",
+      "Extracting features from sample 1664/1720\n",
+      "Extracting features from sample 1665/1720\n",
+      "Extracting features from sample 1666/1720\n",
+      "Extracting features from sample 1667/1720\n",
+      "Extracting features from sample 1668/1720\n",
+      "Extracting features from sample 1669/1720\n",
+      "Extracting features from sample 1670/1720\n",
+      "Extracting features from sample 1671/1720\n",
+      "Extracting features from sample 1672/1720\n",
+      "Extracting features from sample 1673/1720\n",
+      "Extracting features from sample 1674/1720\n",
+      "Extracting features from sample 1675/1720\n",
+      "Extracting features from sample 1676/1720\n",
+      "Extracting features from sample 1677/1720\n",
+      "Extracting features from sample 1678/1720\n",
+      "Extracting features from sample 1679/1720\n",
+      "Extracting features from sample 1680/1720\n",
+      "Extracting features from sample 1681/1720\n",
+      "Extracting features from sample 1682/1720\n",
+      "Extracting features from sample 1683/1720\n",
+      "Extracting features from sample 1684/1720\n",
+      "Extracting features from sample 1685/1720\n",
+      "Extracting features from sample 1686/1720\n",
+      "Extracting features from sample 1687/1720\n",
+      "Extracting features from sample 1688/1720\n",
+      "Extracting features from sample 1689/1720\n",
+      "Extracting features from sample 1690/1720\n",
+      "Extracting features from sample 1691/1720\n",
+      "Extracting features from sample 1692/1720\n",
+      "Extracting features from sample 1693/1720\n",
+      "Extracting features from sample 1694/1720\n",
+      "Extracting features from sample 1695/1720\n",
+      "Extracting features from sample 1696/1720\n",
+      "Extracting features from sample 1697/1720\n",
+      "Extracting features from sample 1698/1720\n",
+      "Extracting features from sample 1699/1720\n",
+      "Extracting features from sample 1700/1720\n",
+      "Extracting features from sample 1701/1720\n",
+      "Extracting features from sample 1702/1720\n",
+      "Extracting features from sample 1703/1720\n",
+      "Extracting features from sample 1704/1720\n",
+      "Extracting features from sample 1705/1720\n",
+      "Extracting features from sample 1706/1720\n",
+      "Extracting features from sample 1707/1720\n",
+      "Extracting features from sample 1708/1720\n",
+      "Extracting features from sample 1709/1720\n",
+      "Extracting features from sample 1710/1720\n",
+      "Extracting features from sample 1711/1720\n",
+      "Extracting features from sample 1712/1720\n",
+      "Extracting features from sample 1713/1720\n",
+      "Extracting features from sample 1714/1720\n",
+      "Extracting features from sample 1715/1720\n",
+      "Extracting features from sample 1716/1720\n",
+      "Extracting features from sample 1717/1720\n",
+      "Extracting features from sample 1718/1720\n",
+      "Extracting features from sample 1719/1720\n"
+     ]
+    }
+   ],
    "source": [
     "for i in range(Z.shape[0]):\n",
-    "    print(i/Z.shape[0])\n",
+    "    print(f'Extracting features from sample {i}/{Z.shape[0]}')\n",
     "    if i==0:\n",
-    "        X=tsfel.time_series_features_extractor(cfg, Z[i,:],fs=100.,)\n",
+    "        X=tsfel.time_series_features_extractor(cfg, Z[i,:],fs=100., verbose = 0)\n",
     "        X['source_type']=df.iloc[i]['source_type']\n",
     "    else:\n",
-    "        XX = tsfel.time_series_features_extractor(cfg, Z[i,:],fs=100.,)\n",
+    "        XX = tsfel.time_series_features_extractor(cfg, Z[i,:],fs=100., verbose = 0)\n",
     "        XX['source_type']=df.iloc[i]['source_type']\n",
-    "        X=pd.concat([XX,X],axis=0,ignore_index=True)\n"
+    "        X=pd.concat([XX,X],axis=0,ignore_index=True)\n",
+    "\n",
+    "\n",
+    "# change the column names to remove the prefix 0_\n",
+    "X.columns = X.columns.str.replace('0_', '')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In a general code, you may package this into a function. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def calculate_features(Z):\n",
+    "    \"\"\"\n",
+    "    Function to calculate features from the data\n",
+    "    Z: 2D array of seismic data data\n",
+    "\n",
+    "    Returns:\n",
+    "    X: DataFrame of the features\n",
+    "    \"\"\"\n",
+    "    for i in range(Z.shape[0]):\n",
+    "        print(f'Extracting features from sample {i}/{Z.shape[0]}')\n",
+    "        if i==0:\n",
+    "            X=tsfel.time_series_features_extractor(cfg, Z[i,:],fs=100., verbose = 0)\n",
+    "            X['source_type']=df.iloc[i]['source_type']\n",
+    "        else:\n",
+    "            XX = tsfel.time_series_features_extractor(cfg, Z[i,:],fs=100., verbose = 0)\n",
+    "            XX['source_type']=df.iloc[i]['source_type']\n",
+    "            X=pd.concat([XX,X],axis=0,ignore_index=True)\n",
+    "\n",
+    "    # change the column names to remove the prefix 0_\n",
+    "    X.columns = X.columns.str.replace('0_', '')\n",
+    "\n",
+    "    return X"
    ]
   },
   {
@@ -669,6 +2821,248 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "# Calculate features from the seismic data and time it\n",
+    "import time\n",
+    "start = time.time()\n",
+    "X = calculate_features(Z)\n",
+    "end = time.time()\n",
+    "print(f'Time taken to calculate features: {end - start:.2f} seconds')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0_Absolute energy</th>\n",
+       "      <th>0_Area under the curve</th>\n",
+       "      <th>0_Autocorrelation</th>\n",
+       "      <th>0_Average power</th>\n",
+       "      <th>0_Centroid</th>\n",
+       "      <th>0_ECDF Percentile Count_0</th>\n",
+       "      <th>0_ECDF Percentile Count_1</th>\n",
+       "      <th>0_ECDF Percentile_0</th>\n",
+       "      <th>0_ECDF Percentile_1</th>\n",
+       "      <th>0_ECDF_0</th>\n",
+       "      <th>...</th>\n",
+       "      <th>0_Wavelet variance_1</th>\n",
+       "      <th>0_Wavelet variance_2</th>\n",
+       "      <th>0_Wavelet variance_3</th>\n",
+       "      <th>0_Wavelet variance_4</th>\n",
+       "      <th>0_Wavelet variance_5</th>\n",
+       "      <th>0_Wavelet variance_6</th>\n",
+       "      <th>0_Wavelet variance_7</th>\n",
+       "      <th>0_Wavelet variance_8</th>\n",
+       "      <th>0_Zero crossing rate</th>\n",
+       "      <th>source_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000067</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>surface_event</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2.325603e+09</td>\n",
+       "      <td>5.627850e+04</td>\n",
+       "      <td>2.325603e+09</td>\n",
+       "      <td>1.550402e+07</td>\n",
+       "      <td>76.418530</td>\n",
+       "      <td>3000.0</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>292.999790</td>\n",
+       "      <td>450.250905</td>\n",
+       "      <td>0.000067</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.678689e+02</td>\n",
+       "      <td>1.055538e+03</td>\n",
+       "      <td>2.530908e+03</td>\n",
+       "      <td>5.790352e+03</td>\n",
+       "      <td>1.165462e+04</td>\n",
+       "      <td>2.118641e+04</td>\n",
+       "      <td>3.548474e+04</td>\n",
+       "      <td>5.549514e+04</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>surface_event</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8.705101e+11</td>\n",
+       "      <td>7.477590e+05</td>\n",
+       "      <td>8.705101e+11</td>\n",
+       "      <td>5.803400e+09</td>\n",
+       "      <td>74.967691</td>\n",
+       "      <td>3000.0</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>2434.988468</td>\n",
+       "      <td>5493.021391</td>\n",
+       "      <td>0.000067</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.263918e+07</td>\n",
+       "      <td>2.386667e+08</td>\n",
+       "      <td>2.936940e+08</td>\n",
+       "      <td>2.466776e+08</td>\n",
+       "      <td>1.717919e+08</td>\n",
+       "      <td>1.109657e+08</td>\n",
+       "      <td>6.954319e+07</td>\n",
+       "      <td>4.344068e+07</td>\n",
+       "      <td>258.0</td>\n",
+       "      <td>surface_event</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>9.606099e+11</td>\n",
+       "      <td>1.168706e+06</td>\n",
+       "      <td>9.606099e+11</td>\n",
+       "      <td>6.404066e+09</td>\n",
+       "      <td>74.660640</td>\n",
+       "      <td>3000.0</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>-9228.169002</td>\n",
+       "      <td>-6414.699254</td>\n",
+       "      <td>0.000067</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.431281e+06</td>\n",
+       "      <td>7.334504e+06</td>\n",
+       "      <td>1.268369e+07</td>\n",
+       "      <td>1.649068e+07</td>\n",
+       "      <td>1.778231e+07</td>\n",
+       "      <td>1.683463e+07</td>\n",
+       "      <td>1.469724e+07</td>\n",
+       "      <td>1.235497e+07</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>surface_event</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3.595338e+11</td>\n",
+       "      <td>7.343233e+05</td>\n",
+       "      <td>3.595338e+11</td>\n",
+       "      <td>2.396892e+09</td>\n",
+       "      <td>74.976185</td>\n",
+       "      <td>3000.0</td>\n",
+       "      <td>12000.0</td>\n",
+       "      <td>-4927.503218</td>\n",
+       "      <td>-4863.251218</td>\n",
+       "      <td>0.000067</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.896885e+03</td>\n",
+       "      <td>1.023186e+04</td>\n",
+       "      <td>1.774939e+04</td>\n",
+       "      <td>2.750474e+04</td>\n",
+       "      <td>3.936635e+04</td>\n",
+       "      <td>5.330725e+04</td>\n",
+       "      <td>6.934682e+04</td>\n",
+       "      <td>8.750847e+04</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>surface_event</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 390 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   0_Absolute energy  0_Area under the curve  0_Autocorrelation  \\\n",
+       "0       0.000000e+00            0.000000e+00       0.000000e+00   \n",
+       "1       2.325603e+09            5.627850e+04       2.325603e+09   \n",
+       "2       8.705101e+11            7.477590e+05       8.705101e+11   \n",
+       "3       9.606099e+11            1.168706e+06       9.606099e+11   \n",
+       "4       3.595338e+11            7.343233e+05       3.595338e+11   \n",
+       "\n",
+       "   0_Average power  0_Centroid  0_ECDF Percentile Count_0  \\\n",
+       "0     0.000000e+00    0.000000                        0.0   \n",
+       "1     1.550402e+07   76.418530                     3000.0   \n",
+       "2     5.803400e+09   74.967691                     3000.0   \n",
+       "3     6.404066e+09   74.660640                     3000.0   \n",
+       "4     2.396892e+09   74.976185                     3000.0   \n",
+       "\n",
+       "   0_ECDF Percentile Count_1  0_ECDF Percentile_0  0_ECDF Percentile_1  \\\n",
+       "0                        0.0             0.000000             0.000000   \n",
+       "1                    12000.0           292.999790           450.250905   \n",
+       "2                    12000.0          2434.988468          5493.021391   \n",
+       "3                    12000.0         -9228.169002         -6414.699254   \n",
+       "4                    12000.0         -4927.503218         -4863.251218   \n",
+       "\n",
+       "   0_ECDF_0  ...  0_Wavelet variance_1  0_Wavelet variance_2  \\\n",
+       "0  0.000067  ...          0.000000e+00          0.000000e+00   \n",
+       "1  0.000067  ...          6.678689e+02          1.055538e+03   \n",
+       "2  0.000067  ...          9.263918e+07          2.386667e+08   \n",
+       "3  0.000067  ...          2.431281e+06          7.334504e+06   \n",
+       "4  0.000067  ...          4.896885e+03          1.023186e+04   \n",
+       "\n",
+       "   0_Wavelet variance_3  0_Wavelet variance_4  0_Wavelet variance_5  \\\n",
+       "0          0.000000e+00          0.000000e+00          0.000000e+00   \n",
+       "1          2.530908e+03          5.790352e+03          1.165462e+04   \n",
+       "2          2.936940e+08          2.466776e+08          1.717919e+08   \n",
+       "3          1.268369e+07          1.649068e+07          1.778231e+07   \n",
+       "4          1.774939e+04          2.750474e+04          3.936635e+04   \n",
+       "\n",
+       "   0_Wavelet variance_6  0_Wavelet variance_7  0_Wavelet variance_8  \\\n",
+       "0          0.000000e+00          0.000000e+00          0.000000e+00   \n",
+       "1          2.118641e+04          3.548474e+04          5.549514e+04   \n",
+       "2          1.109657e+08          6.954319e+07          4.344068e+07   \n",
+       "3          1.683463e+07          1.469724e+07          1.235497e+07   \n",
+       "4          5.330725e+04          6.934682e+04          8.750847e+04   \n",
+       "\n",
+       "   0_Zero crossing rate    source_type  \n",
+       "0                   0.0  surface_event  \n",
+       "1                  28.0  surface_event  \n",
+       "2                 258.0  surface_event  \n",
+       "3                  16.0  surface_event  \n",
+       "4                   0.0  surface_event  \n",
+       "\n",
+       "[5 rows x 390 columns]"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "X.head()"
    ]
@@ -677,9 +3071,74 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Exploring the feature space\n",
+    "### New DataFrame Clean up\n",
+    "\n",
+    "Removing the samples with NaN or Infinity\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "no of samples in the dataframe:1720\n",
+      "no of samples in the new dataframe:1717\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f'no of samples in the dataframe:{X.shape[0]}')\n",
+    "# Replace infinities with NaN\n",
+    "new_X = X.replace([np.inf, -np.inf], np.nan, inplace= False)\n",
+    "\n",
+    "# Drop rows with NaN values\n",
+    "new_X = new_X.dropna(inplace= False)\n",
+    "print(f'no of samples in the new dataframe:{new_X.shape[0]}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Explore correlation  among features\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Compute pairwise correlation of columns\n",
+    "corr_matrix = new_X.drop('source_type',axis=1).corr().abs()\n",
+    "\n",
+    "# Create a mask to only show the lower triangle of the matrix (since it's mirrored around its \n",
+    "# top-left to bottom-right diagonal)\n",
+    "mask = np.triu(np.ones_like(corr_matrix, dtype=bool))\n",
+    "\n",
+    "# Draw the heatmap with the mask\n",
+    "plt.figure(figsize=(15, 10))\n",
+    "sns.heatmap(corr_matrix, mask=mask, cmap='coolwarm', vmax=1, vmin=-1, center=0, square=True, linewidths=.5, \n",
+    "            #cbar_kws={\"shrink\": .5}, \n",
+    "            annot= False)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploring the feature space for classification purpose\n",
     "\n",
-    "Here we will plot distributions of features among the four classes. And we will explore what features are most correlated with each others in each of the categories.\n"
+    "Here we will plot distributions of certain features among the four classes. And we will explore what features are most correlated with each others in each of the categories.\n"
    ]
   },
   {
@@ -688,7 +3147,34 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "plt.hist(np.log10(X['0_Wavelet variance_1']));"
+    "def plot_feature_histograms(new_X, feature):\n",
+    "    # Get unique source types\n",
+    "    source_types = new_X['source_type'].unique()\n",
+    "\n",
+    "    # Define colorblind-friendly palette\n",
+    "    colors = sns.color_palette('colorblind')\n",
+    "\n",
+    "    for i, source_type in enumerate(source_types):\n",
+    "        # Select data for this source type\n",
+    "        data = new_X[new_X['source_type'] == source_type][feature]\n",
+    "        \n",
+    "        # Plot histogram for this source type\n",
+    "        plt.hist(np.log10(data), color=colors[i % len(colors)], alpha=0.5, label=source_type)\n",
+    "\n",
+    "    # Add title\n",
+    "    plt.title(f'np.log10({feature})')\n",
+    "    \n",
+    "    # Add x-axis label\n",
+    "    plt.xlabel(f'np.log10({feature})')\n",
+    "    \n",
+    "    # Add y-axis label\n",
+    "    plt.ylabel('Count')\n",
+    "    \n",
+    "    # Add legend\n",
+    "    plt.legend()\n",
+    "\n",
+    "    # Show plot\n",
+    "    plt.show()\n"
    ]
   },
   {
@@ -697,17 +3183,32 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "plt.matshow(X.drop('source_type',axis=1).corr(),cmap='seismic',vmin=-1,vmax=1)"
+    "\n",
+    "feature = '0_Area under the curve'\n",
+    "plot_feature_histograms(new_X, feature)\n",
+    "\n",
+    "feature = '0_Kurtosis'\n",
+    "plot_feature_histograms(new_X, feature)\n",
+    "\n",
+    "feature = '0_Spectral variation'\n",
+    "plot_feature_histograms(new_X, feature)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now calculate features for 100 events of each category and find features that differ from each other.\n",
+    "### Student exercise\n",
     "\n",
-    "You may 1) calculate all features, 2) plot histograms/distributions of each feature and overlay each source-specific feature, 3) report on the ones that look different between each class and propose a workflow to classify between event types."
+    "1. Which of the features will be best to classify among the event type classes?"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb b/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb
index f6117ca..908efd0 100644
--- a/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb
+++ b/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb
@@ -1,574804 +1,574809 @@
 {
-  "cells": [
-    {
-      "cell_type": "markdown",
-      "id": "50e82750",
-      "metadata": {},
-      "source": [
-        "# 2.3 Pandas\n",
-        "\n",
-        "This section aims to provide new skills in python to handle structured, tabular data. \n",
-        "\n",
-        "Learning outcome:\n",
-        "-   Manipulation of data frames (describing, filtering, ...) \n",
-        "-   Learn about Lambda functions\n",
-        "-   Intro to datetime objects\n",
-        "-   Plotting data from data frames (histograms and maps)\n",
-        "-   Introduction to Plotly\n",
-        "-   Introduction to CSV & Parquet\n",
-        "\n",
-        "This tutorial can be offered in a 2-hour course. Sections are labeled as Level 1, 2, 3 in Section 1, 2, 3, and instructors may choose to leave higher levels for asynchronous, self-guided learning.\n",
-        "\n",
-        "\n",
-        "We will work on several structured data sets: sensor metadata, seismic data product (earthquake catalog).\n",
-        "\n",
-        "First, we import all the modules we need:"
-      ]
-    },
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "50e82750",
+   "metadata": {},
+   "source": [
+    "# 2.3 Pandas\n",
+    "\n",
+    "This section aims to provide new skills in python to handle structured, tabular data. \n",
+    "\n",
+    "Learning outcome:\n",
+    "-   Manipulation of data frames (describing, filtering, ...) \n",
+    "-   Learn about Lambda functions\n",
+    "-   Intro to datetime objects\n",
+    "-   Plotting data from data frames (histograms and maps)\n",
+    "-   Introduction to Plotly\n",
+    "-   Introduction to CSV & Parquet\n",
+    "\n",
+    "This tutorial can be offered in a 2-hour course. Sections are labeled as Level 1, 2, 3 in Section 1, 2, 3, and instructors may choose to leave higher levels for asynchronous, self-guided learning.\n",
+    "\n",
+    "\n",
+    "We will work on several structured data sets: sensor metadata, seismic data product (earthquake catalog).\n",
+    "\n",
+    "First, we import all the modules we need:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "28d926f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import io\n",
+    "import requests\n",
+    "import matplotlib.pyplot as plt\n",
+    "from datetime import datetime, timedelta\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2ebf112a",
+   "metadata": {},
+   "source": [
+    "This notebook uses ``plotly`` to make interactive plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "3bf66863",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 35,
-      "id": "28d926f9",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "import numpy as np\n",
-        "import pandas as pd\n",
-        "import io\n",
-        "import requests\n",
-        "import matplotlib.pyplot as plt\n",
-        "from datetime import datetime, timedelta\n"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: plotly in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (5.17.0)\n",
+      "Requirement already satisfied: tenacity>=6.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from plotly) (8.2.3)\n",
+      "Requirement already satisfied: packaging in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from plotly) (23.2)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install plotly\n",
+    "import plotly.express as px\n",
+    "import plotly.io as pio\n",
+    "# pio.renderers.default = 'vscode' # writes as standalone html, \n",
+    "# pio.renderers.default = 'iframe' # writes files as standalone html, \n",
+    "# pio.renderers.default = 'png' # writes files as standalone png, \n",
+    "# try notebook, jupyterlab, png, vscode, iframe\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f1829a3",
+   "metadata": {},
+   "source": [
+    "# 1 Pandas Fundamentals\n",
+    "\n",
+    "## 1.1 Basics\n",
+    "\n",
+    "Pandas are composed of ``Series`` and ``DataFrame``. ``Series`` are columns with attributes or keys. The ``DataFrame`` is a multi-dimensional table made up of ``Series``.\n",
+    "\n",
+    "We can create a DataFrame composed of series from scratch using Python dictionary:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "3cdfc90e",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "2ebf112a",
-      "metadata": {},
-      "source": [
-        "This notebook uses ``plotly`` to make interactive plots"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   temperature  precipitation\n",
+      "0           36              3\n",
+      "1           37              1\n",
+      "2           30              0\n",
+      "3           50              0\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = {\n",
+    "    'temperature' : [36,37,30,50],\n",
+    "    'precipitation':[3,1,0,0]\n",
+    "}\n",
+    "my_pd = pd.DataFrame(data)\n",
+    "print(my_pd)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8e041ce5",
+   "metadata": {},
+   "source": [
+    "Each (key,value) item in the dataframe corresponds to a value in ``data``. To get the keys of the dataframe, type:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "fb8d9c69",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 36,
-      "id": "3bf66863",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Requirement already satisfied: plotly in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (5.17.0)\n",
-            "Requirement already satisfied: tenacity>=6.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from plotly) (8.2.3)\n",
-            "Requirement already satisfied: packaging in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from plotly) (23.2)\n",
-            "\n",
-            "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
-            "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
-          ]
-        }
-      ],
-      "source": [
-        "!pip install plotly\n",
-        "import plotly.express as px\n",
-        "import plotly.io as pio\n",
-        "# pio.renderers.default = 'vscode' # writes as standalone html, \n",
-        "# pio.renderers.default = 'iframe' # writes files as standalone html, \n",
-        "# pio.renderers.default = 'png' # writes files as standalone png, \n",
-        "# try notebook, jupyterlab, png, vscode, iframe\n"
+     "data": {
+      "text/plain": [
+       "Index(['temperature', 'precipitation'], dtype='object')"
       ]
-    },
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "my_pd.keys()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff7935a4",
+   "metadata": {},
+   "source": [
+    "get a specific ``Series`` (different from the array)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "c5d734fd",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "3f1829a3",
-      "metadata": {},
-      "source": [
-        "# 1 Pandas Fundamentals\n",
-        "\n",
-        "## 1.1 Basics\n",
-        "\n",
-        "Pandas are composed of ``Series`` and ``DataFrame``. ``Series`` are columns with attributes or keys. The ``DataFrame`` is a multi-dimensional table made up of ``Series``.\n",
-        "\n",
-        "We can create a DataFrame composed of series from scratch using Python dictionary:"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0    36\n",
+      "1    37\n",
+      "2    30\n",
+      "3    50\n",
+      "Name: temperature, dtype: int64\n",
+      "<class 'pandas.core.series.Series'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(my_pd.temperature[:])\n",
+    "print(type(my_pd.temperature[:]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f5f2426",
+   "metadata": {},
+   "source": [
+    "to get the _value_ of a specific key (e.g., temperature), at a specific index (e.g., 2) type:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "2ab0ad9d",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 37,
-      "id": "3cdfc90e",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "   temperature  precipitation\n",
-            "0           36              3\n",
-            "1           37              1\n",
-            "2           30              0\n",
-            "3           50              0\n"
-          ]
-        }
-      ],
-      "source": [
-        "data = {\n",
-        "    'temperature' : [36,37,30,50],\n",
-        "    'precipitation':[3,1,0,0]\n",
-        "}\n",
-        "my_pd = pd.DataFrame(data)\n",
-        "print(my_pd)"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "30\n",
+      "<class 'numpy.int64'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(my_pd.temperature[2])\n",
+    "print(type(my_pd.temperature[2]))"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9fca0cf5",
+   "metadata": {},
+   "source": [
+    "## 1.2 Reading a DataFrame from a CSV file\n",
+    "\n",
+    "We can read a pandas directly from a standard file. We will download a catalog of earthquakes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "f029ed84",
+   "metadata": {},
+   "outputs": [
     {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "8e041ce5",
-      "metadata": {},
-      "source": [
-        "Each (key,value) item in the dataframe corresponds to a value in ``data``. To get the keys of the dataframe, type:"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--2024-10-07 05:13:23--  https://raw.githubusercontent.com/UW-MLGEO/MLGeo-dataset/refs/heads/main/data/Global_Quakes_IRIS.csv\n",
+      "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.110.133, ...\n",
+      "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
+      "HTTP request sent, awaiting response... 200 OK\n",
+      "Length: 129629 (127K) [text/plain]\n",
+      "Saving to: ‘Global_Quakes_IRIS.csv.1’\n",
+      "\n",
+      "Global_Quakes_IRIS. 100%[===================>] 126.59K  --.-KB/s    in 0.05s   \n",
+      "\n",
+      "2024-10-07 05:13:23 (2.35 MB/s) - ‘Global_Quakes_IRIS.csv.1’ saved [129629/129629]\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "fname = \"\"\n",
+    "gist_dir = \"\"\n",
+    "!wget \"https://raw.githubusercontent.com/UW-MLGEO/MLGeo-dataset/refs/heads/main/data/Global_Quakes_IRIS.csv\"\n",
+    "# !wget \"https://github.com/UW-MLGEO/MLGeo-dataset/blob/main/data/Global_Quakes_IRIS.csv\"\n",
+    "ff = \"Global_Quakes_IRIS.csv\"\n",
+    "quake = pd.read_csv(ff)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62e31c2c",
+   "metadata": {},
+   "source": [
+    "Now you use the ``head`` function to display what is in the file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "ed565400",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 38,
-      "id": "fb8d9c69",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "Index(['temperature', 'precipitation'], dtype='object')"
-            ]
-          },
-          "execution_count": 38,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>magnitude</th>\n",
+       "      <th>description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-07-02 06:04:03.570</td>\n",
+       "      <td>-13.6098</td>\n",
+       "      <td>166.6541</td>\n",
+       "      <td>34400.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>VANUATU ISLANDS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-07-04 21:55:52.370</td>\n",
+       "      <td>39.6611</td>\n",
+       "      <td>142.5792</td>\n",
+       "      <td>30100.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>NEAR EAST COAST OF HONSHU</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-10 11:43:33.000</td>\n",
+       "      <td>11.1664</td>\n",
+       "      <td>146.0823</td>\n",
+       "      <td>16900.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>SOUTH OF MARIANA ISLANDS</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-12 00:11:20.060</td>\n",
+       "      <td>-22.2789</td>\n",
+       "      <td>-68.3159</td>\n",
+       "      <td>109400.0</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>NORTHERN CHILE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-14 08:32:21.850</td>\n",
+       "      <td>-38.0635</td>\n",
+       "      <td>-73.4649</td>\n",
+       "      <td>25700.0</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>NEAR COAST OF CENTRAL CHILE</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "source": [
-        "my_pd.keys()"
+      "text/plain": [
+       "                      time  latitude  longitude     depth  magnitude  \\\n",
+       "0  2010-07-02 06:04:03.570  -13.6098   166.6541   34400.0        6.3   \n",
+       "1  2010-07-04 21:55:52.370   39.6611   142.5792   30100.0        6.3   \n",
+       "2  2010-07-10 11:43:33.000   11.1664   146.0823   16900.0        6.3   \n",
+       "3  2010-07-12 00:11:20.060  -22.2789   -68.3159  109400.0        6.2   \n",
+       "4  2010-07-14 08:32:21.850  -38.0635   -73.4649   25700.0        6.6   \n",
+       "\n",
+       "                   description  \n",
+       "0              VANUATU ISLANDS  \n",
+       "1    NEAR EAST COAST OF HONSHU  \n",
+       "2     SOUTH OF MARIANA ISLANDS  \n",
+       "3               NORTHERN CHILE  \n",
+       "4  NEAR COAST OF CENTRAL CHILE  "
       ]
-    },
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# enter answer here\n",
+    "quake.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "73bfcd15",
+   "metadata": {},
+   "source": [
+    "Display the depth using two ways to use the pandas object"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "9b01ce51",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "ff7935a4",
-      "metadata": {},
-      "source": [
-        "get a specific ``Series`` (different from the array)"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0        34400.0\n",
+      "1        30100.0\n",
+      "2        16900.0\n",
+      "3       109400.0\n",
+      "4        25700.0\n",
+      "          ...   \n",
+      "1780     10000.0\n",
+      "1781    105000.0\n",
+      "1782    608510.0\n",
+      "1783     10000.0\n",
+      "1784     35440.0\n",
+      "Name: depth, Length: 1785, dtype: float64\n",
+      "0        34400.0\n",
+      "1        30100.0\n",
+      "2        16900.0\n",
+      "3       109400.0\n",
+      "4        25700.0\n",
+      "          ...   \n",
+      "1780     10000.0\n",
+      "1781    105000.0\n",
+      "1782    608510.0\n",
+      "1783     10000.0\n",
+      "1784     35440.0\n",
+      "Name: depth, Length: 1785, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(quake.depth)\n",
+    "print(quake['depth'])"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9c623644",
+   "metadata": {},
+   "source": [
+    "Calculate basic statistic of the data using the function ``describe``."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "2b9f083e",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 39,
-      "id": "c5d734fd",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "0    36\n",
-            "1    37\n",
-            "2    30\n",
-            "3    50\n",
-            "Name: temperature, dtype: int64\n",
-            "<class 'pandas.core.series.Series'>\n"
-          ]
-        }
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>magnitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1785.000000</td>\n",
+       "      <td>1785.000000</td>\n",
+       "      <td>1785.000000</td>\n",
+       "      <td>1785.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.840700</td>\n",
+       "      <td>40.608674</td>\n",
+       "      <td>82773.187675</td>\n",
+       "      <td>6.382403</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>30.579308</td>\n",
+       "      <td>125.558363</td>\n",
+       "      <td>146988.302031</td>\n",
+       "      <td>0.429012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-69.782500</td>\n",
+       "      <td>-179.957200</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-19.905100</td>\n",
+       "      <td>-73.832200</td>\n",
+       "      <td>12000.000000</td>\n",
+       "      <td>6.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>-4.478900</td>\n",
+       "      <td>113.077800</td>\n",
+       "      <td>24400.000000</td>\n",
+       "      <td>6.300000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>27.161700</td>\n",
+       "      <td>145.305700</td>\n",
+       "      <td>58000.000000</td>\n",
+       "      <td>6.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>74.391800</td>\n",
+       "      <td>179.998100</td>\n",
+       "      <td>685500.000000</td>\n",
+       "      <td>9.100000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "source": [
-        "print(my_pd.temperature[:])\n",
-        "print(type(my_pd.temperature[:]))"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "1f5f2426",
-      "metadata": {},
-      "source": [
-        "to get the _value_ of a specific key (e.g., temperature), at a specific index (e.g., 2) type:"
+      "text/plain": [
+       "          latitude    longitude          depth    magnitude\n",
+       "count  1785.000000  1785.000000    1785.000000  1785.000000\n",
+       "mean      0.840700    40.608674   82773.187675     6.382403\n",
+       "std      30.579308   125.558363  146988.302031     0.429012\n",
+       "min     -69.782500  -179.957200       0.000000     6.000000\n",
+       "25%     -19.905100   -73.832200   12000.000000     6.100000\n",
+       "50%      -4.478900   113.077800   24400.000000     6.300000\n",
+       "75%      27.161700   145.305700   58000.000000     6.600000\n",
+       "max      74.391800   179.998100  685500.000000     9.100000"
       ]
-    },
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "quake.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b54218c",
+   "metadata": {},
+   "source": [
+    "Calculate mean and median of specific ``Series``, for example depth."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "83f21ca3",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 40,
-      "id": "2ab0ad9d",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "30\n",
-            "<class 'numpy.int64'>\n"
-          ]
-        }
-      ],
-      "source": [
-        "print(my_pd.temperature[2])\n",
-        "print(type(my_pd.temperature[2]))"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "82773.18767507003\n",
+      "24400.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "# answer it here\n",
+    "print(quake.depth.mean())\n",
+    "print(quake.depth.median())"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "591f8d33",
+   "metadata": {},
+   "source": [
+    "## 1.3 Manipulating Pandas with Python\n",
+    "\n",
+    "### Classic functions\n",
+    "We will now practice how to modify the content of the DataFrame using functions. We will take the example where we want to change the depth values from meters to kilometers. First we can define this operation as a function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "5b4f94b4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# this function converts a value in meters to a value in kilometers\n",
+    "m2km = 1000 # this is defined as a global variable\n",
+    "def meters2kilometers(x):\n",
+    "    return x/m2km\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "16cb70b9",
+   "metadata": {},
+   "outputs": [
     {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "9fca0cf5",
-      "metadata": {},
-      "source": [
-        "## 1.2 Reading a DataFrame from a CSV file\n",
-        "\n",
-        "We can read a pandas directly from a standard file. We will download a catalog of earthquakes"
+     "data": {
+      "text/plain": [
+       "34.4"
       ]
-    },
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now test it using the first element of the quake DataFrame\n",
+    "meters2kilometers(quake.depth[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "7a360cc5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# this function converts a value in meters to a value in kilometers\n",
+    "def meters2kilometers2(x):\n",
+    "    m2km = 1000 # this is defined as a global variable\n",
+    "    return x/m2km"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa52810b",
+   "metadata": {},
+   "source": [
+    "Let's define another function that uses a local instead of global variable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "b01a33fe",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 41,
-      "id": "f029ed84",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "--2024-10-07 05:13:23--  https://raw.githubusercontent.com/UW-MLGEO/MLGeo-dataset/refs/heads/main/data/Global_Quakes_IRIS.csv\n",
-            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.110.133, ...\n",
-            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n",
-            "HTTP request sent, awaiting response... 200 OK\n",
-            "Length: 129629 (127K) [text/plain]\n",
-            "Saving to: ‘Global_Quakes_IRIS.csv.1’\n",
-            "\n",
-            "Global_Quakes_IRIS. 100%[===================>] 126.59K  --.-KB/s    in 0.05s   \n",
-            "\n",
-            "2024-10-07 05:13:23 (2.35 MB/s) - ‘Global_Quakes_IRIS.csv.1’ saved [129629/129629]\n",
-            "\n"
-          ]
-        }
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>magnitude</th>\n",
+       "      <th>description</th>\n",
+       "      <th>depth_km</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-07-02 06:04:03.570</td>\n",
+       "      <td>-13.6098</td>\n",
+       "      <td>166.6541</td>\n",
+       "      <td>34400.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>VANUATU ISLANDS</td>\n",
+       "      <td>34.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-07-04 21:55:52.370</td>\n",
+       "      <td>39.6611</td>\n",
+       "      <td>142.5792</td>\n",
+       "      <td>30100.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>NEAR EAST COAST OF HONSHU</td>\n",
+       "      <td>30.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-10 11:43:33.000</td>\n",
+       "      <td>11.1664</td>\n",
+       "      <td>146.0823</td>\n",
+       "      <td>16900.0</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>SOUTH OF MARIANA ISLANDS</td>\n",
+       "      <td>16.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-12 00:11:20.060</td>\n",
+       "      <td>-22.2789</td>\n",
+       "      <td>-68.3159</td>\n",
+       "      <td>109400.0</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>NORTHERN CHILE</td>\n",
+       "      <td>109.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-14 08:32:21.850</td>\n",
+       "      <td>-38.0635</td>\n",
+       "      <td>-73.4649</td>\n",
+       "      <td>25700.0</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>NEAR COAST OF CENTRAL CHILE</td>\n",
+       "      <td>25.7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "source": [
-        "fname = \"\"\n",
-        "gist_dir = \"\"\n",
-        "!wget \"https://raw.githubusercontent.com/UW-MLGEO/MLGeo-dataset/refs/heads/main/data/Global_Quakes_IRIS.csv\"\n",
-        "# !wget \"https://github.com/UW-MLGEO/MLGeo-dataset/blob/main/data/Global_Quakes_IRIS.csv\"\n",
-        "ff = \"Global_Quakes_IRIS.csv\"\n",
-        "quake = pd.read_csv(ff)"
+      "text/plain": [
+       "                      time  latitude  longitude     depth  magnitude  \\\n",
+       "0  2010-07-02 06:04:03.570  -13.6098   166.6541   34400.0        6.3   \n",
+       "1  2010-07-04 21:55:52.370   39.6611   142.5792   30100.0        6.3   \n",
+       "2  2010-07-10 11:43:33.000   11.1664   146.0823   16900.0        6.3   \n",
+       "3  2010-07-12 00:11:20.060  -22.2789   -68.3159  109400.0        6.2   \n",
+       "4  2010-07-14 08:32:21.850  -38.0635   -73.4649   25700.0        6.6   \n",
+       "\n",
+       "                   description  depth_km  \n",
+       "0              VANUATU ISLANDS      34.4  \n",
+       "1    NEAR EAST COAST OF HONSHU      30.1  \n",
+       "2     SOUTH OF MARIANA ISLANDS      16.9  \n",
+       "3               NORTHERN CHILE     109.4  \n",
+       "4  NEAR COAST OF CENTRAL CHILE      25.7  "
       ]
-    },
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Apply the meters2kilometers2 function to the 'depth' column and add it as a new column 'depth_km' to the quake DataFrame\n",
+    "quake['depth_km'] = quake['depth'].apply(meters2kilometers2)\n",
+    "\n",
+    "# Display the first few rows to verify the new column\n",
+    "quake.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6db26f1",
+   "metadata": {},
+   "source": [
+    "### Lambda functions\n",
+    "We now discuss the **lambda** functions. \n",
+    "* Lambda functions are small, anonymous functions in Python.\n",
+    "* They are used for quick, simple operations without needing to define a full function using def.\n",
+    "* In geoscience, where we deal with large datasets (e.g., climate data, seismic measurements), lambda functions allow us to process data efficiently.\n",
+    "* Lambda functions in Pandas allow you to quickly transform, filter, or process this data with minimal code.\n",
+    "* Please read additional tutorials from [RealPython](!https://realpython.com/python-lambda/).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "a2713d55",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "62e31c2c",
-      "metadata": {},
-      "source": [
-        "Now you use the ``head`` function to display what is in the file"
+     "data": {
+      "text/plain": [
+       "<function __main__.<lambda>(x)>"
       ]
-    },
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lambda x: x * 1.2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d3ad802b",
+   "metadata": {},
+   "source": [
+    "This lambda function multiplies any input ``x`` by 1.2, which could be useful for tasks like converting units (e.g., from km to m)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8820efb8",
+   "metadata": {},
+   "source": [
+    "Below is an example on how to use lambda in a pandas dataframe. \n",
+    "**Example 1**:\n",
+    "The lambda function lambda ``x: (x - 32) * 5 / 9`` converts Fahrenheit to Celsius for each value in the Temperature_F column."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "cafff8c2",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 42,
-      "id": "ed565400",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>time</th>\n",
-              "      <th>latitude</th>\n",
-              "      <th>longitude</th>\n",
-              "      <th>depth</th>\n",
-              "      <th>magnitude</th>\n",
-              "      <th>description</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>2010-07-02 06:04:03.570</td>\n",
-              "      <td>-13.6098</td>\n",
-              "      <td>166.6541</td>\n",
-              "      <td>34400.0</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>VANUATU ISLANDS</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>2010-07-04 21:55:52.370</td>\n",
-              "      <td>39.6611</td>\n",
-              "      <td>142.5792</td>\n",
-              "      <td>30100.0</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>NEAR EAST COAST OF HONSHU</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>2010-07-10 11:43:33.000</td>\n",
-              "      <td>11.1664</td>\n",
-              "      <td>146.0823</td>\n",
-              "      <td>16900.0</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>SOUTH OF MARIANA ISLANDS</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>2010-07-12 00:11:20.060</td>\n",
-              "      <td>-22.2789</td>\n",
-              "      <td>-68.3159</td>\n",
-              "      <td>109400.0</td>\n",
-              "      <td>6.2</td>\n",
-              "      <td>NORTHERN CHILE</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>2010-07-14 08:32:21.850</td>\n",
-              "      <td>-38.0635</td>\n",
-              "      <td>-73.4649</td>\n",
-              "      <td>25700.0</td>\n",
-              "      <td>6.6</td>\n",
-              "      <td>NEAR COAST OF CENTRAL CHILE</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "                      time  latitude  longitude     depth  magnitude  \\\n",
-              "0  2010-07-02 06:04:03.570  -13.6098   166.6541   34400.0        6.3   \n",
-              "1  2010-07-04 21:55:52.370   39.6611   142.5792   30100.0        6.3   \n",
-              "2  2010-07-10 11:43:33.000   11.1664   146.0823   16900.0        6.3   \n",
-              "3  2010-07-12 00:11:20.060  -22.2789   -68.3159  109400.0        6.2   \n",
-              "4  2010-07-14 08:32:21.850  -38.0635   -73.4649   25700.0        6.6   \n",
-              "\n",
-              "                   description  \n",
-              "0              VANUATU ISLANDS  \n",
-              "1    NEAR EAST COAST OF HONSHU  \n",
-              "2     SOUTH OF MARIANA ISLANDS  \n",
-              "3               NORTHERN CHILE  \n",
-              "4  NEAR COAST OF CENTRAL CHILE  "
-            ]
-          },
-          "execution_count": 42,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "# enter answer here\n",
-        "quake.head()"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Temperature_F  Temperature_C\n",
+      "0             32       0.000000\n",
+      "1             50      10.000000\n",
+      "2             77      25.000000\n",
+      "3            100      37.777778\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Sample DataFrame\n",
+    "data = {'Temperature_F': [32, 50, 77, 100]}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Convert Fahrenheit to Celsius\n",
+    "df['Temperature_C'] = df['Temperature_F'].apply(lambda x: (x - 32) * 5 / 9)\n",
+    "\n",
+    "print(df)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "cbb26a36",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now the equivalent in lambda is:\n",
+    "lambda_meters2kilometers = lambda x:x/1000\n",
+    "# x is the variable"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e604fca3",
+   "metadata": {},
+   "source": [
+    "Now apply the function to the entire series\n",
+    "```{admonition} Student response section\n",
+    "This section is left for the student to complete.\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "7d94f6a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        34.40\n",
+       "1        30.10\n",
+       "2        16.90\n",
+       "3       109.40\n",
+       "4        25.70\n",
+       "         ...  \n",
+       "1780     10.00\n",
+       "1781    105.00\n",
+       "1782    608.51\n",
+       "1783     10.00\n",
+       "1784     35.44\n",
+       "Name: depth, Length: 1785, dtype: float64"
       ]
-    },
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# apply it to the entire series\n",
+    "lambda_meters2kilometers(quake.depth)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cef03d96",
+   "metadata": {},
+   "source": [
+    "Lambda functions can take several inputs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "caad68a3",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "73bfcd15",
-      "metadata": {},
-      "source": [
-        "Display the depth using two ways to use the pandas object"
+     "data": {
+      "text/plain": [
+       "1"
       ]
-    },
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# you can add several variables into lambda functions\n",
+    "remove_anything = lambda x,y:x-y\n",
+    "remove_anything(3,2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6da00e2",
+   "metadata": {},
+   "source": [
+    "This did not affect the values of the DataFrame, check it:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "40367bfb",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 43,
-      "id": "9b01ce51",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "0        34400.0\n",
-            "1        30100.0\n",
-            "2        16900.0\n",
-            "3       109400.0\n",
-            "4        25700.0\n",
-            "          ...   \n",
-            "1780     10000.0\n",
-            "1781    105000.0\n",
-            "1782    608510.0\n",
-            "1783     10000.0\n",
-            "1784     35440.0\n",
-            "Name: depth, Length: 1785, dtype: float64\n",
-            "0        34400.0\n",
-            "1        30100.0\n",
-            "2        16900.0\n",
-            "3       109400.0\n",
-            "4        25700.0\n",
-            "          ...   \n",
-            "1780     10000.0\n",
-            "1781    105000.0\n",
-            "1782    608510.0\n",
-            "1783     10000.0\n",
-            "1784     35440.0\n",
-            "Name: depth, Length: 1785, dtype: float64\n"
-          ]
-        }
-      ],
-      "source": [
-        "print(quake.depth)\n",
-        "print(quake['depth'])"
+     "data": {
+      "text/plain": [
+       "0        34400.0\n",
+       "1        30100.0\n",
+       "2        16900.0\n",
+       "3       109400.0\n",
+       "4        25700.0\n",
+       "          ...   \n",
+       "1780     10000.0\n",
+       "1781    105000.0\n",
+       "1782    608510.0\n",
+       "1783     10000.0\n",
+       "1784     35440.0\n",
+       "Name: depth, Length: 1785, dtype: float64"
       ]
-    },
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "quake.depth"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6347a1ec",
+   "metadata": {},
+   "source": [
+    "Instead, you could overwrite ``quake.depth=X``. Try two approaches but just do it once! You can use python functions ``map`` (a function to apply functions that is generic to Python) and ``apply`` (a function to apply functions that is specific to Pandas)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ade5723d",
+   "metadata": {},
+   "source": [
+    "```{admonition} Student response section\n",
+    "This section is left for the student to complete.\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0d45bc9b",
+   "metadata": {},
+   "source": [
+    "Try ``map`` to apply a ``lambda`` function that rescale depth from meters to kilometers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "8a1da18f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#type answer below\n",
+    "quake.depth=quake.depth.map(lambda x:x/1000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b11b4cb",
+   "metadata": {},
+   "source": [
+    "Discuss in class: What happened to the depth field?\n",
+    "\n",
+    "What happened to the original data frame?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a520ada6",
+   "metadata": {},
+   "source": [
+    "Try ``apply`` to apply a ``lambda`` function that rescale depth from meters to kilometers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "ec3420af",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# or like this\n",
+    "quake.depth=quake.depth.apply(lambda x:x/1000) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fa66b4e8",
+   "metadata": {},
+   "source": [
+    "Plot a histogram of the depth distributions using matplotlib function ``hist``."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ade5723d",
+   "metadata": {},
+   "source": [
+    "```{admonition} Student response section\n",
+    "This section is left for the student to complete.\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "ae368fd4",
+   "metadata": {},
+   "outputs": [
     {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "9c623644",
-      "metadata": {},
-      "source": [
-        "Calculate basic statistic of the data using the function ``describe``."
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
       ]
-    },
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# answer here\n",
+    "plt.hist(quake.depth,100)\n",
+    "plt.grid(True)\n",
+    "plt.xlabel('Quake depth (km)')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8bb58e3c",
+   "metadata": {},
+   "source": [
+    "You can use the interactive plotting package Plotly. First we will show a histogram of the event depth using the function ``histogram``."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "5f07dc52",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 44,
-      "id": "2b9f083e",
-      "metadata": {},
-      "outputs": [
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
         {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>latitude</th>\n",
-              "      <th>longitude</th>\n",
-              "      <th>depth</th>\n",
-              "      <th>magnitude</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>count</th>\n",
-              "      <td>1785.000000</td>\n",
-              "      <td>1785.000000</td>\n",
-              "      <td>1785.000000</td>\n",
-              "      <td>1785.000000</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>mean</th>\n",
-              "      <td>0.840700</td>\n",
-              "      <td>40.608674</td>\n",
-              "      <td>82773.187675</td>\n",
-              "      <td>6.382403</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>std</th>\n",
-              "      <td>30.579308</td>\n",
-              "      <td>125.558363</td>\n",
-              "      <td>146988.302031</td>\n",
-              "      <td>0.429012</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>min</th>\n",
-              "      <td>-69.782500</td>\n",
-              "      <td>-179.957200</td>\n",
-              "      <td>0.000000</td>\n",
-              "      <td>6.000000</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>25%</th>\n",
-              "      <td>-19.905100</td>\n",
-              "      <td>-73.832200</td>\n",
-              "      <td>12000.000000</td>\n",
-              "      <td>6.100000</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>50%</th>\n",
-              "      <td>-4.478900</td>\n",
-              "      <td>113.077800</td>\n",
-              "      <td>24400.000000</td>\n",
-              "      <td>6.300000</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>75%</th>\n",
-              "      <td>27.161700</td>\n",
-              "      <td>145.305700</td>\n",
-              "      <td>58000.000000</td>\n",
-              "      <td>6.600000</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>max</th>\n",
-              "      <td>74.391800</td>\n",
-              "      <td>179.998100</td>\n",
-              "      <td>685500.000000</td>\n",
-              "      <td>9.100000</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
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-            "text/plain": [
-              "          latitude    longitude          depth    magnitude\n",
-              "count  1785.000000  1785.000000    1785.000000  1785.000000\n",
-              "mean      0.840700    40.608674   82773.187675     6.382403\n",
-              "std      30.579308   125.558363  146988.302031     0.429012\n",
-              "min     -69.782500  -179.957200       0.000000     6.000000\n",
-              "25%     -19.905100   -73.832200   12000.000000     6.100000\n",
-              "50%      -4.478900   113.077800   24400.000000     6.300000\n",
-              "75%      27.161700   145.305700   58000.000000     6.600000\n",
-              "max      74.391800   179.998100  685500.000000     9.100000"
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+           "caxis": {
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+          "xaxis": {
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+        },
+        "width": 600,
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
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+         "title": {
+          "text": "depth"
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+        },
+        "yaxis": {
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-      ],
-      "source": [
-        "quake.describe()"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "8b54218c",
-      "metadata": {},
-      "source": [
-        "Calculate mean and median of specific ``Series``, for example depth."
-      ]
-    },
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = px.histogram(quake,   #specify what dataframe to use\n",
+    "             x=\"depth\",  #specify the variable for the histogram \n",
+    "             nbins=50,       #number of bins for the histogram \n",
+    "             height=400,     #dimensions of the figure\n",
+    "             width=600);\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60a133d4",
+   "metadata": {},
+   "source": [
+    "### Example 2: Conditional Logic for Earthquake Magnitude \n",
+    "You can use lambda functions to add conditional logic, such as classifying earthquake magnitudes into categories.\n",
+    "\n",
+    "Scenario: You have a column Magnitude containing seismic event magnitudes, and you want to classify events as \"Minor\", \"Moderate\", or \"Severe\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "7f7520de",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 45,
-      "id": "83f21ca3",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "82773.18767507003\n",
-            "24400.0\n"
-          ]
-        }
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>magnitude</th>\n",
+       "      <th>description</th>\n",
+       "      <th>depth_km</th>\n",
+       "      <th>Category</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-07-02 06:04:03.570</td>\n",
+       "      <td>-13.6098</td>\n",
+       "      <td>166.6541</td>\n",
+       "      <td>0.0344</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>VANUATU ISLANDS</td>\n",
+       "      <td>34.4</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2010-07-04 21:55:52.370</td>\n",
+       "      <td>39.6611</td>\n",
+       "      <td>142.5792</td>\n",
+       "      <td>0.0301</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>NEAR EAST COAST OF HONSHU</td>\n",
+       "      <td>30.1</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2010-07-10 11:43:33.000</td>\n",
+       "      <td>11.1664</td>\n",
+       "      <td>146.0823</td>\n",
+       "      <td>0.0169</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>SOUTH OF MARIANA ISLANDS</td>\n",
+       "      <td>16.9</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2010-07-12 00:11:20.060</td>\n",
+       "      <td>-22.2789</td>\n",
+       "      <td>-68.3159</td>\n",
+       "      <td>0.1094</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>NORTHERN CHILE</td>\n",
+       "      <td>109.4</td>\n",
+       "      <td>Moderate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2010-07-14 08:32:21.850</td>\n",
+       "      <td>-38.0635</td>\n",
+       "      <td>-73.4649</td>\n",
+       "      <td>0.0257</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>NEAR COAST OF CENTRAL CHILE</td>\n",
+       "      <td>25.7</td>\n",
+       "      <td>Severe</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "source": [
-        "# answer it here\n",
-        "print(quake.depth.mean())\n",
-        "print(quake.depth.median())"
-      ]
-    },
-    {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "591f8d33",
-      "metadata": {},
-      "source": [
-        "## 1.3 Manipulating Pandas with Python\n",
-        "\n",
-        "### Classic functions\n",
-        "We will now practice how to modify the content of the DataFrame using functions. We will take the example where we want to change the depth values from meters to kilometers. First we can define this operation as a function"
+      "text/plain": [
+       "                      time  latitude  longitude   depth  magnitude  \\\n",
+       "0  2010-07-02 06:04:03.570  -13.6098   166.6541  0.0344        6.3   \n",
+       "1  2010-07-04 21:55:52.370   39.6611   142.5792  0.0301        6.3   \n",
+       "2  2010-07-10 11:43:33.000   11.1664   146.0823  0.0169        6.3   \n",
+       "3  2010-07-12 00:11:20.060  -22.2789   -68.3159  0.1094        6.2   \n",
+       "4  2010-07-14 08:32:21.850  -38.0635   -73.4649  0.0257        6.6   \n",
+       "\n",
+       "                   description  depth_km  Category  \n",
+       "0              VANUATU ISLANDS      34.4  Moderate  \n",
+       "1    NEAR EAST COAST OF HONSHU      30.1  Moderate  \n",
+       "2     SOUTH OF MARIANA ISLANDS      16.9  Moderate  \n",
+       "3               NORTHERN CHILE     109.4  Moderate  \n",
+       "4  NEAR COAST OF CENTRAL CHILE      25.7    Severe  "
       ]
-    },
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Classify earthquake magnitudes\n",
+    "quake['Category'] = quake['magnitude'].apply(lambda x: 'Minor' if x < 4.0 else ('Moderate' if x < 6.5 else 'Severe'))\n",
+    "quake.head()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8be50d1c",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b87c6c42",
+   "metadata": {},
+   "source": [
+    "We will now make a new plot of the location of the earthquakes. We will use Plotly tool. \n",
+    "\n",
+    "The markersize will be scaled with the earthquake magnitude. To do so, we add a ``marker_size`` series in the DataFrame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "d9cb41c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "quake['marker_size'] = quake['magnitude'].apply(lambda x: np.fix(np.exp(x))) # add marker size as exp(mag)\n",
+    "quake['magnitude_bin'] = quake['magnitude'].apply(lambda x: 0.5*np.fix(2*x)) # add marker size as exp(mag)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "6c7befa4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# another way to do it\n",
+    "quake['marker_size'] = np.fix(np.exp(quake['magnitude'])) # add marker size as exp(mag)\n",
+    "quake['magnitude_bin'] = 0.5*np.fix(2*quake['magnitude']) # add marker size as exp(mag)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2fed2184",
+   "metadata": {},
+   "source": [
+    "### 1.4 Intermediate Manipulation with Pandas\n",
+    "\n",
+    "You can also apply lambda functions to work with multiple columns, which is common in geoscientific datasets, where you might have spatial or temporal data.\n",
+    "\n",
+    "**Example 3: Calculating an Index Based on Multiple Measurements**\n",
+    "Scenario: You have rainfall (``Rainfall_mm``) and evaporation (``Evaporation_mm``) data, and you want to calculate the ``Net Water Balance ``for each record."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "7931923f",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 46,
-      "id": "5b4f94b4",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# this function converts a value in meters to a value in kilometers\n",
-        "m2km = 1000 # this is defined as a global variable\n",
-        "def meters2kilometers(x):\n",
-        "    return x/m2km\n"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Rainfall_mm  Evaporation_mm  Net_Water_Balance\n",
+      "0          100              60                 40\n",
+      "1           80              70                 10\n",
+      "2          120              65                 55\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = {'Rainfall_mm': [100, 80, 120], 'Evaporation_mm': [60, 70, 65]}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Calculate Net Water Balance\n",
+    "df['Net_Water_Balance'] = df.apply(lambda row: row['Rainfall_mm'] - row['Evaporation_mm'], axis=1)\n",
+    "\n",
+    "print(df)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5b64a6b",
+   "metadata": {},
+   "source": [
+    "In this example, ``lambda row: row['Rainfall_mm'] - row['Evaporation_mm']`` calculates the net water balance by subtracting evaporation from rainfall for each record.\n",
+    "\n",
+    "### 1.5 Advanced: Time Series Data Manipulation with Lambda Functions\n",
+    "Geoscientists frequently work with time series data (e.g., climate data). Lambda functions can be used for efficient data transformations within time series.\n",
+    "\n",
+    "**Example 4: Applying a Rolling Window Calculation**\n",
+    "Scenario: Suppose you have daily temperature data, and you want to calculate a 7-day rolling average."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "6933e64a",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 47,
-      "id": "16cb70b9",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "34.4"
-            ]
-          },
-          "execution_count": 47,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Temperature_C</th>\n",
+       "      <th>7_day_avg</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2023-09-01</td>\n",
+       "      <td>20</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2023-09-02</td>\n",
+       "      <td>22</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2023-09-03</td>\n",
+       "      <td>23</td>\n",
+       "      <td>21.666667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2023-09-04</td>\n",
+       "      <td>21</td>\n",
+       "      <td>22.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2023-09-05</td>\n",
+       "      <td>19</td>\n",
+       "      <td>21.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "source": [
-        "# now test it using the first element of the quake DataFrame\n",
-        "meters2kilometers(quake.depth[0])"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 48,
-      "id": "7a360cc5",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# this function converts a value in meters to a value in kilometers\n",
-        "def meters2kilometers2(x):\n",
-        "    m2km = 1000 # this is defined as a global variable\n",
-        "    return x/m2km"
+      "text/plain": [
+       "        Date  Temperature_C  7_day_avg\n",
+       "0 2023-09-01             20        NaN\n",
+       "1 2023-09-02             22        NaN\n",
+       "2 2023-09-03             23  21.666667\n",
+       "3 2023-09-04             21  22.000000\n",
+       "4 2023-09-05             19  21.000000"
       ]
-    },
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Sample daily temperature data\n",
+    "data = {'Date': pd.date_range(start='2023-09-01', periods=10, freq='D'),\n",
+    "        'Temperature_C': [20, 22, 23, 21, 19, 24, 25, 26, 22, 20]}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Calculate 7-day rolling average using lambda\n",
+    "df['7_day_avg'] = df['Temperature_C'].rolling(window=3).apply(lambda x: x.mean())\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3d3328a",
+   "metadata": {},
+   "source": [
+    "Here, ``lambda x: x.mean()`` calculates the rolling mean over a 3-day window for temperature data, which is essential in climate analysis for smoothing short-term fluctuations.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e01cf834",
+   "metadata": {},
+   "source": [
+    "### 1.6 Aggregate function\n",
+    "The ``agg`` is a powerful method in Pandas that allows you to perform multiple operations on DataFrames and Series. You can apply one or more aggregation functions such as ``sum``, ``mean``, ``min``, ``max``, etc., on different columns or groups of data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "aea0ee4e",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "aa52810b",
-      "metadata": {},
-      "source": [
-        "Let's define another function that uses a local instead of global variable"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "sum     10.0\n",
+      "mean     2.5\n",
+      "Name: A, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Sample DataFrame\n",
+    "data = {\n",
+    "    'A': [1, 2, 3, 4],\n",
+    "    'B': [5, 6, 7, 8]\n",
+    "}\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Apply aggregation functions\n",
+    "result = df['A'].agg(['sum', 'mean'])\n",
+    "print(result)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2664926",
+   "metadata": {},
+   "source": [
+    "####  Aggregating Multiple Columns with Multiple Functions\n",
+    "You can pass a dictionary to agg where the keys are column names and the values are the functions to be applied."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "9df9cde2",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 49,
-      "id": "b01a33fe",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>time</th>\n",
-              "      <th>latitude</th>\n",
-              "      <th>longitude</th>\n",
-              "      <th>depth</th>\n",
-              "      <th>magnitude</th>\n",
-              "      <th>description</th>\n",
-              "      <th>depth_km</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>2010-07-02 06:04:03.570</td>\n",
-              "      <td>-13.6098</td>\n",
-              "      <td>166.6541</td>\n",
-              "      <td>34400.0</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>VANUATU ISLANDS</td>\n",
-              "      <td>34.4</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>2010-07-04 21:55:52.370</td>\n",
-              "      <td>39.6611</td>\n",
-              "      <td>142.5792</td>\n",
-              "      <td>30100.0</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>NEAR EAST COAST OF HONSHU</td>\n",
-              "      <td>30.1</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>2010-07-10 11:43:33.000</td>\n",
-              "      <td>11.1664</td>\n",
-              "      <td>146.0823</td>\n",
-              "      <td>16900.0</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>SOUTH OF MARIANA ISLANDS</td>\n",
-              "      <td>16.9</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>2010-07-12 00:11:20.060</td>\n",
-              "      <td>-22.2789</td>\n",
-              "      <td>-68.3159</td>\n",
-              "      <td>109400.0</td>\n",
-              "      <td>6.2</td>\n",
-              "      <td>NORTHERN CHILE</td>\n",
-              "      <td>109.4</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>2010-07-14 08:32:21.850</td>\n",
-              "      <td>-38.0635</td>\n",
-              "      <td>-73.4649</td>\n",
-              "      <td>25700.0</td>\n",
-              "      <td>6.6</td>\n",
-              "      <td>NEAR COAST OF CENTRAL CHILE</td>\n",
-              "      <td>25.7</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "                      time  latitude  longitude     depth  magnitude  \\\n",
-              "0  2010-07-02 06:04:03.570  -13.6098   166.6541   34400.0        6.3   \n",
-              "1  2010-07-04 21:55:52.370   39.6611   142.5792   30100.0        6.3   \n",
-              "2  2010-07-10 11:43:33.000   11.1664   146.0823   16900.0        6.3   \n",
-              "3  2010-07-12 00:11:20.060  -22.2789   -68.3159  109400.0        6.2   \n",
-              "4  2010-07-14 08:32:21.850  -38.0635   -73.4649   25700.0        6.6   \n",
-              "\n",
-              "                   description  depth_km  \n",
-              "0              VANUATU ISLANDS      34.4  \n",
-              "1    NEAR EAST COAST OF HONSHU      30.1  \n",
-              "2     SOUTH OF MARIANA ISLANDS      16.9  \n",
-              "3               NORTHERN CHILE     109.4  \n",
-              "4  NEAR COAST OF CENTRAL CHILE      25.7  "
-            ]
-          },
-          "execution_count": 49,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "# Apply the meters2kilometers2 function to the 'depth' column and add it as a new column 'depth_km' to the quake DataFrame\n",
-        "quake['depth_km'] = quake['depth'].apply(meters2kilometers2)\n",
-        "\n",
-        "# Display the first few rows to verify the new column\n",
-        "quake.head()"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         A    B\n",
+      "sum   10.0  NaN\n",
+      "mean   2.5  NaN\n",
+      "min    NaN  5.0\n",
+      "max    NaN  8.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Apply different functions to different columns\n",
+    "result = df.agg({'A': ['sum', 'mean'], 'B': ['min', 'max']})\n",
+    "print(result)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5ccea12a",
+   "metadata": {},
+   "source": [
+    "In this example, column 'A' gets ``sum`` and ``mean``, while column 'B' gets ``min`` and ``max``."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6b9e44e0",
+   "metadata": {},
+   "source": [
+    "You may also use costum functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "79ff0c94",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "f6db26f1",
-      "metadata": {},
-      "source": [
-        "### Lambda functions\n",
-        "We now discuss the **lambda** functions. \n",
-        "* Lambda functions are small, anonymous functions in Python.\n",
-        "* They are used for quick, simple operations without needing to define a full function using def.\n",
-        "* In geoscience, where we deal with large datasets (e.g., climate data, seismic measurements), lambda functions allow us to process data efficiently.\n",
-        "* Lambda functions in Pandas allow you to quickly transform, filter, or process this data with minimal code.\n",
-        "* Please read additional tutorials from [RealPython](!https://realpython.com/python-lambda/).\n"
-      ]
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              A    B\n",
+      "mean        2.5  NaN\n",
+      "data_range  3.0  3.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Custom function to calculate range (max - min)\n",
+    "def data_range(x):\n",
+    "    return x.max() - x.min()\n",
+    "\n",
+    "# Apply custom function\n",
+    "result = df.agg({'A': ['mean', data_range], 'B': data_range})\n",
+    "print(result)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "94abaccd",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f004df73",
+   "metadata": {},
+   "source": [
+    "## 2.4 Mapping using Plotly\n",
+    "\n",
+    "Now we will plot the earthquakes locations on a map using the Plotly package. More tutorials on [Plotly](https://plotly.com/). The input of the function is self-explanatory and typical of Python's function. The code [documentation](https://plotly.com/python/scatter-plots-on-maps/) of Plotly scatter_geo lists the variables."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "ff53045a",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 50,
-      "id": "a2713d55",
-      "metadata": {},
-      "outputs": [
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
         {
-          "data": {
-            "text/plain": [
-              "<function __main__.<lambda>(x)>"
-            ]
-          },
-          "execution_count": 50,
-          "metadata": {},
-          "output_type": "execute_result"
+         "customdata": [
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+           "VANUATU ISLANDS",
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+           "NORTHERN CHILE",
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+           "NEAR COAST OF CENTRAL CHILE",
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+           "FOX ISLANDS",
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+           "NEW BRITAIN REGION",
+           6.9,
+           0.0458
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+          [
+           "NEW BRITAIN REGION",
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+           "FOX ISLANDS",
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+           "NEW BRITAIN REGION",
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+           "NORTH OF HALMAHERA",
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+           "OFF EAST COAST OF KAMCHATKA",
+           6.3,
+           0.0303
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+           "NORTHERN MOLUCCA SEA",
+           6.3,
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+          [
+           "EASTERN NEW GUINEA REG.",
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+           "ANDREANOF ISLANDS",
+           6.4,
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+           "NEW BRITAIN REGION",
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+           "KURIL ISLANDS",
+           6,
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+          [
+           "VANUATU ISLANDS",
+           7.3,
+           0.0335
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+          [
+           "ECUADOR",
+           7.1,
+           0.2065
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+          [
+           "SOUTH OF MARIANA ISLANDS",
+           6.9,
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+          [
+           "SOUTH OF MARIANA ISLANDS",
+           6.1,
+           0.0216
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+           "SOUTH OF MARIANA ISLANDS",
+           6.3,
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+           "NEW BRITAIN REGION",
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+           "MAURITIUS - REUNION REGION",
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+           "FIJI ISLANDS REGION",
+           6.2,
+           0.6008
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+           "SOUTH OF MARIANA ISLANDS",
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+           "SOLOMON ISLANDS",
+           6.1,
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+           "NORTHERN SUMATRA",
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+           "OFF COAST OF JALISCO",
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+           "ANDREANOF ISLANDS",
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+           "SOUTH ISLAND",
+           7,
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+          [
+           "TONGA ISLANDS",
+           6,
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+          [
+           "FIJI ISLANDS REGION",
+           6.3,
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+          [
+           "VANUATU ISLANDS",
+           6.3,
+           0.05
+          ],
+          [
+           "NEAR COAST OF CENTRAL CHILE",
+           6.2,
+           0.018600000000000002
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+          [
+           "HINDU KUSH REGION",
+           6.2,
+           0.2154
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+          [
+           "ARU ISLANDS REGION",
+           6,
+           0.020399999999999998
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+          [
+           "IRIAN JAYA REGION",
+           6.2,
+           0.0183
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+          [
+           "IRIAN JAYA REGION",
+           7,
+           0.0205
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+          [
+           "SOUTHWESTERN RYUKYU ISL.",
+           6.3,
+           0.032799999999999996
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+          [
+           "ANDREANOF ISLANDS",
+           6.4,
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+          [
+           "ANDREANOF ISLANDS",
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+          [
+           "HALMAHERA",
+           6.2,
+           0.1408
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+          [
+           "GULF OF CALIFORNIA",
+           6.7,
+           0.013900000000000001
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+          [
+           "SOUTHERN SUMATRA",
+           7.8,
+           0.02
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+          [
+           "SOUTHERN SUMATRA",
+           6.3,
+           0.022600000000000002
+          ],
+          [
+           "PACIFIC-ANTARCTIC RIDGE",
+           6.3,
+           0.01
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+          [
+           "IRIAN JAYA REGION",
+           6,
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+          [
+           "TONGA ISLANDS",
+           6.1,
+           0.033100000000000004
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+          [
+           "SOUTHEAST INDIAN RIDGE",
+           6.5,
+           0.015300000000000001
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+           "PACIFIC-ANTARCTIC RIDGE",
+           6,
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+           "NEW BRITAIN REGION",
+           6.1,
+           0.073
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+          [
+           "BONIN ISLANDS",
+           6.8,
+           0.485
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+          [
+           "FIJI ISLANDS REGION",
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+           "NEW BRITAIN REGION",
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+          [
+           "SOUTH SANDWICH ISLANDS REGION",
+           6.3,
+           0.029
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+          [
+           "SOLOMON ISLANDS",
+           6.2,
+           0.1448
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+          [
+           "BANDA SEA",
+           6,
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+          [
+           "SOUTHERN IRAN",
+           6.5,
+           0.0145
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+          [
+           "BONIN ISLANDS",
+           7.4,
+           0.013800000000000002
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+          [
+           "BONIN ISLANDS",
+           6.4,
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+          [
+           "NEAR ISLANDS",
+           6.4,
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+          [
+           "PACIFIC-ANTARCTIC RIDGE",
+           6,
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+          [
+           "VANUATU ISLANDS REGION",
+           7.3,
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+           "SOUTH OF FIJI ISLANDS",
+           6.3,
+           0.5509
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+           "VANUATU ISLANDS",
+           6.3,
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+          [
+           "SANTIAGO DEL ESTERO PROV.",
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+          [
+           "NEAR COAST OF CENTRAL CHILE",
+           7.1,
+           0.024399999999999998
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+          [
+           "SOUTHEAST OF LOYALTY ISLANDS",
+           6.1,
+           0.1232
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+           "VANUATU ISLANDS",
+           6.5,
+           0.0207
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+          [
+           "VANUATU ISLANDS",
+           6.2,
+           0.03
+          ],
+          [
+           "BONIN ISLANDS",
+           6.5,
+           0.5245
+          ],
+          [
+           "LOYALTY ISLANDS",
+           6.9,
+           0.0148
+          ],
+          [
+           "LOYALTY ISLANDS",
+           6,
+           0.0297
+          ],
+          [
+           "SOUTHERN SUMATRA",
+           6,
+           0.0391
+          ],
+          [
+           "NORTHERN SUMATRA",
+           6,
+           0.0237
+          ],
+          [
+           "SOUTHWESTERN PAKISTAN",
+           7.2,
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+          [
+           "TAJIKISTAN",
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+           "NORTHERN SUMATRA",
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+           "SOUTHERN IRAN",
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+           "JAN MAYEN ISLAND REGION",
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+           "TONGA ISLANDS",
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+           "MYANMAR-INDIA BORDER REGION",
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+           "CELEBES SEA",
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+           "NEAR COAST OF CENTRAL CHILE",
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+           "SOLOMON ISLANDS",
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+           "NEAR EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+           "NEW BRITAIN REGION",
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+           "BALI SEA",
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+           "NEAR EAST COAST OF HONSHU",
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+           "OFF EAST COAST OF HONSHU",
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+           "OFF EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
+           6.2,
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.3,
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+           "NEAR EAST COAST OF HONSHU",
+           6.4,
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+          [
+           "OFF EAST COAST OF HONSHU",
+           6.7,
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.2,
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+          [
+           "OFF EAST COAST OF HONSHU",
+           6.2,
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.2,
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+           "OFF EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+           "OFF EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+           "OFF EAST COAST OF HONSHU",
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+           "OFF EAST COAST OF HONSHU",
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+           "OFF EAST COAST OF HONSHU",
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+           "OFF EAST COAST OF HONSHU",
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+          [
+           "NEAR EAST COAST OF HONSHU",
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+          [
+           "OFF EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+          [
+           "OFF EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+           "NEAR EAST COAST OF HONSHU",
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+          [
+           "NEAR EAST COAST OF HONSHU",
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+          [
+           "OFF EAST COAST OF HONSHU",
+           6.1,
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.5,
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+          [
+           "OFF EAST COAST OF HONSHU",
+           6.1,
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6,
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+          [
+           "NEAR EAST COAST OF HONSHU",
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+          [
+           "NEAR EAST COAST OF HONSHU",
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+          [
+           "NEAR EAST COAST OF HONSHU",
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.3,
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6,
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+          [
+           "EASTERN HONSHU",
+           6.3,
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.2,
+           0.0242
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.5,
+           0.033
+          ],
+          [
+           "NEAR WEST COAST OF HONSHU",
+           6.2,
+           0.0112
+          ],
+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.1,
+           0.0147
