From 74122d6aaff29e6500a4767f1f82047faf1d5dde Mon Sep 17 00:00:00 2001 From: geo-smart Date: Wed, 25 Sep 2024 05:01:21 +0000 Subject: [PATCH] update student version with curriculum book changes --- .vscode/settings.json | 4 +- CONTRIBUTING.md | 4 + README.md | 35 +- STUDENT_README.md | 10 + .../1.2_jupyter_environment.md | 4 +- .../1.6_data_gallery.md | 35 +- .../2.10_dimensionality_reduction.ipynb | 111 +- .../2.3_pandas_rendered.ipynb | 349827 ++++++++------- .../3.7_hyperparameter_tuning.ipynb | 9 +- .../Chapter3-MachineLearning/3.9_autoML.ipynb | 7 +- book/Chapter3-MachineLearning/temps (1).csv | 349 + book/Chapter3-MachineLearning/temps (10).csv | 349 + book/Chapter3-MachineLearning/temps (11).csv | 349 + book/Chapter3-MachineLearning/temps (12).csv | 349 + book/Chapter3-MachineLearning/temps (13).csv | 349 + book/Chapter3-MachineLearning/temps (14).csv | 349 + book/Chapter3-MachineLearning/temps (15).csv | 349 + book/Chapter3-MachineLearning/temps (16).csv | 349 + book/Chapter3-MachineLearning/temps (17).csv | 349 + book/Chapter3-MachineLearning/temps (2).csv | 349 + book/Chapter3-MachineLearning/temps (3).csv | 349 + book/Chapter3-MachineLearning/temps (4).csv | 349 + book/Chapter3-MachineLearning/temps (5).csv | 349 + book/Chapter3-MachineLearning/temps (6).csv | 349 + book/Chapter3-MachineLearning/temps (7).csv | 349 + book/Chapter3-MachineLearning/temps (8).csv | 349 + book/Chapter3-MachineLearning/temps (9).csv | 349 + .../mlgeo_4.0_perceptrons.ipynb | 186 +- book/_config.yml | 2 +- book/_toc.yml | 1 - book/about_this_book/acknowledgements.md | 2 + 31 files changed, 181111 insertions(+), 175059 deletions(-) create mode 100644 STUDENT_README.md create mode 100644 book/Chapter3-MachineLearning/temps (1).csv create mode 100644 book/Chapter3-MachineLearning/temps (10).csv create mode 100644 book/Chapter3-MachineLearning/temps (11).csv create mode 100644 book/Chapter3-MachineLearning/temps (12).csv create mode 100644 book/Chapter3-MachineLearning/temps (13).csv create mode 100644 book/Chapter3-MachineLearning/temps (14).csv create mode 100644 book/Chapter3-MachineLearning/temps (15).csv create mode 100644 book/Chapter3-MachineLearning/temps (16).csv create mode 100644 book/Chapter3-MachineLearning/temps (17).csv create mode 100644 book/Chapter3-MachineLearning/temps (2).csv create mode 100644 book/Chapter3-MachineLearning/temps (3).csv create mode 100644 book/Chapter3-MachineLearning/temps (4).csv create mode 100644 book/Chapter3-MachineLearning/temps (5).csv create mode 100644 book/Chapter3-MachineLearning/temps (6).csv create mode 100644 book/Chapter3-MachineLearning/temps (7).csv create mode 100644 book/Chapter3-MachineLearning/temps (8).csv create mode 100644 book/Chapter3-MachineLearning/temps (9).csv diff --git a/.vscode/settings.json b/.vscode/settings.json index 416734f..e0643cb 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -1,3 +1,3 @@ { - "julia.environmentPath": "/Users/marinedenolle/Dropbox/CLASSES/ESS490/curriculum-book" -} \ No newline at end of file + "python.pythonPath": "/Users/marinedenolle/opt/miniconda3/envs/curriculum_book/bin/python" +} diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index d764b81..3e5aa5c 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -30,6 +30,10 @@ To build our website, we need specific Python packages which are managed with th ``` 1. Create and activate the "geosmart" conda environment. + ```sh + conda env create --file conda/environment.yml + mamba activate curriculum_book + ``` __NOTE__: If you're running linux or Windows use `conda/conda-linux-64.lock.yml` ```sh diff --git a/README.md b/README.md index 400c0ac..079cd9f 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,35 @@ # 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. + +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/Chapter1-GettingStarted/1.2_jupyter_environment.md b/book/Chapter1-GettingStarted/1.2_jupyter_environment.md index c60ea64..2ccaf50 100644 --- a/book/Chapter1-GettingStarted/1.2_jupyter_environment.md +++ b/book/Chapter1-GettingStarted/1.2_jupyter_environment.md @@ -29,13 +29,13 @@ Used for: * Text on RStudio files ### Basic Markdown commands -*** + Headings
\# Heading level 1
\#\# Heading level 2
\#\#\# Heading level 3
-*** + Paragraphs: Leave a blank line diff --git a/book/Chapter1-GettingStarted/1.6_data_gallery.md b/book/Chapter1-GettingStarted/1.6_data_gallery.md index 403d303..64a2054 100644 --- a/book/Chapter1-GettingStarted/1.6_data_gallery.md +++ b/book/Chapter1-GettingStarted/1.6_data_gallery.md @@ -4,10 +4,35 @@ This course provides various tracks for students in geosciences. The data sets c The tracks are: geophysical sciences (seismology and geodetic tracks), cryospheric sciences, atmospheric sciences, ocean sciences, hydrology, and forestry. -To download the data, we provide a series of notebooks. +We provide a series of small, curated data set for the course. These data set are open-access data, with their own licenses. -The data comes in various forms: -- seasonal or semi-periodic -- extreme events -- transient waves +To download similar data, we made a MLGEO-dataset (https://github.com/UW-MLGEO/MLGeo-dataset). +To download specific data, +# How to Download a File from a MLGeo-dataset Repository + +To download a file from a GitHub repository, follow these steps: + +1. **Identify the File URL**: + - Navigate to the CSV file in the GitHub repository. + - Click on the file to view its contents. + - Click the "Raw" button to get the direct URL to the file. + +2. **Construct the Download URL**: + - The URL format is: + ``` + https://raw.githubusercontent.com/UW-MLGEO/MLGEO-dataset/blob/main/data/file.csv + ``` + +4. **Download the File**: + - You can use various methods to download the file, such as using a web browser, `wget`, or `curl`. + +## Using a Web Browser + +Simply paste the constructed URL into your web browser's address bar and press Enter. The file will either be displayed or downloaded automatically. + +## Using `wget` + +Open your terminal and run: +```sh +wget https://raw.githubusercontent.com/example-user/example-repo/main/data/data.csv diff --git a/book/Chapter2-DataManipulation/2.10_dimensionality_reduction.ipynb b/book/Chapter2-DataManipulation/2.10_dimensionality_reduction.ipynb index 33545ec..49373fe 100644 --- a/book/Chapter2-DataManipulation/2.10_dimensionality_reduction.ipynb +++ b/book/Chapter2-DataManipulation/2.10_dimensionality_reduction.ipynb @@ -191,7 +191,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -200,7 +200,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -233,7 +233,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -318,7 +318,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -359,23 +359,23 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "id": "e5d1d348", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -402,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "id": "0e2f63a6", "metadata": {}, "outputs": [], @@ -424,13 +424,13 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 8, "id": "419efef0", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -460,13 +460,13 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 9, "id": "24e97d50", "metadata": {}, "outputs": [ { "data": { - "image/png": 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UQC6XI5VKIZ/Pw+fz4ZVXXsEzzzwDt9tNX8/j8SAWi+n3vqenB3K5HCKRCMlkEqdPn0YsFqPeBq1Wi7KyMqTTaQQCAbzwwgt49913UV5eTj0oQ0NDdHy5XI4aO9lstmj8yWQSbW1t8Pv90Gg06O7uph4acl8FAgE1Wnbt2oX6+no4nU6EQiFq5PB4PAiFQuTzefB4PPh8PjQ2NiKZTOLVV1/FDTfcMKEXrKqqCg0NDRgcHKReFbPZDIfDQQ0ikUiEVCpFE2NTqRQSiQScTidGRkZgMpnGeBn5fP45JWaP/s7GYjH88pe/pPlKAoEA0WgUH3zwAex2O+6///5Zn6dmw8NaeB9sNht6e3tZWe9FwJwaIv/7v/+LBx54AL/+9a+xYcMG/PznP8c111yDnp4emEymuTz1vLDQhHfOdfKaixj1TLwsFRUVuOmmm7B8+XKqrJrP5/Gd73ynaPLhOA6hUIjG4Lu6umCz2cDn86dthHV2duK3v/0tTdTU6XRobm4et3ST7CITiQT1fqxYsQKHDx+G3+9HTU0NvU+7d+/Gyy+/DLPZDIlEAqlUioaGBnz5y19GaWkpVCoVRkZG8Mgjj9CFX6fTgcfjIRQKwefzQafTIRqNIpVKwev10sWW4zjk83mkUinE43FIpVLweDyEw2Hk83nI5XJUVFTggw8+oAtAIpGASCRCPB5HLpcbcx94PB74fD5yuRz9icfjGBwchFQqRSQSQTQaRS6XwxNPPIF0Og2hUIhMJkOPkUwmaRky8WKQvxPvAwCqmZJIJMBxHHK5HNLpNLxeL/UKhUIhRKNRyOVy+Hw+AGcachV+9oWk02kMDQ3B4XDQ85Dr5PF4SCaT9D3RaJTm4hADjBwzm82Cx+NBJBIhn88jnU6joqICXV1duOyyy3Dttddi7969cLvdYzyOAPD9738fJ0+eBI/HQzAYRCQSQT6fpwnKZAw8Hg9SqZQaLIFAABzHTbhYnw3kO2u1WhEIBOh3K5fLUbXbRCIBAJDJZDh16hRkMhn+7d/+bVbnqdn2sLKy3ouHOTVEfvrTn+KOO+7AbbfdBgD49a9/jddffx3PPPMMvvGNb8zlqeeFi1F4Z7Zj1DPxsuRyOWpMkQ6Q7e3tRZMPqfIgSqV8Ph/JZBKPPvooXXimcjnv3LkT3/3ud+HxeGgIIhgMYnh4uMiLZbVa8eSTT8Jut0MoFGJ4eBihUAiHDh3Cc889h5KSEnzyk5+kk2wqlYLP54PH44FYLMbWrVsRi8Wwf/9+tLW14c477wSfz8dzzz2Hjo4OJJNJ2O12lJeXo7m5mRoBZMGIRqOwWq2Ix+NQKpU0LySZTCIcDtNdfCaToYJc7e3tSCQS9KdwIR4PsggTDwe5p+FwGAKBAPl8nnoKUqkU9a4QyOdJjAAej4dsNotcLodMJlO04OdyOUQiEZq0S7wVuVwOPT092Lt3L6RSKYLBID0GGfvoayA6IcAZY2S8jp/jXTfHcUUiboXH5zgO8XgcEokEJ0+epIZnMBikuSllZWXYsmULVq5cSY1dq9UKHo9HjcdAIIBcLge9Xg+9Xo9oNEoNr1wuB7FYjFQqNa5heK4UlidHIhEEAgFEIhH4fD7q+SHVWsCZ79Lw8DBeeuklXHfdddi2bduU55iucNtse1hZWe/Fw5wZIul0GkeOHMHDDz9Mf8fn87Ft2zZ8+OGH474nlUohlUrRf4fDYQBnJrXCHdd4kL9P9bq5JBAI0J3peJOKVCpFPB5HIBBARUXFWZ/nfF/rkiVL8OCDD44btjibMWzfvh02mw0dHR2oqKig3gNSpnrdddcVLVynTp1CIpGgJa4kiTKdTuPQoUOIx+O0XbXf76dlnVu3bsWSJUsQi8Vw5MgR2Gw23HvvvUXGSGdnJx577DE4nU5UVFRAIpHQMEEikUA+n8cLL7yABx98EL/61a/wwQcf0F17LpejrbJHRkaQzWaxe/dubNmyBSKRCIcPH0YoFEJ5eTnC4TD6+/vhdDrh8/kwMjKCtrY2CIVCxONxxGIxxGIxmqdx8uRJKJVKeDweWr2yd+9eatDK5XIqviWRSGjohizW2WwWAwMDKCsrQ2NjI4aHh4sW2okgrylckMl3ebTY2mhPSOH7CWQsxHsz0Q6bGBrkPYlEArt376YhKKFQOO75Cs9DIAbNdCChntHHKDxuMpkEAPT29kIgEKC6uhrLly+Hy+XC/v370dHRgXvvvRdmsxk9PT345S9/CZvNRkueyT3w+/3UW0Q+p0gkQucLj8cDlUoFg8GAYDA46bM1nTBiPp/H888/j1OnTsHhcMDj8RQZmMTTo1Kp6D2QSCTI5XLw+Xx46aWXcNlll9Hco/HOR7wt77//Pt566y3I5XI0NjbihhtuGNfon+6zP53Pz2w2Y+nSpTh+/Diam5vHGDZ2ux2rV6+G2WyetblyIawz54PZuM6ZvJfHTTUznSVkYt+/fz8uvfRS+vuvfe1r2L17Nw4ePDjmPd/5znfw2GOPjfn9H//4R8jl8rkY5qzi8XjwP//zP1CpVOOONx6PIxKJ4G//9m9RWlo6DyNcOAwODuLgwYNwOBxIp9MQi8WwWCzYsGEDKisrkc/n0dbWhsOHD8Pn8yGdTkMgEKCiooJO6tFoFMFgEGq1GjweD/l8nuYTqFQqGl4hi+Pg4CDq6+tx00030cn197//Pfbu3YuSkhKIxWI6PpKgqFAoUFZWhlWrVuHPf/4zXSSJK5t4K0hyI9nZy2QyJBIJKgRGKi8AQC6XI5/P02oO4MyiXpi3QSB5I2KxGNlsFlKpFGVlZcjn8xgcHKTGAXmPQCAoMhBJQmYymaS77jl65Oec6RhSM3nd2aJQKGAwGGg4kBikmzZtgkAgoAu2x+OhYZjC+05CUmScxECTy+UQi8WQSCT43Oc+h8svv3xcw22qZ4fg8Xjw3HPPobu7m4Z8yGJdaFRKJBKa/0OMgHw+j9LSUtx1113Q6/Xjnq+6uhofffQRwuEwDAYDJBIJ9QKq1Wps3769aDwzHf90GBwcxM6dO2c8BsbcE4/H8cUvfhGhUGhcj1UhC6pq5uGHH8YDDzxA/x0Oh1FZWYmrr756ygvJZDLYtWsXPvnJT1I3/vmGuCiPHz+OJUuWjLHQrVYrrrrqKnzlK185p9jrQrjW2eCOO+6YcJf1m9/8Bm+++Sa8Xi9EIhEEAgEtW1Wr1dDpdAiFQjAYDFAoFMhkMvD5fBAIBLBYLNQQMJlM0Gq1AM5IngcCASxfvhw1NTWw2Ww0YdJkMo35TIi+g0wmg8fjAZ/Ph0ajQV9fH00gLTQcyA4TAE2SlEqlSKfTSKVSkMlkVDU1Ho9jYGCAnovkZoxOHiUJqmTRSiaT8Pl8yGQydDdfuMiRRY0cK5vNIhwOQy6XF4VQpgO5vnNltgyD6R6DeETmyhghniuFQgGtVkuTX48dOwaRSISSkhJqeJIkZJJ3A3zshZHL5dSgValUNF8onU7j9ddfRz6fxz/8wz+MyVF6/fXXEY/HsWLFiqKcrba2NnziE5+gSeqnT5/GqVOn4PP5qKFMjKBCQ4QICAKASCQqMlY++OADen0WiwVLlixBIpHA4OAg3n77bWi1WmzduhV9fX20mzKZ64LBIO64445x57qJnv3pUOidaWlpwZYtW/Daa6+hp6cHyWQSarUa69evx/XXXz/rCbcXy9w7FbNxnSSiMR3mzBAxGAwQCARjJLo9Hg/KysrGfQ+Jz4+GVAlMh5m8di747Gc/S8srRyd3mkwm3HzzzeNe49kw39c6mrPRJFi6dGnRv61WK/7jP/4De/fupWE64kbm8XgwmUzw+/1Ip9OQSCS0HJN0seXxeNTwIIJdAoGA7jy9Xi9Onz6N+vp6OvmSKpNCFz2paiAVHoFAACqVCn6/n5bIFnozCid2Pp9PcyNICS0xMMjfIpEIstksxGIx9YYU7lgJ5L0kH4PoXJDjjD43uc7C45Ak0JkuzrNhhJAxnU9Ge5XmgkwmA5FIBLFYTD0eZCMSDAZpQjDwsdesEGIgEiOF6L2oVCqq//LXv/4V6XSaVrDk83ns3LkTIyMjWL58OQBQr4xarUZ/fz+efPJJVFdX48iRIzh27BgNxwgEAmqgkXOSMRXmqpC8LLFYDJFIhP3799Py7Z6eHnz44Yeora1FWVkZzX0izzj5XqdSKWi1WvT09MDlck2YDzf62Z8OE5Uc33TTTVAoFOdNt2mhzb1zxblc50zeN2eGiFgsxtq1a/Huu+/STPJ8Po93330X995771yddt6ZawGihcpMNQnGM1qAM/Lldru9yG2t1WqpFyEcDqO8vBxDQ0PQaDS45JJLqAHLcRzef/99ZDIZ6klIpVLo7u6G3W6neR9PP/00jh49ivXr10On0yEYDGJkZARGoxHxeBw+nw/xeJzmLCkUCpjNZmg0GjgcjqIETPL/hRADIZPJFBkr8Xic3ptIJAIej0e9HeRYoxfQ0QaOQCAoMszItRZSGF8nIStSdrsYOF/XGQqFqBhcNBqlicKFeW5TUZiDw3EcTCYTVCoVNWTsdvu48vJerxfHjx+H0+lEJBKh37N9+/ahvLyc5lMRTwzxlJHvw2jy+TwVdSNJyX6/nxryIpEI0WgUoVAILpcLEomEGjShUKhIuK1Qt+XEiROzlpg/HWmE1tbWWTkX4/wyp6GZBx54AF/5ylewbt06rF+/Hj//+c8Ri8VoFc3FylwJEC1UZqqdMpHRsn79enR3d0Ov1+PkyZNIpVLUVUx2apFIBAaDgeZZ9PX1oampCcAZNUuDwUCVPHk8Hvbt24fh4WHkcjmIRCIsWbIE1dXVOHbsGAYGBqiapkAgwODgIHW7ZzIZJJNJWh3jdrtp0lth+eVEFP49lUqBz+cjnU5jYGAACoUCcrl8TFLlVDt5UrFSeI6JuvUSyPEXixFyPkmn0xgcHJw170s+n8fIyAh0Oh3EYjEikQj0ej26urqwf/9+eDwemvC6b98+qs5LjFjyWXs8Hni9XpSVlUEmk9GEWVL2PN54ye8LS55J+XIul6Mib8RIIcaN0+nEsWPH4Ha7IRKJqAovyZH5+c9/Do/Hg23btlHV3Jncj0LxshdffHHBSCMwZpc5NURuueUWeL1efPvb34bb7caqVavw1ltvLYpEzXPV8JiM6ZbLnQ9Ga6cAH7uLieeicIKYzGg5fvw4wuEwli5dWuRpINoTZCEmmhbZbBb9/f04ffo07bKqVqupjHZJSQndnZLS1pGREbhcLkilUhr+SSaTSCQSRcl6JMZfXV0NpVKJjo4OWK3Wad0TIlpFkkuTySQd+8jICHg8HtatW0cl3cn5LtQk0sXMbH5m+XwewWCQGtHkO9vW1oYf/ehHyOfzOHHiBILBIPUWFmqqAMVaKX6/nyZvkudgovESI5gkRgMf50gRTRWhUEiTp3O5HD12W1sb1Go1ysvLwefzEYvFMDAwgEwmg4MHD+LIkSMoLy/Hpk2b8OCDD2LZsmVT3ovRmxXyrK9YseKikUZgfMycJ6vee++9F3Uo5nxjtVrx/PPP47333sM777wDuVw+rw2eCt3FPp+vSNNDKBRCqVTSviRVVVWTCr4dPnwYHo8HTU1NMBgMcDqdNOmTSJgTxdBQKAStVotNmzYhEAjQkleZTAaDwQCpVAqhUAin00ldy8CZ3eKuXbuQzWbp7k8kElHpbeBMsqNery8ylMgucDqQcnOyKBS+j5T+njhxgu42mbdi9pitBNv5gCz4RDtGrVajra2Nyv+rVCocOXIE8Xi8KPl1dLk1+R77/X4oFIoxoTryOgLJQyK5ISS8pFAoqIFCklzJvSXvJyEk8tpQKIT+/v4ib2YqlcLg4CD+8pe/4PDhw3jiiSewffv2Ce/DeJuVgYEBeL1etLe3Q6lUwmg0Fr1nJuJl89UHjDExC6pqhjE55AEdHh6GSqVCQ0MDksnkWcnHz9bDSNQN4/E4PvroI8TjcWg0Gtokze/3w+1248SJEwAwqeBbQ0MDXC4Xent7sWLFCrS3t9OETqBYJIsohy5btowqRSaTSXR3dyMUCuFTn/oUOjo64HQ6adIpmVDJjpF4Kfh8PhQKRVGPETK+kZER2Gw2mtg6Ewrj/4XkcjkMDg5SUazFlL8x11zo9zGTySAUCsFkMoHjOAwPD0OhUMBqtSIcDmNkZGTC71UhJOwXj8fHVGEVQgwP4OPQH+lDFAgEaAI30R4ZPVaiFJtMJuH3+zEyMkIVZAsTtFUqFdLpNOx2O7773e+itrZ2XM/IROrUOp0OOp0OkUgE3d3dNDGdQPR0QqEQ2tvbJ5zT5rsPGGN8mCFygVD4gDY3N+PUqVMQCAQzjpHm83m89957eO211zA4OEg1LwofxpkYKSqVChKJBO3t7YjH4zAajUWN1TQaDdxuN/bt24eamhokEgnaxZVoCJAqokQiAbVaDYVCAbvdDo1GQyc5ssCQGDURXiLdYUmlTCwWQ29vL95//30MDAzQpm7E4BhPZIfsMMk5SEXDyZMnqf7GXEBE2kii4FwoazIuPAQCAaqqqnDgwAHqXRsZGaH5S9NhIgXa0RAVWhLqzGazRdU+hV6X0ZBkVeCMV6Wurg49PT1U1r8waVUgEFA9m6GhIfzud7/DD3/4wzHzykTq1BqNBkajEXa7HV6vl3pEydi6uroAADt27EAqlRrXwFgofcAYY2GGyAXCbMjHW61W7NixA2+88QYSiQTNq6iqqqIP43XXXYe2trZp7xhIC/M9e/bAbDaP0U6JRCK0VXd7eztOnjyJgwcP0n4lRICLCH/x+XzU19dDKpVCIBDQODWPx4NEIqFhFJFIhHA4DLfbDa1WS/vN+P1+BINBalwIhULqzZhotzx6h0m6uhYaQHPFRD1fGIsX0tKeCKURleFCPZmpIN/b6YSqiEy/RCKBUCik2iaTQaq3SBkzyQshxyLHIBuASCRCPS0CgWDCuWqi/jE8Hg9NTU0YGRmB1+uF3++nc0NXVxccDgcsFguMRiMUCgWi0Sj27t2L48eP484778TWrVsXVB8wRjHMELlAONcGT6RPyt69ewEANTU1tF17JBLB+vXrcfr0aXzve9+DxWKBVqul0tNHjx6dcMfA5/OxZcsWvPjiiwiFQgBA3bVESKu1tRU2mw3//d//jcHBQaqfUFi2SlrXWywWGraoq6uDzWaDVquFXq+neRpDQ0Pg8/lUWEmn06Gnpwderxd2u51qgJyNiBfhfCWPMiOEMZpMJoNTp04B+Dgkcjbf5cIy8qm+yySMM957J3o98YgYjUYEg0H09fVBqVTSvCgirMfj8WgLA6JnEgqF0N3dPcbrOln/GKPRiNbWVrS1tVHPJ/GmWiwWbNy4ETwej/af8nq9CAQCOHnyJK666iqcPHkS9fX1LNl1AcIMkQuEwgd0PGNksgZPJKxjt9vB5/Oh1+vphGA0GumDm0wmMTg4CD6fj1OnTtGEU71ej0gkMuGOYeXKlVi+fDl8Ph+i0ShtYmY2m9HU1ASRSISBgQGa9EkmqMJwBIk/k3wM8vtwOIyGhgaqUgmcMXSIa9bn8+GDDz5APB5HPB5HNBql+hrEMGIwLjSGh4dpkrVGo6F5UTMxjkdLy58NROtmvDJxHo8HuVyOsrIySCQSeL1eqqdSKM5H8kTI79PpNDo7O/Gv//qv0Ol0RV7XxsZGNDQ0YP/+/aiqqoJUKqXXT5oQfvazn8Xf/u3fIhaLIRQKYceOHTQk7PV6cfDgQZqrRjR7Dhw4AJfLhfLy8nFVulmn3vmFGSIXCIWdKxsbG4v+NlXnShLWMRgMVDujEIlEgv7+fprU6fF4UFpaShNO3W43hEIhDhw4AJvNRl2tZCdTVVWFDRs24OjRo6ioqKBuXo1GAwA4dOgQQqEQbVgnFosRi8XGTQBNJpMYGRlBWVkZvF4vEokEHA4H+Hw+9XQUlvJ6PJ4i8bDRctoMxoUIyc8oTNY+m4Tps30ORjdQHA8SwgyHwxCJRLT/jlwuRzgcplVAJK+LGCYkf2RkZATr16+Hx+PB+++/j66uLnz+85+Hz+fDqVOn0NbWBpVKRcPH8XgcBoMBN910E+rq6gCc6cZNKnw4jkN3d3dRrlo+n0csFkN1dTUGBwfR3t4Ok8k0xivCOvXOL8wQuUDg8/n4zGc+g8HBQVitVmQyGSoh7nA4YDAYcOONN44b3yRhndLSUrpoSyQSxGIx+Hw+qgxJFnKz2QyxWExDJkajER6PB1arFT/72c9ohUrhTuaGG25AZ2cnrFYrLBYLdDodwuEwNSKAM16dWCwGoVA4YQIoaTYnEomgVquRSCQQCoVofJzP50OpVILjOAQCgaLJubC/CoNxMUBKYtPp9FmHGc/l3FNBKsCkUikVYSP6JyS8yXEcLb8nYoAKhQInT56E1+uFTCaDQCBAR0cHdu/ejebmZlx66aWw2+1wu904deoUhoaGcN111+HOO+8sCg8Xeorz+Tx8Ph/1oACgzTLFYjFKSkrQ399PReMIU23kGHMPM0QWMKOrVxobG3HfffdRHZGTJ09CLpdPKR9PHlbSj8XlckEul1OdDlLKSuK+AwMDiEQiKC8vh0KhoPkcbrcb7e3tWL16NbLZLEKhEPbu3YsTJ07AbDYjGo3C5XLh1KlTUCgUqKurw8aNG6HX69HR0UF3RsFgcFJjgRgZUqmU6hQolUqquUHKhQvj1xNJVzMYFzpkV79QSaVStJSXGBk8Hg+BQICGYklIhoRsSDVQNpul/XWCwSD8fj+cTieWLl2KT3ziE3TTY7fbYTQax3iDCz3Fer2eytQDZ+YRr9cLADhy5Ajt1v3SSy9h/fr1aGpqQjwen3Ijx5h7mCGyQJms3v1rX/saSktLsW7dumkpq44O64RCIdjtdtrMirQIJ1UmABAMBpHP52EymSAUCuHxeGjTuba2Nipals1mMTw8DIPBgO3bt6O1tRUulwuDg4NQqVS4/vrrIZFI8OSTT1IPxmTlsIUxadLcjrhxyTWOZ3AwVVIGY34g+R+5XI4KqInFYloSnMlkirR5OI6jVTUksd3j8VAl4kQige7ubmzZsoWW6MpkMtozqjCZtNBTPDAwQPsqkXyRcDgMtVoNHo+HdDoNPp+PYDCIXbt2oa2tDS0tLdi4cSNuvPFGNDY2wmazMaGzeYAZIguQqerd7777bpSWlqK1tXVaHQ4LH1av14uqqio4HA7qeeA4jsqhk/yLbDaLYDCIUChEdzBSqRTHjx+n7e0lEgmGh4dpa3qv1wuO4yAWi9Hc3IyhoSH85je/oRUvw8PD0+rTQuLaRHKdXAPzeDAYC49CzRKO4xCLxWhTRxKiIaX6oyFifqS5nlgshlqths/nK9IKmSyZlDQafeGFF+ByueB0Oun71Go1dDodHA4HYrEYSkpKUFlZiaGhIeq9Wbt2LXp7e/HMM8/A7XZPqEMyWywkZdeFMhZmiCwwJlIWLKx3f/XVV6fVr6GQwq7AH374IYRCIW28ZjQaYTKZYLfbadgkHo9T74RGo0EkEkEul4Pb7YZKpcLw8DDi8TjNK0mn03jttddokivpS3HgwAHU1NSgubmZiphNRqGRMlrbg8FgLDzIM0ty1iYKk5IQcCEk3JpKpSAUCiGTyaBUKhEIBJBKpYr0gbLZ7ITyBc3NzXjkkUewceNGPP300xgeHqa5cIODg4hGo1QmP5fLoaysDIFAAB999BGOHTtGPa8WiwWtra2Qy+VzInRW6OlOJBLI5XKorKzEpz/9aVx55ZXn1QiYzOu+ZMmS8zYOgBkiC47pCJd1d3fDZDLN+NikK/D+/fvxox/9CEKhED09PVQu2WAwIJVK0TAIUTYlXTiBj+PBhR4KMsFEo1GIRCJUV1dTLQRS6TI0NFQk/VxokDBvB4NxcTCZ/s5kgoIEUpIrFAoRi8Wwd+9eDA8P0yTU//iP/8Btt9027kaMz+dj27ZtqKiowPe//30cPXqUqrwS4yibzcLn80EoFCISiUCr1SKZTEKtVsNsNmNkZAQfffQRNmzYMOtCZ4WebrlcDp/PB7fbjcOHD+PNN9/Epz71Kdx1113nRd11Ol738wkLgC0wpiNcRrrFng18Ph+bNm3CpZdeSnchJOlToVDAYDDQLPdoNEo7XxJRIuDMziefz9OmVmSCISEcj8dDvR/5fB7hcBiBQIDKrYtEIpSUlNAkWGaEMBgMk8kEgUBAJQI6Ojpw6tQpOJ1OWib83//937jlllvwX//1X8hms+jr68Nbb72FN954A3v27MGJEyewf/9+tLe3j0nEz+fzdANE8tWIPpFcLodUKoXRaEQ8Hkd3dzcAFAmdnQuFnm6j0YjOzk54PB5otVqa8/Luu+/iySefnHaX79kYS0tLC9RqdVG7EJ/Ph1dfffW8zsvMI7LAmExZEPi43l0mk83ouKNjgTfccAPsdjvsdjt8Ph/KysqQyWQQi8UgFoshEAiQTqdRUlKC+vp6uFwuhMPhIk9GJpMpCp8Q3YNAIEC1PIhXRyqVUq2PVCoFPp9Pq2gAlmzKYCx2wuEw3WiFw2HEYjHaFVsgECAYDCKXyyEQCOCrX/0qfvGLXyCVSiEUCtFQslqtphomGo0GwWCwaMOTzWaRSCSo1Hw4HAZwZn4CQI9BclSUSuWsCJ0RT7fFYkFbW9uYvlw6nQ7xeBx2u33Opebn0ut+tjBDZIFRWOFSmCMCfFzvvnLlShiNRuTz+WlleU8UC9y+fTukUineeOMN2Gw22l47EAggk8lAo9GgoqICqVQKiURiTGO48SBeEJIlTySY+Xw+bXs/ejJguh8MBiMSiVBvbCaTgUwmQzwep8KKHMfR/49Go2hvb4dMJqOaRxzHwe12I5/PQyaT0feQOZRsmhKJBHg8HmQyGd3YFc6bRA+FGEREy+hcPATkeCQ0