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/2.12_dimensionality_reduction.ipynb b/book/Chapter2-DataManipulation/2.12_dimensionality_reduction.ipynb
index c4d549d..2613684 100644
--- a/book/Chapter2-DataManipulation/2.12_dimensionality_reduction.ipynb
+++ b/book/Chapter2-DataManipulation/2.12_dimensionality_reduction.ipynb
@@ -885,7 +885,32 @@
    "source": [
     "## 4. Independent Component Analysis\n",
     "\n",
-    "ICA is used to estimate sources given noisy measurements. It is frequently used in Geodesy to isolate contributions from earthquakes and hydrology. "
+    "\n",
+    "**What is ICA and How Does It Differ from PCA?**\n",
+    "Independent Component Analysis (ICA) is a computational method for separating a multivariate signal into additive, independent non-Gaussian components. It is a type of blind source separation technique.\n",
+    "\n",
+    "### Key Differences Between ICA and PCA:\n",
+    "\n",
+    "PCA: Finds orthogonal axes (principal components) that maximize the variance in the data.\n",
+    "ICA: Seeks statistically independent components, not necessarily orthogonal, by minimizing mutual information.\n",
+    "Assumptions:\n",
+    "\n",
+    "PCA: Assumes that the data is linearly correlated and relies on second-order statistics (covariance).\n",
+    "ICA: Assumes that the underlying components are statistically independent and non-Gaussian.\n",
+    "Results:\n",
+    "\n",
+    "PCA: Components are uncorrelated but may not be independent.\n",
+    "ICA: Components are both uncorrelated and independent, capturing more complex underlying structures.\n",
+    "\n",
+    "ICA is used to estimate sources given noisy measurements. It is frequently used in Geodesy to isolate contributions from earthquakes and hydrology. \n",
+    "\n",
+    "### Advantages of ICA in Geosciences:\n",
+    "\n",
+    "* **Blind Source Separation**: ICA can separate mixed signals into their original sources without prior knowledge, which is useful when the underlying processes are unknown.\n",
+    "\n",
+    "* **Non-Gaussian Signals**: Many geophysical processes generate non-Gaussian data (e.g., precipitation events, seismic signals), where ICA can be more effective than PCA.\n",
+    "\n",
+    "* **Independent Components**: Identifying independent factors can help in understanding and modeling complex geoscientific phenomena that are driven by multiple independent sources."
    ]
   },
   {
@@ -998,6 +1023,114 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "1adc52d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x400 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.decomposition import FastICA\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "\n",
+    "# # Step 1: Define the spatial grid\n",
+    "# lat_points = 50\n",
+    "# lon_points = 50\n",
+    "# latitudes = np.linspace(-90, 90, lat_points)\n",
+    "# longitudes = np.linspace(-180, 180, lon_points)\n",
+    "# lon_grid, lat_grid = np.meshgrid(longitudes, latitudes)\n",
+    "\n",
+    "# # Step 2: Generate the latitudinal temperature gradient\n",
+    "# latitudinal_gradient = np.cos(np.radians(lat_grid))\n",
+    "# latitudinal_gradient = latitudinal_gradient / np.max(latitudinal_gradient)\n",
+    "\n",
+    "# # Step 3: Generate the seasonal cycle\n",
+    "# time_steps = 360  # 30 years of monthly data\n",
+    "# months = np.arange(time_steps) % 12\n",
+    "# seasonal_cycle = np.sin(2 * np.pi * months / 12)\n",
+    "\n",
+    "# # Step 4: Introduce a climate trend\n",
+    "# trend = np.linspace(0, 0.5, time_steps)\n",
+    "\n",
+    "# # Step 5: Combine patterns\n",
+    "# data = np.zeros((time_steps, lat_points, lon_points))\n",
+    "# for t in range(time_steps):\n",
+    "#     data[t] = latitudinal_gradient * seasonal_cycle[t] + trend[t]\n",
+    "\n",
+    "# # Step 6: Add random noise\n",
+    "# noise_level = 0.2\n",
+    "# random_noise = noise_level * np.random.randn(time_steps, lat_points, lon_points)\n",
+    "# data += random_noise\n",
+    "\n",
+    "# # Step 7: Reshape data for ICA\n",
+    "# data_reshaped = data.reshape(time_steps, lat_points * lon_points)\n",
+    "\n",
+    "# Step 8: Center and whiten the data\n",
+    "scaler = StandardScaler()\n",
+    "data_whitened = scaler.fit_transform(data_reshaped)\n",
+    "\n",
+    "# Step 9: Apply ICA\n",
+    "n_components = 3\n",
+    "ica = FastICA(n_components=n_components, random_state=0, max_iter=1000)\n",
+    "S_ = ica.fit_transform(data_whitened)  # Reconstructed signals\n",
+    "A_ = ica.mixing_  # Estimated mixing matrix\n",
+    "\n",
+    "# Step 10: Reshape independent components for plotting\n",
+    "ICs = A_.T.reshape(n_components, lat_points, lon_points)\n",
+    "\n",
+    "# Step 11: Plot the independent components\n",
+    "for i in range(n_components):\n",
+    "    plt.figure(figsize=(8, 4))\n",
+    "    plt.subplot(1, 2, 1)\n",
+    "    plt.imshow(ICs[i], extent=[-180, 180, -90, 90], cmap='coolwarm')\n",
+    "    plt.title(f'Independent Component {i+1} - Spatial Pattern')\n",
+    "    plt.xlabel('Longitude')\n",
+    "    plt.ylabel('Latitude')\n",
+    "    plt.colorbar(label='Amplitude')\n",
+    "\n",
+    "    plt.subplot(1, 2, 2)\n",
+    "    plt.plot(S_[:, i])\n",
+    "    plt.title(f'Independent Component {i+1} - Time Series')\n",
+    "    plt.xlabel('Time (Months)')\n",
+    "    plt.ylabel('Amplitude')\n",
+    "\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "ee662218-0920-4a44-9bcf-64af0bf6675f",
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
+}