+          ],
+          [
+           "OFF EAST COAST OF HONSHU",
+           6.5,
+           0.0248
+          ],
+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.2,
+           0.0338
+          ],
+          [
+           "NEAR EAST COAST OF HONSHU",
+           6.2,
+           0.024
+          ],
+          [
+           "OFF EAST COAST OF HONSHU",
+           6,
+           0.0188
+          ],
+          [
+           "OFF EAST COAST OF HONSHU",
+           6.1,
+           0.030899999999999997
+          ],
+          [
+           "EASTERN HONSHU",
+           6,
+           0.0149
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+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "EASTERN HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR WEST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "EASTERN HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "VANUATU ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "PHILIPPINE ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "MYANMAR",
+          "NEAR EAST COAST OF HONSHU",
+          "FIJI ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "FIJI ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "CRETE",
+          "FIJI ISLANDS REGION",
+          "SOUTH OF JAVA",
+          "CHIAPAS",
+          "NEAR EAST COAST OF HONSHU",
+          "KYUSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SOUTH OF KERMADEC ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "SOLOMON ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "SULAWESI",
+          "SOUTH OF PANAMA",
+          "OFF EAST COAST OF HONSHU",
+          "LOYALTY ISLANDS",
+          "COSTA RICA",
+          "NEAR EAST COAST OF HONSHU",
+          "HINDU KUSH REGION",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "SOLOMON ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "OFF EAST COAST OF HONSHU",
+          "WEST OF MACQUARIE ISLAND",
+          "SOUTH ISLAND",
+          "NORTHERN MOLUCCA SEA",
+          "NEW BRITAIN REGION",
+          "CHILE-BOLIVIA BORDER REGION",
+          "SANTA CRUZ ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "FOX ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "IRIAN JAYA REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "NEGROS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF COAST OF CENTRAL CHILE",
+          "ALASKA PENINSULA",
+          "TAJIKISTAN",
+          "SOLOMON ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEW IRELAND REGION",
+          "GULF OF CALIFORNIA",
+          "SOUTH OF FIJI ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "VANUATU ISLANDS REGION",
+          "NEAR N COAST OF NEW GUINEA",
+          "NEAR S. COAST OF HONSHU",
+          "KURIL ISLANDS",
+          "ASCENSION ISLAND REGION",
+          "CERAM SEA",
+          "OFF EAST COAST OF HONSHU",
+          "FIJI ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "SUNDA STRAIT",
+          "PERU-BRAZIL BORDER REGION",
+          "VANUATU ISLANDS",
+          "BANDA SEA",
+          "SANTA CRUZ ISLANDS",
+          "FOX ISLANDS",
+          "SANTIAGO DEL ESTERO PROV.",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS",
+          "NORTHERN SUMATRA",
+          "AUCKLAND ISLANDS",
+          "VANCOUVER ISLAND",
+          "NEAR ISLANDS",
+          "EAST OF NORTH ISLAND",
+          "NEAR EAST COAST OF HONSHU",
+          "FIJI ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SIKKIM",
+          "TONGA ISLANDS",
+          "SOUTH OF KERMADEC ISLANDS",
+          "SOUTH OF BALI",
+          "EASTERN NEW GUINEA REG.",
+          "SOUTHEASTERN SIBERIA",
+          "NEW BRITAIN REGION",
+          "HOKKAIDO",
+          "KERMADEC ISLANDS REGION",
+          "TURKEY",
+          "TURKEY",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF PERU",
+          "REVILLA GIGEDO ISLANDS REGION",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "NICARAGUA",
+          "NORTHEAST OF TAIWAN",
+          "SOUTHERN EAST PACIFIC RISE",
+          "SOUTHERN MOLUCCA SEA",
+          "OFF COAST OF ECUADOR",
+          "CENTRAL BOLIVIA",
+          "NEAR EAST COAST OF HONSHU",
+          "HOKKAIDO",
+          "NEW IRELAND REGION",
+          "LUZON",
+          "NEAR COAST OF NORTHERN CHILE",
+          "GUERRERO",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "MINAHASSA PENINSULA",
+          "EASTERN NEW GUINEA REG.",
+          "TONGA ISLANDS",
+          "SOUTHWESTERN SIBERIA",
+          "SOUTHEAST OF HONSHU",
+          "SANTA CRUZ ISLANDS",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "SOUTH SHETLAND ISLANDS",
+          "SOUTH SHETLAND ISLANDS",
+          "NEAR COAST OF CHIAPAS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SOUTH OF FIJI ISLANDS",
+          "NEAR COAST OF PERU",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "NEGROS",
+          "NEGROS",
+          "FIJI ISLANDS REGION",
+          "SOLOMON ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTHWESTERN SIBERIA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SANTIAGO DEL ESTERO PROV.",
+          "VANUATU ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEW BRITAIN REGION",
+          "IRIAN JAYA",
+          "NEAR COAST OF GUERRERO",
+          "EASTERN NEW GUINEA REG.",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NORTHERN EAST PACIFIC RISE",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR COAST OF GUERRERO",
+          "NEW IRELAND REGION",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "NORTH INDIAN OCEAN",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "OFF COAST OF OREGON",
+          "MICHOACAN",
+          "BAJA CALIFORNIA",
+          "BAJA CALIFORNIA",
+          "DRAKE PASSAGE",
+          "VANUATU ISLANDS",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "EASTERN NEW GUINEA REG.",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "IRIAN JAYA REGION",
+          "IRIAN JAYA REGION",
+          "KERMADEC ISLANDS REGION",
+          "TONGA ISLANDS",
+          "NEAR COAST OF CHIAPAS",
+          "PERU-BOLIVIA BORDER REGION",
+          "OFF COAST OF SOUTHERN CHILE",
+          "NORTHERN ITALY",
+          "OFF EAST COAST OF HONSHU",
+          "HOKKAIDO",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "GREENLAND SEA",
+          "BONIN ISLANDS",
+          "SANTIAGO DEL ESTERO PROV.",
+          "SALTA PROVINCE",
+          "SOUTH OF PANAMA",
+          "SOUTH OF PANAMA",
+          "OFF EAST COAST OF HONSHU",
+          "CHILE-ARGENTINA BORDER REGION",
+          "SOUTHERN PERU",
+          "DODECANESE ISLANDS",
+          "LUZON",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR ISLANDS",
+          "NORTHERN SUMATRA",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "NORTHERN XINJIANG",
+          "COOK STRAIT",
+          "VANUATU ISLANDS",
+          "KURIL ISLANDS",
+          "KURIL ISLANDS",
+          "NORTHERN SUMATRA",
+          "SOLOMON ISLANDS",
+          "MAURITIUS - REUNION REGION",
+          "NEW IRELAND REGION",
+          "PERU-BRAZIL BORDER REGION",
+          "NEW IRELAND REGION",
+          "FOX ISLANDS",
+          "ARMENIA-AZERBAIJAN-IRAN BORD REG",
+          "ARMENIA-AZERBAIJAN-IRAN BORD REG",
+          "XIZANG",
+          "SEA OF OKHOTSK",
+          "SULAWESI",
+          "NEAR N COAST OF NEW GUINEA",
+          "NORTHERN MOLUCCA SEA",
+          "OFF COAST OF CENTRAL AMERICA",
+          "JAN MAYEN ISLAND REGION",
+          "PHILIPPINE ISLANDS REGION",
+          "SOUTH OF JAVA",
+          "SANTA CRUZ ISLANDS",
+          "COSTA RICA",
+          "IRIAN JAYA REGION",
+          "KURIL ISLANDS",
+          "SOUTHERN SUMATRA",
+          "BAJA CALIFORNIA",
+          "ANDREANOF ISLANDS",
+          "COLOMBIA",
+          "OFF EAST COAST OF HONSHU",
+          "GULF OF CALIFORNIA",
+          "BANDA SEA",
+          "WEST OF MACQUARIE ISLAND",
+          "IRIAN JAYA REGION",
+          "CELEBES SEA",
+          "VANUATU ISLANDS",
+          "COSTA RICA",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "MINDANAO",
+          "NEAR COAST OF CHIAPAS",
+          "VANCOUVER ISLAND",
+          "CENTRAL PERU",
+          "MYANMAR",
+          "NEAR COAST OF CHIAPAS",
+          "GULF OF ALASKA",
+          "OFF COAST OF SOUTHERN CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "GUERRERO",
+          "KURIL ISLANDS",
+          "NEW BRITAIN REGION",
+          "NEAR N COAST OF NEW GUINEA",
+          "VANUATU ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NORTH ISLAND",
+          "BANDA SEA",
+          "NORTHERN MOLUCCA SEA",
+          "OFF W. COAST OF BAJA CALIFORNIA",
+          "NEAR ISLANDS",
+          "NEW IRELAND REGION",
+          "MINAHASSA PENINSULA",
+          "VANUATU ISLANDS",
+          "SOUTHEASTERN ALASKA",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "NORTHERN SUMATRA",
+          "LAKE ISSYK-KUL REGION",
+          "CENTRAL CHILE",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "HOKKAIDO",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS REGION",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS REGION",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "COLOMBIA",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "EASTERN SIBERIA",
+          "MINDANAO",
+          "SANTIAGO DEL ESTERO PROV.",
+          "KURIL ISLANDS",
+          "KURIL ISLANDS",
+          "KURIL ISLANDS",
+          "NEW BRITAIN REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "EAST OF KURIL ISLANDS",
+          "VANUATU ISLANDS REGION",
+          "GUATEMALA",
+          "TAIWAN",
+          "OFF EAST COAST OF HONSHU",
+          "E. RUSSIA-N.E. CHINA BORDER REG.",
+          "IRIAN JAYA",
+          "SOUTHERN IRAN",
+          "VANUATU ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOUTHERN IRAN",
+          "NEAR N COAST OF NEW GUINEA",
+          "KURIL ISLANDS",
+          "EAST OF KURIL ISLANDS",
+          "SICHUAN",
+          "BANDA SEA",
+          "KURIL ISLANDS",
+          "SOUTHEAST OF HONSHU",
+          "MICHOACAN",
+          "NEW IRELAND REGION",
+          "KERMADEC ISLANDS REGION",
+          "SOUTHERN IRAN",
+          "TONGA ISLANDS",
+          "MARIANA ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF COAST OF SOUTHERN CHILE",
+          "OFF EAST COAST OF KAMCHATKA",
+          "OFF EAST COAST OF KAMCHATKA",
+          "SOUTH OF FIJI ISLANDS",
+          "TONGA ISLANDS",
+          "SEA OF OKHOTSK",
+          "SEA OF OKHOTSK",
+          "TAIWAN",
+          "SANTA CRUZ ISLANDS",
+          "SOUTH OF JAVA",
+          "SOUTH OF KERMADEC ISLANDS",
+          "CRETE",
+          "NEAR COAST OF NICARAGUA",
+          "CRETE",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "NORTHERN SUMATRA",
+          "SOLOMON ISLANDS",
+          "SOUTHERN SUMATRA",
+          "NEW IRELAND REGION",
+          "NEW BRITAIN REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTHERN PERU",
+          "COOK STRAIT",
+          "GANSU",
+          "PRINCE EDWARD ISLANDS REGION",
+          "SOUTH OF FIJI ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TONGA ISLANDS",
+          "BANDA SEA",
+          "KERMADEC ISLANDS REGION",
+          "NEAR COAST OF NORTHERN PERU",
+          "SOUTH OF PANAMA",
+          "COOK STRAIT",
+          "SOUTHWEST INDIAN RIDGE",
+          "NEAR COAST OF GUERRERO",
+          "KERMADEC ISLANDS REGION",
+          "ANDREANOF ISLANDS",
+          "ANDREANOF ISLANDS",
+          "BANDA SEA",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "SOUTHEAST OF HONSHU",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "ANDREANOF ISLANDS",
+          "ANDREANOF ISLANDS",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "PHILIPPINE ISLANDS REGION",
+          "NEAR COAST OF CHIAPAS",
+          "CENTRAL EAST PACIFIC RISE",
+          "ANDREANOF ISLANDS",
+          "FLORES SEA",
+          "PAKISTAN",
+          "SOUTHERN EAST PACIFIC RISE",
+          "NEAR COAST OF PERU",
+          "PAKISTAN",
+          "KERMADEC ISLANDS",
+          "SEA OF OKHOTSK",
+          "MID-INDIAN RIDGE",
+          "SOUTH OF MARIANA ISLANDS",
+          "WEST CHILE RISE",
+          "SAKHALIN",
+          "KERMADEC ISLANDS",
+          "NEAR COAST OF VENEZUELA",
+          "CRETE",
+          "MINDANAO",
+          "SOLOMON ISLANDS",
+          "GULF OF CALIFORNIA",
+          "SOUTH OF FIJI ISLANDS",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "BALLENY ISLANDS REGION",
+          "OFF COAST OF CENTRAL CHILE",
+          "TAIWAN",
+          "NEAR COAST OF CENTRAL CHILE",
+          "EASTER ISLAND REGION",
+          "TONGA ISLANDS REGION",
+          "CELEBES SEA",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "SCOTIA SEA",
+          "SCOTIA SEA",
+          "SCOTIA SEA",
+          "HALMAHERA",
+          "MARIANA ISLANDS",
+          "FIJI ISLANDS REGION",
+          "KURIL ISLANDS",
+          "SOUTH ATLANTIC OCEAN",
+          "BANDA SEA",
+          "NORTHERN SUMATRA",
+          "KURIL ISLANDS",
+          "MARIANA ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "PUERTO RICO REGION",
+          "NORTH ISLAND",
+          "TONGA ISLANDS",
+          "JAVA",
+          "GREECE",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH OF KERMADEC ISLANDS",
+          "GREECE",
+          "VANUATU ISLANDS",
+          "XIZANG",
+          "NORTH ATLANTIC OCEAN",
+          "FOX ISLANDS",
+          "NEAR COAST OF NICARAGUA",
+          "RYUKYU ISLANDS",
+          "NEAR COAST OF CHIAPAS",
+          "VANUATU ISLANDS",
+          "OFF COAST OF NORTHERN CALIFORNIA",
+          "EASTERN NEW GUINEA REG.",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "BISMARCK SEA",
+          "KYUSHU",
+          "NEAR COAST OF PERU",
+          "NEAR COAST OF NORTHERN PERU",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NICOBAR ISLANDS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "SOUTH OF FIJI ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "OFF COAST OF NORTHERN CHILE",
+          "SOUTH OF PANAMA",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "SOLOMON ISLANDS",
+          "NICARAGUA",
+          "NEAR COAST OF NORTHERN CHILE",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "NEAR COAST OF NICARAGUA",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "BOUVET ISLAND REGION",
+          "BALLENY ISLANDS REGION",
+          "SANTA CRUZ ISLANDS REGION",
+          "GUERRERO",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "VANCOUVER ISLAND",
+          "TONGA ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "NEAR S. COAST OF HONSHU",
+          "THAILAND",
+          "WEST CHILE RISE",
+          "SOLOMON ISLANDS",
+          "GUERRERO",
+          "TONGA ISLANDS",
+          "GUERRERO",
+          "SOUTHERN EAST PACIFIC RISE",
+          "SOUTH OF PANAMA",
+          "E. CAROLINE ISLANDS",
+          "E. CAROLINE ISLANDS",
+          "NEGROS",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "BAY OF BENGAL",
+          "AEGEAN SEA",
+          "OFF COAST OF JALISCO",
+          "SOUTH INDIAN OCEAN",
+          "VANUATU ISLANDS",
+          "KERMADEC ISLANDS",
+          "KERMADEC ISLANDS",
+          "KERMADEC ISLANDS",
+          "RAT ISLANDS",
+          "RAT ISLANDS",
+          "RAT ISLANDS",
+          "RAT ISLANDS",
+          "RAT ISLANDS",
+          "VOLCANO ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TONGA ISLANDS",
+          "TONGA ISLANDS",
+          "BONIN ISLANDS",
+          "BALLENY ISLANDS REGION",
+          "BALLENY ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "NEAR COAST OF CHIAPAS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "MINDANAO",
+          "MINDANAO",
+          "SOUTHEASTERN ALASKA",
+          "TONGA ISLANDS",
+          "TONGA ISLANDS",
+          "OWEN FRACTURE ZONE REGION",
+          "KURIL ISLANDS",
+          "FIJI ISLANDS REGION",
+          "SOUTHEASTERN ALASKA",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "OAXACA",
+          "BISMARCK SEA",
+          "BISMARCK SEA",
+          "E. CAROLINE ISLANDS",
+          "XIZANG",
+          "YUNNAN",
+          "BANDA SEA",
+          "BANDA SEA",
+          "HOKKAIDO",
+          "HOKKAIDO",
+          "IRAN-IRAQ BORDER REGION",
+          "IRAN-IRAQ BORDER REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NORTHERN CALIFORNIA",
+          "CENTRAL PERU",
+          "CENTRAL PERU",
+          "EASTER ISLAND REGION",
+          "TONGA ISLANDS",
+          "EASTER ISLAND REGION",
+          "OFF COAST OF JALISCO",
+          "SOUTHERN MOLUCCA SEA",
+          "MARIANA ISLANDS",
+          "JUJUY PROVINCE",
+          "SOLOMON ISLANDS",
+          "SOUTHERN ALASKA",
+          "NEW BRITAIN REGION",
+          "YUNNAN",
+          "GULF OF CALIFORNIA",
+          "SOUTHERN EAST PACIFIC RISE",
+          "SOUTHERN EAST PACIFIC RISE",
+          "HOKKAIDO",
+          "OFF COAST OF CENTRAL AMERICA",
+          "TONGA ISLANDS",
+          "EASTER ISLAND REGION",
+          "FIJI ISLANDS REGION",
+          "BALLENY ISLANDS REGION",
+          "MID-INDIAN RIDGE",
+          "NEW BRITAIN REGION",
+          "PRIMOR'YE",
+          "FIJI ISLANDS REGION",
+          "NORTHERN MOLUCCA SEA",
+          "OFF E. COAST OF N. ISLAND",
+          "PRINCE EDWARD ISLANDS REGION",
+          "NORTHERN MOLUCCA SEA",
+          "SICHUAN",
+          "EASTERN HONSHU",
+          "NORTHERN MOLUCCA SEA",
+          "MINDANAO",
+          "SOUTH OF PANAMA",
+          "BANDA SEA",
+          "SOLOMON ISLANDS",
+          "NEAR COAST OF GUATEMALA",
+          "SOUTH OF PANAMA",
+          "TAIWAN REGION",
+          "PHILIPPINE ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "NORTHERN MOLUCCA SEA",
+          "SOUTH OF PANAMA",
+          "SOUTH OF PANAMA",
+          "MINDANAO",
+          "FIJI ISLANDS REGION",
+          "SOUTHEAST OF EASTER ISLAND",
+          "SOUTH OF PANAMA",
+          "VANUATU ISLANDS",
+          "FIJI ISLANDS REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "ADMIRALTY ISLANDS REGION",
+          "MENDOZA PROVINCE",
+          "JUJUY PROVINCE",
+          "REYKJANES RIDGE",
+          "TAIWAN REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "SANTA CRUZ ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "OFF COAST OF JALISCO",
+          "FLORES SEA",
+          "SOUTHERN SUMATRA",
+          "MID-INDIAN RIDGE",
+          "NORTHERN COLOMBIA",
+          "MINAHASSA PENINSULA",
+          "NORTHERN MOLUCCA SEA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "FIJI ISLANDS REGION",
+          "NORTHERN CHILE",
+          "NEW BRITAIN REGION",
+          "SAMOA ISLANDS REGION",
+          "SAMOA ISLANDS REGION",
+          "SAMOA ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "TONGA ISLANDS",
+          "CRETE",
+          "FIJI ISLANDS REGION",
+          "TAIWAN REGION",
+          "TAIWAN REGION",
+          "SANTA CRUZ ISLANDS",
+          "SOUTH ISLAND",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "NEPAL",
+          "NEPAL",
+          "NEPAL",
+          "NEPAL",
+          "FIJI ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "MOROCCO",
+          "SOLOMON ISLANDS",
+          "NEPAL",
+          "NEPAL",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTHERN SUMATRA",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "TONGA ISLANDS",
+          "SANTA CRUZ ISLANDS REGION",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOUTHERN MID-ATLANTIC RIDGE",
+          "TONGA ISLANDS",
+          "ALASKA PENINSULA",
+          "BONIN ISLANDS",
+          "TONGA ISLANDS",
+          "SOUTHEAST OF HONSHU",
+          "BORNEO",
+          "HOKKAIDO",
+          "NORTHERN CHILE",
+          "SAMOA ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "SOUTHERN MID-ATLANTIC RIDGE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "FIJI ISLANDS REGION",
+          "BONIN ISLANDS",
+          "NEW BRITAIN REGION",
+          "SOUTHERN XINJIANG",
+          "LEYTE",
+          "EAST OF KURIL ISLANDS",
+          "SOLOMON ISLANDS",
+          "NORTH ATLANTIC OCEAN",
+          "SANTA CRUZ ISLANDS",
+          "FOX ISLANDS",
+          "IRIAN JAYA",
+          "SOUTHERN ALASKA",
+          "SOUTH OF FIJI ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "MID-INDIAN RIDGE",
+          "SOLOMON ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "SOUTHEAST OF HONSHU",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTH OF KERMADEC ISLANDS",
+          "FOX ISLANDS",
+          "GULF OF CALIFORNIA",
+          "NORTHERN MOLUCCA SEA",
+          "NORTHERN MOLUCCA SEA",
+          "NEW BRITAIN REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "OFF COAST OF CENTRAL CHILE",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "OFF COAST OF CENTRAL CHILE",
+          "OFF COAST OF CENTRAL CHILE",
+          "OFF COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "IRIAN JAYA REGION",
+          "IRIAN JAYA REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "JUJUY PROVINCE",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "EAST OF KURIL ISLANDS",
+          "EAST OF KURIL ISLANDS",
+          "TONGA ISLANDS",
+          "VANUATU ISLANDS",
+          "BOUVET ISLAND REGION",
+          "PRINCE EDWARD ISLANDS REGION",
+          "PRINCE EDWARD ISLANDS REGION",
+          "HINDU KUSH REGION",
+          "TIMOR REGION",
+          "OFF COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NICOBAR ISLANDS",
+          "ANDREANOF ISLANDS",
+          "OFF COAST OF CENTRAL CHILE",
+          "OFF COAST OF CENTRAL CHILE",
+          "NORTHWEST OF RYUKYU ISLANDS",
+          "GREECE",
+          "SOLOMON ISLANDS",
+          "BANDA SEA",
+          "MARIANA ISLANDS",
+          "PERU-BRAZIL BORDER REGION",
+          "PERU-BRAZIL BORDER REGION",
+          "PERU-BRAZIL BORDER REGION",
+          "NEAR COAST OF NORTHERN CHILE",
+          "SOUTHEAST INDIAN RIDGE",
+          "TAJIKISTAN",
+          "BANDA SEA",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF CHIAPAS",
+          "VANUATU ISLANDS",
+          "BORNEO",
+          "SOUTHERN EAST PACIFIC RISE",
+          "AFGHANISTAN-TAJIKISTAN BORD REG.",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "MYANMAR-INDIA BORDER REGION",
+          "MYANMAR-INDIA BORDER REGION",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "TALAUD ISLANDS",
+          "HOKKAIDO",
+          "SOUTHERN BOLIVIA",
+          "HOKKAIDO",
+          "OFF COAST OF JALISCO",
+          "SOUTHERN ALASKA",
+          "STRAIT OF GIBRALTAR",
+          "KAMCHATKA PENINSULA",
+          "BALLENY ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "TAIWAN",
+          "SOLOMON ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SUMBA REGION",
+          "SOUTHERN EAST PACIFIC RISE",
+          "HALMAHERA",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "SOUTHWEST OF SUMATRA",
+          "ANDREANOF ISLANDS",
+          "ANDREANOF ISLANDS",
+          "LEEWARD ISLANDS",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "NEAR N COAST OF NEW GUINEA",
+          "ALASKA PENINSULA",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "JAVA",
+          "VANUATU ISLANDS",
+          "AFGHANISTAN-TAJIKISTAN BORD REG.",
+          "MYANMAR-INDIA BORDER REGION",
+          "MINDANAO",
+          "KYUSHU",
+          "KYUSHU",
+          "VANUATU ISLANDS",
+          "OFF COAST OF CHIAPAS",
+          "KYUSHU",
+          "NEAR COAST OF ECUADOR",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEAR COAST OF ECUADOR",
+          "NEAR COAST OF ECUADOR",
+          "NEAR COAST OF ECUADOR",
+          "NEAR COAST OF CHIAPAS",
+          "NEAR COAST OF CHIAPAS",
+          "VANUATU ISLANDS",
+          "NORTHERN EAST PACIFIC RISE",
+          "NEAR COAST OF ECUADOR",
+          "NEAR COAST OF ECUADOR",
+          "NORTHERN TERRITORY",
+          "FIJI ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TAIWAN REGION",
+          "SOUTHERN SUMATRA",
+          "BANDA SEA",
+          "KERMADEC ISLANDS",
+          "OFF COAST OF JALISCO",
+          "NORTHERN MOLUCCA SEA",
+          "SOUTH OF SUMBAWA",
+          "NICARAGUA",
+          "SOLOMON ISLANDS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "LOYALTY ISLANDS",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "NEW IRELAND REGION",
+          "TAJIKISTAN-XINJIANG BORDER REG.",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS",
+          "NEAR COAST OF ECUADOR",
+          "KERMADEC ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "ADMIRALTY ISLANDS REGION",
+          "MARIANA ISLANDS",
+          "JUJUY PROVINCE",
+          "VOLCANO ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTH GEORGIA ISLAND REGION",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SOUTH GEORGIA ISLAND REGION",
+          "FLORES SEA",
+          "CENTRAL ITALY",
+          "MYANMAR",
+          "NORTH OF ASCENSION ISLAND",
+          "NEW IRELAND REGION",
+          "OFF E. COAST OF N. ISLAND",
+          "OFF E. COAST OF N. ISLAND",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "MACQUARIE ISLAND REGION",
+          "NORTHERN PERU",
+          "NORTHERN COLOMBIA",
+          "SOLOMON ISLANDS",
+          "NEAR NORTH COAST OF IRIAN JAYA",
+          "SOUTHEAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "MINDANAO",
+          "TONGA ISLANDS",
+          "FIJI ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "JAVA SEA",
+          "WESTERN HONSHU",
+          "TONGA ISLANDS",
+          "CENTRAL ITALY",
+          "CENTRAL ITALY",
+          "CHILE-ARGENTINA BORDER REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTH ISLAND",
+          "SOUTH ISLAND",
+          "SOUTH ISLAND",
+          "SOUTH ISLAND",
+          "SOUTH ISLAND",
+          "SAN JUAN PROVINCE",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF COAST OF CENTRAL AMERICA",
+          "SOUTHERN XINJIANG",
+          "SOUTHERN PERU",
+          "NEAR ISLANDS",
+          "BANDA SEA",
+          "NORTHERN SUMATRA",
+          "OFF COAST OF NORTHERN CALIFORNIA",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "MARIANA ISLANDS REGION",
+          "NEW IRELAND REGION",
+          "NEW IRELAND REGION",
+          "SOLOMON ISLANDS",
+          "W. CAROLINE ISLANDS",
+          "PERU-BRAZIL BORDER REGION",
+          "SOLOMON ISLANDS",
+          "BANDA SEA",
+          "NEW IRELAND REGION",
+          "SOUTHERN CHILE",
+          "SUMBAWA REGION",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "QUEEN ELIZABETH ISLANDS",
+          "CELEBES SEA",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOUTHWESTERN PAKISTAN",
+          "MINDANAO",
+          "JUJUY PROVINCE",
+          "SOUTHERN BOLIVIA",
+          "SOUTH OF FIJI ISLANDS",
+          "SOLOMON ISLANDS",
+          "NEW BRITAIN REGION",
+          "NICOBAR ISLANDS",
+          "SOLOMON ISLANDS",
+          "NEAR ISLANDS",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "BOTSWANA",
+          "NORTHERN AND CENTRAL IRAN",
+          "CHILE-ARGENTINA BORDER REGION",
+          "FIJI ISLANDS REGION",
+          "OFF COAST OF CENTRAL CHILE",
+          "OFF COAST OF CENTRAL CHILE",
+          "MINDANAO",
+          "SOUTHEASTERN ALASKA",
+          "SOUTHEASTERN ALASKA",
+          "TAJIKISTAN",
+          "ANDREANOF ISLANDS",
+          "RYUKYU ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF COAST OF CENTRAL AMERICA",
+          "NEW BRITAIN REGION",
+          "NEGROS",
+          "SULAWESI",
+          "NEAR ISLANDS",
+          "AEGEAN SEA",
+          "GUATEMALA",
+          "KERMADEC ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "NEAR COAST OF GUATEMALA",
+          "FIJI ISLANDS REGION",
+          "KERMADEC ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "NEAR COAST OF ECUADOR",
+          "LEYTE",
+          "AUCKLAND ISLANDS",
+          "NEW IRELAND REGION",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "NEAR COAST OF PERU",
+          "MAURITIUS - REUNION REGION",
+          "DODECANESE ISLANDS",
+          "SOUTHEAST OF RYUKYU ISLANDS",
+          "NORTH ATLANTIC OCEAN",
+          "GANSU",
+          "NORTHERN XINJIANG",
+          "MINDORO",
+          "SOUTHERN SUMATRA",
+          "NORTH OF ASCENSION ISLAND",
+          "FIJI ISLANDS REGION",
+          "ADMIRALTY ISLANDS REGION",
+          "SOUTHERN SUMATRA",
+          "NORTH KOREA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "BONIN ISLANDS",
+          "NEAR COAST OF CHIAPAS",
+          "CENTRAL MEXICO",
+          "AUCKLAND ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "VANUATU ISLANDS",
+          "OAXACA",
+          "SOUTH OF FIJI ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "TONGA ISLANDS",
+          "BALLENY ISLANDS REGION",
+          "RAT ISLANDS",
+          "NORTHERN CHILE",
+          "BOUVET ISLAND REGION",
+          "TONGA ISLANDS",
+          "BANDA SEA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SERAM",
+          "LOYALTY ISLANDS",
+          "LOYALTY ISLANDS",
+          "LOYALTY ISLANDS",
+          "TONGA ISLANDS",
+          "NEW GUINEA",
+          "SOUTHEAST OF HONSHU",
+          "ASCENSION ISLAND REGION",
+          "IRAN-IRAQ BORDER REGION",
+          "COSTA RICA",
+          "EASTERN XIZANG-INDIA BORDER REG.",
+          "LOYALTY ISLANDS",
+          "LOYALTY ISLANDS",
+          "LOYALTY ISLANDS",
+          "LOYALTY ISLANDS",
+          "SAMOA ISLANDS REGION",
+          "NEW IRELAND REGION",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "NORTHERN AND CENTRAL IRAN",
+          "EASTERN NEW GUINEA REG.",
+          "NEAR COAST OF ECUADOR",
+          "W. CAROLINE ISLANDS",
+          "W. CAROLINE ISLANDS",
+          "W. CAROLINE ISLANDS",
+          "NORTHERN AND CENTRAL IRAN",
+          "NORTHERN AND CENTRAL IRAN",
+          "BOUVET ISLAND REGION",
+          "JAVA",
+          "NORTH OF HONDURAS",
+          "MYANMAR",
+          "NEAR COAST OF PERU",
+          "GULF OF CALIFORNIA",
+          "NORTHERN CHILE",
+          "JAVA",
+          "GULF OF ALASKA",
+          "HOKKAIDO",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "NEAR N COAST OF NEW GUINEA",
+          "SOUTHWEST OF AFRICA",
+          "HINDU KUSH REGION",
+          "FIJI ISLANDS REGION",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "TAIWAN",
+          "TAIWAN",
+          "SOUTH OF MARIANA ISLANDS",
+          "OAXACA",
+          "NEW GUINEA",
+          "NEW GUINEA",
+          "CERAM SEA",
+          "NEW GUINEA",
+          "WEST OF MACQUARIE ISLAND",
+          "NEW GUINEA",
+          "NEW GUINEA",
+          "NEW GUINEA",
+          "NEW IRELAND REGION",
+          "NEW BRITAIN REGION",
+          "SOUTHEAST INDIAN RIDGE",
+          "BANDA SEA",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTHERN BOLIVIA",
+          "MINDANAO",
+          "NEW GUINEA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NORTHERN MOLUCCA SEA",
+          "PRINCE EDWARD ISLANDS REGION",
+          "EASTER ISLAND REGION",
+          "HAWAII",
+          "LUZON",
+          "NEW BRITAIN REGION",
+          "AFGHANISTAN-TAJIKISTAN BORD REG.",
+          "SOUTH OF KERMADEC ISLANDS",
+          "VANUATU ISLANDS",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "KERMADEC ISLANDS",
+          "VANUATU ISLANDS",
+          "EASTERN GULF OF ADEN",
+          "EASTERN GULF OF ADEN",
+          "SANTA CRUZ ISLANDS",
+          "NEW BRITAIN REGION",
+          "FLORES SEA",
+          "SUMBAWA REGION",
+          "SUMBAWA REGION",
+          "NORTHERN ALASKA",
+          "NORTHERN ALASKA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "ANDREANOF ISLANDS",
+          "VOLCANO ISLANDS",
+          "FLORES SEA",
+          "COSTA RICA",
+          "FIJI ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "SUMBAWA REGION",
+          "FIJI ISLANDS REGION",
+          "SUMBAWA REGION",
+          "NEAR COAST OF VENEZUELA",
+          "VANUATU ISLANDS",
+          "OFF COAST OF OREGON",
+          "ANDREANOF ISLANDS",
+          "PERU-BRAZIL BORDER REGION",
+          "WESTERN IRAN",
+          "TIMOR REGION",
+          "MARIANA ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "HOKKAIDO",
+          "FIJI ISLANDS",
+          "ECUADOR",
+          "MINDANAO",
+          "SOLOMON ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTHWEST INDIAN RIDGE",
+          "MINAHASSA PENINSULA",
+          "MINAHASSA PENINSULA",
+          "FIJI ISLANDS REGION",
+          "SUMBA REGION",
+          "KURIL ISLANDS",
+          "BALI SEA",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "KURIL ISLANDS",
+          "NORTHWEST OF KURIL ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "VANCOUVER ISLAND",
+          "VANCOUVER ISLAND",
+          "VANCOUVER ISLAND",
+          "IONIAN SEA",
+          "OFF COAST OF CENTRAL AMERICA",
+          "DRAKE PASSAGE",
+          "NORTH ISLAND",
+          "NORTHERN CHILE",
+          "MINDANAO",
+          "JAN MAYEN ISLAND REGION",
+          "TONGA ISLANDS",
+          "NORTH ATLANTIC OCEAN",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTHERN EAST PACIFIC RISE",
+          "SOLOMON ISLANDS",
+          "FIJI ISLANDS REGION",
+          "CARIBBEAN SEA",
+          "IRAN-IRAQ BORDER REGION",
+          "SOUTHERN ALASKA",
+          "BANDA SEA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "IRIAN JAYA",
+          "SOUTHEAST OF EASTER ISLAND",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "MINDANAO",
+          "ALASKA PENINSULA",
+          "WESTERN BRAZIL",
+          "NORTHERN MOLUCCA SEA",
+          "KYUSHU",
+          "VANUATU ISLANDS",
+          "BISMARCK SEA",
+          "VANUATU ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SUMBA REGION",
+          "SUMBA REGION",
+          "PRINCE EDWARD ISLANDS REGION",
+          "SOLOMON ISLANDS",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF CHIAPAS",
+          "SOUTHERN SUMATRA",
+          "SOUTHERN SUMATRA",
+          "MARIANA ISLANDS",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "NEW IRELAND REGION",
+          "PERU-ECUADOR BORDER REGION",
+          "CENTRAL PERU",
+          "SOUTH OF KERMADEC ISLANDS",
+          "PHILIPPINE ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "D'ENTRECASTEAUX ISLANDS REGION",
+          "CENTRAL BOLIVIA",
+          "VANUATU ISLANDS",
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+          "EAST OF KURIL ISLANDS",
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+          "MAURITIUS - REUNION REGION",
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+          "SOUTH SANDWICH ISLANDS REGION",
+          "BANDA SEA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "SULAWESI",
+          "TAIWAN",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "LUZON",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SAMAR",
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+          "CARLSBERG RIDGE",
+          "SOLOMON ISLANDS",
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+          "PANAMA-COSTA RICA BORDER REGION",
+          "NEW BRITAIN REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "ANDREANOF ISLANDS",
+          "NORTHERN PERU",
+          "EL SALVADOR",
+          "FIJI ISLANDS REGION",
+          "MINDANAO",
+          "TONGA ISLANDS",
+          "SOUTHEAST OF HONSHU",
+          "OFF COAST OF CENTRAL CHILE",
+          "TONGA ISLANDS",
+          "KERMADEC ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS",
+          "NEAR WEST COAST OF HONSHU",
+          "KERMADEC ISLANDS",
+          "IRIAN JAYA",
+          "KERMADEC ISLANDS",
+          "IRIAN JAYA",
+          "BANDA SEA",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "PANAMA-COSTA RICA BORDER REGION",
+          "KERMADEC ISLANDS REGION",
+          "MARIANA ISLANDS",
+          "VANUATU ISLANDS",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "CENTRAL CALIFORNIA",
+          "CENTRAL CALIFORNIA",
+          "NORTHERN MOLUCCA SEA",
+          "SOLOMON ISLANDS",
+          "NORTHWEST OF RYUKYU ISLANDS",
+          "WESTERN AUSTRALIA",
+          "HALMAHERA",
+          "NEW BRITAIN REGION",
+          "BALLENY ISLANDS REGION",
+          "PHILIPPINE ISLANDS REGION",
+          "NEAR S. COAST OF HONSHU",
+          "VANUATU ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SOUTHERN EAST PACIFIC RISE",
+          "SOUTHWEST OF SUMATRA",
+          "NEAR EAST COAST OF HONSHU",
+          "SANTA CRUZ ISLANDS",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF COAST OF OREGON",
+          "FIJI ISLANDS REGION",
+          "JAVA",
+          "MONA PASSAGE",
+          "SOUTHWEST INDIAN RIDGE",
+          "SERAM",
+          "CENTRAL CHILE",
+          "KERMADEC ISLANDS",
+          "MINDANAO",
+          "OFF COAST OF CENTRAL CHILE",
+          "MINDANAO",
+          "VANUATU ISLANDS",
+          "NORTH OF ASCENSION ISLAND",
+          "MINDANAO",
+          "MINDANAO",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "TONGA ISLANDS",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "FIJI ISLANDS REGION",
+          "TONGA ISLANDS",
+          "NORTHERN MOLUCCA SEA",
+          "NORTHERN MOLUCCA SEA",
+          "OFF COAST OF CHIAPAS",
+          "SEA OF OKHOTSK",
+          "LAOS",
+          "IRIAN JAYA REGION",
+          "ANDREANOF ISLANDS",
+          "ALBANIA",
+          "CRETE",
+          "ANDREANOF ISLANDS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS",
+          "VANUATU ISLANDS",
+          "MINDANAO",
+          "HINDU KUSH REGION",
+          "VANCOUVER ISLAND",
+          "VANCOUVER ISLAND",
+          "SANTIAGO DEL ESTERO PROV.",
+          "COLOMBIA",
+          "VANCOUVER ISLAND",
+          "SOUTHERN EAST PACIFIC RISE",
+          "NORTHERN SUMATRA",
+          "PUERTO RICO REGION",
+          "NEW BRITAIN REGION",
+          "EASTERN SIBERIA",
+          "NEAR NORTH COAST OF IRIAN JAYA",
+          "SOUTHERN XINJIANG",
+          "MINAHASSA PENINSULA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "ANDREANOF ISLANDS",
+          "TURKEY",
+          "ANDREANOF ISLANDS",
+          "SOLOMON ISLANDS",
+          "CUBA REGION",
+          "NORTH OF HONDURAS",
+          "SOLOMON ISLANDS",
+          "JAVA",
+          "MINDANAO",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "KURIL ISLANDS",
+          "TURKEY-IRAN BORDER REGION",
+          "KERMADEC ISLANDS REGION",
+          "SAMOA ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "SOUTH OF BALI",
+          "CENTRAL EAST PACIFIC RISE",
+          "EAST OF KURIL ISLANDS",
+          "MINDANAO",
+          "WESTERN IDAHO",
+          "NORTHERN MOLUCCA SEA",
+          "MID-INDIAN RIDGE",
+          "KERMADEC ISLANDS REGION",
+          "NORTH OF HONDURAS",
+          "BONIN ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "SOLOMON ISLANDS",
+          "CRETE",
+          "BANDA SEA",
+          "SOLOMON ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "NEVADA",
+          "OFF COAST OF CENTRAL MEXICO",
+          "VANUATU ISLANDS",
+          "SOUTHERN PERU",
+          "NORTHERN CHILE",
+          "SOUTH OF FIJI ISLANDS",
+          "HALMAHERA",
+          "SOUTHERN MID-ATLANTIC RIDGE",
+          "RYUKYU ISLANDS",
+          "MARIANA ISLANDS",
+          "SOUTH OF KERMADEC ISLANDS",
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+          "MINAHASSA PENINSULA",
+          "NEAR COAST OF OAXACA",
+          "XIZANG",
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+          "JAVA SEA",
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+          "ANDAMAN ISLANDS",
+          "SAMOA ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "ALASKA PENINSULA",
+          "SOUTH OF ALASKA",
+          "XIZANG",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "ALASKA PENINSULA",
+          "MINDANAO",
+          "BISMARCK SEA",
+          "VANUATU ISLANDS",
+          "PRINCE EDWARD ISLANDS REGION",
+          "TANZANIA",
+          "SAMAR",
+          "SOUTHERN SUMATRA",
+          "SOUTHERN SUMATRA",
+          "BANDA SEA",
+          "ASCENSION ISLAND REGION",
+          "COSTA RICA",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "CHAGOS ARCHIPELAGO REGION",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "VANUATU ISLANDS",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "MINDANAO",
+          "VANUATU ISLANDS",
+          "NORTHERN CHILE",
+          "NEAR EAST COAST OF HONSHU",
+          "KAMCHATKA PENINSULA",
+          "FIJI ISLANDS",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "SOUTH OF AFRICA",
+          "TONGA ISLANDS",
+          "NEW BRITAIN REGION",
+          "FIJI ISLANDS REGION",
+          "EASTERN NEW GUINEA REG.",
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+          "SOUTH OF FIJI ISLANDS",
+          "DODECANESE ISLANDS",
+          "OFF COAST OF SOUTHERN CHILE",
+          "SOUTH SHETLAND ISLANDS",
+          "TONGA ISLANDS",
+          "FIJI ISLANDS REGION",
+          "MINDANAO",
+          "OFF COAST OF CENTRAL CHILE",
+          "PRIMOR'YE",
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+          "FOX ISLANDS",
+          "BALLENY ISLANDS REGION",
+          "NORTHERN CHILE",
+          "TAIWAN REGION",
+          "CHILE-BOLIVIA BORDER REGION",
+          "MINDANAO",
+          "NEAR EAST COAST OF HONSHU",
+          "W. CAROLINE ISLANDS",
+          "MINDORO",
+          "OFF COAST OF CENTRAL CHILE",
+          "NORTHWESTERN BALKAN REGION",
+          "ANDREANOF ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "MINAHASSA PENINSULA",
+          "KERMADEC ISLANDS",
+          "VANUATU ISLANDS",
+          "SALTA PROVINCE",
+          "VANUATU ISLANDS",
+          "RUSSIA-MONGOLIA BORDER REGION",
+          "SULAWESI",
+          "SAN JUAN PROVINCE",
+          "PHILIPPINE ISLANDS REGION",
+          "SOUTH SHETLAND ISLANDS",
+          "WEST CHILE RISE",
+          "MINDANAO",
+          "BISMARCK SEA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHWEST OF SUMATRA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "VANUATU ISLANDS",
+          "FIJI ISLANDS REGION",
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+          "OFF E. COAST OF N. ISLAND",
+          "VANUATU ISLANDS",
+          "KERMADEC ISLANDS",
+          "KERMADEC ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
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+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF EAST COAST OF KAMCHATKA",
+          "NORTHERN ALGERIA",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "WEST OF MACQUARIE ISLAND",
+          "NEAR EAST COAST OF HONSHU",
+          "KERMADEC ISLANDS",
+          "FIJI ISLANDS REGION",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "OFF E. COAST OF N. ISLAND",
+          "KERMADEC ISLANDS REGION",
+          "JAVA",
+          "CELEBES SEA",
+          "NEAR N COAST OF NEW GUINEA",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "FIJI ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "NEAR N COAST OF NEW GUINEA",
+          "NORTHEASTERN INDIA",
+          "KERMADEC ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "WEST OF MACQUARIE ISLAND",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF GUATEMALA",
+          "MAURITIUS - REUNION REGION",
+          "SOUTH OF PANAMA",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "SOUTHERN EAST PACIFIC RISE",
+          "YUNNAN",
+          "QINGHAI",
+          "FIJI ISLANDS REGION",
+          "CENTRAL ALASKA",
+          "NORTHERN MOLUCCA SEA",
+          "KERMADEC ISLANDS",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "CALIFORNIA-NEVADA BORDER REGION",
+          "SOUTH OF PANAMA",
+          "BISMARCK SEA",
+          "SOUTH OF PANAMA",
+          "MINDORO",
+          "KERMADEC ISLANDS REGION",
+          "MINAHASSA PENINSULA",
+          "ALASKA PENINSULA",
+          "PERU-ECUADOR BORDER REGION",
+          "NICOBAR ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "ALASKA PENINSULA",
+          "HAITI REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "KURIL ISLANDS",
+          "KERMADEC ISLANDS",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF GUERRERO",
+          "CHILE-ARGENTINA BORDER REGION",
+          "KURIL ISLANDS",
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+          "NEAR COAST OF NICARAGUA",
+          "ANDREANOF ISLANDS",
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+          "EAST OF KURIL ISLANDS",
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+          "MID-INDIAN RIDGE",
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+          "VANUATU ISLANDS REGION",
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+          "ALASKA PENINSULA",
+          "CRETE",
+          "SOLOMON ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "TAIWAN",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "SOUTHERN MOLUCCA SEA",
+          "NEAR COAST OF NICARAGUA",
+          "SOUTHEAST OF RYUKYU ISLANDS",
+          "SOUTHEAST OF RYUKYU ISLANDS",
+          "IRIAN JAYA REGION",
+          "SOUTHERN IRAN",
+          "SOUTHERN IRAN",
+          "SOUTH INDIAN OCEAN",
+          "NEW IRELAND REGION",
+          "SANTA CRUZ ISLANDS",
+          "MYANMAR-INDIA BORDER REGION",
+          "NORTHERN PERU",
+          "SOUTHEAST OF HONSHU",
+          "SOUTHEAST OF HONSHU",
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+          "PRINCE EDWARD ISLANDS REGION",
+          "FIJI ISLANDS",
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+          "SUNDA STRAIT",
+          "SOLOMON ISLANDS",
+          "SHIKOKU",
+          "TALAUD ISLANDS",
+          "FOX ISLANDS",
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+          "FIJI ISLANDS REGION",
+          "SOUTH OF PANAMA",
+          "KERMADEC ISLANDS REGION",
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+          "NORTHERN PERU",
+          "SOUTHEAST INDIAN RIDGE",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "SOUTH OF MARIANA ISLANDS",
+          "GUATEMALA",
+          "SOUTH OF FIJI ISLANDS",
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+          "KERMADEC ISLANDS",
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+          "VANUATU ISLANDS",
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+           6.4,
+           7.3,
+           6.1,
+           6,
+           6.5,
+           6.3,
+           6.6,
+           9.1,
+           6.8,
+           6.3,
+           6.4,
+           6.3,
+           6.2,
+           6.3,
+           6.4,
+           6.7,
+           6.2,
+           6.2,
+           6.2,
+           6.3,
+           7.9,
+           6.6,
+           6.5,
+           6.2,
+           6.2,
+           7.6,
+           6.1,
+           6.4,
+           6.2,
+           6.2,
+           6.1,
+           6,
+           6.3,
+           6.3,
+           6.1,
+           6.1,
+           6.3,
+           6,
+           6.2,
+           6.1,
+           6.5,
+           6.1,
+           6,
+           6,
+           6,
+           6,
+           6.5,
+           6.3,
+           6,
+           6.3,
+           6.2,
+           6.5,
+           6.2,
+           6.1,
+           6.5,
+           6.2,
+           6.2,
+           6,
+           6.1,
+           6,
+           6,
+           6.2,
+           6.1,
+           6,
+           6.4,
+           6.2,
+           6.3,
+           6.8,
+           6.2,
+           6,
+           6.2,
+           6.2,
+           6.4,
+           6,
+           6.1,
+           6.4,
+           6.7,
+           6.7,
+           7.1,
+           6,
+           6.7,
+           6.2,
+           6,
+           6.5,
+           6.2,
+           6.8,
+           6,
+           6.1,
+           6.2,
+           6.1,
+           6.8,
+           6,
+           6.1,
+           6,
+           6.1,
+           6.5,
+           6.3,
+           6.1,
+           6.4,
+           6,
+           6.4,
+           6.3,
+           6.5,
+           6,
+           6.7,
+           7.3,
+           6.1,
+           6.4,
+           7.6,
+           6,
+           7,
+           6.5,
+           6.1,
+           6,
+           6.2,
+           6.2,
+           6,
+           6.3,
+           6.3,
+           6.3,
+           6,
+           6.7,
+           6.4,
+           6.1,
+           6.6,
+           6,
+           6.1,
+           6,
+           6,
+           6.2,
+           6.2,
+           6.3,
+           7.1,
+           6.5,
+           7,
+           6.1,
+           7,
+           6.1,
+           6.9,
+           6,
+           6.9,
+           6.7,
+           6.4,
+           7,
+           6.2,
+           6.7,
+           6,
+           6.5,
+           6,
+           6,
+           6.2,
+           7.3,
+           6.7,
+           6,
+           6.9,
+           6.4,
+           6.1,
+           6.2,
+           6.5,
+           6,
+           6,
+           6.2,
+           7.4,
+           7.1,
+           6,
+           6,
+           7,
+           6.2,
+           6.2,
+           6,
+           6.9,
+           6,
+           6.4,
+           6,
+           6.6,
+           6.1,
+           6.2,
+           6.1,
+           6,
+           6.1,
+           6.5,
+           6.3,
+           6.1,
+           7.1,
+           6,
+           6.7,
+           6.8,
+           6.4,
+           7.2,
+           6.6,
+           6,
+           6.2,
+           6,
+           6.1,
+           6.3,
+           6.4,
+           7,
+           6.1,
+           6.1,
+           6,
+           6.7,
+           6,
+           6,
+           6.4,
+           6,
+           6.7,
+           6.6,
+           6.1,
+           6.6,
+           7,
+           6.1,
+           6,
+           6.2,
+           6.3,
+           7.5,
+           6.6,
+           7.1,
+           6,
+           6,
+           6.1,
+           6.1,
+           8.6,
+           6,
+           8.2,
+           6,
+           6.7,
+           6.1,
+           7,
+           6.2,
+           6.3,
+           6.3,
+           6.7,
+           6.9,
+           6.2,
+           6.7,
+           6,
+           6,
+           6.7,
+           6,
+           6.3,
+           6.3,
+           6.1,
+           6.4,
+           6,
+           6,
+           6.3,
+           6,
+           6.7,
+           6,
+           6.3,
+           6.3,
+           6.1,
+           6,
+           6.2,
+           6.1,
+           6,
+           6.3,
+           6,
+           6.1,
+           6,
+           6.3,
+           6.3,
+           6.4,
+           6,
+           6,
+           6.4,
+           6.5,
+           6.6,
+           6.5,
+           6,
+           6.1,
+           6.2,
+           6.5,
+           6.3,
+           6.2,
+           7.7,
+           6.3,
+           6.2,
+           6.6,
+           7.3,
+           6.7,
+           7.6,
+           6.3,
+           6,
+           7.6,
+           6.1,
+           6,
+           6.3,
+           6.3,
+           6.5,
+           7.2,
+           6,
+           6,
+           6.2,
+           6.6,
+           6.6,
+           6,
+           6.2,
+           6.4,
+           7.8,
+           6.4,
+           6.2,
+           6.1,
+           7.4,
+           6.2,
+           6,
+           6.8,
+           6.4,
+           6.3,
+           6,
+           6.2,
+           6.1,
+           6.5,
+           6,
+           6,
+           6.1,
+           7.2,
+           6.2,
+           6.3,
+           7.1,
+           6,
+           6.4,
+           6,
+           6.1,
+           6.1,
+           6.7,
+           7.5,
+           6.1,
+           6.1,
+           6.2,
+           6.8,
+           6.1,
+           6.1,
+           6,
+           6.4,
+           6.3,
+           6.9,
+           6,
+           7.9,
+           7.1,
+           7,
+           6.1,
+           6.1,
+           6,
+           6.7,
+           6.8,
+           7,
+           7,
+           6.6,
+           6,
+           6.7,
+           6.2,
+           6.1,
+           6.8,
+           6.4,
+           6.5,
+           6.5,
+           6,
+           6,
+           6,
+           6.2,
+           6,
+           6,
+           6.3,
+           7,
+           6.3,
+           6,
+           6.5,
+           7.7,
+           6.6,
+           7.2,
+           6.1,
+           6.6,
+           6,
+           6.1,
+           6.1,
+           6.1,
+           6.5,
+           6.2,
+           6.2,
+           6.3,
+           6.8,
+           6,
+           6.3,
+           6,
+           6.2,
+           7.4,
+           6.3,
+           8.3,
+           6.7,
+           6.3,
+           6,
+           6.6,
+           6,
+           6.3,
+           6.4,
+           6.1,
+           6.5,
+           6.1,
+           6,
+           6.1,
+           7.3,
+           6.6,
+           7.3,
+           6,
+           6.5,
+           6,
+           6.3,
+           6,
+           6.1,
+           6.3,
+           6,
+           6.1,
+           6.2,
+           6.2,
+           6.6,
+           6.5,
+           6.2,
+           6.2,
+           6.2,
+           7,
+           6,
+           6.5,
+           6.1,
+           6.5,
+           6,
+           6.5,
+           6,
+           6,
+           6,
+           6.4,
+           6,
+           6.1,
+           6.1,
+           7.8,
+           6,
+           7,
+           6.8,
+           6.4,
+           6.7,
+           6.4,
+           6,
+           6.2,
+           6.6,
+           6.2,
+           6,
+           6.8,
+           7.1,
+           6.8,
+           6.6,
+           6,
+           6.6,
+           7.1,
+           6,
+           6.3,
+           6.3,
+           6.5,
+           6,
+           6.2,
+           6,
+           6.5,
+           6,
+           6.9,
+           7.8,
+           6.1,
+           6,
+           6.5,
+           6,
+           6.9,
+           6.5,
+           6,
+           6.1,
+           6.2,
+           6.5,
+           6.3,
+           6.3,
+           6.2,
+           6.2,
+           6.1,
+           6.2,
+           6.4,
+           6,
+           6.5,
+           6.9,
+           6.5,
+           6.1,
+           6.2,
+           6.5,
+           6,
+           6.4,
+           6.9,
+           6,
+           6.4,
+           6.1,
+           6.3,
+           6.1,
+           6.3,
+           6.7,
+           6.4,
+           6.4,
+           6.2,
+           6.2,
+           6.4,
+           6,
+           8.1,
+           7,
+           6,
+           6.6,
+           7.7,
+           6.5,
+           6.2,
+           6,
+           6.1,
+           6.1,
+           7.1,
+           6.5,
+           6.6,
+           6.1,
+           7.6,
+           7.4,
+           6.6,
+           6.8,
+           6.2,
+           6.1,
+           7.3,
+           6.6,
+           7.5,
+           6.2,
+           6.6,
+           6.1,
+           6.6,
+           6.6,
+           6.4,
+           6,
+           6.2,
+           6.2,
+           6,
+           6.5,
+           6,
+           6.1,
+           6.4,
+           6.5,
+           6.2,
+           6.3,
+           6.2,
+           6,
+           6.1,
+           6.9,
+           6.2,
+           6.5,
+           6.2,
+           6.9,
+           6.5,
+           6.7,
+           7.9,
+           6,
+           6,
+           6,
+           6.4,
+           6.2,
+           6.8,
+           6,
+           6.4,
+           6.6,
+           6.2,
+           6.1,
+           6,
+           6.4,
+           6.3,
+           6.4,
+           6.1,
+           6.9,
+           6.2,
+           6.2,
+           6.6,
+           6.5,
+           6.3,
+           6.2,
+           6,
+           6.3,
+           6.2,
+           6,
+           6.3,
+           6.9,
+           6,
+           6.1,
+           6.4,
+           6.1,
+           6,
+           6.8,
+           6,
+           6.2,
+           6.2,
+           6.2,
+           6.1,
+           6.1,
+           6.2,
+           6,
+           6.4,
+           6.1,
+           6.8,
+           6.8,
+           6,
+           6,
+           6.1,
+           6.1,
+           6.3,
+           6.8,
+           6.2,
+           6.1,
+           6.3,
+           6,
+           6.1,
+           6.1,
+           7,
+           6.6,
+           6,
+           7.3,
+           6,
+           6,
+           7.1,
+           6,
+           6.3,
+           6.6,
+           7.6,
+           6,
+           7,
+           6.7,
+           6.2,
+           6.5,
+           6.1,
+           6.2,
+           6.8,
+           6.6,
+           6,
+           6,
+           6.6,
+           6,
+           6.6,
+           6.1,
+           6,
+           6,
+           6.4,
+           6,
+           6,
+           6.1,
+           6,
+           6,
+           6.5,
+           6.8,
+           6.2,
+           6,
+           6,
+           6.3,
+           6.7,
+           7.1,
+           6.2,
+           6.3,
+           6.7,
+           6.1,
+           6.4,
+           6.2,
+           6,
+           6.2,
+           7,
+           6.2,
+           6,
+           6.2,
+           6.1,
+           6.3,
+           6.1,
+           6.1,
+           6.4,
+           7.5,
+           6,
+           6.3,
+           6.4,
+           6,
+           6.3,
+           6.1,
+           6.5,
+           6.4,
+           6,
+           6.2,
+           6,
+           6.2,
+           7.9,
+           6.1,
+           6.7,
+           6.7,
+           6.1,
+           6.6,
+           6.7,
+           6,
+           7.5,
+           6.1,
+           7,
+           7.2,
+           6.1,
+           6.8,
+           6,
+           6.6,
+           6,
+           6.8,
+           7,
+           6.9,
+           6.3,
+           6.3,
+           6.8,
+           7.9,
+           6,
+           6.2,
+           6,
+           6.1,
+           6.1,
+           6,
+           6,
+           6.9,
+           6.4,
+           6,
+           6.5,
+           6,
+           6.4,
+           6.1,
+           6.3,
+           6.7,
+           6.5,
+           6.9,
+           6.9,
+           7,
+           6.4,
+           6,
+           6.6,
+           6.5,
+           6,
+           6.4,
+           6,
+           6,
+           6,
+           6.3,
+           6,
+           6.7,
+           6.3,
+           6.3,
+           6.1,
+           8.3,
+           6.4,
+           6.1,
+           6.1,
+           7,
+           6.4,
+           6.5,
+           6.8,
+           6.7,
+           6.2,
+           6,
+           6.1,
+           6.2,
+           6.2,
+           6.1,
+           6.1,
+           6.6,
+           6.1,
+           6,
+           6.6,
+           6.6,
+           6.3,
+           6,
+           6.1,
+           6,
+           6,
+           6,
+           7.1,
+           6.2,
+           6,
+           6,
+           7.5,
+           6.5,
+           6.2,
+           6.8,
+           6.6,
+           6.5,
+           6.9,
+           6.9,
+           6.7,
+           6.5,
+           6.8,
+           6.1,
+           6,
+           7.6,
+           7.6,
+           6.7,
+           6.2,
+           7.1,
+           7.2,
+           6.9,
+           6.1,
+           6.6,
+           6,
+           6.1,
+           6.2,
+           6.3,
+           6.3,
+           6.7,
+           6.7,
+           6,
+           6.5,
+           6.2,
+           6.1,
+           6.7,
+           6.6,
+           7.1,
+           6.3,
+           7.2,
+           6,
+           6.2,
+           6.4,
+           6.4,
+           6.3,
+           6.3,
+           6.1,
+           6,
+           6.1,
+           7.8,
+           6.3,
+           6,
+           6,
+           6.4,
+           6.2,
+           6.2,
+           6.9,
+           6.7,
+           6.1,
+           6.7,
+           6.6,
+           6.9,
+           6,
+           6.2,
+           6,
+           6.4,
+           6.1,
+           7,
+           7.8,
+           6.2,
+           6.2,
+           6,
+           6,
+           6,
+           6,
+           7,
+           6.6,
+           6.7,
+           6.9,
+           6,
+           6.4,
+           6.9,
+           7.2,
+           6.4,
+           6.6,
+           6.3,
+           6.1,
+           6.3,
+           6.3,
+           6.1,
+           6.1,
+           6.2,
+           6.2,
+           6.3,
+           6,
+           6.1,
+           6.3,
+           6.4,
+           6,
+           6,
+           6.3,
+           6.3,
+           6.1,
+           6.1,
+           6.4,
+           7.7,
+           6.2,
+           6.3,
+           7.2,
+           6.2,
+           7.4,
+           6,
+           6,
+           6.4,
+           6,
+           6.2,
+           6.8,
+           7.1,
+           6.7,
+           7,
+           6.1,
+           6.1,
+           6.1,
+           6.1,
+           6,
+           6,
+           6,
+           6.1,
+           6.2,
+           6.3,
+           6.4,
+           6.9,
+           6.3,
+           6.9,
+           6.6,
+           6.2,
+           6.1,
+           6.1,
+           6.6,
+           6.4,
+           6.1,
+           7.8,
+           6.5,
+           6.1,
+           6.2,
+           6.5,
+           6.4,
+           6.9,
+           7,
+           6.6,
+           6.2,
+           6,
+           6.3,
+           6.5,
+           6.5,
+           7.8,
+           6.5,
+           6.9,
+           6.1,
+           6,
+           7.9,
+           6.3,
+           6,
+           6.2,
+           6.4,
+           6.4,
+           6.7,
+           6,
+           7.6,
+           6.3,
+           6.3,
+           6.9,
+           6,
+           7.3,
+           6.3,
+           6.5,
+           7.9,
+           6.3,
+           6.5,
+           6.3,
+           6.5,
+           6.9,
+           6.1,
+           6.3,
+           6,
+           6,
+           6.1,
+           6.6,
+           6.5,
+           6.1,
+           6.2,
+           6,
+           6,
+           6.9,
+           6.9,
+           6.2,
+           6.2,
+           6,
+           6.2,
+           6,
+           6.8,
+           6.5,
+           6.2,
+           6.2,
+           6,
+           6.6,
+           6.8,
+           6.3,
+           6.9,
+           6,
+           6.1,
+           6.8,
+           6.2,
+           6,
+           6,
+           6,
+           6.5,
+           6.6,
+           6.4,
+           6.3,
+           7.7,
+           6.4,
+           6,
+           6.6,
+           6,
+           6,
+           6.5,
+           6.3,
+           6.2,
+           6.4,
+           6.6,
+           6.4,
+           6.3,
+           6.3,
+           6.3,
+           6,
+           6.1,
+           8.1,
+           7.1,
+           6.1,
+           6.1,
+           6.4,
+           6.1,
+           6.4,
+           6.2,
+           6.1,
+           6.3,
+           6.6,
+           6.3,
+           6.7,
+           6.1,
+           6.7,
+           6.8,
+           6.1,
+           6.1,
+           6.6,
+           6,
+           6.8,
+           6.5,
+           6,
+           6.1,
+           7.3,
+           6.5,
+           6.4,
+           6.3,
+           6.6,
+           7,
+           6,
+           6,
+           6,
+           6.5,
+           6.1,
+           6,
+           6.2,
+           6.4,
+           6.4,
+           6.1,
+           6,
+           6,
+           6.5,
+           6.5,
+           7.5,
+           6,
+           7.1,
+           6.3,
+           6.3,
+           6,
+           7.9,
+           6.3,
+           6.2,
+           6.3,
+           6.6,
+           6.1,
+           6,
+           6,
+           6.1,
+           6.4,
+           6,
+           7.2,
+           7.5,
+           6,
+           6.1,
+           6.3,
+           6.1,
+           6.1,
+           6,
+           6.7,
+           6.8,
+           6.3,
+           6,
+           6.4,
+           6.6,
+           6.9,
+           6.1,
+           6.8,
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+          ],
+          "sizemode": "area",
+          "sizeref": 22.3875,
+          "symbol": "circle"
+         },
+         "mode": "markers",
+         "name": "",
+         "showlegend": false,
+         "type": "scattergeo"
         }
-      ],
-      "source": [
-        "lambda x: x * 1.2"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "d3ad802b",
-      "metadata": {},
-      "source": [
-        "This lambda function multiplies any input ``x`` by 1.2, which could be useful for tasks like converting units (e.g., from km to m)."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "8820efb8",
-      "metadata": {},
-      "source": [
-        "Below is an example on how to use lambda in a pandas dataframe. \n",
-        "**Example 1**:\n",
-        "The lambda function lambda ``x: (x - 32) * 5 / 9`` converts Fahrenheit to Celsius for each value in the Temperature_F column."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 51,
-      "id": "cafff8c2",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "   Temperature_F  Temperature_C\n",
-            "0             32       0.000000\n",
-            "1             50      10.000000\n",
-            "2             77      25.000000\n",
-            "3            100      37.777778\n"
+       ],
+       "layout": {
+        "coloraxis": {
+         "cmax": 9,
+         "cmin": 6,
+         "colorbar": {
+          "title": {
+           "text": "magnitude"
+          }
+         },
+         "colorscale": [
+          [
+           0,
+           "#0d0887"
+          ],
+          [
+           0.1111111111111111,
+           "#46039f"
+          ],
+          [
+           0.2222222222222222,
+           "#7201a8"
+          ],
+          [
+           0.3333333333333333,
+           "#9c179e"
+          ],
+          [
+           0.4444444444444444,
+           "#bd3786"
+          ],
+          [
+           0.5555555555555556,
+           "#d8576b"
+          ],
+          [
+           0.6666666666666666,
+           "#ed7953"
+          ],
+          [
+           0.7777777777777778,
+           "#fb9f3a"
+          ],
+          [
+           0.8888888888888888,
+           "#fdca26"
+          ],
+          [
+           1,
+           "#f0f921"
           ]
-        }
-      ],
-      "source": [
-        "import pandas as pd\n",
-        "\n",
-        "# Sample DataFrame\n",
-        "data = {'Temperature_F': [32, 50, 77, 100]}\n",
-        "df = pd.DataFrame(data)\n",
-        "\n",
-        "# Convert Fahrenheit to Celsius\n",
-        "df['Temperature_C'] = df['Temperature_F'].apply(lambda x: (x - 32) * 5 / 9)\n",
-        "\n",
-        "print(df)\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 52,
-      "id": "cbb26a36",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# Now the equivalent in lambda is:\n",
-        "lambda_meters2kilometers = lambda x:x/1000\n",
-        "# x is the variable"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "e604fca3",
-      "metadata": {},
-      "source": [
-        "Now apply the function to the entire series\n",
-        "```{admonition} Student response section\n",
-        "This section is left for the student to complete.\n",
-        "```"
-      ]
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-          "execution_count": 53,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "# apply it to the entire series\n",
-        "lambda_meters2kilometers(quake.depth)"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "cef03d96",
-      "metadata": {},
-      "source": [
-        "Lambda functions can take several inputs"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 54,
-      "id": "caad68a3",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "1"
-            ]
+          "autotypenumbers": "strict",
+          "coloraxis": {
+           "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+           }
           },
-          "execution_count": 54,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "# you can add several variables into lambda functions\n",
-        "remove_anything = lambda x,y:x-y\n",
-        "remove_anything(3,2)"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "a6da00e2",
-      "metadata": {},
-      "source": [
-        "This did not affect the values of the DataFrame, check it:"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 55,
-      "id": "40367bfb",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "0        34400.0\n",
-              "1        30100.0\n",
-              "2        16900.0\n",
-              "3       109400.0\n",
-              "4        25700.0\n",
-              "          ...   \n",
-              "1780     10000.0\n",
-              "1781    105000.0\n",
-              "1782    608510.0\n",
-              "1783     10000.0\n",
-              "1784     35440.0\n",
-              "Name: depth, Length: 1785, dtype: float64"
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-          "execution_count": 55,
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-      ],
-      "source": [
-        "quake.depth"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "6347a1ec",
-      "metadata": {},
-      "source": [
-        "Instead, you could overwrite ``quake.depth=X``. Try two approaches but just do it once! You can use python functions ``map`` (a function to apply functions that is generic to Python) and ``apply`` (a function to apply functions that is specific to Pandas)."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "ade5723d",
-      "metadata": {},
-      "source": [
-        "```{admonition} Student response section\n",
-        "This section is left for the student to complete.\n",
-        "```"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "0d45bc9b",
-      "metadata": {},
-      "source": [
-        "Try ``map`` to apply a ``lambda`` function that rescale depth from meters to kilometers."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 56,
-      "id": "8a1da18f",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# implement answer here"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "9b11b4cb",
-      "metadata": {},
-      "source": [
-        "Discuss in class: What happened to the depth field?\n",
-        "\n",
-        "What happened to the original data frame?"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "a520ada6",
-      "metadata": {},
-      "source": [
-        "Try ``apply`` to apply a ``lambda`` function that rescale depth from meters to kilometers."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 57,
-      "id": "ec3420af",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# or like this\n",
-        "quake.depth=quake.depth.apply(lambda x:x/1000) "
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "fa66b4e8",
-      "metadata": {},
-      "source": [
-        "Plot a histogram of the depth distributions using matplotlib function ``hist``."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "ade5723d",
-      "metadata": {},
-      "source": [
-        "```{admonition} Student response section\n",
-        "This section is left for the student to complete.\n",
-        "```"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 58,
-      "id": "ae368fd4",
-      "metadata": {},
-      "outputs": [
-        {
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T3377bZ/bzz//vPr06aPi4mLdcMMNMsZo1apVWrRokaZMmSJJeuGFF5SYmKicnBzNmjVLp06d0rp16/Tiiy8qPT1dkvTSSy8pJSVFW7Zs0YQJE4J0aAAAoL3yq6Cc69SpU5Kknj17SpJKSkpUVlamzMxM75yoqCiNHTtWRUVFmjVrloqLi+V2u33mJCcna/jw4SoqKmq2oLhcLrlcLu/tyspKSZLb7Zbb7W7JITTRuL2ztxsVZi76cR1Fczl0NmTgQQ4e5OBBDh7kEFgG/sx1GGO++1/fZhhjNHnyZFVUVGj79u2SpKKiIl1//fX68ssvlZyc7J377//+7zp69Kg2b96snJwc/fKXv/QpHJKUmZmpQYMG6emnn26yL6fTqezs7CbjOTk5io2NDWT5AACgldXU1GjatGk6deqU4uPjLzg34DMo9913n/7xj39ox44dTe5zOBw+t40xTcbOdaE5Cxcu1Ny5c723KysrlZKSoszMzO88QH+53W4VFBQoIyNDERERkqThzs3f+bgDzo51aaq5HDobMvAgBw9y8CAHD3IILIPGKyAXI6CCcv/99+vNN9/Utm3b1K9fP+94UlKSJKmsrEx9+/b1jpeXlysxMdE7p66uThUVFerRo4fPnDFjxjS7v6ioKEVFRTUZj4iICNkT4+xtu+ovXK4a53dEocy4vSADD3LwIAcPcvAgB/8y8Ccrv97FY4zRfffdp9dff13vvPOOBg0a5HP/oEGDlJSUpIKCAu9YXV2dCgsLveUjLS1NERERPnNKS0t14MCB8xYUAADQufh1BuXee+9VTk6O/vKXvyguLk5lZWWSpO7duysmJkYOh0NZWVlasmSJUlNTlZqaqiVLlig2NlbTpk3zzp05c6YefPBBJSQkqGfPnpo3b56uuuoq77t6AABA5+ZXQVm7dq0kady4cT7jzz//vGbMmCFJmj9/vmprazV79mxVVFRo1KhRys/PV1xcnHf+ypUrFR4erqlTp6q2tlbjx4/X+vXrFRYW1rKjAQAAHYJfBeVi3vDjcDjkdDrldDrPOyc6OlqrV6/W6tWr/dk9AADoJPgsHgAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrhLf1AjqKgQveajL2+Z9uaoOVAADQ/nEGBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh78kG0Ln/nVZ/rIsAAAXhzMoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACsQ0EBAADWoaAAAADrUFAAAIB1KCgAAMA6FBQAAGAdCgoAALAOBQUAAFiHggIAAKxDQQEAANahoAAAAOv4XVC2bdumW265RcnJyXI4HHrjjTd87jfGyOl0Kjk5WTExMRo3bpwOHjzoM8flcun+++9Xr1691LVrV02aNEnHjx9v0YEAAICOw++Ccvr0aV1zzTVas2ZNs/cvW7ZMK1as0Jo1a7R7924lJSUpIyNDVVVV3jlZWVnKy8tTbm6uduzYoerqat18882qr68P/EgAAECHEe7vAyZOnKiJEyc2e58xRqtWrdKiRYs0ZcoUSdILL7ygxMRE5eTkaNasWTp16pTWrVunF198Uenp6ZKkl156SSkpKdqyZYsmTJjQgsMBAAAdgd8F5UJKSkpUVlamzMxM71hUVJTGjh2roqIizZo1S8XFxXK73T5zkpOTNXz4cBUVFTVbUFwul1wul/d2ZWWlJMntdsvtdgfzELzbO3u7UWEmqNtuD5rLobMhAw9y8CAHD3LwIIfAMvBnblALSllZmSQpMTHRZzwxMVFHjx71zomMjFSPHj2azGl8/LmWLl2q7OzsJuP5+fmKjY0NxtKbKCgo8P73suuCs82NGzcGZ0Ot6OwcOisy8CAHD3LwIAcPcvAvg5qamoueG9SC0sjhcPjcNsY0GTvXheYsXLhQc+fO9d6urKxUSkqKMjMzFR8f3/IFn8XtdqugoEAZGRmKiIiQJA13bg7Ktg8428/lq+Zy6GzIwIMcPMjBgxw8yCGwDBqvgFyMoBaUpKQkSZ6zJH379vWOl5eXe8+qJCUlqa6uThUVFT5nUcrLyzVmzJhmtxsVFaWoqKgm4xERESF7Ypy9bVf9hcuVP9tsb0KZcXtBBh7k4EEOHuTgQQ7+ZeBPVkH9OyiDBg1SUlKSz+meuro6FRYWestHWlqaIiIifOaUlpbqwIED5y0oAACgc/H7DEp1dbWOHDnivV1SUqJ9+/apZ8+e6t+/v7KysrRkyRKlpqYqNTVVS5YsUWxsrKZNmyZJ6t69u2bOnKkHH3xQCQkJ6tmzp+bNm6errrrK+64eAADQufldUPbs2aMf/ehH3tuNrw256667tH79es2fP1+1tbWaPXu2KioqNGrUKOXn5ysuLs77mJUrVyo8PFxTp05VbW2txo8fr/Xr1yssLCwIhwQAANo7vwvKuHHjZMz533brcDjkdDrldDrPOyc6OlqrV6/W6tWr/d09AADoBELyLh40b+CCt5qMff6nm9pgJQAA2I0PCwQAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHT7NuI2d+wnHfLoxAACcQQEAABaioAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYJ7ytF2Cr4c7NctU72noZAAB0SpxBAQAA1qGgAAAA61BQAACAdSgoAADAOhQUAABgHQoKAACwDgUFAABYh4ICAACswx9qs8zABW81Gfv8Tze1wUoAAGg7nEEBAADW4QxKO3DuWRXOqAAAOjrOoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArMPfQYHf+Gu3AIBQ4wwKAACwDgUFAABYh0s8+E7NXdIBACCUKCgdBJ/XAwDoSLjEAwAArMMZlHaISy4AgI6OgoKg4BITACCYuMQDAACsQ0EBAADW4RJPB3Wxf+31fK9niQozWnadNNy5WZIj2Ms7r0AuFfGXbQGg46GgdCJt/eLajvA6FcoQ0HF0hJ9JHRkFBSERyjLU1kULQMfELyB2oaCgQ+I3I6B9su1792LWczG/NLX1cbRHFBS0mYv5pm7NsyXn7qvxdTgt3Y7ED6fOgP/fv1uwvp/bssQ07rutXqfXmbRpQXnyySf16KOPqrS0VFdeeaVWrVqlH/7wh225JHQibVl+QvkD1bbfQGE3ni+wVZsVlFdeeUVZWVl68skndf311+vpp5/WxIkTdejQIfXv37+tloUOqiVlZLhzs1z15/8NKZBtX8xv2/xGfmHBOq0eaM6h+v89mIJVPs7eTqBnFgNl25nWQAWyxs7+/d5mBWXFihWaOXOm7r77bknSqlWrtHnzZq1du1ZLly5tq2UBbSZY/+AFy7mnskMpWNf5O4tQFp1Ac+ZMDIKtTQpKXV2diouLtWDBAp/xzMxMFRUVNZnvcrnkcrm8t0+dOiVJOnHihNxud1DX5na7VVNTo3B3F9U3dN7riuENRjU1DZ06BxszGDzv//ncvphv4G+//TagfYWfOe353//N4dtvv1VERERA27rYfTU69zilwH5YNXfso5b+7Tu329z+o7oY/W5Eg65d9LpcDY6Asj/3OM+3r+9ysWs+d15zeTS3pgvu+zzPh1D9f2ir1vj5EMhzQ5J2LRzv92PO/b64mO00/nvpz8+GqqoqSZIx5rsnmzbw5ZdfGknmvffe8xl/+OGHzZAhQ5rMX7x4sZHEF1988cUXX3x1gK9jx459Z1do00LrcPi2TmNMkzFJWrhwoebOneu93dDQoBMnTighIaHZ+S1RWVmplJQUHTt2TPHx8UHddntCDmTQiBw8yMGDHDzIIbAMjDGqqqpScnLyd85tk4LSq1cvhYWFqayszGe8vLxciYmJTeZHRUUpKirKZ+ySSy4J5RIVHx/faZ90ZyMHMmhEDh7k4EEOHuTgfwbdu3e/qHlt8mGBkZGRSktLU0FBgc94QUGBxowZ0xZLAgAAFmmzSzxz587VHXfcoZEjR2r06NF65pln9MUXX+iee+5pqyUBAABLtFlBuf322/Xtt9/qP//zP1VaWqrhw4dr48aNGjBgQFstSZLnctLixYubXFLqbMiBDBqRgwc5eJCDBzmEPgOHMRfzXh8AAIDW0yavQQEAALgQCgoAALAOBQUAAFiHggIAAKzTKQvKk08+qUGDBik6OlppaWnavn37BecXFhYqLS1N0dHRuuyyy/TUU0+10kpDx58MSktLNW3aNA0dOlRdunRRVlZW6y00xPzJ4fXXX1dGRoZ69+6t+Ph4jR49Wps3b27F1YaOPzns2LFD119/vRISEhQTE6MrrrhCK1eubMXVho6/PxsavffeewoPD9e1114b2gW2En9y2Lp1qxwOR5Ovjz76qBVXHHz+PhdcLpcWLVqkAQMGKCoqSpdffrmee+65Vlpt6PiTw4wZM5p9Llx55ZWB7TwoH67TjuTm5pqIiAjz7LPPmkOHDpk5c+aYrl27mqNHjzY7/7PPPjOxsbFmzpw55tChQ+bZZ581ERER5s9//nMrrzx4/M2gpKTE/Md//Id54YUXzLXXXmvmzJnTugsOEX9zmDNnjnnkkUfMf//3f5vDhw+bhQsXmoiICPPBBx+08sqDy98cPvjgA5OTk2MOHDhgSkpKzIsvvmhiY2PN008/3corDy5/c2h08uRJc9lll5nMzExzzTXXtM5iQ8jfHN59910jyXz88cemtLTU+3XmzJlWXnnwBPJcmDRpkhk1apQpKCgwJSUlZteuXU0+b6698TeHkydP+jwHjh07Znr27GkWL14c0P47XUG57rrrzD333OMzdsUVV5gFCxY0O3/+/Pnmiiuu8BmbNWuW+cEPfhCyNYaavxmcbezYsR2moLQkh0bDhg0z2dnZwV5aqwpGDj/72c/ML37xi2AvrVUFmsPtt99ufve735nFixd3iILibw6NBaWioqIVVtc6/M1g06ZNpnv37ubbb79tjeW1mpb+bMjLyzMOh8N8/vnnAe2/U13iqaurU3FxsTIzM33GMzMzVVRU1Oxj3n///SbzJ0yYoD179sjtdodsraESSAYdUTByaGhoUFVVlXr27BmKJbaKYOSwd+9eFRUVaezYsaFYYqsINIfnn39en376qRYvXhzqJbaKljwfRowYob59+2r8+PF69913Q7nMkAokgzfffFMjR47UsmXLdOmll2rIkCGaN2+eamtrW2PJIRGMnw3r1q1Tenp6wH+AtU0/zbi1ffPNN6qvr2/ygYSJiYlNPriwUVlZWbPzz5w5o2+++UZ9+/YN2XpDIZAMOqJg5LB8+XKdPn1aU6dODcUSW0VLcujXr5/+53/+R2fOnJHT6dTdd98dyqWGVCA5fPLJJ1qwYIG2b9+u8PCO8aM0kBz69u2rZ555RmlpaXK5XHrxxRc1fvx4bd26VTfccENrLDuoAsngs88+044dOxQdHa28vDx98803mj17tk6cONFuX4fS0p+RpaWl2rRpk3JycgJeQ8f4rvKTw+HwuW2MaTL2XfObG29P/M2gowo0hw0bNsjpdOovf/mL+vTpE6rltZpActi+fbuqq6u1c+dOLViwQIMHD9bPf/7zUC4z5C42h/r6ek2bNk3Z2dkaMmRIay2v1fjzfBg6dKiGDh3qvT169GgdO3ZM//Vf/9UuC0ojfzJoaGiQw+HQyy+/7P2k3hUrVujWW2/VE088oZiYmJCvN1QC/Rm5fv16XXLJJfrpT38a8L47VUHp1auXwsLCmrS/8vLyJi2xUVJSUrPzw8PDlZCQELK1hkogGXRELcnhlVde0cyZM/Xqq68qPT09lMsMuZbkMGjQIEnSVVddpa+//lpOp7PdFhR/c6iqqtKePXu0d+9e3XfffZI8/0gZYxQeHq78/HzdeOONrbL2YArWz4cf/OAHeumll4K9vFYRSAZ9+/bVpZde6i0nkvS9731PxhgdP35cqampIV1zKLTkuWCM0XPPPac77rhDkZGRAa+hU70GJTIyUmlpaSooKPAZLygo0JgxY5p9zOjRo5vMz8/P18iRIxURERGytYZKIBl0RIHmsGHDBs2YMUM5OTm66aabQr3MkAvW88EYI5fLFezltRp/c4iPj9f+/fu1b98+79c999yjoUOHat++fRo1alRrLT2ogvV82Lt3b7u7/N0okAyuv/56ffXVV6qurvaOHT58WF26dFG/fv1Cut5QaclzobCwUEeOHNHMmTNbtoiAXlrbjjW+bWrdunXm0KFDJisry3Tt2tX7KuMFCxaYO+64wzu/8W3GDzzwgDl06JBZt25dh3mb8cVmYIwxe/fuNXv37jVpaWlm2rRpZu/evebgwYNtsfyg8TeHnJwcEx4ebp544gmft9KdPHmyrQ4hKPzNYc2aNebNN980hw8fNocPHzbPPfeciY+PN4sWLWqrQwiKQL4vztZR3sXjbw4rV640eXl55vDhw+bAgQNmwYIFRpJ57bXX2uoQWszfDKqqqky/fv3Mrbfeag4ePGgKCwtNamqqufvuu9vqEIIi0O+JX/ziF2bUqFEt3n+nKyjGGPPEE0+YAQMGmMjISPP973/fFBYWeu+76667zNixY33mb9261YwYMcJERkaagQMHmrVr17byioPP3wwkNfkaMGBA6y46BPzJYezYsc3mcNddd7X+woPMnxwef/xxc+WVV5rY2FgTHx9vRowYYZ588klTX1/fBisPLn+/L87WUQqKMf7l8Mgjj5jLL7/cREdHmx49eph//dd/NW+99VYbrDq4/H0ufPjhhyY9Pd3ExMSYfv36mblz55qamppWXnXw+ZvDyZMnTUxMjHnmmWdavG+HMf/7ik8AAABLdKrXoAAAgPaBggIAAKxDQQEAANahoAAAAOtQUAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBYCX0+nUtddeG/L9OBwOvfHGGyHfz9atW+VwOHTy5Em/H7tu3TplZmZ6b8+YMaNFn8zaHJfLpf79+6u4uDio2wU6AgoKYLljx45p5syZSk5OVmRkpAYMGKA5c+bo22+/beulWWXcuHHKysoKyrZcLpf+8Ic/6Pe//31Qtnc+UVFRmjdvnh566KGQ7gdojygogMU+++wzjRw5UocPH9aGDRt05MgRPfXUU/rb3/6m0aNH68SJE229xA7ptddeU7du3fTDH/4w5PuaPn26tm/frg8//DDk+wLaEwoKYLF7771XkZGRys/P19ixY9W/f39NnDhRW7Zs0ZdffqlFixZ55zZ32eSSSy7R+vXrvbcfeughDRkyRLGxsbrsssv0+9//Xm63+7z7Lykp0eDBg/Wb3/xGDQ0Nqqur0/z583XppZeqa9euGjVqlLZu3XrBY/jkk090ww03KDo6WsOGDWvy8e2S9OWXX+r2229Xjx49lJCQoMmTJ+vzzz/33t94eSU7O1t9+vRRfHy8Zs2apbq6Ou/9hYWFeuyxx+RwOORwOHweX1xcrJEjRyo2NlZjxozRxx9/fME15+bmatKkSRecU1xcrD59+ujhhx+W9H+Xx5577jn1799f3bp1029+8xvV19dr2bJlSkpK8pnfKCEhQWPGjNGGDRsuuD+gs6GgAJY6ceKENm/erNmzZysmJsbnvqSkJE2fPl2vvPKK/Pm8z7i4OK1fv16HDh3SY489pmeffVYrV65sdu6BAwd0/fXX67bbbtPatWvVpUsX/fKXv9R7772n3Nxc/eMf/9Btt92mH//4x/rkk0+a3UZDQ4OmTJmisLAw7dy5U0899VSTyxk1NTX60Y9+pG7dumnbtm3asWOHunXrph//+MfeAiJJf/vb3/Thhx/q3Xff1YYNG5SXl6fs7GxJ0mOPPabRo0fr17/+tUpLS1VaWqqUlBTvYxctWqTly5drz549Cg8P169+9asL5rR9+3aNHDnyvPdv3bpV48ePV3Z2tk9J/PTTT7Vp0ya9/fbb2rBhg5577jnddNNNOn78uAoLC/XII4/od7/7nXbu3Omzveuuu07bt2+/4JqATqfFn4cMICR27txpJJm8vLxm71+xYoWRZL7++mtjjGl2bvfu3c3zzz9/3n0sW7bMpKWleW8vXrzYXHPNNaaoqMj07NnTPProo977jhw5YhwOh/nyyy99tjF+/HizcOHCZre/efNmExYWZo4dO+Yd27Rpk89a161bZ4YOHWoaGhq8c1wul4mJiTGbN282xng+1r1nz57m9OnT3jlr16413bp1M/X19cYYY8aOHWvmzJnjs/93333XSDJbtmzxjr311ltGkqmtrW12zRUVFUaS2bZtm8/4XXfdZSZPnmzeeOMNExcXZ3JycnzuX7x4sYmNjTWVlZXesQkTJpiBAwd612iMMUOHDjVLly71eexjjz1mBg4c2Ox6gM4qvA27EYAWMP975iQyMvKiH/PnP/9Zq1at0pEjR1RdXa0zZ84oPj7eZ84XX3yh9PR0/fGPf9QDDzzgHf/ggw9kjNGQIUN85rtcLiUkJDS7vw8//FD9+/dXv379vGOjR4/2mVNcXKwjR44oLi7OZ/yf//ynPv30U+/ta665RrGxsT7bqa6u1rFjxzRgwIALHvfVV1/t/e++fftKksrLy9W/f/8mc2trayVJ0dHRTe7btWuX/vrXv+rVV1/Vz372syb3Dxw40Oc4EhMTFRYWpi5duviMlZeX+zwuJiZGNTU1FzwGoLOhoACWGjx4sBwOhw4dOtTs21s/+ugj9e7dW5dccokkz2tQzDmXe85+fcnOnTv1b//2b8rOztaECRPUvXt35ebmavny5T6P6d27t5KTk5Wbm6uZM2d6C0xDQ4PCwsJUXFyssLAwn8d069at2WM4dz2N6zxbQ0OD0tLS9PLLLzeZ27t372a3e6HtNSciIqLJ/IaGhmbnJiQkyOFwqKKiosl9l19+uRISEryXbs4th2fvp3FfzY2du+8TJ05c1LECnQmvQQEslZCQoIyMDD355JPe3+oblZWV6eWXX9aMGTO8Y71791Zpaan39ieffOLzW/l7772nAQMGaNGiRRo5cqRSU1N19OjRJvuNiYnRX//6V0VHR2vChAmqqqqSJI0YMUL19fUqLy/X4MGDfb6SkpKaPYZhw4bpiy++0FdffeUde//9933mfP/739cnn3yiPn36NNlu9+7dvfP+/ve/++Swc+dOdevWzXt2JjIyUvX19efN82JFRkZq2LBhOnToUJP7evXqpXfeeUeffvqpbr/99gu+wNgfBw4c0IgRI4KyLaCjoKAAFluzZo1cLpcmTJigbdu26dixY3r77beVkZGhIUOG6A9/+IN37o033qg1a9bogw8+0J49e3TPPff4/PY+ePBgffHFF8rNzdWnn36qxx9/XHl5ec3ut2vXrnrrrbcUHh6uiRMnqrq6WkOGDNH06dN155136vXXX1dJSYl2796tRx55RBs3bmx2O+np6Ro6dKjuvPNO/f3vf9f27dt9XlQqed5m26tXL02ePFnbt29XSUmJCgsLNWfOHB0/ftw7r66uTjNnztShQ4e0adMmLV68WPfdd5/38snAgQO1a9cuff755/rmm2/Oe4bkYkyYMEE7duxo9r4+ffronXfe0UcffaSf//znOnPmTMD7abR9+3afPwoHgIICWC01NVW7d+/WZZddpqlTp2rAgAGaOHGihgwZovfee8/n0sry5cuVkpKiG264QdOmTdO8efN8XrMxefJkPfDAA7rvvvt07bXXqqio6IJ/iKxbt27atGmTjDH6yU9+otOnT+v555/XnXfeqQcffFBDhw7VpEmTtGvXLp93zJytS5cuysvLk8vl0nXXXae77767ydtsY2NjtW3bNvXv319TpkzR9773Pf3qV79SbW2tz+tjxo8fr9TUVN1www2aOnWqbrnlFjmdTu/98+bNU1hYmIYNG6bevXvriy++8Ddur1//+tfauHGjTp061ez9SUlJeuedd7R//35Nnz69RWdu3n//fZ06dUq33nprwNsAOiKHae4iMQBrLV68WCtWrFB+fn6TF5x2VDNmzNDJkydb5c/jN5o6dapGjBihhQsXhnQ/t912m0aMGKHf/va3Id0P0N5wBgVoZ7Kzs/X4449r165dLbqMgQt79NFHz/vi32BxuVy65pprfN4tBcCDMygArNcWZ1AAtC0KCgAAsA6XeAAAgHUoKAAAwDoUFAAAYB0KCgAAsA4FBQAAWIeCAgAArENBAQAA1qGgAAAA6/x/3lOWWfIonFIAAAAASUVORK5CYII=",
-            "text/plain": [
-              "<Figure size 640x480 with 1 Axes>"
+           ],
+           "sequential": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
+            ]
+           ],
+           "sequentialminus": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
             ]
+           ]
           },
-          "metadata": {},
-          "output_type": "display_data"
-        }
-      ],
-      "source": [
-        "# implement answer here"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "8bb58e3c",
-      "metadata": {},
-      "source": [
-        "You can use the interactive plotting package Plotly. First we will show a histogram of the event depth using the function ``histogram``."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 59,
-      "id": "5f07dc52",
-      "metadata": {
-        "scrolled": false
-      },
-      "outputs": [
-        {
-          "data": {
-            "application/vnd.plotly.v1+json": {
-              "config": {
-                "plotlyServerURL": "https://plot.ly"
-              },
-              "data": [
-                {
-                  "alignmentgroup": "True",
-                  "bingroup": "x",
-                  "hovertemplate": "depth=%{x}<br>count=%{y}<extra></extra>",
-                  "legendgroup": "",
-                  "marker": {
-                    "color": "#636efa",
-                    "pattern": {
-                      "shape": ""
-                    }
-                  },
-                  "name": "",
-                  "nbinsx": 50,
-                  "offsetgroup": "",
-                  "orientation": "v",
-                  "showlegend": false,
-                  "type": "histogram",
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-                    },
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-                      },
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-                        "ticks": ""
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-                      "bgcolor": "#E5ECF6",
-                      "caxis": {
-                        "gridcolor": "white",
-                        "linecolor": "white",
-                        "ticks": ""
-                      }
-                    },
-                    "title": {
-                      "x": 0.05
-                    },
-                    "xaxis": {
-                      "automargin": true,
-                      "gridcolor": "white",
-                      "linecolor": "white",
-                      "ticks": "",
-                      "title": {
-                        "standoff": 15
-                      },
-                      "zerolinecolor": "white",
-                      "zerolinewidth": 2
-                    },
-                    "yaxis": {
-                      "automargin": true,
-                      "gridcolor": "white",
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-                      "title": {
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-                  }
-                },
-                "width": 600,
-                "xaxis": {
-                  "anchor": "y",
-                  "domain": [
-                    0,
-                    1
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-                  "title": {
-                    "text": "depth"
-                  }
-                },
-                "yaxis": {
-                  "anchor": "x",
-                  "domain": [
-                    0,
-                    1
-                  ],
-                  "title": {
-                    "text": "count"
-                  }
-                }
-              }
-            }
+          "colorway": [
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+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
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+           "#19d3f3",
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           },
-          "metadata": {},
-          "output_type": "display_data"
-        }
-      ],
-      "source": [
-        "fig = px.histogram(quake,   #specify what dataframe to use\n",
-        "             x=\"depth\",  #specify the variable for the histogram \n",
-        "             nbins=50,       #number of bins for the histogram \n",
-        "             height=400,     #dimensions of the figure\n",
-        "             width=600);\n",
-        "fig.show()"
-      ]
-    },
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+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
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+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
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+           }
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+          "scene": {
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+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
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+           "yaxis": {
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+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
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+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
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+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 600
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = px.scatter_geo(quake,\n",
+    "                     lat='latitude',lon='longitude', \n",
+    "                     range_color=(6,9),\n",
+    "                     height=600, width=600,\n",
+    "                     size='marker_size', color='magnitude',\n",
+    "                     hover_name=\"description\",\n",
+    "                     hover_data=['description','magnitude','depth']);\n",
+    "fig.update_geos(resolution=110, showcountries=True)\n",
+    "fig.update_geos(resolution=110, showcountries=True,projection_type=\"orthographic\")\n",
+    "fig"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a9e55fb",
+   "metadata": {},
+   "source": [
+    "The lambda function ``lambda x: 'Minor' if x < 4.0 else ('Moderate' if x < 6.5 else 'Severe')`` classifies earthquake magnitudes based on their values."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "69b7c97f",
+   "metadata": {},
+   "source": [
+    "The data was sorted by time. We now want to sort and show the data instead by magnitude. We use the pandas function ``sort`` to create a new DataFrame with sorted values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "7738e4d0",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "60a133d4",
-      "metadata": {},
-      "source": [
-        "### Example 2: Conditional Logic for Earthquake Magnitude \n",
-        "You can use lambda functions to add conditional logic, such as classifying earthquake magnitudes into categories.\n",
-        "\n",
-        "Scenario: You have a column Magnitude containing seismic event magnitudes, and you want to classify events as \"Minor\", \"Moderate\", or \"Severe\"."