VKh1UnhOvV4/51Lz0/G6Dw4OnrXX/WxghsgCo7DCpaurCxaLhcbvSL379ddfjz179uDHP/4x7RA7UZb3eLHAwoZQ//AP/4BPfepTeP311zE4OIhkMkm7cVZUVAA404QrmUxCKBSOSTYl7cYJRI2RPOjk37FYjOaXEHcpeRCZEiqDwQBA5xnSDFIqlVIjgyjMFvbOyWaz4DgOer2e9sshcwvZEInFYtrAMpPJUGHEaDQKPp+P8vJyhMNhSCQSmnifzWbR1taGoaEhqNVq7NixA3v27MH27dvP6rqIp5sUA4yudkyn0xAKhdBoNBgeHp5Tqfm58rqfC4vSEJmPkqWZnLOwwqW7uxtDQ0OQSqVUuCyTyWDnzp1QKBSorq6esJ31eBU44zWE+uxnP4s777wTCoUCR44coeV30WiUKq6S+v7R3T8LDQhSnkeuSyaTIRwO0/gsMVAKy/0maqrFYDAWH7lcjnYBjkajNI+tMB9tdDUd8dQSA4TjOCSTSahUKnAcB7lcDpFIhEgkQsM8IpEI+XweQqGQaih5vV5aEZhIJBCLxaDT6bBp0yZaRWOz2bBixYoZXxfxdO/duxcCgYBW9AAfq0mbzWbahXwupeZn4nU/Xyw6Q2SykqW5ylY+m3OSCpfRxgsA/OAHP0A4HMa6deuoAJlKpUJ5eTmsViueffZZPP7443A4HEWxwIkaQu3btw8OhwP33Xcf1q5di+rqavB4PJw8eRJut5t2yVWpVGPyQgohWgFEPj6ZTFLjhHhBWGIqg8GYCLI5kcvlAD4u7wU+buFQOIeQTQ0JHxMPSTqdRiwWA8dxVKuEdBTW6XQwmUwYHByESCSixopQKITD4UA0GoVUKkVDQwOam5vpgtzS0oKOjg4cPHgQd9xxx4yui3i6x8vLI13KGxsbMTQ0NOdS89P1uvf398/ZGEazqAyRqUqWZrNefDbOyefzx8QJbTZbUcktAOrl8Pl8SCQSOHXqFDiOw5YtW2gscLKGUFVVVfD5fHjxxRdxyy23QKvV4tSpU1i+fDm8Xi+USiUAwO/3TxlCIe5R0ilTJBJBoVBQVyuDwWBMBPFukGR2Etodr+FfYRdvksNRaKSQMDNpIEhCMgAQj8dhsVigVCoRCoXg8XiwZs0atLa2ore3F3V1dbBYLEXeAh6Ph4qKCrS3t8Nut2Pp0qUTXgfJ3+vt7QUANDQ0oLGxEffffz/Ny+vv7y9q6uf1es+b1PxUXvclS5YwQ2QumI5Q2GxnK090zvG8F8SzMRUk0Yi49UZ7OYhr8cSJE3C5XEilUpM2hCKuQLlcjueffx5HjhxBPB5HX18fTp8+jUQigWQyiWg0ilAoNOX4+Hw+jetms1mqIzLTFuYMBmPxQYwJEtKdDOJtJfICoytAgI+7CANn5iaZTEbzUJYtW4by8nIkEgm4XC7cddddKC0txb/8y79AIBAgFAqNSSpVKBRIp9MIh8MTFgpYrVbs2LEDu3fvRiAQAHCmKubyyy/HXXfdhZ/+9KfYvn07Xn31VTgcDggEAnAcN2XPsNlmIq87n88/7yHzRWOITKdkabazlcc750Tei9tvv31aX0CSaBQOh8f1ciSTSchkMiqxThpGGQyGMQ2hSFwylUrhyJEj8Hq9qK2txbp161BaWop9+/bB5/MV5XRMB4lEgrq6OgwNDcHn8zEjhMFgzIjpVNIRA2QyETUCj8eDSqVCXV0dMpkM3G43Dh06BJ1OB47jIJVKMTQ0hHfffRdWqxUnT56ETCaDXq+noQuJREITXp977jn4fL4xoXYAeOyxx3Do0CEIBAKUlZUBAEZGRvDaa6/B7Xbj0UcfxbZt23DllVfOu7z6eF73+WDRGCLTKVmaqF78bJNbR59zMu/FU089Na3QUFVVFRobG/Hmm28iGAwWeTkKjQutVgs+n4++vj5IJBIMDAwgmUzS5nXZbBZarRZGoxHvvPMO7VJptVoRCoXQ2NiIyspKBINBKrNc2LRqMjiOg8vloq7R8aptGAwG41yZTs4Zmbei0SjVJ8lms+Dz+VAoFAiFQohGo/i3f/s3WCwWmM1m2oOro6MDJ06cQElJCeRyOeLxOLLZLGw2G2pqaopC7Xa7HRKJBB0dHZBIJDCZTEU6Sl6vF52dnXjxxRfx8MMPz4kRsFB6x8yURWOITLdkaXS28rkktxaeU6VSTeq9cDqd0woN8fl83HDDDdi3bx/tV0DinKFQCAqFAo2NjeDxeNSKv/TSS/HHP/4RTqeTdqCUSCQQCAQ4evQofD4f+Hw+tFotpFIpbDYbbQpVVVVFy8kKdx7EFTp6N6JQKCASieD1emlclnlDGAzGbELmn8LGeoWMbkEhFouRyWTgcDggk8moAeH3+6HT6SAQCDA0NIRsNouVK1diz549GBwcLKrC4fF4VKzRZDJBrVbT5Fm9Xo/u7m4MDw+D4zhotdox+SVqtRqhUAhHjhyZE52Q+SjEmC0WjSEynZKl0dnK55rcWnjO8vLyKb0X0w0NNTc3Y/v27ejr60N3dzd6enqQy+UgEokgEonQ09MD4EyyltfrxYsvvgiXywWdTkeFxDiOw8DAABUek8vlyGazcDqdyOfzSCQS4DgODQ0NEAgENIeFuEzHc4cS0bLC+C6TcWcwGLMNmX+IJMDoOaZwbiJJqoWaRySh3mw2o76+HidOnIDRaITf74dIJIJSqaQlw9lsFrFYDKWlpQDObFp7e3vB5/PR09MDn89HRRq9Xi9KSkrGLX0lOiherxdHjhwBgFnzWMxHIcZssmgMkemULBVmK89GcmvhOa1WKxKJBFQqFVXsk8vlaGpqot6LmUgJV1ZWYvPmzXjvvffgcrlQWVkJpVJJ3Ybd3d008SuZTEIsFlMDx+v1UmEd0tAul8shlUpRTwkABINB2Gw2KBQKarwQWfaJumuSUE5hXsl47b8ZDAbjXCicg0bn/Y02RIhmCI/Hg9lsRiKRQFlZGa666ip4vV5ks1mUlJRgZGSE5u/V1dUBAC2xraurQ2dnJxQKBRwOBzVANBoN3YC5XC6MjIxAp9NBq9UWjSkUCsHn8yEajeKZZ57BK6+8Misei/koxJhtFuao5ghSsrR69Wr4/X709vbC7/djzZo1YyzGmSS3TuecK1euRDabpWI5ZrMZGzZsoJbzRKGhicjn89i5cydKS0thsVioamkmk0EkEkEgEEA2m4VcLqduyqGhISpKVphlns1maZiIPKwymQwikYgK+8hkMggEgkk75RI3ZeEkQP6fGSMMBmMuGK0tQiCeEOI1EYlEEAgEiMfj0Ol0WL16NQ1Tk26/ZP7LZrMQi8WQSqUQiUSQy+VQqVRUAC0YDCIajcJoNEIikdBqQRKuId3GCdFoFHa7Hel0GpWVlVi9ejUMBgOOHTuGp5566pwa3c3WWjWfLBqPCGGykqVCziW5dbxzPvHEEwCAEydOoLm5uSiGOFFoaDK8Xi96enqwbNkypFIpqpbqdruRSqWg1+uLkkQlEgkSiQTsdjt9wFKpFO39wufzEYlEoFAowOfzaZ8B8uCWlZWBz+dPq4R3NIXN7xgMBuN8QMLJfD6fGhhyuRxyuRzr16+nm0CNRgO9Xo/e3l40NDTQuTOTyUAsFtMQusViQX9/P1wuF+3FVTiHh8Nh1NbWIhAIwOl0wm6308Zx/f39yGQyqKqqwurVqyEUCmfNYzGba9V8segMEWB6JUtnm9w6EUKhELfffjueeuopOJ1OmrE9UWhoKoi+h0KhgFqthsFgwODgIPbu3UvVAskDQzreEnEgYtmTh430YwDOxE4TiQTS6TTdUWQyGXg8HtpcqlAYqLBGfzJPSeF1CYXCaamsskRXBoMxGYVJ80KhkCqrEg+ISCSCTCYDj8dDa2srPv/5z+Pw4cPwer2QSCR0DhaJRDTEwuPxoNPp4HA4IBQKoVAo0NTUBD6fj8bGRrS1tSGfz1OZeKIrIpfLsXbtWuRyObz77rsQCATweDxUR2np0qXYtGlTUf7IbEhHzPZaNR8sSkNkOpxNcutUTKVmN5M4oUwmK/ry8Xg8xONxmvtBRMxIZ8lcLkcbPhEhM4FAQMV0JBIJUqkUUqlUUaktMTSIMBl5yMkxSQLYREZFYWUN+X+SmzIZkxk2DAaDAYxNmif5bvl8nhoAAGA2m9Hc3IxNmzZh06ZNY+bgrVu3orW1FW1tbeju7qYN8AQCAVpaWlBSUoJQKES1lqLRKCKRCA3nmM1mNDU1wWg0IhQKYePGjbjjjjsQj8fR39+P1157DWvWrBlXuPJcPRZzsVadb5ghMgEzTW6dLtMNDU2F0Wik1nlLSwt8Ph86Oztprkg+n6eJp+l0mnpDOI5DIpGgBgbJLwkEArRD5UQUKh2S3cB0hIQISqWSysqPTiYDihPMmBHCYCxOznYTQjwZMpkMkUgEFosFtbW1KC8vh0gkgsPhoHpN3/jGN2C32xEKheg8rNFocPXVV+PQoUNwu90YHBzE6dOn4XQ60dPTA5lMhtWrV+Pyyy9HMBjEgQMHUFVVBalUWlQNSRb+LVu2gM/nw2az4cMPP0Q8Hp8Tj8VcrVXnE2aITMJsejAKma6QzWTiNERPxOl0orOzEy6XC9FoFLlcjvZlyGQy48qrJxIJyGQy1NfXY+3atcjn8/jTn/6EeDxOq2KmMjBIK25S/jvR60nfCIlEApVKhWAwWPR3ksTK+tAwGAwSUiFddicySEjYJZvN0jAy6aqrUqmQy+XwiU98AiUlJfQ9arWa5mN8/etfRywWwx/+8AdaYSgQCJBMJpHNZuH1ehGLxSCXy1FWVoaWlhZcf/31uOyyy/DWW29h69atcLlc8Pl8sFgsyOVyEy7858NjMVdr1fmCGSJTcK4ejLNVurNarXjxxRdx5MgRRKNRKJVKrF27FjfddBOWLFlCx3bffffhmWeewcGDBxEOh+nCX9gaGwDNAyGx1A0bNmDt2rXg8XgYGRmh4RYSciEUljOPvi5SRTMdI6KwlXchzABhMBgEErpVKpVQKpUIh8OQSCR0biOdckmXXrIZEolEEIvFCAaDCAaDWLJkyZjy2cJ8jGeffRZPP/003G437dsVDofpMbVaLbRaLRKJBIaHhyEQCPDCCy/Q5NOZLPxz7bEga0w2m8UXvvAFAKAimkxZ9SLibKV4z1bpzmq14rHHHkNHR0eROmlHRwc++OAD3H///dQwaG5uxhe/+EW8+uqrEIlEUKvVsNvtVIq40FtRUVGBcDiMaDQKt9uNbDaLeDwOq9UKiURCy3dJHxvi7Sg0QsRiMRVPk0gkiEajU96HfD5PvTWkHTdLQmUwGONBOnfHYjEoFAqoVCoqMGa325FKpajHBDjjVVWr1RAKhXRTlUql4PP5xgiLKRQKdHV14ec//zlGRkZgsVggEokwMDCAeDxOjR2S1K9SqajOiNfrxauvvoply5YBmNkmda48FpOtMQuhh8x0YYbIHHG2Snf5fB47duzAoUOHIJFIoNVqadVKKBSC0+mEzWbDunXrUF9fjxUrViAWiyGTyUCr1UKlUkEulyMWi9H6dmIAKJVKcBwHmUyGQCCA48ePQ6/XY9WqVcjn8zhx4gTS6XRR++3RHgyS8CoUClFbWwufzwe32z1lFQyZXEi9PSkPZjAYjELIXMLn85FKpRAKhaBUKpFKpSASiegGiYRRiO4HmeOUSiUymQy6u7thMBiK5rBoNAqHw4FgMIjKykpIpVIkk0mkUinI5XKMjIxAJBIhHo8jlUpRbRCfz4fq6mp0d3dTrwgws03qbOUHEi50NdVCmCEyB5yL0p3NZsPu3bshEAhgMpkQj8fhdDqRyWSgVqtpf4Suri788pe/xFe/+lWoVCooFAqq3KrRaGjXWyLow+fzEQ6HodPpsHbtWjgcDtx+++1Yu3YtLBYLfvSjH2FgYABer7dICnl06ITEYhUKBbxeL0KhEIRCIX3dVElmROFQLBazRngMBmNCSKI9mT8FAgEMBgPy+TzEYjH8fj81JGQyGWQyGRX1GhwcpPMTCdFwHIfe3l7k83nI5XIqWUCMGKFQSEPa6XS6qDleJpOh3uJz2UTNVqO7i0FNtRBmiMwBM1G6G/2l7O3tRSAQoO2jfT4fMpkM5HI5FeQhOSN+vx8vv/wybrnlFtTV1aG/v5/Wx8vlcqTTafogi0QimM1mrFq1CmKxGHq9HmvXrqXnv+mmm9De3o59+/YBOPNwjmeEELflyMgIjafOlEgkMm4ZG4PBYBAymQyAMz2zEokExGIxVYbOZrN0jhKJRIhGo9DpdGhpaQFwpj3F8PAwbDYbTCYTstkswuEwlEolTCYT/H4/IpEI3XSReZoYHUSHqVCjxOfzQS6XQyaTzds9IZzLGrMQWfim0gXIdJTuksnklHXjqVQK8Xic1rQXwuPxUFFRQaWBN2zYALPZjLKyMuRyOaoTYjQaYTQa0draiquuugoGgwEOhwPNzc1FWdrNzc149NFHcfPNN6O2thZ6vZ7KvAsEAojFYpoQBnw8SZwtLEmVwWBMB7LZSafTNNeMbGRICwqhUIhly5bR+a6yshK5XA5HjhzBm2++iffffx+RSATXXHMNNBoNIpEI+vr6MDAwQD3OpCEo0UsieXMkVHT8+HHodLpxG9qdb2ZrjVkosG3pHDAdpTuJRIJQKIT29vaiWGFDQwN0Oh1GRkagUqlodQoAqgEik8loOMbtdiMWi9GsbK/Xi5qaGkQiEbS3tyMajaKkpAStra2IRCKTZmk3Nzfjpz/9KWw2G3VhulwuPPvsswiHw4jH48hkMjSLvFAKfqYU5qEwGAzGdCks8SX5IiKRiHbH9Xg8OHbsGBQKBVavXg2tVot8Po9QKIR33nkHNpsNyWQSEomEHiOXyyEej9MNUjabpfkiEomkqEWGy+Wad52ji0FNtRBmiJwDE5XmTlU33tXVBQDYsWMHTYgimc6NjY24/PLL8dprryEUChUpkaZSKXAch+rqapqYRL5sNTU1uPfee/Hb3/6W1sU3NDTQ4wcCgQmztEdfR01NDe08abPZ8Prrr8Pv90OlUmFwcJAmq55LjkehO5QZIwwGY7pkMhkoFAraJ4ts1rLZLPr6+vD2228jHo/DZDKht7cXBoMBTU1NqKiowIsvvohUKgWLxYJgMEhzQUgLDODjFhSJRAKpVArJZJJuBt955x0cOHAAhw4dwkMPPUQraM43F4OaaiHMEDlLOjs7ixZ9nU6H5uZmWpo7Ud14V1cXHA4HLBYLjEbjuJnOd911F9xuNzo6OsDj8WgtPZ/PR3l5OdasWYNAIIChoSGsW7cOVVVVsFqteOWVV+B2u5HL5ZBKpVBZWYkvfOELaGhomLCunJR/Wa1WBAIB8Pl8NDU14dZbb8WyZctQVVWFyspKHD58GDKZrEg++WzCM+SBKexyyQwRBoMxXdLpNEZGRgCAhmkSiQR27tyJbDaLRCIBo9EIvV4PPp8Pl8uFUCiE5uZm+vply5bB4XDA6XQiHA5DIBBAo9HQTuMymQzZbBahUIgqVYvFYmQyGQQCATz//PM4evQoHn/8cWzfvv2834OLQU21EGaInAU7d+7E9773PSqGI5VKaXJUYdnU6LpxIpxjsViwcePGCTOdv/71r+PRRx/FCy+8gN27d1Njp7q6GitWrIBIJMLg4CBaW1tx4403oqenh5ZxyeVyJBIJuN1u9Pb2Yv/+/fibv/kbfPrTnwZwJsnJYrHA4XDgxIkT+POf/0y9ISRG2tbWht27d+Pb3/42tm/fjk9/+tN48803EQgEaEb5uRgPQqEQBoOBxnsZDAZjJpBNEJ/Pp/lsyWSSaiCFw2GqjGowGBCLxdDb2wsAtN8W8HFSvlQqpZsi0seLdBonWkqpVApisZjO4wMDA/jud7+L2traefGMXOhqqoUwQ2SGdHZ24rvf/S6cTicsFgu1kkdGRpBKpQCAlk2NrhsPhULYsWMHjEbjlJnOzc3NeOSRR/ClL30JJ06cwN69e+F2uxEIBCAWi1FfX4977rkHjY2N+OEPf0jFew4dOoR4PA6tVguDwQC73Y4//elPeOONN1BfX09jnVKpFFarlQqb8fl82iJbLpdjYGAA//Iv/4Lq6mpceeWV+NSnPoVdu3ZheHj4nIyQwsQz5g1hMBjnQj6fh9/vR0lJCe2VRRJNASAUCiEajUKv19MKRODMPJ5MJotUWUliZzKZLAo9F85RpGu5WCxGMpnE0NAQfve73+GHP/zhvHgfZlubZL5ghsgMyOfz+O1vfwuPxwOLxQKpVAoAkEgkMBqNtHS2q6uLlk0V1o23t7cjlUrRTGeO4xAKhZBKpWhL6vG6MNbV1aG1tRXAx0lIHR0daG5upmVcFosFbW1tiMfj1NCJxWJIJpNIJpNUrCeRSCAQCEAkEiEQCFC3I+kxQ/RHxGIxTp48iXvuuQe/+tWvcNddd8Hj8cBms027H81EEPcmuQcMBoNxNpAFl+R5aDQaJBIJRKNR6vkgIRYAdO7y+/3UWEkkEtToIPkhJHGVzHMkR6SwKy+fz4dQKJz3MtnZ0iaZT5ghMgPIoi+RSGgZK4HH40GtViMcDiMQCIxbNlWY6ZxKpdDd3Q2fz4dsNguhUAilUgmDwQCVSjWldC9JeCVlXNlsFj6fr6gLpM/nQy6Xg1gshlKpxMDAAFQqFerq6tDR0YFEIkF7wGSzWUSj0SJLWiQS4eTJk3jiiSfwzW9+E1dccQXefPNNuhsgybOjEQgENHlsouxyZoAwGIxzRSKRFPWwSqVS4PP5SKfTRRss0lqCiC8Sb6xarUY6naaNQmUyGe3LFY/H6TzF5/OpjEEmk6EVf1KpFPl8/oIpk12oMENkBkQiEeTzeUgkEmQyGWpRE8RiMU34HK9simQ67969Gz6fD4lEAhqNBiKRCOl0GgMDA8hms2hra8Obb745oXTv3XffTY9JjJtgMIhsNguRSATgYw0SoVBIlVUTiQRMJlNRtUs+n6elcNlslgqnZTIZyGQyKBQKDA8P4+WXX8aqVaug0WhoOVwmk0EkEkEgEEAul6M7CLFYTBNRSVIqaVaVzWaLMtQZDMbiYLar5Eg4mYgsSiQSGlYhcxDpHwOcMTLIBkkikSCVSiEcDkMmk1HJ+EQiAaVSCb1eTzdaZP6USCQ0ZEMMHr1eD51Od8GUyS5ULqxA0jyjUqmg0+mgVqtpaW0hqVQKqVRqjFgYgc/n44YbbsDIyAg8Hg9UKhU1QsLhMMrKyqDRaPDv//7v8Hq9aGlpgUqloomk5eXltPESebiIceP3+yEQCGgMlCRhEeOCvJ4kZRELnzSPKiyn5fF4VLFQLpejsrISVqsVCoUCcrkcdrsdTqcTw8PDyGaz0Ol00Ol0EIvFEAqF0Gq1KC8vp54YHo8HiUQCpVIJrVZb5E0iLk8Gg3FxQxb12SQSiUAkEkEkElHxsWw2C5lMBrlcDoFAQA0Ti8UCjuOQy+WQyWSofohYLEZ1dTX0ej1t0JlIJLB06VKUl5cXzYeZTAbJZBK5XA5GoxEqlQpNTU3I5/Nob2+HzWabd42RCxHmEZkBVVVVaG5uxvDwMJLJJLxeL9RqNcRiMVKpFIaGhlBRUYGvfOUrEyYLKRQKmM1mKkscjUYhFAphNpvR1NSERCKB999/H1dccQV8Pt+44ZtUKkUbL5EyLrvdDrvdDp/PR9VVM5kMpFIpDAYDRkZGqNuRjE0qlSKTyVDLn/SlSafTdAdgNBpRVlaGkydP4vjx4xgZGUEkEqFuTqJxAgBarRaXXHIJli5dimPHjmFoaIgel+w6iIuUwWAwCiF9Xs7mfQKBACMjI5BKpTTPg3heRSIRSkpKaBM9AgmzJJNJBAIBlJeXI5fLoby8HHV1dRAKhSgrK0NJSQlsNhtisRgNO1dXV6O0tBQlJSXwer149NFHx5U/YEwPZojMgMLabeBMJ0eSE5JKpVBRUYFvfetbk34BI5EIJBIJrrjiCkSjUZqoSnI7iNxwOBzGiRMnEI/HafiGJHm6XC4sX76cHrO5uRn3338/pFIp3njjDfT390OlUkGv1yOXyyEWi0Gj0cBgMCAcDsNgMFCDpKKiAn19fUgmk3S3AJxxYxqNRjQ1NSEejyOZTOKZZ54Bx3E0ISyfz9PMc6FQCKPRiCeeeALNzc3Yu3cvvvKVr8Dv9yOXy1GjqzAkw+fzoVQqkU6nIRQKIZPJEA6HabyWwWBc3JDNDDB1w8zREI9HLBajHlm1Wg2pVEpDL06nEzKZDGazGS6Xi/aNKfQek9LfgYEB6PV6/OQnP0FDQwOtQrFYLHjvvffwxz/+EXa7HaFQCE1NTTCZTHC5XLBarYhGozRfr62tDXv27MG3vvWtedEYuRCZE0PEZrPhe9/7Ht577z243W6Ul5fjS1/6Er75zW+OSfK80Cis3S4UAWtubsZXvvKVKa1gktNBSmxHQzwf/f39RRUwwJnELLVaDZfLRbVFCsf105/+FNu3b8err74Kh8OBWCyG/v5+CAQCLF++HDKZDPv370dfXx9KSkogEAiQSqVgMBhongefz4dUKsXSpUuxdu1aGAwGdHZ2IhgMIhAIoLa2FrlcDj6fD5FIhIZ/SkpKUFNTA4VCQWOnKpWKysFzHEfdpjwej3pUAMBkMtEQjUAggMvlmqVPi8FgnC0kt+tcXke8FaSTLknwJB7b0cZHYefv8c5DwikSiQSNjY0AAK/Xi4qKCqxfvx5lZWXYs2cPvF5vUV8Y4g0h1S6ksIDkw/H5fGSzWVx22WXYtm3bGI/21VdfjW3btuH06dN44403cO211+L5559HV1cX/H4/3TBqtVqk02k4HA5873vfmzeNkQuNOTFEyCK5Y8cOLFmyBB0dHbjjjjsQi8Xwr//6r3NxyvPKudRuTyXNGw6HUVlZiYGBAZjN5jF/j0QisFgsGBkZgd1ux9KlS+nf+Xw+tm3bhiuvvJKOzePx4MCBA7Srb21tLcxmM6RSKVKpFDweD5RKJSorK+F0OiEQCLBy5UrqCenq6oJEIqFdfEkL7aqqKqRSKZqLQjLJSULvK6+8ArPZjFwuB5fLRVtqAxjT30EqlcJoNCKTycBoNCIYDJ5Tq20Gg3HuTGWEkFDuVK8r7NoNnPGCVFdXw2azIZPJUOMAwJhqldHHyefzEAqFqKqqoo3qBAIBNm3ahNtuuw2NjY1477338PTTT1P9kM7OTrjdbpqIms/nEYvFoFAoYDKZwOfzEYvFwHEcrr/++gnncVImS2QZuru7EY1Gx2wYpVIpKioq4Ha751Vj5EJiTgyRa6+9Ftdeey39d11dHXp6evCrX/3qojBEgLOv3Z5KmtdoNGLr1q342c9+RmvfxWIxTWiVy+VYvnw5Ojs7JywZKxxba2srtm7digMHDsDj8aC0tBTr16+H0+lEJBKhmiaxWAwejwcHDx5ET08PTp48CalUCovFAq/Xi8HBQUSjUSoVbzAY6Hvz+TzcbjetFiJlzsuWLcOSJUtgtVrR29sLt9sNjuNoHT6J28bjcTgcDshkMlx99dUoKyvDq6++OqPEtkIXL4PBmHumE0ohyfBCoZCWxZJyW7JgJxIJJJNJZDIZqNVqelxivGQyGToXCAQCKBQKXHvtteDxeLBarVi1ahUef/xx6mHdtm0bKioqqPyByWSiFTIKhQISiYR6nsl8VFZWBoPBgJUrV07r2km1YCQSoWH1QkijvPnWGLlQOG85IqFQCDqdbtLXkKoTQjgcBnBGAGuqvibk7+fanv58sGTJEtx999145ZVX0NPTg8HBQUilUqxcuRLXX389ZDIZ3n77bfh8PsRiMYTDYZo41djYSLPAZTLZlNdLetD09PRQPZK//vWvuOGGG8ZIADc1NeGyyy4r8qa8+OKL8Pl8UKlUtByO5HFUVFRALpdT0bSGhgaYzWZ0dnZST4dcLkdLSwsUCgU++OAD5HI5yOVyZDIZaoQlEgnqmbn77rvx/vvv46233hrXdTsRzAhhMOaXiUI0JHGUlPRHo1FkMhk6p/H5fNrdu7q6Gvv27aN5YiT/DDija0SS6MPhMCKRCGpra/GlL32JGiyEJUuW4MEHH6RzmVwux44dO9De3o6mpiZoNBqEw2Gk02mIRCI4nU6sWbMGZrN50jm1MK8EOCOGVmg8EYgcfC6XQyAQQEVFxbnd3PPMbKynM3nveTFETp06hV/84hdTekOeeOIJPPbYY2N+/84770Aul0/rXLt27TqrMc4Hy5cvR2lpKRKJBE0O7e/vRz6fh1arhd/vR1VVFdUHkcvlCAQCGBwcRH19Pbq7u2n/hPEYHBzEzp07aYIqeYDffPNN7Nu3D9u3b0dlZeW4783n83jxxRdx+vRpKmVPFntSaWO32+k49Xo9ampq8NZbb8Hj8cDv9+PDDz+E3+9HOBymuibAxyW7kUiEVuyQ7PU9e/bA7XZDLpcjl8tRsTbyoI832U03ls1gMOYO4l0Y/TvybJLQCnCmxUMul4PD4YBCoaDeXqI+TY5FKmlIfplYLIZAIEBnZyeamprQ2tqK/v5+9Pf3Tzm++vp6WK1WHD16lM6HqVQKPp8ParUaWq0Wb7311rSutbu7G2KxGMFgEDweryj3kYTYFQoF4vE4PvroI1rgcKFxLuspme+nA4+bwQz+jW98Az/60Y8mfY3VakVTUxP999DQEC6//HJs3boVv/nNbyZ973gekcrKSvpFmYxMJoNdu3bhk5/8JBX1upCxWq345S9/Cb/fj4qKChq+GRoagk6nw8qVK3H77bdPeK35fB4//vGPcfz4cTQ3N4/JNbFarVi9ejUeeuihceOXNpsNjz32GPR6PdRqNXw+Hw4dOoSRkRFkMhnE43Gk02maVf7II4/guuuuo+d+6KGHsHPnTppgm06n0dfXR0vq9Ho9lixZQiuEpFIpTCYTnnjiCSgUCtxyyy2IRCJ0B0QMGVKhJBKJUFNTg2g0iuHhYap0yGAwzh+jk0uJkBiBiBwSeDweRCIR6urqMDw8jHw+D4PBAKVSCYFAgFOnTiEWiwH42IghMut8Ph8lJSVoaWnBd77zHWzatGnGuRfjeYibmppw/fXXT6tJXOE609vbizvuuANOpxMVFRW0HJiIpOn1elx++eUTzrELmdlYT8kGOBQKTbl+z8gj8uCDD+LWW2+d9DV1dXX0/51OJ6644gps2rQJTz/99JTHJ3G10RDBmukwk9cuZFasWIGvfvWrNM7pdrshlUqxbt06XHfddejv75/0Wm02G06ePInq6mrq2iykqqoKvb29cLlc48Yvk8kk0uk01Go1BAIBSktLsXHjRnR3d9OeOrFYDNdccw3++Z//uSgznCSjEsjkIxKJqPcjm83Snjfl5eXUdanT6VBVVYXLL78cL774IlKpFMrLy1FSUoJoNIpQKAS5XI6lS5di/fr1+POf/wyO44rUYRkMxtxDnutCQ0QgEECpVNIuuEQmgEgDiMViyOVy+P1+2miO4zjU1NSgo6ODzh0kKZUcAzgTfiUh40wmQ0M1M2HFihVYvnz5OTeJE4lEWLVqFR599FF897vfhcfjoeuXTqeDUqlEXV0dbr755nHXtAuFc1lPZ/K+GRkiRqORlkNNxdDQEK644gqsXbsWzz777AVnES4EJqrOyeVyU7oiSU07SSgdzUQN9giFfXGINWs0GqmF6/f7EYvF8K1vfavI+ATO9OQJBAK47LLL4HA4aNdLkrBWU1ODTCaD1atXw2g0Qq1Ww2q1Ys2aNaiqqkJPTw91y0ajUfT399P22wKBABaLhUrlR6NRmgAXjUbP4i7PDgKBgMbAGYz5ZrIQ5myGMtPpdFETzHQ6jUwmQyXSg8FgkUR6fX09FAoF/H4/3YRs3LgRNpuNvrakpAShUIiGYkhpLVF/9nq9+PrXv47PfvazuOmmm2bc7n42m8Rt374dtbW1+O1vf0urRXU6HVpaWnDjjTfOeGyLlTnJERkaGsLWrVtRXV2Nf/3Xf4XX66V/Kysrm4tTXrSM99BMp0/LeIYE8HHHX7/fj2w2O6GhMlGZMWnu19vbS0uHR3tAiBHU2NiImpoa2mE4Fouhq6sL0WgU+XweCoWCZr4bDAbceOON6OnpwVNPPQWfz4dPfOITOHbsWFE3zfLycqxbtw4Oh4P+jigpzre0MgsNMRYCExkhxLgnzyrRDZrps0OeOVL9QnK4yDm0Wi3N8SJl+MRTIpfLIZFIUF5eDqfTiWw2i/vvvx9utxuPPvoobDYb1Go1lQYgP6RyRi6Xw2KxIJlMYt++fXA4HLjvvvvmdcFftmwZfvSjH52zl2UxMyeGyK5du3Dq1CmcOnUKFoul6G9ssp4++Xz+rL/c4xkSXq+XhlZGRkZgMBjwxz/+ETfffPOYB3miMmO73Y6jR4/S7pbf+c53aFdgcozRRlChcJtKpcLx48fhcrkwNDQEvV6PNWvW4MYbb0RjYyN++MMfwufzoaWlBfl8Hul0GiaTCZlMBgMDA8jlchgeHqby+j6fj+7G5oqJ9BJIQz8yiY83mc92oy8GYypI4iQxEAQCAdasWYOysjKcOHECDocDwMc9pQgTeUqkUilNKCWeTalUSs9BQihCoZBqfJBeW263mzaeSyQSsNlskMvlMBgM9Ph8Ph+bNm3ClVdeif/5n/9BMBgEn8+HRqNBLpdDOBxGLpeDQCCgOWuBQABVVVXw+Xx4+eWX0djYOK8L/2x6WRYjc2KI3HrrrVPmkjAmx2q10vyQwqSqz3zmM1iyZMmU7x9tSMhkMnR0dNA+MSaTCcuXL8eJEycwNDQ07q6iUEW2u7sbVqsVfX19kEgkuPTSS1FVVVXUFfjee++FQqFAKBRCaWkp+vv7sWzZsqLkNYPBALPZjM2bN+Pv/u7voNFoqIFls9nQ3d2NysrKIg+MVquFQCCAVCpFZ2cnYrEYhoeHYbFYqErtTJmu7giPx4NKpYJQKKQVPM3NzXA6nQiHw9BqtVRhluO4omRr8v7x3OFEJI4ZKIzZRCKRQKVSjfEiKBQKrFq1CjKZDO+88w7i8TgNdXAcR5NMSQNMuVwOs9mMuro61NTUQCqVYs+ePTSPg6iRErl04MwmQ6FQYN26dfB6vTh9+jR9HckNAc5IOQSDQZjNZpSWliIWi4HP5+Omm25Ce3s7Ld8lisyk9JfoFxUaQxaL5bxpdeTzedhsNvpTX1/PvB6zBOs1swCxWq00PFFZWUkrZsiCf/fdd0/rOMSQePHFF/H8888XyR43NTXBaDSC4zh0dXVNuKsgeSo2mw0///nPwefzsW7dOvo6tVqNlpYWHDhwAA888AAVD0qlUnC5XIhEIlRHpFC07bbbbhtj+EyW1+L1etHV1YW+vj4YjUak02kMDAzQPhGFSW7TgchEjzYcCGQS5DgOsViMNtNauXIlHn30Ufzwhz/E8ePH6d9IJVEhRLiNiDoRSCm2QqFAIBCY1ngZjOlAEsHJd1KpVKKsrAx+vx+hUAhlZWWwWCy0XL6urg4jIyOIRqP0ux6NRlFXV4fLL78cKpWKPrdLly4Fj8fD0NAQYrEY1TOSSCQ0L6S0tBRf/vKXoVKp8N3vfhc2mw16vR6RSIR6RkjyPGmqqVKpAJyZax599FH8+te/xp///GeEQiEaTtLr9SgvL4dcLofX64XZbKYek8ly3WYLsjHs6upCf38/Dh8+jJaWliJPMOPsYYbIAiOfz+Oll16i4QniGSALfldXF1599dVp9y9obm7G3/7t3+LIkSNobW2FTqcrUgLk8Xh0V2Gz2cDn88eEgshPMBhEU1PTGGPF6/ViYGAAoVAIl112GRoaGmijvGAwSL0oUqmUhmHGe3gnymvx+Xw4fPgwQqEQFAoFNm7cCIlEgtOnT6OkpARNTU0YGBjA0NAQ0un0tO5LYYO/idBoNNTlLJfLsXnzZnzzm9+kJYef/OQn8dFHHyEQCNDKHbLLJD/EU0J2nkQZMp1OQyqVQqlUzmuSLWP2IZ/9fOQskYRRtVoNuVwOk8kEoVBIRQhLS0thNBppM7iGhgaYTCb09fWhp6cH8Xicdvbes2cPSktLYTKZsGbNGlxyySX4/e9/j+XLl+PUqVPw+Xy0dwyPx8Py5cvB4/Gg0WgAnDH2a2pqMDIyUtQSgoRy3G43zGYzDeMAZ+arn/3sZ7juuuvw5JNPwuPxIBgMQqfTgc/nw+v1Qi6Xo6mpCTwej24EiDEzFxRuDMvLy5FKpaDX6+nGcKIclXMJrS82mCGywCDy6IXhCQIxGohs8XQhu5fq6mrqRi1EoVDAarXiySefxMjIyJhQUHNz84TeiuHhYaoCy3Ecjh8/Dr/fj6amJmzcuBGdnZ2oq6sbE4YZj9F5LcCZibW7uxuxWAwikQhmsxl6vR6rVq1CKpWC2+1GSUkJbrnlFhw7dgz79++fdHdUGCIh/y0sAyRN/5LJJOLxOAQCAVQqFUpKSnD77bdj2bJlsNlskEqlMBgMaGxspImzuVwOb7/9NlVVlMlkiMViNE5PhOlqa2sxODgIHo+HkpISiEQijIyMFI2RQMZImoeRfJj5TsydT6aq+iC7aHIfZ6uSiShljjZghUIhXQjJrp/s/GdL34bkI5HjFX4vyO+JB44YzslkEm63m76nra0Nq1evRlNTE7xeL0KhENLpNDweD06cOIFAIAC9Xo9NmzZBJpOhp6cHSqUSX/7yl3HllVcCAA4dOoRjx45h27ZtVKhQKBTC4/EgHo9j3bp1qKqqQmdnJ1KpFFpbW/HRRx/RnC65XI50Oo1QKAShUIjNmzePmQ/4fD6uvvpqVFZW4oUXXsALL7wAl8uFkpISmM3mIm+uw+Gg1XZzweiNYT6fh8fjoblvE3mTJwutMw/KWJh5tsCYTtltMpmcUVO4Qk/DeAwODqKvrw8nT56ki6vBYMCxY8fw1FNPwWq1jnsMr9eLvXv3wufzQSwW06Q2l8uFgwcP0tCS2+2GRqOhzaImguS1GAwGdHV1IRQKIRKJwOVy0bg12QkZjUZs2LAB1dXVcLlcaGtrg9FoxPLlyyfdHRXqEhRW++TzeUilUmi1WhqGIbs3mUyGbDZLr50YTMSYqKqqQktLC0wmE+2fk81m6WdEjkUS8C655BKsXr0aVVVVkMvlEIvFtEyRLCykKoH8jlQlaLVaKv40+t6NZrQhOx2Iu/1s3jvXkOsXiUS0XHo0ZCEm3Z/1ej3kcjldnM+FQu8W+ZHJZNBqtTCbzQBAPyfgjBezMIdiPGayQ1apVDQRtdDYEggEtIKFGKkul6uo5FWpVCIYDOLgwYPgOA5lZWWorq6G2+3GX//6VwSDQTQ0NOCyyy5DWVkZ/Z5yHIfDhw/TsZLn02q1gsfjQa/Xg8fjweFw0Mo30nOKtHjYsGEDzGYzEokE/H4/EokE9Ho9li9fPmlvl+bmZjzyyCP4yU9+gksvvRQWiwWtra20vLerq6vonHPBdDaGJEeFQDwox44dm3A+ZRTDDJEFxlRGA3FFkl4H06Fw4Ry9O8vn8zhy5AjEYjHWrVtHBcxIKIhkpRPtDnIM4qmIRqNUqEyhUECtVsNoNCIej6O7u5vuzKYbwyV5LatXr0YgEIDL5UIikYDFYsGGDRuKdGxIg8Dm5mbcfvvtuOuuu1BfX4/LL798UjEdYoDw+XyUlZXBbDbT0BFwJpmOJMuRfjqRSAR/+ctfYLVaxzWYstks0uk0+Hw+zGYzdDodjdeTPBShUIhEIoH29nbIZDKEw2GUlZVh3bp1sFgsqKmpQWlpKWQyGQQCATVQJBIJ7VZM+i4V7sonyo0hu+jxKDR6yGs1Gg0UCgVd6GeKUqmcMzFBHo+H2tpaNDU10ftBFuNCiKGg0WjoWIh3qqSk5JzGQFRCyfefGCOZTIZKFJAKK4FAQDu6Ev2cwvtdON7Caxzv8+Lz+Vi6dClWrVqFbDZLz02MnMKqsVwuV6TlQQwTnU4HvV6PUCiEXbt2IRgMQqvVIh6PIxaLFeWNFY5n9EJb+Hz6/X7a1bu+vh733HMP3e0XzjkGgwFbtmzBFVdcgU984hPYunUrzGYzNm7cOKUng3QUf+yxx7BlyxYEAgH09vbC7/djzZo1c166O92NIZnfRntQJppPF7NHczxYaGaBMZF+BwDqily5cuW0heWAyTv+9vT0IJ1O49JLLx0zqRdORA6Ho+gYKpUKw8PDkMlk8Pv9NFRRuBv0+XxwuVwzjuGSBNnTp0/jD3/4A06cOIHa2loaey4kHo9Dr9dj7dq1iEQi8Hq91A1McjdGw+Px6MSydu1aWCwWGl4iugVSqRQikQgqlQqRSAT19fVIJpPUDTu6omhoaAgSiQTV1dXIZrOorq7G7t27kUgkqGZKOp2GTCbDyMgIbDYbcrkcrrzySkilUtjtdtpIkIRziGQ0x3FUKj8YDBbpP5DrGW2MFLZWHy+UUfhaUv1AcoeSySTd/QsEgmnl3RBRuXQ6PSe9fzQaDWpra1FVVYWTJ0/S9vGFfYgIpLNzJpOBz+eDVCpFSUnJjLyIoykswyZGhVAopMYmcOY7T7QzSDiu0Fgafc/J8QrPIRKJiipNxGIxVCoVLrvsMhw7doyevzDHq9BjRgxWYqQ0NjYCONOcLRAI0HJYs9mMJUuW0LYR8Xgchw4dGmPsjyd8OFpoUSqVoqOjo8ggGG/OUSqV1HtiNBpn5MmYSNxxrnMuJspbI4zOUZmJB4WV+34MM0QWGJMZDcT9ef3110+ryVMh4y2cUqkUS5cuRT6fn3BnUjgRtba20mN8+OGHCAaD0Gg0VBOg0PVN5JsdDgeuuOKKGcdwSV3+qlWrIBQK0dbWBrVaPa5hRmLENpsNHo8HsVgM9fX1yGaztEyR7GIFAgHWrVuH5uZmHDt2DNlsFkajEddccw3effddDA0N0UmFeC0UCgWam5shFouLJpHGxkZ84QtfQG9vLwYHB9Hd3Y1QKITOzk7YbDYaB1cqlUin0xCLxbTbqMPhgFQqhUQigUajgUwmw8DAAHVdk0VJrVYjHo/DYDDQiiSy8BEtl8L8ALI7Hp1LMJrC+6jX61FRUUGbDObzeZSXl9OupWKxGHa7fdzSZOI5kclkRYnNhbv0czVMhEIhKioqwOfzaZhFJpNBJpPR5MxIJIJMJkOvixgDxHNQVVWF06dPn9W5RSIRrbAinihiMJD/ks9BJBIhm81STwnxSBDRPYFAgEwmA4lEgnw+D5FIRMtXxWIxfY1EIqH9SoRCIUZGRjA0NETDhMQAIhUo5LMmIb7m5mZs3ryZavgQL9/x48eRTqfpbj2fz9N7GQ6H0d3dXbShmCgZtFA3I5PJoKura8y9m2jOmSxhfTLmQ6tjvLw1wng5KueqaL1YYYbIAmSqB3jJkiUzNkTIcUfvKogo2XQtfnKM/fv340c/+hFMJhMkEgkOHTpEPRHECIlGozPe+YyGz+fjhhtugNPpnNAwG318kslfUlJCcwZyuRxSqRRkMhnWr18Pl8uFK664AolEgh53xYoVVI5eIBBALpejvLycuqyz2SydRAqT0YaHh9HX1wexWIy1a9fi6quvpjky6XQaQqEQarUaBoMBCoWClkqSMft8PqpFQq4ZOLOYksVFIBDQcBFJhtRoNNBoNBgeHi6SuSfG12hPAVmUiaCU1+tFNpvFsmXLcNlll9HkQ7FYDIfDAbfbjVAoBD6fD7VaTZVsCXK5HMuXL0ckEoFYLIZSqURnZ2eRgRIIBIoWZPIzmXEyWkBOJpPBZDJBqVQiFApBqVQiFoshnU5DIpHQST8cDlMjyOfzQaPRQKfTIZlMore3F6FQaEbfPWI4kntHWrqnUilIpdIihVKSQyQSiajuTSwWo0YJABoy4TgOyWSSVtYIBAIIBALU1dVRjY7W1lYEg0GcPn2aGqM6nQ4VFRVwuVwIBAJIJpPUe1LoCdHr9Vi2bFlRKEqr1SIYDNIGZCQMSTYSLpcLKpUKPp8PoVAIWq12VpJB58uTMVuM3hiazWbkcjmEQiG4XK4x889MPSiMMzBDZIEy2QOcyWTO+rijdxX5fH7KUNDoiYgoIV566aX0fRs2bEB3dzd8Ph/C4TBisRiamprwyCOPnHMMd7o7q1gshtLSUqoiq1arkUwm6U5eoVBAIpGgu7sb9fX1uPPOOwGAHjcej9PFa8mSJTRpb/Tu0OPx4IUXXoDP54PFYqF5M/l8Hp2dndiwYQPWr18Pv99PdUKIwUZKmknegs/nw6lTp5BOp1FWVoZkMolkMgng42oeUinkcrlomESn00EoFEKn0yEcDtN8CNJYjHhFCjVMOI6jXiKXy0WTFgOBABVnK/yMs9ksampqqPFVXl4OsViMkZERanTV1tYiHA7D5/Nh27ZteO6559DY2EgTCk+fPo0jR44gGo1CIBBQbw/xZIxmdMiCVDGtWbMGJSUl2LdvH+RyOTVK4vE4UqkUMpkMKisrsWLFCoTDYWzbtg0dHR1IpVJQKBQ4cuQI1YaZTohGqVSitraWhtI4joPRaIRIJILX64VWq4VGo0EgEIDX66Udoevr61FbW4uTJ09iYGCA9kshuSKFzy4R6SP3IhQKUZEu8qybzWZ8/vOfh16vx44dO6ihJRaLEQ6HEY1GaXhKKBTik5/8JKqqqjA0NERzSQjJZBLRaBRLly6lYU4ej4empiaEQiGqYBqPx8dNQD1bLnTV0cL5p6urC06nExKJZFzPznRC63NZ5XOhwgyRBcz5eICnEwoabyIa730bN26E2+3G4OAgTCYTHn744WnrnUzFdHZWKpUKJpMJpaWltNmeQqGgixrZxa5atapIUI0cNxQK4Q9/+AP6+/vR2Ng47iSyevVqHDhwgCajhUIhBAIBGAwGiMViKqO/fPly2nNjZGSE7tZJmEAkEsHlcuHDDz+kDcBIciwJK9TV1dGcjdbWVixbtgyvvvoqeDweNm/ejJ6eHoTDYYjFYiQSCZrESkJYheGK0SXLhWJtfD5/TNiFGG2f//zn8d5776G/v58qwZLJluQSEHdzaWkpysrKIBKJ4Pf70d3dDafTiXg8XiRiRbwY6XSaemXG63nC4/EgkUhQW1uL2267DXw+H4ODg7Db7UgkEjSfhujLbNmyBT6fD1deeSVtD9DS0oJ9+/bR+1laWorjx48XqYoWfqdJSMxoNEKr1dLvkMvlwsjICPXCCIVCpFIpqFQqxONxZLNZXHnllVixYgV4PB7VvWhra6NeCx6PR8OXJFSnVCpp/6dEIgGZTAaJRIJAIIC1a9fShS6fz2PPnj04duwY1q9fj56eHni93iLv11VXXYWnn34aJ0+exFNPPTXmebbb7ZDJZGPyF0gF2kStF1i5aXHe2htvvIFPfepT4yqrnu18uthhhgjjrGO5E73viiuumJMJbCrDrHA3snnz5qJQA6nyWbVqFR5//HG6MI4+rlgsHncSJ5PI+vXr8fvf/55O5iRng5RPkiRd4IycvdPpRElJCdauXQuVSkVzDXp7e6nXgZRfRiIR9Pf3U6MmGo1CqVQik8mgr68P/f39NESwd+9e6HQ6qFQqpFIpmpgrlUphNBrh8Xho+SQJBZHEUx6PR0MGoVCIelEKId6flStXorW1FYODg1AqlWME8Qpf29DQQLsi+3w+JBIJ6tVJp9PUE0FKsU0mEwQCAdxuNwAUiYCRnIklS5bgW9/6FjVo77//fkilUrzxxhtFei6VlZXwer10USWfEfHWkDErlUrqxQJAQ0gkHCSXy7Fx40Y4nU709fVBLpeD4zhkMhmkUikolUqUlpZSmfHm5ma4XC4aNiM5RWKxGBaLBfl8HkuXLsVHH30Eh8MBhUJBpdBjsRhisRiSySQNAz700ENYuXLlGEO7cIHzer1obW1FNpulDSyrqqpw//330zGN91xu2bIFDQ0N43pLJmu9wDgDmSfIz0T3ZrZzYxYDzBBhADj7WO5CigEXTtZWqxUWiwV6vZ4aEvX19bjtttuKjJDRTDWJZLPZomQ0sjsmCYgkPyadThcJR0kkEuj1ekSjUXzwwQeQSCS47LLLMDAwAKvVilQqVaSBsWbNGvT09MDpdCIUCqGjowNKpRKXX3455HI52tra4HA4IBAIUF9fj82bNyOVSuGjjz5CNBpFJpNBSUkJ1Go1+vr6aIIjAKpsSQypWCyGQCBAcwrGcyGvW7cOx44dG2OEFL62pqYGN9xwA15++WV4PB5UVFQgHo9Tb01hImssFkMmk4HBYEAul4NOp0M8Hqd5KCUlJdi8eTMeeOCBIq9ac3MzfvrTn6K1tRW/+c1v4HA44HQ64fP5sHTpUtx6660oLS2lnxGphCosK66qqqKl0CTXRKvVQq1Wo7KyEmq1GhKJBGVlZRgcHEQ0GqXfI1I6r1ar4Xa70dnZiS1btmD79u1oa2sb85258sorcccdd+B3v/sdvve970EsFsNgMFCvUCAQgNFoxMqVK5HJZKjhN53vJhHKuuyyy8YscBM9l6S79XiG9kStFxgzZyHNixcCzBBhUM42FLSQYsCzsRuZbBIhu3CSjFaY7Ed64AiFQloNYzabYTabkU6n0dvbSxdFkl+xdOlSAIDL5YJQKKRlpmKxGJs3b6bS9kRgikxk27ZtQzAYhNVqpV4eAHj44Ydx4MAByOVyaDQaer50Ok2TGUliI9EqyefzaG9vR1VVFeLx+Lgu5Om6mxUKBcxmM/XweDweGv4g+h/EKEkkEhgaGkJjYyPq6+txxx130H49DQ0NE+46e3p68NFHH6GiogItLS1UMC4UCuH111/HzTffTD+j0YYicCYsotPpcPnll8PtdsPj8eDee++lSdHkM89ms/ja174GhUIBvV6PdDqNnp4emlxMKmo++9nPYtu2bfjUpz5V9J0xm8146623wOefUQp9/fXX4fP5EI1GEY1GaZiuqakJYrEYfr9/yiTGmSxw4z2XbLd+/lhI8+JChxkijIuO2diNTDSJjJeMRpL9hoeHkc1mYbFYAABdXV2oq6ujXYkjkQiGhobwX//1X9TTwOfzsXr1aqRSKQwPD9PERb/fT2P1YrF4TDyaeA2WLVsGt9sNh8OBmpoa3H777YhEIti7dy/8fj9NQCWhGRImEYlE0Ol0NB8hEAjg+PHjE+YGTHcBi0QikEgkuOKKK+B0OrF3714olUoaDiBVIeFwmFbPxGIxeL1elJSU4BOf+MSkn0s2m8UzzzyD06dPo7m5GVqtlnpoLBYLurq6cPDgQTQ2NuL48eNobm4uMhQBUB0NrVYLl8uFa6+9FjfffPOYz7y9vR1CoRA1NTU0hGM0GhEKhagHy+PxoLS0dNzvTGFialVVFTZs2ICjR4+ioqKC5pqQpNGurq5pJzGe6wJXWHYOTG70MRjnA2aIMC5K5mo3Ml4yWklJCVpaWnD06FHa1TcQCIy7oKtUKtqDhpT3GY1GrF+/Hvv27UMkEkEikUAsFsMll1yClpYWPPfcc9PWJWhubi7Ko3C5XAA+lkcnOSnl5eXQarXwer1YtmwZ5HI5br/9dqxdu3aM0Uaad2WzWXzhC18AcCYvZKKEYalUing8DolEApFIBI1Gg5GREaRSKapTApwpy+XxeBgZGUEikYDH45kwLAGckc5+5pln8MILL9D+JgaDgSbOEsGonp4efPnLX4bD4aAhupGRETidTjrGiooKWK3WSZMHxyvFJPcROKPNIZPJplWKWfi9cTqd1KsUDofPaxIj64HCWIgwQ4TBmCETeQe++MUvYv369SgtLZ3QCzNReR9ZUMPhMBobG3H//fejpqYGdrsdL7zwwox0CUgexfbt2/Haa6/hyJEjOH78OBKJBLRaLUpLSyEUCmknU7ILX7t27RjjbbKFayqPUXl5ObLZLNxuN032JLoZarWain8RGfuDBw/iyiuvHHcxJv07Tp8+DaFQCJPJhFwuB5fLhVAoRBVBCyt4Cj8jk8lEK2lkMhmi0SjWrl2Lm266acIFeLZLMec7LFLYRbayspKG16bqIstgzDXMEGEwzoJzCf+sX78ex48fx+HDh9HQ0AClUkl3xq2trfjHf/xH1NXVATj7xZD06Ljyyiths9nw7W9/G4cOHYJEIkE8HgfHcVCr1WhoaEA8HqeekELOZuEanTAcCoWo0FcikaBlrKQjNAlPLF++HD09PeNKXxf272hubobH46GeJ6PRSEumDQZDkWFG1G/tdjtOnDiBDz74AKdPn56wj9No5qIUc76SGEf3QClsxdDS0jJhF1kG43zADBEG4yyZafin0LsQDofh8XjgcrlQWloKg8EwpnEYOce5LIZ8Ph91dXX45je/iSeffBJdXV0Ih8O098iePXtQVlaGW2+9dUw45mwXrubmZtx777346le/Cj6fT5NlRSIRhEIh0uk0UqkUOI5Dc3Mz1q5di5KSEvT29o4rfV3Yv0OlUhXlfBSWTAeDQTidziLDjCTFvvXWW/D5fKitraX37/jx43A4HNSgIiGoQgNhLrwY85HEyHqgMBYyzBBhMM4Do70L1dXViEaj6OnpgVKpxN/93d8hmUyOu7DNViXQ9u3bcezYMYyMjNBeJqWlpVAoFHj99ddRX19Pj3WuC5dCoUBpaSkqKysRi8Vw8uRJ9PX10cZscrmctognKqwTSV8X9u8oTA4m6rmkq7HVakV9fX2RYTZdgyqfz+OVV16ZMHfiQi/FZD1QGAsZZogwGHPMRIshKcnt6urCkSNHJlWhPdfFMJ/Po62tDZWVldi4ceO4VRuFHo5zXbgikQhSqRStOGloaMD//d//0TJlk8mEYDBI1Vony7cYnTRKRMtIS4FEIoFsNjtGMReYnkF14MABdHR0IJ1OTxqCupA9BawHCmMhwwwRBmOOmc5iSBIqJ+NcXPpkDFVVVeMuRKM9HOe6cI1+/+gy5UJp+a6urklDTOPlyRiNRhgMhjFaKqPF6qYyqORyOfr6+mA2m3HppZdetLkTrAcKYyFz4T5ZDMYFwnS8C8lkclrN2OZ6DMTDQRYu0tCvELJwNTc3T7hwjfd+Uqas1WppM8BMJoM1a9ZMWrFB8mQMBgO6uroQCoWQzWYRDofhdDonVcwtNIjGw+12IxaLTSsEdSEz0T0MhUJTGoKzQT6fh81mQ3t7O2w225jO0IzFDfOIMBY14yUozvZkPF3vgkwmm9Xzns0YiIdjNpJkx3u/SCSCSqVCa2srbrnlFqxcuXLarQTOJk9mKk/A4OAgVYMdj4spd2K+yoeZdgljKpghwli0nK8Jcjpu8ZUrV1Llz7ngbFzz57pwjfd+ohL70EMPYcWKFTO6hrPJk5nKoDKZTJDJZIjH44sid+J8J94y7RLGdGCGCGNRcj4nyOl4F66//nr09/fPyvnOdgzjeTjOdeEa/X6pVIqOjo6zvrdnkyczmUF1/fXX45VXXllUuRPnq3yYaZcwpgszRBiLjvmYIKfyLixZsmRODZHpjGGyHI1zWbgK35/JZNDV1TXp6+ciXDaZQcXn82dVtIxxBqZdwpguzBBhLDrma4KcbDEsbJA2lyx0TYy5DJdNZFDNt/T6xQrTLmFMF2aIMBYd8zlBLoTW4AthDOMxn/kEC91AuxBh2iWM6cKeMsaiY6qSTjZBnn9Gh8vUajVtjtfS0gKfz0cVUOcKYqC1traipqaGGSHnyLmWgDMWD+xJYyw62AS58JhJuIxxYTDf2iWMCwf2DWAsOtgEufCYqeAa48KA5N+sXr0afr8fvb298Pv9U4rYMRYXLEeEsShhCYoLC5ZPcPHC8m8YU8EMEcaihU2QCwfWC+XiZqEmSDMWBswQYSxq2AS5MDhXSXkGg3HhsqANEZJIGA6Hp3xtJpNBPB5HOByGSCSa66HNK4vlWhfLdQKL51onu86KigrcfvvteO2119Db24tUKgWJRIKWlhZs374dFRUV05oLFgrsM734WCzXOhvXSZ7V0QUB48HjpvOqecLhcKCysnK+h8FgMBgMBuMsGBwchMVimfQ1C9oQyefzcDqdUKlUY0r6RhMOh1FZWYnBwcFxk90uJhbLtS6W6wQWz7UulusEFs+1LpbrBBbPtc7GdXIch0gkgvLy8ilDqgs6NMPn86e0pEajVqsv6i9IIYvlWhfLdQKL51oXy3UCi+daF8t1AovnWs/1OjUazbRexzK/GAwGg8FgzBvMEGEwGAwGgzFvXDSGiEQiwaOPPgqJRDLfQ5lzFsu1LpbrBBbPtS6W6wQWz7UulusEFs+1nu/rXNDJqgwGg8FgMC5uLhqPCIPBYDAYjAsPZogwGAwGg8GYN5ghwmAwGAwGY95ghgiDwWAwGIx5gxkiDAaDwWAw5o2LwhD5wQ9+gE2bNkEul0Or1Y77Grvdjuuuuw5yuRwmkwkPPfQQstns+R3oHNDb24sbbrgBBoMBarUaW7ZswV//+tf5Htac8Prrr2PDhg2QyWQoKSnBjTfeON9DmlNSqRRWrVoFHo+H48ePz/dwZh2bzYa///u/R21tLWQyGerr6/Hoo48inU7P99DOmX//939HTU0NpFIpNmzYgEOHDs33kGadJ554ApdccglUKhVMJhNuvPFG9PT0zPew5pwf/vCH4PF4+Kd/+qf5HsqcMDQ0hC996UvQ6/WQyWRobW3FRx99NKfnvCgMkXQ6jc997nO4++67x/17LpfDddddh3Q6jf379+N3v/sdfvvb3+Lb3/72eR7p7LN9+3Zks1m89957OHLkCFauXInt27fD7XbP99BmlRdeeAH/7//9P9x22204ceIE9u3bhy9+8YvzPaw55Wtf+xrKy8vnexhzRnd3N/L5PHbs2IHOzk787Gc/w69//Ws88sgj8z20c+J///d/8cADD+DRRx/F0aNHsXLlSlxzzTUYHh6e76HNKrt378Y999yDAwcOYNeuXchkMrj66qsRi8Xme2hzxuHDh7Fjxw6sWLFivocyJ4yMjGDz5s0QiUR488030dXVhX/7t39DSUnJ3J6Yu4h49tlnOY1GM+b3b7zxBsfn8zm3201/96tf/YpTq9VcKpU6jyOcXbxeLweA27NnD/1dOBzmAHC7du2ax5HNLplMhquoqOB+85vfzPdQzhtvvPEG19TUxHV2dnIAuGPHjs33kM4LP/7xj7na2tr5HsY5sX79eu6ee+6h/87lclx5eTn3xBNPzOOo5p7h4WEOALd79+75HsqcEIlEuKVLl3K7du3iLr/8cu7++++f7yHNOl//+te5LVu2nPfzXhQekan48MMP0draitLSUvq7a665BuFwGJ2dnfM4snNDr9ejsbERv//97xGLxZDNZrFjxw6YTCasXbt2voc3axw9ehRDQ0Pg8/lYvXo1zGYz/uZv/gYdHR3zPbQ5wePx4I477sB///d/Qy6Xz/dwziuhUAg6nW6+h3HWpNNpHDlyBNu2baO/4/P52LZtGz788MN5HNncEwqFAOCC/vwm45577sF1111X9NlebLz66qtYt24dPve5z8FkMmH16tX4z//8zzk/76IwRNxud5ERAoD++0IOYfB4PPzf//0fjh07BpVKBalUip/+9Kd466235t6Vdh7p6+sDAHznO9/Bv/zLv2Dnzp0oKSnB1q1bEQgE5nl0swvHcbj11lvxj//4j1i3bt18D+e8curUKfziF7/AXXfdNd9DOWt8Ph9yudy4882FPNdMRT6fxz/90z9h8+bNWL58+XwPZ9b505/+hKNHj+KJJ56Y76HMKX19ffjVr36FpUuX4u2338bdd9+N++67D7/73e/m9LwL1hD5xje+AR6PN+lPd3f3fA9zTpjutXMch3vuuQcmkwkffPABDh06hBtvvBGf/vSn4XK55vsypmS615nP5wEA3/zmN3HzzTdj7dq1ePbZZ8Hj8fCXv/xlnq9iekz3Wn/xi18gEong4Ycfnu8hnzVn8+wODQ3h2muvxec+9znccccd8zRyxtlyzz33oKOjA3/605/meyizzuDgIO6//34899xzkEql8z2cOSWfz2PNmjV4/PHHsXr1atx5552444478Otf/3pOzyuc06OfAw8++CBuvfXWSV9TV1c3rWOVlZWNyVr3eDz0bwuN6V77e++9h507d2JkZARqtRoA8B//8R/YtWsXfve73+Eb3/jGeRjt2TPd6yRGVUtLC/29RCJBXV0d7Hb7XA5x1pjJZ/rhhx+OaTa1bt06/N3f/d2c70xmg5k+u06nE1dccQU2bdqEp59+eo5HN7cYDAYIBAI6vxA8Hs+CnGtmg3vvvRc7d+7Enj17YLFY5ns4s86RI0cwPDyMNWvW0N/lcjns2bMHv/zlL5FKpSAQCOZxhLOH2WwummcBoLm5GS+88MKcnnfBGiJGoxFGo3FWjnXppZfiBz/4AYaHh2EymQAAu3btglqtHnPTFwLTvfZ4PA7gTAy6ED6fT70IC5npXufatWshkUjQ09ODLVu2AAAymQxsNhuqq6vnepizwnSv9amnnsL3v/99+m+n04lrrrkG//u//4sNGzbM5RBnjZk8u0NDQ7jiiiuol2v0d/lCQywWY+3atXj33XdpeXk+n8e7776Le++9d34HN8twHIf/7//7//DSSy/h/fffR21t7XwPaU646qqr0N7eXvS72267DU1NTfj6179+0RghALB58+YxJdi9vb1zP8+e9/TYOWBgYIA7duwY99hjj3FKpZI7duwYd+zYMS4SiXAcx3HZbJZbvnw5d/XVV3PHjx/n3nrrLc5oNHIPP/zwPI/83PB6vZxer+duuukm7vjx41xPTw/3z//8z5xIJOKOHz8+38ObVe6//36uoqKCe/vtt7nu7m7u7//+7zmTycQFAoH5Htqc0t/ff9FWzTgcDm7JkiXcVVddxTkcDs7lctGfC5k//elPnEQi4X77299yXV1d3J133slptdqiqr2LgbvvvpvTaDTc+++/X/TZxePx+R7anHOxVs0cOnSIEwqF3A9+8APu5MmT3HPPPcfJ5XLuD3/4w5ye96IwRL7yla9wAMb8/PWvf6Wvsdls3N/8zd9wMpmMMxgM3IMPPshlMpn5G/QscfjwYe7qq6/mdDodp1KpuI0bN3JvvPHGfA9r1kmn09yDDz7ImUwmTqVScdu2beM6Ojrme1hzzsVsiDz77LPjPrcXw/7oF7/4BVdVVcWJxWJu/fr13IEDB+Z7SLPORJ/ds88+O99Dm3MuVkOE4zjutdde45YvX85JJBKuqamJe/rpp+f8nDyO47i59bkwGAwGg8FgjM+FHZBlMBgMBoNxQcMMEQaDwWAwGPMGM0QYDAaDwWDMG8wQYTAYDAaDMW8wQ4TBYDAYDMa8wQwRBoPBYDAY8wYzRBgMBoPBYMwbzBBhMBgMBoMxbzBDhMFgMBgMxrzBDBEGg8FgMBjzBjNEGAwGg8FgzBv/P5UaVBXOVUu8AAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -502,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "3ff7e067-1e70-407a-9a65-463d84333559", "metadata": {}, "outputs": [], @@ -529,13 +529,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "c4af647d-efb8-460b-b92f-f164a8ad26ec", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -557,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "81ddd943-7cdb-4fed-8ced-552b2bfa5b59", "metadata": {}, "outputs": [ @@ -565,8 +565,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "(6341,)\n", - "(3, 6341)\n" + "(6771,)\n", + "(3, 6771)\n" ] }, { @@ -575,7 +575,7 @@ "{'tags': ['hide-output']}" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -595,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "bb6d9182", "metadata": {}, "outputs": [], @@ -607,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "916ebb13", "metadata": {}, "outputs": [ @@ -615,12 +615,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "[36.90832086 5.4954325 1.81382108]\n" + "[39.35258262 1.84575843 0. ]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -648,23 +648,23 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "1e976d56", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "e00fa19e-43ef-4466-821b-40f3180b3768", "metadata": {}, "outputs": [ @@ -742,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "d54c0de2-d376-4c3f-bfb6-7776ad850388", "metadata": {}, "outputs": [ @@ -750,9 +750,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[-0.88070032 -0.47256154 0.03244272]\n", - " [-0.0475276 0.02001436 -0.99866939]\n", - " [-0.47128343 0.88107038 0.04008636]]\n" + "[[ 0. -0.88163672 -0.47192869]\n", + " [ 0. -0.47192869 0.88163672]\n", + " [ 1. 0. 0. ]]\n" ] } ], @@ -763,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "5a84699a-cbf1-46a6-91ea-21a265f24512", "metadata": {}, "outputs": [ @@ -771,7 +771,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[1362.43901058 30.20454172 3.29046581]\n" + "[1548.8545072 3.40732739 0. ]\n" ] } ], @@ -790,7 +790,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "id": "1785f2cb", "metadata": {}, "outputs": [ @@ -798,7 +798,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "direction of the plate 241.7831169485096 degrees from North\n" + "direction of the plate 180.0 degrees from North\n" ] } ], @@ -811,7 +811,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "id": "242e1397-c23d-4b84-9480-f375a3d3e8ad", "metadata": {}, "outputs": [ @@ -819,7 +819,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0.97600531 0.02163751 0.00235718]\n" + "[0.99780493 0.00219507 0. ]\n" ] }, { @@ -828,13 +828,13 @@ "Text(0.5, 1.0, 'Cumulative PCs')" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -867,7 +867,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "id": "e7c09351-6f23-4215-b5a5-6d1724e3884d", "metadata": {}, "outputs": [ @@ -886,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "id": "fb2b0a52-c599-41ca-84d7-96b68823085f", "metadata": {}, "outputs": [ @@ -894,7 +894,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "original shape: (3, 6341)\n", + "original shape: (3, 6771)\n", "transformed shape: (3, 1)\n" ] } @@ -916,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "id": "f5024fcd-922c-43a1-a673-84951f8cbe98", "metadata": {}, "outputs": [ @@ -924,12 +924,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "(3, 6341)\n" + "(3, 6771)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -971,7 +971,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 24, "id": "d7e0d7c0-9003-4dff-879a-231802865b3f", "metadata": {}, "outputs": [ @@ -1014,7 +1014,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 25, "id": "59882032-8754-401f-a9f2-3868aa66bab8", "metadata": {}, "outputs": [ @@ -1047,13 +1047,13 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 26, "id": "4fc634c8-f44b-4383-9004-7a4199a8e32f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1098,7 +1098,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.5 64-bit", + "display_name": "mlgeo", "language": "python", "name": "python3" }, @@ -1112,12 +1112,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" - }, - "vscode": { - "interpreter": { - "hash": "af2b86a0d97d2bdb49befe19981ba48b79a904c391b62d75845b127da778abba" - } + "version": "3.9.18" } }, "nbformat": 4, diff --git a/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb b/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb index e7fde30..10349a6 100644 --- a/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb +++ b/book/Chapter2-DataManipulation/2.3_pandas_rendered.ipynb @@ -1,175072 +1,175077 @@ { - "cells": [ + "cells": [ + { + "cell_type": "markdown", + "id": "50e82750", + "metadata": {}, + "source": [ + "# 2.4 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": 1, + "id": "28d926f9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import io\n", + "import requests\n", + "import time\n", + "import matplotlib.pyplot as plt\n", + "from datetime import datetime, timedelta\n", + "\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": 2, + "id": "3cdfc90e", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "50e82750", - "metadata": {}, - "source": [ - "# 2.4 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:" - ] - }, + "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": 3, + "id": "fb8d9c69", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 1, - "id": "28d926f9", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import io\n", - "import requests\n", - "import time\n", - "import matplotlib.pyplot as plt\n", - "from datetime import datetime, timedelta\n", - "\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": 3, + "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": 4, + "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", + "\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": 5, + "id": "2ab0ad9d", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 2, - "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" - ] - } + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n", + "\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. Here you will read a catalog of earthquakes." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f029ed84", + "metadata": {}, + "outputs": [], + "source": [ + "quake = pd.read_csv(\"Global_Quakes_IRIS.csv\")" + ] + }, + { + "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": 7, + "id": "ed565400", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timelatitudelongitudedepthmagnitudedescription
02010-07-02 06:04:03.570-13.6098166.654134400.06.3VANUATU ISLANDS
12010-07-04 21:55:52.37039.6611142.579230100.06.3NEAR EAST COAST OF HONSHU
22010-07-10 11:43:33.00011.1664146.082316900.06.3SOUTH OF MARIANA ISLANDS
32010-07-12 00:11:20.060-22.2789-68.3159109400.06.2NORTHERN CHILE
42010-07-14 08:32:21.850-38.0635-73.464925700.06.6NEAR COAST OF CENTRAL CHILE