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>magnitude</th>\n",
+       "      <th>description</th>\n",
+       "      <th>depth_km</th>\n",
+       "      <th>Category</th>\n",
+       "      <th>marker_size</th>\n",
+       "      <th>magnitude_bin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2010-07-02 06:04:03.570</td>\n",
+       "      <td>-13.6098</td>\n",
+       "      <td>166.6541</td>\n",
+       "      <td>0.03440</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>VANUATU ISLANDS</td>\n",
+       "      <td>34.40</td>\n",
+       "      <td>Moderate</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1112</th>\n",
+       "      <td>2017-08-31 17:06:55.750</td>\n",
+       "      <td>-1.1590</td>\n",
+       "      <td>99.6881</td>\n",
+       "      <td>0.04314</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>SOUTHERN SUMATRA</td>\n",
+       "      <td>43.14</td>\n",
+       "      <td>Moderate</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1111</th>\n",
+       "      <td>2017-08-27 04:17:51.010</td>\n",
+       "      <td>-1.4513</td>\n",
+       "      <td>148.0803</td>\n",
+       "      <td>0.00800</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>ADMIRALTY ISLANDS REGION</td>\n",
+       "      <td>8.00</td>\n",
+       "      <td>Moderate</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1110</th>\n",
+       "      <td>2017-08-19 02:00:52.550</td>\n",
+       "      <td>-17.9609</td>\n",
+       "      <td>-178.8406</td>\n",
+       "      <td>0.54400</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>FIJI ISLANDS REGION</td>\n",
+       "      <td>544.00</td>\n",
+       "      <td>Moderate</td>\n",
+       "      <td>601.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1108</th>\n",
+       "      <td>2017-08-13 03:08:10.560</td>\n",
+       "      <td>-3.7682</td>\n",
+       "      <td>101.6228</td>\n",
+       "      <td>0.03100</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>SOUTHERN SUMATRA</td>\n",
+       "      <td>31.00</td>\n",
+       "      <td>Moderate</td>\n",
+       "      <td>601.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         time  latitude  longitude    depth  magnitude  \\\n",
+       "0     2010-07-02 06:04:03.570  -13.6098   166.6541  0.03440        6.3   \n",
+       "1112  2017-08-31 17:06:55.750   -1.1590    99.6881  0.04314        6.3   \n",
+       "1111  2017-08-27 04:17:51.010   -1.4513   148.0803  0.00800        6.3   \n",
+       "1110  2017-08-19 02:00:52.550  -17.9609  -178.8406  0.54400        6.4   \n",
+       "1108  2017-08-13 03:08:10.560   -3.7682   101.6228  0.03100        6.4   \n",
+       "\n",
+       "                   description  depth_km  Category  marker_size  magnitude_bin  \n",
+       "0              VANUATU ISLANDS     34.40  Moderate        544.0            6.0  \n",
+       "1112          SOUTHERN SUMATRA     43.14  Moderate        544.0            6.0  \n",
+       "1111  ADMIRALTY ISLANDS REGION      8.00  Moderate        544.0            6.0  \n",
+       "1110       FIJI ISLANDS REGION    544.00  Moderate        601.0            6.0  \n",
+       "1108          SOUTHERN SUMATRA     31.00  Moderate        601.0            6.0  "
       ]
-    },
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "quakes2plot=quake.sort_values(by='magnitude_bin')\n",
+    "quakes2plot.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dcf7472d",
+   "metadata": {},
+   "source": [
+    "Now we will plot again using Plotly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "c21ce4ea",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 60,
-      "id": "7f7520de",
-      "metadata": {},
-      "outputs": [
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
         {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
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-              "\n",
-              "    .dataframe tbody tr th {\n",
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-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
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-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>time</th>\n",
-              "      <th>latitude</th>\n",
-              "      <th>longitude</th>\n",
-              "      <th>depth</th>\n",
-              "      <th>magnitude</th>\n",
-              "      <th>description</th>\n",
-              "      <th>depth_km</th>\n",
-              "      <th>Category</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>2010-07-02 06:04:03.570</td>\n",
-              "      <td>-13.6098</td>\n",
-              "      <td>166.6541</td>\n",
-              "      <td>0.0344</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>VANUATU ISLANDS</td>\n",
-              "      <td>34.4</td>\n",
-              "      <td>Moderate</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>2010-07-04 21:55:52.370</td>\n",
-              "      <td>39.6611</td>\n",
-              "      <td>142.5792</td>\n",
-              "      <td>0.0301</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>NEAR EAST COAST OF HONSHU</td>\n",
-              "      <td>30.1</td>\n",
-              "      <td>Moderate</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>2010-07-10 11:43:33.000</td>\n",
-              "      <td>11.1664</td>\n",
-              "      <td>146.0823</td>\n",
-              "      <td>0.0169</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>SOUTH OF MARIANA ISLANDS</td>\n",
-              "      <td>16.9</td>\n",
-              "      <td>Moderate</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>2010-07-12 00:11:20.060</td>\n",
-              "      <td>-22.2789</td>\n",
-              "      <td>-68.3159</td>\n",
-              "      <td>0.1094</td>\n",
-              "      <td>6.2</td>\n",
-              "      <td>NORTHERN CHILE</td>\n",
-              "      <td>109.4</td>\n",
-              "      <td>Moderate</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>2010-07-14 08:32:21.850</td>\n",
-              "      <td>-38.0635</td>\n",
-              "      <td>-73.4649</td>\n",
-              "      <td>0.0257</td>\n",
-              "      <td>6.6</td>\n",
-              "      <td>NEAR COAST OF CENTRAL CHILE</td>\n",
-              "      <td>25.7</td>\n",
-              "      <td>Severe</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
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+           "SOUTHEAST OF RYUKYU ISLANDS",
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+           "CENTRAL MID-ATLANTIC RIDGE",
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+           "OFF COAST OF CENTRAL CHILE",
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+           "NEAR COAST OF NORTHERN CHILE",
+           6.8,
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+           "SOLOMON ISLANDS",
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+           "SOLOMON ISLANDS",
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+           "SOUTHERN SUMATRA",
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+           "NEAR COAST OF NICARAGUA",
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+           "CELEBES SEA",
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+           "SOUTHERN SUMATRA",
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+           "JAVA SEA",
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+           "VANUATU ISLANDS",
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+           "CELEBES SEA",
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+           "LOYALTY ISLANDS",
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+           0.0691
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+           6.5,
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+           "SOUTH OF KERMADEC ISLANDS",
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+           "WESTERN IDAHO",
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+           "BONIN ISLANDS",
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+           "SOUTH OF FIJI ISLANDS",
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+           "SOUTH SANDWICH ISLANDS REGION",
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+           "NORTHERN SUMATRA",
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+           "FIJI ISLANDS REGION",
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+           "SOUTH SANDWICH ISLANDS REGION",
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+           "VANCOUVER ISLAND",
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+           "SOUTHERN EAST PACIFIC RISE",
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+           "MYANMAR",
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+           "OFF W COAST OF NORTHERN SUMATRA",
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+           "MINDANAO",
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+           "NEAR EAST COAST OF HONSHU",
+           6.7,
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+           "SIKKIM",
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+           "KERMADEC ISLANDS REGION",
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+           "MAURITIUS - REUNION REGION",
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+           "ANDREANOF ISLANDS",
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+           "PRIMOR'YE",
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+          [
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+          [
+           "NEAR EAST COAST OF HONSHU",
+           9.1,
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+         "hovertemplate": "<b>%{hovertext}</b><br><br>marker_size=%{marker.size}<br>latitude=%{lat}<br>longitude=%{lon}<br>description=%{customdata[0]}<br>magnitude=%{marker.color}<br>depth=%{customdata[2]}<extra></extra>",
+         "hovertext": [
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+          "SOUTHERN SUMATRA",
+          "ADMIRALTY ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "SOUTHERN SUMATRA",
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+          "NORTHERN XINJIANG",
+          "NORTH ATLANTIC OCEAN",
+          "SOUTHEAST OF RYUKYU ISLANDS",
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+          "KERMADEC ISLANDS",
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+          "KERMADEC ISLANDS",
+          "NEAR COAST OF PERU",
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+          "AUCKLAND ISLANDS",
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+          "SAMOA ISLANDS REGION",
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+          "ASCENSION ISLAND REGION",
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+          "TONGA ISLANDS",
+          "OFF EAST COAST OF HONSHU",
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+          "OFF EAST COAST OF HONSHU",
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+          "OFF COAST OF CENTRAL AMERICA",
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+          "NEW BRITAIN REGION",
+          "SOLOMON ISLANDS",
+          "JUJUY PROVINCE",
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+          "QUEEN ELIZABETH ISLANDS",
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+          "NORTHERN ALASKA",
+          "SUMBAWA REGION",
+          "OFF COAST OF OREGON",
+          "KURIL ISLANDS",
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+          "PACIFIC-ANTARCTIC RIDGE",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "BANDA SEA",
+          "IRAN-IRAQ BORDER REGION",
+          "CARIBBEAN SEA",
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+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "NORTH ATLANTIC OCEAN",
+          "TONGA ISLANDS",
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+          "NORTHERN CHILE",
+          "NORTH ISLAND",
+          "DRAKE PASSAGE",
+          "OFF COAST OF CENTRAL AMERICA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "NEW BRITAIN REGION",
+          "FLORES SEA",
+          "NEW BRITAIN REGION",
+          "SANTA CRUZ ISLANDS",
+          "EASTERN GULF OF ADEN",
+          "CERAM SEA",
+          "NEW GUINEA",
+          "SOUTH OF MARIANA ISLANDS",
+          "TAIWAN",
+          "TAIWAN",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "FIJI ISLANDS REGION",
+          "HINDU KUSH REGION",
+          "NEAR N COAST OF NEW GUINEA",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "HOKKAIDO",
+          "JAVA",
+          "NORTHERN CHILE",
+          "GULF OF CALIFORNIA",
+          "MYANMAR",
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+          "NORTHERN AND CENTRAL IRAN",
+          "W. CAROLINE ISLANDS",
+          "W. CAROLINE ISLANDS",
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+          "EASTERN GULF OF ADEN",
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+          "KERMADEC ISLANDS",
+          "NEAR EAST COAST OF KAMCHATKA",
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+          "NEAR COAST OF CENTRAL CHILE",
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+          "SOUTHERN XINJIANG",
+          "SOUTHEAST OF HONSHU",
+          "TONGA ISLANDS",
+          "SOUTHERN MID-ATLANTIC RIDGE",
+          "TONGA ISLANDS",
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+          "NEPAL",
+          "MOROCCO",
+          "NEW BRITAIN REGION",
+          "FIJI ISLANDS REGION",
+          "TONGA ISLANDS",
+          "LEYTE",
+          "EAST OF KURIL ISLANDS",
+          "SOUTHERN ALASKA",
+          "OFF COAST OF CENTRAL CHILE",
+          "OFF COAST OF CENTRAL CHILE",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "OFF COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEW BRITAIN REGION",
+          "NORTHERN MOLUCCA SEA",
+          "NORTHERN MOLUCCA SEA",
+          "FOX ISLANDS",
+          "SOUTH OF KERMADEC ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTHEAST OF HONSHU",
+          "KERMADEC ISLANDS REGION",
+          "SOLOMON ISLANDS",
+          "MID-INDIAN RIDGE",
+          "SOUTH OF FIJI ISLANDS",
+          "NEPAL",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "SOUTH ISLAND",
+          "SANTA CRUZ ISLANDS",
+          "MENDOZA PROVINCE",
+          "ADMIRALTY ISLANDS REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "FIJI ISLANDS REGION",
+          "SOUTHEAST OF EASTER ISLAND",
+          "FIJI ISLANDS REGION",
+          "MINDANAO",
+          "SOUTH OF PANAMA",
+          "SOUTH OF PANAMA",
+          "NORTHERN MOLUCCA SEA",
+          "NEAR EAST COAST OF HONSHU",
+          "PHILIPPINE ISLANDS REGION",
+          "TAIWAN REGION",
+          "NEAR COAST OF GUATEMALA",
+          "BANDA SEA",
+          "SOUTH OF PANAMA",
+          "EASTERN HONSHU",
+          "SICHUAN",
+          "PRINCE EDWARD ISLANDS REGION",
+          "TAIWAN REGION",
+          "OFF COAST OF CENTRAL CHILE",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "TAIWAN REGION",
+          "TAIWAN REGION",
+          "CRETE",
+          "TONGA ISLANDS",
+          "NEW BRITAIN REGION",
+          "SAMOA ISLANDS REGION",
+          "SAMOA ISLANDS REGION",
+          "SAMOA ISLANDS REGION",
+          "NORTHERN CHILE",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NORTHERN MOLUCCA SEA",
+          "MINAHASSA PENINSULA",
+          "NORTHERN COLOMBIA",
+          "MID-INDIAN RIDGE",
+          "SOUTHERN SUMATRA",
+          "OFF COAST OF JALISCO",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SANTA CRUZ ISLANDS REGION",
+          "NEAR NORTH COAST OF IRIAN JAYA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "LOYALTY ISLANDS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "SOLOMON ISLANDS",
+          "NICARAGUA",
+          "SOUTH OF SUMBAWA",
+          "NORTHERN MOLUCCA SEA",
+          "OFF COAST OF JALISCO",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "KERMADEC ISLANDS",
+          "TAIWAN REGION",
+          "FIJI ISLANDS REGION",
+          "NORTHERN TERRITORY",
+          "NEAR COAST OF CHIAPAS",
+          "NEAR COAST OF CHIAPAS",
+          "NEAR COAST OF ECUADOR",
+          "NEAR COAST OF ECUADOR",
+          "NEAR COAST OF ECUADOR",
+          "BANDA SEA",
+          "NEW IRELAND REGION",
+          "TAJIKISTAN-XINJIANG BORDER REG.",
+          "VANUATU ISLANDS",
+          "NORTHERN COLOMBIA",
+          "NORTHERN PERU",
+          "MACQUARIE ISLAND REGION",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "OFF E. COAST OF N. ISLAND",
+          "CENTRAL ITALY",
+          "FLORES SEA",
+          "SOUTH GEORGIA ISLAND REGION",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SOUTH OF FIJI ISLANDS",
+          "VOLCANO ISLANDS",
+          "JUJUY PROVINCE",
+          "ADMIRALTY ISLANDS REGION",
+          "NEAR COAST OF NORTHERN CHILE",
+          "VANUATU ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "NEAR COAST OF ECUADOR",
+          "TONGA ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF COAST OF CHIAPAS",
+          "VANUATU ISLANDS",
+          "KYUSHU",
+          "AFGHANISTAN-TAJIKISTAN BORD REG.",
+          "SOUTHERN EAST PACIFIC RISE",
+          "BORNEO",
+          "VANUATU ISLANDS",
+          "FIJI ISLANDS REGION",
+          "NEAR COAST OF NORTHERN CHILE",
+          "MARIANA ISLANDS",
+          "SOUTHEASTERN AFGHANISTAN",
+          "OFF COAST OF CENTRAL CHILE",
+          "PRINCE EDWARD ISLANDS REGION",
+          "PRINCE EDWARD ISLANDS REGION",
+          "BOUVET ISLAND REGION",
+          "TONGA ISLANDS",
+          "EAST OF KURIL ISLANDS",
+          "EAST OF KURIL ISLANDS",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "JUJUY PROVINCE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "SOUTHERN BOLIVIA",
+          "KYUSHU",
+          "MINDANAO",
+          "JAVA",
+          "ALASKA PENINSULA",
+          "NEAR N COAST OF NEW GUINEA",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "LEEWARD ISLANDS",
+          "ANDREANOF ISLANDS",
+          "ANDREANOF ISLANDS",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "HALMAHERA",
+          "SOUTHERN EAST PACIFIC RISE",
+          "SUMBA REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SOLOMON ISLANDS",
+          "TAIWAN",
+          "KERMADEC ISLANDS REGION",
+          "BALLENY ISLANDS REGION",
+          "STRAIT OF GIBRALTAR",
+          "HOKKAIDO",
+          "FIJI ISLANDS REGION",
+          "SOUTHEAST OF EASTER ISLAND",
+          "TONGA ISLANDS",
+          "NEAR N COAST OF NEW GUINEA",
+          "CELEBES SEA",
+          "JAVA",
+          "KERMADEC ISLANDS REGION",
+          "OFF E. COAST OF N. ISLAND",
+          "FIJI ISLANDS REGION",
+          "WEST OF MACQUARIE ISLAND",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "NORTHERN ALGERIA",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "OFF E. COAST OF N. ISLAND",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "NEAR N COAST OF NEW GUINEA",
+          "NORTHEASTERN INDIA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NICOBAR ISLANDS",
+          "PERU-ECUADOR BORDER REGION",
+          "MINAHASSA PENINSULA",
+          "KERMADEC ISLANDS REGION",
+          "BISMARCK SEA",
+          "SOUTH OF PANAMA",
+          "CALIFORNIA-NEVADA BORDER REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "FIJI ISLANDS REGION",
+          "NORTHERN MOLUCCA SEA",
+          "CENTRAL ALASKA",
+          "YUNNAN",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTH OF PANAMA",
+          "NEAR COAST OF GUATEMALA",
+          "FIJI ISLANDS REGION",
+          "WEST OF MACQUARIE ISLAND",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "GREECE",
+          "W. CAROLINE ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "MINDANAO",
+          "CHILE-BOLIVIA BORDER REGION",
+          "TAIWAN REGION",
+          "NORTHERN CHILE",
+          "BALLENY ISLANDS REGION",
+          "FOX ISLANDS",
+          "CHILE-ARGENTINA BORDER REGION",
+          "PRIMOR'YE",
+          "OFF COAST OF CENTRAL CHILE",
+          "MINDANAO",
+          "FIJI ISLANDS REGION",
+          "TONGA ISLANDS",
+          "SOUTH SHETLAND ISLANDS",
+          "OFF COAST OF SOUTHERN CHILE",
+          "SOUTH OF FIJI ISLANDS",
+          "EASTERN NEW GUINEA REG.",
+          "FIJI ISLANDS REGION",
+          "MINDORO",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NORTHWESTERN BALKAN REGION",
+          "KERMADEC ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHWEST OF SUMATRA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "BISMARCK SEA",
+          "MINDANAO",
+          "SAN JUAN PROVINCE",
+          "SULAWESI",
+          "VANUATU ISLANDS",
+          "SALTA PROVINCE",
+          "VANUATU ISLANDS",
+          "KERMADEC ISLANDS",
+          "MINAHASSA PENINSULA",
+          "ANDREANOF ISLANDS",
+          "NEW BRITAIN REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "KURIL ISLANDS",
+          "LUZON",
+          "FIJI ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NORTHERN SUMATRA",
+          "JUJUY PROVINCE",
+          "BALLENY ISLANDS REGION",
+          "GUATEMALA",
+          "SOUTH OF MARIANA ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "BANDA SEA",
+          "SOUTH OF PANAMA",
+          "FIJI ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "FOX ISLANDS",
+          "TALAUD ISLANDS",
+          "SHIKOKU",
+          "SOLOMON ISLANDS",
+          "SOUTHEAST INDIAN RIDGE",
+          "SOUTH OF FIJI ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "RAT ISLANDS",
+          "WEST OF MACQUARIE ISLAND",
+          "TONGA ISLANDS",
+          "TIMOR REGION",
+          "SOUTHERN EAST PACIFIC RISE",
+          "OFF EAST COAST OF HONSHU",
+          "SOUTH OF FIJI ISLANDS",
+          "LUZON",
+          "BISMARCK SEA",
+          "TAIWAN REGION",
+          "PHILIPPINE ISLANDS REGION",
+          "BISMARCK SEA",
+          "MINDANAO",
+          "MINDANAO",
+          "VANUATU ISLANDS",
+          "NEW BRITAIN REGION",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "SOUTH OF KERMADEC ISLANDS",
+          "NEAR COAST OF NICARAGUA",
+          "BANDA SEA",
+          "SOUTHERN MOLUCCA SEA",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TAIWAN",
+          "SOUTH OF FIJI ISLANDS",
+          "VANUATU ISLANDS",
+          "SOLOMON ISLANDS",
+          "CRETE",
+          "HAWAII",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "MID-INDIAN RIDGE",
+          "SEA OF JAPAN",
+          "CRETE",
+          "ANDREANOF ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "KURIL ISLANDS",
+          "CHILE-ARGENTINA BORDER REGION",
+          "FIJI ISLANDS REGION",
+          "KERMADEC ISLANDS",
+          "NEAR COAST OF NICARAGUA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "IRIAN JAYA REGION",
+          "SOUTHERN IRAN",
+          "TAIWAN REGION",
+          "VANUATU ISLANDS",
+          "FIJI ISLANDS REGION",
+          "OFF COAST OF JALISCO",
+          "NEAR COAST OF NORTHERN CALIF.",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "FIJI ISLANDS",
+          "PRINCE EDWARD ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "RYUKYU ISLANDS",
+          "NORTH OF HALMAHERA",
+          "EASTER ISLAND REGION",
+          "NEW IRELAND REGION",
+          "NEW IRELAND REGION",
+          "SOUTHEAST OF HONSHU",
+          "MYANMAR-INDIA BORDER REGION",
+          "SANTA CRUZ ISLANDS",
+          "NEW IRELAND REGION",
+          "SOUTH INDIAN OCEAN",
+          "SOUTHERN IRAN",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS",
+          "FIJI ISLANDS",
+          "CENTRAL CALIFORNIA",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "MARIANA ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "PANAMA-COSTA RICA BORDER REGION",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "SOLOMON ISLANDS",
+          "IRIAN JAYA",
+          "IRIAN JAYA",
+          "KERMADEC ISLANDS",
+          "NEAR WEST COAST OF HONSHU",
+          "KERMADEC ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "TONGA ISLANDS",
+          "OFF COAST OF CENTRAL CHILE",
+          "SOUTHEAST OF HONSHU",
+          "KERMADEC ISLANDS",
+          "NORTHWEST OF RYUKYU ISLANDS",
+          "NEW BRITAIN REGION",
+          "BALLENY ISLANDS REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NORTH OF ASCENSION ISLAND",
+          "VANUATU ISLANDS",
+          "MINDANAO",
+          "MINDANAO",
+          "KERMADEC ISLANDS",
+          "CENTRAL CHILE",
+          "SOUTHWEST INDIAN RIDGE",
+          "MONA PASSAGE",
+          "JAVA",
+          "OFF COAST OF OREGON",
+          "VANUATU ISLANDS",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "SANTA CRUZ ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTHERN EAST PACIFIC RISE",
+          "NEAR S. COAST OF HONSHU",
+          "PHILIPPINE ISLANDS REGION",
+          "TONGA ISLANDS",
+          "MINDANAO",
+          "FIJI ISLANDS REGION",
+          "ANDREANOF ISLANDS",
+          "CENTRAL BOLIVIA",
+          "D'ENTRECASTEAUX ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "PHILIPPINE ISLANDS REGION",
+          "SOUTH OF KERMADEC ISLANDS",
+          "NEW IRELAND REGION",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "MARIANA ISLANDS",
+          "SOUTHERN SUMATRA",
+          "SOUTHERN SUMATRA",
+          "FIJI ISLANDS REGION",
+          "SOLOMON ISLANDS",
+          "SUMBA REGION",
+          "SUMBA REGION",
+          "VANUATU ISLANDS",
+          "BISMARCK SEA",
+          "KYUSHU",
+          "ALASKA PENINSULA",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "VANUATU ISLANDS",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "COLOMBIA",
+          "EAST OF KURIL ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "PANAMA-COSTA RICA BORDER REGION",
+          "KYUSHU",
+          "SOLOMON ISLANDS",
+          "CARLSBERG RIDGE",
+          "SOUTH OF FIJI ISLANDS",
+          "SAMAR",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "LUZON",
+          "TAIWAN",
+          "OFF EAST COAST OF HONSHU",
+          "BANDA SEA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "RAT ISLANDS",
+          "MAURITIUS - REUNION REGION",
+          "NEAR COAST OF ECUADOR",
+          "NEW BRITAIN REGION",
+          "NORTHERN MOLUCCA SEA",
+          "SOUTH OF AFRICA",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS",
+          "SAMOA ISLANDS REGION",
+          "ANDAMAN ISLANDS",
+          "W. CAROLINE ISLANDS",
+          "XIZANG",
+          "MINAHASSA PENINSULA",
+          "ICELAND REGION",
+          "MARIANA ISLANDS",
+          "SOUTHERN MID-ATLANTIC RIDGE",
+          "FIJI ISLANDS REGION",
+          "HALMAHERA",
+          "SOUTHERN PERU",
+          "VANUATU ISLANDS",
+          "OFF COAST OF CENTRAL MEXICO",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "NORTH OF HONDURAS",
+          "KERMADEC ISLANDS REGION",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTH OF ALASKA",
+          "XIZANG",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "KAMCHATKA PENINSULA",
+          "NEAR EAST COAST OF HONSHU",
+          "NORTHERN CHILE",
+          "VANUATU ISLANDS",
+          "MINDANAO",
+          "VANUATU ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "CHAGOS ARCHIPELAGO REGION",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "COSTA RICA",
+          "ASCENSION ISLAND REGION",
+          "TANZANIA",
+          "PRINCE EDWARD ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "BISMARCK SEA",
+          "MINDANAO",
+          "ALASKA PENINSULA",
+          "MID-INDIAN RIDGE",
+          "NORTHERN MOLUCCA SEA",
+          "MINDANAO",
+          "CENTRAL EAST PACIFIC RISE",
+          "VANCOUVER ISLAND",
+          "COLOMBIA",
+          "SANTIAGO DEL ESTERO PROV.",
+          "VANCOUVER ISLAND",
+          "VANCOUVER ISLAND",
+          "HINDU KUSH REGION",
+          "VANUATU ISLANDS",
+          "TONGA ISLANDS",
+          "VANUATU ISLANDS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "ANDREANOF ISLANDS",
+          "CRETE",
+          "ALBANIA",
+          "ANDREANOF ISLANDS",
+          "IRIAN JAYA REGION",
+          "LAOS",
+          "SEA OF OKHOTSK",
+          "OFF COAST OF CHIAPAS",
+          "NORTHERN MOLUCCA SEA",
+          "SOUTHERN EAST PACIFIC RISE",
+          "VANUATU ISLANDS",
+          "NORTHERN SUMATRA",
+          "NEW BRITAIN REGION",
+          "SOUTH OF BALI",
+          "VANUATU ISLANDS",
+          "SAMOA ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "TURKEY-IRAN BORDER REGION",
+          "NEW BRITAIN REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "MINDANAO",
+          "JAVA",
+          "SOLOMON ISLANDS",
+          "NORTH OF HONDURAS",
+          "SOLOMON ISLANDS",
+          "ANDREANOF ISLANDS",
+          "ANDREANOF ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "MINAHASSA PENINSULA",
+          "SOUTHERN XINJIANG",
+          "NEAR NORTH COAST OF IRIAN JAYA",
+          "EASTERN SIBERIA",
+          "PUERTO RICO REGION",
+          "MID-INDIAN RIDGE",
+          "BANDA SEA",
+          "PHILIPPINE ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "EAST OF KURIL ISLANDS",
+          "VANUATU ISLANDS REGION",
+          "GUATEMALA",
+          "TAIWAN",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SOUTH OF PANAMA",
+          "E. RUSSIA-N.E. CHINA BORDER REG.",
+          "SULAWESI",
+          "SOUTHERN IRAN",
+          "VANUATU ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "EAST OF KURIL ISLANDS",
+          "BANDA SEA",
+          "KURIL ISLANDS",
+          "TONGA ISLANDS",
+          "FIJI ISLANDS REGION",
+          "OFF EAST COAST OF KAMCHATKA",
+          "OFF EAST COAST OF KAMCHATKA",
+          "OFF COAST OF SOUTHERN CHILE",
+          "NEAR EAST COAST OF HONSHU",
+          "COSTA RICA",
+          "KYUSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTHERN IRAN",
+          "KERMADEC ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "MICHOACAN",
+          "SOUTHEAST OF HONSHU",
+          "TONGA ISLANDS",
+          "CRETE",
+          "NEAR EAST COAST OF HONSHU",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "MINAHASSA PENINSULA",
+          "TAJIKISTAN",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "NORTHERN SUMATRA",
+          "LAKE ISSYK-KUL REGION",
+          "ALASKA PENINSULA",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "OFF COAST OF CENTRAL CHILE",
+          "SANTA CRUZ ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "SANTA CRUZ ISLANDS REGION",
+          "SANTA CRUZ ISLANDS",
+          "KURIL ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "OFF EAST COAST OF HONSHU",
+          "SANTIAGO DEL ESTERO PROV.",
+          "MINDANAO",
+          "WEST OF MACQUARIE ISLAND",
+          "HINDU KUSH REGION",
+          "SOUTH ISLAND",
+          "NORTHERN MOLUCCA SEA",
+          "NEW BRITAIN REGION",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "IRIAN JAYA REGION",
+          "SANTA CRUZ ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "FIJI ISLANDS REGION",
+          "TAIWAN",
+          "NEAR EAST COAST OF HONSHU",
+          "EASTERN HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEGROS",
+          "SOUTHWEST INDIAN RIDGE",
+          "NEAR COAST OF GUERRERO",
+          "KERMADEC ISLANDS REGION",
+          "ANDREANOF ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "FLORES SEA",
+          "ANDREANOF ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR COAST OF NORTHERN PERU",
+          "CENTRAL EAST PACIFIC RISE",
+          "NEAR EAST COAST OF HONSHU",
+          "PHILIPPINE ISLANDS REGION",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "NEAR EAST COAST OF HONSHU",
+          "ANDREANOF ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR COAST OF CHIAPAS",
+          "KERMADEC ISLANDS REGION",
+          "NEAR WEST COAST OF HONSHU",
+          "BANDA SEA",
+          "SOUTHERN SUMATRA",
+          "SOLOMON ISLANDS",
+          "NORTHERN SUMATRA",
+          "NEAR EAST COAST OF HONSHU",
+          "CRETE",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR COAST OF NICARAGUA",
+          "SOUTH OF KERMADEC ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "FIJI ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SANTA CRUZ ISLANDS",
+          "CRETE",
+          "SOLOMON ISLANDS",
+          "PHILIPPINE ISLANDS REGION",
+          "VANUATU ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "TONGA ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "VANUATU ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTH OF FIJI ISLANDS",
+          "GANSU",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "EASTERN HONSHU",
+          "SOUTHERN PERU",
+          "OFF EAST COAST OF HONSHU",
+          "PRINCE EDWARD ISLANDS REGION",
+          "NEW IRELAND REGION",
+          "NEAR ISLANDS",
+          "OFF W. COAST OF BAJA CALIFORNIA",
+          "NORTHERN ITALY",
+          "NEAR COAST OF NORTHERN CHILE",
+          "LUZON",
+          "OFF EAST COAST OF HONSHU",
+          "HOKKAIDO",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "GREENLAND SEA",
+          "BONIN ISLANDS",
+          "NEW IRELAND REGION",
+          "SALTA PROVINCE",
+          "HOKKAIDO",
+          "SOUTH OF PANAMA",
+          "SOUTH OF PANAMA",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "CHILE-ARGENTINA BORDER REGION",
+          "SOUTHERN PERU",
+          "KURIL ISLANDS",
+          "NICARAGUA",
+          "VANUATU ISLANDS",
+          "COOK STRAIT",
+          "NORTHERN XINJIANG",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "OFF COAST OF SOUTHERN CHILE",
+          "NORTHERN SUMATRA",
+          "NEAR ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "LUZON",
+          "SOUTHERN MOLUCCA SEA",
+          "DODECANESE ISLANDS",
+          "OFF COAST OF ECUADOR",
+          "SOUTHERN EAST PACIFIC RISE",
+          "PERU-BOLIVIA BORDER REGION",
+          "NEAR COAST OF CHIAPAS",
+          "KERMADEC ISLANDS REGION",
+          "IRIAN JAYA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CHIAPAS",
+          "SOUTH OF FIJI ISLANDS",
+          "NEAR COAST OF PERU",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "SOLOMON ISLANDS",
+          "FIJI ISLANDS REGION",
+          "SANTIAGO DEL ESTERO PROV.",
+          "KURIL ISLANDS",
+          "SOUTH SHETLAND ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "IRIAN JAYA REGION",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "VANUATU ISLANDS",
+          "DRAKE PASSAGE",
+          "NORTHERN EAST PACIFIC RISE",
+          "MINAHASSA PENINSULA",
+          "BAJA CALIFORNIA",
+          "OFF COAST OF OREGON",
+          "NORTH INDIAN OCEAN",
+          "NEW IRELAND REGION",
+          "NEAR COAST OF GUERRERO",
+          "SANTA CRUZ ISLANDS",
+          "TONGA ISLANDS",
+          "SOUTHERN EAST PACIFIC RISE",
+          "NORTHERN SUMATRA",
+          "REVILLA GIGEDO ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "OFF EAST COAST OF HONSHU",
+          "CERAM SEA",
+          "CELEBES SEA",
+          "ASCENSION ISLAND REGION",
+          "VANUATU ISLANDS",
+          "COSTA RICA",
+          "KURIL ISLANDS",
+          "NEAR S. COAST OF HONSHU",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "QUEEN CHARLOTTE ISLANDS REGION",
+          "MINDANAO",
+          "VANCOUVER ISLAND",
+          "CENTRAL PERU",
+          "VANUATU ISLANDS REGION",
+          "NEAR COAST OF CHIAPAS",
+          "GULF OF ALASKA",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NORTHERN MOLUCCA SEA",
+          "NEW IRELAND REGION",
+          "GULF OF CALIFORNIA",
+          "NORTH ISLAND",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR N COAST OF NEW GUINEA",
+          "NEW BRITAIN REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "GUERRERO",
+          "NEAR COAST OF CENTRAL CHILE",
+          "OFF COAST OF SOUTHERN CHILE",
+          "VANUATU ISLANDS",
+          "BANDA SEA",
+          "SUNDA STRAIT",
+          "VANUATU ISLANDS",
+          "BALLENY ISLANDS REGION",
+          "NEAR N COAST OF NEW GUINEA",
+          "SULAWESI",
+          "SOUTH OF BALI",
+          "SOUTHEASTERN SIBERIA",
+          "NEW BRITAIN REGION",
+          "SOUTH OF KERMADEC ISLANDS",
+          "HOKKAIDO",
+          "ARMENIA-AZERBAIJAN-IRAN BORD REG",
+          "TURKEY",
+          "FOX ISLANDS",
+          "FIJI ISLANDS REGION",
+          "NEW IRELAND REGION",
+          "PERU-BRAZIL BORDER REGION",
+          "XIZANG",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "TONGA ISLANDS",
+          "SOUTH OF JAVA",
+          "GULF OF CALIFORNIA",
+          "OFF EAST COAST OF HONSHU",
+          "SANTA CRUZ ISLANDS",
+          "BAJA CALIFORNIA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TONGA ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "SOUTHERN SUMATRA",
+          "AUCKLAND ISLANDS",
+          "IRIAN JAYA REGION",
+          "NEAR ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "EAST OF NORTH ISLAND",
+          "NEAR EAST COAST OF HONSHU",
+          "KURIL ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "SOUTHERN EAST PACIFIC RISE",
+          "TONGA ISLANDS",
+          "IRIAN JAYA REGION",
+          "E. CAROLINE ISLANDS",
+          "E. CAROLINE ISLANDS",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "NEGROS",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "BAY OF BENGAL",
+          "SOUTHERN SUMATRA",
+          "OFF COAST OF JALISCO",
+          "VANUATU ISLANDS",
+          "HALMAHERA",
+          "GUERRERO",
+          "ANDREANOF ISLANDS",
+          "SOUTHWESTERN RYUKYU ISL.",
+          "IRIAN JAYA REGION",
+          "ARU ISLANDS REGION",
+          "RAT ISLANDS",
+          "RAT ISLANDS",
+          "HINDU KUSH REGION",
+          "RAT ISLANDS",
+          "RAT ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "VOLCANO ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TONGA ISLANDS",
+          "ANDREANOF ISLANDS",
+          "TONGA ISLANDS",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "NEW BRITAIN REGION",
+          "JAN MAYEN ISLAND REGION",
+          "SOUTHERN IRAN",
+          "NORTHERN SUMATRA",
+          "TAJIKISTAN",
+          "SOLOMON ISLANDS",
+          "NORTHERN SUMATRA",
+          "SOUTHERN SUMATRA",
+          "LOYALTY ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "VANUATU ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "BALLENY ISLANDS REGION",
+          "SANTA CRUZ ISLANDS REGION",
+          "NEAR ISLANDS",
+          "BONIN ISLANDS",
+          "SOLOMON ISLANDS",
+          "BANDA SEA",
+          "OFF EAST COAST OF HONSHU",
+          "SOLOMON ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TONGA ISLANDS",
+          "FIJI ISLANDS REGION",
+          "SOUTH OF FIJI ISLANDS",
+          "NEAR S. COAST OF HONSHU",
+          "THAILAND",
+          "WEST CHILE RISE",
+          "SOLOMON ISLANDS",
+          "FIJI ISLANDS REGION",
+          "BONIN ISLANDS",
+          "BALLENY ISLANDS REGION",
+          "TONGA ISLANDS",
+          "HOKKAIDO",
+          "HOKKAIDO",
+          "IRAN-IRAQ BORDER REGION",
+          "IRAN-IRAQ BORDER REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "ANDREANOF ISLANDS",
+          "NORTHERN CALIFORNIA",
+          "NORTHERN MOLUCCA SEA",
+          "OFF EAST COAST OF KAMCHATKA",
+          "EASTER ISLAND REGION",
+          "TONGA ISLANDS",
+          "EASTER ISLAND REGION",
+          "OFF COAST OF JALISCO",
+          "SOUTHERN MOLUCCA SEA",
+          "NORTH OF HALMAHERA",
+          "JUJUY PROVINCE",
+          "SOLOMON ISLANDS",
+          "SOUTHERN ALASKA",
+          "NEW BRITAIN REGION",
+          "YUNNAN",
+          "GULF OF CALIFORNIA",
+          "NEW BRITAIN REGION",
+          "FOX ISLANDS",
+          "HOKKAIDO",
+          "TONGA ISLANDS",
+          "EASTER ISLAND REGION",
+          "NORTHERN CHILE",
+          "SOUTH OF MARIANA ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "BANDA SEA",
+          "TONGA ISLANDS",
+          "BANDA SEA",
+          "XIZANG",
+          "BALLENY ISLANDS REGION",
+          "KERMADEC ISLANDS REGION",
+          "OFF COAST OF JALISCO",
+          "KERMADEC ISLANDS REGION",
+          "NORTHERN SUMATRA",
+          "NEW BRITAIN REGION",
+          "SOLOMON ISLANDS",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "SOUTH OF MARIANA ISLANDS",
+          "FIJI ISLANDS REGION",
+          "MAURITIUS - REUNION REGION",
+          "VANUATU ISLANDS",
+          "NEW BRITAIN REGION",
+          "VANUATU ISLANDS",
+          "SOUTH OF MARIANA ISLANDS",
+          "SOUTH OF MARIANA ISLANDS",
+          "MINDANAO",
+          "MINDANAO",
+          "SOUTHEASTERN ALASKA",
+          "TONGA ISLANDS",
+          "KURIL ISLANDS",
+          "TONGA ISLANDS",
+          "OWEN FRACTURE ZONE REGION",
+          "KURIL ISLANDS",
+          "SOUTHEASTERN ALASKA",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "OAXACA",
+          "BISMARCK SEA",
+          "BISMARCK SEA",
+          "YUNNAN",
+          "MYANMAR-INDIA BORDER REGION",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "TONGA ISLANDS REGION",
+          "EASTER ISLAND REGION",
+          "OAXACA",
+          "VANUATU ISLANDS",
+          "SOUTH ISLAND",
+          "EASTER ISLAND REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "TAIWAN",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "EASTERN NEW GUINEA REG.",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "BISMARCK SEA",
+          "KYUSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR COAST OF PERU",
+          "PUERTO RICO REGION",
+          "OFF COAST OF CENTRAL CHILE",
+          "BALLENY ISLANDS REGION",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NICOBAR ISLANDS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "CELEBES SEA",
+          "NEAR EAST COAST OF HONSHU",
+          "SCOTIA SEA",
+          "OFF EAST COAST OF HONSHU",
+          "KURIL ISLANDS",
+          "NEW BRITAIN REGION",
+          "NORTH ISLAND",
+          "TONGA ISLANDS",
+          "JAVA",
+          "NEAR EAST COAST OF HONSHU",
+          "NORTHERN SUMATRA",
+          "NEAR EAST COAST OF HONSHU",
+          "SOLOMON ISLANDS",
+          "GREECE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "GREECE",
+          "KURIL ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "MARIANA ISLANDS",
+          "HALMAHERA",
+          "OFF EAST COAST OF HONSHU",
+          "FOX ISLANDS",
+          "NEAR COAST OF NICARAGUA",
+          "NORTHERN CHILE",
+          "NEAR COAST OF CHIAPAS",
+          "SOUTH OF KERMADEC ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "NEAR COAST OF NORTHERN PERU",
+          "MARIANA ISLANDS REGION",
+          "KERMADEC ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTH OF PANAMA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR COAST OF CENTRAL CHILE",
+          "TONGA ISLANDS",
+          "SOUTH OF MARIANA ISLANDS",
+          "WEST CHILE RISE",
+          "NEAR COAST OF VENEZUELA",
+          "SOLOMON ISLANDS",
+          "NICARAGUA",
+          "NEAR COAST OF NORTHERN CHILE",
+          "SULAWESI",
+          "KERMADEC ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "MID-INDIAN RIDGE",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTH OF FIJI ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "MACQUARIE ISLAND REGION",
+          "OFF COAST OF CENTRAL CHILE",
+          "NORTHERN MOLUCCA SEA",
+          "TONGA ISLANDS",
+          "PERU-BRAZIL BORDER REGION",
+          "KERMADEC ISLANDS",
+          "OFF EAST COAST OF HONSHU",
+          "NEW BRITAIN REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "FIJI ISLANDS REGION",
+          "MINDANAO",
+          "FOX ISLANDS",
+          "MINDANAO",
+          "JUJUY PROVINCE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NORTHEAST OF TAIWAN",
+          "SOUTH OF MARIANA ISLANDS",
+          "SOUTHERN SUMATRA",
+          "LUZON",
+          "OFF EAST COAST OF HONSHU",
+          "WESTERN AUSTRALIA",
+          "GUERRERO",
+          "KERMADEC ISLANDS",
+          "EASTERN NEW GUINEA REG.",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "WEST CHILE RISE",
+          "SOUTH SHETLAND ISLANDS",
+          "MINDANAO",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "RUSSIA-MONGOLIA BORDER REGION",
+          "MINDANAO",
+          "NEAR COAST OF NICARAGUA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "TONGA ISLANDS REGION",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTHWESTERN SIBERIA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SERAM",
+          "VANUATU ISLANDS",
+          "OFF EAST COAST OF KAMCHATKA",
+          "SOUTHEAST OF HONSHU",
+          "NEW BRITAIN REGION",
+          "OFF EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "TAIWAN",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "OFF COAST OF CENTRAL CHILE",
+          "SOUTH SHETLAND ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTHWEST OF SUMATRA",
+          "CENTRAL BOLIVIA",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "FIJI ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NEVADA",
+          "ALASKA PENINSULA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SOUTHEAST OF RYUKYU ISLANDS",
+          "SOUTHEAST OF RYUKYU ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "BANDA SEA",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTHERN IRAN",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "OFF COAST OF CENTRAL CHILE",
+          "NEAR COAST OF NORTHERN CHILE",
+          "SOLOMON ISLANDS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "SOUTHEAST OF HONSHU",
+          "NEW BRITAIN REGION",
+          "CRETE",
+          "LOYALTY ISLANDS",
+          "NEGROS",
+          "NORTHERN CHILE",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SAMAR",
+          "SOUTHERN SUMATRA",
+          "NEAR COAST OF NICARAGUA",
+          "CELEBES SEA",
+          "EAST OF KURIL ISLANDS",
+          "SOUTHERN SUMATRA",
+          "CHILE-BOLIVIA BORDER REGION",
+          "JAVA SEA",
+          "VANUATU ISLANDS",
+          "CELEBES SEA",
+          "NEAR EAST COAST OF HONSHU",
+          "BANDA SEA",
+          "VANUATU ISLANDS REGION",
+          "LOYALTY ISLANDS",
+          "RYUKYU ISLANDS",
+          "ALASKA PENINSULA",
+          "BONIN ISLANDS",
+          "SOUTH OF KERMADEC ISLANDS",
+          "WESTERN IDAHO",
+          "BONIN ISLANDS",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "NORTHERN SUMATRA",
+          "FIJI ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "VANCOUVER ISLAND",
+          "SOUTHERN EAST PACIFIC RISE",
+          "MYANMAR",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "MINDANAO",
+          "NEAR EAST COAST OF HONSHU",
+          "SIKKIM",
+          "KERMADEC ISLANDS REGION",
+          "MAURITIUS - REUNION REGION",
+          "ANDREANOF ISLANDS",
+          "EASTERN NEW GUINEA REG.",
+          "NORTHERN PERU",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR EAST COAST OF HONSHU",
+          "SOUTH OF FIJI ISLANDS",
+          "SANTIAGO DEL ESTERO PROV.",
+          "BALI SEA",
+          "FOX ISLANDS",
+          "BANDA SEA",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "WEST OF MACQUARIE ISLAND",
+          "SOUTHEAST INDIAN RIDGE",
+          "MINDORO",
+          "SOUTH OF PANAMA",
+          "NEAR EAST COAST OF HONSHU",
+          "NEAR N COAST OF NEW GUINEA",
+          "CHIAPAS",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "SOUTH OF JAVA",
+          "GULF OF CALIFORNIA",
+          "SOUTH OF FIJI ISLANDS",
+          "QINGHAI",
+          "VANUATU ISLANDS",
+          "KERMADEC ISLANDS",
+          "TURKEY",
+          "CYPRUS REGION",
+          "FOX ISLANDS",
+          "FOX ISLANDS",
+          "SUNDA STRAIT",
+          "BONIN ISLANDS",
+          "NEW BRITAIN REGION",
+          "NEGROS",
+          "FIJI ISLANDS REGION",
+          "SCOTIA SEA",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "NEAR COAST OF CENTRAL CHILE",
+          "EAST OF SOUTH SANDWICH ISLANDS",
+          "GULF OF CALIFORNIA",
+          "SOLOMON ISLANDS",
+          "MYANMAR",
+          "NEW IRELAND REGION",
+          "CRETE",
+          "SAKHALIN",
+          "SEA OF OKHOTSK",
+          "PAKISTAN",
+          "FIJI ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "SOUTH ATLANTIC OCEAN",
+          "BANDA SEA",
+          "VANUATU ISLANDS",
+          "SOUTHERN SUMATRA",
+          "OFF COAST OF JALISCO",
+          "NEAR COAST OF NORTHERN CHILE",
+          "OFF COAST OF NORTHERN CALIFORNIA",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "VANUATU ISLANDS",
+          "AFGHANISTAN-TAJIKISTAN BORD REG.",
+          "JAVA SEA",
+          "MYANMAR-INDIA BORDER REGION",
+          "NORTH ATLANTIC OCEAN",
+          "XIZANG",
+          "VANUATU ISLANDS",
+          "NORTHERN EAST PACIFIC RISE",
+          "NEAR COAST OF ECUADOR",
+          "NEAR COAST OF ECUADOR",
+          "FIJI ISLANDS REGION",
+          "RYUKYU ISLANDS",
+          "CENTRAL ITALY",
+          "SOUTH ISLAND",
+          "SOUTH ISLAND",
+          "OFF COAST OF CENTRAL CHILE",
+          "MINDANAO",
+          "NORTHERN MID-ATLANTIC RIDGE",
+          "VANUATU ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SULAWESI",
+          "NEAR ISLANDS",
+          "NEW BRITAIN REGION",
+          "SOUTH OF JAVA",
+          "NEAR COAST OF GUATEMALA",
+          "SEA OF OKHOTSK",
+          "LEYTE",
+          "AUCKLAND ISLANDS",
+          "DODECANESE ISLANDS",
+          "MARIANA ISLANDS",
+          "GANSU",
+          "GUATEMALA",
+          "HOKKAIDO",
+          "BOTSWANA",
+          "COOK STRAIT",
+          "NEAR EAST COAST OF HONSHU",
+          "ANDREANOF ISLANDS",
+          "SOUTHEAST OF HONSHU",
+          "NORTHERN SUMATRA",
+          "OFF COAST OF NORTHERN CALIFORNIA",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "NEAR EAST COAST OF KAMCHATKA",
+          "BANDA SEA",
+          "COOK STRAIT",
+          "SOUTH OF PANAMA",
+          "SOUTH OF FIJI ISLANDS",
+          "SOLOMON ISLANDS",
+          "MINDANAO",
+          "SOUTHERN BOLIVIA",
+          "SOUTH OF FIJI ISLANDS",
+          "BANDA SEA",
+          "NEW IRELAND REGION",
+          "NEAR COAST OF NORTHERN CHILE",
+          "MYANMAR-INDIA BORDER REGION",
+          "NEPAL",
+          "NEW BRITAIN REGION",
+          "NEW BRITAIN REGION",
+          "NEAR COAST OF CHIAPAS",
+          "NEAR EAST COAST OF HONSHU",
+          "PACIFIC-ANTARCTIC RIDGE",
+          "SANTA CRUZ ISLANDS REGION",
+          "SOLOMON ISLANDS",
+          "ALASKA PENINSULA",
+          "TONGA ISLANDS",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTHERN MID-ATLANTIC RIDGE",
+          "BONIN ISLANDS",
+          "KERMADEC ISLANDS",
+          "SOLOMON ISLANDS",
+          "NEPAL",
+          "OFF EAST COAST OF HONSHU",
+          "OFF EAST COAST OF HONSHU",
+          "FIJI ISLANDS REGION",
+          "OFF E. COAST OF N. ISLAND",
+          "NORTHERN MOLUCCA SEA",
+          "NORTHERN MOLUCCA SEA",
+          "MINDANAO",
+          "SOUTHERN EAST PACIFIC RISE",
+          "SOLOMON ISLANDS",
+          "SOUTH OF PANAMA",
+          "NORTH ATLANTIC OCEAN",
+          "MARIANA ISLANDS",
+          "VANUATU ISLANDS",
+          "CENTRAL PERU",
+          "JUJUY PROVINCE",
+          "CENTRAL PERU",
+          "OFF EAST COAST OF HONSHU",
+          "E. CAROLINE ISLANDS",
+          "FIJI ISLANDS REGION",
+          "SOUTH OF PANAMA",
+          "SANTA CRUZ ISLANDS",
+          "FOX ISLANDS",
+          "KERMADEC ISLANDS",
+          "TIMOR REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NICOBAR ISLANDS",
+          "ANDREANOF ISLANDS",
+          "OFF COAST OF CENTRAL CHILE",
+          "OFF COAST OF CENTRAL CHILE",
+          "NORTHWEST OF RYUKYU ISLANDS",
+          "SOLOMON ISLANDS",
+          "GREECE",
+          "NEAR COAST OF NICARAGUA",
+          "PERU-BRAZIL BORDER REGION",
+          "SOLOMON ISLANDS",
+          "BANDA SEA",
+          "NEAR COAST OF CHIAPAS",
+          "NEAR COAST OF NORTHERN CHILE",
+          "MYANMAR-INDIA BORDER REGION",
+          "SOLOMON ISLANDS",
+          "TALAUD ISLANDS",
+          "BOUVET ISLAND REGION",
+          "IRIAN JAYA REGION",
+          "KERMADEC ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOLOMON ISLANDS",
+          "SOUTH INDIAN OCEAN",
+          "AEGEAN SEA",
+          "GULF OF CALIFORNIA",
+          "SOUTH OF PANAMA",
+          "SOLOMON ISLANDS",
+          "GUERRERO",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SOUTH OF FIJI ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "VANCOUVER ISLAND",
+          "IRIAN JAYA REGION",
+          "NEAR COAST OF CENTRAL CHILE",
+          "NORTH OF ASCENSION ISLAND",
+          "SOUTHERN XINJIANG",
+          "NORTHWEST OF KURIL ISLANDS",
+          "HAWAII",
+          "SOUTHERN BOLIVIA",
+          "NEW BRITAIN REGION",
+          "MAURITIUS - REUNION REGION",
+          "SOLOMON ISLANDS",
+          "FIJI ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "NEW IRELAND REGION",
+          "NEW GUINEA",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "NEW IRELAND REGION",
+          "VANUATU ISLANDS",
+          "NORTHERN MOLUCCA SEA",
+          "CENTRAL CHILE",
+          "VANUATU ISLANDS",
+          "NEAR COAST OF CENTRAL CHILE",
+          "PRINCE EDWARD ISLANDS REGION",
+          "HOKKAIDO",
+          "SANTIAGO DEL ESTERO PROV.",
+          "NEAR COAST OF CHIAPAS",
+          "TONGA ISLANDS",
+          "IRIAN JAYA REGION",
+          "WESTERN BRAZIL",
+          "JAN MAYEN ISLAND REGION",
+          "KURIL ISLANDS",
+          "MYANMAR",
+          "HOKKAIDO",
+          "SOLOMON ISLANDS",
+          "ANDREANOF ISLANDS",
+          "KERMADEC ISLANDS REGION",
+          "SICHUAN",
+          "SOUTH OF FIJI ISLANDS",
+          "VANUATU ISLANDS",
+          "FIJI ISLANDS REGION",
+          "JAN MAYEN ISLAND REGION",
+          "NORTHERN MOLUCCA SEA",
+          "SUMBAWA REGION",
+          "KURIL ISLANDS",
+          "FIJI ISLANDS REGION",
+          "VANCOUVER ISLAND",
+          "WEST OF MACQUARIE ISLAND",
+          "IRIAN JAYA REGION",
+          "VANCOUVER ISLAND",
+          "FLORES SEA",
+          "VANCOUVER ISLAND",
+          "IONIAN SEA",
+          "ANDREANOF ISLANDS",
+          "SUMBAWA REGION",
+          "ARMENIA-AZERBAIJAN-IRAN BORD REG",
+          "EASTERN NEW GUINEA REG.",
+          "NEAR COAST OF CENTRAL CHILE",
+          "SOUTHWEST OF AFRICA",
+          "EL SALVADOR",
+          "RAT ISLANDS",
+          "BOUVET ISLAND REGION",
+          "EASTERN NEW GUINEA REG.",
+          "SANTA CRUZ ISLANDS",
+          "BANDA SEA",
+          "EASTERN SIBERIA",
+          "CENTRAL MID-ATLANTIC RIDGE",
+          "VANUATU ISLANDS",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "KURIL ISLANDS",
+          "LOYALTY ISLANDS",
+          "LOYALTY ISLANDS",
+          "TONGA ISLANDS",
+          "KURIL ISLANDS",
+          "COSTA RICA",
+          "NEW GUINEA",
+          "SANTA CRUZ ISLANDS",
+          "NEW BRITAIN REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "SOUTHWESTERN SIBERIA",
+          "NEAR N COAST OF NEW GUINEA",
+          "BOUVET ISLAND REGION",
+          "JAVA",
+          "SOLOMON ISLANDS",
+          "SANTA CRUZ ISLANDS",
+          "WESTERN INDIAN-ANTARCTIC RIDGE",
+          "MICHOACAN",
+          "SULAWESI",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "BONIN ISLANDS",
+          "VANUATU ISLANDS",
+          "FIJI ISLANDS REGION",
+          "SOUTHEAST INDIAN RIDGE",
+          "GUERRERO",
+          "NORTHERN MOLUCCA SEA",
+          "VANUATU ISLANDS",
+          "OFF COAST OF CENTRAL AMERICA",
+          "NEW BRITAIN REGION",
+          "VANUATU ISLANDS REGION",
+          "SOLOMON ISLANDS",
+          "SANTIAGO DEL ESTERO PROV.",
+          "NEAR COAST OF CENTRAL CHILE",
+          "VANUATU ISLANDS REGION",
+          "NEW BRITAIN REGION",
+          "OFF COAST OF CENTRAL AMERICA",
+          "CENTRAL PERU",
+          "FIJI ISLANDS REGION",
+          "SOUTHWESTERN PAKISTAN",
+          "KERMADEC ISLANDS",
+          "BAJA CALIFORNIA",
+          "OFF EAST COAST OF HONSHU",
+          "IRIAN JAYA",
+          "IRIAN JAYA REGION",
+          "MINDANAO",
+          "OFF W COAST OF NORTHERN SUMATRA",
+          "NEAR COAST OF GUERRERO",
+          "EASTERN NEW GUINEA REG.",
+          "KOMANDORSKIYE OSTROVA REGION",
+          "VANUATU ISLANDS",
+          "ECUADOR",
+          "SOUTH ISLAND",
+          "CENTRAL PERU",
+          "SOLOMON ISLANDS",
+          "NEPAL",
+          "SOLOMON ISLANDS",
+          "NEAR EAST COAST OF HONSHU",
+          "KERMADEC ISLANDS REGION",
+          "SOUTH SANDWICH ISLANDS REGION",
+          "SOUTHEAST OF LOYALTY ISLANDS",
+          "TURKEY",
+          "NORTHERN MOLUCCA SEA",
+          "SOUTHERN EAST PACIFIC RISE",
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-            "text/plain": [
-              "                      time  latitude  longitude   depth  magnitude  \\\n",
-              "0  2010-07-02 06:04:03.570  -13.6098   166.6541  0.0344        6.3   \n",
-              "1  2010-07-04 21:55:52.370   39.6611   142.5792  0.0301        6.3   \n",
-              "2  2010-07-10 11:43:33.000   11.1664   146.0823  0.0169        6.3   \n",
-              "3  2010-07-12 00:11:20.060  -22.2789   -68.3159  0.1094        6.2   \n",
-              "4  2010-07-14 08:32:21.850  -38.0635   -73.4649  0.0257        6.6   \n",
-              "\n",
-              "                   description  depth_km  Category  \n",
-              "0              VANUATU ISLANDS      34.4  Moderate  \n",
-              "1    NEAR EAST COAST OF HONSHU      30.1  Moderate  \n",
-              "2     SOUTH OF MARIANA ISLANDS      16.9  Moderate  \n",
-              "3               NORTHERN CHILE     109.4  Moderate  \n",
-              "4  NEAR COAST OF CENTRAL CHILE      25.7    Severe  "
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+             "#fdca26"
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+            [
+             1,
+             "#f0f921"
             ]
+           ]
           },
-          "execution_count": 60,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#2a3f5f"
+          },
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
+          },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 600
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = px.scatter_geo(quakes2plot,\n",
+    "                     lat='latitude',lon='longitude', \n",
+    "                     range_color=(6,9),\n",
+    "                     height=600, width=600,\n",
+    "                     size='marker_size', color='magnitude',\n",
+    "                     hover_name=\"description\",\n",
+    "                     hover_data=['description','magnitude','depth']);\n",
+    "fig.update_geos(resolution=110, showcountries=True)\n",
+    "# fig.update_geos(resolution=110, showcountries=True,projection_type=\"orthographic\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3355fe19",
+   "metadata": {},
+   "source": [
+    "# 3 Create a Pandas from a generic text file.\n",
+    "\n",
+    "The python package pandas is very useful to read csv files, but also many text files that are more or less formatted as one observation per row and one column for each feature.\n",
+    "\n",
+    "As an example, we are going to look at the list of seismic stations from the Northern California seismic network, available [here](http://ncedc.org/ftp/pub/doc/NC.info/NC.channel.summary.day):\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "ef9f302d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = 'http://ncedc.org/ftp/pub/doc/NC.info/NC.channel.summary.day'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "3a60ef42",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# this gets the file linked in the URL page and convert it to a string\n",
+    "s = requests.get(url).content "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "9edd0bf5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# this will convert the string, decode it , and make it a table\n",
+    "data = pd.read_csv(io.StringIO(s.decode('utf-8')), header=None, skiprows=2, sep='\\s+', usecols=list(range(0, 13)))\n",
+    "# because columns/keys were not assigned, assign them now\n",
+    "data.columns = ['station', 'network', 'channel', 'location', 'rate', 'start_time', 'end_time', 'latitude', 'longitude', 'elevation', 'depth', 'dip', 'azimuth']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b2def912",
+   "metadata": {},
+   "source": [
+    "Let us look at the data. They are now stored into a pandas dataframe."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "448b69ab",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>station</th>\n",
+       "      <th>network</th>\n",
+       "      <th>channel</th>\n",
+       "      <th>location</th>\n",
+       "      <th>rate</th>\n",
+       "      <th>start_time</th>\n",
+       "      <th>end_time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>elevation</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>dip</th>\n",
+       "      <th>azimuth</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1976/07/20,17:38:00</td>\n",
+       "      <td>1977/12/01,22:37:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1977/12/01,22:37:00</td>\n",
+       "      <td>1981/06/12,19:15:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1981/06/12,19:15:00</td>\n",
+       "      <td>1984/01/01,00:00:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>1984/01/01,00:00:00</td>\n",
+       "      <td>1985/11/03,22:00:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>1985/11/03,22:00:00</td>\n",
+       "      <td>1987/03/10,23:15:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "source": [
-        "# Classify earthquake magnitudes\n",
-        "quake['Category'] = quake['magnitude'].apply(lambda x: 'Minor' if x < 4.0 else ('Moderate' if x < 6.5 else 'Severe'))\n",
-        "quake.head()\n"
+      "text/plain": [
+       "  station network channel location   rate           start_time  \\\n",
+       "0     AAR      NC     EHZ       --    0.0  1976/07/20,17:38:00   \n",
+       "1     AAR      NC     EHZ       --    0.0  1977/12/01,22:37:00   \n",
+       "2     AAR      NC     EHZ       --    0.0  1981/06/12,19:15:00   \n",
+       "3     AAR      NC     EHZ       --  100.0  1984/01/01,00:00:00   \n",
+       "4     AAR      NC     EHZ       --  100.0  1985/11/03,22:00:00   \n",
+       "\n",
+       "              end_time  latitude  longitude  elevation  depth   dip  azimuth  \n",
+       "0  1977/12/01,22:37:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
+       "1  1981/06/12,19:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
+       "2  1984/01/01,00:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
+       "3  1985/11/03,22:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
+       "4  1987/03/10,23:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  "
       ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "8be50d1c",
-      "metadata": {},
-      "source": []
-    },
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d05055aa",
+   "metadata": {},
+   "source": [
+    "We can output the first element of the DataFrame:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "51971cde",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "b87c6c42",
-      "metadata": {},
-      "source": [
-        "We will now make a new plot of the location of the earthquakes. We will use Plotly tool. \n",
-        "\n",
-        "The markersize will be scaled with the earthquake magnitude. To do so, we add a ``marker_size`` series in the DataFrame"
+     "data": {
+      "text/plain": [
+       "station                       AAR\n",
+       "network                        NC\n",
+       "channel                       EHZ\n",
+       "location                       --\n",
+       "rate                          0.0\n",
+       "start_time    1976/07/20,17:38:00\n",
+       "end_time      1977/12/01,22:37:00\n",
+       "latitude                 39.27594\n",
+       "longitude              -121.02696\n",
+       "elevation                   911.0\n",
+       "depth                         0.0\n",
+       "dip                         -90.0\n",
+       "azimuth                       0.0\n",
+       "Name: 0, dtype: object"
       ]
-    },
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.iloc[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "d9bb3b35",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 61,
-      "id": "d9cb41c3",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "quake['marker_size'] = quake['magnitude'].apply(lambda x: np.fix(np.exp(x))) # add marker size as exp(mag)\n",
-        "quake['magnitude_bin'] = quake['magnitude'].apply(lambda x: 0.5*np.fix(2*x)) # add marker size as exp(mag)"
+     "data": {
+      "text/plain": [
+       "station        object\n",
+       "network        object\n",
+       "channel        object\n",
+       "location       object\n",
+       "rate          float64\n",
+       "start_time     object\n",
+       "end_time       object\n",
+       "latitude      float64\n",
+       "longitude     float64\n",
+       "elevation     float64\n",
+       "depth         float64\n",
+       "dip           float64\n",
+       "azimuth       float64\n",
+       "dtype: object"
       ]
-    },
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# display the type of each column\n",
+    "data.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "b3cc09c6",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 62,
-      "id": "6c7befa4",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# another way to do it\n",
-        "quake['marker_size'] = np.fix(np.exp(quake['magnitude'])) # add marker size as exp(mag)\n",
-        "quake['magnitude_bin'] = 0.5*np.fix(2*quake['magnitude']) # add marker size as exp(mag)"
+     "data": {
+      "text/plain": [
+       "0         AAR\n",
+       "1         AAR\n",
+       "2         AAR\n",
+       "3         AAR\n",
+       "4         AAR\n",
+       "         ... \n",
+       "29434     WMP\n",
+       "29435     WMP\n",
+       "29436     WMP\n",
+       "29437     WSL\n",
+       "29438    WWVB\n",
+       "Name: station, Length: 29439, dtype: object"
       ]
-    },
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.iloc[:, 0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9afc9c2f",
+   "metadata": {},
+   "source": [
+    "The ``start_time`` and ``end_time`` are stored as ``object`` or ``string``, convert these columns to datetime objects. With a too-simple prompt, CoPilot may fail at converting:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "08156920",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "2fed2184",
-      "metadata": {},
-      "source": [
-        "### 1.4 Intermediate Manipulation with Pandas\n",
-        "\n",
-        "You can also apply lambda functions to work with multiple columns, which is common in geoscientific datasets, where you might have spatial or temporal data.\n",
-        "\n",
-        "**Example 3: Calculating an Index Based on Multiple Measurements**\n",
-        "Scenario: You have rainfall (``Rainfall_mm``) and evaporation (``Evaporation_mm``) data, and you want to calculate the ``Net Water Balance ``for each record."
-      ]
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/js/lzmy975n0l5bjbmr9db291m00000gn/T/ipykernel_26544/3238846712.py:2: UserWarning:\n",
+      "\n",
+      "Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "\n"
+     ]
     },
     {
-      "cell_type": "code",
-      "execution_count": 63,
-      "id": "7931923f",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "   Rainfall_mm  Evaporation_mm  Net_Water_Balance\n",
-            "0          100              60                 40\n",
-            "1           80              70                 10\n",
-            "2          120              65                 55\n"
-          ]
-        }
+     "ename": "DateParseError",
+     "evalue": "Unknown datetime string format, unable to parse: 1976/07/20,17:38:00, at position 0",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mDateParseError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[78], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# convert start_time and end_time to datetime\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstart_time\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_datetime\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mstart_time\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      3\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mend_time\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mto_datetime(data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mend_time\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
+      "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/tools/datetimes.py:1108\u001b[0m, in \u001b[0;36mto_datetime\u001b[0;34m(arg, errors, dayfirst, yearfirst, utc, format, exact, unit, infer_datetime_format, origin, cache)\u001b[0m\n\u001b[1;32m   1106\u001b[0m             result \u001b[38;5;241m=\u001b[39m arg\u001b[38;5;241m.\u001b[39mtz_localize(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mutc\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1107\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(arg, ABCSeries):\n\u001b[0;32m-> 1108\u001b[0m     cache_array \u001b[38;5;241m=\u001b[39m \u001b[43m_maybe_cache\u001b[49m\u001b[43m(\u001b[49m\u001b[43marg\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcache\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert_listlike\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1109\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache_array\u001b[38;5;241m.\u001b[39mempty:\n\u001b[1;32m   1110\u001b[0m         result \u001b[38;5;241m=\u001b[39m arg\u001b[38;5;241m.\u001b[39mmap(cache_array)\n",
+      "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/tools/datetimes.py:254\u001b[0m, in \u001b[0;36m_maybe_cache\u001b[0;34m(arg, format, cache, convert_listlike)\u001b[0m\n\u001b[1;32m    252\u001b[0m unique_dates \u001b[38;5;241m=\u001b[39m unique(arg)\n\u001b[1;32m    253\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(unique_dates) \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(arg):\n\u001b[0;32m--> 254\u001b[0m     cache_dates \u001b[38;5;241m=\u001b[39m \u001b[43mconvert_listlike\u001b[49m\u001b[43m(\u001b[49m\u001b[43munique_dates\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m    255\u001b[0m     \u001b[38;5;66;03m# GH#45319\u001b[39;00m\n\u001b[1;32m    256\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
+      "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/tools/datetimes.py:490\u001b[0m, in \u001b[0;36m_convert_listlike_datetimes\u001b[0;34m(arg, format, name, utc, unit, errors, dayfirst, yearfirst, exact)\u001b[0m\n\u001b[1;32m    487\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mformat\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mformat\u001b[39m \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmixed\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m    488\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m _array_strptime_with_fallback(arg, name, utc, \u001b[38;5;28mformat\u001b[39m, exact, errors)\n\u001b[0;32m--> 490\u001b[0m result, tz_parsed \u001b[38;5;241m=\u001b[39m \u001b[43mobjects_to_datetime64ns\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    491\u001b[0m \u001b[43m    \u001b[49m\u001b[43marg\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    492\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdayfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdayfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    493\u001b[0m \u001b[43m    \u001b[49m\u001b[43myearfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43myearfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    494\u001b[0m \u001b[43m    \u001b[49m\u001b[43mutc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mutc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    495\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    496\u001b[0m \u001b[43m    \u001b[49m\u001b[43mallow_object\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    497\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    499\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tz_parsed \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    500\u001b[0m     \u001b[38;5;66;03m# We can take a shortcut since the datetime64 numpy array\u001b[39;00m\n\u001b[1;32m    501\u001b[0m     \u001b[38;5;66;03m# is in UTC\u001b[39;00m\n\u001b[1;32m    502\u001b[0m     dta \u001b[38;5;241m=\u001b[39m DatetimeArray(result, dtype\u001b[38;5;241m=\u001b[39mtz_to_dtype(tz_parsed))\n",
+      "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/arrays/datetimes.py:2346\u001b[0m, in \u001b[0;36mobjects_to_datetime64ns\u001b[0;34m(data, dayfirst, yearfirst, utc, errors, allow_object)\u001b[0m\n\u001b[1;32m   2343\u001b[0m \u001b[38;5;66;03m# if str-dtype, convert\u001b[39;00m\n\u001b[1;32m   2344\u001b[0m data \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(data, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mobject_)\n\u001b[0;32m-> 2346\u001b[0m result, tz_parsed \u001b[38;5;241m=\u001b[39m \u001b[43mtslib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray_to_datetime\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2347\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2348\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2349\u001b[0m \u001b[43m    \u001b[49m\u001b[43mutc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mutc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2350\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdayfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdayfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2351\u001b[0m \u001b[43m    \u001b[49m\u001b[43myearfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43myearfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2352\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2354\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tz_parsed \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   2355\u001b[0m     \u001b[38;5;66;03m# We can take a shortcut since the datetime64 numpy array\u001b[39;00m\n\u001b[1;32m   2356\u001b[0m     \u001b[38;5;66;03m#  is in UTC\u001b[39;00m\n\u001b[1;32m   2357\u001b[0m     \u001b[38;5;66;03m# Return i8 values to denote unix timestamps\u001b[39;00m\n\u001b[1;32m   2358\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m result\u001b[38;5;241m.\u001b[39mview(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mi8\u001b[39m\u001b[38;5;124m\"\u001b[39m), tz_parsed\n",
+      "File \u001b[0;32mtslib.pyx:403\u001b[0m, in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mtslib.pyx:552\u001b[0m, in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mtslib.pyx:517\u001b[0m, in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mconversion.pyx:546\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.conversion.convert_str_to_tsobject\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mparsing.pyx:331\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.parsing.parse_datetime_string\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mparsing.pyx:660\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.parsing.dateutil_parse\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mDateParseError\u001b[0m: Unknown datetime string format, unable to parse: 1976/07/20,17:38:00, at position 0"
+     ]
+    }
+   ],
+   "source": [
+    "# convert start_time and end_time to datetime\n",
+    "data['start_time'] = pd.to_datetime(data['start_time'])\n",
+    "data['end_time'] = pd.to_datetime(data['end_time'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "b8bcf253",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data['startdate'] = pd.to_datetime(data['start_time'], format='%Y/%m/%d,%H:%M:%S')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "da911e32",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>station</th>\n",
+       "      <th>network</th>\n",
+       "      <th>channel</th>\n",
+       "      <th>location</th>\n",
+       "      <th>rate</th>\n",
+       "      <th>start_time</th>\n",
+       "      <th>end_time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>elevation</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>dip</th>\n",
+       "      <th>azimuth</th>\n",
+       "      <th>startdate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1976/07/20,17:38:00</td>\n",
+       "      <td>1977/12/01,22:37:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1976-07-20 17:38:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1977/12/01,22:37:00</td>\n",
+       "      <td>1981/06/12,19:15:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1977-12-01 22:37:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1981/06/12,19:15:00</td>\n",
+       "      <td>1984/01/01,00:00:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1981-06-12 19:15:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>1984/01/01,00:00:00</td>\n",
+       "      <td>1985/11/03,22:00:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1984-01-01 00:00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>1985/11/03,22:00:00</td>\n",
+       "      <td>1987/03/10,23:15:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1985-11-03 22:00:00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "source": [
-        "data = {'Rainfall_mm': [100, 80, 120], 'Evaporation_mm': [60, 70, 65]}\n",
-        "df = pd.DataFrame(data)\n",
-        "\n",
-        "# Calculate Net Water Balance\n",
-        "df['Net_Water_Balance'] = df.apply(lambda row: row['Rainfall_mm'] - row['Evaporation_mm'], axis=1)\n",
-        "\n",
-        "print(df)\n"
+      "text/plain": [
+       "  station network channel location   rate           start_time  \\\n",
+       "0     AAR      NC     EHZ       --    0.0  1976/07/20,17:38:00   \n",
+       "1     AAR      NC     EHZ       --    0.0  1977/12/01,22:37:00   \n",
+       "2     AAR      NC     EHZ       --    0.0  1981/06/12,19:15:00   \n",
+       "3     AAR      NC     EHZ       --  100.0  1984/01/01,00:00:00   \n",
+       "4     AAR      NC     EHZ       --  100.0  1985/11/03,22:00:00   \n",
+       "\n",
+       "              end_time  latitude  longitude  elevation  depth   dip  azimuth  \\\n",
+       "0  1977/12/01,22:37:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "1  1981/06/12,19:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "2  1984/01/01,00:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "3  1985/11/03,22:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "4  1987/03/10,23:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "\n",
+       "            startdate  \n",
+       "0 1976-07-20 17:38:00  \n",
+       "1 1977-12-01 22:37:00  \n",
+       "2 1981-06-12 19:15:00  \n",
+       "3 1984-01-01 00:00:00  \n",
+       "4 1985-11-03 22:00:00  "
       ]
-    },
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "4a2f3dc4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# do the same for end times\n",
+    "# Avoid 'OutOfBoundsDatetime' error with year 3000\n",
+    "enddate = data['end_time'].str.replace('3000', '2026')\n",
+    "enddate = pd.to_datetime(enddate, format='%Y/%m/%d,%H:%M:%S')\n",
+    "data['enddate'] = enddate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "4c3af296",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "markdown",
-      "id": "b5b64a6b",
-      "metadata": {},
-      "source": [
-        "In this example, ``lambda row: row['Rainfall_mm'] - row['Evaporation_mm']`` calculates the net water balance by subtracting evaporation from rainfall for each record.\n",
-        "\n",
-        "### 1.5 Advanced: Time Series Data Manipulation with Lambda Functions\n",
-        "Geoscientists frequently work with time series data (e.g., climate data). Lambda functions can be used for efficient data transformations within time series.\n",
-        "\n",
-        "**Example 4: Applying a Rolling Window Calculation**\n",
-        "Scenario: Suppose you have daily temperature data, and you want to calculate a 7-day rolling average."
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
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+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>station</th>\n",
+       "      <th>network</th>\n",
+       "      <th>channel</th>\n",
+       "      <th>location</th>\n",
+       "      <th>rate</th>\n",
+       "      <th>start_time</th>\n",
+       "      <th>end_time</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "      <th>elevation</th>\n",
+       "      <th>depth</th>\n",
+       "      <th>dip</th>\n",
+       "      <th>azimuth</th>\n",
+       "      <th>startdate</th>\n",
+       "      <th>enddate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1976/07/20,17:38:00</td>\n",
+       "      <td>1977/12/01,22:37:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1976-07-20 17:38:00</td>\n",
+       "      <td>1977-12-01 22:37:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1977/12/01,22:37:00</td>\n",
+       "      <td>1981/06/12,19:15:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1977-12-01 22:37:00</td>\n",
+       "      <td>1981-06-12 19:15:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1981/06/12,19:15:00</td>\n",
+       "      <td>1984/01/01,00:00:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1981-06-12 19:15:00</td>\n",
+       "      <td>1984-01-01 00:00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>1984/01/01,00:00:00</td>\n",
+       "      <td>1985/11/03,22:00:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1984-01-01 00:00:00</td>\n",
+       "      <td>1985-11-03 22:00:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AAR</td>\n",
+       "      <td>NC</td>\n",
+       "      <td>EHZ</td>\n",
+       "      <td>--</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>1985/11/03,22:00:00</td>\n",
+       "      <td>1987/03/10,23:15:00</td>\n",
+       "      <td>39.27594</td>\n",
+       "      <td>-121.02696</td>\n",
+       "      <td>911.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-90.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1985-11-03 22:00:00</td>\n",
+       "      <td>1987-03-10 23:15:00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  station network channel location   rate           start_time  \\\n",
+       "0     AAR      NC     EHZ       --    0.0  1976/07/20,17:38:00   \n",
+       "1     AAR      NC     EHZ       --    0.0  1977/12/01,22:37:00   \n",
+       "2     AAR      NC     EHZ       --    0.0  1981/06/12,19:15:00   \n",
+       "3     AAR      NC     EHZ       --  100.0  1984/01/01,00:00:00   \n",
+       "4     AAR      NC     EHZ       --  100.0  1985/11/03,22:00:00   \n",
+       "\n",
+       "              end_time  latitude  longitude  elevation  depth   dip  azimuth  \\\n",
+       "0  1977/12/01,22:37:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "1  1981/06/12,19:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "2  1984/01/01,00:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "3  1985/11/03,22:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "4  1987/03/10,23:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
+       "\n",
+       "            startdate             enddate  \n",
+       "0 1976-07-20 17:38:00 1977-12-01 22:37:00  \n",
+       "1 1977-12-01 22:37:00 1981-06-12 19:15:00  \n",
+       "2 1981-06-12 19:15:00 1984-01-01 00:00:00  \n",
+       "3 1984-01-01 00:00:00 1985-11-03 22:00:00  \n",
+       "4 1985-11-03 22:00:00 1987-03-10 23:15:00  "
       ]
-    },
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fc8219f0",
+   "metadata": {},
+   "source": [
+    "Use Plotly to map the stations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "78c75b19",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data.dropna(inplace=True)\n",
+    "data=data[data.longitude!=0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "7f3533db",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 64,
-      "id": "6933e64a",
-      "metadata": {},
-      "outputs": [
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
         {
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-              "    <tr style=\"text-align: right;\">\n",
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-              "        Date  Temperature_C  7_day_avg\n",
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-          "execution_count": 64,
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+          [
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+          ],
+          [
+           "NC",
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+           "HHE",
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+          ],
+          [
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+          ],
+          [
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+          ],
+          [
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+          ],
+          [
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+          ],
+          [
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          ],
+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          ],
+          [
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+          ],
+          [
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+          [
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
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+          [
+           "NC",
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+          [
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+           1
+          ],
+          [
+           "NC",
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+           1
+          ],
+          [
+           "NC",
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+           1
+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
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+           0.1
+          ],
+          [
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+          ],
+          [
+           "NC",
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+           "VEA",
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+          ],
+          [
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+          ],
+          [
+           "NC",
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+           0.1
+          ],
+          [
+           "NC",
+           "KBSB",
+           "VI1",
+           0.1
+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
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+          [
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+          [
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+          [
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+          ],
+          [
+           "NC",
+           "KBU",
+           "VCO",
+           0.0167
+          ],
+          [
+           "NC",
+           "KBU",
+           "VDT",
+           0.0167
+          ],
+          [
+           "NC",
+           "KBU",
+           "VEC",
+           0.0167
+          ],
+          [
+           "NC",
+           "KBU",
+           "VEI",
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+          ],
+          [
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+          [
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+          [
+           "NC",
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+           100
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+          [
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+           "EHZ",
+           0
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+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
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+           0
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+          [
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+           0
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+          [
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+           100
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+          [
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+           "EHZ",
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
+          ],
+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
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+          [
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+           "EHZ",
+           100
+          ],
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+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCE",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCE",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCE",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCL",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCL",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCL",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCQ",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCQ",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LCQ",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHE",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHE",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHE",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHN",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHN",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHN",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHZ",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHZ",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LHZ",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LOG",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LOG",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "LOG",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "OCF",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "OCF",
+           1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "OCF",
+           1
+          ],
+          [
+           "NC",
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+           "VCO",
+           0.1
+          ],
+          [
+           "NC",
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+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VCO",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
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+           0.1
+          ],
+          [
+           "NC",
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+           "VEA",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VEA",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VEC",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VEC",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VEC",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VEP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VEP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VEP",
+           0.1
+          ],
+          [
+           "NC",
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+           "VFP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VFP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VFP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VKI",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VKI",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VKI",
+           0.1
+          ],
+          [
+           "NC",
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+           "VMU",
+           0.1
+          ],
+          [
+           "NC",
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+           "VMU",
+           0.1
+          ],
+          [
+           "NC",
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+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VMV",
+           0.1
+          ],
+          [
+           "NC",
+           "KRMB",
+           "VMV",
+           0.1
+          ],
+          [
+           "NC",
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+           "VMV",
+           0.1
+          ],
+          [
+           "NC",
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+           "VMW",
+           0.1
+          ],
+          [
+           "NC",
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+           0.1
+          ],
+          [
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+          ],
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
+           "NC",
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+          [
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+          [
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+          ],
+          [
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+           "HHE",
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+          ],
+          [
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+           "HHE",
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+          ],
+          [
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+          ],
+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          ],
+          [
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+          [
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+          [
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+          [
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+          [
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+           "HHZ",
+           100
+          ],
+          [
+           "NC",
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+           "HHZ",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
+           200
+          ],
+          [
+           "NC",
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+           "HNE",
+           200
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           200
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNN",
+           200
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "KRP",
+           "LCE",
+           1
+          ],
+          [
+           "NC",
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+           "LCE",
+           1
+          ],
+          [
+           "NC",
+           "KRP",
+           "LCL",
+           1
+          ],
+          [
+           "NC",
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+           "LCL",
+           1
+          ],
+          [
+           "NC",
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+           "LCQ",
+           1
+          ],
+          [
+           "NC",
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+           "LCQ",
+           1
+          ],
+          [
+           "NC",
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+           "LHE",
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+          ],
+          [
+           "NC",
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+           "LHE",
+           1
+          ],
+          [
+           "NC",
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+           "LHE",
+           1
+          ],
+          [
+           "NC",
+           "KRP",
+           "LHN",
+           1
+          ],
+          [
+           "NC",
+           "KRP",
+           "LHN",
+           1
+          ],
+          [
+           "NC",
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+           "LHN",
+           1
+          ],
+          [
+           "NC",
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+           "LHZ",
+           1
+          ],
+          [
+           "NC",
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+           "LHZ",
+           1
+          ],
+          [
+           "NC",
+           "KRP",
+           "LHZ",
+           1
+          ],
+          [
+           "NC",
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+           "LOG",
+           1
+          ],
+          [
+           "NC",
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+           "LOG",
+           1
+          ],
+          [
+           "NC",
+           "KRP",
+           "OCF",
+           1
+          ],
+          [
+           "NC",
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+           "OCF",
+           1
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "SHZ",
+           20
+          ],
+          [
+           "NC",
+           "KRP",
+           "VCO",
+           0.1
+          ],
+          [
+           "NC",
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+           "VCO",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VEA",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VEA",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VEC",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VEC",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VEP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VEP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VFP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VFP",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VKI",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VKI",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VMU",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VMU",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VMV",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VMV",
+           0.1
+          ],
+          [
+           "NC",
+           "KRP",
+           "VMW",
+           0.1
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+         "mode": "markers",
+         "name": "",
+         "showlegend": false,
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         }
-      ],
-      "source": [
-        "# Sample daily temperature data\n",
-        "data = {'Date': pd.date_range(start='2023-09-01', periods=10, freq='D'),\n",
-        "        'Temperature_C': [20, 22, 23, 21, 19, 24, 25, 26, 22, 20]}\n",
-        "df = pd.DataFrame(data)\n",
-        "\n",
-        "# Calculate 7-day rolling average using lambda\n",
-        "df['7_day_avg'] = df['Temperature_C'].rolling(window=3).apply(lambda x: x.mean())\n",
-        "df.head()"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "e3d3328a",
-      "metadata": {},
-      "source": [
-        "Here, ``lambda x: x.mean()`` calculates the rolling mean over a 3-day window for temperature data, which is essential in climate analysis for smoothing short-term fluctuations.\n",
-        "\n"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "e01cf834",
-      "metadata": {},
-      "source": [
-        "### 1.6 Aggregate function\n",
-        "The ``agg`` is a powerful method in Pandas that allows you to perform multiple operations on DataFrames and Series. You can apply one or more aggregation functions such as ``sum``, ``mean``, ``min``, ``max``, etc., on different columns or groups of data."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 65,
-      "id": "aea0ee4e",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "sum     10.0\n",
-            "mean     2.5\n",
-            "Name: A, dtype: float64\n"
+       ],
+       "layout": {
+        "geo": {
+         "center": {},
+         "domain": {
+          "x": [
+           0,
+           1
+          ],
+          "y": [
+           0,
+           1
           ]
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-      ],
-      "source": [
-        "# Sample DataFrame\n",
-        "data = {\n",
-        "    'A': [1, 2, 3, 4],\n",
-        "    'B': [5, 6, 7, 8]\n",
-        "}\n",
-        "df = pd.DataFrame(data)\n",
-        "\n",
-        "# Apply aggregation functions\n",
-        "result = df['A'].agg(['sum', 'mean'])\n",
-        "print(result)\n"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "f2664926",
-      "metadata": {},
-      "source": [
-        "####  Aggregating Multiple Columns with Multiple Functions\n",
-        "You can pass a dictionary to agg where the keys are column names and the values are the functions to be applied."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 66,
-      "id": "9df9cde2",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "         A    B\n",
-            "sum   10.0  NaN\n",
-            "mean   2.5  NaN\n",
-            "min    NaN  5.0\n",
-            "max    NaN  8.0\n"
-          ]
-        }
-      ],
-      "source": [
-        "# Apply different functions to different columns\n",
-        "result = df.agg({'A': ['sum', 'mean'], 'B': ['min', 'max']})\n",
-        "print(result)\n"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "5ccea12a",
-      "metadata": {},
-      "source": [
-        "In this example, column 'A' gets ``sum`` and ``mean``, while column 'B' gets ``min`` and ``max``."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "6b9e44e0",
-      "metadata": {},
-      "source": [
-        "You may also use costum functions"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 67,
-      "id": "79ff0c94",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "              A    B\n",
-            "mean        2.5  NaN\n",
-            "data_range  3.0  3.0\n"
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-        }
-      ],
-      "source": [
-        "# Custom function to calculate range (max - min)\n",
-        "def data_range(x):\n",
-        "    return x.max() - x.min()\n",
-        "\n",
-        "# Apply custom function\n",
-        "result = df.agg({'A': ['mean', data_range], 'B': data_range})\n",
-        "print(result)\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "94abaccd",
-      "metadata": {},
-      "outputs": [],
-      "source": []
-    },
-    {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "f004df73",
-      "metadata": {},
-      "source": [
-        "## 2.4 Mapping using Plotly\n",
-        "\n",
-        "Now we will plot the earthquakes locations on a map using the Plotly package. More tutorials on [Plotly](https://plotly.com/). The input of the function is self-explanatory and typical of Python's function. The code [documentation](https://plotly.com/python/scatter-plots-on-maps/) of Plotly scatter_geo lists the variables."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 68,
-      "id": "ff53045a",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
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-                      6.1,
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-                      "OFF COAST OF CENTRAL CHILE",
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-                      "OFF EAST COAST OF HONSHU",
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-                      "VOLCANO ISLANDS",
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-                      "NEAR COAST OF VENEZUELA",
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-                      "VANUATU ISLANDS",
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-                      "MARIANA ISLANDS",
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-                      "FIJI ISLANDS",
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
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-                      "IONIAN SEA",
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-                      "NORTH ATLANTIC OCEAN",
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-                      "VANUATU ISLANDS",
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-                      "TONGA ISLANDS",
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-                      "VANUATU ISLANDS",
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-                      "BISMARCK SEA",
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-                      "VANUATU ISLANDS",
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-                      "NEAR COAST OF CENTRAL CHILE",
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-                      "FIJI ISLANDS REGION",
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-                      "MARIANA ISLANDS",
-                      6,
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-                      "D'ENTRECASTEAUX ISLANDS REGION",
-                      6.1,
-                      0.03
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-                      "CENTRAL BOLIVIA",
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-                      "VANUATU ISLANDS",
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-                      "NEAR COAST OF ECUADOR",
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-                      "MAURITIUS - REUNION REGION",
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-                      "SOUTH SANDWICH ISLANDS REGION",
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-                      "OFF EAST COAST OF HONSHU",
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-                      "WESTERN INDIAN-ANTARCTIC RIDGE",
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-                      6.1,
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-                      "SOUTH OF FIJI ISLANDS",
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-                      6.2,
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-                      "NEW BRITAIN REGION",
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
-                      6.3,
-                      0.02
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
-                      6,
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
-                      6.3,
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-                      "FIJI ISLANDS REGION",
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-                      6.1,
-                      0.09021
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-                      "TONGA ISLANDS",
-                      6,
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-                      "SOUTHEAST OF HONSHU",
-                      6.3,
-                      0.4303
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-                      "OFF COAST OF CENTRAL CHILE",
-                      6.4,
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-                      "TONGA ISLANDS",
-                      6.1,
-                      0.013
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-                      "KERMADEC ISLANDS",
-                      7.3,
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-                      "KERMADEC ISLANDS REGION",
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-                      "KERMADEC ISLANDS",
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-                      "NEAR WEST COAST OF HONSHU",
-                      6.4,
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-                      "KERMADEC ISLANDS",
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-                      0.01
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-                      "IRIAN JAYA",
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-                      "KERMADEC ISLANDS",
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-                      "IRIAN JAYA",
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-                      "BANDA SEA",
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-                      "KERMADEC ISLANDS REGION",
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-                      0.01
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-                      "SOLOMON ISLANDS",
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-                      "NORTHWEST OF RYUKYU ISLANDS",
-                      6.1,
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-                      "WESTERN AUSTRALIA",
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-                      "BALLENY ISLANDS REGION",
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-                    "NEAR COAST OF CENTRAL CHILE",
-                    "HINDU KUSH REGION",
-                    "ARU ISLANDS REGION",
-                    "IRIAN JAYA REGION",
-                    "IRIAN JAYA REGION",
-                    "SOUTHWESTERN RYUKYU ISL.",
-                    "ANDREANOF ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "HALMAHERA",
-                    "GULF OF CALIFORNIA",
-                    "SOUTHERN SUMATRA",
-                    "SOUTHERN SUMATRA",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "IRIAN JAYA REGION",
-                    "TONGA ISLANDS",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "NEW BRITAIN REGION",
-                    "BONIN ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "BANDA SEA",
-                    "SOUTHERN IRAN",
-                    "BONIN ISLANDS",
-                    "BONIN ISLANDS",
-                    "NEAR ISLANDS",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "VANUATU ISLANDS REGION",
-                    "SOUTH OF FIJI ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "BONIN ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "NORTHERN SUMATRA",
-                    "SOUTHWESTERN PAKISTAN",
-                    "TAJIKISTAN",
-                    "NORTHERN SUMATRA",
-                    "SOUTHERN IRAN",
-                    "JAN MAYEN ISLAND REGION",
-                    "TONGA ISLANDS",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "SOLOMON ISLANDS",
-                    "CELEBES SEA",
-                    "CELEBES SEA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "TONGA ISLANDS",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "SULAWESI",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTH ISLAND",
-                    "OAXACA",
-                    "EASTER ISLAND REGION",
-                    "NORTHERN CHILE",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEW BRITAIN REGION",
-                    "BALI SEA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "EASTERN HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR WEST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "EASTERN HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "VANUATU ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "PHILIPPINE ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "MYANMAR",
-                    "NEAR EAST COAST OF HONSHU",
-                    "FIJI ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "FIJI ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "CRETE",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH OF JAVA",
-                    "CHIAPAS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "KYUSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOLOMON ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SULAWESI",
-                    "SOUTH OF PANAMA",
-                    "OFF EAST COAST OF HONSHU",
-                    "LOYALTY ISLANDS",
-                    "COSTA RICA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "HINDU KUSH REGION",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "SOLOMON ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "OFF EAST COAST OF HONSHU",
-                    "WEST OF MACQUARIE ISLAND",
-                    "SOUTH ISLAND",
-                    "NORTHERN MOLUCCA SEA",
-                    "NEW BRITAIN REGION",
-                    "CHILE-BOLIVIA BORDER REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "FOX ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEGROS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "ALASKA PENINSULA",
-                    "TAJIKISTAN",
-                    "SOLOMON ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEW IRELAND REGION",
-                    "GULF OF CALIFORNIA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "VANUATU ISLANDS REGION",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "NEAR S. COAST OF HONSHU",
-                    "KURIL ISLANDS",
-                    "ASCENSION ISLAND REGION",
-                    "CERAM SEA",
-                    "OFF EAST COAST OF HONSHU",
-                    "FIJI ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SUNDA STRAIT",
-                    "PERU-BRAZIL BORDER REGION",
-                    "VANUATU ISLANDS",
-                    "BANDA SEA",
-                    "SANTA CRUZ ISLANDS",
-                    "FOX ISLANDS",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS",
-                    "NORTHERN SUMATRA",
-                    "AUCKLAND ISLANDS",
-                    "VANCOUVER ISLAND",
-                    "NEAR ISLANDS",
-                    "EAST OF NORTH ISLAND",
-                    "NEAR EAST COAST OF HONSHU",
-                    "FIJI ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SIKKIM",
-                    "TONGA ISLANDS",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "SOUTH OF BALI",
-                    "EASTERN NEW GUINEA REG.",
-                    "SOUTHEASTERN SIBERIA",
-                    "NEW BRITAIN REGION",
-                    "HOKKAIDO",
-                    "KERMADEC ISLANDS REGION",
-                    "TURKEY",
-                    "TURKEY",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF PERU",
-                    "REVILLA GIGEDO ISLANDS REGION",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "NICARAGUA",
-                    "NORTHEAST OF TAIWAN",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SOUTHERN MOLUCCA SEA",
-                    "OFF COAST OF ECUADOR",
-                    "CENTRAL BOLIVIA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "HOKKAIDO",
-                    "NEW IRELAND REGION",
-                    "LUZON",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "GUERRERO",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "MINAHASSA PENINSULA",
-                    "EASTERN NEW GUINEA REG.",
-                    "TONGA ISLANDS",
-                    "SOUTHWESTERN SIBERIA",
-                    "SOUTHEAST OF HONSHU",
-                    "SANTA CRUZ ISLANDS",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "SOUTH SHETLAND ISLANDS",
-                    "SOUTH SHETLAND ISLANDS",
-                    "NEAR COAST OF CHIAPAS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEAR COAST OF PERU",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "NEGROS",
-                    "NEGROS",
-                    "FIJI ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTHWESTERN SIBERIA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "VANUATU ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEW BRITAIN REGION",
-                    "IRIAN JAYA",
-                    "NEAR COAST OF GUERRERO",
-                    "EASTERN NEW GUINEA REG.",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NORTHERN EAST PACIFIC RISE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR COAST OF GUERRERO",
-                    "NEW IRELAND REGION",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "NORTH INDIAN OCEAN",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "OFF COAST OF OREGON",
-                    "MICHOACAN",
-                    "BAJA CALIFORNIA",
-                    "BAJA CALIFORNIA",
-                    "DRAKE PASSAGE",
-                    "VANUATU ISLANDS",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "EASTERN NEW GUINEA REG.",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "IRIAN JAYA REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "NEAR COAST OF CHIAPAS",
-                    "PERU-BOLIVIA BORDER REGION",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "NORTHERN ITALY",
-                    "OFF EAST COAST OF HONSHU",
-                    "HOKKAIDO",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "GREENLAND SEA",
-                    "BONIN ISLANDS",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "SALTA PROVINCE",
-                    "SOUTH OF PANAMA",
-                    "SOUTH OF PANAMA",
-                    "OFF EAST COAST OF HONSHU",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "SOUTHERN PERU",
-                    "DODECANESE ISLANDS",
-                    "LUZON",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR ISLANDS",
-                    "NORTHERN SUMATRA",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "NORTHERN XINJIANG",
-                    "COOK STRAIT",
-                    "VANUATU ISLANDS",
-                    "KURIL ISLANDS",
-                    "KURIL ISLANDS",
-                    "NORTHERN SUMATRA",
-                    "SOLOMON ISLANDS",
-                    "MAURITIUS - REUNION REGION",
-                    "NEW IRELAND REGION",
-                    "PERU-BRAZIL BORDER REGION",
-                    "NEW IRELAND REGION",
-                    "FOX ISLANDS",
-                    "ARMENIA-AZERBAIJAN-IRAN BORD REG",
-                    "ARMENIA-AZERBAIJAN-IRAN BORD REG",
-                    "XIZANG",
-                    "SEA OF OKHOTSK",
-                    "SULAWESI",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "NORTHERN MOLUCCA SEA",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "JAN MAYEN ISLAND REGION",
-                    "PHILIPPINE ISLANDS REGION",
-                    "SOUTH OF JAVA",
-                    "SANTA CRUZ ISLANDS",
-                    "COSTA RICA",
-                    "IRIAN JAYA REGION",
-                    "KURIL ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "BAJA CALIFORNIA",
-                    "ANDREANOF ISLANDS",
-                    "COLOMBIA",
-                    "OFF EAST COAST OF HONSHU",
-                    "GULF OF CALIFORNIA",
-                    "BANDA SEA",
-                    "WEST OF MACQUARIE ISLAND",
-                    "IRIAN JAYA REGION",
-                    "CELEBES SEA",
-                    "VANUATU ISLANDS",
-                    "COSTA RICA",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "MINDANAO",
-                    "NEAR COAST OF CHIAPAS",
-                    "VANCOUVER ISLAND",
-                    "CENTRAL PERU",
-                    "MYANMAR",
-                    "NEAR COAST OF CHIAPAS",
-                    "GULF OF ALASKA",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "GUERRERO",
-                    "KURIL ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "VANUATU ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NORTH ISLAND",
-                    "BANDA SEA",
-                    "NORTHERN MOLUCCA SEA",
-                    "OFF W. COAST OF BAJA CALIFORNIA",
-                    "NEAR ISLANDS",
-                    "NEW IRELAND REGION",
-                    "MINAHASSA PENINSULA",
-                    "VANUATU ISLANDS",
-                    "SOUTHEASTERN ALASKA",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "NORTHERN SUMATRA",
-                    "LAKE ISSYK-KUL REGION",
-                    "CENTRAL CHILE",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "HOKKAIDO",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "COLOMBIA",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "EASTERN SIBERIA",
-                    "MINDANAO",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "KURIL ISLANDS",
-                    "KURIL ISLANDS",
-                    "KURIL ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "EAST OF KURIL ISLANDS",
-                    "VANUATU ISLANDS REGION",
-                    "GUATEMALA",
-                    "TAIWAN",
-                    "OFF EAST COAST OF HONSHU",
-                    "E. RUSSIA-N.E. CHINA BORDER REG.",
-                    "IRIAN JAYA",
-                    "SOUTHERN IRAN",
-                    "VANUATU ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOUTHERN IRAN",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "KURIL ISLANDS",
-                    "EAST OF KURIL ISLANDS",
-                    "SICHUAN",
-                    "BANDA SEA",
-                    "KURIL ISLANDS",
-                    "SOUTHEAST OF HONSHU",
-                    "MICHOACAN",
-                    "NEW IRELAND REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "SOUTHERN IRAN",
-                    "TONGA ISLANDS",
-                    "MARIANA ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "OFF EAST COAST OF KAMCHATKA",
-                    "OFF EAST COAST OF KAMCHATKA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "TONGA ISLANDS",
-                    "SEA OF OKHOTSK",
-                    "SEA OF OKHOTSK",
-                    "TAIWAN",
-                    "SANTA CRUZ ISLANDS",
-                    "SOUTH OF JAVA",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "CRETE",
-                    "NEAR COAST OF NICARAGUA",
-                    "CRETE",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "NORTHERN SUMATRA",
-                    "SOLOMON ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "NEW IRELAND REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTHERN PERU",
-                    "COOK STRAIT",
-                    "GANSU",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "SOUTH OF FIJI ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "BANDA SEA",
-                    "KERMADEC ISLANDS REGION",
-                    "NEAR COAST OF NORTHERN PERU",
-                    "SOUTH OF PANAMA",
-                    "COOK STRAIT",
-                    "SOUTHWEST INDIAN RIDGE",
-                    "NEAR COAST OF GUERRERO",
-                    "KERMADEC ISLANDS REGION",
-                    "ANDREANOF ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "BANDA SEA",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "SOUTHEAST OF HONSHU",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "ANDREANOF ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "PHILIPPINE ISLANDS REGION",
-                    "NEAR COAST OF CHIAPAS",
-                    "CENTRAL EAST PACIFIC RISE",
-                    "ANDREANOF ISLANDS",
-                    "FLORES SEA",
-                    "PAKISTAN",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "NEAR COAST OF PERU",
-                    "PAKISTAN",
-                    "KERMADEC ISLANDS",
-                    "SEA OF OKHOTSK",
-                    "MID-INDIAN RIDGE",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "WEST CHILE RISE",
-                    "SAKHALIN",
-                    "KERMADEC ISLANDS",
-                    "NEAR COAST OF VENEZUELA",
-                    "CRETE",
-                    "MINDANAO",
-                    "SOLOMON ISLANDS",
-                    "GULF OF CALIFORNIA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "BALLENY ISLANDS REGION",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "TAIWAN",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "EASTER ISLAND REGION",
-                    "TONGA ISLANDS REGION",
-                    "CELEBES SEA",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "SCOTIA SEA",
-                    "SCOTIA SEA",
-                    "SCOTIA SEA",
-                    "HALMAHERA",
-                    "MARIANA ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "KURIL ISLANDS",
-                    "SOUTH ATLANTIC OCEAN",
-                    "BANDA SEA",
-                    "NORTHERN SUMATRA",
-                    "KURIL ISLANDS",
-                    "MARIANA ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "PUERTO RICO REGION",
-                    "NORTH ISLAND",
-                    "TONGA ISLANDS",
-                    "JAVA",
-                    "GREECE",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "GREECE",
-                    "VANUATU ISLANDS",
-                    "XIZANG",
-                    "NORTH ATLANTIC OCEAN",
-                    "FOX ISLANDS",
-                    "NEAR COAST OF NICARAGUA",
-                    "RYUKYU ISLANDS",
-                    "NEAR COAST OF CHIAPAS",
-                    "VANUATU ISLANDS",
-                    "OFF COAST OF NORTHERN CALIFORNIA",
-                    "EASTERN NEW GUINEA REG.",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "BISMARCK SEA",
-                    "KYUSHU",
-                    "NEAR COAST OF PERU",
-                    "NEAR COAST OF NORTHERN PERU",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NICOBAR ISLANDS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "OFF COAST OF NORTHERN CHILE",
-                    "SOUTH OF PANAMA",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "SOLOMON ISLANDS",
-                    "NICARAGUA",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NEAR COAST OF NICARAGUA",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "BOUVET ISLAND REGION",
-                    "BALLENY ISLANDS REGION",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "GUERRERO",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "VANCOUVER ISLAND",
-                    "TONGA ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEAR S. COAST OF HONSHU",
-                    "THAILAND",
-                    "WEST CHILE RISE",
-                    "SOLOMON ISLANDS",
-                    "GUERRERO",
-                    "TONGA ISLANDS",
-                    "GUERRERO",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SOUTH OF PANAMA",
-                    "E. CAROLINE ISLANDS",
-                    "E. CAROLINE ISLANDS",
-                    "NEGROS",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "BAY OF BENGAL",
-                    "AEGEAN SEA",
-                    "OFF COAST OF JALISCO",
-                    "SOUTH INDIAN OCEAN",
-                    "VANUATU ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "RAT ISLANDS",
-                    "RAT ISLANDS",
-                    "RAT ISLANDS",
-                    "RAT ISLANDS",
-                    "RAT ISLANDS",
-                    "VOLCANO ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "TONGA ISLANDS",
-                    "BONIN ISLANDS",
-                    "BALLENY ISLANDS REGION",
-                    "BALLENY ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "NEAR COAST OF CHIAPAS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "MINDANAO",
-                    "MINDANAO",
-                    "SOUTHEASTERN ALASKA",
-                    "TONGA ISLANDS",
-                    "TONGA ISLANDS",
-                    "OWEN FRACTURE ZONE REGION",
-                    "KURIL ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHEASTERN ALASKA",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "OAXACA",
-                    "BISMARCK SEA",
-                    "BISMARCK SEA",
-                    "E. CAROLINE ISLANDS",
-                    "XIZANG",
-                    "YUNNAN",
-                    "BANDA SEA",
-                    "BANDA SEA",
-                    "HOKKAIDO",
-                    "HOKKAIDO",
-                    "IRAN-IRAQ BORDER REGION",
-                    "IRAN-IRAQ BORDER REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NORTHERN CALIFORNIA",
-                    "CENTRAL PERU",
-                    "CENTRAL PERU",
-                    "EASTER ISLAND REGION",
-                    "TONGA ISLANDS",
-                    "EASTER ISLAND REGION",
-                    "OFF COAST OF JALISCO",
-                    "SOUTHERN MOLUCCA SEA",
-                    "MARIANA ISLANDS",
-                    "JUJUY PROVINCE",
-                    "SOLOMON ISLANDS",
-                    "SOUTHERN ALASKA",
-                    "NEW BRITAIN REGION",
-                    "YUNNAN",
-                    "GULF OF CALIFORNIA",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "HOKKAIDO",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "TONGA ISLANDS",
-                    "EASTER ISLAND REGION",
-                    "FIJI ISLANDS REGION",
-                    "BALLENY ISLANDS REGION",
-                    "MID-INDIAN RIDGE",
-                    "NEW BRITAIN REGION",
-                    "PRIMOR'YE",
-                    "FIJI ISLANDS REGION",
-                    "NORTHERN MOLUCCA SEA",
-                    "OFF E. COAST OF N. ISLAND",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "NORTHERN MOLUCCA SEA",
-                    "SICHUAN",
-                    "EASTERN HONSHU",
-                    "NORTHERN MOLUCCA SEA",
-                    "MINDANAO",
-                    "SOUTH OF PANAMA",
-                    "BANDA SEA",
-                    "SOLOMON ISLANDS",
-                    "NEAR COAST OF GUATEMALA",
-                    "SOUTH OF PANAMA",
-                    "TAIWAN REGION",
-                    "PHILIPPINE ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NORTHERN MOLUCCA SEA",
-                    "SOUTH OF PANAMA",
-                    "SOUTH OF PANAMA",
-                    "MINDANAO",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHEAST OF EASTER ISLAND",
-                    "SOUTH OF PANAMA",
-                    "VANUATU ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "ADMIRALTY ISLANDS REGION",
-                    "MENDOZA PROVINCE",
-                    "JUJUY PROVINCE",
-                    "REYKJANES RIDGE",
-                    "TAIWAN REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF COAST OF JALISCO",
-                    "FLORES SEA",
-                    "SOUTHERN SUMATRA",
-                    "MID-INDIAN RIDGE",
-                    "NORTHERN COLOMBIA",
-                    "MINAHASSA PENINSULA",
-                    "NORTHERN MOLUCCA SEA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "FIJI ISLANDS REGION",
-                    "NORTHERN CHILE",
-                    "NEW BRITAIN REGION",
-                    "SAMOA ISLANDS REGION",
-                    "SAMOA ISLANDS REGION",
-                    "SAMOA ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "TONGA ISLANDS",
-                    "CRETE",
-                    "FIJI ISLANDS REGION",
-                    "TAIWAN REGION",
-                    "TAIWAN REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "SOUTH ISLAND",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "NEPAL",
-                    "NEPAL",
-                    "NEPAL",
-                    "NEPAL",
-                    "FIJI ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "MOROCCO",
-                    "SOLOMON ISLANDS",
-                    "NEPAL",
-                    "NEPAL",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTHERN SUMATRA",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "TONGA ISLANDS",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOUTHERN MID-ATLANTIC RIDGE",
-                    "TONGA ISLANDS",
-                    "ALASKA PENINSULA",
-                    "BONIN ISLANDS",
-                    "TONGA ISLANDS",
-                    "SOUTHEAST OF HONSHU",
-                    "BORNEO",
-                    "HOKKAIDO",
-                    "NORTHERN CHILE",
-                    "SAMOA ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHERN MID-ATLANTIC RIDGE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "FIJI ISLANDS REGION",
-                    "BONIN ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "SOUTHERN XINJIANG",
-                    "LEYTE",
-                    "EAST OF KURIL ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NORTH ATLANTIC OCEAN",
-                    "SANTA CRUZ ISLANDS",
-                    "FOX ISLANDS",
-                    "IRIAN JAYA",
-                    "SOUTHERN ALASKA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "MID-INDIAN RIDGE",
-                    "SOLOMON ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "SOUTHEAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "FOX ISLANDS",
-                    "GULF OF CALIFORNIA",
-                    "NORTHERN MOLUCCA SEA",
-                    "NORTHERN MOLUCCA SEA",
-                    "NEW BRITAIN REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "IRIAN JAYA REGION",
-                    "IRIAN JAYA REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "JUJUY PROVINCE",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "EAST OF KURIL ISLANDS",
-                    "EAST OF KURIL ISLANDS",
-                    "TONGA ISLANDS",
-                    "VANUATU ISLANDS",
-                    "BOUVET ISLAND REGION",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "HINDU KUSH REGION",
-                    "TIMOR REGION",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NICOBAR ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NORTHWEST OF RYUKYU ISLANDS",
-                    "GREECE",
-                    "SOLOMON ISLANDS",
-                    "BANDA SEA",
-                    "MARIANA ISLANDS",
-                    "PERU-BRAZIL BORDER REGION",
-                    "PERU-BRAZIL BORDER REGION",
-                    "PERU-BRAZIL BORDER REGION",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "TAJIKISTAN",
-                    "BANDA SEA",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF CHIAPAS",
-                    "VANUATU ISLANDS",
-                    "BORNEO",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "AFGHANISTAN-TAJIKISTAN BORD REG.",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "TALAUD ISLANDS",
-                    "HOKKAIDO",
-                    "SOUTHERN BOLIVIA",
-                    "HOKKAIDO",
-                    "OFF COAST OF JALISCO",
-                    "SOUTHERN ALASKA",
-                    "STRAIT OF GIBRALTAR",
-                    "KAMCHATKA PENINSULA",
-                    "BALLENY ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "TAIWAN",
-                    "SOLOMON ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SUMBA REGION",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "HALMAHERA",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "SOUTHWEST OF SUMATRA",
-                    "ANDREANOF ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "LEEWARD ISLANDS",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "ALASKA PENINSULA",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "JAVA",
-                    "VANUATU ISLANDS",
-                    "AFGHANISTAN-TAJIKISTAN BORD REG.",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "MINDANAO",
-                    "KYUSHU",
-                    "KYUSHU",
-                    "VANUATU ISLANDS",
-                    "OFF COAST OF CHIAPAS",
-                    "KYUSHU",
-                    "NEAR COAST OF ECUADOR",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEAR COAST OF ECUADOR",
-                    "NEAR COAST OF ECUADOR",
-                    "NEAR COAST OF ECUADOR",
-                    "NEAR COAST OF CHIAPAS",
-                    "NEAR COAST OF CHIAPAS",
-                    "VANUATU ISLANDS",
-                    "NORTHERN EAST PACIFIC RISE",
-                    "NEAR COAST OF ECUADOR",
-                    "NEAR COAST OF ECUADOR",
-                    "NORTHERN TERRITORY",
-                    "FIJI ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TAIWAN REGION",
-                    "SOUTHERN SUMATRA",
-                    "BANDA SEA",
-                    "KERMADEC ISLANDS",
-                    "OFF COAST OF JALISCO",
-                    "NORTHERN MOLUCCA SEA",
-                    "SOUTH OF SUMBAWA",
-                    "NICARAGUA",
-                    "SOLOMON ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "NEW IRELAND REGION",
-                    "TAJIKISTAN-XINJIANG BORDER REG.",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS",
-                    "NEAR COAST OF ECUADOR",
-                    "KERMADEC ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "ADMIRALTY ISLANDS REGION",
-                    "MARIANA ISLANDS",
-                    "JUJUY PROVINCE",
-                    "VOLCANO ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTH GEORGIA ISLAND REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTH GEORGIA ISLAND REGION",
-                    "FLORES SEA",
-                    "CENTRAL ITALY",
-                    "MYANMAR",
-                    "NORTH OF ASCENSION ISLAND",
-                    "NEW IRELAND REGION",
-                    "OFF E. COAST OF N. ISLAND",
-                    "OFF E. COAST OF N. ISLAND",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "MACQUARIE ISLAND REGION",
-                    "NORTHERN PERU",
-                    "NORTHERN COLOMBIA",
-                    "SOLOMON ISLANDS",
-                    "NEAR NORTH COAST OF IRIAN JAYA",
-                    "SOUTHEAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "MINDANAO",
-                    "TONGA ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "JAVA SEA",
-                    "WESTERN HONSHU",
-                    "TONGA ISLANDS",
-                    "CENTRAL ITALY",
-                    "CENTRAL ITALY",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH ISLAND",
-                    "SOUTH ISLAND",
-                    "SOUTH ISLAND",
-                    "SOUTH ISLAND",
-                    "SOUTH ISLAND",
-                    "SAN JUAN PROVINCE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "SOUTHERN XINJIANG",
-                    "SOUTHERN PERU",
-                    "NEAR ISLANDS",
-                    "BANDA SEA",
-                    "NORTHERN SUMATRA",
-                    "OFF COAST OF NORTHERN CALIFORNIA",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "MARIANA ISLANDS REGION",
-                    "NEW IRELAND REGION",
-                    "NEW IRELAND REGION",
-                    "SOLOMON ISLANDS",
-                    "W. CAROLINE ISLANDS",
-                    "PERU-BRAZIL BORDER REGION",
-                    "SOLOMON ISLANDS",
-                    "BANDA SEA",
-                    "NEW IRELAND REGION",
-                    "SOUTHERN CHILE",
-                    "SUMBAWA REGION",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "QUEEN ELIZABETH ISLANDS",
-                    "CELEBES SEA",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOUTHWESTERN PAKISTAN",
-                    "MINDANAO",
-                    "JUJUY PROVINCE",
-                    "SOUTHERN BOLIVIA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "NICOBAR ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NEAR ISLANDS",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "BOTSWANA",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "FIJI ISLANDS REGION",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "MINDANAO",
-                    "SOUTHEASTERN ALASKA",
-                    "SOUTHEASTERN ALASKA",
-                    "TAJIKISTAN",
-                    "ANDREANOF ISLANDS",
-                    "RYUKYU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "NEW BRITAIN REGION",
-                    "NEGROS",
-                    "SULAWESI",
-                    "NEAR ISLANDS",
-                    "AEGEAN SEA",
-                    "GUATEMALA",
-                    "KERMADEC ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEAR COAST OF GUATEMALA",
-                    "FIJI ISLANDS REGION",
-                    "KERMADEC ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "NEAR COAST OF ECUADOR",
-                    "LEYTE",
-                    "AUCKLAND ISLANDS",
-                    "NEW IRELAND REGION",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "NEAR COAST OF PERU",
-                    "MAURITIUS - REUNION REGION",
-                    "DODECANESE ISLANDS",
-                    "SOUTHEAST OF RYUKYU ISLANDS",
-                    "NORTH ATLANTIC OCEAN",
-                    "GANSU",
-                    "NORTHERN XINJIANG",
-                    "MINDORO",
-                    "SOUTHERN SUMATRA",
-                    "NORTH OF ASCENSION ISLAND",
-                    "FIJI ISLANDS REGION",
-                    "ADMIRALTY ISLANDS REGION",
-                    "SOUTHERN SUMATRA",
-                    "NORTH KOREA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "BONIN ISLANDS",
-                    "NEAR COAST OF CHIAPAS",
-                    "CENTRAL MEXICO",
-                    "AUCKLAND ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "VANUATU ISLANDS",
-                    "OAXACA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "TONGA ISLANDS",
-                    "BALLENY ISLANDS REGION",
-                    "RAT ISLANDS",
-                    "NORTHERN CHILE",
-                    "BOUVET ISLAND REGION",
-                    "TONGA ISLANDS",
-                    "BANDA SEA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SERAM",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "TONGA ISLANDS",
-                    "NEW GUINEA",
-                    "SOUTHEAST OF HONSHU",
-                    "ASCENSION ISLAND REGION",
-                    "IRAN-IRAQ BORDER REGION",
-                    "COSTA RICA",
-                    "EASTERN XIZANG-INDIA BORDER REG.",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "SAMOA ISLANDS REGION",
-                    "NEW IRELAND REGION",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "EASTERN NEW GUINEA REG.",
-                    "NEAR COAST OF ECUADOR",
-                    "W. CAROLINE ISLANDS",
-                    "W. CAROLINE ISLANDS",
-                    "W. CAROLINE ISLANDS",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "BOUVET ISLAND REGION",
-                    "JAVA",
-                    "NORTH OF HONDURAS",
-                    "MYANMAR",
-                    "NEAR COAST OF PERU",
-                    "GULF OF CALIFORNIA",
-                    "NORTHERN CHILE",
-                    "JAVA",
-                    "GULF OF ALASKA",
-                    "HOKKAIDO",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "SOUTHWEST OF AFRICA",
-                    "HINDU KUSH REGION",
-                    "FIJI ISLANDS REGION",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "TAIWAN",
-                    "TAIWAN",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "OAXACA",
-                    "NEW GUINEA",
-                    "NEW GUINEA",
-                    "CERAM SEA",
-                    "NEW GUINEA",
-                    "WEST OF MACQUARIE ISLAND",
-                    "NEW GUINEA",
-                    "NEW GUINEA",
-                    "NEW GUINEA",
-                    "NEW IRELAND REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "BANDA SEA",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTHERN BOLIVIA",
-                    "MINDANAO",
-                    "NEW GUINEA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NORTHERN MOLUCCA SEA",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "EASTER ISLAND REGION",
-                    "HAWAII",
-                    "LUZON",
-                    "NEW BRITAIN REGION",
-                    "AFGHANISTAN-TAJIKISTAN BORD REG.",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "VANUATU ISLANDS",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "KERMADEC ISLANDS",
-                    "VANUATU ISLANDS",
-                    "EASTERN GULF OF ADEN",
-                    "EASTERN GULF OF ADEN",
-                    "SANTA CRUZ ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "FLORES SEA",
-                    "SUMBAWA REGION",
-                    "SUMBAWA REGION",
-                    "NORTHERN ALASKA",
-                    "NORTHERN ALASKA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "ANDREANOF ISLANDS",
-                    "VOLCANO ISLANDS",
-                    "FLORES SEA",
-                    "COSTA RICA",
-                    "FIJI ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "SUMBAWA REGION",
-                    "FIJI ISLANDS REGION",
-                    "SUMBAWA REGION",
-                    "NEAR COAST OF VENEZUELA",
-                    "VANUATU ISLANDS",
-                    "OFF COAST OF OREGON",
-                    "ANDREANOF ISLANDS",
-                    "PERU-BRAZIL BORDER REGION",
-                    "WESTERN IRAN",
-                    "TIMOR REGION",
-                    "MARIANA ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "HOKKAIDO",
-                    "FIJI ISLANDS",
-                    "ECUADOR",
-                    "MINDANAO",
-                    "SOLOMON ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTHWEST INDIAN RIDGE",
-                    "MINAHASSA PENINSULA",
-                    "MINAHASSA PENINSULA",
-                    "FIJI ISLANDS REGION",
-                    "SUMBA REGION",
-                    "KURIL ISLANDS",
-                    "BALI SEA",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "KURIL ISLANDS",
-                    "NORTHWEST OF KURIL ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "VANCOUVER ISLAND",
-                    "VANCOUVER ISLAND",
-                    "VANCOUVER ISLAND",
-                    "IONIAN SEA",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "DRAKE PASSAGE",
-                    "NORTH ISLAND",
-                    "NORTHERN CHILE",
-                    "MINDANAO",
-                    "JAN MAYEN ISLAND REGION",
-                    "TONGA ISLANDS",
-                    "NORTH ATLANTIC OCEAN",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SOLOMON ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "CARIBBEAN SEA",
-                    "IRAN-IRAQ BORDER REGION",
-                    "SOUTHERN ALASKA",
-                    "BANDA SEA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "IRIAN JAYA",
-                    "SOUTHEAST OF EASTER ISLAND",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "MINDANAO",
-                    "ALASKA PENINSULA",
-                    "WESTERN BRAZIL",
-                    "NORTHERN MOLUCCA SEA",
-                    "KYUSHU",
-                    "VANUATU ISLANDS",
-                    "BISMARCK SEA",
-                    "VANUATU ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SUMBA REGION",
-                    "SUMBA REGION",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF CHIAPAS",
-                    "SOUTHERN SUMATRA",
-                    "SOUTHERN SUMATRA",
-                    "MARIANA ISLANDS",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "NEW IRELAND REGION",
-                    "PERU-ECUADOR BORDER REGION",
-                    "CENTRAL PERU",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "PHILIPPINE ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "D'ENTRECASTEAUX ISLANDS REGION",
-                    "CENTRAL BOLIVIA",
-                    "VANUATU ISLANDS",
-                    "COLOMBIA",
-                    "NORTHERN MOLUCCA SEA",
-                    "EAST OF KURIL ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "NEAR COAST OF ECUADOR",
-                    "MAURITIUS - REUNION REGION",
-                    "RAT ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "BANDA SEA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "SULAWESI",
-                    "TAIWAN",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "LUZON",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SAMAR",
-                    "SOUTH OF FIJI ISLANDS",
-                    "CARLSBERG RIDGE",
-                    "SOLOMON ISLANDS",
-                    "EASTERN NEW GUINEA REG.",
-                    "KYUSHU",
-                    "PANAMA-COSTA RICA BORDER REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "NORTHERN PERU",
-                    "EL SALVADOR",
-                    "FIJI ISLANDS REGION",
-                    "MINDANAO",
-                    "TONGA ISLANDS",
-                    "SOUTHEAST OF HONSHU",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "TONGA ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS",
-                    "NEAR WEST COAST OF HONSHU",
-                    "KERMADEC ISLANDS",
-                    "IRIAN JAYA",
-                    "KERMADEC ISLANDS",
-                    "IRIAN JAYA",
-                    "BANDA SEA",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "PANAMA-COSTA RICA BORDER REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "MARIANA ISLANDS",
-                    "VANUATU ISLANDS",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "CENTRAL CALIFORNIA",
-                    "CENTRAL CALIFORNIA",
-                    "NORTHERN MOLUCCA SEA",
-                    "SOLOMON ISLANDS",
-                    "NORTHWEST OF RYUKYU ISLANDS",
-                    "WESTERN AUSTRALIA",
-                    "HALMAHERA",
-                    "NEW BRITAIN REGION",
-                    "BALLENY ISLANDS REGION",
-                    "PHILIPPINE ISLANDS REGION",
-                    "NEAR S. COAST OF HONSHU",
-                    "VANUATU ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SOUTHWEST OF SUMATRA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SANTA CRUZ ISLANDS",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF COAST OF OREGON",
-                    "FIJI ISLANDS REGION",
-                    "JAVA",
-                    "MONA PASSAGE",
-                    "SOUTHWEST INDIAN RIDGE",
-                    "SERAM",
-                    "CENTRAL CHILE",
-                    "KERMADEC ISLANDS",
-                    "MINDANAO",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "MINDANAO",
-                    "VANUATU ISLANDS",
-                    "NORTH OF ASCENSION ISLAND",
-                    "MINDANAO",
-                    "MINDANAO",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "TONGA ISLANDS",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "NORTHERN MOLUCCA SEA",
-                    "NORTHERN MOLUCCA SEA",
-                    "OFF COAST OF CHIAPAS",
-                    "SEA OF OKHOTSK",
-                    "LAOS",
-                    "IRIAN JAYA REGION",
-                    "ANDREANOF ISLANDS",
-                    "ALBANIA",
-                    "CRETE",
-                    "ANDREANOF ISLANDS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS",
-                    "VANUATU ISLANDS",
-                    "MINDANAO",
-                    "HINDU KUSH REGION",
-                    "VANCOUVER ISLAND",
-                    "VANCOUVER ISLAND",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "COLOMBIA",
-                    "VANCOUVER ISLAND",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "NORTHERN SUMATRA",
-                    "PUERTO RICO REGION",
-                    "NEW BRITAIN REGION",
-                    "EASTERN SIBERIA",
-                    "NEAR NORTH COAST OF IRIAN JAYA",
-                    "SOUTHERN XINJIANG",
-                    "MINAHASSA PENINSULA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "ANDREANOF ISLANDS",
-                    "TURKEY",
-                    "ANDREANOF ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "CUBA REGION",
-                    "NORTH OF HONDURAS",
-                    "SOLOMON ISLANDS",
-                    "JAVA",
-                    "MINDANAO",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "KURIL ISLANDS",
-                    "TURKEY-IRAN BORDER REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "SAMOA ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "SOUTH OF BALI",
-                    "CENTRAL EAST PACIFIC RISE",
-                    "EAST OF KURIL ISLANDS",
-                    "MINDANAO",
-                    "WESTERN IDAHO",
-                    "NORTHERN MOLUCCA SEA",
-                    "MID-INDIAN RIDGE",
-                    "KERMADEC ISLANDS REGION",
-                    "NORTH OF HONDURAS",
-                    "BONIN ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOLOMON ISLANDS",
-                    "CRETE",
-                    "BANDA SEA",
-                    "SOLOMON ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "NEVADA",
-                    "OFF COAST OF CENTRAL MEXICO",
-                    "VANUATU ISLANDS",
-                    "SOUTHERN PERU",
-                    "NORTHERN CHILE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "HALMAHERA",
-                    "SOUTHERN MID-ATLANTIC RIDGE",
-                    "RYUKYU ISLANDS",
-                    "MARIANA ISLANDS",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "ICELAND REGION",
-                    "MINAHASSA PENINSULA",
-                    "NEAR COAST OF OAXACA",
-                    "XIZANG",
-                    "W. CAROLINE ISLANDS",
-                    "JAVA SEA",
-                    "EASTERN NEW GUINEA REG.",
-                    "ANDAMAN ISLANDS",
-                    "SAMOA ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "ALASKA PENINSULA",
-                    "SOUTH OF ALASKA",
-                    "XIZANG",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "ALASKA PENINSULA",
-                    "MINDANAO",
-                    "BISMARCK SEA",
-                    "VANUATU ISLANDS",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "TANZANIA",
-                    "SAMAR",
-                    "SOUTHERN SUMATRA",
-                    "SOUTHERN SUMATRA",
-                    "BANDA SEA",
-                    "ASCENSION ISLAND REGION",
-                    "COSTA RICA",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "CHAGOS ARCHIPELAGO REGION",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "VANUATU ISLANDS",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "MINDANAO",
-                    "VANUATU ISLANDS",
-                    "NORTHERN CHILE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "KAMCHATKA PENINSULA",
-                    "FIJI ISLANDS",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "SOUTH OF AFRICA",
-                    "TONGA ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "FIJI ISLANDS REGION",
-                    "EASTERN NEW GUINEA REG.",
-                    "SOUTH OF ALASKA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "DODECANESE ISLANDS",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "SOUTH SHETLAND ISLANDS",
-                    "TONGA ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "MINDANAO",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "PRIMOR'YE",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "FOX ISLANDS",
-                    "BALLENY ISLANDS REGION",
-                    "NORTHERN CHILE",
-                    "TAIWAN REGION",
-                    "CHILE-BOLIVIA BORDER REGION",
-                    "MINDANAO",
-                    "NEAR EAST COAST OF HONSHU",
-                    "W. CAROLINE ISLANDS",
-                    "MINDORO",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NORTHWESTERN BALKAN REGION",
-                    "ANDREANOF ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "MINAHASSA PENINSULA",
-                    "KERMADEC ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SALTA PROVINCE",
-                    "VANUATU ISLANDS",
-                    "RUSSIA-MONGOLIA BORDER REGION",
-                    "SULAWESI",
-                    "SAN JUAN PROVINCE",
-                    "PHILIPPINE ISLANDS REGION",
-                    "SOUTH SHETLAND ISLANDS",
-                    "WEST CHILE RISE",
-                    "MINDANAO",
-                    "BISMARCK SEA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHWEST OF SUMATRA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "VANUATU ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "GREECE",
-                    "OFF E. COAST OF N. ISLAND",
-                    "VANUATU ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "OFF E. COAST OF N. ISLAND",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF EAST COAST OF KAMCHATKA",
-                    "NORTHERN ALGERIA",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "WEST OF MACQUARIE ISLAND",
-                    "NEAR EAST COAST OF HONSHU",
-                    "KERMADEC ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "OFF E. COAST OF N. ISLAND",
-                    "KERMADEC ISLANDS REGION",
-                    "JAVA",
-                    "CELEBES SEA",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "FIJI ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "NORTHEASTERN INDIA",
-                    "KERMADEC ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "WEST OF MACQUARIE ISLAND",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF GUATEMALA",
-                    "MAURITIUS - REUNION REGION",
-                    "SOUTH OF PANAMA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "YUNNAN",
-                    "QINGHAI",
-                    "FIJI ISLANDS REGION",
-                    "CENTRAL ALASKA",
-                    "NORTHERN MOLUCCA SEA",
-                    "KERMADEC ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "CALIFORNIA-NEVADA BORDER REGION",
-                    "SOUTH OF PANAMA",
-                    "BISMARCK SEA",
-                    "SOUTH OF PANAMA",
-                    "MINDORO",
-                    "KERMADEC ISLANDS REGION",
-                    "MINAHASSA PENINSULA",
-                    "ALASKA PENINSULA",
-                    "PERU-ECUADOR BORDER REGION",
-                    "NICOBAR ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "ALASKA PENINSULA",
-                    "HAITI REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "KURIL ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF GUERRERO",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "KURIL ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF NICARAGUA",
-                    "ANDREANOF ISLANDS",
-                    "CRETE",
-                    "EAST OF KURIL ISLANDS",
-                    "SEA OF JAPAN",
-                    "VANUATU ISLANDS REGION",
-                    "MID-INDIAN RIDGE",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "VANUATU ISLANDS REGION",
-                    "HAWAII",
-                    "ALASKA PENINSULA",
-                    "CRETE",
-                    "SOLOMON ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "TAIWAN",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "SOUTHERN MOLUCCA SEA",
-                    "NEAR COAST OF NICARAGUA",
-                    "SOUTHEAST OF RYUKYU ISLANDS",
-                    "SOUTHEAST OF RYUKYU ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "SOUTHERN IRAN",
-                    "SOUTHERN IRAN",
-                    "SOUTH INDIAN OCEAN",
-                    "NEW IRELAND REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "NORTHERN PERU",
-                    "SOUTHEAST OF HONSHU",
-                    "SOUTHEAST OF HONSHU",
-                    "NEW IRELAND REGION",
-                    "NEW IRELAND REGION",
-                    "EASTER ISLAND REGION",
-                    "NORTH OF HALMAHERA",
-                    "RYUKYU ISLANDS",
-                    "WEST OF MACQUARIE ISLAND",
-                    "FLORES SEA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "FIJI ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEAR COAST OF NORTHERN CALIF.",
-                    "OFF COAST OF JALISCO",
-                    "FIJI ISLANDS REGION",
-                    "BANDA SEA",
-                    "VANUATU ISLANDS",
-                    "TAIWAN REGION",
-                    "BANDA SEA",
-                    "NEAR COAST OF NICARAGUA",
-                    "QINGHAI",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "CYPRUS REGION",
-                    "FOX ISLANDS",
-                    "FOX ISLANDS",
-                    "SUNDA STRAIT",
-                    "SOLOMON ISLANDS",
-                    "SHIKOKU",
-                    "TALAUD ISLANDS",
-                    "FOX ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH OF PANAMA",
-                    "KERMADEC ISLANDS REGION",
-                    "BANDA SEA",
-                    "NORTHERN PERU",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "GUATEMALA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "BALLENY ISLANDS REGION",
-                    "JUJUY PROVINCE",
-                    "NORTHERN SUMATRA",
-                    "KERMADEC ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "LUZON",
-                    "LUZON",
-                    "SOUTHERN SUMATRA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "TAIWAN",
-                    "VANUATU ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "VANUATU ISLANDS",
-                    "MINDANAO",
-                    "MINDANAO",
-                    "NEAR COAST OF NICARAGUA",
-                    "BISMARCK SEA",
-                    "PHILIPPINE ISLANDS REGION",
-                    "TAIWAN REGION",
-                    "BISMARCK SEA",
-                    "JUJUY PROVINCE",
-                    "MACQUARIE ISLAND REGION",
-                    "LUZON",
-                    "SOUTH OF FIJI ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "CENTRAL PERU",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "TIMOR REGION",
-                    "TONGA ISLANDS",
-                    "WEST OF MACQUARIE ISLAND",
-                    "RAT ISLANDS",
-                    "PERU-BRAZIL BORDER REGION",
-                    "SOUTHEASTERN AFGHANISTAN",
-                    "PHILIPPINE ISLANDS REGION"
-                  ],
-                  "lat": [
-                    -13.6098,
-                    39.6611,
-                    11.1664,
-                    -22.2789,
-                    -38.0635,
-                    52.7536,
-                    -5.9807,
-                    -6.0444,
-                    52.8204,
-                    -5.9808,
-                    3.0029,
-                    6.7113,
-                    6.4232,
-                    6.7403,
-                    6.1711,
-                    6.5583,
-                    52.4218,
-                    1.2978,
-                    -5.5179,
-                    51.3848,
-                    -5.8249,
-                    46.0031,
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-      ],
-      "source": [
-        "fig = px.scatter_geo(quake,\n",
-        "                     lat='latitude',lon='longitude', \n",
-        "                     range_color=(6,9),\n",
-        "                     height=600, width=600,\n",
-        "                     size='marker_size', color='magnitude',\n",
-        "                     hover_name=\"description\",\n",
-        "                     hover_data=['description','magnitude','depth']);\n",
-        "fig.update_geos(resolution=110, showcountries=True)\n",
-        "fig.update_geos(resolution=110, showcountries=True,projection_type=\"orthographic\")\n",
-        "fig"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "7a9e55fb",
-      "metadata": {},
-      "source": [
-        "The lambda function ``lambda x: 'Minor' if x < 4.0 else ('Moderate' if x < 6.5 else 'Severe')`` classifies earthquake magnitudes based on their values."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "69b7c97f",
-      "metadata": {},
-      "source": [
-        "The data was sorted by time. We now want to sort and show the data instead by magnitude. We use the pandas function ``sort`` to create a new DataFrame with sorted values."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 69,
-      "id": "7738e4d0",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>time</th>\n",
-              "      <th>latitude</th>\n",
-              "      <th>longitude</th>\n",
-              "      <th>depth</th>\n",
-              "      <th>magnitude</th>\n",
-              "      <th>description</th>\n",
-              "      <th>depth_km</th>\n",
-              "      <th>Category</th>\n",
-              "      <th>marker_size</th>\n",
-              "      <th>magnitude_bin</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>2010-07-02 06:04:03.570</td>\n",
-              "      <td>-13.6098</td>\n",
-              "      <td>166.6541</td>\n",
-              "      <td>0.03440</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>VANUATU ISLANDS</td>\n",
-              "      <td>34.40</td>\n",
-              "      <td>Moderate</td>\n",
-              "      <td>544.0</td>\n",
-              "      <td>6.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1112</th>\n",
-              "      <td>2017-08-31 17:06:55.750</td>\n",
-              "      <td>-1.1590</td>\n",
-              "      <td>99.6881</td>\n",
-              "      <td>0.04314</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>SOUTHERN SUMATRA</td>\n",
-              "      <td>43.14</td>\n",
-              "      <td>Moderate</td>\n",
-              "      <td>544.0</td>\n",
-              "      <td>6.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1111</th>\n",
-              "      <td>2017-08-27 04:17:51.010</td>\n",
-              "      <td>-1.4513</td>\n",
-              "      <td>148.0803</td>\n",
-              "      <td>0.00800</td>\n",
-              "      <td>6.3</td>\n",
-              "      <td>ADMIRALTY ISLANDS REGION</td>\n",
-              "      <td>8.00</td>\n",
-              "      <td>Moderate</td>\n",
-              "      <td>544.0</td>\n",
-              "      <td>6.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1110</th>\n",
-              "      <td>2017-08-19 02:00:52.550</td>\n",
-              "      <td>-17.9609</td>\n",
-              "      <td>-178.8406</td>\n",
-              "      <td>0.54400</td>\n",
-              "      <td>6.4</td>\n",
-              "      <td>FIJI ISLANDS REGION</td>\n",
-              "      <td>544.00</td>\n",
-              "      <td>Moderate</td>\n",
-              "      <td>601.0</td>\n",
-              "      <td>6.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1108</th>\n",
-              "      <td>2017-08-13 03:08:10.560</td>\n",
-              "      <td>-3.7682</td>\n",
-              "      <td>101.6228</td>\n",
-              "      <td>0.03100</td>\n",
-              "      <td>6.4</td>\n",
-              "      <td>SOUTHERN SUMATRA</td>\n",
-              "      <td>31.00</td>\n",
-              "      <td>Moderate</td>\n",
-              "      <td>601.0</td>\n",
-              "      <td>6.0</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
+          "autotypenumbers": "strict",
+          "coloraxis": {
+           "colorbar": {
+            "outlinewidth": 0,
+            "ticks": ""
+           }
+          },
+          "colorscale": {
+           "diverging": [
+            [
+             0,
+             "#8e0152"
+            ],
+            [
+             0.1,
+             "#c51b7d"
+            ],
+            [
+             0.2,
+             "#de77ae"
+            ],
+            [
+             0.3,
+             "#f1b6da"
+            ],
+            [
+             0.4,
+             "#fde0ef"
             ],
-            "text/plain": [
-              "                         time  latitude  longitude    depth  magnitude  \\\n",
-              "0     2010-07-02 06:04:03.570  -13.6098   166.6541  0.03440        6.3   \n",
-              "1112  2017-08-31 17:06:55.750   -1.1590    99.6881  0.04314        6.3   \n",
-              "1111  2017-08-27 04:17:51.010   -1.4513   148.0803  0.00800        6.3   \n",
-              "1110  2017-08-19 02:00:52.550  -17.9609  -178.8406  0.54400        6.4   \n",
-              "1108  2017-08-13 03:08:10.560   -3.7682   101.6228  0.03100        6.4   \n",
-              "\n",
-              "                   description  depth_km  Category  marker_size  magnitude_bin  \n",
-              "0              VANUATU ISLANDS     34.40  Moderate        544.0            6.0  \n",
-              "1112          SOUTHERN SUMATRA     43.14  Moderate        544.0            6.0  \n",
-              "1111  ADMIRALTY ISLANDS REGION      8.00  Moderate        544.0            6.0  \n",
-              "1110       FIJI ISLANDS REGION    544.00  Moderate        601.0            6.0  \n",
-              "1108          SOUTHERN SUMATRA     31.00  Moderate        601.0            6.0  "
+            [
+             0.5,
+             "#f7f7f7"
+            ],
+            [
+             0.6,
+             "#e6f5d0"
+            ],
+            [
+             0.7,
+             "#b8e186"
+            ],
+            [
+             0.8,
+             "#7fbc41"
+            ],
+            [
+             0.9,
+             "#4d9221"
+            ],
+            [
+             1,
+             "#276419"
             ]
-          },
-          "execution_count": 69,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "quakes2plot=quake.sort_values(by='magnitude_bin')\n",
-        "quakes2plot.head()"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "dcf7472d",
-      "metadata": {},
-      "source": [
-        "Now we will plot again using Plotly"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 70,
-      "id": "c21ce4ea",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "application/vnd.plotly.v1+json": {
-              "config": {
-                "plotlyServerURL": "https://plot.ly"
-              },
-              "data": [
-                {
-                  "customdata": [
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-                      "VANUATU ISLANDS",
-                      6.3,
-                      0.0344
-                    ],
-                    [
-                      "SOUTHERN SUMATRA",
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-                      0.04314
-                    ],
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-                      "ADMIRALTY ISLANDS REGION",
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-                      "MINDORO",
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-                      0
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-                      "KOMANDORSKIYE OSTROVA REGION",
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-                      "KERMADEC ISLANDS REGION",
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-                    ],
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-                      "KERMADEC ISLANDS",
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-                      "SOUTH OF FIJI ISLANDS",
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-                      "KERMADEC ISLANDS",
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-                    [
-                      "NEAR COAST OF PERU",
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-                      0.04492
-                    ],
-                    [
-                      "SOUTH SANDWICH ISLANDS REGION",
-                      6,
-                      0.035
-                    ],
-                    [
-                      "BONIN ISLANDS",
-                      6.1,
-                      0.451
-                    ],
-                    [
-                      "AUCKLAND ISLANDS",
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-                      "LOYALTY ISLANDS",
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-                      "EASTERN XIZANG-INDIA BORDER REG.",
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-                      "ASCENSION ISLAND REGION",
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-                      0.01
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-                      "SOUTHEAST OF HONSHU",
-                      6,
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-                      "LOYALTY ISLANDS",
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-                      "SERAM",
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-                    [
-                      "NORTHERN CHILE",
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-                    [
-                      "BALLENY ISLANDS REGION",
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-                    ],
-                    [
-                      "TONGA ISLANDS",
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-                    ],
-                    [
-                      "OFF EAST COAST OF HONSHU",
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-                    [
-                      "OAXACA",
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-                      "VANUATU ISLANDS",
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-                    [
-                      "OFF EAST COAST OF HONSHU",
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-                      "AEGEAN SEA",
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-                      "SOLOMON ISLANDS",
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-                      6.3,
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-                      "NEAR ISLANDS",
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-                      6.2,
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-                    [
-                      "SAN JUAN PROVINCE",
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-                      "SOUTH ISLAND",
-                      6.2,
-                      0.0062900000000000005
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-                      "SOUTH ISLAND",
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-                      "NEAR EAST COAST OF HONSHU",
-                      6.1,
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-                      "CHILE-ARGENTINA BORDER REGION",
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-                      "TONGA ISLANDS",
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-                      0.01
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-                    [
-                      "WESTERN HONSHU",
-                      6.2,
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-                      "NEW BRITAIN REGION",
-                      6.3,
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-                      "TONGA ISLANDS",
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-                      "RYUKYU ISLANDS",
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-                      "ANDREANOF ISLANDS",
-                      6.2,
-                      0.01
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-                      6.2,
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-                      "SOUTHEASTERN ALASKA",
-                      6.2,
-                      0.008
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-                      "OFF COAST OF CENTRAL CHILE",
-                      6,
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-                      "FIJI ISLANDS REGION",
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-                      "CHILE-ARGENTINA BORDER REGION",
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-                      "NORTHERN AND CENTRAL IRAN",
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-                      6,
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-                      6.3,
-                      0.037
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-                    [
-                      "SOLOMON ISLANDS",
-                      6.1,
-                      0.017
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-                    [
-                      "JUJUY PROVINCE",
-                      6.3,
-                      0.222
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-                    [
-                      "SOUTHWESTERN PAKISTAN",
-                      6.3,
-                      0.024050000000000002
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-                      "SOLOMON ISLANDS",
-                      6.3,
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-                      "QUEEN ELIZABETH ISLANDS",
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-                      "SOUTH OF FIJI ISLANDS",
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-                      6,
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-                      "OFF EAST COAST OF HONSHU",
-                      6.2,
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-                      6,
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-                      "SUMBA REGION",
-                      6,
-                      0.029
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-                      "ANDREANOF ISLANDS",
-                      6,
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-                      "SUMBAWA REGION",
-                      6.3,
-                      0.02141
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-                      "FIJI ISLANDS REGION",
-                      6.3,
-                      0.5757599999999999
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-                    [
-                      "COSTA RICA",
-                      6.1,
-                      0.015
-                    ],
-                    [
-                      "VOLCANO ISLANDS",
-                      6.3,
-                      0.02
-                    ],
-                    [
-                      "SOUTH SANDWICH ISLANDS REGION",
-                      6.1,
-                      0.035
-                    ],
-                    [
-                      "NORTHERN ALASKA",
-                      6,
-                      0.0017
-                    ],
-                    [
-                      "NORTHERN ALASKA",
-                      6.3,
-                      0.0022
-                    ],
-                    [
-                      "SUMBAWA REGION",
-                      6.4,
-                      0.014
-                    ],
-                    [
-                      "OFF COAST OF OREGON",
-                      6.2,
-                      0.01
-                    ],
-                    [
-                      "KURIL ISLANDS",
-                      6.1,
-                      0.02
-                    ],
-                    [
-                      "BALI SEA",
-                      6,
-                      0.009
-                    ],
-                    [
-                      "NEW BRITAIN REGION",
-                      6.1,
-                      0.05314
-                    ],
-                    [
-                      "PACIFIC-ANTARCTIC RIDGE",
-                      6.3,
-                      0.01
-                    ],
-                    [
-                      "SOUTHEAST OF LOYALTY ISLANDS",
-                      6,
-                      0.01
-                    ],
-                    [
-                      "BANDA SEA",
-                      6.4,
-                      0.136
-                    ],
-                    [
-                      "IRAN-IRAQ BORDER REGION",
-                      6.3,
-                      0.018
-                    ],
-                    [
-                      "CARIBBEAN SEA",
-                      6,
-                      0.01
-                    ],
-                    [
-                      "SOLOMON ISLANDS",
-                      6.1,
-                      0.00884
-                    ],
-                    [
-                      "SOUTHERN EAST PACIFIC RISE",
-                      6.3,
-                      0.01
-                    ],
-                    [
-                      "SOUTH SANDWICH ISLANDS REGION",
-                      6.4,
-                      0.015
-                    ],
-                    [
-                      "NEAR EAST COAST OF KAMCHATKA",
-                      6.1,
-                      0.05021
-                    ],
-                    [
-                      "NORTH ATLANTIC OCEAN",
-                      6.3,
-                      0.01
-                    ],
-                    [
-                      "TONGA ISLANDS",
-                      6.1,
-                      0.035
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-                    [
-                      "MINDANAO",
-                      6,
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-                    [
-                      "NORTHERN CHILE",
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-                    [
-                      "NORTH ISLAND",
-                      6.1,
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-                    [
-                      "DRAKE PASSAGE",
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-                      "SOUTHEAST INDIAN RIDGE",
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-                      "SOUTHEAST OF HONSHU",
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-                      "NEAR COAST OF CENTRAL CHILE",
-                      6.4,
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-                      "FIJI ISLANDS REGION",
-                      6,
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-                      "OFF COAST OF CENTRAL CHILE",
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-                      "OFF COAST OF CENTRAL CHILE",
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-                      "OFF COAST OF CENTRAL CHILE",
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-                      "NEAR COAST OF CENTRAL CHILE",
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-                      "NEAR COAST OF CENTRAL CHILE",
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-                      "MID-INDIAN RIDGE",
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-                      "SOUTH OF FIJI ISLANDS",
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-                      "SANTA CRUZ ISLANDS",
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-                      "BANDA SEA",
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-                      "OFF COAST OF CENTRAL CHILE",
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-                      "OFF COAST OF JALISCO",
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-                      "OFF EAST COAST OF HONSHU",
-                      6,
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-                      "NEAR COAST OF CENTRAL CHILE",
-                      6.1,
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-                      "NEAR COAST OF CENTRAL CHILE",
-                      6.1,
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-                      "VANUATU ISLANDS",
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-                      "OFF COAST OF JALISCO",