\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)" + "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": 7, + "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": 8, + "id": "9b01ce51", + "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": [ + "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": 9, + "id": "2b9f083e", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 3, - "id": "fb8d9c69", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['temperature', 'precipitation'], dtype='object')" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } + "data": { + "text/html": [ + "
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" ], - "source": [ - "my_pd.keys()" + "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": 9, + "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": 10, + "id": "83f21ca3", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "ff7935a4", - "metadata": {}, - "source": [ - "get a specific ``Series`` (different from the array)" - ] - }, + "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())\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "591f8d33", + "metadata": {}, + "source": [ + "## 1.3 Basic Python 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": 11, + "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": 12, + "id": "16cb70b9", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 4, - "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", - "\n" - ] - } - ], - "source": [ - "print(my_pd.temperature[:])\n", - "print(type(my_pd.temperature[:]))" + "data": { + "text/plain": [ + "34.4" ] - }, + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# now test it using the first element of the quake DataFrame\n", + "meters2kilometers(quake.depth[0])" + ] + }, + { + "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": 13, + "id": "d8e21ea1", + "metadata": {}, + "outputs": [], + "source": [ + "def meters2kilometers2(x):\n", + " m2km2=1000\n", + " return x/m2km2\n", + "# m2km2 is a local variable and cannot be called outside of the function. Prove it next by inquiring its value in the next cell." + ] + }, + { + "cell_type": "markdown", + "id": "f6db26f1", + "metadata": {}, + "source": [ + "We now discuss the **lambda** functions." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a2713d55", + "metadata": {}, + "outputs": [ { - "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:" + "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": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# now we apply it on the entire Series\n", + "meters2kilometers(quake.depth)" + ] + }, + { + "cell_type": "markdown", + "id": "5b296ab5", + "metadata": {}, + "source": [ + "We can also define this very basic function as a **lambda** function. There are several ways of doing an operation on all rows of a column. The first option is to use the map function.\n", + "\n", + "If you are not familiar with lambda function in Python, please read additional tutorials [here](!https://realpython.com/python-lambda/).\n", + "\n", + "We will practice a bit lambda functions" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "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": "code", + "execution_count": 16, + "id": "7d94f6a8", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 5, - "id": "2ab0ad9d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "30\n", - "\n" - ] - } - ], - "source": [ - "print(my_pd.temperature[2])\n", - "print(type(my_pd.temperature[2]))" + "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": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# apply it to the entire series\n", + "lambda_meters2kilometers(quake.depth)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "caad68a3", + "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. Here you will read a catalog of earthquakes." + "data": { + "text/plain": [ + "1" ] - }, + }, + "execution_count": 17, + "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": 18, + "id": "40367bfb", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 6, - "id": "f029ed84", - "metadata": {}, - "outputs": [], - "source": [ - "quake = pd.read_csv(\"Global_Quakes_IRIS.csv\")" + "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": 18, + "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": 19, + "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": 20, + "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": 21, + "id": "ae368fd4", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "62e31c2c", - "metadata": {}, - "source": [ - "Now you use the ``head`` function to display what is in the file" - ] - }, + "ename": "NameError", + "evalue": "name 'plt' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/Users/marinedenolle/Dropbox/CLASSES/ESS490/curriculum-book/book/Chapter2-DataManipulation/2.4_pandas_rendered.ipynb Cell 43\u001b[0m line \u001b[0;36m2\n\u001b[1;32m 1\u001b[0m \u001b[39m# answer here\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m plt\u001b[39m.\u001b[39mhist(quake\u001b[39m.\u001b[39mdepth,\u001b[39m100\u001b[39m)\n\u001b[1;32m 3\u001b[0m plt\u001b[39m.\u001b[39mgrid(\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m 4\u001b[0m plt\u001b[39m.\u001b[39mxlabel(\u001b[39m'\u001b[39m\u001b[39mQuake depth (km)\u001b[39m\u001b[39m'\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined" + ] + } + ], + "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": null, + "id": "5f07dc52", + "metadata": { + "scrolled": false + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 7, - "id": "ed565400", - "metadata": {}, - "outputs": [ + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ { - "data": { - "text/html": [ - "
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02010-07-02 06:04:03.570-13.6098166.654134400.06.3VANUATU ISLANDS
12010-07-04 21:55:52.37039.6611142.579230100.06.3NEAR EAST COAST OF HONSHU
22010-07-10 11:43:33.00011.1664146.082316900.06.3SOUTH OF MARIANA ISLANDS
32010-07-12 00:11:20.060-22.2789-68.3159109400.06.2NORTHERN CHILE
42010-07-14 08:32:21.850-38.0635-73.464925700.06.6NEAR COAST OF CENTRAL CHILE
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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 " + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" ] + ] + }, + "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" }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" + "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, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "depth" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } } - ], - "source": [ - "# enter answer here\n", - "quake.head()" - ] - }, + } + } + }, + "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": "28a15457", + "metadata": {}, + "source": [ + "Alternatively, you can try another interactive plotting package Bokeh. Here is the same plot as above but with Bokeh." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8f738c6", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "73bfcd15", - "metadata": {}, - "source": [ - "Display the depth using two ways to use the pandas object" + "data": { + "text/html": [ + "
\n", + " \n", + " Loading BokehJS ...\n", + "
\n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 8, - "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": { + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from bokeh.plotting import figure, show, output_notebook\n", + "output_notebook()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6beb321c", + "metadata": {}, + "outputs": [ { - "attachments": {}, - "cell_type": "markdown", - "id": "9c623644", - "metadata": {}, - "source": [ - "Calculate basic statistic of the data using the function ``describe``." + "data": { + "text/html": [ + "\n", + "
\n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 9, - "id": "2b9f083e", - "metadata": {}, - "outputs": [ + "data": { + "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = 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density=True, bins=50)\n", + "p.quad(top=hist, bottom=0, left=edges[:-1], right=edges[1:], line_color=\"#636EFA\", fill_color=\"#636EFA\")\n", + "\n", + "show(p)" + ] + }, + { + "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": null, + "id": "d9cb41c3", + "metadata": {}, + "outputs": [], + "source": [ + "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)" + ] + }, + { + "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": null, + "id": "ff53045a", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ { - "data": { - "text/html": [ - "
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depth=%{customdata[2]}", + "hovertext": [ + "VANUATU ISLANDS", + "NEAR EAST COAST OF HONSHU", + "SOUTH OF MARIANA ISLANDS", + "NORTHERN CHILE", + "NEAR COAST OF CENTRAL CHILE", + "FOX ISLANDS", + "NEW BRITAIN REGION", + "NEW BRITAIN REGION", + "FOX ISLANDS", + "NEW BRITAIN REGION", + "NORTH OF HALMAHERA", + "MINDANAO", + "MINDANAO", + "MINDANAO", + "MINDANAO", + "MINDANAO", + "OFF EAST COAST OF KAMCHATKA", + "NORTHERN MOLUCCA SEA", + "EASTERN NEW GUINEA REG.", + "ANDREANOF ISLANDS", + "NEW BRITAIN REGION", + "KURIL ISLANDS", + "VANUATU ISLANDS", + "ECUADOR", + "SOUTH OF MARIANA ISLANDS", + "SOUTH OF MARIANA ISLANDS", + "SOUTH OF MARIANA ISLANDS", + "NEW BRITAIN REGION", + "MAURITIUS - REUNION REGION", + "FIJI ISLANDS REGION", + "SOUTH OF MARIANA ISLANDS", + "SOLOMON ISLANDS", + "NORTHERN SUMATRA", + "OFF COAST OF JALISCO", + "ANDREANOF ISLANDS", + "SOUTH ISLAND", + "TONGA ISLANDS", + "FIJI ISLANDS REGION", + "VANUATU ISLANDS", + "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, + -17.5345, + -1.2779, + 12.4748, + 12.3454, + 12.2011, + -5.7825, + -17.8076, + -20.8416, + 12.247, + -6.5338, + 2.1984, + 18.5693, + 51.6273, + -43.3608, + -17.4526, + -15.8867, + -20.7545, + -37.0545, + 36.5352, + -5.2995, + -4.9188, + -4.9863, + 24.2175, + 51.3459, + 51.4225, + 2.7637, + 24.7878, + -3.5248, + -3.0065, + -57.116, + -4.6494, + -20.519, + 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"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": "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": null, + "id": "7738e4d0", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 10, - "id": "83f21ca3", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "82773.18767507003\n", - "24400.0\n" - ] - } + "data": { + "text/html": [ + "
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timelatitudelongitudedepthmagnitudedescriptionmarker_sizemagnitude bin
02010-07-02 06:04:03.570-13.6098166.65410.034406.3VANUATU ISLANDS544.06.0
11122017-08-31 17:06:55.750-1.159099.68810.043146.3SOUTHERN SUMATRA544.06.0
11112017-08-27 04:17:51.010-1.4513148.08030.008006.3ADMIRALTY ISLANDS REGION544.06.0
11102017-08-19 02:00:52.550-17.9609-178.84060.544006.4FIJI ISLANDS REGION601.06.0
11082017-08-13 03:08:10.560-3.7682101.62280.031006.4SOUTHERN SUMATRA601.06.0
\n", + "
" ], - "source": [ - "# answer it here\n", - "print(quake.depth.mean())\n", - "print(quake.depth.median())\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "591f8d33", - "metadata": {}, - "source": [ - "## 1.3 Basic Python 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": 11, - "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" + "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 marker_size magnitude bin \n", + "0 VANUATU ISLANDS 544.0 6.0 \n", + "1112 SOUTHERN SUMATRA 544.0 6.0 \n", + "1111 ADMIRALTY ISLANDS REGION 544.0 6.0 \n", + "1110 FIJI ISLANDS REGION 601.0 6.0 \n", + "1108 SOUTHERN SUMATRA 601.0 6.0 " ] - }, + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "quakes2plot=quake.sort_values(by='magnitude bin')\n", + "\n", + "quakes2plot.head()" + ] + }, + { + "cell_type": "markdown", + "id": "dcf7472d", + "metadata": {}, + "source": [ + "Now we will plot again using Plotly" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c21ce4ea", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 12, - "id": "16cb70b9", - "metadata": {}, - "outputs": [ + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ { - "data": { - "text/plain": [ - "34.4" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" + "customdata": [ + [ + "VANUATU ISLANDS", + 6.3, + 0.0344 + ], + [ + "SOUTHERN SUMATRA", + 6.3, + 0.04314 + ], + [ + "ADMIRALTY ISLANDS REGION", + 6.3, + 0.008 + ], + [ + "FIJI ISLANDS REGION", + 6.4, + 0.544 + ], + [ + "SOUTHERN SUMATRA", + 6.4, + 0.031 + ], + [ + "MINDORO", + 6.2, + 0.172 + ], + [ + "NORTHERN XINJIANG", + 6.3, + 0.02 + ], + [ + "NORTH ATLANTIC OCEAN", + 6, + 0.01 + ], + [ + "SOUTHEAST OF RYUKYU ISLANDS", + 6, + 0.012 + ], + [ + "NORTH KOREA", + 6.3, + 0 + ], + [ + "MAURITIUS - REUNION REGION", + 6, + 0.01 + ], + [ + "KOMANDORSKIYE OSTROVA REGION", + 6.3, + 0.01 + ], + [ + "NEW IRELAND REGION", + 6.4, + 0.03478 + ], + [ + "NEAR COAST OF ECUADOR", + 6, + 0.013 + ], + [ + "KERMADEC ISLANDS REGION", + 6, + 0.41461000000000003 + ], + [ + "KERMADEC ISLANDS", + 6, + 0.019 + ], + [ + "FIJI ISLANDS REGION", + 6.2, + 0.038270000000000005 + ], + [ + "SOUTH OF FIJI ISLANDS", + 6.1, + 0.511 + ], + [ + "KERMADEC ISLANDS", + 6, + 0.034 + ], + [ + "NEAR COAST OF PERU", + 6.4, + 0.04492 + ], + [ + "SOUTH SANDWICH ISLANDS REGION", + 6, + 0.035 + ], + [ + "BONIN ISLANDS", + 6.1, + 0.451 + ], + [ + "AUCKLAND ISLANDS", + 6.1, + 0.01 + ], + [ + "NEW IRELAND REGION", + 6, + 0.052 + ], + [ + "SAMOA ISLANDS REGION", + 6, + 0.006 + ], + [ + "LOYALTY ISLANDS", + 6, + 0.01 + ], + [ + "LOYALTY ISLANDS", + 6.3, + 0.004 + ], + [ + "EASTERN XIZANG-INDIA BORDER REG.", + 6.4, + 0.008 + ], + [ + "ASCENSION ISLAND REGION", + 6.1, + 0.01 + ], + [ + "SOUTHEAST OF HONSHU", + 6, + 0.012 + ], + [ + "LOYALTY ISLANDS", + 6, + 0.01 + ], + [ + "LOYALTY ISLANDS", + 6.1, + 0.01 + ], + [ + "SERAM", + 6.1, + 0.01847 + ], + [ + "TONGA ISLANDS", + 6.1, + 0.01 + ], + [ + "NORTHERN CHILE", + 6.3, + 0.08243 + ], + [ + "BALLENY ISLANDS REGION", + 6.3, + 0.01 + ], + [ + "TONGA ISLANDS", + 6.1, + 0.01 + ], + [ + "OFF EAST COAST OF HONSHU", + 6.2, + 0.009 + ], + [ + "SOUTH OF FIJI ISLANDS", + 6.4, + 0.09806999999999999 + ], + [ + "OAXACA", + 6.1, + 0.00962 + ], + [ + "VANUATU ISLANDS", + 6.4, + 0.197 + ], + [ + "OFF EAST COAST OF HONSHU", + 6.1, + 0.011 + ], + [ + "AEGEAN SEA", + 6.3, + 0.012 + ], + [ + "NEGROS", + 6, + 0.533 + ], + [ + "NEW BRITAIN REGION", + 6.2, + 0.01 + ], + [ + "OFF COAST OF CENTRAL AMERICA", + 6.2, + 0.01 + ], + [ + "W. 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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 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"execution_count": 13, - "id": "d8e21ea1", - "metadata": {}, - "outputs": [], - "source": [ - "def meters2kilometers2(x):\n", - " m2km2=1000\n", - " return x/m2km2\n", - "# m2km2 is a local variable and cannot be called outside of the function. Prove it next by inquiring its value in the next cell." - ] - }, - { - "cell_type": "markdown", - "id": "f6db26f1", - "metadata": {}, - "source": [ - "We now discuss the **lambda** functions." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "a2713d55", - "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" - ] + ], + "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" + ], + [ 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function. There are several ways of doing an operation on all rows of a column. The first option is to use the map function.\n", - "\n", - "If you are not familiar with lambda function in Python, please read additional tutorials [here](!https://realpython.com/python-lambda/).\n", - "\n", - "We will practice a bit lambda functions" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "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": "code", - "execution_count": 16, - "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" - ] + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# apply it to the entire series\n", - "lambda_meters2kilometers(quake.depth)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "caad68a3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1" + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" ] - }, - "execution_count": 17, - "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": 18, - "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" + ], + "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" ] - }, - "execution_count": 18, - "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": 19, - "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": 20, - "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": 21, - "id": "ae368fd4", - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'plt' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/Users/marinedenolle/Dropbox/CLASSES/ESS490/curriculum-book/book/Chapter2-DataManipulation/2.4_pandas_rendered.ipynb Cell 43\u001b[0m line \u001b[0;36m2\n\u001b[1;32m 1\u001b[0m \u001b[39m# answer here\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m plt\u001b[39m.\u001b[39mhist(quake\u001b[39m.\u001b[39mdepth,\u001b[39m100\u001b[39m)\n\u001b[1;32m 3\u001b[0m plt\u001b[39m.\u001b[39mgrid(\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m 4\u001b[0m plt\u001b[39m.\u001b[39mxlabel(\u001b[39m'\u001b[39m\u001b[39mQuake depth (km)\u001b[39m\u001b[39m'\u001b[39m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined" - ] - } - ], - "source": [ - "# implement answer here" - ] - }, - { - "cell_type": "markdown", - "id": "8bb58e3c", - "metadata": {}, - "source": [ - "You can use the interactive plotting package Plotly. 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0, - 1 - ], - "title": { - "text": "depth" - } - }, - "yaxis": { - "anchor": "x", - "domain": [ - 0, - 1 - ], - "title": { - "text": "count" - } - } - } - } - }, - "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": "28a15457", - "metadata": {}, - "source": [ - "Alternatively, you can try another interactive plotting package Bokeh. Here is the same plot as above but with Bokeh." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d8f738c6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - " \n", - " Loading BokehJS ...\n", - "
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\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
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  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