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-                      "NEAR COAST OF CHIAPAS",
-                      6,
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-                      "NEAR COAST OF ECUADOR",
-                      6,
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-                      "MACQUARIE ISLAND REGION",
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-                      "VANUATU ISLANDS",
-                      6.1,
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-                      "NEAR COAST OF ECUADOR",
-                      6.3,
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-                      "OFF COAST OF CHIAPAS",
-                      6.1,
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-                      "AFGHANISTAN-TAJIKISTAN BORD REG.",
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-                      "SOUTHERN EAST PACIFIC RISE",
-                      6.2,
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-                      "VANUATU ISLANDS",
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-                      "NEAR COAST OF CENTRAL CHILE",
-                      6,
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-                      6.1,
-                      0.01
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-                      "KERMADEC ISLANDS REGION",
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-                      0.015
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-                      "KERMADEC ISLANDS REGION",
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-                      0.01
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-                      "KERMADEC ISLANDS REGION",
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-                      "KERMADEC ISLANDS REGION",
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-                      0.01
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-                      "FIJI ISLANDS REGION",
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-                      6,
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-                      6,
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-                      "NEAR COAST OF GUATEMALA",
-                      6,
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-                      "FIJI ISLANDS REGION",
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-                      "KERMADEC ISLANDS REGION",
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-                      0.01
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-                      "KERMADEC ISLANDS REGION",
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-                      "CHILE-ARGENTINA BORDER REGION",
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-                      "PRIMOR'YE",
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-                      "OFF COAST OF CENTRAL CHILE",
-                      6.1,
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-                      "SOUTH SHETLAND ISLANDS",
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-                      "OFF COAST OF SOUTHERN CHILE",
-                      6,
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-                      "SOUTH OF FIJI ISLANDS",
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-                      "VANUATU ISLANDS",
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
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-                      0.01
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
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-                      "VANUATU ISLANDS",
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-                      "KURIL ISLANDS",
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-                      "TALAUD ISLANDS",
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-                      "RAT ISLANDS",
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-                      "WEST OF MACQUARIE ISLAND",
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-                      "TONGA ISLANDS",
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-                      "TIMOR REGION",
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-                      "SOUTHERN EAST PACIFIC RISE",
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-                      "BISMARCK SEA",
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-                      "TAIWAN REGION",
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-                      "PHILIPPINE ISLANDS REGION",
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-                      "VANUATU ISLANDS",
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-                      "VANUATU ISLANDS",
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-                      "VANUATU ISLANDS",
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-                      "SOUTHEAST OF LOYALTY ISLANDS",
-                      6.4,
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-                    [
-                      "NORTHERN MID-ATLANTIC RIDGE",
-                      6,
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-                    [
-                      "SOUTH OF KERMADEC ISLANDS",
-                      6.2,
-                      0.007
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-                      "NEAR COAST OF NICARAGUA",
-                      6.1,
-                      0.017
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-                      "BANDA SEA",
-                      6,
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-                      "SOUTHERN MOLUCCA SEA",
-                      6,
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-                      "OFF W COAST OF NORTHERN SUMATRA",
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-                      "SOUTH SANDWICH ISLANDS REGION",
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-                      "SOUTH OF FIJI ISLANDS",
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-                      "VANUATU ISLANDS",
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-                      "SOLOMON ISLANDS",
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-                      "CRETE",
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-                      "MID-INDIAN RIDGE",
-                      6,
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-                      "SEA OF JAPAN",
-                      6.1,
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-                      "ANDREANOF ISLANDS",
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-                      "NEAR COAST OF CENTRAL CHILE",
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-                      "KURIL ISLANDS",
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-                      "CHILE-ARGENTINA BORDER REGION",
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-                      "FIJI ISLANDS REGION",
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-                      "KERMADEC ISLANDS",
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-                      "NEAR COAST OF NICARAGUA",
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-                      0.02
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-                      "SOUTH SANDWICH ISLANDS REGION",
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-                      "IRIAN JAYA REGION",
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-                      "SOUTHERN IRAN",
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-                      0.01
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-                      "TAIWAN REGION",
-                      6.2,
-                      0.019
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-                      "VANUATU ISLANDS",
-                      6,
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-                      "FIJI ISLANDS REGION",
-                      6.1,
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-                      "OFF COAST OF JALISCO",
-                      6,
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-                      "NEAR COAST OF NORTHERN CALIF.",
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-                      "SOUTH SANDWICH ISLANDS REGION",
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-                      "FIJI ISLANDS",
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-                      "PRINCE EDWARD ISLANDS REGION",
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-                      6,
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-                      6,
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-                      "NORTH OF HALMAHERA",
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-                      "EASTER ISLAND REGION",
-                      6.1,
-                      0.01
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-                      "NEW IRELAND REGION",
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-                      0.01
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-                      "NEW IRELAND REGION",
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-                      0.01
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-                      "SOUTHEAST OF HONSHU",
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-                      "MYANMAR-INDIA BORDER REGION",
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-                      "SANTA CRUZ ISLANDS",
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-                      0.01
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-                      "NEW IRELAND REGION",
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-                      "SOUTH INDIAN OCEAN",
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-                      "SOUTHERN IRAN",
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-                      "VANUATU ISLANDS",
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-                      "FIJI ISLANDS",
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-                      "CENTRAL CALIFORNIA",
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-                      "SEA OF OKHOTSK",
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-                      "OFF COAST OF CHIAPAS",
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-                      6,
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-                      6,
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-                      6,
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-                      "OFF EAST COAST OF HONSHU",
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-                      6.3,
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-                      6.1,
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-                      "OFF EAST COAST OF HONSHU",
-                      6.7,
-                      0.02
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-                      "CENTRAL MID-ATLANTIC RIDGE",
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-                      "OFF COAST OF CENTRAL CHILE",
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-                      "OFF COAST OF CENTRAL CHILE",
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-                      "MYANMAR-INDIA BORDER REGION",
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-                      "NEAR COAST OF CHIAPAS",
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-                    "SOUTHEAST OF RYUKYU ISLANDS",
-                    "NORTH KOREA",
-                    "MAURITIUS - REUNION REGION",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "NEW IRELAND REGION",
-                    "NEAR COAST OF ECUADOR",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH OF FIJI ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "NEAR COAST OF PERU",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "BONIN ISLANDS",
-                    "AUCKLAND ISLANDS",
-                    "NEW IRELAND REGION",
-                    "SAMOA ISLANDS REGION",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "EASTERN XIZANG-INDIA BORDER REG.",
-                    "ASCENSION ISLAND REGION",
-                    "SOUTHEAST OF HONSHU",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "SERAM",
-                    "TONGA ISLANDS",
-                    "NORTHERN CHILE",
-                    "BALLENY ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "OAXACA",
-                    "VANUATU ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "AEGEAN SEA",
-                    "NEGROS",
-                    "NEW BRITAIN REGION",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "W. CAROLINE ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NEW IRELAND REGION",
-                    "MARIANA ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "BANDA SEA",
-                    "NEAR ISLANDS",
-                    "SOUTHERN PERU",
-                    "SAN JUAN PROVINCE",
-                    "SOUTH ISLAND",
-                    "SOUTH ISLAND",
-                    "NEAR EAST COAST OF HONSHU",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "CENTRAL ITALY",
-                    "TONGA ISLANDS",
-                    "WESTERN HONSHU",
-                    "NEW BRITAIN REGION",
-                    "TONGA ISLANDS",
-                    "MINDANAO",
-                    "PERU-BRAZIL BORDER REGION",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "SOLOMON ISLANDS",
-                    "SUMBAWA REGION",
-                    "RYUKYU ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "TAJIKISTAN",
-                    "SOUTHEASTERN ALASKA",
-                    "SOUTHEASTERN ALASKA",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "FIJI ISLANDS REGION",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "NEAR ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NICOBAR ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "SOLOMON ISLANDS",
-                    "JUJUY PROVINCE",
-                    "SOUTHWESTERN PAKISTAN",
-                    "SOLOMON ISLANDS",
-                    "QUEEN ELIZABETH ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEW IRELAND REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "EASTERN NEW GUINEA REG.",
-                    "W. CAROLINE ISLANDS",
-                    "MINAHASSA PENINSULA",
-                    "SOUTHWEST INDIAN RIDGE",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "MINDANAO",
-                    "ECUADOR",
-                    "MARIANA ISLANDS",
-                    "TIMOR REGION",
-                    "WESTERN IRAN",
-                    "SUMBA REGION",
-                    "ANDREANOF ISLANDS",
-                    "SUMBAWA REGION",
-                    "FIJI ISLANDS REGION",
-                    "COSTA RICA",
-                    "VOLCANO ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NORTHERN ALASKA",
-                    "NORTHERN ALASKA",
-                    "SUMBAWA REGION",
-                    "OFF COAST OF OREGON",
-                    "KURIL ISLANDS",
-                    "BALI SEA",
-                    "NEW BRITAIN REGION",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "BANDA SEA",
-                    "IRAN-IRAQ BORDER REGION",
-                    "CARIBBEAN SEA",
-                    "SOLOMON ISLANDS",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "NORTH ATLANTIC OCEAN",
-                    "TONGA ISLANDS",
-                    "MINDANAO",
-                    "NORTHERN CHILE",
-                    "NORTH ISLAND",
-                    "DRAKE PASSAGE",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "FLORES SEA",
-                    "NEW BRITAIN REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "EASTERN GULF OF ADEN",
-                    "CERAM SEA",
-                    "NEW GUINEA",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "TAIWAN",
-                    "TAIWAN",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "FIJI ISLANDS REGION",
-                    "HINDU KUSH REGION",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "HOKKAIDO",
-                    "JAVA",
-                    "NORTHERN CHILE",
-                    "GULF OF CALIFORNIA",
-                    "MYANMAR",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "NORTHERN AND CENTRAL IRAN",
-                    "W. CAROLINE ISLANDS",
-                    "W. CAROLINE ISLANDS",
-                    "NEW GUINEA",
-                    "NEAR COAST OF ECUADOR",
-                    "WEST OF MACQUARIE ISLAND",
-                    "NEW GUINEA",
-                    "EASTERN GULF OF ADEN",
-                    "VANUATU ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "VANUATU ISLANDS",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "AFGHANISTAN-TAJIKISTAN BORD REG.",
-                    "NEW BRITAIN REGION",
-                    "LUZON",
-                    "EASTER ISLAND REGION",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "NORTHERN MOLUCCA SEA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEW GUINEA",
-                    "MINDANAO",
-                    "SOUTH OF FIJI ISLANDS",
-                    "BANDA SEA",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "NEW BRITAIN REGION",
-                    "NEW GUINEA",
-                    "IRIAN JAYA",
-                    "SOUTHEAST OF HONSHU",
-                    "SOLOMON ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "FIJI ISLANDS REGION",
-                    "SAMOA ISLANDS REGION",
-                    "NORTHERN CHILE",
-                    "HOKKAIDO",
-                    "BORNEO",
-                    "SOUTHERN XINJIANG",
-                    "SOUTHEAST OF HONSHU",
-                    "TONGA ISLANDS",
-                    "SOUTHERN MID-ATLANTIC RIDGE",
-                    "TONGA ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "NEPAL",
-                    "MOROCCO",
-                    "NEW BRITAIN REGION",
-                    "FIJI ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "LEYTE",
-                    "EAST OF KURIL ISLANDS",
-                    "SOUTHERN ALASKA",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEW BRITAIN REGION",
-                    "NORTHERN MOLUCCA SEA",
-                    "NORTHERN MOLUCCA SEA",
-                    "FOX ISLANDS",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTHEAST OF HONSHU",
-                    "KERMADEC ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "MID-INDIAN RIDGE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEPAL",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "SOUTH ISLAND",
-                    "SANTA CRUZ ISLANDS",
-                    "MENDOZA PROVINCE",
-                    "ADMIRALTY ISLANDS REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHEAST OF EASTER ISLAND",
-                    "FIJI ISLANDS REGION",
-                    "MINDANAO",
-                    "SOUTH OF PANAMA",
-                    "SOUTH OF PANAMA",
-                    "NORTHERN MOLUCCA SEA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "PHILIPPINE ISLANDS REGION",
-                    "TAIWAN REGION",
-                    "NEAR COAST OF GUATEMALA",
-                    "BANDA SEA",
-                    "SOUTH OF PANAMA",
-                    "EASTERN HONSHU",
-                    "SICHUAN",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "TAIWAN REGION",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "TAIWAN REGION",
-                    "TAIWAN REGION",
-                    "CRETE",
-                    "TONGA ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "SAMOA ISLANDS REGION",
-                    "SAMOA ISLANDS REGION",
-                    "SAMOA ISLANDS REGION",
-                    "NORTHERN CHILE",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NORTHERN MOLUCCA SEA",
-                    "MINAHASSA PENINSULA",
-                    "NORTHERN COLOMBIA",
-                    "MID-INDIAN RIDGE",
-                    "SOUTHERN SUMATRA",
-                    "OFF COAST OF JALISCO",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "NEAR NORTH COAST OF IRIAN JAYA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "LOYALTY ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NICARAGUA",
-                    "SOUTH OF SUMBAWA",
-                    "NORTHERN MOLUCCA SEA",
-                    "OFF COAST OF JALISCO",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "KERMADEC ISLANDS",
-                    "TAIWAN REGION",
-                    "FIJI ISLANDS REGION",
-                    "NORTHERN TERRITORY",
-                    "NEAR COAST OF CHIAPAS",
-                    "NEAR COAST OF CHIAPAS",
-                    "NEAR COAST OF ECUADOR",
-                    "NEAR COAST OF ECUADOR",
-                    "NEAR COAST OF ECUADOR",
-                    "BANDA SEA",
-                    "NEW IRELAND REGION",
-                    "TAJIKISTAN-XINJIANG BORDER REG.",
-                    "VANUATU ISLANDS",
-                    "NORTHERN COLOMBIA",
-                    "NORTHERN PERU",
-                    "MACQUARIE ISLAND REGION",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "OFF E. COAST OF N. ISLAND",
-                    "CENTRAL ITALY",
-                    "FLORES SEA",
-                    "SOUTH GEORGIA ISLAND REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "VOLCANO ISLANDS",
-                    "JUJUY PROVINCE",
-                    "ADMIRALTY ISLANDS REGION",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "VANUATU ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "NEAR COAST OF ECUADOR",
-                    "TONGA ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF COAST OF CHIAPAS",
-                    "VANUATU ISLANDS",
-                    "KYUSHU",
-                    "AFGHANISTAN-TAJIKISTAN BORD REG.",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "BORNEO",
-                    "VANUATU ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "MARIANA ISLANDS",
-                    "SOUTHEASTERN AFGHANISTAN",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "BOUVET ISLAND REGION",
-                    "TONGA ISLANDS",
-                    "EAST OF KURIL ISLANDS",
-                    "EAST OF KURIL ISLANDS",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "JUJUY PROVINCE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "SOUTHERN BOLIVIA",
-                    "KYUSHU",
-                    "MINDANAO",
-                    "JAVA",
-                    "ALASKA PENINSULA",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "LEEWARD ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "HALMAHERA",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SUMBA REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOLOMON ISLANDS",
-                    "TAIWAN",
-                    "KERMADEC ISLANDS REGION",
-                    "BALLENY ISLANDS REGION",
-                    "STRAIT OF GIBRALTAR",
-                    "HOKKAIDO",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHEAST OF EASTER ISLAND",
-                    "TONGA ISLANDS",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "CELEBES SEA",
-                    "JAVA",
-                    "KERMADEC ISLANDS REGION",
-                    "OFF E. COAST OF N. ISLAND",
-                    "FIJI ISLANDS REGION",
-                    "WEST OF MACQUARIE ISLAND",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "NORTHERN ALGERIA",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "OFF E. COAST OF N. ISLAND",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "NORTHEASTERN INDIA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NICOBAR ISLANDS",
-                    "PERU-ECUADOR BORDER REGION",
-                    "MINAHASSA PENINSULA",
-                    "KERMADEC ISLANDS REGION",
-                    "BISMARCK SEA",
-                    "SOUTH OF PANAMA",
-                    "CALIFORNIA-NEVADA BORDER REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "FIJI ISLANDS REGION",
-                    "NORTHERN MOLUCCA SEA",
-                    "CENTRAL ALASKA",
-                    "YUNNAN",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH OF PANAMA",
-                    "NEAR COAST OF GUATEMALA",
-                    "FIJI ISLANDS REGION",
-                    "WEST OF MACQUARIE ISLAND",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "GREECE",
-                    "W. CAROLINE ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "MINDANAO",
-                    "CHILE-BOLIVIA BORDER REGION",
-                    "TAIWAN REGION",
-                    "NORTHERN CHILE",
-                    "BALLENY ISLANDS REGION",
-                    "FOX ISLANDS",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "PRIMOR'YE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "MINDANAO",
-                    "FIJI ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "SOUTH SHETLAND ISLANDS",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "EASTERN NEW GUINEA REG.",
-                    "FIJI ISLANDS REGION",
-                    "MINDORO",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NORTHWESTERN BALKAN REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHWEST OF SUMATRA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "BISMARCK SEA",
-                    "MINDANAO",
-                    "SAN JUAN PROVINCE",
-                    "SULAWESI",
-                    "VANUATU ISLANDS",
-                    "SALTA PROVINCE",
-                    "VANUATU ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "MINAHASSA PENINSULA",
-                    "ANDREANOF ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "KURIL ISLANDS",
-                    "LUZON",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NORTHERN SUMATRA",
-                    "JUJUY PROVINCE",
-                    "BALLENY ISLANDS REGION",
-                    "GUATEMALA",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "BANDA SEA",
-                    "SOUTH OF PANAMA",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "FOX ISLANDS",
-                    "TALAUD ISLANDS",
-                    "SHIKOKU",
-                    "SOLOMON ISLANDS",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "RAT ISLANDS",
-                    "WEST OF MACQUARIE ISLAND",
-                    "TONGA ISLANDS",
-                    "TIMOR REGION",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "LUZON",
-                    "BISMARCK SEA",
-                    "TAIWAN REGION",
-                    "PHILIPPINE ISLANDS REGION",
-                    "BISMARCK SEA",
-                    "MINDANAO",
-                    "MINDANAO",
-                    "VANUATU ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "NEAR COAST OF NICARAGUA",
-                    "BANDA SEA",
-                    "SOUTHERN MOLUCCA SEA",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TAIWAN",
-                    "SOUTH OF FIJI ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "CRETE",
-                    "HAWAII",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "MID-INDIAN RIDGE",
-                    "SEA OF JAPAN",
-                    "CRETE",
-                    "ANDREANOF ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "KURIL ISLANDS",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "FIJI ISLANDS REGION",
-                    "KERMADEC ISLANDS",
-                    "NEAR COAST OF NICARAGUA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "IRIAN JAYA REGION",
-                    "SOUTHERN IRAN",
-                    "TAIWAN REGION",
-                    "VANUATU ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "OFF COAST OF JALISCO",
-                    "NEAR COAST OF NORTHERN CALIF.",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "FIJI ISLANDS",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "RYUKYU ISLANDS",
-                    "NORTH OF HALMAHERA",
-                    "EASTER ISLAND REGION",
-                    "NEW IRELAND REGION",
-                    "NEW IRELAND REGION",
-                    "SOUTHEAST OF HONSHU",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "NEW IRELAND REGION",
-                    "SOUTH INDIAN OCEAN",
-                    "SOUTHERN IRAN",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS",
-                    "FIJI ISLANDS",
-                    "CENTRAL CALIFORNIA",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "MARIANA ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "PANAMA-COSTA RICA BORDER REGION",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "SOLOMON ISLANDS",
-                    "IRIAN JAYA",
-                    "IRIAN JAYA",
-                    "KERMADEC ISLANDS",
-                    "NEAR WEST COAST OF HONSHU",
-                    "KERMADEC ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "SOUTHEAST OF HONSHU",
-                    "KERMADEC ISLANDS",
-                    "NORTHWEST OF RYUKYU ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "BALLENY ISLANDS REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NORTH OF ASCENSION ISLAND",
-                    "VANUATU ISLANDS",
-                    "MINDANAO",
-                    "MINDANAO",
-                    "KERMADEC ISLANDS",
-                    "CENTRAL CHILE",
-                    "SOUTHWEST INDIAN RIDGE",
-                    "MONA PASSAGE",
-                    "JAVA",
-                    "OFF COAST OF OREGON",
-                    "VANUATU ISLANDS",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "SANTA CRUZ ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "NEAR S. COAST OF HONSHU",
-                    "PHILIPPINE ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "MINDANAO",
-                    "FIJI ISLANDS REGION",
-                    "ANDREANOF ISLANDS",
-                    "CENTRAL BOLIVIA",
-                    "D'ENTRECASTEAUX ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "PHILIPPINE ISLANDS REGION",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "NEW IRELAND REGION",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "MARIANA ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "SOUTHERN SUMATRA",
-                    "FIJI ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "SUMBA REGION",
-                    "SUMBA REGION",
-                    "VANUATU ISLANDS",
-                    "BISMARCK SEA",
-                    "KYUSHU",
-                    "ALASKA PENINSULA",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "VANUATU ISLANDS",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "COLOMBIA",
-                    "EAST OF KURIL ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "PANAMA-COSTA RICA BORDER REGION",
-                    "KYUSHU",
-                    "SOLOMON ISLANDS",
-                    "CARLSBERG RIDGE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SAMAR",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "LUZON",
-                    "TAIWAN",
-                    "OFF EAST COAST OF HONSHU",
-                    "BANDA SEA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "RAT ISLANDS",
-                    "MAURITIUS - REUNION REGION",
-                    "NEAR COAST OF ECUADOR",
-                    "NEW BRITAIN REGION",
-                    "NORTHERN MOLUCCA SEA",
-                    "SOUTH OF AFRICA",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS",
-                    "SAMOA ISLANDS REGION",
-                    "ANDAMAN ISLANDS",
-                    "W. CAROLINE ISLANDS",
-                    "XIZANG",
-                    "MINAHASSA PENINSULA",
-                    "ICELAND REGION",
-                    "MARIANA ISLANDS",
-                    "SOUTHERN MID-ATLANTIC RIDGE",
-                    "FIJI ISLANDS REGION",
-                    "HALMAHERA",
-                    "SOUTHERN PERU",
-                    "VANUATU ISLANDS",
-                    "OFF COAST OF CENTRAL MEXICO",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NORTH OF HONDURAS",
-                    "KERMADEC ISLANDS REGION",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTH OF ALASKA",
-                    "XIZANG",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "KAMCHATKA PENINSULA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NORTHERN CHILE",
-                    "VANUATU ISLANDS",
-                    "MINDANAO",
-                    "VANUATU ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "CHAGOS ARCHIPELAGO REGION",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "COSTA RICA",
-                    "ASCENSION ISLAND REGION",
-                    "TANZANIA",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "BISMARCK SEA",
-                    "MINDANAO",
-                    "ALASKA PENINSULA",
-                    "MID-INDIAN RIDGE",
-                    "NORTHERN MOLUCCA SEA",
-                    "MINDANAO",
-                    "CENTRAL EAST PACIFIC RISE",
-                    "VANCOUVER ISLAND",
-                    "COLOMBIA",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "VANCOUVER ISLAND",
-                    "VANCOUVER ISLAND",
-                    "HINDU KUSH REGION",
-                    "VANUATU ISLANDS",
-                    "TONGA ISLANDS",
-                    "VANUATU ISLANDS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "ANDREANOF ISLANDS",
-                    "CRETE",
-                    "ALBANIA",
-                    "ANDREANOF ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "LAOS",
-                    "SEA OF OKHOTSK",
-                    "OFF COAST OF CHIAPAS",
-                    "NORTHERN MOLUCCA SEA",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "VANUATU ISLANDS",
-                    "NORTHERN SUMATRA",
-                    "NEW BRITAIN REGION",
-                    "SOUTH OF BALI",
-                    "VANUATU ISLANDS",
-                    "SAMOA ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "TURKEY-IRAN BORDER REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "MINDANAO",
-                    "JAVA",
-                    "SOLOMON ISLANDS",
-                    "NORTH OF HONDURAS",
-                    "SOLOMON ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "MINAHASSA PENINSULA",
-                    "SOUTHERN XINJIANG",
-                    "NEAR NORTH COAST OF IRIAN JAYA",
-                    "EASTERN SIBERIA",
-                    "PUERTO RICO REGION",
-                    "MID-INDIAN RIDGE",
-                    "BANDA SEA",
-                    "PHILIPPINE ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "EAST OF KURIL ISLANDS",
-                    "VANUATU ISLANDS REGION",
-                    "GUATEMALA",
-                    "TAIWAN",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTH OF PANAMA",
-                    "E. RUSSIA-N.E. CHINA BORDER REG.",
-                    "SULAWESI",
-                    "SOUTHERN IRAN",
-                    "VANUATU ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "EAST OF KURIL ISLANDS",
-                    "BANDA SEA",
-                    "KURIL ISLANDS",
-                    "TONGA ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "OFF EAST COAST OF KAMCHATKA",
-                    "OFF EAST COAST OF KAMCHATKA",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "COSTA RICA",
-                    "KYUSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTHERN IRAN",
-                    "KERMADEC ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "MICHOACAN",
-                    "SOUTHEAST OF HONSHU",
-                    "TONGA ISLANDS",
-                    "CRETE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "MINAHASSA PENINSULA",
-                    "TAJIKISTAN",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "NORTHERN SUMATRA",
-                    "LAKE ISSYK-KUL REGION",
-                    "ALASKA PENINSULA",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "SANTA CRUZ ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "KURIL ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "OFF EAST COAST OF HONSHU",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "MINDANAO",
-                    "WEST OF MACQUARIE ISLAND",
-                    "HINDU KUSH REGION",
-                    "SOUTH ISLAND",
-                    "NORTHERN MOLUCCA SEA",
-                    "NEW BRITAIN REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "SANTA CRUZ ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "FIJI ISLANDS REGION",
-                    "TAIWAN",
-                    "NEAR EAST COAST OF HONSHU",
-                    "EASTERN HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEGROS",
-                    "SOUTHWEST INDIAN RIDGE",
-                    "NEAR COAST OF GUERRERO",
-                    "KERMADEC ISLANDS REGION",
-                    "ANDREANOF ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "FLORES SEA",
-                    "ANDREANOF ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR COAST OF NORTHERN PERU",
-                    "CENTRAL EAST PACIFIC RISE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "PHILIPPINE ISLANDS REGION",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "ANDREANOF ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR COAST OF CHIAPAS",
-                    "KERMADEC ISLANDS REGION",
-                    "NEAR WEST COAST OF HONSHU",
-                    "BANDA SEA",
-                    "SOUTHERN SUMATRA",
-                    "SOLOMON ISLANDS",
-                    "NORTHERN SUMATRA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "CRETE",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR COAST OF NICARAGUA",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "FIJI ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SANTA CRUZ ISLANDS",
-                    "CRETE",
-                    "SOLOMON ISLANDS",
-                    "PHILIPPINE ISLANDS REGION",
-                    "VANUATU ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "TONGA ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "VANUATU ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "GANSU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "EASTERN HONSHU",
-                    "SOUTHERN PERU",
-                    "OFF EAST COAST OF HONSHU",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "NEW IRELAND REGION",
-                    "NEAR ISLANDS",
-                    "OFF W. COAST OF BAJA CALIFORNIA",
-                    "NORTHERN ITALY",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "LUZON",
-                    "OFF EAST COAST OF HONSHU",
-                    "HOKKAIDO",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "GREENLAND SEA",
-                    "BONIN ISLANDS",
-                    "NEW IRELAND REGION",
-                    "SALTA PROVINCE",
-                    "HOKKAIDO",
-                    "SOUTH OF PANAMA",
-                    "SOUTH OF PANAMA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "CHILE-ARGENTINA BORDER REGION",
-                    "SOUTHERN PERU",
-                    "KURIL ISLANDS",
-                    "NICARAGUA",
-                    "VANUATU ISLANDS",
-                    "COOK STRAIT",
-                    "NORTHERN XINJIANG",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "NORTHERN SUMATRA",
-                    "NEAR ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "LUZON",
-                    "SOUTHERN MOLUCCA SEA",
-                    "DODECANESE ISLANDS",
-                    "OFF COAST OF ECUADOR",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "PERU-BOLIVIA BORDER REGION",
-                    "NEAR COAST OF CHIAPAS",
-                    "KERMADEC ISLANDS REGION",
-                    "IRIAN JAYA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CHIAPAS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEAR COAST OF PERU",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "KURIL ISLANDS",
-                    "SOUTH SHETLAND ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "IRIAN JAYA REGION",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "VANUATU ISLANDS",
-                    "DRAKE PASSAGE",
-                    "NORTHERN EAST PACIFIC RISE",
-                    "MINAHASSA PENINSULA",
-                    "BAJA CALIFORNIA",
-                    "OFF COAST OF OREGON",
-                    "NORTH INDIAN OCEAN",
-                    "NEW IRELAND REGION",
-                    "NEAR COAST OF GUERRERO",
-                    "SANTA CRUZ ISLANDS",
-                    "TONGA ISLANDS",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "NORTHERN SUMATRA",
-                    "REVILLA GIGEDO ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "CERAM SEA",
-                    "CELEBES SEA",
-                    "ASCENSION ISLAND REGION",
-                    "VANUATU ISLANDS",
-                    "COSTA RICA",
-                    "KURIL ISLANDS",
-                    "NEAR S. COAST OF HONSHU",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "MINDANAO",
-                    "VANCOUVER ISLAND",
-                    "CENTRAL PERU",
-                    "VANUATU ISLANDS REGION",
-                    "NEAR COAST OF CHIAPAS",
-                    "GULF OF ALASKA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NORTHERN MOLUCCA SEA",
-                    "NEW IRELAND REGION",
-                    "GULF OF CALIFORNIA",
-                    "NORTH ISLAND",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "NEW BRITAIN REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "GUERRERO",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "OFF COAST OF SOUTHERN CHILE",
-                    "VANUATU ISLANDS",
-                    "BANDA SEA",
-                    "SUNDA STRAIT",
-                    "VANUATU ISLANDS",
-                    "BALLENY ISLANDS REGION",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "SULAWESI",
-                    "SOUTH OF BALI",
-                    "SOUTHEASTERN SIBERIA",
-                    "NEW BRITAIN REGION",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "HOKKAIDO",
-                    "ARMENIA-AZERBAIJAN-IRAN BORD REG",
-                    "TURKEY",
-                    "FOX ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEW IRELAND REGION",
-                    "PERU-BRAZIL BORDER REGION",
-                    "XIZANG",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "TONGA ISLANDS",
-                    "SOUTH OF JAVA",
-                    "GULF OF CALIFORNIA",
-                    "OFF EAST COAST OF HONSHU",
-                    "SANTA CRUZ ISLANDS",
-                    "BAJA CALIFORNIA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTHERN SUMATRA",
-                    "AUCKLAND ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "NEAR ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "EAST OF NORTH ISLAND",
-                    "NEAR EAST COAST OF HONSHU",
-                    "KURIL ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "TONGA ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "E. CAROLINE ISLANDS",
-                    "E. CAROLINE ISLANDS",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "NEGROS",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "BAY OF BENGAL",
-                    "SOUTHERN SUMATRA",
-                    "OFF COAST OF JALISCO",
-                    "VANUATU ISLANDS",
-                    "HALMAHERA",
-                    "GUERRERO",
-                    "ANDREANOF ISLANDS",
-                    "SOUTHWESTERN RYUKYU ISL.",
-                    "IRIAN JAYA REGION",
-                    "ARU ISLANDS REGION",
-                    "RAT ISLANDS",
-                    "RAT ISLANDS",
-                    "HINDU KUSH REGION",
-                    "RAT ISLANDS",
-                    "RAT ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "VOLCANO ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "TONGA ISLANDS",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "NEW BRITAIN REGION",
-                    "JAN MAYEN ISLAND REGION",
-                    "SOUTHERN IRAN",
-                    "NORTHERN SUMATRA",
-                    "TAJIKISTAN",
-                    "SOLOMON ISLANDS",
-                    "NORTHERN SUMATRA",
-                    "SOUTHERN SUMATRA",
-                    "LOYALTY ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "BALLENY ISLANDS REGION",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "NEAR ISLANDS",
-                    "BONIN ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "BANDA SEA",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOLOMON ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEAR S. COAST OF HONSHU",
-                    "THAILAND",
-                    "WEST CHILE RISE",
-                    "SOLOMON ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "BONIN ISLANDS",
-                    "BALLENY ISLANDS REGION",
-                    "TONGA ISLANDS",
-                    "HOKKAIDO",
-                    "HOKKAIDO",
-                    "IRAN-IRAQ BORDER REGION",
-                    "IRAN-IRAQ BORDER REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "ANDREANOF ISLANDS",
-                    "NORTHERN CALIFORNIA",
-                    "NORTHERN MOLUCCA SEA",
-                    "OFF EAST COAST OF KAMCHATKA",
-                    "EASTER ISLAND REGION",
-                    "TONGA ISLANDS",
-                    "EASTER ISLAND REGION",
-                    "OFF COAST OF JALISCO",
-                    "SOUTHERN MOLUCCA SEA",
-                    "NORTH OF HALMAHERA",
-                    "JUJUY PROVINCE",
-                    "SOLOMON ISLANDS",
-                    "SOUTHERN ALASKA",
-                    "NEW BRITAIN REGION",
-                    "YUNNAN",
-                    "GULF OF CALIFORNIA",
-                    "NEW BRITAIN REGION",
-                    "FOX ISLANDS",
-                    "HOKKAIDO",
-                    "TONGA ISLANDS",
-                    "EASTER ISLAND REGION",
-                    "NORTHERN CHILE",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "BANDA SEA",
-                    "TONGA ISLANDS",
-                    "BANDA SEA",
-                    "XIZANG",
-                    "BALLENY ISLANDS REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "OFF COAST OF JALISCO",
-                    "KERMADEC ISLANDS REGION",
-                    "NORTHERN SUMATRA",
-                    "NEW BRITAIN REGION",
-                    "SOLOMON ISLANDS",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "MAURITIUS - REUNION REGION",
-                    "VANUATU ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "VANUATU ISLANDS",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "MINDANAO",
-                    "MINDANAO",
-                    "SOUTHEASTERN ALASKA",
-                    "TONGA ISLANDS",
-                    "KURIL ISLANDS",
-                    "TONGA ISLANDS",
-                    "OWEN FRACTURE ZONE REGION",
-                    "KURIL ISLANDS",
-                    "SOUTHEASTERN ALASKA",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "OAXACA",
-                    "BISMARCK SEA",
-                    "BISMARCK SEA",
-                    "YUNNAN",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "TONGA ISLANDS REGION",
-                    "EASTER ISLAND REGION",
-                    "OAXACA",
-                    "VANUATU ISLANDS",
-                    "SOUTH ISLAND",
-                    "EASTER ISLAND REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "TAIWAN",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "EASTERN NEW GUINEA REG.",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "BISMARCK SEA",
-                    "KYUSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR COAST OF PERU",
-                    "PUERTO RICO REGION",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "BALLENY ISLANDS REGION",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NICOBAR ISLANDS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "CELEBES SEA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SCOTIA SEA",
-                    "OFF EAST COAST OF HONSHU",
-                    "KURIL ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "NORTH ISLAND",
-                    "TONGA ISLANDS",
-                    "JAVA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NORTHERN SUMATRA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOLOMON ISLANDS",
-                    "GREECE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "GREECE",
-                    "KURIL ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "MARIANA ISLANDS",
-                    "HALMAHERA",
-                    "OFF EAST COAST OF HONSHU",
-                    "FOX ISLANDS",
-                    "NEAR COAST OF NICARAGUA",
-                    "NORTHERN CHILE",
-                    "NEAR COAST OF CHIAPAS",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "NEAR COAST OF NORTHERN PERU",
-                    "MARIANA ISLANDS REGION",
-                    "KERMADEC ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH OF PANAMA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "TONGA ISLANDS",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "WEST CHILE RISE",
-                    "NEAR COAST OF VENEZUELA",
-                    "SOLOMON ISLANDS",
-                    "NICARAGUA",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "SULAWESI",
-                    "KERMADEC ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "MID-INDIAN RIDGE",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "MACQUARIE ISLAND REGION",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NORTHERN MOLUCCA SEA",
-                    "TONGA ISLANDS",
-                    "PERU-BRAZIL BORDER REGION",
-                    "KERMADEC ISLANDS",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEW BRITAIN REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "MINDANAO",
-                    "FOX ISLANDS",
-                    "MINDANAO",
-                    "JUJUY PROVINCE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NORTHEAST OF TAIWAN",
-                    "SOUTH OF MARIANA ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "LUZON",
-                    "OFF EAST COAST OF HONSHU",
-                    "WESTERN AUSTRALIA",
-                    "GUERRERO",
-                    "KERMADEC ISLANDS",
-                    "EASTERN NEW GUINEA REG.",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "WEST CHILE RISE",
-                    "SOUTH SHETLAND ISLANDS",
-                    "MINDANAO",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "RUSSIA-MONGOLIA BORDER REGION",
-                    "MINDANAO",
-                    "NEAR COAST OF NICARAGUA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "TONGA ISLANDS REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTHWESTERN SIBERIA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SERAM",
-                    "VANUATU ISLANDS",
-                    "OFF EAST COAST OF KAMCHATKA",
-                    "SOUTHEAST OF HONSHU",
-                    "NEW BRITAIN REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "TAIWAN",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "SOUTH SHETLAND ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTHWEST OF SUMATRA",
-                    "CENTRAL BOLIVIA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEVADA",
-                    "ALASKA PENINSULA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOUTHEAST OF RYUKYU ISLANDS",
-                    "SOUTHEAST OF RYUKYU ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "BANDA SEA",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTHERN IRAN",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "SOLOMON ISLANDS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "SOUTHEAST OF HONSHU",
-                    "NEW BRITAIN REGION",
-                    "CRETE",
-                    "LOYALTY ISLANDS",
-                    "NEGROS",
-                    "NORTHERN CHILE",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SAMAR",
-                    "SOUTHERN SUMATRA",
-                    "NEAR COAST OF NICARAGUA",
-                    "CELEBES SEA",
-                    "EAST OF KURIL ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "CHILE-BOLIVIA BORDER REGION",
-                    "JAVA SEA",
-                    "VANUATU ISLANDS",
-                    "CELEBES SEA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "BANDA SEA",
-                    "VANUATU ISLANDS REGION",
-                    "LOYALTY ISLANDS",
-                    "RYUKYU ISLANDS",
-                    "ALASKA PENINSULA",
-                    "BONIN ISLANDS",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "WESTERN IDAHO",
-                    "BONIN ISLANDS",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NORTHERN SUMATRA",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "VANCOUVER ISLAND",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "MYANMAR",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "MINDANAO",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SIKKIM",
-                    "KERMADEC ISLANDS REGION",
-                    "MAURITIUS - REUNION REGION",
-                    "ANDREANOF ISLANDS",
-                    "EASTERN NEW GUINEA REG.",
-                    "NORTHERN PERU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "BALI SEA",
-                    "FOX ISLANDS",
-                    "BANDA SEA",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "WEST OF MACQUARIE ISLAND",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "MINDORO",
-                    "SOUTH OF PANAMA",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "CHIAPAS",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "SOUTH OF JAVA",
-                    "GULF OF CALIFORNIA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "QINGHAI",
-                    "VANUATU ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "TURKEY",
-                    "CYPRUS REGION",
-                    "FOX ISLANDS",
-                    "FOX ISLANDS",
-                    "SUNDA STRAIT",
-                    "BONIN ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "NEGROS",
-                    "FIJI ISLANDS REGION",
-                    "SCOTIA SEA",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "EAST OF SOUTH SANDWICH ISLANDS",
-                    "GULF OF CALIFORNIA",
-                    "SOLOMON ISLANDS",
-                    "MYANMAR",
-                    "NEW IRELAND REGION",
-                    "CRETE",
-                    "SAKHALIN",
-                    "SEA OF OKHOTSK",
-                    "PAKISTAN",
-                    "FIJI ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTH ATLANTIC OCEAN",
-                    "BANDA SEA",
-                    "VANUATU ISLANDS",
-                    "SOUTHERN SUMATRA",
-                    "OFF COAST OF JALISCO",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "OFF COAST OF NORTHERN CALIFORNIA",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "AFGHANISTAN-TAJIKISTAN BORD REG.",
-                    "JAVA SEA",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "NORTH ATLANTIC OCEAN",
-                    "XIZANG",
-                    "VANUATU ISLANDS",
-                    "NORTHERN EAST PACIFIC RISE",
-                    "NEAR COAST OF ECUADOR",
-                    "NEAR COAST OF ECUADOR",
-                    "FIJI ISLANDS REGION",
-                    "RYUKYU ISLANDS",
-                    "CENTRAL ITALY",
-                    "SOUTH ISLAND",
-                    "SOUTH ISLAND",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "MINDANAO",
-                    "NORTHERN MID-ATLANTIC RIDGE",
-                    "VANUATU ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SULAWESI",
-                    "NEAR ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "SOUTH OF JAVA",
-                    "NEAR COAST OF GUATEMALA",
-                    "SEA OF OKHOTSK",
-                    "LEYTE",
-                    "AUCKLAND ISLANDS",
-                    "DODECANESE ISLANDS",
-                    "MARIANA ISLANDS",
-                    "GANSU",
-                    "GUATEMALA",
-                    "HOKKAIDO",
-                    "BOTSWANA",
-                    "COOK STRAIT",
-                    "NEAR EAST COAST OF HONSHU",
-                    "ANDREANOF ISLANDS",
-                    "SOUTHEAST OF HONSHU",
-                    "NORTHERN SUMATRA",
-                    "OFF COAST OF NORTHERN CALIFORNIA",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NEAR EAST COAST OF KAMCHATKA",
-                    "BANDA SEA",
-                    "COOK STRAIT",
-                    "SOUTH OF PANAMA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "MINDANAO",
-                    "SOUTHERN BOLIVIA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "BANDA SEA",
-                    "NEW IRELAND REGION",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "NEPAL",
-                    "NEW BRITAIN REGION",
-                    "NEW BRITAIN REGION",
-                    "NEAR COAST OF CHIAPAS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "PACIFIC-ANTARCTIC RIDGE",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "ALASKA PENINSULA",
-                    "TONGA ISLANDS",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTHERN MID-ATLANTIC RIDGE",
-                    "BONIN ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "NEPAL",
-                    "OFF EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "FIJI ISLANDS REGION",
-                    "OFF E. COAST OF N. ISLAND",
-                    "NORTHERN MOLUCCA SEA",
-                    "NORTHERN MOLUCCA SEA",
-                    "MINDANAO",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "SOLOMON ISLANDS",
-                    "SOUTH OF PANAMA",
-                    "NORTH ATLANTIC OCEAN",
-                    "MARIANA ISLANDS",
-                    "VANUATU ISLANDS",
-                    "CENTRAL PERU",
-                    "JUJUY PROVINCE",
-                    "CENTRAL PERU",
-                    "OFF EAST COAST OF HONSHU",
-                    "E. CAROLINE ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SOUTH OF PANAMA",
-                    "SANTA CRUZ ISLANDS",
-                    "FOX ISLANDS",
-                    "KERMADEC ISLANDS",
-                    "TIMOR REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NICOBAR ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "OFF COAST OF CENTRAL CHILE",
-                    "NORTHWEST OF RYUKYU ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "GREECE",
-                    "NEAR COAST OF NICARAGUA",
-                    "PERU-BRAZIL BORDER REGION",
-                    "SOLOMON ISLANDS",
-                    "BANDA SEA",
-                    "NEAR COAST OF CHIAPAS",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "MYANMAR-INDIA BORDER REGION",
-                    "SOLOMON ISLANDS",
-                    "TALAUD ISLANDS",
-                    "BOUVET ISLAND REGION",
-                    "IRIAN JAYA REGION",
-                    "KERMADEC ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOLOMON ISLANDS",
-                    "SOUTH INDIAN OCEAN",
-                    "AEGEAN SEA",
-                    "GULF OF CALIFORNIA",
-                    "SOUTH OF PANAMA",
-                    "SOLOMON ISLANDS",
-                    "GUERRERO",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOUTH OF FIJI ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "VANCOUVER ISLAND",
-                    "IRIAN JAYA REGION",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "NORTH OF ASCENSION ISLAND",
-                    "SOUTHERN XINJIANG",
-                    "NORTHWEST OF KURIL ISLANDS",
-                    "HAWAII",
-                    "SOUTHERN BOLIVIA",
-                    "NEW BRITAIN REGION",
-                    "MAURITIUS - REUNION REGION",
-                    "SOLOMON ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "NEW IRELAND REGION",
-                    "NEW GUINEA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "NEW IRELAND REGION",
-                    "VANUATU ISLANDS",
-                    "NORTHERN MOLUCCA SEA",
-                    "CENTRAL CHILE",
-                    "VANUATU ISLANDS",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "PRINCE EDWARD ISLANDS REGION",
-                    "HOKKAIDO",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "NEAR COAST OF CHIAPAS",
-                    "TONGA ISLANDS",
-                    "IRIAN JAYA REGION",
-                    "WESTERN BRAZIL",
-                    "JAN MAYEN ISLAND REGION",
-                    "KURIL ISLANDS",
-                    "MYANMAR",
-                    "HOKKAIDO",
-                    "SOLOMON ISLANDS",
-                    "ANDREANOF ISLANDS",
-                    "KERMADEC ISLANDS REGION",
-                    "SICHUAN",
-                    "SOUTH OF FIJI ISLANDS",
-                    "VANUATU ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "JAN MAYEN ISLAND REGION",
-                    "NORTHERN MOLUCCA SEA",
-                    "SUMBAWA REGION",
-                    "KURIL ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "VANCOUVER ISLAND",
-                    "WEST OF MACQUARIE ISLAND",
-                    "IRIAN JAYA REGION",
-                    "VANCOUVER ISLAND",
-                    "FLORES SEA",
-                    "VANCOUVER ISLAND",
-                    "IONIAN SEA",
-                    "ANDREANOF ISLANDS",
-                    "SUMBAWA REGION",
-                    "ARMENIA-AZERBAIJAN-IRAN BORD REG",
-                    "EASTERN NEW GUINEA REG.",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "SOUTHWEST OF AFRICA",
-                    "EL SALVADOR",
-                    "RAT ISLANDS",
-                    "BOUVET ISLAND REGION",
-                    "EASTERN NEW GUINEA REG.",
-                    "SANTA CRUZ ISLANDS",
-                    "BANDA SEA",
-                    "EASTERN SIBERIA",
-                    "CENTRAL MID-ATLANTIC RIDGE",
-                    "VANUATU ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "KURIL ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "LOYALTY ISLANDS",
-                    "TONGA ISLANDS",
-                    "KURIL ISLANDS",
-                    "COSTA RICA",
-                    "NEW GUINEA",
-                    "SANTA CRUZ ISLANDS",
-                    "NEW BRITAIN REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "SOUTHWESTERN SIBERIA",
-                    "NEAR N COAST OF NEW GUINEA",
-                    "BOUVET ISLAND REGION",
-                    "JAVA",
-                    "SOLOMON ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "WESTERN INDIAN-ANTARCTIC RIDGE",
-                    "MICHOACAN",
-                    "SULAWESI",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "BONIN ISLANDS",
-                    "VANUATU ISLANDS",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHEAST INDIAN RIDGE",
-                    "GUERRERO",
-                    "NORTHERN MOLUCCA SEA",
-                    "VANUATU ISLANDS",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "NEW BRITAIN REGION",
-                    "VANUATU ISLANDS REGION",
-                    "SOLOMON ISLANDS",
-                    "SANTIAGO DEL ESTERO PROV.",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "VANUATU ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "CENTRAL PERU",
-                    "FIJI ISLANDS REGION",
-                    "SOUTHWESTERN PAKISTAN",
-                    "KERMADEC ISLANDS",
-                    "BAJA CALIFORNIA",
-                    "OFF EAST COAST OF HONSHU",
-                    "IRIAN JAYA",
-                    "IRIAN JAYA REGION",
-                    "MINDANAO",
-                    "OFF W COAST OF NORTHERN SUMATRA",
-                    "NEAR COAST OF GUERRERO",
-                    "EASTERN NEW GUINEA REG.",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "VANUATU ISLANDS",
-                    "ECUADOR",
-                    "SOUTH ISLAND",
-                    "CENTRAL PERU",
-                    "SOLOMON ISLANDS",
-                    "NEPAL",
-                    "SOLOMON ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "KERMADEC ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "TURKEY",
-                    "NORTHERN MOLUCCA SEA",
-                    "SOUTHERN EAST PACIFIC RISE",
-                    "EASTERN NEW GUINEA REG.",
-                    "CENTRAL CALIFORNIA",
-                    "NEAR COAST OF PERU",
-                    "FLORES SEA",
-                    "FLORES SEA",
-                    "MINDANAO",
-                    "SOUTHERN ALASKA",
-                    "BANDA SEA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "REYKJANES RIDGE",
-                    "HALMAHERA",
-                    "NEAR COAST OF CENTRAL CHILE",
-                    "TAJIKISTAN",
-                    "HAITI REGION",
-                    "SOLOMON ISLANDS",
-                    "BANDA SEA",
-                    "OFF COAST OF CENTRAL AMERICA",
-                    "SANTA CRUZ ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "OFF EAST COAST OF HONSHU",
-                    "SANTA CRUZ ISLANDS REGION",
-                    "OFF E. COAST OF N. ISLAND",
-                    "NEAR COAST OF PERU",
-                    "KERMADEC ISLANDS",
-                    "OFF E. COAST OF N. ISLAND",
-                    "NORTH OF ASCENSION ISLAND",
-                    "MINDANAO",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOUTH GEORGIA ISLAND REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "OAXACA",
-                    "BANDA SEA",
-                    "SOUTH OF KERMADEC ISLANDS",
-                    "PHILIPPINE ISLANDS REGION",
-                    "CENTRAL MEXICO",
-                    "KURIL ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "IRIAN JAYA",
-                    "SOUTH OF FIJI ISLANDS",
-                    "DODECANESE ISLANDS",
-                    "IRAN-IRAQ BORDER REGION",
-                    "FOX ISLANDS",
-                    "NEW IRELAND REGION",
-                    "LOYALTY ISLANDS",
-                    "COLOMBIA",
-                    "CELEBES SEA",
-                    "SANTA CRUZ ISLANDS",
-                    "EASTERN NEW GUINEA REG.",
-                    "ANDREANOF ISLANDS",
-                    "NEAR COAST OF OAXACA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "OFF EAST COAST OF HONSHU",
-                    "NEAR COAST OF PERU",
-                    "QINGHAI",
-                    "KAMCHATKA PENINSULA",
-                    "VANUATU ISLANDS",
-                    "VANUATU ISLANDS",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "OFF COAST OF NORTHERN CHILE",
-                    "VANUATU ISLANDS",
-                    "KYUSHU",
-                    "SOUTHERN ALASKA",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "KURIL ISLANDS",
-                    "NEAR COAST OF VENEZUELA",
-                    "VANUATU ISLANDS",
-                    "COLOMBIA",
-                    "NEAR COAST OF CHIAPAS",
-                    "PERU-BRAZIL BORDER REGION",
-                    "PERU-BRAZIL BORDER REGION",
-                    "NEAR EAST COAST OF HONSHU",
-                    "NORTH OF HONDURAS",
-                    "SOLOMON ISLANDS",
-                    "NEPAL",
-                    "SOUTHERN IRAN",
-                    "SOLOMON ISLANDS",
-                    "COSTA RICA",
-                    "KOMANDORSKIYE OSTROVA REGION",
-                    "NEW IRELAND REGION",
-                    "NEW BRITAIN REGION",
-                    "ALASKA PENINSULA",
-                    "MINDANAO",
-                    "PERU-BRAZIL BORDER REGION",
-                    "SOUTHERN CHILE",
-                    "MINDANAO",
-                    "PHILIPPINE ISLANDS REGION",
-                    "NEW BRITAIN REGION",
-                    "SOUTH SANDWICH ISLANDS REGION",
-                    "NEAR COAST OF NORTHERN CHILE",
-                    "MINAHASSA PENINSULA",
-                    "SOLOMON ISLANDS",
-                    "NEAR COAST OF GUERRERO",
-                    "SOUTHWEST OF SUMATRA",
-                    "SOUTH OF ALASKA",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "EAST OF KURIL ISLANDS",
-                    "SCOTIA SEA",
-                    "QUEEN CHARLOTTE ISLANDS REGION",
-                    "PRIMOR'YE",
-                    "MARIANA ISLANDS",
-                    "SEA OF OKHOTSK",
-                    "SOUTHERN SUMATRA",
-                    "NORTHERN PERU",
-                    "SOUTHEAST OF LOYALTY ISLANDS",
-                    "NEAR EAST COAST OF HONSHU",
-                    "SOLOMON ISLANDS",
-                    "SOUTHEASTERN ALASKA",
-                    "NEAR COAST OF ECUADOR",
-                    "NEW GUINEA",
-                    "OFF EAST COAST OF HONSHU",
-                    "FIJI ISLANDS",
-                    "RAT ISLANDS",
-                    "SANTA CRUZ ISLANDS",
-                    "PERU-ECUADOR BORDER REGION",
-                    "BONIN ISLANDS",
-                    "GULF OF ALASKA",
-                    "PAKISTAN",
-                    "SOUTH ISLAND",
-                    "CUBA REGION",
-                    "PERU-BRAZIL BORDER REGION",
-                    "KERMADEC ISLANDS REGION",
-                    "HINDU KUSH REGION",
-                    "NEW BRITAIN REGION",
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-                      "caxis": {
-                        "gridcolor": "white",
-                        "linecolor": "white",
-                        "ticks": ""
-                      }
-                    },
-                    "title": {
-                      "x": 0.05
-                    },
-                    "xaxis": {
-                      "automargin": true,
-                      "gridcolor": "white",
-                      "linecolor": "white",
-                      "ticks": "",
-                      "title": {
-                        "standoff": 15
-                      },
-                      "zerolinecolor": "white",
-                      "zerolinewidth": 2
-                    },
-                    "yaxis": {
-                      "automargin": true,
-                      "gridcolor": "white",
-                      "linecolor": "white",
-                      "ticks": "",
-                      "title": {
-                        "standoff": 15
-                      },
-                      "zerolinecolor": "white",
-                      "zerolinewidth": 2
-                    }
-                  }
-                },
-                "width": 600
-              }
-            }
-          },
-          "metadata": {},
-          "output_type": "display_data"
-        }
-      ],
-      "source": [
-        "fig = px.scatter_geo(quakes2plot,\n",
-        "                     lat='latitude',lon='longitude', \n",
-        "                     range_color=(6,9),\n",
-        "                     height=600, width=600,\n",
-        "                     size='marker_size', color='magnitude',\n",
-        "                     hover_name=\"description\",\n",
-        "                     hover_data=['description','magnitude','depth']);\n",
-        "fig.update_geos(resolution=110, showcountries=True)\n",
-        "# fig.update_geos(resolution=110, showcountries=True,projection_type=\"orthographic\")\n"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "3355fe19",
-      "metadata": {},
-      "source": [
-        "# 3 Create a Pandas from a generic text file.\n",
-        "\n",
-        "The python package pandas is very useful to read csv files, but also many text files that are more or less formatted as one observation per row and one column for each feature.\n",
-        "\n",
-        "As an example, we are going to look at the list of seismic stations from the Northern California seismic network, available [here](http://ncedc.org/ftp/pub/doc/NC.info/NC.channel.summary.day):\n",
-        "\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 71,
-      "id": "ef9f302d",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "url = 'http://ncedc.org/ftp/pub/doc/NC.info/NC.channel.summary.day'"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 72,
-      "id": "3a60ef42",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# this gets the file linked in the URL page and convert it to a string\n",
-        "s = requests.get(url).content "
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 73,
-      "id": "9edd0bf5",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# this will convert the string, decode it , and make it a table\n",
-        "data = pd.read_csv(io.StringIO(s.decode('utf-8')), header=None, skiprows=2, sep='\\s+', usecols=list(range(0, 13)))\n",
-        "# because columns/keys were not assigned, assign them now\n",
-        "data.columns = ['station', 'network', 'channel', 'location', 'rate', 'start_time', 'end_time', 'latitude', 'longitude', 'elevation', 'depth', 'dip', 'azimuth']"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "b2def912",
-      "metadata": {},
-      "source": [
-        "Let us look at the data. They are now stored into a pandas dataframe."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 74,
-      "id": "448b69ab",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>station</th>\n",
-              "      <th>network</th>\n",
-              "      <th>channel</th>\n",
-              "      <th>location</th>\n",
-              "      <th>rate</th>\n",
-              "      <th>start_time</th>\n",
-              "      <th>end_time</th>\n",
-              "      <th>latitude</th>\n",
-              "      <th>longitude</th>\n",
-              "      <th>elevation</th>\n",
-              "      <th>depth</th>\n",
-              "      <th>dip</th>\n",
-              "      <th>azimuth</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1976/07/20,17:38:00</td>\n",
-              "      <td>1977/12/01,22:37:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1977/12/01,22:37:00</td>\n",
-              "      <td>1981/06/12,19:15:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1981/06/12,19:15:00</td>\n",
-              "      <td>1984/01/01,00:00:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>100.0</td>\n",
-              "      <td>1984/01/01,00:00:00</td>\n",
-              "      <td>1985/11/03,22:00:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>100.0</td>\n",
-              "      <td>1985/11/03,22:00:00</td>\n",
-              "      <td>1987/03/10,23:15:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
+           ],
+           "sequential": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
             ],
-            "text/plain": [
-              "  station network channel location   rate           start_time  \\\n",
-              "0     AAR      NC     EHZ       --    0.0  1976/07/20,17:38:00   \n",
-              "1     AAR      NC     EHZ       --    0.0  1977/12/01,22:37:00   \n",
-              "2     AAR      NC     EHZ       --    0.0  1981/06/12,19:15:00   \n",
-              "3     AAR      NC     EHZ       --  100.0  1984/01/01,00:00:00   \n",
-              "4     AAR      NC     EHZ       --  100.0  1985/11/03,22:00:00   \n",
-              "\n",
-              "              end_time  latitude  longitude  elevation  depth   dip  azimuth  \n",
-              "0  1977/12/01,22:37:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
-              "1  1981/06/12,19:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
-              "2  1984/01/01,00:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
-              "3  1985/11/03,22:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  \n",
-              "4  1987/03/10,23:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0  "
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
             ]
-          },
-          "execution_count": 74,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "data.head()"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "d05055aa",
-      "metadata": {},
-      "source": [
-        "We can output the first element of the DataFrame:"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 75,
-      "id": "51971cde",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "station                       AAR\n",
-              "network                        NC\n",
-              "channel                       EHZ\n",
-              "location                       --\n",
-              "rate                          0.0\n",
-              "start_time    1976/07/20,17:38:00\n",
-              "end_time      1977/12/01,22:37:00\n",
-              "latitude                 39.27594\n",
-              "longitude              -121.02696\n",
-              "elevation                   911.0\n",
-              "depth                         0.0\n",
-              "dip                         -90.0\n",
-              "azimuth                       0.0\n",
-              "Name: 0, dtype: object"
+           ],
+           "sequentialminus": [
+            [
+             0,
+             "#0d0887"
+            ],
+            [
+             0.1111111111111111,
+             "#46039f"
+            ],
+            [
+             0.2222222222222222,
+             "#7201a8"
+            ],
+            [
+             0.3333333333333333,
+             "#9c179e"
+            ],
+            [
+             0.4444444444444444,
+             "#bd3786"
+            ],
+            [
+             0.5555555555555556,
+             "#d8576b"
+            ],
+            [
+             0.6666666666666666,
+             "#ed7953"
+            ],
+            [
+             0.7777777777777778,
+             "#fb9f3a"
+            ],
+            [
+             0.8888888888888888,
+             "#fdca26"
+            ],
+            [
+             1,
+             "#f0f921"
             ]
+           ]
           },
-          "execution_count": 75,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "data.iloc[0]"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 76,
-      "id": "d9bb3b35",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "station        object\n",
-              "network        object\n",
-              "channel        object\n",
-              "location       object\n",
-              "rate          float64\n",
-              "start_time     object\n",
-              "end_time       object\n",
-              "latitude      float64\n",
-              "longitude     float64\n",
-              "elevation     float64\n",
-              "depth         float64\n",
-              "dip           float64\n",
-              "azimuth       float64\n",
-              "dtype: object"
-            ]
+          "colorway": [
+           "#636efa",
+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
+           "#FF97FF",
+           "#FECB52"
+          ],
+          "font": {
+           "color": "#2a3f5f"
           },
-          "execution_count": 76,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "# display the type of each column\n",
-        "data.dtypes"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 77,
-      "id": "b3cc09c6",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/plain": [
-              "0         AAR\n",
-              "1         AAR\n",
-              "2         AAR\n",
-              "3         AAR\n",
-              "4         AAR\n",
-              "         ... \n",
-              "29434     WMP\n",
-              "29435     WMP\n",
-              "29436     WMP\n",
-              "29437     WSL\n",
-              "29438    WWVB\n",
-              "Name: station, Length: 29439, dtype: object"
-            ]
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
           },
-          "execution_count": 77,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "data.iloc[:, 0]"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "9afc9c2f",
-      "metadata": {},
-      "source": [
-        "The ``start_time`` and ``end_time`` are stored as ``object`` or ``string``, convert these columns to datetime objects. With a too-simple prompt, CoPilot may fail at converting:"
-      ]
-    },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 600
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = px.scatter_geo(data,\n",
+    "                     lat='latitude',lon='longitude', \n",
+    "                     range_color=(6,9),\n",
+    "                     height=600, width=600,\n",
+    "                     hover_name=\"station\",\n",
+    "                     hover_data=['network','station','channel','rate']);\n",
+    "fig.update_geos(resolution=110, showcountries=True)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "819da3ef",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 78,
-      "id": "08156920",
-      "metadata": {},
-      "outputs": [
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
         {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "/var/folders/js/lzmy975n0l5bjbmr9db291m00000gn/T/ipykernel_26544/3238846712.py:2: UserWarning:\n",
-            "\n",
-            "Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
-            "\n"
+         "customdata": [
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           0
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           0
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           0
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "AAR",
+           "EHZ",
+           100
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+          [
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+          [
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+          [
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+          [
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+          [
+           "NC",
+           "KRMB",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
+           "KRMB",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+           "HNE",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          [
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
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+          [
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
+           "NC",
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+          [
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+          [
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+          [
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+          [
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+          [
+           "NC",
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
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+          [
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+           "NC",
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+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+           "VEC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+           0.1
+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
+           "NC",
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+          ],
+          [
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
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+          ],
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
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+          ],
+          [
+           "NC",
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+           100
+          ],
+          [
+           "NC",
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+           100
+          ],
+          [
+           "NC",
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+           100
+          ],
+          [
+           "NC",
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+           "EHZ",
+           100
+          ],
+          [
+           "NC",
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+           100
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+          [
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+          ],
+          [
+           "NC",
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+           100
+          ],
+          [
+           "NC",
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+           100
+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+           "EHZ",
+           100
+          ],
+          [
+           "NC",
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+           "EHZ",
+           100
+          ],
+          [
+           "NC",
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+           "EHZ",
+           100
+          ],
+          [
+           "NC",
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+           "EHZ",
+           100
+          ],
+          [
+           "NC",
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+           "EHZ",
+           100
+          ],
+          [
+           "NC",
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+           "EHZ",
+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           "HHE",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
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+           "HHN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHN",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHZ",
+           100
+          ],
+          [
+           "NC",
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+           "HHZ",
+           100
+          ],
+          [
+           "NC",
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+           "HHZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HHZ",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
+           "HNE",
+           100
+          ],
+          [
+           "NC",
+           "KRP",
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+          [
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+          [
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+          [
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+          [
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+          [
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+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          [
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+          [
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+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
+           "RWSVT",
+           "HNZ",
+           200
+          ],
+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           0
+          ],
+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           "HHE",
+           200
+          ],
+          [
+           "NC",
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+           "HHN",
+           200
+          ],
+          [
+           "NC",
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+           "HHZ",
+           200
+          ],
+          [
+           "NC",
+           "SN01",
+           "HNE",
+           200
+          ],
+          [
+           "NC",
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+           "HNN",
+           200
+          ],
+          [
+           "NC",
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+           "HNZ",
+           200
+          ],
+          [
+           "NC",
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+           "HHE",
+           200
+          ],
+          [
+           "NC",
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+           "HHN",
+           200
+          ],
+          [
+           "NC",
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+           200
+          ],
+          [
+           "NC",
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+           200
+          ],
+          [
+           "NC",
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+           "HNE",
+           200
+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
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+           "NC",
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+           "NC",
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+           200
+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
+          [
+           "NC",
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+           200
+          ],
+          [
+           "NC",
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+          ],
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+           "NC",
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+          ],
+          [
+           "NC",
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
+          [
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+          ],
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+          ],
+          [
+           "NC",
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
+          [
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+          ],
+          [
+           "NC",
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+          ],
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+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+          ],
+          [
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+          ],
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+          ],
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+          ],
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+          ],
+          [
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+          ],
+          [
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+          ],
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+          ],
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+           "NC",
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
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+          ],
+          [
+           "NC",
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+           "EHZ",
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+          ],
+          [
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+          ],
+          [
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+           "EHZ",
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+          [
+           "NC",
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+           "EHZ",
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+          [
+           "NC",
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+           "EHZ",
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+          ],
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+          ],
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+           "NC",
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+          ],
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+           "NC",
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+           "EHZ",
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+           "NC",
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+           "EHZ",
+           100
+          ],
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+          ],
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+          ],
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+           0
+          ],
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+          ],
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           0
+          ],
+          [
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+           0
+          ],
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+          ],
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+           0
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+           0
+          ],
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+           0
+          ],
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+           "NC",
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+           "EHZ",
+           0
+          ],
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+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
+           "WDK",
+           "EHZ",
+           0
+          ],
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+           "NC",
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+           "EHZ",
+           0
+          ],
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+           "EHZ",
+           0
+          ],
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           0
+          ],
+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
+           "NC",
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+           "EHZ",
+           0
+          ],
+          [
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+           "WMP",
+           "EHE",
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+          ],
+          [
+           "NC",
+           "WMP",
+           "EHN",
+           100
+          ],
+          [
+           "NC",
+           "WMP",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "WMP",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "WMP",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "WMP",
+           "EHZ",
+           100
+          ],
+          [
+           "NC",
+           "WSL",
+           "EHZ",
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-        {
-          "ename": "DateParseError",
-          "evalue": "Unknown datetime string format, unable to parse: 1976/07/20,17:38:00, at position 0",
-          "output_type": "error",
-          "traceback": [
-            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-            "\u001b[0;31mDateParseError\u001b[0m                            Traceback (most recent call last)",
-            "Cell \u001b[0;32mIn[78], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# convert start_time and end_time to datetime\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstart_time\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_datetime\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mstart_time\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      3\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mend_time\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mto_datetime(data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mend_time\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
-            "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/tools/datetimes.py:1108\u001b[0m, in \u001b[0;36mto_datetime\u001b[0;34m(arg, errors, dayfirst, yearfirst, utc, format, exact, unit, infer_datetime_format, origin, cache)\u001b[0m\n\u001b[1;32m   1106\u001b[0m             result \u001b[38;5;241m=\u001b[39m arg\u001b[38;5;241m.\u001b[39mtz_localize(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mutc\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1107\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(arg, ABCSeries):\n\u001b[0;32m-> 1108\u001b[0m     cache_array \u001b[38;5;241m=\u001b[39m \u001b[43m_maybe_cache\u001b[49m\u001b[43m(\u001b[49m\u001b[43marg\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcache\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert_listlike\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1109\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m cache_array\u001b[38;5;241m.\u001b[39mempty:\n\u001b[1;32m   1110\u001b[0m         result \u001b[38;5;241m=\u001b[39m arg\u001b[38;5;241m.\u001b[39mmap(cache_array)\n",
-            "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/tools/datetimes.py:254\u001b[0m, in \u001b[0;36m_maybe_cache\u001b[0;34m(arg, format, cache, convert_listlike)\u001b[0m\n\u001b[1;32m    252\u001b[0m unique_dates \u001b[38;5;241m=\u001b[39m unique(arg)\n\u001b[1;32m    253\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(unique_dates) \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(arg):\n\u001b[0;32m--> 254\u001b[0m     cache_dates \u001b[38;5;241m=\u001b[39m \u001b[43mconvert_listlike\u001b[49m\u001b[43m(\u001b[49m\u001b[43munique_dates\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m    255\u001b[0m     \u001b[38;5;66;03m# GH#45319\u001b[39;00m\n\u001b[1;32m    256\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-            "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/tools/datetimes.py:490\u001b[0m, in \u001b[0;36m_convert_listlike_datetimes\u001b[0;34m(arg, format, name, utc, unit, errors, dayfirst, yearfirst, exact)\u001b[0m\n\u001b[1;32m    487\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mformat\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mformat\u001b[39m \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmixed\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m    488\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m _array_strptime_with_fallback(arg, name, utc, \u001b[38;5;28mformat\u001b[39m, exact, errors)\n\u001b[0;32m--> 490\u001b[0m result, tz_parsed \u001b[38;5;241m=\u001b[39m \u001b[43mobjects_to_datetime64ns\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    491\u001b[0m \u001b[43m    \u001b[49m\u001b[43marg\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    492\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdayfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdayfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    493\u001b[0m \u001b[43m    \u001b[49m\u001b[43myearfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43myearfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    494\u001b[0m \u001b[43m    \u001b[49m\u001b[43mutc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mutc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    495\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    496\u001b[0m \u001b[43m    \u001b[49m\u001b[43mallow_object\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    497\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    499\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tz_parsed \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    500\u001b[0m     \u001b[38;5;66;03m# We can take a shortcut since the datetime64 numpy array\u001b[39;00m\n\u001b[1;32m    501\u001b[0m     \u001b[38;5;66;03m# is in UTC\u001b[39;00m\n\u001b[1;32m    502\u001b[0m     dta \u001b[38;5;241m=\u001b[39m DatetimeArray(result, dtype\u001b[38;5;241m=\u001b[39mtz_to_dtype(tz_parsed))\n",
-            "File \u001b[0;32m~/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages/pandas/core/arrays/datetimes.py:2346\u001b[0m, in \u001b[0;36mobjects_to_datetime64ns\u001b[0;34m(data, dayfirst, yearfirst, utc, errors, allow_object)\u001b[0m\n\u001b[1;32m   2343\u001b[0m \u001b[38;5;66;03m# if str-dtype, convert\u001b[39;00m\n\u001b[1;32m   2344\u001b[0m data \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(data, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mobject_)\n\u001b[0;32m-> 2346\u001b[0m result, tz_parsed \u001b[38;5;241m=\u001b[39m \u001b[43mtslib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marray_to_datetime\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2347\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2348\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2349\u001b[0m \u001b[43m    \u001b[49m\u001b[43mutc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mutc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2350\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdayfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdayfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2351\u001b[0m \u001b[43m    \u001b[49m\u001b[43myearfirst\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43myearfirst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2352\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2354\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tz_parsed \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   2355\u001b[0m     \u001b[38;5;66;03m# We can take a shortcut since the datetime64 numpy array\u001b[39;00m\n\u001b[1;32m   2356\u001b[0m     \u001b[38;5;66;03m#  is in UTC\u001b[39;00m\n\u001b[1;32m   2357\u001b[0m     \u001b[38;5;66;03m# Return i8 values to denote unix timestamps\u001b[39;00m\n\u001b[1;32m   2358\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m result\u001b[38;5;241m.\u001b[39mview(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mi8\u001b[39m\u001b[38;5;124m\"\u001b[39m), tz_parsed\n",
-            "File \u001b[0;32mtslib.pyx:403\u001b[0m, in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
-            "File \u001b[0;32mtslib.pyx:552\u001b[0m, in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
-            "File \u001b[0;32mtslib.pyx:517\u001b[0m, in \u001b[0;36mpandas._libs.tslib.array_to_datetime\u001b[0;34m()\u001b[0m\n",
-            "File \u001b[0;32mconversion.pyx:546\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.conversion.convert_str_to_tsobject\u001b[0;34m()\u001b[0m\n",
-            "File \u001b[0;32mparsing.pyx:331\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.parsing.parse_datetime_string\u001b[0;34m()\u001b[0m\n",
-            "File \u001b[0;32mparsing.pyx:660\u001b[0m, in \u001b[0;36mpandas._libs.tslibs.parsing.dateutil_parse\u001b[0;34m()\u001b[0m\n",
-            "\u001b[0;31mDateParseError\u001b[0m: Unknown datetime string format, unable to parse: 1976/07/20,17:38:00, at position 0"
+        "mapbox": {
+         "center": {
+          "lat": 38.04061885424097,
+          "lon": -121.71164549237406
+         },
+         "domain": {
+          "x": [
+           0,
+           1
+          ],
+          "y": [
+           0,
+           1
           ]
-        }
-      ],
-      "source": [
-        "# convert start_time and end_time to datetime\n",
-        "data['start_time'] = pd.to_datetime(data['start_time'])\n",
-        "data['end_time'] = pd.to_datetime(data['end_time'])"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 79,
-      "id": "b8bcf253",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "data['startdate'] = pd.to_datetime(data['start_time'], format='%Y/%m/%d,%H:%M:%S')"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 80,
-      "id": "da911e32",
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>station</th>\n",
-              "      <th>network</th>\n",
-              "      <th>channel</th>\n",
-              "      <th>location</th>\n",
-              "      <th>rate</th>\n",
-              "      <th>start_time</th>\n",
-              "      <th>end_time</th>\n",
-              "      <th>latitude</th>\n",
-              "      <th>longitude</th>\n",
-              "      <th>elevation</th>\n",
-              "      <th>depth</th>\n",
-              "      <th>dip</th>\n",
-              "      <th>azimuth</th>\n",
-              "      <th>startdate</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1976/07/20,17:38:00</td>\n",
-              "      <td>1977/12/01,22:37:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1976-07-20 17:38:00</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1977/12/01,22:37:00</td>\n",
-              "      <td>1981/06/12,19:15:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1977-12-01 22:37:00</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1981/06/12,19:15:00</td>\n",
-              "      <td>1984/01/01,00:00:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1981-06-12 19:15:00</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>100.0</td>\n",
-              "      <td>1984/01/01,00:00:00</td>\n",
-              "      <td>1985/11/03,22:00:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1984-01-01 00:00:00</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>AAR</td>\n",
-              "      <td>NC</td>\n",
-              "      <td>EHZ</td>\n",
-              "      <td>--</td>\n",
-              "      <td>100.0</td>\n",
-              "      <td>1985/11/03,22:00:00</td>\n",
-              "      <td>1987/03/10,23:15:00</td>\n",
-              "      <td>39.27594</td>\n",
-              "      <td>-121.02696</td>\n",
-              "      <td>911.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>-90.0</td>\n",
-              "      <td>0.0</td>\n",
-              "      <td>1985-11-03 22:00:00</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
+         },
+         "style": "carto-positron",
+         "zoom": 8
+        },
+        "margin": {
+         "t": 60
+        },
+        "template": {
+         "data": {
+          "bar": [
+           {
+            "error_x": {
+             "color": "#2a3f5f"
+            },
+            "error_y": {
+             "color": "#2a3f5f"
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+            "marker": {
+             "line": {
+              "color": "#E5ECF6",
+              "width": 0.5
+             },
+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
+            },
+            "type": "bar"
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+          "barpolar": [
+           {
+            "marker": {
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+             "pattern": {
+              "fillmode": "overlay",
+              "size": 10,
+              "solidity": 0.2
+             }
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+          "choropleth": [
+           {
+            "colorbar": {
+             "outlinewidth": 0,
+             "ticks": ""
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-              "  station network channel location   rate           start_time  \\\n",
-              "0     AAR      NC     EHZ       --    0.0  1976/07/20,17:38:00   \n",
-              "1     AAR      NC     EHZ       --    0.0  1977/12/01,22:37:00   \n",
-              "2     AAR      NC     EHZ       --    0.0  1981/06/12,19:15:00   \n",
-              "3     AAR      NC     EHZ       --  100.0  1984/01/01,00:00:00   \n",
-              "4     AAR      NC     EHZ       --  100.0  1985/11/03,22:00:00   \n",
-              "\n",
-              "              end_time  latitude  longitude  elevation  depth   dip  azimuth  \\\n",
-              "0  1977/12/01,22:37:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "1  1981/06/12,19:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
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-              "3  1985/11/03,22:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "4  1987/03/10,23:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "\n",
-              "            startdate  \n",
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-          "execution_count": 80,
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-        "data.head()"
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-    {
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-        "# do the same for end times\n",
-        "# Avoid 'OutOfBoundsDatetime' error with year 3000\n",
-        "enddate = data['end_time'].str.replace('3000', '2026')\n",
-        "enddate = pd.to_datetime(enddate, format='%Y/%m/%d,%H:%M:%S')\n",
-        "data['enddate'] = enddate"
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-      "cell_type": "code",
-      "execution_count": 82,
-      "id": "4c3af296",
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-              "      <th></th>\n",
-              "      <th>station</th>\n",
-              "      <th>network</th>\n",
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-              "      <td>EHZ</td>\n",
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-              "  station network channel location   rate           start_time  \\\n",
-              "0     AAR      NC     EHZ       --    0.0  1976/07/20,17:38:00   \n",
-              "1     AAR      NC     EHZ       --    0.0  1977/12/01,22:37:00   \n",
-              "2     AAR      NC     EHZ       --    0.0  1981/06/12,19:15:00   \n",
-              "3     AAR      NC     EHZ       --  100.0  1984/01/01,00:00:00   \n",
-              "4     AAR      NC     EHZ       --  100.0  1985/11/03,22:00:00   \n",
-              "\n",
-              "              end_time  latitude  longitude  elevation  depth   dip  azimuth  \\\n",
-              "0  1977/12/01,22:37:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "1  1981/06/12,19:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "2  1984/01/01,00:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "3  1985/11/03,22:00:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "4  1987/03/10,23:15:00  39.27594 -121.02696      911.0    0.0 -90.0      0.0   \n",
-              "\n",
-              "            startdate             enddate  \n",
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-              "1 1977-12-01 22:37:00 1981-06-12 19:15:00  \n",
-              "2 1981-06-12 19:15:00 1984-01-01 00:00:00  \n",
-              "3 1984-01-01 00:00:00 1985-11-03 22:00:00  \n",
-              "4 1985-11-03 22:00:00 1987-03-10 23:15:00  "
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-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
-                      "AFL",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AHD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "LCE",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "LOG",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "DEG",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      0
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-                      0
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-                      0
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-                      "EHZ",
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-                      20
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                      "HNN",
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-                    [
-                      "NC",
-                      "CTA",
-                      "HNN",
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-                    [
-                      "NC",
-                      "CTA",
-                      "HNN",
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-                    [
-                      "NC",
-                      "CTA",
-                      "HNN",
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-                    [
-                      "NC",
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-                      "HNN",
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-                    [
-                      "NC",
-                      "CTA",
-                      "HNN",
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-                    [
-                      "NC",
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-                      "HNN",
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-                    [
-                      "NC",
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-                      "HNN",
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-                    [
-                      "NC",
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-                      "HNN",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
-                      "CTF",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
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-                      "HN2",
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-                    [
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-                      "NC",
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-                      "HN2",
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-                      "NC",
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-                      "HN3",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VAX",
-                      0.1
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-                    [
-                      "NC",
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-                      "VCA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "CVL",
-                      "VCB",
-                      0.1
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-                    [
-                      "NC",
-                      "CVL",
-                      "VCO",
-                      0.1
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-                    [
-                      "NC",
-                      "CVL",
-                      "VEA",
-                      0.1
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-                    [
-                      "NC",
-                      "CVL",
-                      "VEC",
-                      0.1
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-                    [
-                      "NC",
-                      "CVL",
-                      "VEP",
-                      0.1
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-                    [
-                      "NC",
-                      "CVL",
-                      "VI1",
-                      0.1
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-                    [
-                      "NC",
-                      "CVL",
-                      "VKI",
-                      0.1
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-                    [
-                      "NC",
-                      "CVP",
-                      "BNE",
-                      20
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-                    [
-                      "NC",
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-                      "BNE",
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-                      "NC",
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-                      "BNN",
-                      20
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-                      "NC",
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-                      "BNN",
-                      20
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-                      "NC",
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-                      "BNZ",
-                      20
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-                      "NC",
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJ3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
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-                      "HNE",
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-                    ],
-                    [
-                      "NC",
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-                      "HNE",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
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-                    ],
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-                      "NC",
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-                      "HNE",
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-                    ],
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-                      "NC",
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-                      "HNN",
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-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    [
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-                      "HNN",
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-                    [
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-                    ],
-                    [
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-                      "HNN",
-                      200
-                    ],
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-                      "HNZ",
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-                    ],
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-                      "HNZ",
-                      100
-                    ],
-                    [
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-                      "HNZ",
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-                    ],
-                    [
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-                      "HNZ",
-                      100
-                    ],
-                    [
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-                    ],
-                    [
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "VCO",
-                      1
-                    ],
-                    [
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-                      "GCVB",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      100
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-                      "NC",
-                      "GGPB",
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-                      "NC",
-                      "GGPB",
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-                      "NC",
-                      "GGPC",
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-                      "GGPC",
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-                      "NC",
-                      "GGU",
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-                      0
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-                      "NC",
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-                      0
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-                      "NC",
-                      "GGU",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      100
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      20
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-                      20
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-                      20
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-                      20
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-                      "NC",
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-                      20
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-                      "SHZ",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "HHE",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "LCE",
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-                      "NC",
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-                      "NC",
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-                      "LCL",
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-                      "NC",
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-                      "NC",
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-                      1
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-                      "NC",
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-                      1
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-                      "NC",
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-                      "LHZ",
-                      1
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-                      "NC",
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-                      "LHZ",
-                      1
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-                      "NC",
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-                      "LHZ",
-                      1
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-                    [
-                      "NC",
-                      "GHGB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GHGB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GHGB",
-                      "OCF",
-                      1
-                    ],
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-                      "NC",
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-                      1
-                    ],
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-                      0.1
-                    ],
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-                      0.1
-                    ],
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-                      0.1
-                    ],
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-                      0.1
-                    ],
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-                      0.1
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-                      0.1
-                    ],
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-                      0.1
-                    ],
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-                      0.1
-                    ],
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-                      "GHGB",
-                      "VKI",
-                      0.1
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-                      "NC",
-                      "GHGB",
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-                      0.1
-                    ],
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-                      "NC",
-                      "GHL",
-                      "EHZ",
-                      0
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-                      "GHL",
-                      "EHZ",
-                      0
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-                      "GHL",
-                      "EHZ",
-                      0
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-                      "EHZ",
-                      0
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-                      100
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-                      "EHZ",
-                      100
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-                      "EHZ",
-                      100
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-                      "EHZ",
-                      100
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-                      "EHZ",
-                      100
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-                      "EHZ",
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-                      "EHZ",
-                      100
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-                      100
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-                      "NC",
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-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "GHL",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "GHL",
-                      "EHZ",
-                      100
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      1
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-                      0.1
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-                      0.1
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-                      20
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-                    [
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "HNZ",
-                      100
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-                    [
-                      "NC",
-                      "HSFB",
-                      "LCE",
-                      1
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-                    [
-                      "NC",
-                      "HSFB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG1",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG1A",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG1E",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG2",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG2A",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG2E",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG3",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGCH",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGE",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGFP",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGGP",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGHO",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGLL",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGMM",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGMT",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGSM",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGVP",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRIG",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "J001",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J001",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J001",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J002",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J002",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J002",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J002",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J002",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J002",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J003",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J004",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J004",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J004",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J004",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J004",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J005",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J005",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J005",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J006",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J006",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J006",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J006",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J006",
-                      "HNZ",
-                      200
-                    ],
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-                    [
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-                      0.1
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
-                      "KBL",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "KBL",
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-                      "KBL",
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-                      "NC",
-                      "KBL",
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-                    [
-                      "NC",
-                      "KBL",
-                      "HNN",
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-                    [
-                      "NC",
-                      "KBL",
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-                      "NC",
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-                      "HNN",
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-                      "HNZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
-                      "KBL",
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-                      "NC",
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-                      "NC",
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-                      1
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-                      "NC",
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-                      "NC",
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-                      "VKI",
-                      0.1
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-                      "NC",
-                      "KBL",
-                      "VME",
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-                      "NC",
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-                      0.1
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
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-                    ],
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-                    ],
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-                    ],
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                      100
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-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      20
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-                      "SHZ",
-                      20
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-                      "SHZ",
-                      20
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-                      "SHZ",
-                      20
-                    ],
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-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "EHZ",
-                      0
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-                      "EHZ",
-                      0
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-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "ARD",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "ECA",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VAX",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VCA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VCB",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VI1",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GAN",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GNS",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GPL",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GST",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "LCE",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "LCQ",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VCO",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VDT",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VEC",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VEI",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VPB",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LNE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LNN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LNZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMW",
-                      0.1
-                    ],
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-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "BHE",
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-                    ],
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-                      "NC",
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-                    ],
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-                      "NC",
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-                      "BHE",
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-                    ],
-                    [
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-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "BHE",
-                      20
-                    ],
-                    [
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-                      "BHE",
-                      20
-                    ],
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-                      "NC",
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-                      "BHE",
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-                    ],
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-                      "NC",
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-                      "BHN",
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-                    ],
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-                      "BHN",
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-                    ],
-                    [
-                      "NC",
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-                      "BHN",
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-                    ],
-                    [
-                      "NC",
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-                    ],
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-                    ],
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-                      "NC",
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-                    ],
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-                      "NC",
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-                    ],
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-                      "NC",
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
-                    ],
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-                      "NC",
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-                    ],
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-                    ],
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-                      "NC",
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-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
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-                    [
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
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-                      "HNZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "SLZ",
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-                    [
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-                    [
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-                      "NC",
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-                    [
-                      "NC",
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-                      "HNE",
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-                    [
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-                      "OCF",
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-                      "VEA",
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-                      "EHZ",
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-                      "SHZ",
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-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LNE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LNN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LNZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KHMB",
-                      "BNE",
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BNE",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BNE",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BNE",
-                      50
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "BNN",
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BNN",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BNN",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BNN",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BNZ",
-                      50
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-                    [
-                      "NC",
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-                      50
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-                    [
-                      "NC",
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-                      50
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-                    [
-                      "NC",
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-                      "BNZ",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
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-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "HHE",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
-                      "KHMB",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "HHE",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                      "HHN",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "HHN",
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-                    [
-                      "NC",
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-                      "HHN",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "HHN",
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-                    [
-                      "NC",
-                      "KHMB",
-                      "HHZ",
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-                    [
-                      "NC",
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-                      "HHZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
-                      "KHMB",
-                      "HHZ",
-                      100
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-                    [
-                      "NC",
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-                      "HHZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                    ],
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
-                      "KIP",
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-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GAN",
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-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GEL",
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-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KIP",
-                      "GPL",
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-                    ],
-                    [
-                      "NC",
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-                    ],
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-                      20
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-                      20
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-                      20
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-                      20
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-                      20
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-                      20
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-                      20
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-                      20
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-                      20
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-                    [
-                      "NC",
-                      "KMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "DEG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HUM",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEP",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
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-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
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-                      "NC",
-                      "LDB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LDB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "ARD",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "ECA",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VAX",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VCA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VCB",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VI1",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VME",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VMN",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VMZ",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HNE",
-                      100
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-                    [
-                      "NC",
-                      "LDL",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HNZ",
-                      100
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-                      "NC",
-                      "LDL",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LEH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LEH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "GAN",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "GNS",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "GPL",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "GST",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNZ",
-                      100
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-                      "NC",
-                      "LGO",
-                      "HNZ",
-                      100
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-                      "NC",
-                      "LGO",
-                      "LCE",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "LCQ",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "VCO",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "VDT",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "VEC",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "VEI",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGO",
-                      "VPB",
-                      0.0167
-                    ],
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-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      50
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-                      "NC",
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-                      "NC",
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-                      100
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
-                      "LGY",
-                      "HNZ",
-                      100
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-                      "NC",
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-                      1
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-                      "NC",
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-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
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-                    [
-                      "NC",
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-                      100
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-                      "NC",
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-                      100
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      1
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-                      "NC",
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-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GPL",
-                      1
-                    ],
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-                      "NC",
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-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "LCE",
-                      1
-                    ],
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-                      "NC",
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-                      1
-                    ],
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-                      "NC",
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-                      "LCQ",
-                      1
-                    ],
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-                      1
-                    ],
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-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      1
-                    ],
-                    [
-                      "NC",
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-                      1
-                    ],
-                    [
-                      "NC",
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-                      1
-                    ],
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-                      1
-                    ],
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-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      0
-                    ],
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-                    ],
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-                    ],
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-                      "EHZ",
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-                    ],
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-                      "EHZ",
-                      100
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-                      100
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-                      100
-                    ],
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-                      "NC",
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-                    ],
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-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "SHZ",
-                      20
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LHO",
-                      "EHZ",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      0
-                    ],
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-                      0
-                    ],
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-                      "NC",
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-                      "HHE",
-                      100
-                    ],
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-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
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-                      "NC",
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-                      100
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                    [
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-                    [
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-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LMH",
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-                      0
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-                    [
-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LMH",
-                      "SHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "GNS",
-                      1
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-                    [
-                      "NC",
-                      "LMHB",
-                      "GPL",
-                      1
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-                    [
-                      "NC",
-                      "LMHB",
-                      "HHE",
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-                    [
-                      "NC",
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-                      "HHN",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      1
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-                      "NC",
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-                      1
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-                      "NC",
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-                      1
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-                    [
-                      "NC",
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-                      "VM1",
-                      0.0167
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "VPB",
-                      1
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "SHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
-                      "LMP",
-                      "SHZ",
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-                    [
-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      20
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-                      "NC",
-                      "LPG",
-                      "SHZ",
-                      20
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
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-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
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-                      "NC",
-                      "LPK",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "LPK",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
-                      "LPK",
-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      100
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-                    [
-                      "NC",
-                      "LPK",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LPK",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LPK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      50
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-                    [
-                      "NC",
-                      "LRB",
-                      "ARD",
-                      0.1
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-                      "NC",
-                      "LRB",
-                      "ECA",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
-                      "LVR",
-                      "SHZ",
-                      50
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-                    [
-                      "NC",
-                      "LVR",
-                      "SHZ",
-                      50
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-                      "NC",
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-                      "SHZ",
-                      50
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-                      "NC",
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-                      "EHZ",
-                      10
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-                      "EHZ",
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-                      "GAN",
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-                      1
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-                      "NC",
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-                      "NC",
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-                      1
-                    ],
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-                      "NC",
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-                      "GPL",
-                      1
-                    ],
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-                      "GPL",
-                      1
-                    ],
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-                      "NC",
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-                      20
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-                      "SHZ",
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-                      "SHZ",
-                      20
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-                      20
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-                      20
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-                      "SHZ",
-                      20
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-                      "SHZ",
-                      20
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBEB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBEB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBEB",
-                      "HNZ",
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-                      "NC",
-                      "MBF",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MBF",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MBF",
-                      "EHZ",
-                      0
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-                      "NC",
-                      "MBF",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MBM",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MBM",
-                      "VCO",
-                      0.1
-                    ],
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-                      "NC",
-                      "MBM",
-                      "VEA",
-                      0.1
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-                    [
-                      "NC",
-                      "MBM",
-                      "VEC",
-                      0.1
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-                      "NC",
-                      "MBM",
-                      "VEP",
-                      0.1
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-                      "NC",
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-                      "VFP",
-                      0.1
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-                      "NC",
-                      "MBM",
-                      "VKI",
-                      0.1
-                    ],
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-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
-                      "MBR",
-                      "EHZ",
-                      0
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-                      "NC",
-                      "MBS1",
-                      "BV1",
-                      20
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-                      "NC",
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-                      "BV1",
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-                      "NC",
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-                      "EP1",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
-                      "MBS1",
-                      "EP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MBS1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HN1",
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-                    ],
-                    [
-                      "NC",
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-                      "HN1",
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-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "HN1",
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-                    ],
-                    [
-                      "NC",
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-                      "HN2",
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-                      "HN2",
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-                    ],
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-                      "NC",
-                      "MBS1",
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-                    ],
-                    [
-                      "NC",
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-                      "HN3",
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-                    ],
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-                      "HN3",
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-                    [
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-                    ],
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-                    ],
-                    [
-                      "NC",
-                      "MBS1",
-                      "SP1",
-                      20
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-                    [
-                      "NC",
-                      "MBS1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SP2",
-                      20
-                    ],
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-                      "NC",
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-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
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-                    ],
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      100
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-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                    ],
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-                    ],
-                    [
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-                    ],
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
-                    [
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-                      "EHZ",
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-                    ],
-                    [
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
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-                      "SHZ",
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-                    ],
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-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBU",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MBUB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBUB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBUB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MBY",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MBY",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBY",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MBY",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MDE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MDE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "EP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "EP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "EP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "SP3",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HDO",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HDO",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HDO",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
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-                      "NC",
-                      "MDP1",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
-                      "MDP1",
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-                    [
-                      "NC",
-                      "MDP1",
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-                    [
-                      "NC",
-                      "MDP1",
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-                      "NC",
-                      "MDP1",
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-                    [
-                      "NC",
-                      "MDP1",
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-                      200
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-                    [
-                      "NC",
-                      "MDP1",
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-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
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-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
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-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
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-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
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-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
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-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
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-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
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-                      "NC",
-                      "MDPB",
-                      "HHE",
-                      100
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-                    [
-                      "NC",
-                      "MDPB",
-                      "HHE",
-                      100
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-                      "NC",
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-                      "HHE",
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-                      "NC",
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-                      "HHN",
-                      100
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-                    [
-                      "NC",
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-                      "HHN",
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-                      "NC",
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-                      "HHN",
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-                      "NC",
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-                      "NC",
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-                      "HHZ",
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-                      "NC",
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-                      "HNE",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "NC",
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-                      0
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-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "LCE",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "LCQ",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VCO",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VDT",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VEC",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VEI",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VPB",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MGS",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ARD",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ECA",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "HHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "HNN",
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-                    [
-                      "NC",
-                      "MHD",
-                      "HNN",
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-                    [
-                      "NC",
-                      "MHD",
-                      "HNZ",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                      "NC",
-                      "MHD",
-                      "LCE",
-                      1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "LCL",
-                      1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "LCQ",
-                      1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "MHD",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SLZ",
-                      20
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-                      "NC",
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-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SLZ",
-                      20
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-                    [
-                      "NC",
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-                      "SLZ",
-                      20
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-                    [
-                      "NC",
-                      "MHD",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "SLZ",
-                      20
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-                    [
-                      "NC",
-                      "MHD",
-                      "SLZ",
-                      20
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-                      "NC",
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-                      "SLZ",
-                      20
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-                      "NC",
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-                      "VAX",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHD",
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-                      0.1
-                    ],
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-                      "NC",
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-                      "VCB",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "VCO",
-                      0.1
-                    ],
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-                      "NC",
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-                      "VEA",
-                      0.1
-                    ],
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-                      "NC",
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-                      "VEC",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "VEP",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "VI1",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "MHD",
-                      "VME",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "VMN",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHD",
-                      "VMZ",
-                      0.1
-                    ],
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-                      "NC",
-                      "MHI",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "MHI",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "MHI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MILG",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MILG",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MILG",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MINS",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MINS",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MINS",
-                      "HHN",
-                      100
-                    ],
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-                      "NC",
-                      "MINS",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MINS",
-                      "HHZ",
-                      100
-                    ],
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-                      "NC",
-                      "MINS",
-                      "HHZ",
-                      100
-                    ],
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-                      "NC",
-                      "MINS",
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-                      100
-                    ],
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-                      "NC",
-                      "MINS",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MINS",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "MINS",
-                      "HNZ",
-                      100
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-                      "NC",
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-                      "HNZ",
-                      100
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-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      0
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-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "MLC",
-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
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-                      "EHZ",
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-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "EHZ",
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-                    ],
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-                      "NC",
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-                      "EHZ",
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-                      "EHZ",
-                      100
-                    ],
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-                      100
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
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-                      100
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-                      "NC",
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-                      "NC",
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-                      100
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-                      "NC",
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-                      "EHZ",
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-                      "EHZ",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                      100
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-                      "EHZ",
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-                    [
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-                      "MLC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "MLK",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "MLL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MLL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MLR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
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-                    ],
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-                      "NC",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHN",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHN",
-                      100
-                    ],
-                    [
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-                      "HHN",
-                      100
-                    ],
-                    [
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-                      "HHN",
-                      100
-                    ],
-                    [
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-                      "HHN",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHZ",
-                      100
-                    ],
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-                      "HHZ",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
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-                      100
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-                      100
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-                      "HNE",
-                      100
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-                      100
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-                      100
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-                      "HNE",
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-                      "HNE",
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-                    ],
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-                      "HNE",
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-                      "HNE",
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-                    ],
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-                      "HNE",
-                      100
-                    ],
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-                      "HNE",
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-                    ],
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-                    [
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-                    [
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-                      "HNN",
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-                      "NC",
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-                    [
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-                      "HNN",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
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-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
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-                      "HNZ",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "HNZ",
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-                      "NC",
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-                      "HNZ",
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-                    ],
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-                      "NC",
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-                      "LCE",
-                      1
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "LCQ",
-                      1
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "VCO",
-                      1
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "VDT",
-                      1
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VEI",
-                      1
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "VM1",
-                      0.0167
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "VM2",
-                      0.0167
-                    ],
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-                      "NC",
-                      "MMLB",
-                      "VM3",
-                      0.0167
-                    ],
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-                      "NC",
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-                      "VPB",
-                      1
-                    ],
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-                      "NC",
-                      "MMM",
-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
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-                      100
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                    ],
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-                    [
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-                    ],
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-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
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-                    ],
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-                    [
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-                      100
-                    ],
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-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      0.1
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-                      0.1
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-                      0.1
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-                      0.1
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-                      0.1
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-                      0.1
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-                      0.1
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-                      0.1
-                    ],
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-                      0.1
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-                      "EHZ",
-                      0
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-                      0
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-                      "NC",
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-                      0
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-                      0
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-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      0
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
-                      "MNP",
-                      "ELN",
-                      0
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-                      "NC",
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-                      "ELN",
-                      0
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-                      "NC",
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-                      "ELN",
-                      0
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-                      "NC",
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-                      "ELN",
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-                      "NC",
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-                      "ELN",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                    [
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
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-                      "GEL",
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-                    [
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                    ],
-                    [
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-                    [
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-                    [
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-                    ],
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-                    [
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-                    [
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
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-                    ],
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-                    ],
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-                    ],
-                    [
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-                    ],
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-                    ],
-                    [
-                      "NC",
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-                    ],
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-                    ],
-                    [
-                      "NC",
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-                    ],
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-                    ],
-                    [
-                      "NC",
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-                      "VEC",
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-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
-                    [
-                      "NC",
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-                      "VPB",
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-                    ],
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-                      "NBO",
-                      "EHE",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHE",
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-                    ],
-                    [
-                      "NC",
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-                      "EHE",
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-                    [
-                      "NC",
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-                      "EHE",
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-                    ],
-                    [
-                      "NC",
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-                      "EHE",
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-                    [
-                      "NC",
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-                      "EHE",
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-                    [
-                      "NC",
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-                      "EHN",
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-                    [
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-                      "EHZ",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "NC",
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-                    [
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-                    [
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-                      100
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-                    [
-                      "NC",
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-                      "ELN",
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-                    [
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-                    ],
-                    [
-                      "NC",
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-                      "ELN",
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-                    ],
-                    [
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-                    [
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-                      "ELN",
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-                    [
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                      "ELN",
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-                    [
-                      "NC",
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-                      "ELN",
-                      100
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-                    [
-                      "NC",
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-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "ELN",
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-                    [
-                      "NC",
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-                      "ELN",
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-                    ],
-                    [
-                      "NC",
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-                      "ACE",
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-                    ],
-                    [
-                      "NC",
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-                      "GAN",
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-                    ],
-                    [
-                      "NC",
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-                      "GEL",
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-                    ],
-                    [
-                      "NC",
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-                      "GLA",
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-                    ],
-                    [
-                      "NC",
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-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GPL",
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-                    ],
-                    [
-                      "NC",
-                      "NBPB",
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-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
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-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
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-                      "NC",
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-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VCO",
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-                    ],
-                    [
-                      "NC",
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-                      "VDT",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
-                      "NBPB",
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-                    ],
-                    [
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-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                    ],
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-                      "NC",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    ],
-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
-                      "NC",
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-                      "ELN",
-                      100
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-                      "NC",
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-                    ],
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-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    ],
-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                    ],
-                    [
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-                    [
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-                    ],
-                    [
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-                    [
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NHV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NHV",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NHV",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NHV",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NHV",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                    [
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-                    [
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "ELE",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    ],
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-                    ],
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-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VM1",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VM2",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VM3",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      0.1
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-                      "NC",
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-                      "VCO",
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-                      "VEA",
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-                      0
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-                      "NC",
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-                      "NC",
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-                      "GAN",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      100
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-                      "EHZ",
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-                      100
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-                      "EHZ",
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-                      "EHZ",
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-                      "EHZ",
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-                      "QLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QMM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QOD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QPA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QPH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QPS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QSB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QSI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QSL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QSW",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QTH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QTR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QUB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QVC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QWM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYJ",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYN",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
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-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
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-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
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-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
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-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
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-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN2",
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-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN3",
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-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HN3",
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-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HN3",
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-                    ],
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-                      "NC",
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-                      "HNE",
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-                    ],
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-                      "NC",
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-                      200
-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HNZ",
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-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HNZ",
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-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "RWSVT",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "RWSVT",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SCL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "SCO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "SCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "SEG",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "SN01",
-                      "HHE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN01",
-                      "HHN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN01",
-                      "HHZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN01",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN01",
-                      "HNN",
-                      200
-                    ],
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-                      "NC",
-                      "SN01",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HHE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HHN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HHZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN02",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN03",
-                      "HHE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN03",
-                      "HHN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN03",
-                      "HHZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN03",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN03",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN03",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN04",
-                      "HHE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN04",
-                      "HHN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN04",
-                      "HHZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN04",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN04",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN04",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN05",
-                      "HHE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN05",
-                      "HHN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN05",
-                      "HHZ",
-                      200
-                    ],
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-                      "NC",
-                      "SN05",
-                      "HNE",
-                      200
-                    ],
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-                      "NC",
-                      "SN05",
-                      "HNN",
-                      200
-                    ],
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-                      "NC",
-                      "SN05",
-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
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-                      "HHE",
-                      200
-                    ],
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-                      "NC",
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-                      "HHN",
-                      200
-                    ],
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-                      "NC",
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-                      "HHZ",
-                      200
-                    ],
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-                      "NC",
-                      "SN06",
-                      "HNE",
-                      200
-                    ],
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-                      "NC",
-                      "SN06",
-                      "HNE",
-                      200
-                    ],
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-                      "NC",
-                      "SN06",
-                      "HNN",
-                      200
-                    ],
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-                      "NC",
-                      "SN06",
-                      "HNN",
-                      200
-                    ],
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-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "SN07",
-                      "HHE",
-                      200
-                    ],
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-                      "NC",
-                      "SN07",
-                      "HHN",
-                      200
-                    ],
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-                      "NC",
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-                      "HHZ",
-                      200
-                    ],
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-                      "NC",
-                      "SN07",
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-                      200
-                    ],
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-                      "NC",
-                      "SN07",
-                      "HNN",
-                      200
-                    ],
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-                      "NC",
-                      "SN07",
-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "SN09",
-                      "HHE",
-                      200
-                    ],
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-                      "NC",
-                      "SN09",
-                      "HHN",
-                      200
-                    ],
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-                      "NC",
-                      "SN09",
-                      "HHZ",
-                      200
-                    ],
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-                      "NC",
-                      "SN09",
-                      "HNE",
-                      200
-                    ],
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-                      "NC",
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-                      "HNN",
-                      200
-                    ],
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-                      "NC",
-                      "SN09",
-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
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-                      "HHE",
-                      200
-                    ],
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-                      "NC",
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-                      "HHN",
-                      200
-                    ],
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-                      "NC",
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-                      "HHZ",
-                      200
-                    ],
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-                      "NC",
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-                      "HNE",
-                      200
-                    ],
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-                      "NC",
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-                      "HNN",
-                      200
-                    ],
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-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "SN11",
-                      "HHE",
-                      200
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-                    [
-                      "NC",
-                      "SN11",
-                      "HHN",
-                      200
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-                      "NC",
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-                      "HHZ",
-                      200
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-                      "NC",
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-                      "HNE",
-                      200
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-                      "NC",
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-                      200
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-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "SSR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VAB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VBB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VBU",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VBY",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "VCL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VCL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VCM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFX",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFX",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHK",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VHY",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VIP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VIP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VIQ",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VIS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VJY",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VKP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMN",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VNP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VOM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VOM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VRC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VRC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VRH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSC",
-                      "EHZ",
-                      0
-                    ],
-                    [
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-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
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-                    "LMI",
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-                    "LMI",
-                    "LMI",
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-                    "LMI",
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-                    "LMI",
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-                    "LMZ",
-                    "LMZ",
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-                    "LMZ",
-                    "LMZ",
-                    "LMZ",
-                    "LMZ",
-                    "LMZ",
-                    "LMZ",
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-                    "LMZ",
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-                    "LPG",
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-                    "LPK",
-                    "LPK",
-                    "LPK",
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-                    "LPK",
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-                    "LPK",
-                    "LPK",
-                    "LPK",
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-                    "LRB",
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-                    "LSG",
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-                    "LSG",
-                    "LSG",
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-                    "LSG",
-                    "LSG",
-                    "LSG",
-                    "LSG",
-                    "LSG",
-                    "LSG",
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-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
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-                    "LSH",
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-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
-                    "LSH",
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-                    "LSI",
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-                    "LSI",
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-                    "LSI",
-                    "LSI",
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-                    "LSI",
-                    "LSI",
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-                    "LSL",
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-                    "LSL",
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-                    "LSL",
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-                    "LSL",
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-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
-                    "LSM",
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-                    "LSR",
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-                    "LSR",
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-                    "LSR",
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-                    "LSR",
-                    "LSR",
-                    "LSR",
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-                    "LSR",
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-                    "LSR",
-                    "LSR",
-                    "LSR",
-                    "LSR",
-                    "LSR",
-                    "LSR",
-                    "LSR",
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-                    "LTC",
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-                    "LTC",
-                    "LTC",
-                    "LTC",
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-                    "LTC",
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-                    "LTC",
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-                    "LTC",
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-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