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Application\",\"version\":\"2.4.3\"}};\n const render_items = [{\"docid\":\"e7e44371-be1a-48f5-8736-3d0c6025edb0\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"3007c08c-7640-47af-acd1-a299f8d583fd\"}}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", - "application/vnd.bokehjs_exec.v0+json": "" + "hoverlabel": { + "align": "left" }, - "metadata": { - "application/vnd.bokehjs_exec.v0+json": { - "id": "1003" - } + "hovermode": "closest", + "mapbox": { + "style": "light" }, - "output_type": "display_data" - } - ], - "source": [ - "p = figure(plot_width=600, plot_height=400)\n", - "\n", - "hist, edges = np.histogram(quake.depth, density=True, bins=50)\n", - "p.quad(top=hist, bottom=0, left=edges[:-1], right=edges[1:], line_color=\"#636EFA\", fill_color=\"#636EFA\")\n", - "\n", - "show(p)" - ] - }, - { - "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": null, - "id": "d9cb41c3", - "metadata": {}, - "outputs": [], - "source": [ - "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)" - ] - }, - { - "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": null, - "id": "ff53045a", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "customdata": [ - [ - "VANUATU ISLANDS", - 6.3, - 0.0344 - ], - [ - "NEAR EAST COAST OF HONSHU", - 6.3, - 0.030100000000000002 - ], - [ - "SOUTH OF MARIANA ISLANDS", - 6.3, - 0.0169 - ], - [ - "NORTHERN CHILE", - 6.2, - 0.10940000000000001 - ], - [ - "NEAR COAST OF CENTRAL CHILE", - 6.6, - 0.0257 - ], - [ - "FOX ISLANDS", - 6.7, - 0.0215 - ], - [ - "NEW BRITAIN REGION", - 6.9, - 0.0458 - ], - [ - "NEW BRITAIN REGION", - 7.3, - 0.0431 - ], - [ - "FOX ISLANDS", - 6, - 0.0356 - ], - [ - "NEW BRITAIN REGION", - 6.3, - 0.041100000000000005 - ], - [ - "NORTH OF HALMAHERA", - 6.1, - 0.1119 - ], - [ - "MINDANAO", - 7.3, - 0.6102000000000001 - 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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", - 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timelatitudelongitudedepthmagnitudedescriptionmarker_sizemagnitude bin
02010-07-02 06:04:03.570-13.6098166.65410.034406.3VANUATU ISLANDS544.06.0
11122017-08-31 17:06:55.750-1.159099.68810.043146.3SOUTHERN SUMATRA544.06.0
11112017-08-27 04:17:51.010-1.4513148.08030.008006.3ADMIRALTY ISLANDS REGION544.06.0
11102017-08-19 02:00:52.550-17.9609-178.84060.544006.4FIJI ISLANDS REGION601.06.0
11082017-08-13 03:08:10.560-3.7682101.62280.031006.4SOUTHERN SUMATRA601.06.0
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" - ], - "text/plain": [ - " time latitude longitude depth magnitude \\\n", - "0 2010-07-02 06:04:03.570 -13.6098 166.6541 0.03440 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 marker_size magnitude bin \n", - "0 VANUATU ISLANDS 544.0 6.0 \n", - "1112 SOUTHERN SUMATRA 544.0 6.0 \n", - "1111 ADMIRALTY ISLANDS REGION 544.0 6.0 \n", - "1110 FIJI ISLANDS REGION 601.0 6.0 \n", - "1108 SOUTHERN SUMATRA 601.0 6.0 " - ] + "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" + } }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "quakes2plot=quake.sort_values(by='magnitude bin')\n", - "\n", - "quakes2plot.head()" - ] - }, - { - "cell_type": "markdown", - "id": "dcf7472d", - "metadata": {}, - "source": [ - "Now we will plot again using Plotly" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c21ce4ea", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "customdata": [ - [ - "VANUATU ISLANDS", - 6.3, - 0.0344 - ], - [ - "SOUTHERN SUMATRA", - 6.3, - 0.04314 - ], - [ - "ADMIRALTY ISLANDS REGION", - 6.3, - 0.008 - ], - [ - "FIJI ISLANDS REGION", - 6.4, - 0.544 - ], - [ - "SOUTHERN SUMATRA", - 6.4, - 0.031 - ], - [ - "MINDORO", - 6.2, - 0.172 - ], - [ - "NORTHERN XINJIANG", - 6.3, - 0.02 - ], - [ - "NORTH ATLANTIC OCEAN", - 6, - 0.01 - ], - [ - "SOUTHEAST OF RYUKYU ISLANDS", - 6, - 0.012 - ], - [ - "NORTH KOREA", - 6.3, - 0 - ], - [ - "MAURITIUS - REUNION REGION", - 6, - 0.01 - ], - [ - "KOMANDORSKIYE OSTROVA REGION", - 6.3, - 0.01 - ], - [ - "NEW IRELAND REGION", - 6.4, - 0.03478 - ], - [ - "NEAR COAST OF ECUADOR", - 6, - 0.013 - ], - [ - "KERMADEC ISLANDS REGION", - 6, - 0.41461000000000003 - ], - [ - "KERMADEC ISLANDS", - 6, - 0.019 - ], - [ - "FIJI ISLANDS REGION", - 6.2, - 0.038270000000000005 - ], - [ - "SOUTH OF FIJI ISLANDS", - 6.1, - 0.511 - ], - [ - "KERMADEC ISLANDS", - 6, - 0.034 - ], - [ - "NEAR COAST OF PERU", - 6.4, - 0.04492 - ], - [ - "SOUTH SANDWICH ISLANDS REGION", - 6, - 0.035 - ], - [ - "BONIN ISLANDS", - 6.1, - 0.451 - ], - [ - "AUCKLAND ISLANDS", - 6.1, - 0.01 - ], - [ - "NEW IRELAND REGION", - 6, - 0.052 - ], - [ - "SAMOA ISLANDS REGION", - 6, - 0.006 - ], - [ - "LOYALTY ISLANDS", - 6, - 0.01 - ], - [ - "LOYALTY ISLANDS", - 6.3, - 0.004 - ], - [ - "EASTERN XIZANG-INDIA BORDER REG.", - 6.4, - 0.008 - ], - [ - "ASCENSION ISLAND REGION", - 6.1, - 0.01 - ], - [ - "SOUTHEAST OF HONSHU", - 6, - 0.012 - ], - [ - "LOYALTY ISLANDS", - 6, - 0.01 - ], - [ - "LOYALTY ISLANDS", - 6.1, - 0.01 - ], - [ - "SERAM", - 6.1, - 0.01847 - ], - [ - "TONGA ISLANDS", - 6.1, - 0.01 - ], - [ - "NORTHERN CHILE", - 6.3, - 0.08243 - ], - [ - "BALLENY ISLANDS REGION", - 6.3, - 0.01 - ], - [ - "TONGA ISLANDS", - 6.1, - 0.01 - ], - [ - "OFF EAST COAST OF HONSHU", - 6.2, - 0.009 - ], - [ - "SOUTH OF FIJI ISLANDS", - 6.4, - 0.09806999999999999 - ], - [ - "OAXACA", - 6.1, - 0.00962 - ], - [ - "VANUATU ISLANDS", - 6.4, - 0.197 - ], - [ - "OFF EAST COAST OF HONSHU", - 6.1, - 0.011 - ], - [ - "AEGEAN SEA", - 6.3, - 0.012 - ], - [ - "NEGROS", - 6, - 0.533 - ], - [ - "NEW BRITAIN REGION", - 6.2, - 0.01 - ], - [ - "OFF COAST OF CENTRAL AMERICA", - 6.2, - 0.01 - ], - [ - "W. 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depth=%{customdata[2]}", - "hovertext": [ - "VANUATU ISLANDS", - "SOUTHERN SUMATRA", - "ADMIRALTY ISLANDS REGION", - "FIJI ISLANDS REGION", - "SOUTHERN SUMATRA", - "MINDORO", - "NORTHERN XINJIANG", - "NORTH ATLANTIC OCEAN", - "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", - "NEAR COAST OF NORTHERN CHILE", - "NEAR COAST OF CHIAPAS", - "NORTHERN PERU", - "SOUTH SANDWICH ISLANDS REGION", - "ALASKA PENINSULA", - "OFF W COAST OF NORTHERN SUMATRA", - "FIJI ISLANDS REGION", - "KERMADEC ISLANDS", - "NEAR COAST OF CENTRAL CHILE", - "SEA OF OKHOTSK", - "OFF W COAST OF NORTHERN SUMATRA", - "NEAR EAST COAST OF HONSHU" - ], - "lat": [ - -13.6098, - -1.159, - -1.4513, - -17.9609, - -3.7682, - 13.9987, - 44.3014, - 13.396, - 26.8975, - 41.3343, - -17.4154, - 54.5825, - -4.7722, - -0.2882, - -31.106, - -30.3103, - -19.6664, - -24.0934, - -30.5139, - -16.4206, - -57.7886, - 27.7829, - -50.371, - 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"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": null, - "id": "9edd0bf5", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# 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. 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" - ], - "text/plain": [ - " station network channel location rate start_time \\\n", - "0 AAR NC EHZ -- 100.0 1984/01/01,00:00:00 \n", - "1 AAR NC EHZ -- 100.0 1987/05/01,00:00:00 \n", - "2 AAR NC SHZ -- 20.0 1994/11/28,00:00:00 \n", - "3 AAS NC EHZ -- 100.0 1984/11/27,18:45:00 \n", - "4 AAS NC EHZ -- 100.0 1987/05/01,00:00:00 \n", - "\n", - " end_time latitude longitude elevation depth dip azimuth \n", - "0 1987/05/01,00:00:00 39.27594 -121.02696 911.0 0.0 -90.0 0.0 \n", - "1 2006/01/04,19:19:00 39.27594 -121.02696 911.0 0.0 -90.0 0.0 \n", - "2 2006/01/04,19:19:00 39.27594 -121.02696 911.0 0.0 -90.0 0.0 \n", - "3 1987/05/01,00:00:00 38.43014 -121.10959 31.0 0.0 -90.0 0.0 \n", - "4 2021/08/13,16:50:00 38.43014 -121.10959 31.0 0.0 -90.0 0.0 " - ] + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } }, - "execution_count": 32, - "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": null, - "id": "51971cde", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "station AAR\n", - "network NC\n", - "channel EHZ\n", - "location --\n", - "rate 100.0\n", - "start_time 1984/01/01,00:00:00\n", - "end_time 1987/05/01,00:00:00\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" - ] + "title": { + "x": 0.05 }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.iloc[0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b3cc09c6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 AAR\n", - "1 AAR\n", - "2 AAR\n", - "3 AAS\n", - "4 AAS\n", - " ... \n", - "7151 WMP\n", - "7152 WMP\n", - "7153 WMP\n", - "7154 WMP\n", - "7155 WWVB\n", - "Name: station, Length: 7156, dtype: object" - ] + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.iloc[:, 0]" - ] - }, - { - "cell_type": "markdown", - "id": "a201c0e9", - "metadata": {}, - "source": [ - "The DataFrame may have bad values. A typical data cleaning involves removing Nan and Zeros for instance." - ] - }, - { - "cell_type": "markdown", - "id": "fc8219f0", - "metadata": {}, - "source": [ - "Use Plotly to map the stations." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "78c75b19", - "metadata": {}, - "outputs": [], - "source": [ - "data.dropna(inplace=True)\n", - "data=data[data.longitude!=0]" - ] - }, + "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": [ + "# 2 Create a Pandas from a 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": null, + "id": "ef9f302d", + "metadata": {}, + "outputs": [], + "source": [ + "url = 'http://ncedc.org/ftp/pub/doc/NC.info/NC.channel.summary.day'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "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": null, + "id": "9edd0bf5", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# 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": null, + "id": "448b69ab", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "7f3533db", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "customdata": [ - [ - "NC", - "AAR", - "EHZ", - 100 - ], - [ - "NC", - "AAR", - "EHZ", - 100 - ], - [ - "NC", - "AAR", - "SHZ", - 20 - ], - [ - "NC", - "AAS", - "EHZ", - 100 - ], - [ - "NC", - "AAS", - "EHZ", - 100 - ], - [ - "NC", - "AAS", - "SHZ", - 20 - ], - [ - "NC", - "ABJ", - "EHZ", - 100 - ], - [ - "NC", - "ABJ", - "EHZ", - 100 - ], - [ - "NC", - "ABJ", - "EHZ", - 100 - ], - [ - "NC", - "ABJ", - "SHZ", - 20 - ], - [ - "NC", - "ABR", - "EHZ", - 100 - ], - [ - "NC", - "ABR", - "EHZ", - 100 - ], - [ - "NC", - "ABR", - "SHZ", - 20 - ], - [ - "NC", - "ADW", - "EHZ", - 100 - ], - [ - "NC", - "ADW", - 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network=%{customdata[0]}
station=%{customdata[1]}
channel=%{customdata[2]}
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"CMI", - "CMI", - "CMJ", - "CMJ", - "CMJ", - "CMK", - "CMK", - "CMK", - "CMK", - "CMK", - "CMK", - "CML", - "CML", - "CML", - "CML", - "CML", - "CML", - "CML", - "CMLP", - "CMLP", - "CMLP", - "CMLP", - "CMM", - "CMM", - "CMM", - "CMM", - "CMM", - "CMM", - "CMM", - "CMN", - "CMN", - "CMN", - "CMN", - "CMN", - "CMN", - "CMO", - "CMO", - "CMO", - "CMO", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMP", - "CMP", - "CMP", - "CMP", - "CMP", - "CMR", - "CMR", - "CMR", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "COS", - "COS", - "COS", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPL", - "CPL", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPP", - "CPP", - "CPP", - "CPP", - "CPP", - "CRA", - "CRA", - "CRA", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRP", - "CRP", - "CRP", - "CRP", - "CRP", - "CRP", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSC", - "CSC", - "CSH", - "CSH", - "CSH", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSP", - "CSP", - "CSP", - "CSP", - "CSP", - "CSPB", - "CSPB", - "CSPB", - "CSPB", - "CST", - "CST", - "CST", - "CSTB", - "CSTB", - "CSTC", - "CSTC", - "CSTC", - "CSU", - "CSU", - "CSU", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSV", - "CSV", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTH", - "CTH", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CVA", - "CVA", - "CVA", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "DBOG", - "DBOG", - "DBOG", - "DBOG", - "DBOG", - "EXSG", - "EXSG", - "EXSG", - "EXSG", - "EXSG", - "EXSG", - "G001", - "G001", - "G001", - "G002", - "G002", - "G002", - "G003", - "G003", - "G003", - "G004", - "G004", - "G004", - "G005", - "G005", - "G005", - "G006", - "G006", - "G006", - "G007", - "G007", - "G007", - "GAC", - "GAC", - "GAC", - "GAR", - "GAR", - "GAR", - "GAX", - "GAX", - "GAX", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GBB", - "GBB", - "GBD", - "GBD", - "GBD", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBM", - "GBM", - "GBM", - "GCB", - "GCB", - "GCB", - "GCK", - "GCK", - "GCM", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCR", - "GCR", - "GCR", - "GCR", - "GCS", - "GCS", - "GCS", - "GCV", - "GCV", - "GCV", - "GCV", - "GCV", - "GCV", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCW", - "GCW", - "GCW", - "GCW", - "GCW", - "GDC", - "GDC", - "GDC", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDX", - "GDX", - "GDX", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GFC", - "GFC", - "GFC", - "GFC", - "GFC", - "GFC", - "GGL", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGPB", - "GGPB", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGU", - "GGU", - "GGU", - "GHC", - "GHC", - "GHC", - "GHG", - "GHG", - "GHG", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHL", - "GHL", - "GHL", - "GHM", - "GHM", - "GHM", - "GHO", - "GHO", - "GHO", - "GHO", - "GHO", - "GHO", - "GHV", - "GHV", - "GHV", - "GHV", - "GMC", - "GMC", - "GMC", - "GMK", - "GMK", - "GMK", - "GMM", - "GMO", - "GMO", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GNA", - "GNA", - "GNA", - "GNA", - "GNA", - "GNA", - "GNA", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GRO", - "GRO", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GRT", - "GRT", - "GRT", - "GRT", - "GRT", - "GRT", - "GRT", - "GSG", - "GSG", - "GSG", - "GSG", - "GSG", - "GSM", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSS", - "GSS", - "GSS", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GTC", - "GTC", - "GTC", - "GTC", - "GTC", - "GTS", - "GTS", - "GTS", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVV", - "GVV", - "GVV", - "GWK", - "GWK", - "GWK", - "GWK", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "H001", - "H001", - "H001", - "H002", - "H002", - "H002", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HCA", - "HCA", - "HCA", - "HCA", - "HCA", - "HCAB", - "HCAB", - "HCAB", - "HCAB", - "HCB", - "HCB", - "HCB", - "HCBB", - "HCBB", - "HCBB", - "HCBB", - "HCO", - "HCO", - "HCO", - "HCO", - "HCO", - "HCO", - "HCO", - "HCP", - "HCP", - "HCR", - "HCR", - "HCR", - "HCRB", - "HCRB", - "HCRB", - "HCRB", - "HDL", - "HDL", - "HDL", - "HDL", - "HDL", - "HER", - "HER", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HFE", - "HFE", - "HFE", - "HFE", - "HFE", - "HFH", - "HFH", - "HFM", - "HFM", - "HFM", - "HFM", - "HFM", - "HFM", - "HFP", - "HFP", - "HFP", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGW", - "HGW", - "HGW", - "HJG", - "HJG", - "HJG", - "HJG", - "HJG", - "HJS", - "HJS", - "HJS", - "HJS", - "HJS", - "HJS", - "HJS", - "HKR", - "HKR", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLP", - "HLP", - "HLP", - "HLP", - "HLP", - "HLP", - "HLT", - "HLT", - "HLT", - "HLT", - "HLT", - "HLT", - "HLT", - "HMO", - "HMO", - "HMO", - "HMO", - "HMO", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HOR", - "HOR", - "HOR", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPH", - "HPH", - "HPH", - "HPH", - "HPH", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPR", - "HPR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HSF", - "HSF", - "HSF", - "HSF", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSL", - "HSL", - "HSL", - "HSL", - "HSP", - "HSP", - "HSP", - "HTU", - "HTU", - "HTU", - "HTU", - "J001", - "J001", - "J001", - "J002", - "J002", - "J002", - "J003", - "J003", - "J003", - "J004", - "J004", - "J004", - "J005", - "J005", - "J005", - "J006", - "J006", - "J006", - "J007", - "J007", - "J007", - "J008", - "J008", - "J008", - "J009", - "J009", - "J009", - "J010", - "J010", - "J010", - "J011", - "J011", - "J011", - "J012", - "J012", - "J012", - "J013", - "J013", - "J013", - "J014", - "J014", - "J014", - "J015", - "J015", - "J015", - "J016", - "J016", - "J016", - "J017", - "J017", - "J017", - "J018", - "J018", - "J018", - "J019", - "J019", - "J019", - "J020", - "J020", - "J020", - "J021", - "J021", - "J021", - "J022", - "J022", - "J022", - "J023", - "J023", - "J023", - "J024", - "J024", - "J024", - "J025", - "J025", - "J025", - "J026", - "J026", - "J026", - "J027", - "J027", - "J027", - "J028", - "J028", - "J028", - "J029", - "J029", - "J029", - "J030", - "J030", - "J030", - "J031", - "J031", - "J031", - "J032", - "J032", - "J032", - "J033", - "J033", - "J033", - "J034", - "J034", - "J034", - "J035", - "J035", - "J035", - "J036", - "J036", - "J036", - "J037", - "J037", - "J037", - "J038", - "J038", - "J038", - "J039", - "J039", - "J039", - "J040", - "J040", - "J040", - "J041", - "J041", - "J041", - "J042", - "J042", - "J042", - "J043", - "J043", - "J043", - "J044", - "J044", - "J044", - "J045", - "J045", - "J045", - "J046", - "J046", - "J046", - "J047", - "J047", - "J047", - "J048", - "J048", - "J048", - "J048", - "J048", - "J048", - "J049", - "J049", - "J049", - "J050", - "J050", - "J050", - "J051", - "J051", - "J051", - "J052", - "J052", - "J052", - "J053", - "J053", - "J053", - "J054", - "J054", - "J054", - "J055", - "J055", - "J055", - "J056", - "J056", - "J056", - "J057", - "J057", - "J057", - "J058", - "J058", - "J058", - "J059", - "J059", - "J059", - "J060", - "J060", - "J060", - "J061", - "J061", - "J061", - "J062", - "J062", - "J062", - "J063", - "J063", - "J063", - "J064", - "J064", - "J064", - "J065", - "J065", - "J065", - "J066", - "J066", - "J066", - "J067", - "J067", - "J067", - "J068", - "J068", - "J068", - "JAL", - "JAL", - "JAL", - "JAR", - "JAR", - "JAR", - "JAR", - "JBC", - "JBC", - "JBC", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBM", - "JBM", - "JBM", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBZ", - "JBZ", - "JBZ", - "JCB", - 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"KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KOM", - "KPP", - "KPP", - "KPP", - "KPP", - "KPP", - "KPP", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPPB", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KPR", - "KRK", - "KRK", - "KRK", - "KRK", - "KRK", - "KRK", - "KRK", - "KRK", - "KRK", - "KRK", - "KRM", - "KRM", - "KRM", - "KRM", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KSC", - "KSC", - "KSC", - "KSC", - "KSM", - "KSM", - "KSM", - "KSM", - "KSM", - "KSM", - "KSM", - "KSP", - "KSP", - "KSP", - "KSX", - "KSX", - "KSX", - "KSX", - "KSX", - "KSX", - "KSX", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KTD", - "KTD", - "KTD", - "KTD", - "KTD", - "KTD", - "KTR", - "KTR", - "KTR", - "KTR", - "L001", - "L001", - "L001", - "L002", - "L002", - "L002", - "L003", - "L003", - "L003", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAC", - "LAC", - "LAC", - "LAM", - "LAM", - "LAM", - "LAMB", - "LAS", - "LAS", - "LAS", - "LAS", - "LAS", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LBA", - "LBC", - "LBC", - "LBC", - "LBC", - "LBC", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBF", - "LBF", - "LBF", - "LBF", - "LBF", - "LBF", - "LBG", - "LBG", - "LBK", - "LBK", - "LBK", - "LBK", - "LBK", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBM", - "LBM", - "LBM", - "LBM", - "LBM", - "LBO", - "LBO", - "LBO", - "LBO", - "LBO", - "LBO", - "LBO", - "LBP", - "LBP", - "LBP", - "LBP", - "LBP", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LCA", - "LCA", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCS", - "LCS", - "LCS", - "LCSB", - "LCSB", - "LDB", - "LDB", - "LDB", - "LDB", - "LDB", - "LDB", - "LDB", - "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", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LGB", - "LGB", - "LGB", - "LGB", - "LGB", - "LGB", - "LGB", - "LGH", - "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", - "LGR", - "LGR", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LHC", - "LHC", - "LHC", - "LHC", - "LHC", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHH", - "LHK", - "LHK", - "LHK", - "LHM", - "LHM", - "LHM", - "LHO", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMD", - "LMD", - "LMD", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMI", - "LMI", - "LMI", - "LMI", - "LMI", - "LMI", - "LMM", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMZ", - "LMZ", - "LMZ", - "LOM", - "LPD", - "LPD", - "LPD", - "LPG", - "LPG", - "LPG", - "LPG", - "LPK", - "LPK", - "LPK", - "LPK", - "LRB", - "LRB", - "LRB", - "LRB", - "LRCG", - "LRCG", - "LRCG", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRS", - "LRS", - "LRS", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSF", - "LSF", - "LSF", - "LSF", - "LSF", - "LSF", - "LSF", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSI", - "LSI", - "LSI", - "LSI", - "LSL", - "LSL", - "LSL", - "LSL", - "LSL", - "LSM", - "LSM", - "LSM", - "LSR", - "LSR", - "LSR", - "LSR", - "LSS", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTI", - "LTI", - "LTI", - "LTI", - "LTI", - "LTN", - "LTN", - "LTN", - "LVR", - "LVR", - "LVR", - "LVR", - "LWD", - "LWH", - "LWH", - "LWH", - "LWH", - "LWH", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "MAT", - "MAT", - "MBE", - "MBE", - "MBE", - "MBO", - "MBO", - "MBO", - "MBO", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBU", - "MBU", - "MBUB", - "MBUB", - "MBUB", - "MBUB", - "MBUB", - "MBUB", - "MBY", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCD", - "MCD", - "MCD", - "MCD", - "MCH", - "MCL", - "MCL", - "MCL", - "MCM", - "MCM", - "MCM", - "MCM", - "MCN", - "MCO", - "MCO", - "MCO", - "MCO", - "MCR", - "MCR", - "MCS", - "MCS", - "MCS", - "MCU", - "MCU", - "MCU", - "MCU", - "MCU", - "MCU", - "MCUB", - "MCUB", - "MCV", - "MCV", - "MCW", - "MCY", - "MCY", - "MCY", - "MCY", - "MCY", - "MCY", - "MDC", - "MDC", - "MDC", - "MDC", - "MDC", - "MDH", - "MDH", - "MDH", - "MDH", - "MDH", - "MDH", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDW", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MFB", - "MFB", - "MFB", - "MGP", - "MGP", - "MGP", - "MGP", - "MGP", - "MGPB", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MHD", - "MHD", - "MHD", - "MHD", - "MHD", - "MILG", - "MILG", - "MILG", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MLC", - "MLC", - "MLC", - "MLC", - "MLH", - "MLH", - "MLH", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLK", - "MLK", - "MLK", - "MLK", - "MLK", - "MLL", - "MLM", - "MLM", - "MLM", - "MLM", - "MLR", - "MLR", - "MLR", - "MMI", - "MMI", - "MMI", - "MMI", - "MMI", - "MMI", - "MML", - "MML", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMP", - "MMP", - "MMP", - "MMS", - "MMS", - "MMS", - "MMS", - "MMT", - "MMT", - "MMW", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MNH", - "MNH", - "MNH", - "MNHB", - "MNHB", - "MNHB", - "MNP", - "MNP", - "MNP", - "MNP", - "MOG", - "MOG", - "MOY", - "MOY", - "MOY", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPR", - "MPR", - "MPR", - "MPR", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ3P", - "MQ3P", - "MQ3P", - "MQ3P", - "MQ3P", - "MQ3P", - "MRC", - "MRC", - "MRC", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRF", - "MRF", - "MRF", - "MRF", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRS", - "MRS", - "MRS", - "MSK", - "MSK", - "MSK", - "MSK", - "MSL", - "MSL", - "MSL", - "MSL", - "MSL", - "MSL", - "MST", - "MST", - "MST", - "MSV", - "MSV", - "MSVB", - "MSVB", - "MSVB", - "MSVB", - "MSVB", - "MSVB", - "MTC", - "MTC", - "MTC", - "MTC", - "MTC", - "MTC", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTU", - "MTU", - "MTU", - "MTU", - "MTU", - "MWB", - "MWB", - "MWB", - "MWB", - "MYL", - "MYL", - "MYL", - "MYM", - "N001", - "N001", - "N001", - "N002", - "N002", - "N002", - "N003", - "N003", - "N003", - "N004", - "N004", - "N004", - "N005", - "N005", - "N005", - "N006", - "N006", - "N006", - "N007", - "N007", - "N007", - "N008", - "N008", - "N008", - "N009", - "N009", - "N009", - "N010", - "N010", - "N010", - "N011", - "N011", - "N011", - "N012", - "N012", - "N012", - "N013", - "N013", - "N013", - "N014", - "N014", - "N014", - "N015", - "N015", - "N015", - "N016", - "N016", - "N016", - "N017", - "N017", - "N017", - "N018", - "N018", - "N018", - "N019", - "N019", - "N019", - "N019B", - "N019B", - "N019B", - "N020", - "N020", - "N020", - "N021", - "N021", - "N021", - "N022", - "N022", - "N022", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAP", - "NAP", - "NAP", - "NAPB", - "NAPB", - "NAPC", - "NAPC", - "NAPC", - "NAPC", - "NAPC", - "NAPC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBP", - "NBP", - "NBP", - "NBP", - "NBP", - "NBP", - 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"NSP", - "NSP", - "NSP", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTA", - "NTAB", - "NTAB", - "NTAB", - "NTAB", - "NTAB", - "NTAC", - "NTAC", - "NTAC", - "NTAC", - "NTAC", - "NTAC", - "NTAC", - "NTAC", - "NTAC", - "NTB", - "NTB", - "NTB", - "NTO", - "NTO", - "NTO", - "NTO", - "NTO", - "NTO", - "NTO", - "NTO", - "NTO", - "NTR", - "NTR", - "NTR", - "NTR", - "NTR", - "NTR", - "NTR", - "NTY", - "NTY", - "NTY", - "NTYB", - "NTYB", - "NTYB", - "NTYB", - "NTYB", - "NTYB", - "NTYB", - "NTYB", - "NTYB", - "NVA", - "NVA", - "NVA", - "NVC", - "NVC", - "NVC", - "NVC", - "NVC", - "NVC", - "NVE", - "NVE", - "NVE", - "NVE", - "NVE", - "NVE", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWL", - "NWR", - "NWR", - "NWR", - "NWR", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "NWS", - "O001", - "O001", - "O001", - "OBH", - "OBH", - "OBH", - "OBH", - "OBH", - "OBH", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OBHB", - "OCH", - "OCH", - "OCM", - "OCM", - "OCM", - "OCR", - "OCR", - "OGO", - "OGO", - "OGO", - "OGO", - "OGO", - "OHC", - "OHC", - "OHC", - "OHC", - "ORA", - "ORA", - "ORA", - "ORA", - "ORA", - "ORA", - "ORD", - "ORD", - "ORD", - "OST", - "OST", - "OST", - "OSU", - "OSU", - "OSU", - "OWY", - "OWY", - "OWY", - "OWY", - "OWY", - "OWY", - "PAB", - "PAB", - "PAB", - "PABB", - "PABB", - "PABB", - "PABB", - "PAD", - "PAD", - "PAD", - "PAD", - "PAD", - "PADB", - "PADB", - "PADB", - "PAG", - "PAG", - "PAG", - "PAG", - "PAG", - "PAG", - "PAG", - "PAG", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAGB", - "PAN", - "PAN", - "PAN", - "PAN", - "PAN", - "PAN", - "PAN", - "PAN", - "PAN", - "PAN", - "PAP", - "PAP", - "PAP", - "PAP", - "PAP", - "PAP", - "PAP", - "PAR", - "PAR", - "PAR", - "PAV", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBC", - "PBI", - "PBI", - "PBI", - "PBI", - "PBI", - "PBI", - "PBI", - "PBI", - "PBI", - "PBIB", - "PBIB", - "PBIB", - "PBIB", - "PBIB", - "PBM", - "PBM", - "PBM", - "PBM", - "PBM", - "PBM", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBO", - "PBP", - "PBP", - "PBP", - "PBP", - "PBR", - "PBS", - "PBS", - "PBW", - "PBW", - "PBW", - "PBW", - "PBW", - "PBW", - "PBW", - "PBY", - "PCA", - "PCA", - "PCA", - "PCA", - "PCA", - "PCB", - "PCB", - "PCB", - "PCB", - "PCB", - "PCB", - "PCB", - 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stationnetworkchannellocationratestart_timeend_timelatitudelongitudeelevationdepthdipazimuth
0AARNCEHZ--100.01984/01/01,00:00:001987/05/01,00:00:0039.27594-121.02696911.00.0-90.00.0
1AARNCEHZ--100.01987/05/01,00:00:002006/01/04,19:19:0039.27594-121.02696911.00.0-90.00.0
2AARNCSHZ--20.01994/11/28,00:00:002006/01/04,19:19:0039.27594-121.02696911.00.0-90.00.0
3AASNCEHZ--100.01984/11/27,18:45:001987/05/01,00:00:0038.43014-121.1095931.00.0-90.00.0
4AASNCEHZ--100.01987/05/01,00:00:002021/08/13,16:50:0038.43014-121.1095931.00.0-90.00.0
\n", + "
" ], - "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" + "text/plain": [ + " station network channel location rate start_time \\\n", + "0 AAR NC EHZ -- 100.0 1984/01/01,00:00:00 \n", + "1 AAR NC EHZ -- 100.0 1987/05/01,00:00:00 \n", + "2 AAR NC SHZ -- 20.0 1994/11/28,00:00:00 \n", + "3 AAS NC EHZ -- 100.0 1984/11/27,18:45:00 \n", + "4 AAS NC EHZ -- 100.0 1987/05/01,00:00:00 \n", + "\n", + " end_time latitude longitude elevation depth dip azimuth \n", + "0 1987/05/01,00:00:00 39.27594 -121.02696 911.0 0.0 -90.0 0.0 \n", + "1 2006/01/04,19:19:00 39.27594 -121.02696 911.0 0.0 -90.0 0.0 \n", + "2 2006/01/04,19:19:00 39.27594 -121.02696 911.0 0.0 -90.0 0.0 \n", + "3 1987/05/01,00:00:00 38.43014 -121.10959 31.0 0.0 -90.0 0.0 \n", + "4 2021/08/13,16:50:00 38.43014 -121.10959 31.0 0.0 -90.0 0.0 " ] - 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"BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJF", - "BJO", - "BJO", - "BJO", - "BJO", - "BJO", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BJOB", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BKC", - "BLR", - "BLR", - "BLR", - "BLR", - "BLR", - "BLR", - "BLR", - "BMS", - "BMS", - "BMS", - "BMS", - "BMS", - "BMS", - "BPC", - "BPC", - "BPC", - "BPC", - "BPC", - "BPC", - "BPC", - "BPC", - "BPE", - "BPE", - "BPE", - "BPE", - "BPE", - "BPE", - "BPF", - "BPF", - "BPF", - "BPF", - "BPF", - "BPI", - "BPI", - "BPI", - "BPI", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPL", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPO", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPOB", - "BPP", - "BPR", - "BPR", - "BPR", - "BPR", - "BPRB", - "BPRB", - "BPRB", - "BPRB", - "BPS", - "BPS", - "BPS", - "BPS", - "BPS", - "BPS", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BPV", - "BRM", - "BRM", - "BRM", - "BRV", - "BRV", - "BRV", - "BRV", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSC", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSG", - "BSL", - "BSL", - "BSL", - "BSL", - "BSM", - "BSM", - "BSM", - "BSM", - "BSM", - "BSM", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BSR", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTI", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BTV", - "BVL", - "BVL", - "BVL", - "BVLB", - "BVY", - "BVY", - "BVY", - "C001", - "C001", - "C001", - "C002", - "C002", - "C002", - "C003", - "C003", - "C003", - "C004", - "C004", - "C004", - "C005", - "C005", - "C005", - "C006", - "C006", - "C006", - "C007", - "C007", - "C007", - "C008", - "C008", - "C008", - "C008", - "C008", - "C008", - "C009", - "C009", - "C009", - "C010", - "C010", - "C010", - "C011", - "C011", - "C011", - "C012", - "C012", - "C012", - "C013", - "C013", - "C013", - "C014", - "C014", - "C014", - "C015", - "C015", - "C015", - "C016", - "C016", - "C016", - "C017", - "C017", - "C017", - "C018", - "C018", - "C018", - "C019", - "C019", - "C019", - "C020", - "C020", - "C020", - "C021", - "C021", - "C021", - "C022", - "C022", - "C022", - "C023", - "C023", - "C023", - "C024", - "C024", - "C024", - "C025", - "C025", - "C025", - "C026", - "C026", - "C026", - "C027", - "C027", - "C027", - "C028", - "C028", - "C028", - "C029", - "C029", - "C029", - "C030", - "C030", - "C030", - "C031", - "C031", - "C031", - "C032", - "C032", - "C032", - "C033", - "C033", - "C033", - "C034", - "C034", - "C034", - "C035", - "C035", - "C035", - "C036", - "C036", - "C036", - "C037", - "C037", - "C037", - "C038", - "C038", - "C038", - "C039", - "C039", - "C039", - "C040", - "C040", - "C040", - "C041", - "C041", - "C041", - "C042", - "C042", - "C042", - "C043", - "C043", - "C043", - "C044", - "C044", - "C044", - "C045", - "C045", - "C045", - "C046", - "C046", - "C046", - "C047", - "C047", - "C047", - "C048", - "C048", - "C048", - "C049", - "C049", - "C049", - "C050", - "C050", - "C050", - "C051", - "C051", - "C051", - "C052", - "C052", - "C052", - "C053", - "C053", - "C053", - "C054", - "C054", - "C054", - "C055", - "C055", - "C055", - "C056", - "C056", - "C056", - "C057", - "C057", - "C057", - "C058", - "C058", - "C058", - "C059", - "C059", - "C059", - "C060", - "C060", - "C060", - "C061", - "C061", - "C061", - "C062", - "C062", - "C062", - "C063", - "C063", - "C063", - "C064", - "C064", - "C064", - "C065", - "C065", - "C065", - "C066", - "C066", - "C066", - "C067", - "C067", - "C067", - "C068", - "C068", - "C068", - "C069", - "C069", - "C069", - "C070", - "C070", - "C070", - "C071", - "C071", - "C071", - "C072", - "C072", - "C072", - "C073", - "C073", - "C073", - "CAC", - "CAC", - "CAC", - "CAC", - "CAC", - "CAD", - "CAD", - "CAD", - "CAD", - "CAD", - "CAD", - "CADB", - "CADB", - "CADB", - "CADB", - "CADB", - "CADB", - "CADB", - "CADB", - "CADB", - "CAG", - "CAG", - "CAG", - "CAG", - "CAG", - "CAG", - "CAG", - "CAG", - "CAG", - "CAI", - "CAI", - "CAI", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAL", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAO", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CAP", - "CBK", - "CBK", - "CBLG", - "CBLG", - "CBLG", - "CBLG", - "CBP", - "CBP", - "CBP", - "CBP", - "CBP", - "CBP", - "CBP", - "CBP", - "CBP", - "CBP", - "CBP", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBR", - "CBS", - "CBS", - "CBS", - "CBSB", - "CBSB", - "CBSB", - "CBSB", - "CBW", - "CBW", - "CBW", - "CBW", - "CBW", - "CBW", - "CBW", - "CBW", - "CBZ", - "CBZ", - "CBZ", - "CBZ", - "CBZ", - "CBZ", - "CBZ", - "CBZ", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCH1", - "CCO", - "CCO", - "CCO", - "CCO", - "CCO", - "CCO", - "CCO", - "CCO", - "CCO", - "CCO", - "CCO", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCOB", - "CCY", - "CCY", - "CCY", - "CCY", - "CCY", - "CDA", - "CDA", - "CDA", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDG", - "CDO", - "CDO", - "CDO", - "CDOB", - "CDOB", - "CDOB", - "CDOB", - "CDOB", - "CDOB", - "CDOB", - "CDU", - "CDU", - "CDU", - "CDU", - "CDU", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CDV", - "CGP", - "CGP", - "CGP", - "CGP", - "CGP", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CGP1", - "CHMG", - "CHMG", - "CHMG", - "CHMG", - "CHMG", - "CHMG", - "CHR", - "CHR", - "CHR", - "CHR", - "CHR", - "CLC", - "CLC", - "CLC", - "CLCB", - "CLCB", - "CLCB", - "CLCB", - "CLCB", - "CLCB", - "CLCB", - "CLCB", - "CLCB", - "CMC", - "CMC", - "CMC", - "CMC", - "CMC", - "CMC", - "CMC", - "CMC", - "CMC", - "CMH", - "CMH", - "CMH", - "CMI", - "CMI", - "CMI", - "CMJ", - "CMJ", - "CMJ", - "CMK", - "CMK", - "CMK", - "CMK", - "CMK", - "CMK", - "CML", - "CML", - "CML", - "CML", - "CML", - "CML", - "CML", - "CMLP", - "CMLP", - "CMLP", - "CMLP", - "CMM", - "CMM", - "CMM", - "CMM", - "CMM", - "CMM", - "CMM", - "CMN", - "CMN", - "CMN", - "CMN", - "CMN", - "CMN", - "CMO", - "CMO", - "CMO", - "CMO", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMOB", - "CMP", - "CMP", - "CMP", - "CMP", - "CMP", - "CMR", - "CMR", - "CMR", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CMW1", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "CNI", - "COS", - "COS", - "COS", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPI", - "CPL", - "CPL", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPM", - "CPP", - "CPP", - "CPP", - "CPP", - "CPP", - "CRA", - "CRA", - "CRA", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRH", - "CRP", - "CRP", - "CRP", - "CRP", - "CRP", - "CRP", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CRPB", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSA", - "CSC", - "CSC", - "CSH", - "CSH", - "CSH", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSL", - "CSP", - "CSP", - "CSP", - "CSP", - "CSP", - "CSPB", - "CSPB", - "CSPB", - "CSPB", - "CST", - "CST", - "CST", - "CSTB", - "CSTB", - "CSTC", - "CSTC", - "CSTC", - "CSU", - "CSU", - "CSU", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSU1", - "CSV", - "CSV", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTA", - "CTH", - "CTH", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CUSLD", - "CVA", - "CVA", - "CVA", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVL", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CVP", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYB", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "CYD1", - "DBOG", - "DBOG", - "DBOG", - "DBOG", - "DBOG", - "EXSG", - "EXSG", - "EXSG", - "EXSG", - "EXSG", - "EXSG", - "G001", - "G001", - "G001", - "G002", - "G002", - "G002", - "G003", - "G003", - "G003", - "G004", - "G004", - "G004", - "G005", - "G005", - "G005", - "G006", - "G006", - "G006", - "G007", - "G007", - "G007", - "GAC", - "GAC", - "GAC", - "GAR", - "GAR", - "GAR", - "GAX", - "GAX", - "GAX", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GAXB", - "GBB", - "GBB", - "GBD", - "GBD", - "GBD", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBG", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBL", - "GBM", - "GBM", - "GBM", - "GCB", - "GCB", - "GCB", - "GCK", - "GCK", - "GCM", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCPN", - "GCR", - "GCR", - "GCR", - "GCR", - "GCS", - "GCS", - "GCS", - "GCV", - "GCV", - "GCV", - "GCV", - "GCV", - "GCV", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCVB", - "GCW", - "GCW", - "GCW", - "GCW", - "GCW", - "GDC", - "GDC", - "GDC", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDCB", - "GDX", - "GDX", - "GDX", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GDXB", - "GFC", - "GFC", - "GFC", - "GFC", - "GFC", - "GFC", - "GGL", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGP", - "GGPB", - "GGPB", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGPC", - "GGU", - "GGU", - "GGU", - "GHC", - "GHC", - "GHC", - "GHG", - "GHG", - "GHG", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHGB", - "GHL", - "GHL", - "GHL", - "GHM", - "GHM", - "GHM", - "GHO", - "GHO", - "GHO", - "GHO", - "GHO", - "GHO", - "GHV", - "GHV", - "GHV", - "GHV", - "GMC", - "GMC", - "GMC", - "GMK", - "GMK", - "GMK", - "GMM", - "GMO", - "GMO", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GMR", - "GNA", - "GNA", - "GNA", - "GNA", - "GNA", - "GNA", - "GNA", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GNR", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GPM", - "GRO", - "GRO", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GROB", - "GRT", - "GRT", - "GRT", - "GRT", - "GRT", - "GRT", - "GRT", - "GSG", - "GSG", - "GSG", - "GSG", - "GSG", - "GSM", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSN", - "GSS", - "GSS", - "GSS", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GSX", - "GTC", - "GTC", - "GTC", - "GTC", - "GTC", - "GTS", - "GTS", - "GTS", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVA", - "GVV", - "GVV", - "GVV", - "GWK", - "GWK", - "GWK", - "GWK", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWR", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "GWW", - "H001", - "H001", - "H001", - "H002", - "H002", - "H002", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HAZ", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBC", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBH", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HBT", - "HCA", - "HCA", - "HCA", - "HCA", - "HCA", - "HCAB", - "HCAB", - "HCAB", - "HCAB", - "HCB", - "HCB", - "HCB", - "HCBB", - "HCBB", - "HCBB", - "HCBB", - "HCO", - "HCO", - "HCO", - "HCO", - "HCO", - "HCO", - "HCO", - "HCP", - "HCP", - "HCR", - "HCR", - "HCR", - "HCRB", - "HCRB", - "HCRB", - "HCRB", - "HDL", - "HDL", - "HDL", - "HDL", - "HDL", - "HER", - "HER", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HES", - "HFE", - "HFE", - "HFE", - "HFE", - "HFE", - "HFH", - "HFH", - "HFM", - "HFM", - "HFM", - "HFM", - "HFM", - "HFM", - "HFP", - "HFP", - "HFP", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGS", - "HGW", - "HGW", - "HGW", - "HJG", - "HJG", - "HJG", - "HJG", - "HJG", - "HJS", - "HJS", - "HJS", - "HJS", - "HJS", - "HJS", - "HJS", - "HKR", - "HKR", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLB", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLO", - "HLP", - "HLP", - "HLP", - "HLP", - "HLP", - "HLP", - "HLT", - "HLT", - "HLT", - "HLT", - "HLT", - "HLT", - "HLT", - "HMO", - "HMO", - "HMO", - "HMO", - "HMO", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMOB", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMP", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HMS", - "HOR", - "HOR", - "HOR", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPC", - "HPH", - "HPH", - "HPH", - "HPH", - "HPH", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPL", - "HPR", - "HPR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HQR", - "HSF", - "HSF", - "HSF", - "HSF", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSFB", - "HSL", - "HSL", - "HSL", - "HSL", - "HSP", - "HSP", - "HSP", - "HTU", - "HTU", - "HTU", - "HTU", - "J001", - "J001", - "J001", - "J002", - "J002", - "J002", - "J003", - "J003", - "J003", - "J004", - "J004", - "J004", - "J005", - "J005", - "J005", - "J006", - "J006", - "J006", - "J007", - "J007", - "J007", - "J008", - "J008", - "J008", - "J009", - "J009", - "J009", - "J010", - "J010", - "J010", - "J011", - "J011", - "J011", - "J012", - "J012", - "J012", - "J013", - "J013", - "J013", - "J014", - "J014", - "J014", - "J015", - "J015", - "J015", - "J016", - "J016", - "J016", - "J017", - "J017", - "J017", - "J018", - "J018", - "J018", - "J019", - "J019", - "J019", - "J020", - "J020", - "J020", - "J021", - "J021", - "J021", - "J022", - "J022", - "J022", - "J023", - "J023", - "J023", - "J024", - "J024", - "J024", - "J025", - "J025", - "J025", - "J026", - "J026", - "J026", - "J027", - "J027", - "J027", - "J028", - "J028", - "J028", - "J029", - "J029", - "J029", - "J030", - "J030", - "J030", - "J031", - "J031", - "J031", - "J032", - "J032", - "J032", - "J033", - "J033", - "J033", - "J034", - "J034", - "J034", - "J035", - "J035", - "J035", - "J036", - "J036", - "J036", - "J037", - "J037", - "J037", - "J038", - "J038", - "J038", - "J039", - "J039", - "J039", - "J040", - "J040", - "J040", - "J041", - "J041", - "J041", - "J042", - "J042", - "J042", - "J043", - "J043", - "J043", - "J044", - "J044", - "J044", - "J045", - "J045", - "J045", - "J046", - "J046", - "J046", - "J047", - "J047", - "J047", - "J048", - "J048", - "J048", - "J048", - "J048", - "J048", - "J049", - "J049", - "J049", - "J050", - "J050", - "J050", - "J051", - "J051", - "J051", - "J052", - "J052", - "J052", - "J053", - "J053", - "J053", - "J054", - "J054", - "J054", - "J055", - "J055", - "J055", - "J056", - "J056", - "J056", - "J057", - "J057", - "J057", - "J058", - "J058", - "J058", - "J059", - "J059", - "J059", - "J060", - "J060", - "J060", - "J061", - "J061", - "J061", - "J062", - "J062", - "J062", - "J063", - "J063", - "J063", - "J064", - "J064", - "J064", - "J065", - "J065", - "J065", - "J066", - "J066", - "J066", - "J067", - "J067", - "J067", - "J068", - "J068", - "J068", - "JAL", - "JAL", - "JAL", - "JAR", - "JAR", - "JAR", - "JAR", - "JBC", - "JBC", - "JBC", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBG", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBL", - "JBM", - "JBM", - "JBM", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBMB", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBN", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBNB", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBR", - "JBZ", - "JBZ", - "JBZ", - "JCB", - "JCB", - "JCB", - "JCB", - "JCB", - "JCB", - "JCB", - "JCB", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCH", - "JCP", - "JCP", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JCPB", - "JEC", - "JEC", - "JEC", - "JEC", - "JEC", - "JECB", - "JECB", - "JECB", - "JECB", - "JECB", - "JECB", - "JECB", - "JECB", - "JEG", - "JEG", - "JEG", - "JEG", - "JEG", - "JEL", - "JEL", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JELB", - "JFP", - "JFP", - "JFP", - "JFP", - "JFP", - "JGR", - "JGR", - "JGR", - "JGR", - "JGR", - "JHL", - "JHL", - "JHL", - "JHP", - "JHP", - "JHP", - "JHU", - "JHU", - "JHU", - "JHU", - "JHU", - "JJO", - 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"KBN", - "KBN", - "KBN", - "KBN", - "KBN", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBO", - "KBR", - "KBR", - "KBR", - "KBS", - "KBS", - "KBS", - "KBS", - "KBS", - "KBS", - "KBS", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KBU", - "KCO", - "KCO", - "KCO", - "KCO", - "KCO", - "KCO", - "KCO", - "KCO", - "KCO", - "KCO", - "KCP", - "KCP", - "KCP", - "KCP", - "KCP", - "KCP", - "KCP", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCPB", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCR", - "KCS", - "KCS", - "KCS", - "KCS", - "KCS", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCSB", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KCT", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KEB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFB", - "KFP", - "KFP", - "KFP", - "KFP", - "KFP", - "KFP", - "KFP", - "KFP", - "KFP", - "KFP", - "KGM", - "KGM", - "KGM", - "KHB", - "KHB", - "KHB", - "KHB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - "KHBB", - 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"KKP", - "KKP", - "KKP", - "KMP", - "KMP", - "KMP", - "KMP", - "KMP", - "KMP", - "KMP", - "KMP", - "KMP", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMPB", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - "KMR", - 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"KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRMB", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KRP", - "KSC", - "KSC", - "KSC", - "KSC", - "KSM", - "KSM", - "KSM", - "KSM", - "KSM", - "KSM", - "KSM", - "KSP", - "KSP", - "KSP", - "KSX", - "KSX", - "KSX", - "KSX", - "KSX", - "KSX", - "KSX", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KSXB", - "KTD", - "KTD", - "KTD", - "KTD", - "KTD", - "KTD", - "KTR", - "KTR", - "KTR", - "KTR", - "L001", - "L001", - "L001", - "L002", - "L002", - "L002", - "L003", - "L003", - "L003", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAB", - "LAC", - "LAC", - "LAC", - "LAM", - "LAM", - "LAM", - "LAMB", - "LAS", - "LAS", - "LAS", - "LAS", - "LAS", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LASH", - "LBA", - "LBC", - "LBC", - "LBC", - "LBC", - "LBC", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBE", - "LBF", - "LBF", - "LBF", - "LBF", - "LBF", - "LBF", - "LBG", - "LBG", - "LBK", - "LBK", - "LBK", - "LBK", - "LBK", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBL", - "LBM", - "LBM", - "LBM", - "LBM", - "LBM", - "LBO", - "LBO", - "LBO", - "LBO", - "LBO", - "LBO", - "LBO", - "LBP", - "LBP", - "LBP", - "LBP", - "LBP", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBR", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LBU", - "LCA", - "LCA", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCF", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCM", - "LCS", - "LCS", - "LCS", - "LCSB", - "LCSB", - "LDB", - "LDB", - "LDB", - "LDB", - "LDB", - "LDB", - "LDB", - "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", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LEL", - "LGB", - "LGB", - "LGB", - "LGB", - "LGB", - "LGB", - "LGB", - "LGH", - "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", - "LGR", - "LGR", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LGY", - "LHC", - "LHC", - "LHC", - "LHC", - "LHC", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHE", - "LHH", - "LHK", - "LHK", - "LHK", - "LHM", - "LHM", - "LHM", - "LHO", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMC", - "LMD", - "LMD", - "LMD", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LME", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMH", - "LMI", - "LMI", - "LMI", - "LMI", - "LMI", - "LMI", - "LMM", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMP", - "LMZ", - "LMZ", - "LMZ", - "LOM", - "LPD", - "LPD", - "LPD", - "LPG", - "LPG", - "LPG", - "LPG", - "LPK", - "LPK", - "LPK", - "LPK", - "LRB", - "LRB", - "LRB", - "LRB", - "LRCG", - "LRCG", - "LRCG", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRD", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRR", - "LRS", - "LRS", - "LRS", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSB", - "LSF", - "LSF", - "LSF", - "LSF", - "LSF", - "LSF", - "LSF", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSH", - "LSI", - "LSI", - "LSI", - "LSI", - "LSL", - "LSL", - "LSL", - "LSL", - "LSL", - "LSM", - "LSM", - "LSM", - "LSR", - "LSR", - "LSR", - "LSR", - "LSS", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTC", - "LTI", - "LTI", - "LTI", - "LTI", - "LTI", - "LTN", - "LTN", - "LTN", - "LVR", - "LVR", - "LVR", - "LVR", - "LWD", - "LWH", - "LWH", - "LWH", - "LWH", - "LWH", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "LWHB", - "MAT", - "MAT", - "MBE", - "MBE", - "MBE", - "MBO", - "MBO", - "MBO", - "MBO", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBS1", - "MBU", - "MBU", - "MBUB", - "MBUB", - "MBUB", - "MBUB", - "MBUB", - "MBUB", - "MBY", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCB", - "MCD", - "MCD", - "MCD", - "MCD", - "MCH", - "MCL", - "MCL", - "MCL", - "MCM", - "MCM", - "MCM", - "MCM", - "MCN", - "MCO", - "MCO", - "MCO", - "MCO", - "MCR", - "MCR", - "MCS", - "MCS", - "MCS", - "MCU", - "MCU", - "MCU", - "MCU", - "MCU", - "MCU", - "MCUB", - "MCUB", - "MCV", - "MCV", - "MCW", - "MCY", - "MCY", - "MCY", - "MCY", - "MCY", - "MCY", - "MDC", - "MDC", - "MDC", - "MDC", - "MDC", - "MDH", - "MDH", - "MDH", - "MDH", - "MDH", - "MDH", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDH1", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDP1", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDPB", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDR", - "MDW", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MDY", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MEM", - "MFB", - "MFB", - "MFB", - "MGP", - "MGP", - "MGP", - "MGP", - "MGP", - "MGPB", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MGS", - "MHD", - "MHD", - "MHD", - "MHD", - "MHD", - "MILG", - "MILG", - "MILG", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MINS", - "MLC", - "MLC", - "MLC", - "MLC", - "MLH", - "MLH", - "MLH", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLI", - "MLK", - "MLK", - "MLK", - "MLK", - "MLK", - "MLL", - "MLM", - "MLM", - "MLM", - "MLM", - "MLR", - "MLR", - "MLR", - "MMI", - "MMI", - "MMI", - "MMI", - "MMI", - "MMI", - "MML", - "MML", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMLB", - "MMP", - "MMP", - "MMP", - "MMS", - "MMS", - "MMS", - "MMS", - "MMT", - "MMT", - "MMW", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MMX1", - "MNH", - "MNH", - "MNH", - "MNHB", - "MNHB", - "MNHB", - "MNP", - "MNP", - "MNP", - "MNP", - "MOG", - "MOG", - "MOY", - "MOY", - "MOY", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPARD", - "MPR", - "MPR", - "MPR", - "MPR", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ1P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ2P", - "MQ3P", - "MQ3P", - "MQ3P", - "MQ3P", - "MQ3P", - "MQ3P", - "MRC", - "MRC", - "MRC", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRD", - "MRF", - "MRF", - "MRF", - "MRF", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRH", - "MRS", - "MRS", - "MRS", - "MSK", - "MSK", - "MSK", - "MSK", - "MSL", - "MSL", - "MSL", - "MSL", - "MSL", - "MSL", - "MST", - "MST", - "MST", - "MSV", - "MSV", - "MSVB", - "MSVB", - "MSVB", - "MSVB", - "MSVB", - "MSVB", - "MTC", - "MTC", - "MTC", - "MTC", - "MTC", - "MTC", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTL", - "MTU", - "MTU", - "MTU", - "MTU", - "MTU", - "MWB", - "MWB", - "MWB", - "MWB", - "MYL", - "MYL", - "MYL", - "MYM", - "N001", - "N001", - "N001", - "N002", - "N002", - "N002", - "N003", - "N003", - "N003", - "N004", - "N004", - "N004", - "N005", - "N005", - "N005", - "N006", - "N006", - "N006", - "N007", - "N007", - "N007", - "N008", - "N008", - "N008", - "N009", - "N009", - "N009", - "N010", - "N010", - "N010", - "N011", - "N011", - "N011", - "N012", - "N012", - "N012", - "N013", - "N013", - "N013", - "N014", - "N014", - "N014", - "N015", - "N015", - "N015", - "N016", - "N016", - "N016", - "N017", - "N017", - "N017", - "N018", - "N018", - "N018", - "N019", - "N019", - "N019", - "N019B", - "N019B", - "N019B", - "N020", - "N020", - "N020", - "N021", - "N021", - "N021", - "N022", - "N022", - "N022", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAD", - "NAP", - "NAP", - "NAP", - "NAPB", - "NAPB", - "NAPC", - "NAPC", - "NAPC", - "NAPC", - "NAPC", - "NAPC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBC", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBO", - "NBP", - "NBP", - "NBP", - "NBP", - "NBP", - "NBP", - "NBP", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBPB", - "NBR", - "NBR", - "NBR", - "NBRB", - "NBRB", - "NBRB", - "NBRB", - "NBRB", - "NCC", - "NCC", - "NCC", - "NCC", - "NCC", - "NCC", - "NCC", - "NCC", - "NCF", - "NCF", - "NCF", - "NCP", - "NCP", - "NCP", - "NCP", - "NCT", - "NCT", - "NCT", - "NCT", - "NDH", - "NDH", - "NDH", - "NEA", - "NEA", - "NEA", - "NEA", - "NEA", - "NEH", - "NEH", - "NEH", - "NEH", - "NEH", - "NEH", - "NFI", - "NFI", - "NFI", - "NFR", - "NFR", - "NFR", - "NFR", - "NFR", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFRB", - "NFV", - "NFV", - "NFV", - "NFV", - "NFV", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - "NFVB", - 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"cell_type": "markdown", - "id": "373751b7", - "metadata": {}, - "source": [ - "# 3: Manupulating Pandas \n", - "We can filter the data with the value taken by a given column:" + "data": { + "text/plain": [ + "0 AAR\n", + "1 AAR\n", + "2 AAR\n", + "3 AAS\n", + "4 AAS\n", + " ... \n", + "7151 WMP\n", + "7152 WMP\n", + "7153 WMP\n", + "7154 WMP\n", + "7155 WWVB\n", + "Name: station, Length: 7156, dtype: object" ] - }, + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.iloc[:, 0]" + ] + }, + { + "cell_type": "markdown", + "id": "a201c0e9", + "metadata": {}, + "source": [ + "The DataFrame may have bad values. A typical data cleaning involves removing Nan and Zeros for instance." + ] + }, + { + "cell_type": "markdown", + "id": "fc8219f0", + "metadata": {}, + "source": [ + "Use Plotly to map the stations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78c75b19", + "metadata": {}, + "outputs": [], + "source": [ + "data.dropna(inplace=True)\n", + "data=data[data.longitude!=0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f3533db", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "d28d4e95", - "metadata": {}, - "outputs": [ + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ { - "data": { - "text/html": [ - "
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3409KCPBNCBHE--50.02002/01/24,23:50:002002/10/16,23:59:0039.68631-123.582421261.00.00.090.0
3410KCPBNCBHE--20.02002/10/17,00:00:002006/01/24,18:00:0039.68631-123.582421261.00.00.090.0
3411KCPBNCBHN--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
..........................................