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-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
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-                    "LTC",
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-                    "LTC",
-                    "LTC",
-                    "LTC",
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-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
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-                    "LTC",
-                    "LTC",
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-                    "LTC",
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-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTC",
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-                    "LTC",
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-                    "LTC",
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-                    "LTC",
-                    "LTC",
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-                    "LTC",
-                    "LTC",
-                    "LTC",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
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-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTI",
-                    "LTN",
-                    "LTN",
-                    "LTN",
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-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
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-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LVR",
-                    "LWD",
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-                    "LWD",
-                    "LWD",
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-                    "LWE",
-                    "LWE",
-                    "LWH",
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-                    "LWH",
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-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWH",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
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-                    "LWHB",
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-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
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-                    "LWHB",
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-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWHB",
-                    "LWPB",
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-                    "LWPB",
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-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
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-                    "LWPB",
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-                    "LWPB",
-                    "LWPB",
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-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
-                    "LWPB",
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-                    "MBE",
-                    "MBE",
-                    "MBE",
-                    "MBE",
-                    "MBE",
-                    "MBE",
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-                    "xaxis": {
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-                      "title": {
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-                      "zerolinecolor": "white",
-                      "zerolinewidth": 2
-                    },
-                    "yaxis": {
-                      "automargin": true,
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-                      "zerolinecolor": "white",
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-                },
-                "width": 600
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+           "#EF553B",
+           "#00cc96",
+           "#ab63fa",
+           "#FFA15A",
+           "#19d3f3",
+           "#FF6692",
+           "#B6E880",
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+           "#FECB52"
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+           "color": "#2a3f5f"
           },
-          "metadata": {},
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-      ],
-      "source": [
-        "fig = px.scatter_geo(data,\n",
-        "                     lat='latitude',lon='longitude', \n",
-        "                     range_color=(6,9),\n",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "ELZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFD",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "AFH",
-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
-                      "AFL",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AFL",
-                      "HNE",
-                      200
-                    ],
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-                      "NC",
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-                      "HNN",
-                      100
-                    ],
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-                      "NC",
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-                      "HNN",
-                      200
-                    ],
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-                      "NC",
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-                      "HNZ",
-                      100
-                    ],
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-                      "NC",
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-                      "HNZ",
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-                    ],
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-                      "NC",
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-                      "LCE",
-                      1
-                    ],
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-                      "NC",
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-                      "LCQ",
-                      1
-                    ],
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-                      "NC",
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-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VDT",
-                      1
-                    ],
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-                      "NC",
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-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "AFO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
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-                      0
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-                      100
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-                      "EHZ",
-                      100
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-                      "EHZ",
-                      100
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
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-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
-                      "AGI",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
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-                    ],
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-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHD",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "AHR",
-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "CMW1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "CMW1",
-                      "HV1",
-                      200
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-                      "NC",
-                      "CMW1",
-                      "HV1",
-                      200
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-                      "NC",
-                      "CMW1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "CMW1",
-                      "HV1",
-                      200
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-                    [
-                      "NC",
-                      "CMW1",
-                      "LDO",
-                      1
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-                      "NC",
-                      "CNC",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "CNC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CNI",
-                      "EHE",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHE",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHN",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHN",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
-                      "CNI",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
-                      "CNI",
-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
-                      "CNI",
-                      "ELE",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "HNE",
-                      100
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-                      "NC",
-                      "CNI",
-                      "HNE",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "CNI",
-                      "HNZ",
-                      100
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-                      "NC",
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-                      "HNZ",
-                      100
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-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CNI",
-                      "SLE",
-                      20
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-                      "NC",
-                      "COR",
-                      "EHZ",
-                      0
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-                      "NC",
-                      "COS",
-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
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-                    [
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                    [
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-                    [
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                      20
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-                      20
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-                      20
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-                      20
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-                      "SHZ",
-                      20
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-                      "EHZ",
-                      0
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-                      20
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-                      20
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-                      "EHZ",
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-                      "EHZ",
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-                    [
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-                      "HNE",
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-                    [
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-                    [
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-                      100
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-                      "NC",
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-                      100
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-                    [
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-                    [
-                      "NC",
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-                      100
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-                    [
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-                      20
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-                      "SHZ",
-                      20
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-                    [
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-                      "SHZ",
-                      20
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-                    [
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      0
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-                      0
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-                      0
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-                      100
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-                      100
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-                      100
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-                      100
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-                      100
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-                      100
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-                      100
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-                      100
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-                    [
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-                      "EHZ",
-                      100
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-                    [
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-                      "EHZ",
-                      100
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-                    [
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-                      100
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-                    [
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-                      100
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-                    [
-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                      "BNE",
-                      20
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-                      "NC",
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-                      "BNE",
-                      20
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-                    [
-                      "NC",
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-                      "BNE",
-                      20
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-                    [
-                      "NC",
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-                      "BNE",
-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
-                    ],
-                    [
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-                      100
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-                      100
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-                      100
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-                    [
-                      "NC",
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-                      100
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-                    [
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-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      100
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-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "CPM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "CPM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "CPN",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPN",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPN",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPN",
-                      "ELE",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPN",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPN",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "CPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
-                      "CVP",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "CVP",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "CVP",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "CVP",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "CVP",
-                      "ELE",
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "HNE",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "HNE",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "HNZ",
-                      100
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-                    [
-                      "NC",
-                      "CVP",
-                      "HNZ",
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-                    [
-                      "NC",
-                      "CVP",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CVP",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CVP",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CVP",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "CVP",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                      "SLE",
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "EHN",
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-                    [
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-                      "EHN",
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-                    [
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-                      "EHN",
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-                    [
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-                      "EHN",
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-                    [
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-                    [
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-                      "EHN",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
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-                      "EHZ",
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-                    [
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-                    [
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-                    [
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                    [
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-                      "EHZ",
-                      0
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-                      100
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-                    [
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-                      100
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-                      100
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-                      100
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-                      100
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-                      100
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-                    [
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-                      "EHZ",
-                      100
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-                    [
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-                      100
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-                    [
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-                      100
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-                    [
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-                      100
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-                      100
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-                      200
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-                      200
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-                      200
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-                      200
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-                      200
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-                      200
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-                      200
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-                    [
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-                      200
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-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HJZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCPN",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCV",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCVB",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "GCW",
-                      "EHZ",
-                      100
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSF",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSFB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSL",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "HSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "HTU",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG1",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG1A",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG1E",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG2",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG2A",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG2E",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRG3",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGCH",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGE",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGFP",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGGP",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGHO",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGLL",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGMM",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGMT",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGSM",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRGVP",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "IRIG",
-                      "ATT",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "J001",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
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-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
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-                      "NC",
-                      "J001",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J002",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J004",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J007",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J007",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J007",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J007",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J007",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J008",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J008",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "J008",
-                      "HNZ",
-                      200
-                    ],
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-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "ARD",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "ECA",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VAX",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VCA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VCB",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VI1",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBSB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GAN",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GNS",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GPL",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "GST",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "LCE",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "LCQ",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VCO",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VDT",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VEC",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VEI",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KBU",
-                      "VPB",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCP",
-                      "SLZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LNE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LNN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "LNZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCPC",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCR",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCS",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCSB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KCT",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "ELZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KEB",
-                      "HNN",
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                      "HNZ",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "GAN",
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-                      "GLA",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "LCE",
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-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
-                    [
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-                    [
-                      "NC",
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-                      "NC",
-                      "KHBB",
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-                    ],
-                    [
-                      "NC",
-                      "KHBB",
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-                    ],
-                    [
-                      "NC",
-                      "KHBB",
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-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHN",
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-                    [
-                      "NC",
-                      "KHBB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KHBB",
-                      "LHN",
-                      1
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-                    [
-                      "NC",
-                      "KHBB",
-                      "LHZ",
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-                    [
-                      "NC",
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-                      "LHZ",
-                      1
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-                    [
-                      "NC",
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-                      1
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-                    [
-                      "NC",
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-                      1
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "LNN",
-                      1
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-                    [
-                      "NC",
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-                      "LNZ",
-                      1
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-                    [
-                      "NC",
-                      "KHBB",
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-                      1
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-                    [
-                      "NC",
-                      "KHBB",
-                      "OCF",
-                      1
-                    ],
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-                      "NC",
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-                      0.1
-                    ],
-                    [
-                      "NC",
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-                      0.1
-                    ],
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-                      "NC",
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-                    [
-                      "NC",
-                      "KHBB",
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-                      "NC",
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-                      "NC",
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-                    ],
-                    [
-                      "NC",
-                      "KHBB",
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-                    [
-                      "NC",
-                      "KHBB",
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-                      0.1
-                    ],
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-                      "NC",
-                      "KHM",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                    [
-                      "NC",
-                      "KHM",
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-                    [
-                      "NC",
-                      "KHM",
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-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "KHM",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELE",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
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-                    [
-                      "NC",
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-                      "ELN",
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-                    [
-                      "NC",
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-                      "ELN",
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-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
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-                    [
-                      "NC",
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-                      "ELN",
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-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
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-                    [
-                      "NC",
-                      "KHM",
-                      "ELN",
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-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
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-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
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-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
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-                    [
-                      "NC",
-                      "KHM",
-                      "SLN",
-                      20
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
-                      50
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BHE",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "BHN",
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
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-                    [
-                      "NC",
-                      "KHMB",
-                      "BHN",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                    [
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-                    [
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-                      "NC",
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-                    ],
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-                      20
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-                      20
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-                      20
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
-                    ],
-                    [
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-                      20
-                    ],
-                    [
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-                      20
-                    ],
-                    [
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-                      20
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-                      20
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-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MHZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNE",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNN",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "MNZ",
-                      10
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMPB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KMR",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "DEG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "HUM",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VEP",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KOM",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KPP",
-                      "SHZ",
-                      20
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-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRMB",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "BNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "LOG",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "OCF",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VFP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMU",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMV",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KRP",
-                      "VMW",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSC",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSM",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "KSX",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSX",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSX",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "KSX",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSX",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "KSX",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LCL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VAX",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VCA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VCB",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VCO",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VEA",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VEC",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VEP",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VI1",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VKI",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VME",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VMN",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDBB",
-                      "VMZ",
-                      0.1
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "LHE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "LHN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LDL",
-                      "LHZ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LEH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LEH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LEL",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "ELN",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGB",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGM",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "GAN",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "GNS",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "GPL",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "GST",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "LCE",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "LCQ",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "VCO",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "VDT",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "VEC",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "VEI",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGO",
-                      "VPB",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGP",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LGR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LGR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
-                      "LGY",
-                      "HNZ",
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-                      "NC",
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-                      1
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-                      "NC",
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-                    ],
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-                      "NC",
-                      "LGY",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      100
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-                      "NC",
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-                      20
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-                      "NC",
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-                      1
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-                      0
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-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
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-                      1
-                    ],
-                    [
-                      "NC",
-                      "LHE",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHK",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHK",
-                      "SHZ",
-                      20
-                    ],
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-                      "NC",
-                      "LHM",
-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LHO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LHO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LHO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "NC",
-                      "LHP",
-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "HHE",
-                      100
-                    ],
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-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
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-                      "NC",
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-                      100
-                    ],
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-                      "NC",
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-                      100
-                    ],
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-                      "NC",
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-                      "HHZ",
-                      100
-                    ],
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-                      "NC",
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-                      100
-                    ],
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-                      "NC",
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-                      100
-                    ],
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-                      "NC",
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-                      "NC",
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-                      "HNN",
-                      100
-                    ],
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-                      "NC",
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-                      "HNZ",
-                      100
-                    ],
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-                      "NC",
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-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMD",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "ELN",
-                      100
-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      100
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-                      "NC",
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-                      100
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-                      "NC",
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-                      100
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                    ],
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-                      "EHZ",
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-                      "EHZ",
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-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LME",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
-                      "EHZ",
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-                    [
-                      "NC",
-                      "LMH",
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-                    [
-                      "NC",
-                      "LMH",
-                      "SHZ",
-                      50
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-                    [
-                      "NC",
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-                      "SHZ",
-                      50
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-                    [
-                      "NC",
-                      "LMH",
-                      "SHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      1
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-                      "NC",
-                      "LMHB",
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-                      1
-                    ],
-                    [
-                      "NC",
-                      "LMHB",
-                      "HHE",
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-                    [
-                      "NC",
-                      "LMHB",
-                      "HHN",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      1
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-                      "NC",
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-                      1
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-                      "NC",
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-                      "VEI",
-                      1
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-                      "NC",
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-                      "VM1",
-                      0.0167
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      20
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-                      "NC",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      100
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-                      "NC",
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-                      20
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-                      "NC",
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-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "LPK",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "LPK",
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-                      50
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "SHZ",
-                      50
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-                      "NC",
-                      "LRB",
-                      "ARD",
-                      0.1
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "HNE",
-                      100
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-                    [
-                      "NC",
-                      "LRB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
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-                    [
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-                    ],
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-                      "HHZ",
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-                      "NC",
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-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "HNN",
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-                      "NC",
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-                      "HNN",
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-                      "HNN",
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-                      "HNZ",
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-                    [
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-                      "HNZ",
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-                      "NC",
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-                      "LCE",
-                      1
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-                    [
-                      "NC",
-                      "MBM",
-                      "LCL",
-                      1
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-                    [
-                      "NC",
-                      "MBM",
-                      "LCQ",
-                      1
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-                    [
-                      "NC",
-                      "MBM",
-                      "LHE",
-                      1
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-                    [
-                      "NC",
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-                      1
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-                      "NC",
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-                      "LHZ",
-                      1
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-                      "NC",
-                      "MBM",
-                      "LOG",
-                      1
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-                      "NC",
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-                      "OCF",
-                      1
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-                      "NC",
-                      "MBM",
-                      "VCO",
-                      0.1
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-                      "NC",
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-                      "VEA",
-                      0.1
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-                      "EHZ",
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                      "EHZ",
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
-                      "MBO",
-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                      "NC",
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-                      "EHZ",
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                    ],
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-                      "NC",
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-                    ],
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-                    ],
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-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHE",
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-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHE",
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-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
-                    [
-                      "NC",
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-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
-                    [
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-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHE",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
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-                      "HHN",
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-                    ],
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
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-                    ],
-                    [
-                      "NC",
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-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MCB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HHZ",
-                      100
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-                      "NC",
-                      "MDH",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "DP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "EP1",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "EP2",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "EP3",
-                      500
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDH1",
-                      "SP3",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "BV1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "EP3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HDO",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HDO",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HDO",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN2",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HN3",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "HV1",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP1",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDP1",
-                      "SP2",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
-                      100
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
-                      100
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-                    [
-                      "NC",
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-                      "ELE",
-                      100
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-                    [
-                      "NC",
-                      "MDR",
-                      "ELE",
-                      100
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-                    [
-                      "NC",
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-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "ELE",
-                      100
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-                    [
-                      "NC",
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-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "ELN",
-                      100
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-                    [
-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "ELN",
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-                    [
-                      "NC",
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-                      "SHZ",
-                      20
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-                    [
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-                      20
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      20
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      20
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-                    [
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                      20
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-                    [
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-                    [
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
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-                      20
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-                    [
-                      "NC",
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-                      "SLN",
-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
-                      "NC",
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-                      20
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-                    [
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-                      20
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-                    [
-                      "NC",
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-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDR",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MDW",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "MDW",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDY",
-                      "HHE",
-                      100
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-                    [
-                      "NC",
-                      "MDY",
-                      "HHE",
-                      100
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-                    [
-                      "NC",
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-                      "HHN",
-                      100
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-                    [
-                      "NC",
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-                      "HHN",
-                      100
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-                    [
-                      "NC",
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-                      "HHZ",
-                      100
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-                    [
-                      "NC",
-                      "MDY",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDY",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDY",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDY",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDY",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MDY",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "MDY",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "MDY",
-                      "HNZ",
-                      100
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-                    [
-                      "NC",
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-                      "HNZ",
-                      100
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-                    [
-                      "NC",
-                      "MDY",
-                      "HNZ",
-                      100
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-                    [
-                      "NC",
-                      "MEC",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
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-                      100
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-                    [
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-                      "EHZ",
-                      0
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-                    [
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-                      "EHZ",
-                      0
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-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "MEM",
-                      "EHZ",
-                      0
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-                    [
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-                      100
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-                    [
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-                      100
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-                    [
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-                    [
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-                      100
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-                      100
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-                    [
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-                      100
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-                      100
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-                    [
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-                      100
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-                      100
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-                      100
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-                    [
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-                      100
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-                    [
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-                      "EHZ",
-                      100
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-                    [
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                      "ELE",
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-                    [
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-                      "ELE",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
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-                      "ELE",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    [
-                      "NC",
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-                      "ELE",
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-                    ],
-                    [
-                      "NC",
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-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "ELE",
-                      100
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-                    [
-                      "NC",
-                      "MEM",
-                      "ELE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MEM",
-                      "ELE",
-                      100
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-                    [
-                      "NC",
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-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "ELN",
-                      100
-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
-                      "MLI",
-                      "HHE",
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-                    [
-                      "NC",
-                      "MLI",
-                      "HHE",
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-                    [
-                      "NC",
-                      "MLI",
-                      "HHN",
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-                    [
-                      "NC",
-                      "MLI",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
-                      "MLI",
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-                    [
-                      "NC",
-                      "MLI",
-                      "HNE",
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-                    [
-                      "NC",
-                      "MLI",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "MLI",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                      "NC",
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-                      "EHZ",
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
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-                    ],
-                    [
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-                      "SHZ",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "SHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                    [
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-                    [
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-                      "EHZ",
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-                    [
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                      "EHZ",
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-                    [
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
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-                    [
-                      "NC",
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-                    [
-                      "NC",
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-                    [
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-                    [
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-                    [
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-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
-                    [
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-                    [
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-                    ],
-                    [
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-                    ],
-                    [
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-                      20
-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
-                    [
-                      "NC",
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-                      20
-                    ],
-                    [
-                      "NC",
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-                      20
-                    ],
-                    [
-                      "NC",
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-                      20
-                    ],
-                    [
-                      "NC",
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-                      20
-                    ],
-                    [
-                      "NC",
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-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
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-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMI",
-                      "SLN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MML",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHE",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHN",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "BHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
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-                      "MMLB",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
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-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
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-                    [
-                      "NC",
-                      "MMLB",
-                      "HNZ",
-                      100
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-                    [
-                      "NC",
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-                      "HNZ",
-                      100
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-                    [
-                      "NC",
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-                      "HNZ",
-                      100
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-                    [
-                      "NC",
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-                      "HNZ",
-                      100
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-                    [
-                      "NC",
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-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VM1",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VM2",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VM3",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "MMLB",
-                      "VPB",
-                      1
-                    ],
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-                      "NC",
-                      "MMM",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "MMP",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "MMP",
-                      "EHZ",
-                      100
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-                      "NC",
-                      "MMP",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
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-                      100
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-                    [
-                      "NC",
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-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
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-                      "EHZ",
-                      100
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-                      "NC",
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-                    ],
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-                      "NC",
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-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      100
-                    ],
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-                      "NC",
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-                    ],
-                    [
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
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-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMP",
-                      "SHZ",
-                      20
-                    ],
-                    [
-                      "NC",
-                      "MMS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MMS",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      1
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-                      "NC",
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-                      "NC",
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-                    ],
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-                      1
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-                    ],
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-                      0.1
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-                      0.1
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-                      0.1
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-                    ],
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-                      0
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-                      "NC",
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-                      "NC",
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-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
-                      "MNP",
-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
-                      "MNP",
-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
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-                      "EHZ",
-                      100
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-                      "NC",
-                      "MNP",
-                      "ELN",
-                      0
-                    ],
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-                      "NC",
-                      "MNP",
-                      "ELN",
-                      0
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-                      "NC",
-                      "MNP",
-                      "ELN",
-                      0
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-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "MNP",
-                      "ELN",
-                      100
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-                    [
-                      "NC",
-                      "MOG",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MOG",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MOG",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MOG",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MOG",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MOG",
-                      "EHZ",
-                      100
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-                    [
-                      "NC",
-                      "MOY",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MOY",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MOY",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MOY",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
-                      "MOY",
-                      "EHZ",
-                      0
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-                      "NC",
-                      "MOY",
-                      "EHZ",
-                      0
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      20
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-                      "NC",
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-                      "NC",
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-                    ],
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-                      "GEL",
-                      1
-                    ],
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-                      "MQ1P",
-                      "GLA",
-                      1
-                    ],
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-                      1
-                    ],
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-                      "GNS",
-                      1
-                    ],
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-                      "MQ1P",
-                      "GPL",
-                      1
-                    ],
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-                      "HHE",
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-                    ],
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-                      "MQ1P",
-                      "HHN",
-                      100
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-                      "NAPC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NAPC",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GAN",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GNS",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GPL",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "GST",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "LCE",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "LCQ",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VCO",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VDT",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VEC",
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-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VEI",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VPB",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NBC",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHN",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHN",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNE",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNN",
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-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    ],
-                    [
-                      "NC",
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-                      "HNN",
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-                    ],
-                    [
-                      "NC",
-                      "NBO",
-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
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-                    [
-                      "NC",
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
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-                      "HNZ",
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-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHN",
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-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHN",
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-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBP",
-                      "ELN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBPB",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBR",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NBRB",
-                      "EHZ",
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-                    ],
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-                    ],
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-                    ],
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-                    ],
-                    [
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-                    ],
-                    [
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-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      100
-                    ],
-                    [
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-                      "HNE",
-                      100
-                    ],
-                    [
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-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NHV",
-                      "HNN",
-                      100
-                    ],
-                    [
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-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
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-                      "HNN",
-                      100
-                    ],
-                    [
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-                      "HNN",
-                      100
-                    ],
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-                      "NC",
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-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSH",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "ACE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GAN",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GEL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GLA",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GLO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GNS",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "GPL",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HHE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HHN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNE",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNN",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      50
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "HNZ",
-                      200
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "LCE",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "LCQ",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VCO",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VDT",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VEC",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VEI",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VM1",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VM2",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VM3",
-                      0.0167
-                    ],
-                    [
-                      "NC",
-                      "NSM",
-                      "VPB",
-                      1
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NSP",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTA",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAB",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNE",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNN",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTAC",
-                      "HNZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "NTB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "NTB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                    ],
-                    [
-                      "NC",
-                      "QWM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYJ",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "QYM",
-                      "EHZ",
-                      0
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-                    [
-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "RWSVT",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
-                      "SN01",
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-                      "NC",
-                      "SN01",
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-                      200
-                    ],
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-                      "NC",
-                      "SN01",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      200
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-                      "NC",
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-                      200
-                    ],
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-                      "NC",
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-                      200
-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      200
-                    ],
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-                      "NC",
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-                    ],
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      200
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-                      "NC",
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-                      "HNZ",
-                      200
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-                      "NC",
-                      "SN05",
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-                      200
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
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-                    [
-                      "NC",
-                      "VBU",
-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
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-                      "NC",
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-                      "NC",
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-                      "EHZ",
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-                      "NC",
-                      "VCM",
-                      "EHZ",
-                      0
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-                      "NC",
-                      "VCM",
-                      "EHZ",
-                      0
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-                      "VCM",
-                      "EHZ",
-                      0
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-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VCR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFB",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "VFL",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFP",
-                      "EHZ",
-                      0
-                    ],
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-                      "NC",
-                      "VFX",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VFX",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VGM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
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-                      0
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-                      "NC",
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-                      0
-                    ],
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-                      0
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-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
-                    ],
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-                      "EHZ",
-                      0
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-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
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-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
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-                      0
-                    ],
-                    [
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VLO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
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-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VMN",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VNP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VOM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VOM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPE",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VPP",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VRC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VRC",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VRH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VRH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSB",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSM",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSO",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VSP",
-                      "EHZ",
-                      100
-                    ],
-                    [
-                      "NC",
-                      "VSR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VSR",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VTC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VTC",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VTD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VTD",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VTH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VTH",
-                      "EHZ",
-                      0
-                    ],
-                    [
-                      "NC",
-                      "VTJ",
-                      "EHZ",
-                      0
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-                    "J023",
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-                    "J023",
-                    "J024",
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-                    "J024",
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-                    "J024",
-                    "J024",
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-                    "J025",
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-                    "J026",
-                    "J026",
-                    "J026",
-                    "J026",
-                    "J026",
-                    "J026",
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-                    "J027",
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-                    "J038",
-                    "J038",
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-                    "J039",
-                    "J039",
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-                    "J040",
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-                    "J056",
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-                    "LASH",
-                    "LASH",
-                    "LASH",
-                    "LASH",
-                    "LASH",
-                    "LASH",
-                    "LASH",
-                    "LASH",
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-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
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-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
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-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
-                    "LCM",
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-                    "LDB",
-                    "LDB",
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-                    "LDB",
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-                    "LDB",
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-                    "LDB",
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-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDBB",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDH",
-                    "LDL",
-                    "LDL",
-                    "LDL",
-                    "LDL",
-                    "LDL",
-                    "LDL",
-                    "LDL",
-                    "LDL",
-                    "LDL",
-                    "LEH",
-                    "LEH",
-                    "LEL",
-                    "LEL",
-                    "LEL",
-                    "LEL",
-                    "LEL",
-                    "LEL",
-                    "LEL",
-                    "LEL",
-                    "LEL",
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-                    "LEL",
-                    "LEL",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGB",
-                    "LGH",
-                    "LGH",
-                    "LGL",
-                    "LGM",
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-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
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-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGM",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGO",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
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-                    "LGP",
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-                    "LGP",
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-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
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-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGP",
-                    "LGR",
-                    "LGR",
-                    "LGR",
-                    "LGR",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LGY",
-                    "LHC",
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-                    "LHC",
-                    "LHC",
-                    "LHC",
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-                    "LHC",
-                    "LHC",
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-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHE",
-                    "LHH",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHK",
-                    "LHM",
-                    "LHM",
-                    "LHM",
-                    "LHM",
-                    "LHO",
-                    "LHO",
-                    "LHO",
-                    "LHO",
-                    "LHO",
-                    "LHP",
-                    "LHP",
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-                    "LMC",
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-                    "LMC",
-                    "LMC",
-                    "LMC",
-                    "LMC",
-                    "LMC",
-                    "LMC",
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-                    "LMD",
-                    "LMD",
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-                    "LME",
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-                    "LME",
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-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LME",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMH",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMHB",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LMI",
-                    "LML",
-                    "LMM",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
-                    "LMP",
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-                    "scene": {
-                      "xaxis": {
-                        "backgroundcolor": "#E5ECF6",
-                        "gridcolor": "white",
-                        "gridwidth": 2,
-                        "linecolor": "white",
-                        "showbackground": true,
-                        "ticks": "",
-                        "zerolinecolor": "white"
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-                      "yaxis": {
-                        "backgroundcolor": "#E5ECF6",
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-                        "gridwidth": 2,
-                        "linecolor": "white",
-                        "showbackground": true,
-                        "ticks": "",
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-                      "zaxis": {
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-                    "shapedefaults": {
-                      "line": {
-                        "color": "#2a3f5f"
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-                    },
-                    "ternary": {
-                      "aaxis": {
-                        "gridcolor": "white",
-                        "linecolor": "white",
-                        "ticks": ""
-                      },
-                      "baxis": {
-                        "gridcolor": "white",
-                        "linecolor": "white",
-                        "ticks": ""
-                      },
-                      "bgcolor": "#E5ECF6",
-                      "caxis": {
-                        "gridcolor": "white",
-                        "linecolor": "white",
-                        "ticks": ""
-                      }
-                    },
-                    "title": {
-                      "x": 0.05
-                    },
-                    "xaxis": {
-                      "automargin": true,
-                      "gridcolor": "white",
-                      "linecolor": "white",
-                      "ticks": "",
-                      "title": {
-                        "standoff": 15
-                      },
-                      "zerolinecolor": "white",
-                      "zerolinewidth": 2
-                    },
-                    "yaxis": {
-                      "automargin": true,
-                      "gridcolor": "white",
-                      "linecolor": "white",
-                      "ticks": "",
-                      "title": {
-                        "standoff": 15
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-                      "zerolinecolor": "white",
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-                  }
-                },
-                "title": {
-                  "text": "Northern California Seismic Network"
-                },
-                "width": 500
-              }
-            }
+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "#E5ECF6",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "white"
           },
-          "metadata": {},
-          "output_type": "display_data"
-        }
-      ],
-      "source": [
-        "fig = px.scatter_mapbox(data,\n",
-        "                     lat='latitude',lon='longitude', \n",
-        "                     range_color=(6,9),mapbox_style=\"carto-positron\",\n",
-        "                     height=600, width=500,\n",
-        "                     hover_name=\"station\",\n",
-        "                     hover_data=['network','station','channel','rate']);\n",
-        "fig.update_layout(title=\"Northern California Seismic Network\")\n",
-        "fig.show()"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "373751b7",
-      "metadata": {},
-      "source": [
-        "# 4: Exercise\n",
-        "We will now practice on manipulating pandas. This exercise pulls station metadata from a URL and students are expected to practice on specific tasks.\n",
-        "\n",
-        "Download data from the NCEDC URL"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 87,
-      "id": "18059dae",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "url = 'http://ncedc.org/ftp/pub/doc/NC.info/NC.channel.summary.day'"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "ceba5236",
-      "metadata": {},
-      "source": [
-        "The column names are shown at the top of the text file, make a list of strings of these names  in order to rename the columns once the dataframe is made"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 13,
-      "id": "db521722",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# students answer here"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "59c9c285",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# students answer here\n",
-        "# request the data from the URL and use the IO package\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 14,
-      "id": "f67ba2d0",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# assign the column names\n",
-        "data.columns = ['station', 'network', 'channel', 'location', 'rate', 'start_time', 'end_time', 'latitude', 'longitude', 'elevation', 'depth', 'dip', 'azimuth']"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "2e81e4b9",
-      "metadata": {},
-      "source": [
-        "Find the row of channel KCPB"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "d28d4e95",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# find the row of station KCPB"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "40806ebd",
-      "metadata": {},
-      "source": [
-        "Now select two stations of your choice using ``|``."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "cb5561d5",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# answer below"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "479e019a",
-      "metadata": {},
-      "source": [
-        "Now select a given station and a specific channel code, example is ``KCPB`` and channel code ``HNZ``."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "ebba2b90",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# Select two stations, use the typical \"AND\" "
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "bc0abb79",
-      "metadata": {},
-      "source": [
-        "You may also choose the pandas function ``isin`` to select rows that have a given attribute that belongs to a list. For instance, use ``isin`` to select all rows that have the key ``station`` within a list ``['KCBP','KHBB' ]``."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "561aecf9",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "#  students answer here"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "9133ae6b",
-      "metadata": {},
-      "source": [
-        "**Q** Use panda native functions to calculate how many unique sites (station names) there are in the network."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "f235cec3",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# students answer here"
-      ]
-    },
-    {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "f5d93eb9",
-      "metadata": {},
-      "source": [
-        "**Q** Use pandas native functions to select the unique set of channel codes that end with ``Z``: this will tell you of how many types digitized data the seismic network manages."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "d7a13877",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# students answer here"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "c801ed50",
-      "metadata": {},
-      "source": [
-        "**Q** What station names has the most number of channels? __hint__ you may use ``value_counts()``."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "031731dd",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# students answer here"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "4edf820a",
-      "metadata": {},
-      "source": [
-        "**Q** What is the maximum difference in elevation between the stations using lambda functions"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "19f7184c",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# students answer here"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "141ac2c1",
-      "metadata": {},
-      "source": [
-        "Here, pandas does not recognize the start_time and end_time columns as a datetime format, so we cannot use datetime operations on them. We first need to convert these columns into a datetime format:"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "02663a77",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# answer here"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "afaf1851",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# Transform column from string into datetime format"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 27,
-      "id": "bae00773",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# do the same for end times"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "f00ce758",
-      "metadata": {},
-      "source": [
-        "We can now look when each seismic station was installed using ``groupby`` and sorting by the earliest deployment (i.e., the minimum of the start_time)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "a0cc2a86",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# students answer here"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "id": "5183304a",
-      "metadata": {},
-      "source": [
-        "Select the stations that were deployed first and recovered last using ``agg`` and lambda functions"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "id": "7e7b38a0",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# answer here"
-      ]
-    },
-    {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "c5c38796",
-      "metadata": {},
-      "source": [
-        "# 4. CSV vs Parquet\n",
-        "\n",
-        "Parquet is a compressed data format that stores and compresses the columns. It is fast for I/O and compact format.\n",
-        "\n",
-        "Save ``data`` into a CSV file:"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 88,
-      "id": "f20f5de3",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "195 ms ± 1.29 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
-            "-rw-r--r--@ 1 marinedenolle  staff   4.2M Oct  7 05:15 my_metadata.csv\n"
-          ]
-        }
-      ],
-      "source": [
-        "%timeit data.to_csv(\"my_metadata.csv\")\n",
-        "!ls -lh my_metadata.csv"
-      ]
-    },
-    {
-      "attachments": {},
-      "cell_type": "markdown",
-      "id": "4b5dd078",
-      "metadata": {},
-      "source": [
-        "Try and save in Parquet and compare time and memory."
-      ]
-    },
+          "hoverlabel": {
+           "align": "left"
+          },
+          "hovermode": "closest",
+          "mapbox": {
+           "style": "light"
+          },
+          "paper_bgcolor": "white",
+          "plot_bgcolor": "#E5ECF6",
+          "polar": {
+           "angularaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "radialaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "yaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           },
+           "zaxis": {
+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
+            "zerolinecolor": "white"
+           }
+          },
+          "shapedefaults": {
+           "line": {
+            "color": "#2a3f5f"
+           }
+          },
+          "ternary": {
+           "aaxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "baxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "title": {
+         "text": "Northern California Seismic Network"
+        },
+        "width": 500
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = px.scatter_mapbox(data,\n",
+    "                     lat='latitude',lon='longitude', \n",
+    "                     range_color=(6,9),mapbox_style=\"carto-positron\",\n",
+    "                     height=600, width=500,\n",
+    "                     hover_name=\"station\",\n",
+    "                     hover_data=['network','station','channel','rate']);\n",
+    "fig.update_layout(title=\"Northern California Seismic Network\")\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "373751b7",
+   "metadata": {},
+   "source": [
+    "# 4: Exercise\n",
+    "We will now practice on manipulating pandas. This exercise pulls station metadata from a URL and students are expected to practice on specific tasks.\n",
+    "\n",
+    "Download data from the NCEDC URL"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "18059dae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "url = 'http://ncedc.org/ftp/pub/doc/NC.info/NC.channel.summary.day'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ceba5236",
+   "metadata": {},
+   "source": [
+    "The column names are shown at the top of the text file, make a list of strings of these names  in order to rename the columns once the dataframe is made"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "db521722",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# students answer here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "59c9c285",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# students answer here\n",
+    "# request the data from the URL and use the IO package\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "f67ba2d0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# assign the column names\n",
+    "data.columns = ['station', 'network', 'channel', 'location', 'rate', 'start_time', 'end_time', 'latitude', 'longitude', 'elevation', 'depth', 'dip', 'azimuth']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e81e4b9",
+   "metadata": {},
+   "source": [
+    "Find the row of channel KCPB"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d28d4e95",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# find the row of station KCPB"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "40806ebd",
+   "metadata": {},
+   "source": [
+    "Now select two stations of your choice using ``|``."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cb5561d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# answer below"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "479e019a",
+   "metadata": {},
+   "source": [
+    "Now select a given station and a specific channel code, example is ``KCPB`` and channel code ``HNZ``."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ebba2b90",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Select two stations, use the typical \"AND\" "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bc0abb79",
+   "metadata": {},
+   "source": [
+    "You may also choose the pandas function ``isin`` to select rows that have a given attribute that belongs to a list. For instance, use ``isin`` to select all rows that have the key ``station`` within a list ``['KCBP','KHBB' ]``."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "561aecf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#  students answer here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9133ae6b",
+   "metadata": {},
+   "source": [
+    "**Q** Use panda native functions to calculate how many unique sites (station names) there are in the network."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f235cec3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# students answer here"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f5d93eb9",
+   "metadata": {},
+   "source": [
+    "**Q** Use pandas native functions to select the unique set of channel codes that end with ``Z``: this will tell you of how many types digitized data the seismic network manages."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d7a13877",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# students answer here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c801ed50",
+   "metadata": {},
+   "source": [
+    "**Q** What station names has the most number of channels? __hint__ you may use ``value_counts()``."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "031731dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# students answer here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4edf820a",
+   "metadata": {},
+   "source": [
+    "**Q** What is the maximum difference in elevation between the stations using lambda functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "19f7184c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# students answer here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "141ac2c1",
+   "metadata": {},
+   "source": [
+    "Here, pandas does not recognize the start_time and end_time columns as a datetime format, so we cannot use datetime operations on them. We first need to convert these columns into a datetime format:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "02663a77",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# answer here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "afaf1851",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Transform column from string into datetime format"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "bae00773",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# do the same for end times"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f00ce758",
+   "metadata": {},
+   "source": [
+    "We can now look when each seismic station was installed using ``groupby`` and sorting by the earliest deployment (i.e., the minimum of the start_time)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a0cc2a86",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# students answer here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5183304a",
+   "metadata": {},
+   "source": [
+    "Select the stations that were deployed first and recovered last using ``agg`` and lambda functions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7e7b38a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# answer here"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c5c38796",
+   "metadata": {},
+   "source": [
+    "# 4. CSV vs Parquet\n",
+    "\n",
+    "Parquet is a compressed data format that stores and compresses the columns. It is fast for I/O and compact format.\n",
+    "\n",
+    "Save ``data`` into a CSV file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "f20f5de3",
+   "metadata": {},
+   "outputs": [
     {
-      "cell_type": "code",
-      "execution_count": 89,
-      "id": "0952eb9f",
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "25.2 ms ± 10.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
-            "-rw-r--r--@ 1 marinedenolle  staff   591K Oct  7 05:15 my_metadata.pq\n"
-          ]
-        }
-      ],
-      "source": [
-        "%timeit data.to_parquet(\"my_metadata.pq\")\n",
-        "!ls -lh my_metadata.pq"
-      ]
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "195 ms ± 1.29 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
+      "-rw-r--r--@ 1 marinedenolle  staff   4.2M Oct  7 05:15 my_metadata.csv\n"
+     ]
     }
-  ],
-  "metadata": {
-    "kernelspec": {
-      "display_name": "mlgeo",
-      "language": "python",
-      "name": "python3"
-    },
-    "language_info": {
-      "codemirror_mode": {
-        "name": "ipython",
-        "version": 3
-      },
-      "file_extension": ".py",
-      "mimetype": "text/x-python",
-      "name": "python",
-      "nbconvert_exporter": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.9.18"
+   ],
+   "source": [
+    "%timeit data.to_csv(\"my_metadata.csv\")\n",
+    "!ls -lh my_metadata.csv"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "4b5dd078",
+   "metadata": {},
+   "source": [
+    "Try and save in Parquet and compare time and memory."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "0952eb9f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "25.2 ms ± 10.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
+      "-rw-r--r--@ 1 marinedenolle  staff   591K Oct  7 05:15 my_metadata.pq\n"
+     ]
     }
+   ],
+   "source": [
+    "%timeit data.to_parquet(\"my_metadata.pq\")\n",
+    "!ls -lh my_metadata.pq"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlgeo",
+   "language": "python",
+   "name": "python3"
   },
-  "nbformat": 4,
-  "nbformat_minor": 5
-}
\ No newline at end of file
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/book/Chapter2-DataManipulation/2.9_filtering_data.ipynb b/book/Chapter2-DataManipulation/2.9_filtering_data.ipynb
index 97a6157..a26b980 100644
--- a/book/Chapter2-DataManipulation/2.9_filtering_data.ipynb
+++ b/book/Chapter2-DataManipulation/2.9_filtering_data.ipynb
@@ -1,13 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 2.9 Filtering Data\n",
-    "\n"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -51,12 +43,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -66,7 +58,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -76,7 +68,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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Y3bt3C+07duwYU6FCBd5z7ujoyHTv3p05fPiwQDuubO3atRPYvnfvXgYAExMTwzAMw6SlpTHm5uZC7ZKSkhhTU1OmT58+vG3cZ2Hz5s1Ccol7r0nC0tJS5HVm+x7jvnP9/PyYgoICgbbcZ2Tp0qUC22vVqsUAYA4cOMDbxn2eu3TpIlVmLy8vkb8BU6ZM4bUR9y5h80zNmjWLAcCcOXNGrAyfPn1iADAzZswQ2tevXz+R90Hce48L9131999/M4aGhkxqaipvn6R7W1aOXr16MaampkxSUpJAu7Zt2zIWFhZMeno6wzDsn89bt24xAJhDhw6JlZ3Ls2fPGADMmjVrpLYltAdy/yO0mr///hs3b94U+teoUSOpx0ZFRSEoKEgoJqN3794i27u6uvKSAnCpWbOmwGo717LD/VfWNbBLly4wMzPjfba2tkbHjh1x6dIlFBcXAwCKioowb948VKtWDSYmJjAyMoKJiQmePXsm4KJSr1493L9/HyNGjMCpU6dEZqGrV68etm7dijlz5uDatWsCrg5sEHV9FY2fAICjR4/Czs4OHTt2FLhetWrVgqurq5DrZc2aNREYGCjUR9OmTeHu7i7QR9u2bQGAlwXvwoULsLa2xrfffitwfJ8+fVjJampqioMHDyIuLg7Lly9Hr1698OnTJ8ydOxdVq1bluW9ER0cjNTUV/fr1E3oG2rRpg5s3b/IsDGzvsTgGDhyIN2/eYOfOnRg9ejQqVqyI7du3Izw8HIsXL2Z1XqIQdZ0lcf78ebRo0QK2trYwNDTkBVGnpKTg48ePAIAzZ86guLgYI0eOFNuPLNdOVk6dOoWioiL07dtXoG8zMzOEh4cLPWscDgft2rXjfTYyMoK/vz/c3NwE4jIdHBzg7Ows8P3nUjb2LCwsDF5eXrhw4YLc59u1a1ehcbKysnhWByMjIxgZGcHKygrZ2dmsniN5KCuHovfu3bt3AABnZ2ehfe3atUNSUhIOHjyI8ePHo3r16jh06BC+/fZbkR4FZb/jNWvWBADePYqJiUFubq6Qa1rFihXRrFkzke6Koq67OKS9/0XB9j3Gf47GxsYi++rQoYPA56pVq4LD4fD6Ar4+z6KeW1E0atRI6DdgxIgRrI6VxokTJxAYGIgWLVoopT9J3L17F99++y0cHR1576q+ffuiuLgYT58+lavP8+fPo3nz5qhYsaLA9v79+yMnJwcxMTEC26U9n/7+/rC3t8fEiROxdu1axMXFiR2b+315+/atXLITmoHc/witpmrVqiKD0W1tbfH69WuJx6akpMDHx0dou4uLi8j2orLsmJqaIjc3l/fZz89P4MdqxowZAj7Yrq6uQn24urqioKAAWVlZsLW1xbhx4/DXX39h4sSJCA8Ph729PQwMDDB48GCBsSZNmgRLS0ts374da9euhaGhIZo0aYKFCxfyrsmePXswZ84cbNy4EdOmTYOVlRU6d+6MRYsWiZSlLOKur6J8+PAB6enpMDExEbn/8+fPAp9Fubd9+PABR44cETvB4PaRkpIi8p6yOX9+qlatiqpVqwIodYlZsWIFxo0bh2nTpmHv3r348OEDgNIEFuJITU2FpaUl63ssCVtbW/Tu3Zu3CBAbG4sWLVpgypQpGDJkCM/NTBZkcSO8ceMGWrVqhYiICGzYsIEXD3Lo0CHMnTuXdx7cGDlJWbNkuXaywu27bt26IveXdWOysLAQWPgASmMYRGU8NDExQV5entB2cd9zrtutPOcr6t706dMH586dw7Rp01C3bl3Y2NjwlEK2z5GslJVD0XvHlbPsNedibm6O7777jpc1LykpCW3btsVff/2F4cOHo3r16ry2Zd/R3AQO3DEkxWm5u7vjzJkzAtssLCxkyuzZvHlzASWoX79+Uks2sH2PcZH0HS37jJqYmIh9ntmWgrC1tVVZwpdPnz7xXIdVSVJSEho3bozKlSvjjz/+gLe3N8zMzHDjxg2MHDlS7u9KSkqK2GeJu58fac+nra0toqKiMHfuXEyePBlpaWlwc3PDkCFDMHXqVIFnhHtPVfU9J1QDKVWE3uLo6MibEPDDNoGBKI4cOYL8/HzeZ+7LVVLfycnJMDEx4SVC4MYnzJs3T6Dd58+fBSbKRkZGGDduHMaNG4f09HScPXsWkydPRuvWrfH69WtYWFigQoUKWLFiBVasWIGkpCQcPnwYv//+Oz5+/IiTJ0/KfZ6KUqFCBTg6OoqVgT/LHiCcDILbR82aNTF37lyRfXCvvaOjI27cuCG0X5H7zOFw8Msvv2DWrFl49OgRTx4A+PPPP8VmieIqd2zvsSxUr14dvXr1wooVK/D06VPUq1eP98Obn58vkCGs7ESN/7zYsnv3bhgbG+Po0aMCk7aytXi48Q9v3rwRWtHlIsu1kxVu3/v27RNI161KxH3P/f39BWSS5XzL3puMjAwcPXoUM2bMwO+//87bnp+fj9TUVNaympmZCbyzuHz+/JknpyQ5FL133OPZylypUiUMHToUY8eORWxsrIBSJQ3upPb9+/dC+969eyd0vrJ8HwBg3bp1ArEvoq5fWdi+x+SVSROwfaacnJwEEjAocxx+Dh06hOzsbBw4cEDgHXDv3j25xwZKnydxzxLA7v6XpUaNGti9ezcYhsGDBw+wdetWzJo1C+bm5gLfc+73RZ4xCM1BShWht4SHh2PJkiWIi4sTcAHcvXu33H1KCxg9cOAAFi9ezJuEfvnyBUeOHEHjxo15gdQcDkcoRe6xY8fw9u1b3qSsLHZ2dujWrRvevn2LsWPHIjExUcitsVKlSvj5559x7tw5XL16Vd5TlImyljwuHTp0wO7du1FcXIz69evL1XeHDh1w/Phx+Pn5wd7eXmy7pk2bYu/evTh8+LCA+wV/+mZJvH//XuRq5Lt375CZmclLUtCwYUPY2dkhLi5ObLITLvLcYy4pKSmwtrYWaeXjphPnTsS4gf0PHjwQsNQcOXJE4hhs4KbS5j63QOmq6T///CPQrlWrVjA0NMSaNWt4yVjKIsu1k5XWrVvDyMgIL168kMmVSxF27NghMFZ0dDRevXrFC7RXxvlyOBwwDCP0HG3cuJHnSsyl7Io4P97e3njw4IHAtqdPnyI+Pp7VhE3Rc+Faf1+8eCGw/cuXL+BwOCKzbnJdG8sqHNJo0KABzM3NsX37dl5GRKBU4T9//rxEaxs/4t5rkhLMSHoXsnmP6RJsn6m2bdti+vTpOH/+PJo1ayayL2nP7sePH/Hhwwee4l5QUIBTp04JtOMqovzfFYZhsGHDBpHjsbX+NG/eHAcPHsS7d+8EnsW///4bFhYWCqVg53A4CA4OxvLly7F161bcuXNHYD83m2jZ33lCuyGlitBbxo4di82bN6Nt27aYNWsWXFxcsHPnTt7EVBnZjcpiaGiIli1bYty4cSgpKcHChQuRmZkpUIelQ4cO2Lp1K6pUqYKaNWvi9u3bWLx4sZD7VMeOHXm1eJycnPDq1SusWLECXl5eCAgIQEZGBpo2bYo+ffqgSpUqsLa2xs2bN3Hy5ElWWZ+UQY0aNXDgwAGsWbMGderUgYGBAUJDQ9GrVy/s2LED7dq1w5gxY1CvXj0YGxvjzZs3uHDhAjp16iS1sOesWbNw5swZhIWFYfTo0ahcuTLy8vKQmJiI48ePY+3atfD09ETfvn2xfPly9O3bF3PnzkVAQACOHz8u9MMrjqFDhyI9PR1du3ZFUFAQDA0N8eTJEyxfvhwGBgaYOHEiAMDKygp//vkn+vXrh9TUVHTr1g3Ozs749OkT7t+/j0+fPmHNmjUA2N9jUVy4cAFjxozB999/j7CwMDg6OuLjx4/YtWsXTp48ib59+/L6adeuHRwcHDBo0CDMmjULRkZG2Lp1q1TXWDa0b98ey5YtQ58+fTB06FCkpKRgyZIlQpN8b29vTJ48GbNnz0Zubi569+4NW1tbxMXF4fPnz5g5c6ZM105WvL29MWvWLEyZMgUvX75EmzZtYG9vjw8fPuDGjRuwtLQU+P4pg1u3bmHw4MHo3r07Xr9+jSlTpsDDw4MXi6KM87WxsUGTJk2wePFiVKhQAd7e3oiKisKmTZuErJ1BQUEAgPXr18Pa2hpmZmbw8fGBo6MjfvzxR/zwww8YMWIEunbtilevXmHRokWsM6wpei6enp7w9fXFtWvXMHr0aN72+Ph4tG7dGr169UJ4eDjc3NyQlpaGY8eOYf369YiIiEBYWBgrGbnY2dlh2rRpmDx5Mvr27YvevXsjJSUFM2fOhJmZGWbMmMGqH3HvNWnHXLx4EUeOHIGbmxusra1RuXJl1u8xXYLtMzV27Fjs2bMHnTp1wu+//4569eohNzcXUVFR6NChA5o2bQpra2t4eXnhv//+Q/PmzeHg4MB73nv27Inp06ejV69e+O2335CXl4eVK1cKLSq0bNkSJiYm6N27NyZMmIC8vDysWbMGaWlpQrLLcm9nzJjBi4mbPn06HBwcsGPHDhw7dgyLFi2Cra2tTNft6NGjWL16Nb777jv4+vqCYRgcOHAA6enpaNmypUDba9eu8Vz+CR1Co2kyCEIMZTN8lUVUBh9RGYkePXrEtGjRgjEzM2McHByYQYMGMdu2bWMAMPfv3+e1E5f9TFz2obJwMzctXLiQmTlzJuPp6cmYmJgwISEhzKlTpwTapqWlMYMGDWKcnZ0ZCwsLplGjRszly5eFMictXbqUCQsLYypUqMCYmJgwlSpVYgYNGsQkJiYyDFOate6nn35iatasydjY2DDm5uZM5cqVmRkzZjDZ2dkS5ZV2fdlm/0tNTWW6devG2NnZMRwORyAjU2FhIbNkyRImODiYMTMzY6ysrJgqVaoww4YNY549e8Zr5+XlxbRv316kHJ8+fWJGjx7N+Pj4MMbGxoyDgwNTp04dZsqUKUxWVhav3Zs3b5iuXbsyVlZWjLW1NdO1a1cmOjqaVfa/U6dOMQMHDmSqVavG2NraMkZGRoybmxvTpUsXXtYmfqKiopj27dszDg4OjLGxMePh4cG0b9+e+ffff3lt2N5jUbx+/ZqZOnUq07BhQ8bV1ZUxMjJirK2tmfr16zN//vknU1RUJND+xo0bTFhYGGNpacl4eHgwM2bMYDZu3CgyY5e46yzu+d+8eTNTuXJlxtTUlPH19WXmz5/PbNq0SahvhmGYv//+m6lbty7vXoeEhAhdezbXThrint1Dhw4xTZs2ZWxsbBhTU1PGy8uL6datG3P27Flem379+jGWlpasz7/sNeOOffr0aebHH39k7OzseNnm+J9pWc6Xm8ns06dPQsdzn2t7e3vG2tqaadOmDfPo0SOR77oVK1YwPj4+jKGhocBzX1JSwixatIjx9fVlzMzMmNDQUOb8+fNis/+JuxeK3Ltp06Yx9vb2TF5eHm9bWloaM2fOHKZZs2aMh4cHY2JiwlhaWjK1atVi5syZw+Tk5EiVTdR7imEYZuPGjUzNmjUZExMTxtbWlunUqZNQFlhxzwLDSH6viePevXtMw4YNGQsLCwaAwLVl8x7jnsvixYuF+hb3jMj6PJdF0juBi6j3PttnimFK7/OYMWOYSpUqMcbGxoyzszPTvn175smTJ7w2Z8+eZUJCQhhTU1MGgMCzffz4caZWrVqMubk54+vry6xatUpk9r8jR47wfms8PDyY3377jTlx4oRQVkxJ9xYishA+fPiQ6dixI2Nra8uYmJgwwcHBQs8b2+fzyZMnTO/evRk/Pz/G3NycsbW1ZerVq8ds3bpV6Lo3btxYKOMmof1wGIYqixHli6FDh2LXrl1ISUkRm0hBVhITE+Hj44PFixdj/PjxSumTIAjtYuvWrRgwYABu3rypsuB+feTdu3fw8fHB33//zbp+HEGUV168eIGAgACcOnVKyIJFaDfk/kfoNbNmzYK7uzt8fX2RlZWFo0ePYuPGjZg6darSFCqCIAhCPO7u7hg7dizmzp2L7t27q8T1miD0hTlz5qB58+akUOkgpFQReo2xsTEWL16MN2/eoKioCAEBAVi2bBnGjBmjadEIgiDKDVOnToWFhQXevn0rNkskQZR3ioqK4Ofnh0mTJmlaFEIOyP2PIAiCIAiCIAhCAcgGTxAEQRAEQRAEoQCkVBEEQRAEQRAEQSgAKVUEQRAEQRAEQRAKQIkqylBSUoJ3797B2tqaV6WbIAiCIAiCIIjyB8Mw+PLlC9zd3SVmLyWlqgzv3r2jzEQEQRAEQRAEQfB4/fo1PD09xe4npaoM1tbWAEovnI2NjYalIQiCIAiCIAhCU2RmZqJixYo8HUEcpFSVgevyZ2NjQ0oVQRAEQRAEQRBSw4IoUQVBEARBEARBEIQCkFJFEARBEARBEAShAKRUEQRBEARBEARBKIDOxFRFRkZi5syZAttcXFyQnJwMoDTd4cyZM7F+/XqkpaWhfv36+Ouvv1C9enWly1JcXIzCwkKl90sQBEGIx9DQEEZGRlTugiAIgtA6dEapAoDq1avj7NmzvM+Ghoa8vxctWoRly5Zh69atCAwMxJw5c9CyZUvEx8dLzdYhC1lZWXjz5g0YhlFanwRBEAQ7LCws4ObmBhMTE02LQhAEQRA8dEqpMjIygqurq9B2hmGwYsUKTJkyBV26dAEAbNu2DS4uLti5cyeGDRumlPGLi4vx5s0bWFhYwMnJiVZLCYIg1ATDMCgoKMCnT5+QkJCAgIAAiUUYCYIgCEKd6JRS9ezZM7i7u8PU1BT169fHvHnz4Ovri4SEBCQnJ6NVq1a8tqampggPD0d0dLREpSo/Px/5+fm8z5mZmWLbFhYWgmEYODk5wdzcXDknRRAEQbDC3NwcxsbGePXqFQoKCmBmZqZpkQiCIAgCgA4lqqhfvz7+/vtvnDp1Chs2bEBycjLCwsKQkpLCi6tycXEROIY/5koc8+fPh62tLe9fxYoVpcpCFiqCIAjNQNYpgiAIQhvRmV+ntm3bomvXrqhRowZatGiBY8eOASh18+NSVtlhGEaqAjRp0iRkZGTw/r1+/Vr5whMEQRAEQRAEobfojFJVFktLS9SoUQPPnj3jxVmVtUp9/PhRyHpVFlNTU9jY2Aj8IwiCIAiCIAhdoLC4BHeS0lBUXKJpUco1OqtU5efn4/Hjx3Bzc4OPjw9cXV1x5swZ3v6CggJERUUhLCxMg1ISBEEQBEEQhOqYcTgWXVZHY+7xxwCAF5+y8Do1R8NSlT90RqkaP348oqKikJCQgOvXr6Nbt27IzMxEv379wOFwMHbsWMybNw8HDx7Eo0eP0L9/f1hYWKBPnz6aFl3j9O/fHxwOBxwOB0ZGRqhUqRKGDx+OtLQ0tcrx8uVL9O7dG+7u7jAzM4Onpyc6deqEp0+f8tpcuHABTZs2hYODAywsLBAQEIB+/fqhqKhI4DzE/SMIgiAIgihP7LyeBADYcjURmXmFaL40Co0XXaDyP2pGZ7L/vXnzBr1798bnz5/h5OSEb775BteuXYOXlxcAYMKECcjNzcWIESN4xX9Pnz6t1BpVukybNm2wZcsWFBUVIS4uDgMHDkR6ejp27dqllvELCgrQsmVLVKlSBQcOHICbmxvevHmD48ePIyMjAwAQGxuLtm3bYvTo0fjzzz9hbm6OZ8+eYd++fSgpKcEff/yBBQsW8Pp0c3PDli1b0KZNG7WcA0EQBEEQhDbzPj2P9zfDALTerD50RqnavXu3xP0cDgeRkZGIjIxUj0AoTYSRW1istvH4MTc2lMkyY2pqyos98/T0RM+ePbF161be/uLiYgwdOhTnz59HcnIyKlWqhBEjRmDMmDEAgIcPHyI4OBgfP35EhQoVkJaWBkdHR3Tt2hX//vsvgNJMiocPH0ZMTIzQ+HFxcXj58iXOnz/PU4S9vLzQsGFDXpszZ87Azc0NixYt4m3z8/PjKU0mJiawtbUV6NfOzk5k7TKCIAiCIAh9JSUrH+suvUTX2p4C2/8499X7p4RhYADSqtSFzihV2khuYTGqTT+lkbHjZrWGhYl8t+/ly5c4efIkjI2NedtKSkrg6emJvXv3okKFCoiOjsbQoUPh5uaGHj16ICgoCI6OjoiKikLXrl1x6dIlODo64tKlS7w+Ll68iPDwcJFjOjk5wcDAAPv27cPYsWNhaGgo1MbV1RXv37/HpUuX0KRJE7nOjSAIgiAIQt+ZuP8hzj7+gPWXXgpsP/7wa9I2cv5TLzoTU0UoxtGjR2FlZQVzc3P4+fkhLi4OEydO5O03NjbGzJkzUbduXfj4+OD7779H//79sXfvXgCllsAmTZrg4sWLAEoVqH79+qGkpARxcXEoKipCdHQ0IiIiRI7v4eGBlStXYvr06bC3t0ezZs0we/ZsvHz59WXQvXt39O7dG+Hh4XBzc0Pnzp2xatUqiQWZCYIgCIIgyhv336RLbVNCMVVqhSxVCmBubIi4Wa01NrYsNG3aFGvWrEFOTg42btyIp0+fYtSoUQJt1q5di40bN+LVq1fIzc1FQUEBatWqxdsfERGB9evXAwCioqIwe/ZsJCQkICoqChkZGcjNzRVw5yvLyJEj0bdvX1y4cAHXr1/Hv//+i3nz5uHw4cNo2bIlDA0NsWXLFsyZMwfnz5/HtWvXMHfuXCxcuBA3btyAm5ubTOdMEARBEARRXjl09y3ScgrxU7ifpkUpF5ClSgE4HA4sTIw08k/WTHeWlpbw9/dHzZo1sXLlSuTn52PmzJm8/Xv37sUvv/yCgQMH4vTp07h37x4GDBiAgoICXpuIiAjExsbi+fPnePToERo3bozw8HBERUXh4sWLqFOnjtTEINbW1vj2228xd+5c3L9/H40bN8acOXME2nh4eODHH3/EX3/9hbi4OOTl5WHt2rUynS9BEARBEER5ZuL+h1hw4gkevyePH3VASlU5ZcaMGViyZAnevXsHALh8+TLCwsIwYsQIhISEwN/fHy9evBA4hhtXNWfOHAQHB8PGxkZAqRIXTyUODoeDKlWqIDs7W2wbe3t7uLm5SWxDEARBEARBiGZDmbgrQjWQUlVOiYiIQPXq1TFv3jwAgL+/P27duoVTp07h6dOnmDZtGm7evClwDDeuavv27bzYqZo1a6KgoADnzp0TG08FAPfu3UOnTp2wb98+xMXF4fnz59i0aRM2b96MTp06AQDWrVuH4cOH4/Tp03jx4gViY2MxceJExMbGomPHjiq5DgRBEARBELqGLP5KB+6+VZkcxFdIqSrHjBs3Dhs2bMDr16/x008/oUuXLujZsyfq16+PlJQUjBgxQuiYpk2bori4mKdAcTgcNG7cGADQqFEjsWN5enrC29sbM2fORP369VG7dm388ccfmDlzJqZMmQIAqFevHrKysvDTTz+hevXqCA8Px7Vr13Do0CGZrWAEQRAEQRAEoS44DJVbFiAzMxO2trbIyMiAjY2NwL68vDwkJCTAx8cHZmZmGpKQIAii/ELvYYIgCKDu3LP49CWfdfvEBe1VKI1+I0k34IcsVQRBEARBEASh5bxLz0XsuwxNi0GIgVKqEwRBEARBEIQW8zkrH2ELzgMALk9oKlNMFaEeyFJFEARBEARBEFrK7VdpCJ1zlveZrFXaCSlVBEEQBEEQBKGlDP37lsDn4hL5+8rKL0JBkQIdEGIhpYogCIIgCIIgtJSySlAxw4Ajh//fl7xCBM04hUYLzytJMoIfUqoIgiAIgiAIrYFhGAzedhND/74FSlINoaJUJSUM5LksD96Uug1+lCFrIMEeSlRBEARBEARBaA0p2QU4+/gjACA9pxD2liYalkizlDVKFZfIp2hScgvVQpYqgiAIgiAIQmsw5PNtyy4owl8XniPuXaYGJVI//Ba6slYpeZUq0qpUC1mqCIIgCIIgCK3BwODr7P+vC8+x68ZrLD4VX24K2L5OzUGPdTHoH+aNxJQcfMkvEtgvb0yVAd9BDMOAI08nhFjIUkXw2Lp1K+zs7GQ6pn///vjuu+9UIo+24O3tjRUrVvA+czgcHDp0SGPylCUxMREcDgf37t2T2C4+Ph6urq748uUL677Lw/1VFWWfG13j4sWL4HA4SE9PV8t4+fn5qFSpEm7fvq2W8QiC0GL4DDF3k9I1JoamWHQqHu8z8jD/xBPsupEktP/g3bf4kClbXFReYTFOPkrmfZbb2kWIhZSqcoC4iXHZSVPPnj3x9OlT9QqnJURERIDD4Qj9Kyoqws2bNzF06FCRx7FVaLSBKVOmYOTIkbC2tuZtW7duHYKDg2FpaQk7OzuEhIRg4cKFapGHrcKm7sk9WyQ9M6pAlQpuREQExo4dK7AtLCwM79+/h62trUrGLIupqSnGjx+PiRMnqmU8giC0lxI+f7eicjj5Ly6RnPL8RkKqzH0O3HoTW6MTv45BCUCUDilVBA9zc3M4OztrWgyNMWTIELx//17gn5GREZycnGBhYaHy8QsLC1XW95s3b3D48GEMGDCAt23Tpk0YN24cRo8ejfv37+Pq1auYMGECsrKyVCYHABQXF6NEyg+GKmAYRukKj7hnRh8wMTGBq6urWt1Dvv/+e1y+fBmPHz9W25gEQWgf/NN9sqgoh+gXKQKfNfAzrPeQUqUADMMguyBbI/9UkWJUlPvfnDlz4OzsDGtrawwePBi///47atWqJXTskiVL4ObmBkdHR4wcOVKqgsDhcLBmzRq0bdsW5ubm8PHxwb///ivQZuLEiQgMDISFhQV8fX0xbdo0gX7v37+Ppk2bwtraGjY2NqhTpw5u3SotkPfq1St07NgR9vb2sLS0RPXq1XH8+HGJMllYWMDV1VXgHyDZjcvHxwcAEBISAg6Hg4iICN6+LVu2oGrVqjAzM0OVKlWwevVq3j6uhWvv3r2IiIiAmZkZtm/fLvU4ALhx4wZCQkJgZmaG0NBQ3L17V+J5AcDevXsRHBwMT09P3rYjR46gR48eGDRoEPz9/VG9enX07t0bs2fPFjpe0v1NS0tD3759YW9vDwsLC7Rt2xbPnj3j7ec+V0ePHkW1atVgamqKAQMGYNu2bfjvv/94Fp6LFy8KjZuYmIimTZsCAOzt7cHhcNC/f38Apd+/RYsWwdfXF+bm5ggODsa+fft4x3ItXKdOnUJoaChMTU1x+fJlREREYNSoURg7dizs7e3h4uKC9evXIzs7GwMGDIC1tTX8/Pxw4sQJqddV3DMj6jzKWjTT09OFzjs2Nhbt27eHjY0NrK2t0bhxY7x48QKRkZEir5coK969e/fA4XCQmJgIAEhJSUHv3r3h6ekJCwsL1KhRA7t27eK179+/P6KiovDHH3/w+k5MTBTZ9/79+1G9enWYmprC29sbS5cuFThPb29vzJs3DwMHDoS1tTUqVaqE9evX8/YXFBTg559/hpubG8zMzODt7Y358+fz9js6OiIsLExAPoIgyh+MgKXq6+w/4XO2JsRROxw1ZJQgS5Xy0Y8lVQ2RU5gDq/lWGhk7a1IWLE0sVTrGjh07MHfuXKxevRoNGzbE7t27sXTpUp4iweXChQtwc3PDhQsX8Pz5c/Ts2RO1atXCkCFDJPY/bdo0LFiwAH/88Qf++ecf9O7dG0FBQahatSoAwNraGlu3boW7uzsePnyIIUOGwNraGhMmTABQuqodEhKCNWvWwNDQEPfu3YOxsTEAYOTIkSgoKMClS5dgaWmJuLg4WFkp/17duHED9erVw9mzZ1G9enWYmJSmfd2wYQNmzJiBVatWISQkBHfv3sWQIUNgaWmJfv368Y6fOHEili5dii1btsDU1FTqcdnZ2ejQoQOaNWuG7du3IyEhAWPGjJEq56VLlxAaGiqwzdXVFVFRUXj16hW8vLzEHivt/vbv3x/Pnj3D4cOHYWNjg4kTJ6Jdu3aIi4vj3Y+cnBzMnz8fGzduhKOjI1xdXZGXl4fMzExs2bIFAODg4CA0dsWKFbF//3507doV8fHxsLGxgbm5OQBg6tSpOHDgANasWYOAgABcunQJP/zwA5ycnBAeHs7rY8KECViyZAl8fX15iwbbtm3DhAkTcOPGDezZswfDhw/HoUOH0LlzZ0yePBnLly/Hjz/+iKSkJLVYKQHg7du3aNKkCSIiInD+/HnY2Njg6tWrKCoqwvjx4/H48WOh6xUdHS2137y8PNSpUwcTJ06EjY0Njh07hh9//BG+vr6oX78+/vjjDzx9+hRBQUGYNWsWAMDJyYmnlHG5ffs2evTogcjISPTs2RPR0dEYMWIEHB0deYouACxduhSzZ8/G5MmTsW/fPgwfPhxNmjRBlSpVsHLlShw+fBh79+5FpUqV8Pr1a7x+/VpgnHr16uHy5cuKXUyCIHQa/ul+UfHXT02XXMT+4WGo42WvfqH0DLIAKh9SqsoJR48eFVIqiouLJR7z559/YtCgQTyXsenTp+P06dNC7mH29vZYtWoVDA0NUaVKFbRv3x7nzp2TqlR1794dgwcPBgDMnj0bZ86cwZ9//smzzEydOpXX1tvbG7/++iv27NnDU6qSkpLw22+/oUqVKgCAgIAAXvukpCR07doVNWrUAAD4+vpKlAUAVq9ejY0bN/I+Dxs2TGglvixOTk4AwFMUuMyePRtLly5Fly5dAJRatOLi4rBu3ToBpWrs2LG8NmyO27FjB4qLi7F582ZYWFigevXqePPmDYYPHy5RzsTERNSpU0dg24wZM9ClSxd4e3sjMDAQDRo0QLt27dCtWzcYGHw1Yku6v1xl6urVqwgLCwNQqoxXrFgRhw4dQvfu3QGUujauXr0awcHBvH7Nzc2Rn58v1roDAIaGhjxly9nZmacUZWdnY9myZTh//jwaNGgAoPQeX7lyBevWrRNQqmbNmoWWLVsK9BscHMx7viZNmoQFCxagQoUKvGd2+vTpWLNmDR48eIBvvvlGrHzyPDPi+Ouvv2Bra4vdu3fzlNHAwEDefjbXSxQeHh4YP3487/OoUaNw8uRJ/Pvvv6hfvz5sbW1hYmLCs7qJY9myZWjevDmmTZvGky0uLg6LFy8WUKratWuHESNGAChdNFi+fDkuXryIKlWqICkpCQEBAWjUqBE4HI5IZd7Dw0NIoSMIonzBH1NVWCzop9Z1TTSGR/hhYpsq6hZLryghpUrpkFKlABbGFsiapNr4E0ljy0LTpk2xZs0agW3Xr1/HDz/8IPaY+Ph43uSIS7169XD+/HmBbdWrV4ehoSHvs5ubGx4+fAgAmDdvHubNm8fbFxcXh0qVKgEAbzLMpUGDBgLuUfv27cOKFSvw/PlzZGVloaioCDY2Nrz948aNw+DBg/HPP/+gRYsW6N69O/z8/AAAo0ePxvDhw3H69Gm0aNECXbt2Rc2aNcWeK1Bq+ZoyZQrvs6yZELl8+vQJr1+/xqBBgwQUy6KiIqGgf37rEZvjHj9+jODgYAHrSdnrKIrc3FyYmZkJbHNzc0NMTAwePXqEqKgoREdHo1+/fti4cSNOnjzJU6wk3d/Hjx/DyMgI9evX5+13dHRE5cqVBeJiTExMpF5/AGjbti3PSuHl5YXY2FiR7eLi4pCXlyekLBUUFCAkJERgW1kLHQABWQwNDeHo6MhTwAHAxcUFAPDx40eJ8irrmQFK3fYaN27MU6iURXFxMRYsWIA9e/bg7du3yM/PR35+PiwtZbN0P378GJ06dRLY1rBhQ6xYsQLFxcW8Z4T/2nI4HLi6uvKuY//+/dGyZUtUrlwZbdq0QYcOHdCqVSuBPs3NzZGTkyPPqRIEoS/wzfcLi4Un/2suvoBPBUv0CK2oRqHUw+P3mTj28L3KxyH3P+VDSpUCcDgclbvgKQtLS0v4+/sLbHvz5o3U48oGqYuK5So7CeRwOLxEBD/99BN69OjB2+fu7s5qvGvXrqFXr16YOXMmWrduzVvB57cCREZGok+fPjh27BhOnDiBGTNmYPfu3ejcuTMGDx6M1q1b49ixYzh9+jTmz5+PpUuXYtSoUWLHtrW1FbpG8sA99w0bNggoGwAElBMAAhNbNsfJG0tXoUIFpKWlidwXFBSEoKAgjBw5EleuXEHjxo0RFRXFi2WSdH/FyVO2/oW5uTmrhAcbN25Ebm6uyHH54Y5/7NgxeHh4COwzNTUV+CxKeRB1TvzbuLJKS6jB9pnhKqj816ts3CHXrVEW2PS7dOlSLF++HCtWrECNGjVgaWmJsWPHoqCgQKaxRNU0kfV9ULt2bSQkJODEiRM4e/YsevTogRYtWgjEwqWmpvIswARBlB8YhsGiU/HwcrBA0ypfk2YVFYt+D0/Y90Avlaq2f6jH/flVSjbsLUxgaEC1qpQFJaogxFK5cmXcuHFDYBs3EQRbHBwc4O/vz/vHnxnt2rVrAm2vXbvGc+W7evUqvLy8MGXKFISGhiIgIACvXr0S6j8wMBC//PILTp8+jS5duvDiTYDSeJyffvoJBw4cwK+//ooNGzbIJDsbuDFU/K6ULi4u8PDwwMuXLwXO3d/fXygejR82x1WrVg3379/nKR6A8HUURUhICOLi4qS2q1atGoBS9zo2VKtWDUVFRbh+/TpvW0pKCp4+fcqLjROHiYmJkAuqh4cH75y5rmGirjE34UVSUpLQtapYUft+ZLlKwvv3X1cfy6bhr1mzJi5fviw2yYuo68Wm38uXL6NTp0744YcfEBwcDF9fX4FEIuL6Lku1atVw5coVgW3R0dEIDAwUWiyQhI2NDXr27IkNGzZgz5492L9/P1JTv6YHfvTokZC1kSAI/efBmwysufgCvx94KOj+x9JNrbC4BNdfpiCvUPK7jCil65oYjNhBdQGVCVmqCLGMGjUKQ4YMQWhoKMLCwrBnzx48ePCAVXwSG/7991+EhoaiUaNG2LFjB27cuIFNmzYBAPz9/ZGUlITdu3ejbt26OHbsGA4ePMg7Njc3F7/99hu6desGHx8fvHnzBjdv3kTXrl0BlMYqtW3bFoGBgUhLS8P58+elTvLlwdnZGebm5jh58iQ8PT1hZmYGW1tbREZGYvTo0bCxsUHbtm2Rn5+PW7duIS0tDePGjRPbn7Tj+vTpgylTpmDQoEGYOnUqEhMTsWTJEqlytm7dGoMHDxZw0xo+fDjc3d3RrFkzeHp64v3795gzZw6cnJxYuRQCpXFsnTp1wpAhQ7Bu3TpYW1vj999/h4eHh5CrWFm8vb1x6tQpxMfHw9HREba2tiKtU15eXuBwODh69CjatWsHc3NzWFtbY/z48fjll19QUlKCRo0aITMzE9HR0bCyshKIW9MGzM3N8c0332DBggXw9vbG58+fBWIGAeDnn3/Gn3/+iV69emHSpEmwtbXFtWvXUK9ePVSuXFnk9eIqkZGRkZgzZw6ePXsmFNPl7++P/fv3Izo6Gvb29li2bBmSk5MFvg/e3t64fv06EhMTYWVlJTJpyK+//oq6deti9uzZ6NmzJ2JiYrBq1Sqh7JSSWL58Odzc3FCrVi0YGBjg33//haurq4Db5OXLl0VmoCQIQr/Jyv9a8oLfCC7OUlWWhSeeYOOVBHSo6YZVfWorWzy95FTsB02LoFeQpYoQy/fff49JkyZh/PjxPLed/v37C8XmyMvMmTOxe/du1KxZE9u2bcOOHTt4lpJOnTrhl19+wc8//4xatWohOjqaFyAPlLrDpaSkoG/fvggMDESPHj3Qtm1bzJw5E0CpVWPkyJGoWrUq2rRpg8qVK8s0+WOLkZERVq5ciXXr1sHd3Z2nSAwePBgbN27E1q1bUaNGDYSHh2Pr1q0SLVVsjrOyssKRI0cQFxeHkJAQTJkyhVWx3nbt2sHY2Bhnz57lbWvRogWuXbuG7t27IzAwEF27doWZmRnOnTsHR0dH1tdgy5YtqFOnDjp06IAGDRqAYRgcP35camzQkCFDULlyZYSGhsLJyQlXr14V2c7DwwMzZ87E77//DhcXF/z8888ASpN6TJ8+HfPnz0fVqlXRunVrHDlyROo11hSbN29GYWEhQkNDMWbMGMyZM0dgv6OjI86fP4+srCyEh4ejTp062LBhA+86irpexsbG2LVrF548eYLg4GAsXLhQqN9p06ahdu3aaN26NSIiIuDq6ipURHj8+PEwNDREtWrV4OTkhKSkJCH5a9eujb1792L37t0ICgrC9OnTMWvWLIEkFdKwsrLCwoULERoairp16yIxMRHHjx/nuTHGxMQgIyMD3bp1Y90nQRD6Ab8bGr9tim0+hY1XEgAARx+oPh5Jn3ibnouPmXmaFkMv4DCqKHikw2RmZsLW1hYZGRkCSRGA0tTECQkJ8PHxUZpioWu0bNkSrq6u+OeffxTqh8Ph4ODBg0KTO0J1rF69Gv/99x9OnTqlaVEIQiTdu3dHSEgIJk+eLLYNvYcJQj+5lZiKbmtjAADta7rhGAvlKHFBewDAnaQ0dFkdLbRdF/H+/ZhGxn05rx0MKL5KJJJ0A37I/Y8QS05ODtauXYvWrVvD0NAQu3btwtmzZ3HmzBlNi0bIwdChQ5GWloYvX77A2tpa0+IQhAD5+fkIDg7GL7/8omlRCILQAPwTejYKFZfcgmIBhYqQj6ISBiakVCkEKVWEWDgcDo4fP445c+YgPz8flStXxv79+9GiRQtNi0bIgZGRkUD6b4LQJkxNTYXizAiCKD8YyTmhzykokt5IR9h9Q9j1Wl2UkOOawpBSRYjF3NxcIAZHmZDXKUEQBEEIkpFbCFtz5daq0xUMWJTdKEtyRh5MjITTA0S/+AxXGzP4OlkpQzS1sehUvMbGLqZiwApDiSoIgiAIgiA0zOnYZATPPI35Jx5Lb6yHyFMv6Zv557BAxPXqs+E6mi2NUoZYOkMlBwuFjqdiwIqjs0rV/PnzweFwMHbsWN42hmEQGRkJd3d3mJubIyIiArGxsUofm6wsBEEQmoHev4S+MvNIaS3BdVEvNSyJZpD3q7331hvlCqJBFIloMjJULB7qwpOPCh1P6KhSdfPmTaxfvx41a9YU2L5o0SIsW7YMq1atws2bN+Hq6oqWLVviy5cvShmXW9+noKBAKf0RBEEQspGTkwMAUlP2E4QucfLRe7xN/1rU/a8Lz/HwTYYGJVI/DGjBRBGMDRSb0o/ZfQ8Jn7OVJE35RKaYKoZhEBUVhcuXLyMxMRE5OTlwcnJCSEgIWrRogYoVK6pKTh5ZWVn4/vvvsWHDBoF6LAzDYMWKFZgyZQq6dOkCANi2bRtcXFywc+dODBs2TOGxjYyMYGFhgU+fPsHY2JhXW4UgCIJQLQzDICcnBx8/foSdnR1vkYvQH+4mpcHazAj+zuUvO+lP2+8IfF58Kh6LT8XrdGpwWVGFEXrJqXiMb11Z+R1rIYpaqgDg05d8+FSwVII05RNWSlVubi6WL1+O1atXIyUlBcHBwfDw8IC5uTmeP3+OQ4cOYciQIWjVqhWmT5+Ob775RmUCjxw5Eu3bt0eLFi0ElKqEhAQkJyejVatWvG2mpqYIDw9HdHS0WKUqPz8f+fn5vM+ZmZlix+ZwOHBzc0NCQgJevXqlhLMhCIIgZMHOzg6urq6aFoNQMh8y89D5/2mxy5MiQXxFFUrVqgvP0bSKM+p42Su/cy3DyFDxhX5LU1qsUgRWSlVgYCDq16/Pq1kkyu3i1atX2LlzJ3r27ImpU6diyJAhShd29+7duHPnDm7evCm0Lzk5GQDg4uIisN3FxUWiAjR//nzMnDmTtQwmJiYICAggF0CCIAg1Y2xsTBYqPeVVSo6mRSA0wOvUHOy/8wYhlexVFtPTdU10uVDUjZVQY4pCVhWDlVJ14sQJBAUFSWzj5eWFSZMm4ddff1WJFef169cYM2YMTp8+DTMzM7HtOGVScjIMI7SNn0mTJmHcuHG8z5mZmVLdGA0MDCTKQBAEQRAEeygBSfmk8+pofM7Kl96QkIpPBUt0ru2BGf/FYuuAevhh03WZ+6C06orBSqmSplDxw7XkKJvbt2/j48ePqFOnDm9bcXExLl26hFWrViE+vjS3f3JyMtzc3HhtPn78KGS94sfU1BSmpqZKl5cgCIIgCHaU16kcwzCY9t8jTYuhMUihKqW4hEFqdgFSsqV7QfWuVwm7+IoEL+paE9depmBK+6qwszBBz9CKEl0BDQ04YpUnKgCsGKwdMJ89e4bevXuLjDnKyMhAnz598PKl6tKANm/eHA8fPsS9e/d4/0JDQ/H999/j3r178PX1haurK86cOcM7pqCgAFFRUQgLC1OZXARBEARBKEZ5nczNOByL7deSxO4npaN88OOm66g79yyrtt/XryTwOaKKE5b1rAU7CxMA0mOrjCS4CZbX76GyYK1ULV68GBUrVoSNjY3QPltbW1SsWBGLFy9WqnD8WFtbIygoSOCfpaUlHB0dERQUxKtZNW/ePBw8eBCPHj1C//79YWFhgT59+qhMLoIgCIIgFIN/LldeXAFvv0rF3zGSwyX+1aMaTIR4ol+ksGq3dUBd+DlZCWwzN5YtzlRCRAzI+08xWKdUv3TpEv755x+x+3v06KFx5WXChAnIzc3FiBEjkJaWhvr16+P06dOwti5/6VkJgiAIQlcQVKokT/z0hQFbhJNulWXhyScYHuGnBmnUTwnN4GWmiquNwHejfQ03WJvJVrOPI6HEMMVUKQZrperVq1dwdnYWu79ChQp4/fq1UoRiy8WLFwU+czgcREZGIjIyUq1yEARBEAQhP/yFX0sYBgYSJn76Qk5BMat2S0/H49tgdwS46NcCcRFN4GXG0IADAz6tanRz6TkMPOzMBQpLS7ZUacc9YRgG+UUlMJPRCqdpWLv/2dra4sWLF2L3P3/+XKRrIEEQBEEQhCT459flZa7N1hr35/nnaLn8kmqF0QBkFZEdIwMOZM2cHuhihY19Q3mfJR3+6Yt2xPCN2X0PVaadxOtU3Sq1wFqpatKkCf7880+x+1euXInGjRsrRSiCIAiCIMoP/CvkTLnNBSgbr1KyMXjbLdx+lappUeSiqKRE0yLoHEaGgpYqtt+VQD4rp6QyQ2N235NbNmVy+P47AMD2a8ov0aRKWCtVkyZNwokTJ9CtWzfcuHEDGRkZyMjIwPXr19G1a1ecOnUKkyZNUqWsBEEQBEHoI2ViqsoDkmJb2DBq112cffwBXdfEKEki9ZLL0v1RGVx9/lltY6kSQwOOgIXTypR1FA8PXXKsNVBCQWN1wvpuhISEYN++fRg4cCAOHjwosM/R0RF79+5F7dq1lS4gQRAEQRD6TdmYKn0mI7cQa6NeoKBYNkvNsQfv0b5maR3OnIIiPHiToQrx1MbE/Q/UNtb3G68jcUF7tY0nC4tPPWHVzs7CGObGhuBwOFjaPRiZeYXwtLdgdayAcUqH9BRDHctYI5OK26FDB7x69QonT57E8+fPwTAMAgMD0apVK1hYsLuxBEEQBEEQAPDzzjvIyi/CD/W9eNv0PdRm5pFYHLjzVubjRu68g/Y1SxWDdn9cVrZYaudC/CdNi6AV/HVBfL4Cfg6OaMhz3etax1Pu8XRJTdFbSxUXc3NzdO7cWRWyEARBEARRTsgpKMLRB+8BABGBTrzt+m6puvMqTe5jB2+7hXmdg5CYolsB/ITiSCraq6/omqWKdUwVAMTExODkyZPlpjAfQRAEQRCqISu/iPc3/4q0vk8xihU4wbOPP6DevHNKlKb88Ph9pqZFEOLko/dqGYdfN9G279eLT1nosvoqLsR/FNpnKJOWonlYiztnzhyMGTMGa9euRffu3VUpE0EQBEEQes6XvK9KVWHx15nenST5LTm6QHGxls1qdZw+9SuxatdWC10mf9p+h3VbCxP5ajY5WZvCzsKE99nYSPLUn2EYxL3LRKGMMX/yMmrnXdxJSucVw84r/JrARNfc/1grVevXr8e6devw77//4siRI0hJSVGlXARBEARB6DHZfJaqv2MSeX8P2HIT7/iKleobiliqCGH03S3OzsIYi7rVhKOVqUzHbewbilbVXPB726qwMjXCfyMb4uioRjCUcr22Riei3crL+H3/Q0XEZk1qdoHA5+cfs3h/25mblG2u1bBWqipVqoRbt27h3r17MDMzo0K/BEEQBEHIzeesr4VGX5WJEUr8nK1ucdSGgY7FiWiSxgEVpLbR9+vZNsgNPUIrynxci2ouWN83FA6WpYpJcEU7BHnYwsVGsnK24ERpNsL9d97ILqwclK21xW8h07X4StZK1ebNm7F3716MHDkSu3fvhrGxsSrlIgiCIAhCT1kX9QIDt97StBhq5dHbDPyw8TreZ+Qpve8Nl14qvU9V8To1BwzDoKqb9MX5kU39eX8PbOgjso00y4uuU6zkIsl/9akNN1szsfvzi/iUGjWn4kzLLsC26ETe52IdSwXKWqkKDAzEmTNncOPGDbRt21aVMhEEQRCE3nEqNhlD/76FjJxCTYuiceafkFybR7emUsIUFZdg4NabWHnuGW9bt7XRuKKiIrRzjz9WSb/K5u+YRDRedAEzj8Shqpu11PbGhl8VppqetiLbyKJUrTr/TMjdTNspUrJi4eVoiUsTmorcF1zRTuBzhz+vKHVsUfAbo4bvuI1D997xPiv73FWNjuXVIAiCIAjdZNg/t3E67gOWnonXtCgqh2EYXH72CR8yS60yRcUl+HXvfYzccYdVALyOef0IcfbxB5x/8hHLzjzlbcsrVG3gf7SKFDZlMvdYqfK3NTqRVWp5I4Ov01RxypMsStWS009Re/YZnI37wPoYTVOkgsQm4lKVFxQJPqNx7zMReTgWtxJTlS4DF/6zu/ZScBxlW+lUDSulavfu3aw7fP36Na5evSq3QARBEAShz6RkFfz//3x0WnUF//AladAXLsR/xI+bbqD+vHP4OyYR844/wf47b3Ds4XscYBGrkZZTgGMP3iO/qFhqW20kt1D9cvfZeB1D/76l1WVv+C0PbGptGfFZqsQpT/Ikqhj8t+64no5o6qf0Pg0MOPitdWWh7aLSzm+NTkS3tTFKl4ENemmpWrNmDapUqYKFCxfi8WNhE3NGRgaOHz+OPn36oE6dOkhNVZ1GSxAEQRC6QHZ+kcSYgD/PP8f9NxmY9l+sGqVSD5eefrWaTP8vFpuvJvA+p7Nwfxy16y5G7ryDZaefSm2rC6jL5fN03AfEf/iilrHkQdYYGWNDAzj+P9FCPR8HkW30NVHFzSkt8GR2G1RxVU1iOP54NU0iaQ2gRVUX9QmiBFgpVVFRUViyZAnOnz+PoKAg2NjYICAgADVq1ICnpyccHR0xaNAgeHt749GjR+jYsaOq5SYIgiAIreVzVj6qzziF7/4S77mRW6CbVhg2SLKWGMtQ0fPI/XfSG2kh/KefW1CM4Fmn1TZ2WrbmYvbyCovRY22MgNsjl78uPJe5PyMDDq7+3gx3prVEBTEpxXUxUUVhcQlOxyZLbGNtZgQzY/lqU+kW4t8VgS7S4+60CSO2DTt06IAOHTogJSUFV65cQWJiInJzc1GhQgWEhIQgJCQEBgYUokUQBEEQ5x9/BAA8fJuBK88+Y2v0V0sN/j8H1OefTEn2iFlH41j3w9EDK8RTNVuOem+4hsQF7dU6Jpcj99/hRmIqbiSmYlzLQIF9i0+xjyUM83NEdn4RvB0tYWDAkahc6KBOhRE77uCMlLguXVQW5UGLvVVlhrVSxcXR0RGdOnVShSwEQRAEoRfw1175YdN1Ma30d9KkrPoyeqBToZMEa6W+kV+knMQCOwbXB8BOqeZvc/7XcDRbGqUUGVTBnptJ2H3zNe4mpUttKy6ZhL6ha7WoJCGzUkUQBEEQhGQkhY5wp0r6PGdikeCPFbp6jfRonqgR5LVQ+jpZsW7LMIzaLaET9z9k1e78r+Ew0FNL1eesfNxKTEWLqi448uAd0vSoxIQeOx8QBEEQhGaQNKnmTuT0c8pUirIy0HH0+irpH8q460EeqknMUJZCFaQqVxayKIeK0DO0olrG4afTqqv4afsdbLicgF/23Ff7+KqElCqCIAiCUDIMi+mlrlph2KAsS42uXiN5Tn9gQx+ly6F2lHDjLUxkc6LqVscTgOyZ4tjUS9N31Pn9YhgGKVn5eJueC6C0GLq+Qe5/BEEQBKFkJFqq/v+/vqaCBpQYU6WUXrSf5lWcMb1jNXQP9UTbPy4DABoHVMDlZ9pf0FfZsPF687Azx4CG3nC3M4eLjRmezG4DUyPZ7ATFWuqj2beBl9rGUucraP6JJ1h/6SXvs3ZefcWQ21JVUFCA+Ph4FBUVKVMegiAIgtB5JE0YuBMZfVYYlFWzUx+y/0nj6u/NsKFvKABBRXtVn9py9/nXhee4/SpNYdkUJa+wGCvOPsXDNxmsj2Gz2GBtZoTBjX3RroYbAMDM2FDmZ4XRUkPVzG+rq3E09X2/+BUqfUVmpSonJweDBg2ChYUFqlevjqSkJADA6NGjsWDBAqULSBAEQRA6B4tVcH1WGJQVU5WZq5tB7GzP38TQAO62ZrykBB725rx9NmbyOxMtPhWPrmui5T5eXsqe9bqol1hx9hk6rrrCug9JX4sNfUNR3d0Gf/YOEdvmL5bKqKqzzqVk5WPcnnu4/jJFpuPU+V6QZaiPmXnKHVxLLYWKILNSNWnSJNy/fx8XL16EmZkZb3uLFi2wZ88epQpHEARBELpE7LsMHH/4npVrix7rVEqbsOboaIFktmd/YmxjgUm0lakRYiY1w62pLcDhcND+/5YYXaHsbY99x85CNbKpH+9vSclJWlZzwbHRjREgoShs+5puuPp7M7So6ozfWlcW266YYTD10EP0Xn8NxcoyrfIx80gcDtx9i57rrym9b2UhS4LBdisvY+Pll9h+7ZVSxpZ2xfup0Q1SWcisVB06dAirVq1Co0aNBF4E1apVw4sXL5QqHEEQBEHoEu1XXsGIHXck1qHhpVTXYwdAZc1RcwuL8To1RzmdaSHGIipAu9mao4KVKQBgWc9gHBwRpm6xlAabx8DOwhiDG/nyPisjpsjDzhwb+9VF44AKYtuUMAy2X0tCzMsUlbhKvkrJVnqfykaWd9DnrALMOfYYUw89UkqSjy95osOHGvg6opF/BczoqE43SOUgs23506dPcHZ2FtqenZ2t164MBEEQBMGWJ8lfpLbRp5/MucficO91OnYM/gYmRgZKda3qvjYG1yY3V1p/2oS0Z8DUyBAhlezVI4wSKOv2yMYNsmllZ9hbmuDU2CZIyynAN76OSpNHUnwWv3VKFSWh5PkG9A/zVrYYKqGEYZCaXQALE0OYGRvytstS+yvhs2ilc3nPWnC1NRO5T9uR2VJVt25dHDt2jPeZe/E2bNiABg0aKE8ygiAIgtBRvuSJjwXSxzpVGy4n4GZiGs49/gBAuZm9kjPzJF5PrYTlBdDXAq9cZNGtK7taK1WhAiQrrY/fZ/L+NjZUfYWhn3fekdpmWLiv1DbKRN6FnU9f8lF79hk0XnSBty2vsBjNl0YJnefh+++w6vwz1n2b8ylpuobMlqr58+ejTZs2iIuLQ1FREf744w/ExsYiJiYGUVFRqpCRIAiCIHSKN2m5YvdxrTj6ZKniMnzHHcz8tjqOPXiv1H5H7bqLrQPqKbVPbUDfdKqyOhQbnUpZSU1EIclSNXDrLd7fqlCqyp7WURbfCXsLE6XLIQl5H7/oF6XJNz59ycfNxFTU9XZA1NNPePk5Gy8/Z2NVn69tR++6K1Pfpsa6W0JXZsnDwsIQHR2NnJwc+Pn54fTp03BxcUFMTAzq1KmjChkJgiAIQm/47947FBaX6G2dqhmHY5Xe58X4T0rvU5WwKf4M6PaqPBtUnWFPGmy/YyJC2xSG/xlgmwjDTM3PA7+r3qJuNVkfx68Id18bg+jnn5WWzE/WemPahEySFxYWYsCAAbCwsMC2bdvw6NEjxMXFYfv27ahRo4aqZCQIgiAIreVM3Af8e+u1TMfEvsvUL/8/QmYqWJnCTsWWCVmfS0UpO7FmM9FWpdrF1hKoat0vu0D7a7r2CK3Iuu3so48FPl+I/whl3Uldzs8gk1JlbGyMgwcPqkoWgiAIgtA5hvx9C7/te4A3aeyz1M08Eot1UfpfDFOZvE7NUUnqa02hjpTRv+17oPIxJKHpu8V2gq4Kixp/l9n50pWqVtVclC6DNMpeHrb6TFaZ8ykoKlGKYmqiw1YqQA73v86dO+PQoUMqEEUya9asQc2aNWFjYwMbGxs0aNAAJ06c4O1nGAaRkZFwd3eHubk5IiIiEBurfBcEgiAIguDCP8kXlyJYFJJSrpdnOtVyF7uv8aILGL79thqlkR82E0w90g/FwiZeSpV2CbaWqhLFM4RLRFsXA8qmVB/fSnxdL0kUFJcoRYE20vEgQ5kTVfj7+2P27NmIjo5GnTp1YGlpKbB/9OjRShOOH09PTyxYsAD+/v4AgG3btqFTp064e/cuqlevjkWLFmHZsmXYunUrAgMDMWfOHLRs2RLx8fGwthZfJI4gCIIg5IW/XouuTwi0gRoetvjv3jux+0/HfVCjNKqFbdwVANTzccCNhFS0DXLFiUfJKpRKMfjP6EteIS4/+yzTMcqGbUxVx1VXMOe7IPzwjfKsh/z6pKqVNnkpe3nkfYflF5Yoxdqn6+9QmZWqjRs3ws7ODrdv38bt24IrRhwOR2VKVceOHQU+z507F2vWrMG1a9dQrVo1rFixAlOmTEGXLl0AlCpdLi4u2LlzJ4YNG6YSmQiCIIjyTX4Rn1KlhrTM+khNT1s8eJMBQPcnVVwycqWngJfFeLFtQD3Ef/iCYE9bfMrKR7c1MUjSwqLI/JapSQcealCSUmRJBjP10CP0rFtRJZkA2SgcmrBllb068p57frFy3P/UkdpelcgsfUJCgth/L1+qxz+8uLgYu3fvRnZ2Nho0aICEhAQkJyejVatWvDampqYIDw9HdHS0xL7y8/ORmZkp8I8gCIIg2PA5K5/3t74oBOpkQpvKCPVy4H1mo5g+Sdbu3+m7SWmYf+KJ1HaypBI3NzFErYp24HA4cLY2Q0glOwUkVA9sUogDsiVIUDUdVl5RWl/8d/fP88+V1q8q6R7qKddxBUXKcf8rd0qVJnn48CGsrKxgamqKn376CQcPHkS1atWQnFxqCndxEQzyc3Fx4e0Tx/z582Fra8v7V7Gi9ny5CYIgtJnEz9lYdjoeGTk6VphVSaRmF6D50q/1GTWcPVonqeRgIfA51Nte6jFtVlxGanaBqkSSmbfpuVh08glaLY9CwudsrDzHrtCpIs/LrG+DMDzCD6d/aSK1bZ8N17Di7FP5B1Mx9X0cpDeSkyIZ/e7iP3xR2tj8SvP+O2+kttfEkkzZ4tPWZsZy9VNcwiil3piuJ6qQ2f1v4MCBEvdv3rxZbmGkUblyZdy7dw/p6enYv38/+vXrJ1BwuGyWF4ZhpGZ+mTRpEsaNG8f7nJmZSYoVQRAEC4b9cxvxH77g/psMbBuof4VZpXH+yUeBz8XlVKtSZDJlyOEIxHVUcbVhddyUgw+x5gftqI3ZcMF53t9Nl1xEPZZKgiwxVWWxtTDGxDZVWLWNfpGC6BcpGNsiUO7x2CLPo6DKFNramiBCW1DWlT//5COcrU0V7kfXjf0yK1VpaWkCnwsLC/Ho0SOkp6ejWbNmShNMFCYmJrxEFaGhobh58yb++OMPTJw4EQCQnJwMNzc3XvuPHz8KWa/KYmpqClNTxR8EgiCI8gZ3VTfq6Sdk5xdh8al4tKvhxnpSqevwu/4BwC977sndF5tFQG1F1om0m60Z3mfkARA9oXa0NEGKFEvUw7cZsg2qRnJY1iRStw5eUsIIWSa0AVWKpKmv1LRDj/AkWXlWL1XRpbYn1l16iWBPW4X72n1TsCZaUkoOzjyWLbGMrhdEl1mpElWnqqSkBCNGjICvr69ShGILwzDIz8+Hj48PXF1dcebMGYSEhAAACgoKEBUVhYULF6pVJoIgCH3mSXImFp54gnEtBVPvrjz3DFujE7E1OhGJC9prSDr1UnYV/N7rdIX6MjLUzQmFIlm/RE2o2VwHbbZAFLP0OFPWKYT5OSL6RYrUdl/yi2BrLp97lypR5WKCn5OVRjIm/nPtlVrHk5fKrta4NbUF7FTwXLRecQm5hcUyHaPjOpVyYqoMDAzwyy+/YPny5croTiSTJ0/G5cuXkZiYiIcPH2LKlCm4ePEivv/+e3A4HIwdOxbz5s3DwYMH8ejRI/Tv3x8WFhbo06ePymQiCIIobwzaegsX4j/hu9VXBba/+JQtUz/xyV+QJ+MPrrahzIl9Wk4h0rQoTkgWZL0M/PMmQ4OylXIAIwPpU5P3GXlYcOKJTAWX1QVby4si7n+C47EbsJCttqcA0s7ph28qqVwGfjgcjta4iWorFaxMlZ65tKi4RGaFCtB9S5XSruKLFy9QVMS+8KGsfPjwAT/++CMqV66M5s2b4/r16zh58iRatmwJAJgwYQLGjh2LESNGIDQ0FG/fvsXp06epRhVBEIQSeZueC0BYoTgrg5vHmbgPaL3iErqslpydVdtRRl0WLnXnnkXI7DPIzlfd76gquPLss0KpvQ04HKHkFMYsLXZro16g76Ybco+tKmLfsctOqKzHh+08VJnPq7zM+a6GpkUg1ED9eefkOq6Gh+JuiJpEZvc//qQOQKkL3vv373Hs2DH069dPaYKVZdOmTRL3czgcREZGIjIyUmUyEARBlGdOPmKXIlkc3Lihf2+V+t7Hvdfu1NjSKFGBC1rC52wE6cjEYu+t15iw74HMx/G7e9lbmiDY0xarv6+N6u6lSSpkWTV/+Vk2C6myUSRJhzKypck2nn6MoSj2FsZIk5CxNLegGOYmhmqUSP+QFhMpjhkdqytZEvUis6Xq7t27Av8ePCh9oS5duhQrVqxQtnwEQRCElvDT9jtyH7vw5BM0XHAeKWWSO+gieYXFCJ1zFitVUHtGHS5ayuDI/XdyKVRclnQPxuhm/rzaS+1quMHL0RIAsKxHsLLEVDmKKBEdg92VIgNblyl1xKFpq041LLw05v/yhKZS2y47E69qcQgRjGrmD1sL7Yv5kwWZLVUXLlxQhRwEQRCEnsGfbWzNxRcAgI1XEjQpklL4OyZRKPOfssjO1404s00K3EcOB+hWR3yR0Zqedrg+ubncLkTqRB6Xuu2D6sPHyRIeduZKkUGX3P8AIGZSM/wT8wqr//9OUAeT2lbFpLZVWbWNeSk96QdBiEJmS1WzZs2Qnp4utD0zM1PlKdUJgiAI7edWYir+jklErVmn8ahM6muG0f0MT5JchxTlh03XcSH+o/SGGkaR6XmvutJrQWpzdj9+5JGyro+90hQqADBh6S6pJToV3GzNUdPTTtNiiIWN5e/8kw9YdPKJQi7AZQvd6nqSBkXRh7OXWam6ePEiCgqEfSXz8vJw+fJlpQhFEARB6C7d1sZg+n+xyMwrQoc/rwjEjujyvIFhGLUkklCk3pU6eJeei8cskzGUZeeQ+hge4S+1nauNGaq5sSsEXFCkOZdJeaw/hkr+Ekxux84Cow5LlbYoborw4E0G0nMkxwQN3HoLqy++wNGHX+NMZX0O+Z8CFxtT1vdR1Rwd1UhomyXFmLGCtfsfN3YKAOLi4pCc/DXnf3FxMU6ePAkPDw/lSkcQBKFBHr/PhKuNGewtTTQtisZJVSDdN38NHR3WqTBm9z0cvv9O5eNk5KrOEqYMwhacl/9Yvwqs2hkYcHB0VCP4Tj4ute3mqwn4KdxPbplkISu/CNuiE9EmyBV+TlaslIgtA+ribVouph56BKA0jbwyqeRgwaqdOox/klKqe9orzzqnas7EfUD3UOkW1Q//L2J9IyEVPdbF4LfWlTGyqfRFg7Jcm9Rca4p/i/q908ai0doIa6WqVq1a4HA44HA4It38zM3N8eeffypVOIIgCE0R9y4T7VZehqEBBy/mtdO0OBpn8oGHch/LH3+kJfMGuWCrUDlZm+LTF/ljrvRhtZ+f2Z2qY9p/sTIfx3Yit+DEE3xXywOutmYyjyEr848/xo7rSVh8Kh6JC9qzulcOFiawNv063VL25FlbYqouPPmIRSdFJ3no28ALv7QIVOn4bJnVKQijdt2V2Iat4su99pMOlBoeFp+KF3J5FsWW/nUxfMdtvn6088XoZG2KZT2CpV4vohTW7n8JCQl48eIFGIbBjRs3kJCQwPv39u1bZGZmYuDAgaqUlSAIQm1Ev/gMQHdiO1TNnaQ0uY/ln6AIl3rVP8a11I7Jo7agjlXusXvUM+m7lSj4PWCrqKjyNcI/IR/Q0FtsO1WncB+w9abYfY0DnLTG4s8m66KhAQfvM3Ix5O9bvN8CUXCvPX/x8xOPksU159G0ijM61CyVI8iDnZuruuD/tp4dF47GAU5Kd1kVPbDu/zawtlR5eXkBAEpKdCPdK0EQhCK8VqCgqT4Qn/wFHvbmsPr/CrsiQdT8P8h68LsplUAXKjrPjzoC8OPkjPFSFDZqCocDuKnBigYALaq6YMvVRJH7NJmtX1syD7LFgMPB7/sfIurpJ5yJ+4DEBe15+5L/7/JX2k7+MWZ1qo76Pg5oXtVFEVFVCverq46FEVcb9XxHVInMKdW5xMXFISkpSShpxbfffquwUARBEJpmW8wrTYugMa6/TEHP9dfgYmOK65Nb4EL8RyRn5kk/UAwGApYq/bZWTW5XRSkxMylZ+XC0MlWCRJpHHXfb1FgzgfRslAUDDgcVHSyw/sc6cLTSnLVGk4pNWStZgIuVhiRhx7T/HiFdTJbP8f/e5/1twOHIbAGs4lq66GJhYsQqbksbUKWlav2PdXD1+Wd0DxVfZkFXkFmpevnyJTp37oyHDx+Cw/cwcU2gxcW6UWODIAhCHPwrkWy4lZiKq89TMLKpH4xYpjfWZrjuKx8y85FfVIwBW8S79bDhA59CdvThewQ4a/eEShHaBrkhTUrmMDZ0Xh2NSywKlWozQR42GNrED7kFqs+YaGqknu8d/9zydWoObMylFyvlZjFsVd1VVWIJYGJkIDITnSaVqrLuj35OVtg5pD6crbVz4UCcQgUALz5l8f424Mju2nlgRJi8YqkFUaej7OQq/LSq7qq274aqkfktNGbMGPj4+ODDhw+wsLBAbGwsLl26hNDQUFy8eFEFIhIEQaiXhgvZZTfLzi/C/dfp6LY2BsvPPsWuG0l49uGLXrkODvvntvRGUpjOl6Tg5adsnIr9oHCf2grDKMfdLSk1B0Wa9NdSAgdHNMS3LOJXlIGZBixVjRddkJpGu30NN7VnTnMUE7t0/WVp/ThRlpWklByEzT+nUFFnSZiLuD9hfhXg76xZV9nfWleW+Rj+OFuOHJYqCxO5ncTUgo3ZV/m4NdCUrVRVdy9daFjWI1ip/Woame9sTEwMzp8/DycnJxgYGMDAwACNGjXC/PnzMXr0aNy9SxlCCILQbdgmp+i8+iqefvi6anknKZ2X5YzfB1+XuRj/SdMi6BQMGBQpKSvByvPP0a+Bl1a5AcoygTT+/4RMEXfPZT2CEfcuExulTPbVZakqS16hdnnnGBsaYFO/upiw/z7SsgvxNj2Xt2/W0TgAgLejJZoEOgkcN/d4HN5l5GH20TgMauSjdLnKjqctyKOM81v8DDgctaSqVyfWZsbYPqg+DAy+Xh9lK1Udarrj4IiGQgWQdR2Zz6a4uBhWVqWuGxUqVMC7d6UpZr28vBAfLzqVJkEQhK7z9MMXvM/ILbMtS+Dzs49f1CkSoYVYmhohX0kT7ZXnnmldKmN1TyC71PbE1A7VpLbTlFIlFTUZqYY18UXLai4I9bJHNXcbHB3VGPV8HES2fSXCkq7KLKeRHaup1H1MEYzkkOtz1lf33gvxH1Fl2gnWx7av4SbzeJqgUUAFgZpyys5o6u1ooXcKFSCHpSooKAgPHjyAr68v6tevj0WLFsHExATr16+Hr6+vKmQkCILQKO8zctFq+SUApRao/+69xR/nngm1e/RWMxnICNXzzzV2iUsqWJni8XvlPQf8hZO1AXnicjzUUPRV1RO0gqISkWNIuxzqUiUmtasqtE2cxXTPzST8+I2XqkXioa01mADZE2Zceyn4fTwTx96VuUVVZyzVUXe3jsHuqOvtgG/mn1NKf22C9COGqiwyK1VTp05FdnZpPv45c+agQ4cOaNy4MRwdHbFnzx6lC0gQBKFpniQLWqDG7L4n9RiGYbR6MkHIxrRDj6S2aVmtNDWytIl2RGUnnXOrzCssxqO3GXj2MUtsm2+D3UUWSA7zc8SUdlUR6Kq6+BlTI9XFVCV8zkbTJRfxwzeVhPYVa3GqcHGumqIXf1T3rtLG1+ChkQ3x/GOWgDWGDc8+yO+N8I2vo0Zi/5SFMotr6+tvo8xKVevWrXl/+/r6Ii4uDqmpqbC3t9fbi0QQRPmG/81WyDJ5AMNo52SCUB3coO4wP0c08HVEzEthK9O8zjXQvqYbgmeeZt3vl7xCWJtJzzKnSob9cxtRTyUrgq2qu4hUqjgcDoY0Ua0niyotVWsuPgcAbL+WxEuHzeWPs08lHuvnpL+ZLnWZWhXtUKuinUzHfMkrZG2xFoUW69+EkpDpLVRUVAQjIyM8eiS4Yufg4EAKFUEQegv/+41tYDr9fpY/jA1LnxMjQwPsGvoN6njZC7XpU78SbFmk4eZHknVIHRSXMFIVKuCrpU4TqDKmSlKijUP3hJVILkOb+GJ4hJ8qRGKFLO8gVU7h9GF2yDAMWi67JBRHSxD8yPQWMjIygpeXF9WiIghCbxGVIpnfjebk/2s4SUPWNLvllS954uvB6Bpla5Rt7ldXKf0qI0W7Ihx9IF5x4EeVBUKloUpLlTynFVHZCZPbVdWsu5cMryBpp5idXyQymcXnrHypaeX1wWQ/Yd8DhQqgE+UDmd9CU6dOxaRJk5CamqoKeQiC0DBv03Mxcucd3ElK07QoGmHLVeHUzXmFXycNv+17wKoffUuzqypqRJ7Gf/fealoMpVC2Fo+thTH+7B2icL+aVFYAwWxnktCo8qfC7xv/abH1ymlRVXNWOzbIsujz8Useqs84hd7rrwlsT0rJQeics2iz4hIuSbBk6r5KBfx7+42mRSB0AJmVqpUrV+Ly5ctwd3dH5cqVUbt2bYF/BEHoNmN338WxB+/RZXU0b1tuQTGiX3zW+WKkbLiblC60Lb9Idus8Qw6ArGGrqGo7o5sHCG3rGOyOjgoWwDXQkczD/EVuZXVxVJRihsGDN+kiY7oUR3a1oLIKk3KwRdI76EaC4MK4JF3xxMNS6/yNRMFjTseVbn/5ORt9N98Qe/y3tdRTAJrQDcQVp9YHZE5U8d1336lADIIgtIWEz9lC24b+cwuXn33G6OYBSq9XoW2k5Qivymfny6FUkU7FGlXWyFEnTtaii/TaKahg6OKzdGpsE7WOV1TC4NtVVwEAVVytEeiiPKVGHgNcXW/RNaK0hbQc9m634pLzsE2vb6PhJCvaAi20Ab3rVcSoZsKLT/qCzErVjBkzVCEHQRBagqj57eVnnwEA26+90mulasvVBFxPEHZtnnzwocx96eJEmIu6vbj0RakSh6KTKXH1htSFLK5i+4eH4UteoVLTL7Ph2IP3vL+/5BUptW9Zvw7aUohY0m1LzshFp1VXMCzcD+1quElMxpGaLdr9U8+/tkpHl38TuJwdF44Wy6LkOtbN1gzzOtfQ68R2cn3z09PTsXHjRoHYqjt37uDtW/3wiyeI8oykCZT+vgpLmXkkTml9Hb5P70NCPCfGNGbdtrhEd9xu63jZI6Kys0ZlMDE0wPzjj/H7/gdKSRgj6xxQW5QqSUQeicP9NxkYseMOAMFzPHz/HSbue8CzUK2++EJkH/IUgiZ0G39n+UoEJMxvh5hJzfVaoQLkUKoePHiAwMBALFy4EEuWLEF6ejoA4ODBg5g0aZKy5SMIQs1IWn3U8/ehUpn2X6ymRZCLWUfisOVqoszH1fUWTh9OlCJq7lnVzYb18UXFor+UHzLzpGde0zPYvINKGAbrLr3E7puv8eKTsDuzzGPyLSexeQVquqYYF1l0Hv7rOnrXXey59Rp7br4W2Ta/qBjrL73A02T5C+ES+kNEZSepbfRdmeIis1I1btw49O/fH8+ePYOZ2Vfzftu2bXHp0iWlCkcQhPqRvLJbPl6MyqCgqETn3NryCouxWUT2Q2mYGBlgWY9ayhdIT2gcUEGh40W5/z378AX1551Du5WXFepbV+Aqoa1Y1MLiv15Z+Yq7AurqfFBRt9NbianYFp0otH3g1puYd/yJxBpdhDC69WvAnsGNfPFkdhuR+1pUdUaf+pXULJHmkDmm6ubNm1i3bp3Qdg8PDyQns6vfQhCE9kIeHcoj5kUKGik4oVYn8rrz7B76DSo6WCg09rWXKXjxKQvf1/dSqB9N4SYhhqh1dVdsGVAXVV3ZW6f4EaVUHf1/DNFzDRcGVhd/D6yH4w/f47sQD5yKPS2xLf9iBtti3fqIou/yQ/feCSlOe2++xtXnKaz7EJe8RZuoVdEO916nq3wcff1tNTTgiK3HtlFJtfp0BZktVWZmZsjMzBTaHh8fDycn6SZAgiC0G/73fnwZ9w5dXbFlgyqK9RbpUCyMIiijPlGv9dcw5eAj3EzUjhqIb9Nz8cPG67jw5KPEdv/+1ADtarjin0H1xLbhcDhoWtlZ7uQNHzPzELH4Apadjudt07b5WbMqqo2jcrI2Rb8wb1ap2vm/d7lKUKo0XXxZHUhKVMHPhP3syx90CfHAwRFh8oqkNrYOKF8Tf2VjbKj/3w+2yKxUderUCbNmzUJhYWk6Tg6Hg6SkJPz+++/o2rWr0gUkCHWRkVuIl5/Kx6qvJPitFa1XXBIq+KivjNt7X+l96tpkTF690kCJp3k27gM2XUnQeE20SQce4srzzxiw9SZ23UgS266amw1Wf18H/s6yp/BmOxlZef4ZElNysPL8c5nHUAfWZkZY/b321Knkt1RdfPJRqc+SLn2lZfo6q+C8forwg6e9YhZsdWBnYYLpHaqpfBwXG+232smDi416M31qMzIrVUuWLMGnT5/g7OyM3NxchIeHw9/fH9bW1pg7d64qZCQItVB/3lk0WxqFZx/KZ/BtXmExtkUnIqdAcGU35uVXVw8dmk/IzMG7ys/Wp2tKVbGcWpUyz3PdpZeYfTQOOyUoMurg05d83t+TDohPqa/IqW8fVB+uNmbY0DdUYrvkjDyBz8cevMfO66/kH1jJNPKvINb9RxPwu0tui3mFdZdeKtSfrPdYx772As96eWVAQ28cHdVIZf0PbuSDTrU8VNa/pvijVy2FXb/1CZljqmxsbHDlyhWcP38ed+7cQUlJCWrXro0WLVqoQj6CUBt5haWrmVeef0aAEgtH6gp/nn+Gvy6ITp3LRdcmC2xgGAafs0TXYVEUZVpw1AEj54K+pOcipJId7ialy9xn7FthN3N1wvbeKaJQ1vd1xLXJzaW2KyyT/W/kzjtyjykrDMNItWBqk0IFAMVlrtf+228wsqm/3P2xdY3TNtiukdSde1a1gugAHA4HQR62Kut/qhosYeqiZTUXnIn7AAACiuLIpn5S5xD6jsxKFZdmzZqhWbNmypSFILQCfQ0mlcb1l9JjWXR1ciGJpaefYtUF1bhVGeiYViVvogpJikUVV2u5lCpNK/CaHl8c99UQUM/lVUo2uq6JZqFUqbcu076fGmDw37eQnlMocn/ZxB5G5TbmQ7M/ZuX1qpflx290M/mOOEzE1GEb36pyuVeq5HoTnjt3Dh06dICfnx/8/f3RoUMHnD1LKx2EflAeCxoyDINbr9KkttPWiaYiqEqhAnRvUqEKpUre+iSaftY07bpZQ8yqeae/rqpNhjnHHuNzVgFSsiVbck2N1GupCvV2wJb+4pMLlC1lYGSgmNKnY2sjIln3Yx1Ud7fB92pMb63p77A2kDC/HWZ/F6RpMZSLmJ+J8lKLShIyv2lWrVqFNm3awNraGmPGjMHo0aNhY2ODdu3aYdWqVaqQkSAIFcNGoeKSX1SMmBcpOl109NmHL/jj7DOl1LCRhO5ZqqS3EZVcoexpGvJtMBWzqikNTf9Asx1dVWJqQ42zfJbf8f5h3qoVRARlXSL5KZt1k21CkGMP3uN0rHBpGP57rEvzRv41ktbVXXFsdGO0qu6qOYHKIZp+j6mC4RF+AICutT01LIn2IfOv3fz587F8+XLs2rULo0ePxujRo7Fz504sX74c8+bNU4WMvHHr1q0La2trODs747vvvkN8fLxAG4ZhEBkZCXd3d5ibmyMiIgKxsbEqk4kg9IVUKSvRXN5n5KHy1JPoveEaAqeewPknH3DtZQo+ZOZJP1iLaLn8EpaffYpFJ5+odByubqErCiibtPInxjQR2lZ24lDCMPi5qT9qetqiWx35fng1PRVhOxlSlZVmVDP5Y4CURaGU57ZxQAXEzWoN7wqWapLoK5Iy+glZqgylT3XSsgswcucdDP3nNgrL9M3/LGjagqkoqigdQZQvgjxsETuzNZZ0rym07waLGFF9RmalKjMzE23aCFdObtWqlcj6VcoiKioKI0eOxLVr13DmzBkUFRWhVatWyM7O5rVZtGgRli1bhlWrVuHmzZtwdXVFy5Yt8eVL+czmRshH+XT/k++4gVtvodf6a6g/75xyBVIT6ij4uDbqBQKnnkD0i88qH0tRlGWpYhhgfOvKOPxzI1iayB26q1E0NXc2NTJA9O/N0LaGm2YE4ENanTUOhwMLDd3fQgkP6/oy2f7Y3MrMvK/xWeuiXmDCvvs8BYT/eCMW1mdt0btEXSFtSypC6CaWpkYiF56cbczg66T+RRZtQWal6ttvv8XBgweFtv/333/o2LGjUoQSxcmTJ9G/f39Ur14dwcHB2LJlC5KSknD79m0ApasvK1aswJQpU9ClSxcEBQVh27ZtyMnJwc6dO1UmF6F/lEOdqtzy4E2GSvsvYYAFJ0qtYZLScmsL+UXSC6UacDj44RvBuAxJVh15V/Y1ZRF4k5aDgqISqRNxK1MjLOoqvFKrKAYcDtztzJXerzxIcrEDNGtN/MbXQezk7UmZouW3XqVJtdDw62hLTj/F3ltvcFfEoosxC6uXNlPP20GNo2mJdqlm2tfU/IKIJnG21s96XGyQeYmpatWqmDt3Li5evIgGDRoAAK5du4arV6/i119/xcqVK3ltR48erTxJy5CRUToZcnAofUEkJCQgOTkZrVq14rUxNTVFeHg4oqOjMWzYMJH95OfnIz//a40GVVrbCN2gvOlUDMMgPUc1KcXLO/xuSNpmAb2ZmIrVF55jWodqmHroEeuJvIEBB5Edq6OutwPG7L5Xuk3C3Ele3UgTOtXtV6nouiYGNT1tJU6eO9Vyx/IetXQuZk5WyrrBlUWTp29qZIhz48Kx/XoSph16JLV9zIsUNPBzFLsAIOr7eS8pHbcT0wR+E17oUIH4Ol72OP/ko8A2dT6z2mKxI9TL4m7BmLj/AYY08dW0KGpHZqVq06ZNsLe3R1xcHOLi4njb7ezssGnTJt5nDoejMqWKYRiMGzcOjRo1QlBQaVaV5OTS4FIXFxeBti4uLnj1SnyRxPnz52PmzJkqkZPQbhiGwf03GfB3toKVqRHfdg0KpWbuv05Xazax8gb/RE2KJ5Xa6b42BgBwIT6Kt43/eyAOA05pjEqwpx3fNvGzJ0M5J3GasFTtv1NaAPrBmwzU9bYX2aZxQAXM61xDrxUqhmHwPiMPse8kLzJqOgifw+HAmOV96LPxOjb2DUWLai6Yf+IxjAw4+K11Fd5+UZasWUdL5zj8K+/iatqt/aE2ftquvvphbBjc2AcWJoZoHOCkkfEtTHTP1XDLgLrYce0Vzj7+KL0xIZKKDhbYOeQbTYuhEWRWqhISElQhh0z8/PPPePDgAa5cuSK0r+xLnmEYiS/+SZMmYdy4cbzPmZmZqFixovKEJbSWow/eY9Suu/BzssS5XyN42xk9tFW9z8gFw0DIGkEKlWr5kvc1u6CqMw0qAzYyGv7/fcpf+0fS3FqXAvv542VuJorOiDmgoTcsWSifyiDA2QrPPqrfMjJ42y2ceyJ9UqkNeuV3IR7Yc+s1q1po5558QF1vB6yLKo25GtLYF3YWJgAASUa5j1/yxe/8P22CtM/ly9TIEAMa+mhk7DbVXeFmqx1urLLQtLIzmlZ2hvfvx1gf41vBEi8/f43v14KvBaEhdM45eNSoUTh8+DAuXLgAT8+vWaVcXUvThHItVlw+fvwoZL3ix9TUFDY2NgL/iPLBf/feAQBefMoW2K5vlqqCohI0mH8eYQvOs4qZIdjBJmCdX6nSlQyAZTk4IgxHRzXifeYuUvHX/uEqTmOaBwAAZnSs9nVfmV+ZbQPrsRpXE7oYG6uaOhMz7B8Rprax+GGjUJWi+emjmbEhDo5oyKrAqoWJkYDI2QVf34eKuOfq0LqB2hgaXn5cv3rUrYihfK5utubGGpSG0CQy/zowDIN9+/bhwoUL+PjxI0rK+LQcOHBAacKVHXfUqFE4ePAgLl68CB8fwdUXHx8fuLq64syZMwgJCQEAFBQUICoqCgsXLlSJTIRuI+6HUN9SzmbzWR8yc4vgZK17LhnaiLGhAYpKJCupMw8Ll3T4mJmHJ8lf0Diggsbdp9hQzd1GQDnk6h38CghXqRrbIgDf168EZxszoX1lj5cGRwMTdjaKcn0f1Qb681vKbcy0e3JWycFC0yLwqONlj3+uiXf1B4BNVxIEklvkFnx9rhVRqh5GtgYAtA1yxYlHyRjWxE/uvvQFPfsZlYgBB3Cz/frOG9cyEM8+ZKF7KNVxKm/IrFSNGTMG69evR9OmTeHi4qK2ScHIkSOxc+dO/Pfff7C2tuZZpGxtbWFubg4Oh4OxY8di3rx5CAgIQEBAAObNmwcLCwv06dNHLTISuoX2T2eVg6jftkdvM7CuTNphQjaMDTnILZTc5gufQstNWvHN/HMoYYANfUPRspp4K7q2YGxgIPBd4T5PohQQDocjoFABopQqdt88deqb2flFuP0qTepEsLKLtdoV4WpuNoh7r50JlH5pGaBpEXh0quWOsXvuSW035eDXpBa5BV8XheVVAkK97HmxiH/2DkFiSjb8nKzk60yP0MV4Knkx4AguATlamWLvTw00Jg+hOWRWqrZv344DBw6gXbt2qpBHLGvWrAEARERECGzfsmUL+vfvDwCYMGECcnNzMWLECKSlpaF+/fo4ffo0rK2t1SoroRvwz43epOXw/ta3FbYMvpn/zzvv4M8+Iei1/ppOxPhoM7KmVi7+/4PFTQh4+dknnVCqDAw4AooQ9/thyBdTJWmV37CMEsJWJVGn6jL0n1u4+jxFajt16FNlLXStq7tqrVJlrUWWNHmU3byiYhx/+B4uNmYi66+xoU2QK+9vI0MD+DvTfGNgQx9UddPfUIq9wxpgyel43EhIBVCqVHWt44ltMa/QtLKzhqUjNInMSpWtrS18fdXvK8vGJYvD4SAyMhKRkZGqF4jQefgnL9+u+pqwgU0BVF3h0tNP6Lv5Bu/z9YRUTD8UW24VKoZh0H/LTaX0JescrlgHHyyuS4up8VcFkvs3v7IkSanilNE92U5+1TlhZ6NQAbqVdENeDt59o2kR1MaT5C+8dOyHRjbUsDT6w3S+mEp9wcTIAGNbBODlp2zU9bYXUMINOKXvq/O/huuESzehOmRWqiIjIzFz5kxs3rwZ5ua6l9mFKL8UlzAoLmFgYlQ6y+N/96Vmf02Tq0/Z/5affSq0LSk1R0RLxVl98TlGRPirpG9lkZFbiKinnzQtBgDdcD+d811pyQoLEyP80asWiksYXpwPf0yVpHTxQpYqliduaap97kOqnC8NbeKL9ZdeYmqHqmobMzkjDwmfs9HAzxFA6Tvylz33VTeglpHAl6RI3pgqT3uaB+k7j2a2hiGHA3M+l0b+BRauIkUKFSGzUtW9e3fs2rULzs7O8Pb2hrGx4GrinTvaVaeBILi0XnEJHzLzcHNKC5gZG4qdrKRmF+BVSja8HC1FN9AhRJ1igZSCnvKy6GS81itV8sDhiHYJ9bAzF1uzhg26oLrzK06dankI7DPhc3904qvjUxZ5Y6q0rVgyoFpL1aS2VTCokQ9cysSkqXKa9s38cwCAXUO+QQM/RxRpWzE1FSNYR062583Dzhw9QiuidXVX6Y21jJ2D6+O/e++w59ZrTYuiE4iq32dmzK9gqVMaQpuRWanq378/bt++jR9++EGtiSoIQh5OPkqGqbEBmlZ2xvP/13t5+uELanraic0u9nfMK/wd8wrXJzcXmuDoGqK+n9o4WVUHRcUlOPEoWXpDCfSuVwltglzxT0wipneojqsvPiM++Qu2RicqR0gtQ9L73cCAg5tTWqCopERgBVe4D8mfxfEhMx/5RcUwNdIei5UqJ08cDkdj75uYlylo4OcoUzzp/uG6H4jPr0QWyahUNQmsgDEttCdRhyyE+VdAmH8FFDMM9t0uP+6eysSS32pFWhXxf2RWqo4dO4ZTp06hUaNG0hsThAbJyCnET9tvAygNLOXCNlXzo7cZuq9Uidimi7E9ymDjlQQsOPFE5uOMDQx41r35XWoAAMIDnQAAlRwrAShN5zzzSBw+Z0kuEqpr8SrS5gqSLFRcytZ+YlMLCihNf33+yUdcGB/Bqr1a0MAiIpsh/45JRANfRwS4yJckgWEYXHn2GeP23mN9TB0v1aaWVwf8RntZLVX6YNQb2yKAlCo5MeerV1ceYi0Jdshc/LdixYpUIJfQCfKLv9YQmnLwIe9v7vtP2nuwsLgEtxJTkVuguwVzRZ1jdr7uno8inIqVz0oV6GqFhv6O6FpbfM2RjsHuuDmludS++ONVNGkwZDuBVEatKP4Jx8KuNVDTwxbBFe1YHZvwOVt6IzWirQvS0/+LRcvll+Q+voRh8MOm6/j4RfKigL5RrIClqo63vbLFUTuKKgO/tgxUkiS6R9j/4xABIKSSneYEIbQKmZWqpUuXYsKECUhMTFSBOAShPPgnhCnZgrEvo3fdxdEH7yUe/9P2O+i2NgaDtiknW5wmEDUplmZN0VfknT58ySvCjsHfYGmPYMn9czgyGzK2XE3AmN131W49LGap0SlDieDvo4qrDYwMDfDfyIZY1LUmq+Mvxn9UXAgFsDHT7Iq0Olzsy6nxWiBpD3+WVDZ8G+yubHHUjrO1KVxspFubxTGquW66PyqDDjXdMKltFSzvGYwqrmRoIEqR2f3vhx9+QE5ODvz8/GBhYSGUqCI1NVVpwhHKJyO3EJGHY/FdiAfPhUlf4U/Dz5/dLzElG4fvv2PdT/QLdumWtRItXVnXBPJOiF1lcAHlQLYEFDOPxAEA2ga5ok2Qm2yCKQBbJU4ZE3qxfbDsesXZZ4jQYO0Xfv1TX79O5TXO8tpL+ecr+uDyZWRogMsTmiE++Qs6rrqiaXG0CiMDDopKGHg7Wojcz+FwMCzcT81SEdqOzErVihUrVCAGoS6WnY7HwbtvcfDuWyQuaK9pcVSKuHljoYqy32kj8v7sd6/jiX/1zNde3jnQku6SLVT8GHA4ck1Qs9TskslWRmXPG/lHZTspTcuRP8OiMpBHZl2jnOpUCsE2NlDbMTEygJEchY/1ubgvAPz3c0OsvvAC41tX1rQohA4hs1LVr18/VchBqIm36bmaFkFtsHVxIoQxMpTZM1jrkdfqUtFB9EqlKEon3dr/3LG1VClbieCv6WNmzO4Ze5WSg6cfviBQziQMilLCMJjQpjJWnnuGGd+qv6ipOvQ4WZM0aCvc8gc2ZkbIzFNtgXM90akAyG6prGBlgm0D66pIGu2gurst/vq+tqbFIHQMuWZOL168wNSpU9G7d298/Fjq737y5EnExsYqVTiCUARxE4XyVNxS3gmZkT7NGP6POs4oVM7gdXVfbbaZy5T1GFwcH4GjoxqhgtXX+I1W1VzRwNcRHVnEplx/qToXXGkKJsMAIyL88SiyNaq726pMDmVwNylNruP0RKfChV8jENmxGm5MaaHysfSpnIysmQyXdA+Gs3WpW3SHmqVuy9zvcUN/R7HHEYS+I7NSFRUVhRo1auD69es4cOAAsrJKa/88ePAAM2bMULqABCEv844/1rQIGoetpeGHbyoJfJZ3vpCixUkw1DEHWtGrFoY09sHkdlVUP5gCsLXiKuuaeVewRJCHoEJiYmSAXUO/wZ+9Q9DIv4LE42+9SsNJBWuMiUPaKj13v6ast00C2Me+dl4dDQB4/vELzsZ9YH2cvsRUeVewRP+GPgKFWQnpyHr/+eOxV/SshdO/NMHKXrVwY3Jz/D2wvrLFIwidQeZfid9//x1z5szBmTNnYGJiwtvetGlTxMTEKFU4QrlcjP+Is481m0lLnSha6FUfYDspblnNVSnj1ZlzFkcfsE8Cok6UkR5cGs7WZpjSvho87aW7DDIadBPcce0Vq3bGalIk3GwlJwP57947/LT9Nl58ylLquDEvUjD5wEOJbSK/ra7UMWUlyMNWoM4eG1osu4TBf9/CrUR2iRj0Raki5ENWV3l+K52RoQECXazB4XDgbGOmN7FmBCEPMv9iPnz4EJ07dxba7uTkhJQUHc6SVg7ov0UwNXh2fhGy8lXrd07oBgacsgWS5efnnXdRVFyCF5+yBDIw6gLmSlrhbhQg2fKiaZaeecqqnbWZsfRGSoCtFehtmnJjQntvuCYxIctffWqjd71KYveri3o+Dtg/nJ1iNe3QI97f999kCO2/9PQTxu6+i4ycQt62v2PYKdmEfiLLe7qClYn0RgRRTpFZqbKzs8P798L1fe7evQsPDw+lCEWoh+ozTiFoxikUFJWfbHjlDbbWGQMOB/V8HL4ep4Dfl4OlCcbsvofmS6Ow5+ZruftRNmxWY63MZM7dIxIbGZURbQrP8HWy5P1traTrIQ17C3bX65oKY6tE4WCpPRPIOl4O0hsB+IfPCvn84xeh/X0338Che++w+PQTmWVoHFAB1mZGWN6TfUZMTXFybGNNi6AzyJIQV8fWyQhCrbBWqi5duoTCwkL06dMHEydORHJyMjgcDkpKSnD16lWMHz8effv2VaWshIpIzdZsymJVQIpiKWwn62zaDQv3ZdVXZRdrHHtYuvCyNuoFOwHUAYvJQJ1K8iWakAdtnZxsG1CP97e6lKqfItjVe1l9UbHnSVbLqSZdNJXBrhulixopWfm4/UowicW79DyZ+upexxP/DKqP+9NboXOIp9JkVBVVXG2wdYB+Z6hTFhUdzKU3+j8Ur0YQ4mGtVDVt2hRpaWmYO3cuKlWqBA8PD2RlZaFatWpo0qQJwsLCMHXqVFXKSshIRk4hq0mENq2SK4u/LjzXtAhaAVuLU9mEFhwO0CPUE75Olrg/vRX2DmuA31qxq9cRw2dN0KYMWdIsVaOa+WN+lxpqkkYzcSwX4z9i2D+3xO5v5F8BFR0ssHNIfewZ+g1MjdQzgZLVsicPOQVFaLL4An7dyz77J3+2Ql3l2ssUNFhwHl3XRCNGgULmHv9Ph2+gQzEzEZWd8ffAetIblnPcbM1Zxe35VLDEuh/rqEEigtBNWC9DcifnxsbG2LFjB2bNmoW7d++ipKQEISEhCAgIUJmQhGzkFRbj4dsMdF8bg/Y13KTWWtCiea/S4FpKyjtsb23Z4GITQwPM6BYMhmHA4XMNvDyhKRovusB+fC16tsqu1PPzc1N//MpSaWTL7qHfoNf6a2L3c60I6qRsXKU4wvy0OyZMHo4/TMbr1Fy8Tn2DpT3Yua9pqjaWMuF/Bi8+lS9RUd8GXhjWhJ01UdtQlkuvvlPPxwHWpkb4kl+EQBcrPP0gmBSmZTUXbOgbqiHpCEI3kCmmin/V2c/PD926dUOPHj1IodIiCopKUGXaSXRfW5qJkY1yoY6saOpGH+ssyUPc+0xW7bhXa0KbyghwtsJP4aUTqLKWJv7irWxQdvFYWXn+MQsvWWSMq+1lx/u7VsWvfzer4iz32DU82Nc00iblU1N8y6JeFZe8wmJ8+iJ/+v5CWYJI9Ak5jaOzOgXB3EQ33b6U8dWyszDG3wPrIdRLfe7BmuDAiDB0r+OJTf2E3SbpJ5UgpCPTEs60adNgYSE5VfCyZcsUEohQjDnH4mQ+Rh8ndJqezGsLbCeeXD/5ERH+GBHhL7adrO58mrwLOQVFaLEsCgDwbG5biW35z+vA8DAUFJfAgMOBsaH8Z6BNqYVXnX/GqsSAJr82K3rWwuH77NLxN1p4AZ+z8hH9ezO428mm6ANA+5WXcfqXcJmP03WK9KXKrwwoywW5SaATPmfl45YEi7euE+BijcXdRVtxm1d1UbM0BKF7yKRUPXz4UKA2VVm0KX6ivEKpcUvRpgmtLmBrrpqYFk2+EvgTsNyRMhHiF9PAgAMzA8VX5bXpdbjkNLsU6ppEllidz/8vMn31+Wd0D63I6hj+3su6NpUXNl1J4P3NNmlHFVfddoEkrwXFGNnUDyEV7RWy2hNEeUEmpergwYNwdqYvlq7x14Xn6COh1oq2ZiFTBF0KptYGVBWQr0nXUv5FnuRMyZnOVLEgZKhNWpWeUt4X8qq4WuNJsnDadDZciP/Eqt3x0bqdmry6uw0MOIAiRjruUyaPVVTXqepmgxbVyEpFEGxgHVNV3n+8dAFxcQKLT8Xj13/FZ7zStQKtosgtKMa4Pfdw4v8xZAp4bYkkM69QeiMdJTzQSWXxEmxqQ6kK/kfAWEpxWXdbM6WPTy6osrN/eBiGNPbBxfERYttMOvCA97csaydlb8f5Jx9klE7zHB3VSOBzdoHqi7fr+gIVh8MRGSMkax8AUN/HAVPbVy0XqdpX9g5B/zBvtA1y07QoBKEzsFaq9GHire9IShV85dlnsfv04c5ui0nEgbtvMXzHHQDAnaR0pfZfqEN1r669TMGIHbfxQYp1hkuwJ/uECrLy/GMWMnI0o5DyKzWilCr+YscBKsjyJstkVFuSxfg7W2l0/Dpe9pjSvhosTMUr+fxZE1OyCrD5SoJcz9jAreJTy2srQR62qM/33JbozmtJsyj49epWp7QuF4fDweDGvoiorP8eO98GuyPy2+rkSk8QMsBaqdqyZQtsbVU3+SIUR1KQt4GEO11Uwui80pzGHz+TpPxAYl26Or3WX8Pxh8mYfOAhq/aqPrejD9klH1A2/JaJN2k5QvtX9QlBsKctFnZVXW0q3wqWKutb2dT1tld6Wnl5YWvlm3v8MWYdjcO4vfcktvuclY9xMtSn0mb4L40map3pIvxP0+BGPjIfP15LvhcEQWg3rGOq+vXrp0o5CBUjKb6jzYpLCPa0w/bB9dUokXIxMfqqNXZZHa30/nMLihH7LgPV3Gx0xhU2KVVYkRCFqudl2mCFmXlEOCums7UZ/vu5kYjWyoPtpU3LKZDeSA5yC4phZsxu7Wz9j6GwMtWOmj6yuk6eeyK5/lLTxRcVkEZ7IaWKHX5OXy2wsrozGnAEf18IgiDEQW+KcoKkScqXvCJceS7ePVDbefrhC/48/1ylY/yw6Trar7yC4w+lp6XWFtjGMzEy2qqmtKuKLiEevM+uNpLjkTTlPaJLE05RSp+iPHqbgarTT2LKoUes2hsqOxBRAZQtyZd81cceaQJVZ0j/q4/kwvG6QkUHC+z7qQHOjgsX+i3UtMsrQRD6AylV5QR9nVQAwOhdd1U+xquUUqvPP9cSVT6WsmCrU7SpLlsg8pAmvljWsxbvc+vqkjNDacqwp2sleUS5KCrCH+eeAQB2Xk9i1V6XU09zRS8pYXDi4Xu8S8/VrEBqQtXrBu1r6k+SglBvB/g7Wwks8jhbm+LYaNVaqwmCKD9oh68HoRUwDKMzrm38fMlTn8J47WWqzlwnaZaao6MawdrMCF6OisX9cDgc3JraAmfiPmASyzgudfCZZeFjVSJLrGJ88hd42ksuri7b2LK11+WAdK7s/95+jYn7S5/BWZ2qo2llZ1R0UN411TZ0PRZWE/Bbqiq7WsPUSDWZTwmCKH/IZalKT0/Hxo0bMWnSJKSmpgIA7ty5g7dv3ypVOII9F6TEFLBB11b2AeDI/Xd4q+ZV6buv09U6nrxIU6qCPGwVVqgAwM/JEhWsTOElZvKqiZiq4hIGnf66qvZxyzK2RSAAoGttT+ltd99T8iRZtr6MJGWz0XK4z9ilp1/dmKf/F4s2Ky7h2ssUTYmlcnTJxVVb4F87WNi1puYEIQhC75D5V/TBgwcIDAzEwoULsWTJEqSnpwMoLQw8adIkZctHsGTA1psK93HpKbtikNrC/dfpGKWA69/ibqU/qK1kLGxYrCPap6rnW/t+aoAxzQPQ+/+FpbMLikU31IABpEBLUuB/F+KB6N+b8Z41SXzJL8L9NxlKG1uW+79ryDdaZakykjG+i2t8KBsfmF1QjL23Xos4Qj/QkVeRVsHvZcAt5vttsLumxCEIQo+QWakaN24c+vfvj2fPnsHM7GuAetu2bXHp0iWlCkewY9OVBKX0M2DrTSR+zlZKX+rg5ecshY7vHloRT+e0xbe1ZPtB1ZXF4TdpqrXghXo74JeWgTD6fw2ob3wdRLbTRBFcWZNvqBJ3O3PWGcfikzNxOlY5yVBkuQIN/ByVMqaysDYzlqk9VyEU9d2U9/ta1c1GvgPVCFmqZCekkp3QtqU9gnHk50ZY+0Md1PGyx+UJTdUvGEEQOo/MStXNmzcxbNgwoe0eHh5ITtadzGj6xOyjyssc9oplGm5tQBnzCRMjA5nd08buVn1iDF1E3ESYA+DFpyy0XBaF/+6px0VYG1fw9w5rILXNxP0PMfSf2xKLdbNF1+NtRkT4sW7LtR6LOmVZFQ9bc2OMaR6ALf3rynScJtDxW6wRwgOdsPr72jg7Lpy3zdjQADU8bdEmyBX7h4ehooMFAl1KswI2qyKbJwNBEOUXmZUqMzMzZGZmCm2Pj4+Hk5OTUoQSx6VLl9CxY0e4u7uDw+Hg0KFDAvsZhkFkZCTc3d1hbm6OiIgIxMbGqlQmfcOAA0QejkXkYe2/booU8+RfrZTVkPIuI0/ucVXNx0zxsg0L9+WlQm8po8ujIkw++BDNl0bh2ccsjNl9Ty1jauMKfj0fB+wcUh9VXK0xqpm/xLb336QrPJ72XQHZkEX+/KISFBSViLRQyqpgd6/jiV9aBsLVVnKpAG2gw/+z89XwsNWwJLoDh8NBuxpuUlOpbx9UH1PbV8XS7sFqkowgCF1HZqWqU6dOmDVrFgoLCwGUvqCSkpLw+++/o2vXrkoXkJ/s7GwEBwdj1apVIvcvWrQIy5Ytw6pVq3Dz5k24urqiZcuW+PLli0rl0iQ7rr9San8ZuYXYGp2IrdGJSMtWTUFSbaCB71d3Jy2cf8uNtOx7czvXwNof6mAFX0p0VZOvgfgmRjtCqoQI86uAk2OboLaXvcR2ynCZ1Kfnmg0Jn7NFnvOR++9k6kebYsukMb1jNSztHoxtA+spve9N/UKV3qcu4WxjhsGNfWFrIZsrKkEQ5ReZlaolS5bg06dPcHZ2Rm5uLsLDw+Hv7w9ra2vMnTtXFTLyaNu2LebMmYMuXboI7WMYBitWrMCUKVPQpUsXBAUFYdu2bcjJycHOnTtVKpe6+fQlH7kFxXifkYspB9kV9pSHIm30oZIDYxFB7/xzVrZFcnWBlxJi4hgGMDcxRJsgV1ia6nc1BWn3NEDDBT8NpShNypjX689TzQ4GjFIy/ZkY6U4WRAsTI3St4wkHSxOl9ru5fyiaVXFWap8EQRD6jswzKxsbG1y5cgXnz5/HnTt3UFJSgtq1a6NFixaqkI81CQkJSE5ORqtWrXjbTE1NER4ejujoaJFxYACQn5+P/Pyv9WxEuTZqE8kZefhm/jnYmhtj/3DpMRqywj/Z06Zgf0UI9XJAjITJVnGJ7GaNf2+9Rrc6nnj5ORseduYwM9aOWicmhuInhJ725mqURLNIc/9brGGXHmmWKEUtVUkpOTqXzVNRrr1IQaYSatZZmOj3ggMbKI6IIAhCduT+9WjWrBmaNWumTFkUgpskw8VF8MfAxcUFr16Jd5GbP38+Zs6cqVLZlAl3JTYjtxCGKqgrI5ClTIt1KlmC8EWtPPMfXixCp7oysSkaLbwgts/f9j3Avdfp2HE9CdXcbHB8TGPW8qgSU2PxzwQ39Xl54KgUl69aFe3UI4gYpH115dGpnn34gr6bb2BUswBsjVZORlBNIqsBOfKIYgl7hjbxxenYZPSpr93fk6aVnXHtZSpszAR/vjf1C8X0/2LhYmOKO0npAICG/o64+pyd9a6KqzW8HS1R3V37sx4S2k1hcSGMDIwE0tcTRHlAZqVq9OjR8Pf3x+jRowW2r1q1Cs+fP8eKFSuUJZtclP0SMwwj8Ys9adIkjBs3jvc5MzMTFStWVJl8isJ/KtJciOTh6vOvWce0WKeSqVaUlZnkx5zfUjWpbRXYW5jA0150IVt+dlxPAgDEvdce66apBNclYwlWLH1D0gRbkjVPXUi7F7LE9WTkFOLXf+/h7OPSAuCTD0qOqyNEM7ldVUxuV1XTYkhlYCMfuNmZo563YAmD5lVd0LyqCxaefMJTqn5uGsBaqTLgcLD2xzrKFpcoZ6TmpqLi8opo7tMch3sf1rQ4BKFWZJ5d7N+/Hw0bNhTaHhYWhn379ilFKHlwdXUFAKG07h8/fhSyXvFjamoKGxsbgX/ajIGK3fP+jvlq1eOuFL9OzcHyM0+RqkWJK9jGe9XzcRCpHfLro/x9DQv3Q4+62qtUS0OXguzLM5KUX6D0e/46NQetlkdhz80kiW2XnYnnKVSE/mNsaIBvg91ZZSeU5XVAGQQJZbA3di9yCnNw5OkRTYtCEGpHZqUqJSUFtrbCL18bGxt8/qx4bRV58fHxgaurK86cOcPbVlBQgKioKISFhWlMLmUjkGBBxYkkphx8iI5/XkGnv67ij3PP8MueeyodTxaUmTJb1ddRndhbiA5Yr+JqrZbxhzbxldomNbsAzz6oLiOntOK52hArKC0ZggEHmH/iMZ5+yMLE/ZItT5+zhBc72Bqx7SyM0SPUk11jDbKyd4imRdBJ2C6yjIjww5QO2m+lIwiC0GZkVqr8/f1x8uRJoe0nTpyAr6/0CZUiZGVl4d69e7h37x6A0uQU9+7dQ1JSEjgcDsaOHYt58+bh4MGDePToEfr37w8LCwv06dNHpXKpE/5CtapWBs49+YiHbzN4FipJyR7UDevMhIzoSXQ1t68LA/qkVInL6resRy21jD+pbRV0qe0hsU3t2WfQcvklJEjIVCgvzz9mYeg/t5Xer7IxNZKS2ITDQWHx1+cy+oVsC1ZsDRS3p7bEom7aX4fn22B3pWe4Kw+wjWmZ0KYKbMQU7yYIWdD1ouMEoQgyx1SNGzcOP//8Mz59+sRLVHHu3DksXbpU5fFUt27dQtOmTQVkAYB+/fph69atmDBhAnJzczFixAikpaWhfv36OH36NKyt1bNKrw74Fx5bLr+k3sG16F2ZImJ1XhQlDIOfmwbg+MNS68W0DtVgaWKIdjVceW3EWQ3a1XDlHceG26/S8OBNOvqHeWssQHff7Tcit9tbqmfCxOFwUMlBejwaANx5lQafCpZKHf91ao7I7bUq2uHe63QA2lG/SZr7X3FxCcz5MkoeffAeYX4VRLY99+SD0Da26wTa7C5adjFEGbW7yhtafHsJgiD0DpmVqoEDByI/Px9z587F7NmzAQDe3t5Ys2YN+vbtq3QB+YmIiJC4CsLhcBAZGYnIyEiVyqFJZJ1XdKntgQN33ipl7LKTnLeZbxH7KRYtfVuqXYlYejqeVTsGQDW+bFaVXazRKEBwctq1tif+u/cO4YFOAtuntq+G4w+T4WZrhvcZeVLH6romGgDgZmuGNkFurORTFxbG6ksTzWFpJ1HJIyOmT3MtSXnPRZr7X1EJAzMJmRz5ySvU0krHSsaINASZkaSIVnG1xpNk1bnhEuUTbXCvJghNIVcarOHDh+PNmzf48OEDMjMz8fLlS5UrVEQpsiovjfxFr27LQ1l91nO5J1pvb40Tz08obQy2fPySL70RgIIiwQmnKCuKmbEh9g5rgJFN/QW2u9uZI3Zma1ydKFvpgBeflO/WpihmJurLeKcpg0JJCYOhf98SuU/bjBzSLFWFxQyM+DIEilpLKigqwZk4YSuVNOwtSq2W32t56vCytK5OtZNkhax7hLoh9z+iPKPQ8rWTk5P0RoRSkfVHUpm/qeJelRcSLqBdQDvlDcQCtovW2QWlxUBPjm2M1KwCVHJk55rGhRuj1DbIFScesXMFLFFTjFZJCYM9t16jVkU7pGYXYOaRWLFt1ZlGnO0jp+z53oO3GQJxSOLG0oaffGkxVR8y8/BFSiHbZWeeYm3UC5nHvj65Be4mpSGkkr3Mx6qTsslVxrQIxDa+7KSEdCTVQ6vn40CWKoIgCCUil1K1b98+7N27F0lJSSgoEIxtuXPnjlIEI0SjyXVHbVqBYutilltQDACo4io9VX4JU4LcwlxYmgjH+ThZm0o8tvGi86zkUSYLTz3BuqiXrNpqYxFGtveQLfz1xrQdY0PJ5741OrHMFuHvnrj4OWmYGBmgvq+jXMeqk07BHkjLLkQdr1LlT5p1jxCGfxHulxaBWH72KQDg1tQW2HFNcqp+giAIQjZk/pVauXIlBgwYAGdnZ9y9exf16tWDo6MjXr58ibZt26pCRuL/5BUWa9SNSZxKpQkfanFZ7srCNmkCgP+1d97hTRtvHP/KjuPsBEhCEghh77333htaoMyEVSgbCmUUym4pZUOhpWW00AJlr0JZZY+yUjaEmTDCCFlkJ9bvD//sSLZkS7YTJ+n74eF5Yul0Op2k0733LjT7pRncvnHDq/hXRvsmtCpt8tiI90n6v7OrN6QKVNmNPZ5RlmUxZkuo6H5bC3DWIlfIPXwrEnMP3DGIVJlzFjnkwrIszkecR2xyrGgZhYLBoIbFUCXQC0DWPlfl/O2Tn1DDarD99nY8jXmaJfVzhSoP58wx08tZleNMYnM6yenm/WoJ8qki/tvIFqpWr16NtWvXYtWqVXB0dMQXX3yBo0ePYsyYMYiNFf9AEtbx8M0HlJ1xGBO3/2vvphiRFaGxzVGzqGnTpd61A9G1agAW95QeLvr0M200xe13thvt8xLJ/ySELXNo5UakCgy2nNQ9i0rEi5gkwX0jmpbI9RPI6MQ0rDv7BHtDM4PO5ObHbNvtbWiwvgGq/Sg9/5Qqi0xYhzUpjvUhNbOkbnP8duM39NzRE8WWF8uS+rkaURfHTJNTBZPTlhlyNvfe3YPzfGcM2TfE3k3J8eQkixaCyG5kf6XCw8P1yXSdnZ0RH6+1ye7fvz+2bNli29YRetad1WolohPTZB3HgMHCjyojML8zFn5U2ao2iI2Vb+KydwWPZVmzuaWqFPbCsk+qoXA+eT5UuvrzEtPal83W82W3ALP/35eY8Eeo6H5zWsbcxLOozJDxufkp3XZ7GwDgScwTyceolAr8Oqg2ivvYLgz/p42LY2q7cvD3dLZZnXI49exUltbPFUR9PZz0fzOMVhNISOO7c98BANZdX4fbb26jxIoS+PXfX+3cKtvyLvEdOv7eEXvu7bF3U/IMKekpWH99PSJiI+zdFCKbkC1U+fn5ISpKmwQ2KCgIFy9eBKBNxJvXJqM5C8s/gD1rBeLMF83Rs1agDdvDIRtn0VefRaPW/GPYacafxJoJg7XmCznpNfhrXGN0r+mZre8mNyhGYH7xyerYraFYfizM6vON3nId18JjRPc7ZGOQjqwmKU3rI3j56Xt9Uu7/Eo1L+6BFWV+b1OXlosK09uVsUpelZLW+yIGjqSrk5YwlPavgh341cqSPZU6G218he0PwOPoxgvcE27FFtmfKsSk4GHYQ3bZ1s6oeMv/LZP6Z+Ri8bzAqrqlo76YQ2YTs2Ubz5s2xf/9+AMDgwYMxfvx4tGrVCr169UK3bta9jIQ4ln4DbfXtNDlQZuOEfdimq3j3IRWPzZgcWpPTxloBJCd9Uu5En4bPdz4YtG9Qtp2zV61AlCnojhFNS6ByYS+TZXWO85YQGZuszw0mh5y0+KNBMtIRhekdpE3u157Waqx7/HAhK5uVo7H29jUp7YNJbcpg38iGtmmQFSgY6wT+x9GPkZAqPhZyNVUKBuhevTDaVtQmPs+JclVSWhLSNaajXtoDrvCbV32rXifIT88gRE4aX+3N4YeHAQBxKXF2bkn2sfXWVpwNP2vvZtgN2SP62rVr8eWXXwIAhg8fjo0bN6JcuXKYPXs21qxZY/MGElqkfv/cJAZwkEOC8gyeO/VDsuKWzeuWS2p6hqRySiuEKg1rZRQ5Kz8qGZoMxKfYJtTxt+fmAQA2hm60SX1ScHdS4a/xjfFF27KSUwC8jkuW9DFOTdfg5vNYaDQs5h64g6vPoiXVn9OS/wJAv7pF8MIpBC+cg5HKvpF8XF6YtFijoeFevWHCbil4OqswsllJ2ekVbMGr+FfYe2+vfoyxRmMUGhmKEitKoPQqcfNWlUI811lO86pKTEuE2zduKLOqjL2bYoS5+3Q2/Cz23tubTa3JGnLa80DkPm68voHeO3uj0YZG9m6K3ZAkVHXv3h1xcVpJe/PmzcjIyJzY9uzZEytWrMCYMWPg6CjdmZ+Qh7nJae2i+XFlekscm9BEUn0fVS8s+dzvHL+FhonFG8eZko+xN9YIVdaaL5wOe4dNFy3Pp1P759rwWOCByA/S8mKZwt7JP6WcfcfV56jz9XHM3n/HbNmxW6+j06qzWH/uCd59kJYAGgBmdCyv/zuniCQMGGiYDwCAJMUNycdZI1PJiYaZU+Fef4tytjEFzCpikmOQlpHpB1tqZSl03dYVG65vAGDdRFbn+/Iy/iVvO3dhjWv+l2Hw4DAMEK88gNeOXyExLRH25tqra9CwGjyOznlRTc3dp0YbGqHrtq54FpN786jZyiSUzP8yyeq+eBH3AgP3DsTVl1ez9DxSefReft7EvIYkoerAgQNISNCaGAwcOJCi/NkBKeOdt5safp5OZstpkIyW5Xyw87P6strAwryWaGPoRiw6v0hWvfLaIA17mv+FRsRgxp5b+P1SOCZsC0XEe3kTlmuvtLneDjw4YFU7ANt9KHfc2YESK0rIHryl9OSCQ3cBCOVmMkaXgHn1yUe49OS95HYE5kBhgntrvN3UODmxKca1LGX2uJG/W54LcPknVS0+1loOPjiIMYfGIDXDOl+wII6GyZJFg+xaZ4j8EIl83+ZD1R+rAtCOKwlp2u/o4UeH/98W2zcmpH5RNCzpjbldKvDM/wyD+ygY4L3jD0hWXsOay/a3MrHaQiAH8CL+Be/38ovL9SZgOZ2cqKl6GvM0VwuqWW1VMGDPAGwM3YiaP9kneqkhJFBLTP5btmxZTJ06Fc2aNQPLsvjjjz/g4SGc12PAgAE2bSChxVYahxTmISKdxmFL2BBMrfc1NEiGAuYFMVM8+XAVfXb2wdI2SzFw70AAQNeyXVEyf0lbNJmPxHc2n4wQ6MansM3AMG33TQDAgzfxODDa/urwB1EPULqAZZHwemzvAQDotq0bwsdLTxoq5aPy7oP5STbLsohLyvS1yOogDcnpyYiIjUCpAuaFHEPuvr0LZ5UzinoVFdyvYTWITY7lTWEYhkFRb1fkdzX/3OoES0so5JUZOIRlWbxOeA0/Nz+L65NDxy0dAUDSM5iakQpHpXBf9KlTBC9jktC4tA/CZS5YZCd/hv0JALjz9g5+uPIDvvr7K/0+3QTWKjNIkXfLVe2AzUPqGJUxZf4Xm2L/hdKcbNbKFX5N3bO99/aifqB2sfLMszMY99c4AAA7M+deW04lOT1Zn2ogZXqK6HhgLyYdmYR9D/bh8tDL8FDbPs+dhtXg8MPDqOFfAwXdCgqWufPWvHWHFF5/eA0HhQMKuFiXFD4nv8PZhSRN1Q8//IB79+5h4sSJYBgG06dPx9ixY43+jxs3LoubS7DQIEq1CvHKQ5LKNzeIlFW1wlEAwKabP6PST/6IcP4YLKQ6Bgu/MC8SbmLLrS0YfWi0fltMcgwArX+QPahdLL/ZMlGJUei2rZuRLbzYwNC5SoDJ+jIQi1QmU/2dyjzGO9Ui3I58KKHFxthigOJOAMqsKmO1k7Xc47mXkIEPFguswzZdRZU5Ryw61lSbxKj7c12UXlUaxx8fl1X3+6T3KL+6vMm8Qx1/74j8C/OjeICxps1BkcWRCjnzwYlHJsJ/sb/eFI0Ly7I4/PAwnseZjrJpCc/jnpvU0Hx24DOo56nxIEo4iIlKqcDU9uXQoKQ36kh4zw3JrvV47vv72cHP8DbxrVEZawJVSHmXuP3s7Kg02MepS+ZYk5yejPdJ0jXFUsjJq9xS79PC8wvxJkHrH/ksNndpWMxpTY88OoKwKPPRWm01seYGd3j4/iFabWqFP27/YZO6bcGiC4vwIOoBfr72s2gZa57pTf9uQoffO6Ds91mbEiUxLRF+i/3g/Z231dpiKdebFzTSppA0UtSvXx8XL17E27dvwbIsHjx4gOjoaKP/79/bdpAlgON3X2P/vy/1H8BkxVV8cDiM947fmz12eodycHdS8bbxzEFYrcCTgRiJrTH9wjyNear/W7fK4rnAE1tvbeWVe5PwBo02NMIvob9IPK94C+KU+5GkCOVtq1s8vySzmi9PfIk99/ag67auBufQnuV53HP03N5TH8nGnOnUc6dgvHIaixRGOxl85TQGCQ4n8Uo1n1cuIjYCC88tRHRSZpCFpzFP0WhDI5vnCDHsh9hk8yvSqRmpOPDggGBZoX498OCAqB+Ezr8jSXEFz50/QbTqR2QgBqnMUwmtz+TIHesjU6UxEXiuHox4pXlznH9fa5Nst9zUErNPzjZb/psz36D89+Vx5eUVs2UPPdQuiFx5a5xkmusDYytaliuIdOYtkhShPCF7ycUlAICJRycaHbP/wX60+60dApeaTsPwIfUDDoUd4vkNmcOcduaHqz8AAL49+63Zuor7uEk+ryn+jfwXQ/cNxYu4F+YLS8TUBEP3HmVHaPN5XStiXMtSKGHQVw1Leev/NjfRYVkWqy+vxnfnvkO6Jh2BSwNRYGEBvEt8py+z8tJKDNo7iFeXHFNP7nH2WvH+4coPgosMcjSKO+7ssGWTcgSXnl9Cm81tTAZF0WGNIMGyLCYemYg1l9dApcicu0w8MhHHHh9Drx29zNaR3dEjTT2r1jzHB8K05v+6BWq5rPpnFTaGbsTko5PBzGaw++5uwXLchTM5fZeuSUfH3zvyvo9i1/vztZ8x+ehkbLi+Afm+zYczz84I1pcXkLVMlp6ejgEDBiAlRbqDOGE5Gg2Lwb9cwegt1/EuPhkflEeRopAeglplkJ8nXZMuOPkd19L2yVFZlkW739ohIS0BvXf2xqLzi1Dtx2p4n/Qe009Mx9nwswjZGyK5vsTUdKw++RAfUjJfvGTFDUQ7/og36ukAAA2SwIKFWF7gtwlvER6babomFghC93EfuHcgtt/Zro9kY3YCxGjblqy8ztucCr65XMMNDTH52GQM3T9Uv23YgWE4G36WlyOE+3FKSkvi1XH0zmuwSEUKE2Z68mbBuvzMv2ei05ZO6PB7B5Pl0jLS8NfDv9BpSyeUWFFCsMzENtpIXtGqjQCAeIcDeO7cD6+cRiGNkT+BTVT8g1fq8Uhj5CdTjFJ9jwzFa7x3XIXXH15j++3tkoSBWadmmS0z7cQ03H13F9+eMy8I6BC6b9b4AgrRq2YgprUvixdOA/FGPR1nwk9IOu7Y42OSygXvCUb739tjxt8zJLdJqiCRFQJHsuIOYlONn7uqP1bFz9d/RqctndDx94747cZvVp/L1IQqK83/DOlXN0hwjC/rl2myZE6oOv7kOEb+ORJfHPsC35z5Ri9MXYjIDO0/5vAYbAjdoPchehbzDK5fu2LovqGCdRrCM1W0g9bqTcIbfHbwMwzaNwj33t3D5ReXzR7DsqzRfRj550j9vtyEqWfx4vOL2dKGyy8vY/GFxRjx5wje+y81aNOBBwegnqe2WbRblmVx4/UNk4sDYlrMDdc34HrkdcF9WcGZZ2dQY20NXHx+Ec/jnmP0odEYuHcgFp5fCADo/kd3weOUTKYGW4plUXxKPBLTErH//n4cDDvI+z6KjSND9w/FwvMLMWjfIMSlxKHdb+1w5eUV/Tty6ukpOM1zwspLK6Vebo5FllDl4OCAnTt38qL/EVmHhjMoX323B1GOyxGr2mJxfd22dcPtt7eNtvetU1RiDaY/EtwPoeHLNenoJIRGhmLhuYVmV14uv7iM7859x3vBlx59gIWH7/PKvVZP0/8d7tQDEc498M7xGxQVCZXsu8gXQcuC9BoisUmb7kV/+N5Cs73//8uE/5rpBLsjjzLN2aISo0TrO/zwMFy+dsE3Z77Rbxv66xW8cZyLSKfxiFKt4JVPY14i1mEHNEgyrErSRHV96HoAwLmIc8bH///De/XlVajnqdH2t7aCdRx4cAD11tVDdKq4CUyK4p7g9tSMVDyNeYqI94k49/Adb99b9RykKsLw1nGB2eswxEmVeU9q/VQLPXf0xMJzC3llImIjMObQGMl1nn52Gp8d+IzXdh265+ivh3+hxa8tJEU1s2YeloFYvFMtQbIi8x1nwfJMCi88N84fInfyl5iWiF13dyE+JR677u4CAFnCpBiHHx7mBbmRK3B4uaiw8KPK+O7jyvpt3KAWqcxTvFZ/gY1POonWcT3yOg6GHUS/3f1knVsIKYKBtXmqbIXheD3jxAxU+aGKPrXDrTeZ6TR0mkRAuP26Y5ZeXIp0TTp+vi5uHiXWhqw2ETr19JTRajnX3Kzc9+VQ++faiIjVLt6IjZtNNjaxeVuzwmReShtNfRvSNNI10ZYIk7pjuKlEuG2Wev5OWzpBw2r0vt1S0LAaUaHpp2s/ocoPVdB9m7BAAoi/w5bkhrTm3jfe2BjXXl1Dow2NTJrmsiyLMYfGYOmFpQAApSJTqNKZV2pYDa6/uo6U9BSwLIu7b+8iOT0ZKekp8FjgAbev3QTnR1IXQxLSElDrp1pYf1071+i7qy8y2AyMOSz925tTkT2it2jRAidPnsyCphCGvIjJnBS/Tb1psqyUh1ksmtzAvQMR7ZBp8pDC3EcKc9+4IGNGqJKw0piSnmJ2Yl/759r44tgX+hcOAK6YyUfEMtq+SlSex7T2phOpPoo2HfZT13ZLVxpjVZvxUj3caPv7pPf4+I+PjbaLqb3fJ73HkH1D0O63dgC02hAuOo1YgsNR3vZX6lGIUW1EtGqjRav9Uq577OGxJp+5Tls64eLzixiwW37gmgbrG6DY8mKoteh79P35Eq48Nf5AZDDvBI7kw4LFG8dZeu1f6YLu+n0RcdrJ0p77e3jHdNvWDSv/EV4tOxt+1sgxuMnGJrxJJjfpoa5/2v7WFieenED/3f357eP0s06AsOSJY6FBkuIq3jl+iwSHE3itnvz/7en49/0uhMfLC1Ft7v6P/nM0PvrjI6PrkYqYsNTut3aYdHRSZjkTz+70E9PReENjpKRnWk0oGAY9awWicH7tJCED0bwQ8v4+r/R/77yz06K2i7H//n4jc2Yp75E12jhLtTlhUWFYfXk1byLJncCma9Ix78w83Hh9Az9d+8lkXd9f/l50sUCusMG9Hil9F/khEnNOzTEKKW+OxLRENP2lKRpvbMwLJS/U3icxTwCIP7Nnws+IJna15P6cjzgP92/csfryatnHihGfEo9iy4shZE+I5GPSMtLwNiHTB1Bq3kSWZXkmoVLYemsr/Bf743zEed4En/sMZKVpWL119VBwUUHBtALLLi4DABwMO8jbzi1r7cJIUloSXn94janHpiL/wvx4Ev0EW25usdiMNF2Tjrtv74ruv/zyMlb+sxITjkxAXEocT1MVsjcEt9/cxopLK1B9bXU4zXeCYo4C5VeXR7Nfmum/myxYfHHsC/1xlvpXSl1wyU3IfhratWuHqVOnYuLEidiyZQv27dvH+0/Yjl4/clXuWRc6+K9HfyFOpZ1kaJCMSKfPEen0OTRIlhRGXYeUj+KyS8skCyvc1VEGGUhUnEcGzPsEeQlE/tM5D2vrMm16c/vtbZx8elLwIys1JHW6gmtipD3PtOPTsPNu5mSOBYv77+7D9WtXXH1lHKp86vGpWHd9ndF2c/3HMtrJUr58YUbXKKXvufcx8kMkTxhnGAZ77+0V1GIJoRts0xRPBfZq25bKPMFL9SgkKi4BgN4vKUF5DCxYwQS/Gpg3Qc5g3iFJeQV77u1BXEocHB2MEwAb9o/QfQC0pkyNNjRChdUVzJ5Xh2Ffv4p/JVKS02aN9IloOvMWb1XfIVq1Fm/UM5Gs5Oe6ilcewJFXc9Dol0r6bWJjwu03t/E05ilYlkXzX5uLCpZfHv9Sr8nce9+yZKcMw/D63dC0VV/OxJg3/8x8nAk/g6H7h+KF+lMkK+7qTXXqbyqE507BeO7cHzcSMjVo3Nx1H2/PXNyQs3jy6P0jbPp3k9HY0HlrZ4TsDeGZF0vyqbLQ/G/t1bWYf2a++YL/Z+ednRiybwhS0lNQelVpjPxzJJZcWGLUVpZlUXx5cf12IfNY7rZDDw+h7CphR3q5q+5yNVVdt3bFzJMz9YtOhnx5/EuMPDjSaDtXmORaCAidUxfVzZTwa87igcvD9w/x6f5PRa0g+uzsg6T0JL0JoVyG7BuCDr934J370MNDCI8Nxy//mvZh5j6LzvOd4bvIF/ffaRdX55yeI+n8PXf0xIJzfCuCDE0GfrvxG8/nmkvvnb3xOuE1Om3pxJvgGwr6OqYemyrLh9Mc/7z4BzHJMbJMHCcdkbb4I8TlF5cx6+Qs/YJQ0eVF4bfYDwvOLUBcShzmnZ6HPrv6yKrTkE92fiK670PqB/3fngs8MeHIBN7+1wmvMfOkcU5SU/1TYGEB3H17V/ZCtK58Tg5SIxdJIdW5fPaZ1tRlyZIlRvsYhiHTQBsSGZeMZMVtsEhFeqr8fo1KeoF0TWE4KKTfZhaZ0d3eOH6FdOaNidLimNIGcQUcyfUl/YG36u/hoPFDoRTpqxtrLq+Bi8oFRx5nmtrpVpa4gyHXh2Trra1GwTV0dKlaCGO3hgIAWKQh1uEPOGfUhJotI9oG3cdKt8qjg2VZfHXyK9l5e3Zek+aL5KY2FiKkwP2YlVlVxmgl1jCwhylMf3C0+946fot0xXO8Vc8FkPnx/uBwBEmKf/Eh7RBSmSdIVvzLOVR85ZIF+/8+5wv51mgFLElImsFmQAnhSYIYsUnSJwvvVIuRorwluj9ZYJ9QG6KTo1FxTUUAwIepH3Dy6Une/gxNhn4F+euzX5ts0523d1A8X3E4OYinaTAUBly+dsGunruMynHvF8tqTWoNV4U33dgEKIA3jtPhj32Yd3qets2MdrJ8I3o3gjD4/5UYt+WbM99g2aVlJq+JS8mV2jQRaZo0DKqmNe/hCg8xyTEo4llE32ZzWLrKPezAMFnldUJkJd9MAZu7MKJ7LtI0aUbjlCGGUQzFTLO4z9qG6xvwScVP4KxyNip3PuI8ktOTef2lYTVgWRbP454j0FM4WMqlF9pFmBuvMxcTtt/ejtDIUMxtPlf/rI6pMwZlvDPHZ67woMsbZtheHbow3qaEXzkTyRa/tkB4bDiOPT6Gx2ONxxTu5HLc4XHoUqYLmhVrJrl+3SLcttvb8ElF7cS6gHNmmOwPqR/g5mg+uIsuiNXWW1sxs6nxBFvfXpbFT9d+QuWClVG3cF0j7Upscix+u/kbRv45EgpGgYyvxOcxKekpPE0V97vIFaoWnFuABecWoJpfNVwYfAFqB7VgfYP2DkKtgFroVKYTCrkX4o0nj94/gq+rL68vuIExdIi9n/sf7DdbRozaP9cGADg5OGFKwykWzYeswbC9hvcsn1M+Ue2rKTaEbkBVv6qyjrHWKignIntE12g0ov9JoLItLDR4rZ6MN+oZiE6Wrl5NUJzFe4efMeFMQ7Ta1ErycbEO28HViKUo7yBDIV2Vz30xVlxaIVru1LNTkuvU8TzlbwBAukLrsMpCfIKqW318m/AWI/4cgZC9IfoVN0B4lVhOP/Wto500xTnsRqxqCyKdPpd0nOFHOyEtQXaI2JT0DMw/KC03BQvLBAnufTQcXOV+QBgwJu8VAGiYD6L7MhSvce7VH3jlNBrRjnxh+o3jPLxVfYt0ZD6j8cojCHfuhHeqxTDU7loTFID74Za6Slru+3I88zTD+y+0OlfANfM8GiQgSrUGyQpjU45Yh50mBSrdGQzRsPI/YFIn8Pvu70OF1RXQeENjWfUD2tVqQ7j3q9u2bii7qiyvP7mwTApYmF7xFLrsaSemmZzURH6IFOyvM+Faf5y0jDTe2KFSqJCUlqQ9TkIAGanvZ2xyLBqsb4BlF5dJNsUSgmsqZyjEnHx6EpXWVOKV/5D6ASMOjsDfT/+WfI4jj47gfdJ73vUP2jcInx741KhsWkYaGqxvgBa/tuCZEGlYDYYfGI4iy4pIihLbZGMT3HpzCz139MTXZ7/G308y22uYg4v7Hn5I/YCRB0di1T+rBIWqddfWofOWzjxzL8N7Jsc0TafJfBLzBNdeXTN6nrm/l19ajua/NjdZX1JaErbe2oqoxCje/ey9szeabGyCNZfXwNXRVb9dyMRNh9CzuOf+HqOARb/f/F3/9+GHhzHswDDUW1dPsM7FFxbj6GOtebpQ/3LbnJCWwFsA5gpVQmPu9cjr6Lmjp9jlYEPoBoz4cwQClwbis4OZfq+339xGyZUlUXJlSd45VEoVtt/ejnvvMn19xd5P7rXovompGanYfns7z2zSFEL+7YDwGHbrzS3MOjkLvXb0wrpr6/DXw78knUMIc99BU4t/pr4dyenJ8k1+86CmKmd4yRIiZD5o5szedJH+jj8+jnfqBYhX7QEAo1VnU8SofkH/xpY73Wbli2E8DIi3s9RKbcJW3WobwLf5FdJUyWFe14q4MLU5UpknEo/Qns8WqzG9115EdKLl4asrramER+9N+5SZGhjlCibaPja92GKuzr/vC4dTT1JeRKLDGbxy0prKpDGv8N5RK8wnOPyNdI7flZiAyd1mKkoZN/FkYloibr25hclHJ5ts9+Pox9h9LzOMrZQEqwG+L1C17D+oEOCOGNXv+OBwEK/Vk5DGvECyInNFPkZlHPbZGOP7uD50DfwX+4va3Au9w+uur8PrD6+N8rkJlQO0NvuANphJ923dJUUSFJqYcu/N3vt7EfY+DF+fEdGUsQxYMwKj3Ldv993d8F/sb9LhfPe93TyBw1HpiBIrSsB/sT/PFNAQueZ/353/DucjzmP8X+NR9ceqRvulmtqJjdEsy6LZL82McoPNOzMPa66swb77pk37uaba60PXo8vWLkZt2nxjMz7+42OMPzxef5+470R8Kj9IwdprawEA0/+ezqvnQsQF9NvFDyRy+tlpdPy9o/53SkamcGJoXsrtg0Nhh7D6ymqMPjRacNxbcnEJ9j/Yb9L3g/udETuPEDXW1uAJBWuvrsXrBHmpIyYfm4zeO3uj3W/tjNpx+tlpjPhzBO8+yJ30hkaG6pNY6+i7qy/SNelgWdZs8tnEtESjd/LG6xuo/VNtHH101Oi9/+78d/q/uRpQMW0o97nUBRUR4serP+r/1qW0eJPwhpd38cSTE+i5oyfKfa/1yU5ITRD1FeL2te4dnn5iOnru6In66+uLtoOLaNTAUOOxvdKaSph9ajb+uP0Hhuwfgra/tTXpN2XJeXWYFKpMPNO6oBZyyIuaKtnmf3PmmLat/eqrr0zuJ6STzphe8WChwQflITg7uGNeV21I45abWlp1zoqBCsBEJNkn7xJQzNtVcJ9Ysk7bwAmv6jgVHuni0Xiik/8f3Y9zTFRSpu08AwYjDo6w2BGUYRgwylgkOhjnWhA5AkDm6rY1XA2PNjkR61wlACv/fxuETN7eJr7F0P1DcSJYPLS2qUH1Rby8MOj33t1DoIhQlXkdmW3c/a+Q9sX0gKthtCY8ScoLvO2v1Zl27xmaDMF+Y8AgNjkWRx8fNTlx4n6Ivr/8Pb488aXJNungrgwbrkrzAlX8/z7VX18XANC3pDfS32WGEX7plKktck03vXptitiUWMSmxGLUoVGC+7m507gUXlrY7Iq8Yf/W/KkmAK3gcX+UQOAbDmIT06cxT3nCyZzTczC7mVDeMEZvIihG87K+uGo+SrYeXajgjaEbsaHLBlx7dY1zNu21GpqFKhgFXn3Q+s5xo3uKIXVhhxtSWsgUNf/C/BhRcwS+afkNb/udt3fgqfbU/xZ7t8X6XyqGGq6z4WdROr9xGHedT2njoMbwcfVBl61dBNt2+tlp/d+Gz5XYpJWbbFfnCwUAa6+tRZ3CdfQmqdzzGGrHLEFMoOW+36v+WcVbmNHBFQrkmnQCwG83taH/L7+8LLrII+ardv/dfXTb1g1fNvoSfSv3lbVgVnx5cRTLVwwdS3U0WU7Daoz6tdOWTgiPDUfrza3xaAx/gY/7TeaOl1KsA4osK2Jy/+Ybm+Hn5sfThnGFKsMxPf/C/KKm+dx7rvs26ATCh+8fSkqabm2AC3MCraXn5S5IGMLVABsSmxIrmPPQHCnpKbIXE3IysoWq3bt3836npaXhyZMncHBwQIkSJUiosiGvHadyfhlPFtKZN3jvuAYAUMx7gWgUpPDYcL2dvznMDawdVpzBnTnCYbS5E8is1FqlKG/irdJ0NESAP1EwzM6+5soaq9qw4Kz0kN66PjVleiEVFilg4IRUhr8K/kH5N9wymqF2sfzA/4UqDasRNBUy9InQ8SLuBaadmMZbMZbD24S38HH1Mdrep8lrfPuP0BHafslgMic23fdUEihnfrKToDiLaNV60f0aViM6ge26ratZjS73Ay9VoNKdV4fh+U29I5GJj8Cwwr4CCQ7mc02lM2+RpBSXIMQmKUJaEECaiZOpwBWGq91SuP32NootLyaxtPhEgQWLZMUVfHeZL4yZi7BmOPmosbaG/u+77+7i7tu7RgmyuffUlKCiGxOkLkSZ83GIS4nDgnML9ELVt2e/xeabm3kaJMAgwa6JFBi2QGPivQ17H2aUN4c7ge24JXOybolFAfd5/f3m7yjkXggLW2nTJ3CFHe49slioErjPC88thI9L5lg4+tBoi+o2B/dadMm8DeEG3+EKAwP3DsTdd3fRb3c/rVAlo58j4iIQERdh9pt2991dfd4yQJsElrtIIhZkBMhMwA6YTyItthjERRet1FWVuShsSoAQO2daRhrvG3o24ixvwQWAaNJ0bl9su7XNqvfO0oUQc0KVqXs6/KBxVGMd225v4/2ecWIGMtgMkz6aLMtiyP4hJtuT25AtVF2/bpzMLC4uDiEhIejWrZvAEYSlZCi4k1/jCRg3rPTll5fRd1dfwXqClgVhRVtxHyc5xKY9R1JakqDDsa258eYGJh2ZhC8bS5/Ecvn8iLCvk2G0G6kcCjuEVx9e4X3Seyy/tJy3LwOmBnXbJTFNZyKRzrzEWzXfDCrKcTHckpohOoXvH6IzxeKi+7CmZaThedxz7L2/F70q9ELhpYWtalvJlSURO8XYxO3bf4QjWUWr1kHDCYxiDe/UpoXcDFZYU6VzdjdHUrpwhDpzcE3DDAUT7gTH0PyBZQEGwkKVFF44mc7TImZOY2loXEMMV+/H/zVedh1cbQUXsShiLITNSOKVe4388QCYjbBmLhlq+dXljdvAnbCbMMljGAbXXl3jmYc+i3mGHXd2YMutLfi1268o75NZv9QFmSOPjqB1idaYcnyK4P6lF5cKbs8K8xtTE0a10vjZFpvE6tMNsKzZCHY6DPt+7/29WNByAY4+OspbYOSWszRHkNBxk49NxtqOay2qz9Zw3z0xLZ2l6CK1isEVIgDwEt4DphcVuCkbzOWpkuPXxg1OIuajaQpDP+hf//1V8rFcITIpPUnWsYZY+ryaE55tlSdt3pl5ZsuwYLH5xmabnC+nIFuoEsLDwwNz5sxBx44d0b+/ZblLCHMYf/ReqzM/nHV+rmPyaDEBQy4vnYai+LIFeDXJssS4YqRlpEHBKHjRf04+PYmTT0/iTaL86DiJaYmiEfzEJmWm+PXfXxG8J1h0/3Nn8eeeRToOPjgoul8Or5yEzbZ0rL+dqd0UMjcBtB+gjaEbMfzAcP1KnSWTXkPkRgzKYN7jvaP5DOoxDpssbVLmuTQZerMsS+CaiciB69SdrklH3Z/r6n8fCBPOGwfohCrLojdKISvzvgCAw1ybfFoEEdJeMTq/RYFxMlq10aLzcCcfUu8/d9Iq5oiug6v5ArShlXV029aNZzIpdVW6zeY2OD/ovKSyXLJCU2VqwiwUsU0szLjuPqy/vt7kqraSUer7yfD5fhD1AIFLA/Ey/iUvMiW3nNQ+MBS2xe6N1Pqmn5iOwdUGi+5/FvMMyy8tR3CVYFTxq2JVJFNum7hamiUXluBFnDzTbkO4Pm22xpz5n6WmdGLC2qZ/jb85F59fRNONTU1qt0xh66TOUUlRPLNgKbAsi7CoMJNlrDUFloOhho/LqaencOLJCcxoMkNWBGt7Y7OWxsTEIDbWvCM2YR+UCqWsrOimiEw0HegAkLfymZaRhsJLtaHfl7Q2NmG4+lI4d5Apph2fZr6QDEwJVObQMIk8c5asgkUGXn7InJiolMYhYgHtREJOxnm5/HjlR/OF5GAm6bQUNKyGF9VJLmK5lOTC1YwZfhC5PjhZ7bZryzwvOQGWSQU0wJ57e4x3mgi/bwruBLTXjl6yjzGFuWfxQdQDJKcn49d/f0VVv6qyxlOpjvKXX2Rqsbff2S65fqmYymsj5G8mlmiY+b+/nLlExA4KB30EYqFFA515PFdAtsT8z1BwF4t2KTVU9vwz801q4HTC9tKLS7Go1SJMPDoRu3ruwv2o+3r/YamcfnYaf9z+A180+IKnGbTFoqthglxbYs6dwFIhU0wDPGCPcdJ6sQiHUolJjrHqeEMsMSlddH4RL2mvEKb8prKDY4+PoXmx5mj6S1MAQGGPwhhaQzyIVE5DtlC1YgXfjIxlWbx69QqbNm1C27bCvjaE9bCMdSuJ3KR6ppCadM5cmNvrkcZmokL8duM3xCTH6D9AQknrMtgMsDIDVUpxEs9rJChPQsEJChEaGSpYLiu1FP+8+Mek3bW9EOsLqViqqZKK4Uc8q4Mhcf0V8gohLWIw0YbzAe57Yi76nQ6pvqTmzKYAYPSfo/XBU+Tmf5EC1y9E7uTcWrhmj+Z4EvME6nlqs4uCDgoHvRZB6gIi1xTM0hV6MQ34Vyel+5dLCWwAQB8IwNAfTSohe0MAaAU5sfxOuQ2WZfEuUXrqFy5yc0RaQ+ON8lNN2BpzAhUg7puXXbTa1Aqr22f6u1qSI9KeyBaqli7l22QrFAr4+PggODgYU6dOFTmKsJZUhenoWeawNtKMIbrB2Vr67e5ntkyGJkP2JNNWviG5iSjHpYAEhYql5gtSMGeGai+sFbIt9amylAxNOqQE6CAy8XITz3dmCZaY69jSjI4bjVLMNO6/ghQhiWsiJHXhiGsiLvV+W5PvLqdgaTCinMiUY1Ow8PxCi47NTo29pdH6/otwNbdcl5DcgGyh6skTqbl5iJxEbk6uFvY+DJ4OJWUdk5dCdNqa7M7gnhNYdXmVVcfbyvxPKmfffm9D4+z/BraOImWJ5iIrfJMAbZJawjRcQcoSgTg7tRY5gbxyvZYKVIB0jSaRvXDN5HOTPxVgg+S/z549w507d6DR0KqqLcnQ2FYIyu0f5dj0//ZKLWFfnsTQYtJ/DUsm5kcfHc2ClhBS4JryCZmRm6P15ta2bE6OJ68IVdbQalMrezeBMINKIewbnlORLFT98ssvWLZsGW/bp59+iuLFi6NSpUqoWLEiIiLE49ET8njwOu+o5wkityMWiprIuzyKNh+QxxBL0zUQuYe84o+Ym61XiP8OeVZT9cMPP8DTMzMz++HDh7Fhwwb8+uuvuHz5Mry8vDB7tlCme8IS1A629YEiCIIgCIIgiNxCbguoInnm/uDBA9SsWVP/e+/evejcuTP69u2L6tWr4+uvv8bx48ezpJFyWb16NYoVKwYnJyfUqFEDZ86csXeTZKNW5S7nPIIgCIIgCIKwFZ5qT/OFchCShaqkpCR4eHjof58/fx6NG2eGiCxevDgiI+UlIssKtm3bhnHjxuHLL7/E9evX0ahRI7Rr1w7h4eH2bposSFNFEARBEARB/FfJ6kT1tkbyzD0oKAhXr2qTsL579w63b99Gw4YN9fsjIyN55oH2YsmSJRg8eDCGDBmCcuXKYdmyZQgMDMSaNWvs3TRZOCjI3pkgCIIgCIL4b5LbhCrJHmADBgzAyJEjcfv2bZw4cQJly5ZFjRo19PvPnz+PihUrZkkjpZKamoqrV69iypQpvO2tW7fG+fPnBY9JSUlBSkpm3p64uLgsbaNUHkXfs3cTCIIgCIIgCMIuWJqU215IFqomT56MxMRE7Nq1C35+fti+fTtv/7lz59C7d2+bN1AO7969Q0ZGBgoWLMjbXrBgQVHTxG+++SZHBthwUzvbuwkEQRAEQRAEYRfyrKZKoVBg7ty5mDt3ruB+QyHLnjAMP+M5y7JG23RMnToVEyZkhsGNi4tDYGBglrZPCs4qEqoIgiAIgiCI/yZ5VqjKDXh7e0OpVBpppd68eWOkvdKhVquhVue8kI1ODk72bgJBEARBEARB2IXcJlTlqRBzjo6OqFGjBo4e5We1P3r0KOrXr2+nVlkGCVUEQRAEQRDEf5WmRZvauwmyyFOaKgCYMGEC+vfvj5o1a6JevXpYu3YtwsPDMXz4cHs3TRYkVBEEQRAEQRD/VeoWrmvvJsgizwlVvXr1QlRUFObMmYNXr16hYsWK+PPPPxEUFGTvpslCpVDZuwkEQRAEQRAEQUiAYVmWEiJxiIuLg6enJ2JjY3nJju1BjbU1EBEbgbeJb+3aDoIgCIIgCILITtiZOUNEkSobWKSpev78Ofbt24fw8HCkpqby9i1ZssSSKgkBLg+9jHRNOtTzcl4gDcKYcXXGYdmlZfZuhkUc6XcErTe3tnczsoSxdcbieuR1nH522t5NIf4DPBz9EBFxEWj2SzN7N4UgCCJX4an2RGxKrL2bYTGyA1UcP34cZcqUwerVq7F48WL8/fff2LBhA9avX4/Q0NAsaOJ/FwWjgKPS0d7NsDueafbNfwYAw2uY9smb3GAyvm31rU3PmT91lE3rM4VKmTXmpkpGmSX1ymFZ22VgYJxSoU2JNlbVmxOujch5FHApAAWTp2JASaZKwSr2bgJBELkYtUPuViLIHvmnTp2Kzz//HLdu3YKTkxN27tyJiIgINGnSBD169MiKNhJWMKn+JHs3QRb5UocZbWNygOvfmo5rTO4PqRqSBRMp4dxqWUFWTQJ7VMgZY4JQnjqlwjqhKLsWPLqV7YbqPh2z5Vw5hRr+NezdBIsIcA+Al5NXjhGqLg6+mK3n+7Pvn9l6PltQyL2QvZtgN7ycvOzdBILgkduDtMke+e/evYvg4GAAgIODA5KSkuDm5oY5c+bg229tu1JPWE8l30r2boJJvmr8Fe+3I1uM99szrQ9YZNj8vLaOKKNklDbXXAhpV7KKrJoEaliN2TKr26/OknNzEepLa/s3u4QqtYMapX2Nbbj7Ve5n83O1LN4SWz7aYtM6e1XoJfuY3Jr8vFlRrclfTtFiWrtwIPt8OeS6pZLfOT/ujrxr72ZkK7UCaun/blm8JQ70PoBvW+buuZu7o7u9m5Dn8XbxzpbzKBgF/uyjXZwxZyGUE5E9k3J1dUVKSgoAICAgAI8ePdLve/fune1aRogypNoQyWWFVuhzEp3KdNL/7Z36BdSaCrz9Xul9gCwQqpoVbWbRZE8MpUKZBX1tv3v3Wc3PjLYxYFC6QGlZ9UgRqlqVaCWrTjGaBDWRVd5aQdKWQlX/yv1F97EsC0cHY21t97LdbXZ+HQwYuDm6yT5uVK1RONT3kOA+Q03AqFrZZ9aa3aiVWtMVWy1SjKszzqrjTQk5FX0rWlW34PkkCnGmtEOGC21ZiY+LD9zVtp+QF/EsYvM6bUViWqL+bwYMOpTugNYl5PnT1itcz9bNsoq+lfrKKp/PKV8WtSTvkl2LiApGgXal2uHNxDdY3SHrF1xtjeyRv27dujh37hwAoEOHDvj8888xf/58DBo0CHXr5q548rmR7T22Y36L+Ubbc9sKoY6y3mVxou9tBCbthGtGY0HtgYLN/Ojd/OwmEqclGpWxhPVd1mNPrz1Y13md1XWZ6v+A5J8RmLQdfslLZdaafUKVu6M7NnXbxDmz8bnLeJfBzc9uitZRPF9xo21ZEVx0Yt3pgttNCbVC+6wVgs0dP7T6UMl1TW041fS5BO4HdwI7reE0fFTuI8FjC7oW1P9dzKuYYBkulggEA6sNRNuSbQX3GfZTl7JdjMq0KNbCZP3be2zHgd4HZLeLuyrP5WCfg6gfaD4hfDW/avii/heSz9ewSEMAthGqGhVphKVtl2Jus7mSypf1Lmu0jdsOnRZNR5kCZaxroABSv0PcZ8JF5cLb56h0RIB7gFXtqFOojlXH52UaBDbQ/627D1IWv7icH3weu3ruQgHnApLKNyrSCIC45Uxhj8JoVdzyxTUHhTwXAe57kVvnTrZC6uJydvWT7t74uPrkeKWAELJH/iVLlqBOHe2ANWvWLLRq1Qrbtm1DUFAQ1q2zfnJKmObj8h8LrhhkVaABHcFVggW3O2j8rKpXySjh51oYCog7J7po6sFB4w+vtBBU9K0IZ5UzLg+9jB09dlhs3siAgYvKBV3KdrFoZR7QRpXTYWqF9ss2TaCAM1SsXNt92wwoo2uPxv1R901OXL1dvEXNyUbWGomPyn2EfZ/sE3z2elXohcdjHuPRmEdG+6Y1mma2fabM8Ep5NMTSNktRM6AmAK0G7aMKHQTLyhXgstq8UupkGADK+ZRD6LBQQeGqdqHaZj8ukxtOxo6eO4y2dyvbDft779f/NmfaN6bOGF6/bOiywVzTAZgWIgz7Wajf936yl/fb8J38uPzHaFbMOJre+s7r9X/7uvri3sh7ONb/mH5b5YKVBdvUvlR7nBt0TrTNOq4NuyYrAE1wVe04aQuhKl2TDkD6c/pXv78ws8lMDKw6UL+N2w6u0Lu9x3ZJmioxQVkMqdfNvaYFLRbw9qmUKqtXxU2Nx9x3TKoJbX7n/LLOL/WetSjWAt3KdtP/PtjnIFoWb6n/zX2+TVHBp4LZMieDT+Lr5l/ju9bfGbUzQyPfGqRbuW54O0laupf9vffj+rDruDTkkqC5ZZOgJviy0Zey26CDe7+H1TD2yzbFV02s14xK6X+A/344O+QME2cPtbTUQdllSpzbhVzZI3/x4sVRubL2Q+Xi4oLVq1fjxo0b2LVrV65LsJtbEfpw+bj4iJZf1W4VAKB3RXlR9Ip5FcOqdqtwb+Q9bOy6Ub9dqfHNbAvk5fIq5l6T91vBKGA4F2ZY/sqlA1sQhVJ+gmf6x/ptNQNq4qPywivzXMRWLFlkntTcBzDQI9BoW6virXiTF1MDwYimJf9/HumCr2daH9F9yV8mo7xPeUn1sDNZrGi3AqULlMaxAcdEB3LDlWHuJL5OoTrY0XMHShUoJXhsQdeCKJZPqwH5q99fvH3V/atLaqcYfi6lMK7uOJwdeBanQk5hedvlFtVjeI9399pt0SrYHx//Ibmsr6uv6D7dyi2XKn5VML3xdHQp04WX/Ht07dFQmBmqxSazaZo03oJLkJf4GH17xG10LN2RV1egRyCejH2CCXUn6LedHXhW8vmF9gmVdXV05f12cnAymtALJUQfWC3zHWRZFmW8y/BWrYWcnuWOg3LQXZvclX8hMljtRFfqc1rEswhmNZ3Fe+64956rEepatqukib+YSacYUide3GsK8grimYQ6Kh1lC1UFXQtiaPWh+gli+5LtRctyn78pDadIqj+r/K7qFKrDa0/7Uu3xY8cf9b+Dqwbj4uCLPMFLiEBP42+UIU2KNsHURlPhofZAUa+iAIAe5bWBhOQ8r1zNt9Rn09PJE1X9qsJZ5SyoUQWsW4jgvvM/dPzBbPk6hTPnBVIm8Y2DGqN9KfFnSupzv6DFAkR9EYXkL5OR+KWxxU2jIo3QoZTwoiGXT6t/qv+b6+sk1reG5o7cvpa6AJDdmqrcikWtj4mJwc8//4ypU6fi/fv3AIBr167hxYsXNm0cwUf38As9dEU8iyDIM8hIAGDAYGTtkWBnsvj9o9/NniPAPQAja40EAHzX6juMrD0SZby1ZiKH+x5GmxJt4JeaubLIsPIeIc2bWcifOkL/W6lQ8gQcAFBryhkd5+HkgPEt5fnzAEBKRorFZi7Pxz/H4b6HET4+HAAQOiwUKoUK+ZzyYX2X9bwPirRBlW+i4JHG94lRspmroVpfMg6sA/KnjoZ3ylSoHdS8Sa4cdKvfXKY3mm70cWTAoHfF3gjyDEK3cqY/6Nz717pEa8xrNk9Wm0z7NGjbpXZQo3FQY6iUKtGPgOFzJIaDwkF0Ujmx3kSTxxoK8pu7bca0htPwz5B/jMzvGIaBn5uxJrde4XrY1WuXYP0uKhfs+WQPTzOsUqrMTl7Exoa0jDSeMGLqA1oyf0mjOhSMAkW9imJk7ZH6bUL+IqY+hIbaIrGyZwae4R/nyz9OpVRhe4/tJheQACA1IzN3os7HKbtJTk+2ug4pmipzviHce88VqhSMwuiZstbHqkf5HhZNvJSMkjcpVilU+kmjkO+OkGXBy89fYm2ntbj12S1s7LIRkxqIR73lPn9SzMYUjEJwgeTmZzexvcd2ZHyVgQejHpitRwgWLAp7FOZtK56vOD6v9znmNZsHBaNAncJ1RMcLbhvlcH3YdZwbdA7dy2m/QToBXmqbbQ3DMLxr4PY3N5DRr11/FTxervkfVwMv5diTwSdxsM9BjK0zFq2Kt8Li1ot5+w3735RJXX7n/KJhwwu4FMCSNqZzvQZ6BPK0jX8H/63/W2wxon5gff3iOsAfU6QKxrbWVOk0xuPrjudt/88JVTdu3EDp0qXx7bffYtGiRYiJiQEA7N69G1OnmvYLIKyjgIvWflnooWMYBmGjw3Bv1D3Z9S5rs0xvXvVjxx+xst1KvJn4xmgC2aZkGxzudxgl8xfNPK+Y2R7LwDtFeBVQxWZOyhgwuPWCn+jNO3UcXNOboWDKQgDAlqF1EfpVa4xtKawpMUVyejKq+lU12m5udaaoV1EU8iiENiUzcxlV8auC1BmpiPoiCoU9CvPMzaRMJozPaXAfWVODOwP3jDaImK01KeOu0MshTZNmtE3oI8kwDH7/6Hc8HvtYtnmkuUFa9yHX4evqi586/SS5LikfAUOzUHP1/PHxH/izz5+C/opcFIxC76fTt1Jf9K3cF/NbzEetQrUEze+E+m583fFmIymls3zhV9DX0ED4AYCrn17F4GqD9dsNNVVifde3Ul/9B1moXu7EQ+jjajgmOSodcX3Ydfze/Xc0L9bcZFkdDYs01H9gZzedLfhcflz+YyxstVDweF15rlBl6w90nUJ18GHqB7PlUjJSrD6Xzv/NlMbT3ASXO8nihs9m/v9Px9H+R3Fu0DkU8yqGhkUaokyBMvi9u3YRLmx0GG9CxuXap9ewst1KXBl6Bb91/026popzbsN75OTghHF1x+FY/2M43O+w0bFCZr66OgI9AxFcNRiOSkeEDgtF5YKVjQRrobFaignUxi4beYskFX0r4uPyH0PBKES1+OZgWRazm85Grwq9eCawi1ovwpeNpZvDcfuzbuG6uDvyLuY2m4tqftUEy3s5eaF+YH39eCDH/C+rJr3cerkLN1X8MnOfiT1fcoV57jsl5ZnV9dOytstwpP8RTKg3gecDZmlgEkMhiGVZswtBNz+7CVdVpmaf+z4IafN1tCvVTv8395q5z86OHjsEzaJrBdTCktamhT0xP8i7I+/i6dinRoLmvObzcPOzm1jUehFv+8p2K02eJ6cj++2YMGECQkJCEBYWBienTNOKdu3a4fTp0zZtHKFlQJUBAKDXAAgNao2KNIJKqTJy+hVjbce1GF5jOC4PvYyxdcfi7MCzuDvyLjqW7giGYeDjKr4avG90Q/3fokIVFHDVNIRnmlBUnsxBoOa845i8kx/8QIl88E77HE4arYlbvRIFoFBI105wJ7KWrhifGHBCdJ9ugOWeW2xgPtjnoGg9Hund4KDxBwAoWE+T7WGggKujEk4q7XkUjEK2nb8cTGlFDTH8cBse81v333i/l7ZZihVtV8DJwQnzm2uFmCHVZUS0FNNUcT4uugUIU8dwt3k6eaJdqXaCK32GuVz+6vcXtvfYjm9afGNU1lR/hVQNQTnvcryIl2IYTnKE6uWGEdY9k1X9quLnzj/rt0vVVG3uvlnwXLp6uUKVUFsMt2lYDar6VUXvSr2N3g1TQvGSNkuQ/GWyqC8UoB0PV7RdgWufXhPcbwuBRgwFozAyVdRFHhtde3RmG9Kta8MnFT/RTy4GVBmAkKohvEAyOsz5EXIF6nLe5TCk2hBMqj8JDMPw7kPL4i3hofbAwzEPcTrkNO6NuofelbRmkiXzl9T7inH5psU3qOZfDaNqj0KNgBpQKVWik1uuSRugXTnXmWbWKsQPJqJ7ZloUbwEPtQeCPPkmqyxYTG04FaXyawUZMW1dFb8q+Hf4v/gwjS8E962svV/ctBqXh142q6UOrhpspKEQg9u3Rb2KikYm1bAaeDp5YuvHW9G5TGdJdQvBjab4dfOvUda7LKY3ni55si+kURfC19UXu3vt5m0zt0Cku0+mGFtnrGjwCO6YLPZ8GY4xckKsy9VyCbWrdfHWFuU7ExqPg7yCMKLmCExuMFnwGAeFg+h3xpTZrJAf4/zm83nP6kflPzIK4DOj8Qwc6HMAHUp3QPTkaNGAIleGXkGbEm2Mtpf1LosgryBs/XgrL5iVglGgom9F3rVMrDdR0Hc2NyFbqLp8+TKGDTN2BCxUqBAiIyNt0iiCz7rO63B7xG18WkNrEsF9CE+FnMLSNksxo/EMWXV6u3hjTcc1eg2V2kEtao9riIcTZ5LGqgFBE0Dti+qVLuS/kDkRiE401pxYyvK2y+Hr6otLQy7ptyWnJ/OEH92gw50kCJk+6HyETMG1Qxcb7HV22N2q8Qdcj7QeUMITvqlz4JreCn4pC4QO57GkV1XRfbqVN66f1+yms83WCWgDIchBp/k7MeAElrVZphf6dRg67fap1AfPxj3T/3Z2cMboOqORMC3BbCALoY8Od6LYtWxXweN+7vQz6haui109jc1mdBPRjqUzE+rq3gMhyhQog7nN5uKHDlpb/XzO+fBx+Y8FTThMCVUbumzA7RG3JSU3NHwmhQQR7uq62HmDvIL4q5IMY1LzAQgLUNznW8EojBzoDc/Pnewb7jOnJdb1q1g5BaPA6DqjUc2fL8zrzsk1pxLTwurQmVl+Wv1TnAw+aTZfj1A/r+mwBmcGnuFNuLk+G0KYmvS5qFyw5aMt8HfXLriolCps6LIB/Sr3w8wmM3llzfnCcCdZLFj81PknvaZPTPsp9KwJTdaE/JEM++dk8EneeAxoQ6Z/3/57vJv0Dq8nvoa3i7fJaIAPRj9A1BdR+t8aVoOvW3yNB6Mf4N2kd3gxwbTbgYPCAdGTowFoBZyS+Usi6osonm9g6QKleSZVjYMaC9YlJxjOxi4b0bBIQ1wacgkngk8Y+ZsC8kzpfur0Ewq5F8KlIZcwp+kc3r6vW3xtUZ06ShUoJWpap6Nj6Y6I/DzSKMfj5aGX8W3Lb4000gAwpvYYnB5ovNi+p9ce3mJcdf/qPL8w7pjFXRQSE4AMt58ffB6dSndC/8r9zUYNtVSo4i7eKhVKSYE2pN6b7zt8jwUtF2BDlw28/u5QqgNcVC6894UrqEj1RRxcfTCej3+OaY2mmR2Px9YZq/9meDl5CT7H7Uu1h7+7P7Z+vFXS+cXIrfkJuch+mpycnBAXF2e0/f79+/DxMW3rTliGg8KBF5jAUemIZW2WITk9GY2DGot+AICsz1OlZkshEeajaGUV3AFhTJ0xGF17NBiGQTGvYngS8wRtSrThaav+6vcXqvpV5WkfuH5Go2qNkrxqxxOqzJgQLO5RBbdexOJZvPY3C60wqWL94Z2miyIofq8UrBfK+YmbqDwd+xTJ6cnwcvLCty2/FdU0uqhc9HlK7o+6j9DIUHQqbaw5MfXcXBl6BSkZKXBRuQiuKnUs3RE/dPiBF6SCGyBD92GRogUTGvArF6yMNiXawN/dHz92/BHqeWpevQBQIn8JXBh8QfB6dOUGVBkAV5UryvuUN6n1S81IxfTGwmHcDXFUOvKep03dNqHVplb6ybrU99FwsizUD4U8MgV1ocnsz9d/xpLWS3gmnwwYnAw+ifln5kOlVGFj6EajermTBV29hvUPrDYQ1fyrodqP1QT387S4BgsOOh9Nc8idHOrK1y5UGz92/BGl8pfCwTBjTTG3L3/s+COCqwSjQZEGcFQ6oknRJph8THiFGBAOCa12UOtDqevwdvHGm4lv4Oroinvv7qHG2hr6fS2KtcCi1ov0fWeqfYbMajoLxx4fw7mIc7xrFoM7ITV6pmR8GxyVjjjc9zDa/mY6GqBhnU2KajU0oZGh+m2zm2Uu9hhq/cTOzX0/uddhqJEWw8vJC/FT4/WmVWLv+/7e+7H04lKs77weRZcXNdpvqr9H1ByB1Vcy/X+CqwbzFu+ErEjkCGlDqg/Ra/RrF6qNX2/8iofvHwIQ7wc571D/Kv0xYI92gczbxRvvEvl5R5WMcC7Gol5F8UWDL3DrzS2jfcNrDhf8nnYp2wUsWHTbpvXXZcDwzMeKeBbB+YjzALSLCt3LdceVl1d4JmyGbeNS0bci9vXeBwC4/+6+6DUD4JnSycFwnEzVZJodi71bhvfb3DsYUjUEIVVDEBEbgXRNOm+xN25KHNI16XB1dMWwGsPw49UfMbvpbDT9pSkA7XUlpCUI1qtklPrvh1AbdPXprs1cm3VaNUOrDkMWtlyIj7d/LJqrMKsj8mYHsjVVXbp0wZw5c5CWpv1QMwyD8PBwTJkyBR99ZD4aG2EbxtYdi8kNxT/+Oqx16hfDL3kpvNIGwD1dvsmCnHOv6C088RBD98KfHXQWy9sux4p2K3jnY1nW6MXnToJXtl8p2ZZdiqZKh0LB4JdBHI0QY15D16NG5sqdb+oMmBp/nVXOyOecz6zp5vEBx1HNrxpOBp9E6QKl0bNCT94gOb7ueORzyodJ9cUdvZUKpUkzU4ZhMKzmMJ5ZD3c1UChYhhwUjAKH+x3Ghi4bJA/CYqvyPSr0QAVf0+Fw41PjJbftzz5/ooBzAX3o8rqF6yJ2SixG1BphVNZUAk0XB37/Cgmgvq6++OPjP7C7126j1dYmRZtgU7dN8HH14e3TsBqU8ymHzd03iwZw4U50dc81Tyj9/8SAOxmRo6nydvHGg1EP8GLCC9z67BZeT3wt2A65cM/5aY1P0axYM0lasWbFmvFWeHUBG3SBOwDgnyH/YFydcVjQUqtR5ubnEVsd9nH1gYvKBdX9q/MmEccGHBP089Rfh5nxkXs/ddroQVUHCZblts3QpFTuBKZNyTaSzcsNseVkydLcd26ObmZTj3Qs3RHHBxxHkFeQvs1SLThWts/0BTFnbqzDmu+wbvywpY/TmYFnUD+wPo70O2K0z9x5rLkW3fjyZ58/8VG5j3j+Ox5qD+zosQOPxzwWff5MCSeGWn/dAtfcZnPRvFhz9KkkHmnXFCXyldD/HegRKKo11kValILYdQR6BhpZz7ir3ZHPWWv6uqbDGsRMjkGTok3we/ff4e/mj2MDjvHKc+s2J8xxLUikPF/cxRtTLg8flf8Ibye9xYp2K8zWmVuR/TYuWrQIb9++ha+vL5KSktCkSROULFkS7u7umD/ftJM3kf1klaZKzZaCZ3pPMHCAb+ocMKwzCqR+DucMrRmVe4Z4+FHIGHw7V7EsCWSAewDG1BkDD7UHLy+JkKmfpZN8OZoqAFA7ZL5uOk0VH8PY8pl/OrJFjfzKdGF2pX70Ae0k/9qwa/oVZEOWtFmCt5Pe8rQgtoCr1hdzplWy2okqw2ZOBB0dTE+CVEoVOpfpjMZBjXmTYEOseQ/iU6QLVU2KNsHbSW/xScVP9NvEPkqmws3Pba51Mtf5ooi1v0eFHqImkDrkCrRcYUnnL8G9Z0LBK0xqqgTejVIFSiHAPQAVfCuImiPaYiIuNNEzZ+5zsM9BjK87njexrFWoFpa2XQpPJ63voy5C17g64yxux8YuGyUda4rxdcfjzog7WNtpreB+rhBhOPZlVcABnbmfnMiLckKoZ0X0OSGufnoVvSr0wr5P9kkqb64/6xaui0ZFGmFQ1UEoXUAbyVYX0twSVrRbgRmNZ+D2iNu87VyhU64A2rBIQ5wbdM7ItBaAvs1ZSbtS7bCj5w74u/tjaZulmN98Pgp7FAbDMCa/se1KajVYQoGBuGNerYBa+mA40xtPx/EBx6F2UOv9Imc2mWkUjVGM8fXGw8vJCxV9K6JtybY8k17us/94zGPROmy12MAwjH5s6l2pN15MeGFkpsmF+1zYog2VCmZq8NuXam/yW2xo7gtoowYDEPTdzG3INv/z8PDA2bNnceLECVy7dg0ajQbVq1dHy5YtzR9MZDtiEy5zzqXmaFTKG2fCtOYBzpqqCEzeBgYKuGTUQ4riNpw04o7mDqx155YLd1XY3KArByFN1YsJL7Du2jp8ddI4oaCTSgn39I6IVx6GR7p5rS5jMHnw8+D74ixvuxx1C9cVNN+zhqxI8ufk4IQ1HdYgOT1ZVJPmmzIHMapN8Errg6ql7+HU8z34sZt5X0Fd1KxBe4VX6wGgT8U+OPzQOJKYEOcGncPkY5NxNlzrc2HOz8YQqQKcKd+qAPcAXBuWGYjBcMImJ/8X1/SS6wcm9jHlhrgv6KbNSePp5IlxdcYhXZOuv3/mgldI2WcKS83/TFHEs4jZpMxFPIuYDWs8oMoAtCnRxqx/mr5tApPb4KrBCNkbIul4MRiGQTkffgoKsch6hqv8WbXgVrtQbTwY9YDXN+bONbH+ROy8uxP9KplPxmuppkou1fyrGfmIWHNupUKp9y9KSkvCqw+veP4wcvFy8sKcZnPMF7SSj8p9hIKuBc2aQAv1jTXP2Li64ySXreZfDbdH3BaMQKcLlJHfOT/+GfqP4PEbumzA+LrjUc2/GkbUGoHzEef1poliODk46X31AG0AlANhB9C8aHN0KdsFZ8PP4rOan/H6wPDb165UO+y6m+n3a6tnW6jfuYtlhn62cmlWtBn+fqoN5R43Jc5oXiV3zD/U9xASUhPMpFfJHVjmoQegefPmaN7c2DGRyDmsbLfSaOK2qdsm3H17VzD5qBw2hNRCVEIqwl5/QL91l8D8X+mpgBOcNTVMHqtiC8M7ZQqU8LKqDXL4vv33CIsKE0wGbEk2eYAvVOkGpgD3ANGgB2oHBfKnDUe+tMGSEgEbjnVKA02Vq6OrrKh59mZ4zeEm989p3xbzDgbh81alMbrFaADf2+zc/Sr30/sLmKN+YH30rthbL1Rl1erZ5AaTsf/Bfl5OKjG4E+WZTWbqg9ZIwVnljM3dNiNNk8bzJRHzw/BQe+CPj/+Ag8KB97Fc2nYpr5xUoYprGqtbEc4KzE1I/vj4D/SoYLlmwBCdwJnTMBQul7ddjsgPkUYabUtWqMt5l8PVV1fNljMMMW7uXN4u3ggbHSapDbZIrGxvnFXOVglUphDyH7WEodWH4vDDw1jXeZ1eCyK7LdnoI8P1O+firHLGh6kfTGqoVUoVagRo5y2+rr5mtf9COCodsbPnTv3vh2Me6v/+vfvvOP7kuFFQp3Wd16Fe4XqYdFTc3N5W+Lj6YHnb5XBUOvLmhVJNVQ3r0iEkCJnzrTJEwSjyhEAFyBCqLl26hPfv36Ndu0xHwV9//RUzZ85EQkICunbtipUrV0Kttk+yRUIa/SqbXwmUgoNSgYIeTijoYT6SmRCumobmC0kgpGoIPj/yOWr4mxbkhHxadNhCU8WlQZEGAIxDyTootRNPcYFKfCBzEAkpn5cY0qg4OlcJgK+Fz5Qp5K7GZcdkwMfVB/dHmXai1sGdpM5qOkv2uXRhpLkEVwnGqWen0KJYC6N9UoQPc/4pOrgC14R60pNWD6w6EN+d/07yApC5CaQtBSq5ZJfJmhBj6owR3G7JCvWOnjvw5Ykv8Xm9z61tlmxmN52NmSdnGoVnJ/jYStuxttNaaFiNZK1DVb+q+O0mP32GKf9ea3FzdMOHVPM54wBpAVGykt6VeutTFHDxcvLCxPoT9UKVpfmuzKEbf4TGAqFxgKtlFuo7XxfTGvpfuv6CHtt7YHojaQGe8hKShapZs2ahadOmeqHq5s2bGDx4MEJCQlCuXDl89913CAgIwKxZs7KqrcR/gHYV/XDolvTQ/GPrjEVVv6omQ2KbQ6oJjyFiQpWH2gMfpn4QzZquo0KAB26/NI6kKUQWB3HMMWSFQGWIlElHVkfNlMuwGsPwPO653vbcFqiUKsHcR1Lhrvzq+nRO0zn46uRXvGSx3EmZnAlfOZ9yiPoiCp5qaavk2eHzYWvKFCiD+1H3oWAUNtPAZOWCQFGvokZ556Rgi/fpqyZfYUStEVabrudVHJWOSM1I5flDWStgyTHjGlNnDDI0GWhdojVYsEhKSzIZVdXatuV3zo+w0WEWR+/LSRzqewi/3fwtW8w5DRG6x2oHNaK+iIKCUQhq+OY0m4Pn8c8xoLKw9UdZ77K4+dlNwX15HclCVWhoKObOzbRF37p1K+rUqYOffvoJABAYGIiZM2eSUJWDyI3hKRuU9Mb18BhExklL2qtUKAXzY8ihZ4WeuPTiEhoENpB1nFj0NMD8yliPGoXRvrI/Bm64LLhfpWRQvsD/HU1Z4VC2BB9bPu857d1RKVX6yHM5BcOoggAwo8kMDKs5jLdQwROqZGpspCS4vjz0MhZfWCyYjDmnIOTLCQAH+hzA9BPTMaXhFNEQ61lFTnvGpWBvgapL2S4o4FzAKIS+jrYl2+Lww8Oi2sGs5P0X75GUblqQyUoclY6SIhLbEqnpTyzh6+ZfY9qJaVjbUTgIjC1pW7It2pY0na4gqxAbB0w9R/mc8xklgSa0SBaqoqOjUbBgpg35qVOn0LZt5kNQq1YtRERE2LZ1hFXY0+TEUhgGWNOvOvr8dAmT2kjLZ2MtSoUSy9ouk32cv7s/QoeFWmRvXsBNjaalxU0jbsxsgz9vvkJA8s9Qsh5gLPZ+JCyBhFjzcH2luFoWQ82vUDh2W1IzoKY+hL0h2RXUwBxTG07FuYhzRj5lJfOXtDphpqUIRXjLKiy1BshpeKg9EDkxUjSFxp5ee3DzzU1ZgWRshaujq9FiXm6cA5gju4SdqY2mYljNYXYTUrML+tbZFslTtYIFC+LJkycIDAxEamoqrl27htmzM5P4xcfHQ6WSZmNPEGIoGAbViuTDzVmt9T5IOZkqflUsOi41XWM0mBVIG4036unwShsAZ0clWAAqVrsSR+OeeQZUGYD1oesFE7TKJTeu4mc3XE2VqUiGXPJCkAFLyOecD+cGZU+SdKnRO5sXa46tH20VdfC3JR1KdcCEuhP0wQByM6YCHqgd1FaZotsaqaazuYmpjaZifL3xkscca8jrAhVA3zpbI1moatu2LaZMmYJvv/0We/bsgYuLCxo1ynQgvnHjBkqUKGGiBiK7yY0DgvL/0kNuEKisISXdOOKgs6YqiiTtFgxkQQOfeZoUbYKw0WGS84yYglbvzKNSqrC87XIkpCbA393fZNmiXkXxPO45L58JkTWMqzsOm29sRu+Kxo7xhvSq2CsbWqR9nxa3WZwt5yIyWdR6EZ7EPMHIWiPt3RSbkh0CVV6gZkBNXHl5BSFVQkTL0LfOtkgWqubNm4fu3bujSZMmcHNzwy+//AJHx8yEfevXr0fr1rZzoiYsZ13ndTgTfgY9K/S0d1Nk4euuRscqpidneQUvF2GtrlhkwEqF896KY1ZgKumgHHQBIeztw5HTkeo7EjY6DGkZabwk0ETW4O3ijSdjn9BkiUCAewAuDL5g72YQduJ0yGmEvQ8zab0hlGaGsBzJQpWPjw/OnDmD2NhYuLm5Qankmxhs374dbm7CzrhE9jKo2iAMqiaeCDWn8vfEpnBxzNvOQ6v7Vse+0JcY1kSeVndl7+x1Ys/LSE0S+3LCS9n5NghhHBQOJs2msopahWpl+zlzAiRQETkdW1gUEKZxVjmjcsHKJst0L9cdm7ttzhOmuTkB2V85T0/hFfP8+XOfqRmRPXilBSNG9Qvyp44yWc7RIW+b/AFA+0r+aF9JmjaOOy2yNB8YkcmWj7Zg6P6h2NFjh6Ty5kzaiJxPrwq9kJyejNqFatu7KWYp510Od9/dRafSnUyWI4GJyAvUKlQL37f/PsuSIBPSYBhGMI8hYRl5Wy1A5Ag803vALb0tlDCdMVuVx/2o5JL34jbZl08qfoKeFXrKyr1C5G4YhkFI1RB7N0MSxwccx867OzGginDuFx01/Wvi5NOT2dMogshCRtQaYe8mEIRNIaGKyBbMCVT/VfrUKYLfL4Xbuxn/GUigInIq/u7+GFXbtDYfAGY1nQV3tTu6lu2a9Y0iCIIgJENCFUHYkVmdKqBjZX+U8/NAx5Vn8SImyd5NIggiB+Pq6Iqvmnxl72YQBEEQBpBQRdidHjUKY0Qz20Rty204OihQvwRFmCMIgiAIgsjNkFBFWE3RAi54GpVo0bHbPq2LOsUL2LhFBEEQBEEQBJF9kIMBYTXrQmqhRVlf7B5RX/axpQqSr5UYDUtqNVjebmo7t4QgCIIgCIIwBWmqCKsp4eOGdSGW5YNRUnhgUfw8nXBleku4qek1JQiCIAiCyMnkGk3V/PnzUb9+fbi4uMDLy0uwTHh4ODp16gRXV1d4e3tjzJgxSE1Nzd6GErKgYGyZCMmX3m5qOKmUxjsIgiAIgiCIHEOuWQJPTU1Fjx49UK9ePaxbt85of0ZGBjp06AAfHx+cPXsWUVFRCA4OBsuyWLlypR1aTEiBNFWZsJSYiiAIgiAIIleSa4Sq2bNnAwA2btwouP/IkSO4c+cOIiIiEBAQAABYvHgxQkJCMH/+fHh4eGRXUwkADgoG6RrzUoKChCqCIAiCIAgil5NnjK8uXLiAihUr6gUqAGjTpg1SUlJw9epV0eNSUlIQFxfH+09YD8MAPu7mAywo8swTSBAEQRAEQfxXyTNT2sjISBQsWJC3LV++fHB0dERkZKTocd988w08PT31/wMDA7O6qf8ZfuhX3WwZ0lRlUqqgm72bQBAEQRAEQViAXYWqWbNmgWEYk/+vXLkiuT5GYILOsqzgdh1Tp05FbGys/n9ERIRF10IYI2b9VzMon/5v8qnKZOFHldGjRmHsHdnA3k0hCIIgCIIgZGBXn6pRo0bhk08+MVmmaNGikury8/PDpUuXeNuio6ORlpZmpMHiolaroVZTHiBboVIySMtgUdbPA2oHYZmdG82OZKpMfD2c8F2PKvZuBkEQBEEQBCETuwpV3t7e8Pb2tkld9erVw/z58/Hq1Sv4+/sD0AavUKvVqFGjhk3OQZhn/+iGWHfmCca2LIVCXs74pFYgtl7ma/+KFHABHmr/NqVFJAiCIAiCIIjcQK7xqQoPD0doaCjCw8ORkZGB0NBQhIaG4sOHDwCA1q1bo3z58ujfvz+uX7+O48ePY+LEiRg6dChF/stGyvp54LseVVA4nwsYhsGCjyrz9o9pXhIdKvnbqXUEQRAEQRAEYXtyjVD11VdfoVq1apg5cyY+fPiAatWqoVq1anqfK6VSiYMHD8LJyQkNGjRAz5490bVrVyxatMjOLSe4TGhdxt5NIAiCIAiCIAibkmvyVG3cuFE0R5WOIkWK4MCBA9nTIMJiKMktQRAEQRAEkZfINZoqIu/gpKLHjiAIgiAIgsg75BpNFZF3qBGUD12rBqCYN+VlIgiCIAiCIHI/JFQR2Q7DMFj2STV7N4MgCIIgCIIgbALZYREEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEIVQRAEQRAEQRCEFZBQRRAEQRAEQRAEYQUkVBEEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEIVQRAEQRAEQRCEFZBQRRAEQRAEQRAEYQUkVBEEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEIVQRAEQRAEQRCEFZBQRRAEQRAEQRAEYQUkVBFZjqNS+5gVLeBi55YQBEEQBEEQhO0hoYrIcvaMbIAOlfyxYWBtezeFIAiCIAiCIGyOg70bQOR9ygd44Pu+1e3dDIIgCIIgCILIEkhTRRAEQRAEQRAEYQUkVBEEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEIVQRAEQRAEQRCEFZBQRRAEQRAEQRAEYQUkVBEEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEIVQRAEQRAEQRCEFZBQRRAEQRAEQRAEYQUkVBEEQRAEQRAEQVgBCVUEQRAEQRAEQRBW4GDvBuQ0WJYFAMTFxdm5JQRBEARBEARB2BOdTKCTEcQgocqA+Ph4AEBgYKCdW0IQBEEQBEEQRE4gPj4enp6eovsZ1pzY9R9Do9Hg5cuXcHd3B8Mwdm1LXFwcAgMDERERAQ8PD7u25b8I9b/9oXtgX6j/7Q/dA/tD98C+UP/bn//6PWBZFvHx8QgICIBCIe45RZoqAxQKBQoXLmzvZvDw8PD4Tz7EOQXqf/tD98C+UP/bH7oH9ofugX2h/rc//+V7YEpDpYMCVRAEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEJVDkatVmPmzJlQq9X2bsp/Eup/+0P3wL5Q/9sfugf2h+6BfaH+tz90D6RBgSoIgiAIgiAIgiCsgDRVBEEQBEEQBEEQVkBCFUEQBEEQBEEQhBWQUEUQBEEQBEEQBGEFJFQRBEEQBEEQBEFYAQlVOZTVq1ejWLFicHJyQo0aNXDmzBl7NylPMGvWLDAMw/vv5+en38+yLGbNmoWAgAA4OzujadOmuH37Nq+OlJQUjB49Gt7e3nB1dUXnzp3x/Pnz7L6UXMPp06fRqVMnBAQEgGEY7Nmzh7ffVn0eHR2N/v37w9PTE56enujfvz9iYmKy+OpyPub6PyQkxOidqFu3Lq8M9b/lfPPNN6hVqxbc3d3h6+uLrl274v79+7wy9A5kLVLuAb0HWceaNWtQuXJlfeLYevXq4dChQ/r99PxnPebuAT3/toGEqhzItm3bMG7cOHz55Ze4fv06GjVqhHbt2iE8PNzeTcsTVKhQAa9evdL/v3nzpn7fwoULsWTJEqxatQqXL1+Gn58fWrVqhfj4eH2ZcePGYffu3di6dSvOnj2LDx8+oGPHjsjIyLDH5eR4EhISUKVKFaxatUpwv636vE+fPggNDcXhw4dx+PBhhIaGon///ll+fTkdc/0PAG3btuW9E3/++SdvP/W/5Zw6dQojR47ExYsXcfToUaSnp6N169ZISEjQl6F3IGuRcg8Aeg+yisKFC2PBggW4cuUKrly5gubNm6NLly56wYme/6zH3D0A6Pm3CSyR46hduzY7fPhw3rayZcuyU6ZMsVOL8g4zZ85kq1SpIrhPo9Gwfn5+7IIFC/TbkpOTWU9PT/aHH35gWZZlY2JiWJVKxW7dulVf5sWLF6xCoWAPHz6cpW3PCwBgd+/erf9tqz6/c+cOC4C9ePGivsyFCxdYAOy9e/ey+KpyD4b9z7IsGxwczHbp0kX0GOp/2/LmzRsWAHvq1CmWZekdsAeG94Bl6T3IbvLly8f+/PPP9PzbEd09YFl6/m0FaapyGKmpqbh69Spat27N2966dWucP3/eTq3KW4SFhSEgIADFihXDJ598gsePHwMAnjx5gsjISF7fq9VqNGnSRN/3V69eRVpaGq9MQEAAKlasSPfHAmzV5xcuXICnpyfq1KmjL1O3bl14enrSfZHAyZMn4evri9KlS2Po0KF48+aNfh/1v22JjY0FAOTPnx8AvQP2wPAe6KD3IOvJyMjA1q1bkZCQgHr16tHzbwcM74EOev6tx8HeDSD4vHv3DhkZGShYsCBve8GCBREZGWmnVuUd6tSpg19//RWlS5fG69evMW/ePNSvXx+3b9/W969Q3z979gwAEBkZCUdHR+TLl8+oDN0f+diqzyMjI+Hr62tUv6+vL90XM7Rr1w49evRAUFAQnjx5ghkzZqB58+a4evUq1Go19b8NYVkWEyZMQMOGDVGxYkUA9A5kN0L3AKD3IKu5efMm6tWrh+TkZLi5uWH37t0oX768frJNz3/WI3YPAHr+bQUJVTkUhmF4v1mWNdpGyKddu3b6vytVqoR69eqhRIkS+OWXX/ROmZb0Pd0f67BFnwuVp/tinl69eun/rlixImrWrImgoCAcPHgQ3bt3Fz2O+l8+o0aNwo0bN3D27FmjffQOZA9i94Deg6ylTJkyCA0NRUxMDHbu3Ing4GCcOnVKv5+e/6xH7B6UL1+enn8bQeZ/OQxvb28olUojqf7NmzdGKzmE9bi6uqJSpUoICwvTRwE01fd+fn5ITU1FdHS0aBlCOrbqcz8/P7x+/dqo/rdv39J9kYm/vz+CgoIQFhYGgPrfVowePRr79u3D33//jcKFC+u30zuQfYjdAyHoPbAtjo6OKFmyJGrWrIlvvvkGVapUwfLly+n5z0bE7oEQ9PxbBglVOQxHR0fUqFEDR48e5W0/evQo6tevb6dW5V1SUlJw9+5d+Pv7o1ixYvDz8+P1fWpqKk6dOqXv+xo1akClUvHKvHr1Crdu3aL7YwG26vN69eohNjYW//zzj77MpUuXEBsbS/dFJlFRVeo4PAAACd9JREFUUYiIiIC/vz8A6n9rYVkWo0aNwq5du3DixAkUK1aMt5/egazH3D0Qgt6DrIVlWaSkpNDzb0d090AIev4tJPtiYhBS2bp1K6tSqdh169axd+7cYceNG8e6urqyT58+tXfTcj2ff/45e/LkSfbx48fsxYsX2Y4dO7Lu7u76vl2wYAHr6enJ7tq1i7158ybbu3dv1t/fn42Li9PXMXz4cLZw4cLssWPH2GvXrrHNmzdnq1Spwqanp9vrsnI08fHx7PXr19nr16+zANglS5aw169fZ589e8ayrO36vG3btmzlypXZCxcusBcuXGArVarEduzYMduvN6dhqv/j4+PZzz//nD1//jz75MkT9u+//2br1avHFipUiPrfRnz22Wesp6cne/LkSfbVq1f6/4mJifoy9A5kLebuAb0HWcvUqVPZ06dPs0+ePGFv3LjBTps2jVUoFOyRI0dYlqXnPzswdQ/o+bcdJFTlUL7//ns2KCiIdXR0ZKtXr84L/UpYTq9evVh/f39WpVKxAQEBbPfu3dnbt2/r92s0GnbmzJmsn58fq1ar2caNG7M3b97k1ZGUlMSOGjWKzZ8/P+vs7Mx27NiRDQ8Pz+5LyTX8/fffLACj/8HBwSzL2q7Po6Ki2L59+7Lu7u6su7s727dvXzY6OjqbrjLnYqr/ExMT2datW7M+Pj6sSqViixQpwgYHBxv1LfW/5Qj1PQB2w4YN+jL0DmQt5u4BvQdZy6BBg/TzGR8fH7ZFixZ6gYpl6fnPDkzdA3r+bQfDsiybfXoxgiAIgiAIgiCIvAX5VBEEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEIVQRAEQRAEQRCEFZBQRRAEQRAEQRAEYQUkVBEEQRAEQRAEQVgBCVUEQRAEQRAEQRBWQEIVQRAEQRAEQRCEFZBQRRAEQRAEQRAEYQUkVBEEQRA5klmzZqFq1ap2O/+MGTPw6aefmizTtGlTjBs3LnsaBKBWrVrYtWtXtp2PIAiCkAYJVQRBEES2wzCMyf8hISGYOHEijh8/bpf2vX79GsuXL8e0adPscn4xZsyYgSlTpkCj0di7KQRBEAQHEqoIgiCIbOfVq1f6/8uWLYOHhwdv2/Lly+Hm5oYCBQrYpX3r1q1DvXr1ULRoUbucX4wOHTogNjYWf/31l72bQhAEQXAgoYogCILIdvz8/PT/PT09wTCM0TZD87+QkBB07doVX3/9NQoWLAgvLy/Mnj0b6enpmDRpEvLnz4/ChQtj/fr1vHO9ePECvXr1Qr58+VCgQAF06dIFT58+Ndm+rVu3onPnzrxtCQkJGDBgANzc3ODv74/FixcbHbd582bUrFkT7u7u8PPzQ58+ffDmzRsAAMuyKFmyJBYtWsQ75tatW1AoFHj06BEArdljkSJFoFarERAQgDFjxujLKpVKtG/fHlu2bDHbxwRBEET2QUIVQRAEkWs4ceIEXr58idOnT2PJkiWYNWsWOnbsiHz58uHSpUsYPnw4hg8fjoiICABAYmIimjVrBjc3N5w+fRpnz56Fm5sb2rZti9TUVMFzREdH49atW6hZsyZv+6RJk/D3339j9+7dOHLkCE6ePImrV6/yyqSmpmLu3Ln4999/sWfPHjx58gQhISEAtCaPgwYNwoYNG3jHrF+/Ho0aNUKJEiWwY8cOLF26FD/++CPCwsKwZ88eVKpUiVe+du3aOHPmjDXdSBAEQdgaliAIgiDsyIYNG1hPT0+j7TNnzmSrVKmi/x0cHMwGBQWxGRkZ+m1lypRhGzVqpP+dnp7Ourq6slu2bGFZlmXXrVvHlilThtVoNPoyKSkprLOzM/vXX38Jtuf69essADY8PFy/LT4+nnV0dGS3bt2q3xYVFcU6OzuzY8eOFb22f/75hwXAxsfHsyzLsi9fvmSVSiV76dIllmVZNjU1lfXx8WE3btzIsizLLl68mC1dujSbmpoqWufevXtZhULB6weCIAjCvpCmiiAIgsg1VKhQAQpF5qerYMGCPE2OUqlEgQIF9CZ3V69excOHD+Hu7g43Nze4ubkhf/78SE5O1pvbGZKUlAQAcHJy0m979OgRUlNTUa9ePf22/Pnzo0yZMrxjr1+/ji5duiAoKAju7u5o2rQpACA8PBwA4O/vjw4dOuhNFA8cOIDk5GT06NEDANCjRw8kJSWhePHiGDp0KHbv3o309HTeOZydnaHRaJCSkiK94wiCIIgshYQqgiAIItegUql4vxmGEdymi46n0WhQo0YNhIaG8v4/ePAAffr0ETyHt7c3AK0ZoA6WZc22LSEhAa1bt4abmxs2b96My5cvY/fu3QDAMzUcMmQItm7diqSkJGzYsAG9evWCi4sLACAwMBD379/H999/D2dnZ4wYMQKNGzdGWlqa/vj379/DxcUFzs7OZttEEARBZA8kVBEEQRB5lurVqyMsLAy+vr4oWbIk77+np6fgMSVKlICHhwfu3Lmj31ayZEmoVCpcvHhRvy06OhoPHjzQ/7537x7evXuHBQsWoFGjRihbtqxeY8alffv2cHV1xZo1a3Do0CEMGjSIt9/Z2RmdO3fGihUrcPLkSVy4cAE3b97U77916xaqV69ucZ8QBEEQtoeEKoIgCCLP0rdvX3h7e6NLly44c+YMnjx5glOnTmHs2LF4/vy54DEKhQItW7bE2bNn9dvc3NwwePBgTJo0CcePH8etW7cQEhLCM0UsUqQIHB0dsXLlSjx+/Bj79u3D3LlzjepXKpUICQnB1KlTUbJkSZ5J4caNG7Fu3TrcunULjx8/xqZNm+Ds7IygoCB9mTNnzqB169a26B6CIAjCRpBQRRAEQeRZXFxccPr0aRQpUgTdu3dHuXLlMGjQICQlJcHDw0P0uE8//RRbt27lJdn97rvv0LhxY3Tu3BktW7ZEw4YNUaNGDf1+Hx8fbNy4Edu3b0f58uWxYMECo/DpOgYPHozU1FQjLZWXlxd++uknNGjQAJUrV8bx48exf/9+fb6uFy9e4Pz58xg4cKA13UIQBEHYGIaVYihOEARBEP8hWJZF3bp1MW7cOPTu3dvm9Z87dw5NmzbF8+fPUbBgQcnHTZo0CbGxsVi7dq3N20QQBEFYDmmqCIIgCMIAhmGwdu1ao8h71pKSkoKHDx9ixowZ6NmzpyyBCgB8fX0FTQoJgiAI+0KaKoIgCILIJjZu3IjBgwejatWq2LdvHwoVKmTvJhEEQRA2gIQqgiAIgiAIgiAIKyDzP4IgCIIgCIIgCCsgoYogCIIgCIIgCMIKSKgiCIIgCIIgCIKwAhKqCIIgCIIgCIIgrICEKoIgCIIgCIIgCCsgoYogCIIgCIIgCMIKSKgiCIIgCIIgCIKwAhKqCIIgCIIgCIIgrOB/6agHrjNrHEAAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -92,21 +84,22 @@
     "import pandas as pd\n",
     "\n",
     "# Example: Sea surface temperature time series (synthetic data for simplicity)\n",
-    "# Generate a synthetic SST time series with a trend, seasonal cycle, and noise\n",
+    "# Generate a synthetic climate time series with a trend, seasonal cycle, and noise\n",
     "np.random.seed(42)\n",
+    "\n",
     "time = np.arange(0, 365 * 10, 1)  # 10 years of daily data\n",
     "trend = 0.01 * time  # Long-term warming trend\n",
     "seasonal = 10 * np.sin(2 * np.pi * time / 365)  # Seasonal cycle\n",
     "noise = np.random.normal(0, 0.5, len(time))  # Random noise\n",
     "\n",
-    "sst = trend + seasonal + noise\n",
+    "clima = trend + seasonal + 5*noise\n",
     "\n",
     "# Plot the raw data\n",
     "plt.figure(figsize=(10, 4))\n",
-    "plt.plot(time, sst, label='Raw SST')\n",
+    "plt.plot(time, clima, label='Raw Data')\n",
     "plt.xlabel('Time (days)')\n",
-    "plt.ylabel('Sea Surface Temperature (°C)')\n",
-    "plt.title('Raw Sea Surface Temperature Data')\n",
+    "plt.ylabel('Time Series (°C)')\n",
+    "plt.title('Climate Time Series Data')\n",
     "plt.legend()\n",
     "plt.show()\n",
     "\n",
@@ -121,15 +114,15 @@
     "cutoff = 1 / 365  # Cutoff frequency (1 cycle per year, isolating long-term trend)\n",
     "fs = 1  # Sampling frequency (1 sample per day)\n",
     "b, a = butter_lowpass(cutoff, fs)\n",
-    "sst_lowpass = filtfilt(b, a, sst)\n",
+    "clima_lowpass = filtfilt(b, a, clima)\n",
     "\n",
     "# Plot the filtered data (long-term trend)\n",
     "plt.figure(figsize=(10, 4))\n",
-    "plt.plot(time, sst, label='Raw SST')\n",
-    "plt.plot(time, sst_lowpass, label='Low-pass Filtered (Long-term Trend)', color='red')\n",
+    "plt.plot(time, clima, label='Raw Clima')\n",
+    "plt.plot(time, clima_lowpass, label='Low-pass Filtered (Long-term Trend)', color='red')\n",
     "plt.xlabel('Time (days)')\n",
-    "plt.ylabel('Sea Surface Temperature (°C)')\n",
-    "plt.title('Low-pass Filtered Sea Surface Temperature (Long-term Trend)')\n",
+    "plt.ylabel('Clima (°C)')\n",
+    "plt.title('Low-pass Filtered Climate Data (Long-term Trend)')\n",
     "plt.legend()\n",
     "plt.show()\n",
     "\n",
@@ -143,15 +136,15 @@
     "# Apply high-pass filter\n",
     "cutoff = 1 / 30  # Cutoff frequency (1 cycle per month, isolating short-term variations)\n",
     "b, a = butter_highpass(cutoff, fs)\n",
-    "sst_highpass = filtfilt(b, a, sst)\n",
+    "clima_highpass = filtfilt(b, a, clima)\n",
     "\n",
     "# Plot the filtered data (short-term fluctuations)\n",
     "plt.figure(figsize=(10, 4))\n",
-    "plt.plot(time, sst, label='Raw SST')\n",
-    "plt.plot(time, sst_highpass, label='High-pass Filtered (Short-term Fluctuations)', color='green')\n",
+    "plt.plot(time, clima, label='Raw SST')\n",
+    "plt.plot(time, clima_highpass, label='High-pass Filtered (Short-term Fluctuations)', color='green')\n",
     "plt.xlabel('Time (days)')\n",
-    "plt.ylabel('Sea Surface Temperature (°C)')\n",
-    "plt.title('High-pass Filtered Sea Surface Temperature (Short-term Fluctuations)')\n",
+    "plt.ylabel('Climate Data (°C)')\n",
+    "plt.title('High-pass Filtered Climate Data (Short-term Fluctuations)')\n",
     "plt.legend()\n",
     "plt.show()"
    ]
@@ -160,7 +153,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Advantages of Filtering SST Data:\n",
+    "#### Advantages of Filtering CLimate Data:\n",
     "- **Long-Term Climate Analysis**: A low-pass filter isolates long-term trends, such as global warming, making it easier to quantify the rate of temperature increase.\n",
     "- **Seasonal and Short-Term Variability**: High-pass filters isolate short-term changes, which are crucial for studying seasonal cycles or local events like storms and oceanic oscillations.\n",
     "- **Data Smoothing**: Filters help smooth noisy data, making it easier to identify underlying patterns, which is important for both analysis and visualization.\n",
@@ -178,7 +171,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: obspy in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (1.4.0)\n",
+      "Requirement already satisfied: numpy>=1.20 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (1.26.0)\n",
+      "Requirement already satisfied: scipy>=1.7 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (1.11.3)\n",
+      "Requirement already satisfied: matplotlib>=3.3 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (3.8.0)\n",
+      "Requirement already satisfied: lxml in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (4.9.3)\n",
+      "Requirement already satisfied: setuptools in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (68.2.2)\n",
+      "Requirement already satisfied: sqlalchemy in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (1.4.49)\n",
+      "Requirement already satisfied: decorator in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (5.1.1)\n",
+      "Requirement already satisfied: requests in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from obspy) (2.31.0)\n",
+      "Requirement already satisfied: contourpy>=1.0.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (1.3.0)\n",
+      "Requirement already satisfied: cycler>=0.10 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (0.12.0)\n",
+      "Requirement already satisfied: fonttools>=4.22.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (4.43.1)\n",
+      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (1.4.5)\n",
+      "Requirement already satisfied: packaging>=20.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (23.2)\n",
+      "Requirement already satisfied: pillow>=6.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (10.0.1)\n",
+      "Requirement already satisfied: pyparsing>=2.3.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (3.1.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.7 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (2.8.2)\n",
+      "Requirement already satisfied: importlib-resources>=3.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.3->obspy) (6.1.0)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from requests->obspy) (3.3.0)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from requests->obspy) (3.4)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from requests->obspy) (1.26.20)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from requests->obspy) (2023.7.22)\n",
+      "Requirement already satisfied: zipp>=3.1.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib>=3.3->obspy) (3.17.0)\n",
+      "Requirement already satisfied: six>=1.5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib>=3.3->obspy) (1.16.0)\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install obspy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -208,7 +244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -217,7 +253,7 @@
        "UW.RATT..HHZ | 2021-07-29T04:15:00.000000Z - 2021-07-29T06:14:59.990000Z | 100.0 Hz, 720000 samples"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -244,28 +280,27 @@
     "    endtime=Tstart, attach_response=True)\n",
     "# basic pre-processing: merge all data if there is gaps, detrend, taper,\n",
     "#  remove the seismic instrumental response to go from the digitizer units to ground motion (velocity) units.\n",
-    "\n",
     "N.merge(); N.detrend(type='linear');N[0].taper(max_percentage=0.05)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Text(0, 0.5, 'Velocity (m/s)')"
+       "Text(0, 0.5, 'Counts')"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -275,7 +310,28 @@
     }
    ],
    "source": [
-    "plt.plot(Z[0].data);plt.plot(N[0].data);plt.grid(True);plt.ylabel('Velocity (m/s)')"
+    "plt.plot(Z[0].data);plt.grid(True);plt.ylabel('Counts')\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(N[0].data);"
    ]
   },
   {
@@ -289,7 +345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -309,12 +365,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
-    "\n",
-    "sos = signal.butter(2,[1./150.,1.], 'bp', fs=fs, output='sos')\n",
+    "sos = signal.butter(2,[1,10], 'bp', fs=fs, output='sos')\n",
     "zf = signal.sosfilt(sos, z)\n",
     "nf = signal.sosfilt(sos, n)\n",
     "t=np.arange(0.,7200.,1./fs)"
@@ -322,7 +377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -331,15 +386,15 @@
        "Text(0.5, 0, 'Time in seconds')"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 1100x800 with 2 Axes>"
+       "<Figure size 1000x600 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -347,13 +402,14 @@
     }
    ],
    "source": [
-    "\n",
-    "fig,ax=plt.subplots(2,1,figsize=(11,8),sharex=True)\n",
-    "ax[0].plot(t,z[:-1]);ax[0].plot(t,n);ax[0].grid(True)\n",
-    "ax[0].set_title('Raw data');ax[0].legend(['Earthquake','noise'])\n",
-    "ax[1].plot(t,zf[:-1]);ax[1].plot(t,nf);ax[1].grid(True)\n",
-    "ax[1].set_title('filtered data');ax[1].legend(['Earthquake','noise'])\n",
-    "ax[1].set_xlabel('Time in seconds')"
+    "fig,axis = plt.subplots(2,1,figsize=(10,6))\n",
+    "axis[0].plot(t,zf[:-1]);\n",
+    "axis[1].plot(t,nf);\n",
+    "axis[0].set_xlim([0,1000])\n",
+    "axis[1].set_xlim([0,1000])\n",
+    "axis[0].grid(True);axis[1].grid(True)\n",
+    "plt.title('filtered data');plt.legend(['Earthquake','noise'])\n",
+    "plt.xlabel('Time in seconds')"
    ]
   },
   {
@@ -365,7 +421,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -374,7 +430,7 @@
        "(700.0, 1000.0)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     },