3480KCPBNCMNE--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.00.090.0
3481KCPBNCMNN--10.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
3482KCPBNCMNN--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.00.00.0
3483KCPBNCMNZ--10.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.0-90.00.0
3484KCPBNCMNZ--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.0-90.00.0
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78 rows × 13 columns

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" - ], - "text/plain": [ - " station network channel location rate start_time \\\n", - "3407 KCPB NC BHE -- 50.0 1999/08/03,00:00:00 \n", - "3408 KCPB NC BHE -- 50.0 2000/06/06,16:00:00 \n", - "3409 KCPB NC BHE -- 50.0 2002/01/24,23:50:00 \n", - "3410 KCPB NC BHE -- 20.0 2002/10/17,00:00:00 \n", - "3411 KCPB NC BHN -- 50.0 1999/08/03,00:00:00 \n", - "... ... ... ... ... ... ... \n", - "3480 KCPB NC MNE -- 10.0 2000/06/06,16:00:00 \n", - "3481 KCPB NC MNN -- 10.0 1999/08/03,00:00:00 \n", - "3482 KCPB NC MNN -- 10.0 2000/06/06,16:00:00 \n", - "3483 KCPB NC MNZ -- 10.0 1999/08/03,00:00:00 \n", - "3484 KCPB NC MNZ -- 10.0 2000/06/06,16:00:00 \n", - "\n", - " end_time latitude longitude elevation depth dip \\\n", - "3407 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", - "3408 2002/01/24,23:50:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", - "3409 2002/10/16,23:59:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", - "3410 2006/01/24,18:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", - "3411 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stationnetworkchannellocationratestart_timeend_timelatitudelongitudeelevationdepthdipazimuth
3407KCPBNCBHE--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.090.0
3408KCPBNCBHE--50.02000/06/06,16:00:002002/01/24,23:50:0039.68631-123.582421261.00.00.090.0
3409KCPBNCBHE--50.02002/01/24,23:50:002002/10/16,23:59:0039.68631-123.582421261.00.00.090.0
3410KCPBNCBHE--20.02002/10/17,00:00:002006/01/24,18:00:0039.68631-123.582421261.00.00.090.0
3411KCPBNCBHN--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
..........................................
3666KHBBNCLHZ--1.02016/04/28,16:56:002022/08/09,18:00:0040.65990-123.219661864.00.0-90.00.0
3667KHBBNCLHZ--1.02022/08/09,18:00:003000/01/01,00:00:0040.65990-123.219661864.00.0-90.00.0
3668KHBBNCLNE--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.090.0
3669KHBBNCLNN--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.00.0
3670KHBBNCLNZ--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.0-90.00.0
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3411KCPBNCBHN--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
..........................................
3666KHBBNCLHZ--1.02016/04/28,16:56:002022/08/09,18:00:0040.65990-123.219661864.00.0-90.00.0
3667KHBBNCLHZ--1.02022/08/09,18:00:003000/01/01,00:00:0040.65990-123.219661864.00.0-90.00.0
3668KHBBNCLNE--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.090.0
3669KHBBNCLNN--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.00.0
3670KHBBNCLNZ--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.0-90.00.0
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3407KCPBNCBHE--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.090.0
3408KCPBNCBHE--50.02000/06/06,16:00:002002/01/24,23:50:0039.68631-123.582421261.00.00.090.0
3409KCPBNCBHE--50.02002/01/24,23:50:002002/10/16,23:59:0039.68631-123.582421261.00.00.090.0
3410KCPBNCBHE--20.02002/10/17,00:00:002006/01/24,18:00:0039.68631-123.582421261.00.00.090.0
3411KCPBNCBHN--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
..........................................
3480KCPBNCMNE--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.00.090.0
3481KCPBNCMNN--10.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
3482KCPBNCMNN--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.00.00.0
3483KCPBNCMNZ--10.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.0-90.00.0
3484KCPBNCMNZ--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.0-90.00.0
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78 rows × 13 columns

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"execution_count": null, - "id": "51dd7dc7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "count 7136.000000\n", - "mean 665.036617\n", - "std 670.177475\n", - "min -1388.000000\n", - "25% 164.000000\n", - "50% 446.000000\n", - "75% 925.000000\n", - "max 3680.000000\n", - "Name: elevation, dtype: float64" - ] + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.elevation.describe()" - ] - }, - { - "cell_type": "markdown", - "id": "1aa0ad85", - "metadata": {}, - "source": [ - "We can perform standard operations on the whole data set:" - ] - }, + "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": null, + "id": "819da3ef", + "metadata": {}, + "outputs": [ { - 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"cell_type": "code", - "execution_count": null, - "id": "51c58c07", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['EHZ', 'SHZ', 'HHE', 'HHN', 'HHZ', 'HNE', 'HNN', 'HNZ', 'LHE',\n", - " 'LHN', 'LHZ', 'ACE', 'GAN', 'GEL', 'GLA', 'GLO', 'GNS', 'GPL',\n", - " 'LCE', 'LCQ', 'VCO', 'VDT', 'VEC', 'VEI', 'VPB', 'ELE', 'ELN',\n", - " 'ELZ', 'SLE', 'SLN', 'SLZ', 'LCL', 'LOG', 'OCF', 'VEA', 'VEP',\n", - " 'VFP', 'VKI', 'GST', 'EHE', 'EHN', 'BNE', 'BNN', 'BN1', 'BN2',\n", - " 'BN3', 'BV1', 'EP1', 'EP2', 'EP3', 'HDO', 'HN1', 'HN2', 'HN3',\n", - " 'HV1', 'SP2', 'SP3', 'BNZ', 'LDO', 'HJ2', 'HJ3', 'HJZ', 'SHE',\n", - " 'SHN', 'BHE', 'BHN', 'BHZ', 'LNE', 'LNN', 'LNZ', 'MHE', 'MHN',\n", - " 'MHZ', 'MNE', 'MNN', 'MNZ', 'HH2', 'HH3', 'LH2', 'LH3', 'SP1',\n", - " 'DP1', 'DP2', 'DP3', 'HLE', 'HLN', 'HLZ', 'XNE', 'XNN', 'XNZ',\n", - " 'EH1', 'VM1', 'VM2', 'VM3'], dtype=object)" - ] + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + 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"data.station.value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "8ff6d551", - "metadata": {}, - "source": [ - "The second option is to use the apply function:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "610141ba", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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7136 rows × 13 columns

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" - ], - "text/plain": [ - " station network channel location rate start_time \\\n", - "0 AAR NC EHZ -- 100.0 1984/01/01,00:00:00 \n", - "1 AAR NC EHZ -- 100.0 1987/05/01,00:00:00 \n", - "2 AAR NC SHZ -- 20.0 1994/11/28,00:00:00 \n", - "3 AAS NC EHZ -- 100.0 1984/11/27,18:45:00 \n", - "4 AAS NC EHZ -- 100.0 1987/05/01,00:00:00 \n", - "... ... ... ... ... ... ... \n", - "7150 WMP NC SHE -- 20.0 1995/07/02,12:00:00 \n", - "7151 WMP NC SHN -- 20.0 1995/07/02,12:00:00 \n", - "7152 WMP NC SHZ -- 20.0 1995/03/02,19:00:00 \n", - "7153 WMP NC SHZ -- 20.0 1995/07/02,12:00:00 \n", - "7154 WMP NC SHZ 10 20.0 1995/07/02,12:00:00 \n", - "\n", - " end_time latitude longitude elevation depth dip \\\n", - "0 1987/05/01,00:00:00 39.27594 -121.02696 154.125816 0.0 -90.0 \n", - "1 2006/01/04,19:19:00 39.27594 -121.02696 154.125816 0.0 -90.0 \n", - "2 2006/01/04,19:19:00 39.27594 -121.02696 154.125816 0.0 -90.0 \n", - "3 1987/05/01,00:00:00 38.43014 -121.10959 -725.874184 0.0 -90.0 \n", - "4 2021/08/13,16:50:00 38.43014 -121.10959 -725.874184 0.0 -90.0 \n", - "... ... ... ... ... ... ... \n", - "7150 2002/05/08,22:30:00 35.64059 -118.78570 321.125816 0.0 0.0 \n", - "7151 2002/05/08,22:30:00 35.64059 -118.78570 321.125816 0.0 0.0 \n", - "7152 1995/07/02,12:00:00 35.64059 -118.78570 321.125816 0.0 -90.0 \n", - "7153 2002/05/08,22:30:00 35.64059 -118.78570 321.125816 0.0 -90.0 \n", - "7154 1999/05/11,23:59:00 35.64059 -118.78570 321.125816 0.0 -90.0 \n", - "\n", - " azimuth \n", - "0 0.0 \n", - "1 0.0 \n", - "2 0.0 \n", - "3 0.0 \n", - "4 0.0 \n", - "... ... \n", - "7150 90.0 \n", - "7151 0.0 \n", - "7152 0.0 \n", - "7153 0.0 \n", - "7154 0.0 \n", - "\n", - "[7136 rows x 13 columns]" - ] + "hoverlabel": { + "align": "left" }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_elevation_mean=data.elevation.unique().mean()\n", - "def remean_elevation(row):\n", - " row.elevation = row.elevation - data_elevation_mean\n", - " return row\n", - "data.apply(remean_elevation, axis='columns')" - ] - }, - { - "cell_type": "markdown", - "id": "4193d83c", - "metadata": {}, - "source": [ - "We can also carry out simple operations on columns, provided they make sense." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e02b7ee4", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 NC - AAR\n", - "1 NC - AAR\n", - "2 NC - AAR\n", - "3 NC - AAS\n", - "4 NC - AAS\n", - " ... \n", - "7150 NC - WMP\n", - "7151 NC - WMP\n", - "7152 NC - WMP\n", - "7153 NC - WMP\n", - "7154 NC - WMP\n", - "Length: 7136, dtype: object" - ] + "hovermode": "closest", + "mapbox": { + "style": "light" }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.network + ' - ' + data.station" - ] - }, - { - "cell_type": "markdown", - "id": "c6e15985", - "metadata": {}, - "source": [ - "A useful feature is to group the rows depending on the value of a categorical variable, and then apply the same operation to all the groups. For instance, I want to know how many times each station appears in the file:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cdf44701", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "station\n", - "AAR 3\n", - "AAS 3\n", - "ABJ 4\n", - "ABR 3\n", - "ADW 3\n", - " ..\n", - "VCL 2\n", - "VRC 4\n", - "VSP 2\n", - "VWB 1\n", - "WMP 10\n", - "Name: station, Length: 905, dtype: int64" - ] + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.groupby('station').station.count()" - ] - }, - { - "cell_type": "markdown", - "id": "9ab5d024", - "metadata": {}, - "source": [ - "We can have access to the data type of each column:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1cc71f38", - "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" - ] + "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" + } }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.dtypes" - ] - }, + "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": [ + "# 3: Manupulating Pandas \n", + "We can filter the data with the value taken by a given column:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d28d4e95", + "metadata": {}, + "outputs": [ { - "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. 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3480KCPBNCMNE--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.00.090.0
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78 rows × 13 columns

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" + ], + "text/plain": [ + " station network channel location rate start_time \\\n", + "3407 KCPB NC BHE -- 50.0 1999/08/03,00:00:00 \n", + "3408 KCPB NC BHE -- 50.0 2000/06/06,16:00:00 \n", + "3409 KCPB NC BHE -- 50.0 2002/01/24,23:50:00 \n", + "3410 KCPB NC BHE -- 20.0 2002/10/17,00:00:00 \n", + "3411 KCPB NC BHN -- 50.0 1999/08/03,00:00:00 \n", + "... ... ... ... ... ... ... \n", + "3480 KCPB NC MNE -- 10.0 2000/06/06,16:00:00 \n", + "3481 KCPB NC MNN -- 10.0 1999/08/03,00:00:00 \n", + "3482 KCPB NC MNN -- 10.0 2000/06/06,16:00:00 \n", + "3483 KCPB NC MNZ -- 10.0 1999/08/03,00:00:00 \n", + "3484 KCPB NC MNZ -- 10.0 2000/06/06,16:00:00 \n", + "\n", + " end_time latitude longitude elevation depth dip \\\n", + "3407 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3408 2002/01/24,23:50:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3409 2002/10/16,23:59:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3410 2006/01/24,18:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3411 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "... ... ... ... ... ... ... \n", + "3480 2000/07/12,00:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3481 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3482 2000/07/12,00:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3483 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3484 2000/07/12,00:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "\n", + " azimuth \n", + "3407 90.0 \n", + "3408 90.0 \n", + "3409 90.0 \n", + "3410 90.0 \n", + "3411 0.0 \n", + "... ... \n", + "3480 90.0 \n", + "3481 0.0 \n", + "3482 0.0 \n", + "3483 0.0 \n", + "3484 0.0 \n", + "\n", + "[78 rows x 13 columns]" ] - }, + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.loc[data.station=='KCPB']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cb5561d5", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "02663a77", - "metadata": {}, - "outputs": [], - "source": [ - "data.start_time.values()" + "data": { + "text/html": [ + "
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stationnetworkchannellocationratestart_timeend_timelatitudelongitudeelevationdepthdipazimuth
3407KCPBNCBHE--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.090.0
3408KCPBNCBHE--50.02000/06/06,16:00:002002/01/24,23:50:0039.68631-123.582421261.00.00.090.0
3409KCPBNCBHE--50.02002/01/24,23:50:002002/10/16,23:59:0039.68631-123.582421261.00.00.090.0
3410KCPBNCBHE--20.02002/10/17,00:00:002006/01/24,18:00:0039.68631-123.582421261.00.00.090.0
3411KCPBNCBHN--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
..........................................
3666KHBBNCLHZ--1.02016/04/28,16:56:002022/08/09,18:00:0040.65990-123.219661864.00.0-90.00.0
3667KHBBNCLHZ--1.02022/08/09,18:00:003000/01/01,00:00:0040.65990-123.219661864.00.0-90.00.0
3668KHBBNCLNE--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.090.0
3669KHBBNCLNN--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.00.0
3670KHBBNCLNZ--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.0-90.00.0
\n", + "

123 rows × 13 columns

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" + ], + "text/plain": [ + " station network channel location rate start_time \\\n", + "3407 KCPB NC BHE -- 50.0 1999/08/03,00:00:00 \n", + "3408 KCPB NC BHE -- 50.0 2000/06/06,16:00:00 \n", + "3409 KCPB NC BHE -- 50.0 2002/01/24,23:50:00 \n", + "3410 KCPB NC BHE -- 20.0 2002/10/17,00:00:00 \n", + "3411 KCPB NC BHN -- 50.0 1999/08/03,00:00:00 \n", + "... ... ... ... ... ... ... \n", + "3666 KHBB NC LHZ -- 1.0 2016/04/28,16:56:00 \n", + "3667 KHBB NC LHZ -- 1.0 2022/08/09,18:00:00 \n", + "3668 KHBB NC LNE -- 1.0 2015/10/29,21:18:00 \n", + "3669 KHBB NC LNN -- 1.0 2015/10/29,21:18:00 \n", + "3670 KHBB NC LNZ -- 1.0 2015/10/29,21:18:00 \n", + "\n", + " end_time latitude longitude elevation depth dip \\\n", + "3407 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3408 2002/01/24,23:50:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3409 2002/10/16,23:59:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3410 2006/01/24,18:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3411 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "... ... ... ... ... ... ... \n", + "3666 2022/08/09,18:00:00 40.65990 -123.21966 1864.0 0.0 -90.0 \n", + "3667 3000/01/01,00:00:00 40.65990 -123.21966 1864.0 0.0 -90.0 \n", + "3668 2016/04/28,16:56:00 40.65990 -123.21966 1864.0 0.0 0.0 \n", + "3669 2016/04/28,16:56:00 40.65990 -123.21966 1864.0 0.0 0.0 \n", + "3670 2016/04/28,16:56:00 40.65990 -123.21966 1864.0 0.0 -90.0 \n", + "\n", + " azimuth \n", + "3407 90.0 \n", + "3408 90.0 \n", + "3409 90.0 \n", + "3410 90.0 \n", + "3411 0.0 \n", + "... ... \n", + "3666 0.0 \n", + "3667 0.0 \n", + "3668 90.0 \n", + "3669 0.0 \n", + "3670 0.0 \n", + "\n", + "[123 rows x 13 columns]" ] - }, + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Select two stations, use the typical \"OR\" |\n", + "data.loc[(data.station=='KCPB') | (data.station=='KHBB')]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebba2b90", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "62d6937c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "str" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } + "data": { + "text/html": [ + "
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stationnetworkchannellocationratestart_timeend_timelatitudelongitudeelevationdepthdipazimuth
3457KCPBNCHNZ--100.02002/10/17,00:00:002006/10/18,00:08:0039.68631-123.582421261.00.0-90.00.0
3458KCPBNCHNZ--100.02006/10/18,00:08:002010/11/01,22:00:0039.68631-123.582421261.00.0-90.00.0
3459KCPBNCHNZ--100.02010/11/01,22:00:002011/07/13,00:00:0039.68631-123.582421261.00.0-90.00.0
3460KCPBNCHNZ--100.02011/07/13,00:00:002011/09/07,19:00:0039.68631-123.582421261.00.0-90.00.0
3461KCPBNCHNZ--100.02011/09/07,19:00:002015/10/29,18:00:0039.68631-123.582421261.00.0-90.00.0
3462KCPBNCHNZ--100.02015/10/29,18:00:002016/04/28,16:39:0039.68631-123.582421261.00.0-90.00.0
3463KCPBNCHNZ--100.02016/04/28,16:39:003000/01/01,00:00:0039.68631-123.582421261.00.0-90.00.0
\n", + "
" ], - "source": [ - "type(data['start_time'][0])" + "text/plain": [ + " station network channel location rate start_time \\\n", + "3457 KCPB NC HNZ -- 100.0 2002/10/17,00:00:00 \n", + "3458 KCPB NC HNZ -- 100.0 2006/10/18,00:08:00 \n", + "3459 KCPB NC HNZ -- 100.0 2010/11/01,22:00:00 \n", + "3460 KCPB NC HNZ -- 100.0 2011/07/13,00:00:00 \n", + "3461 KCPB NC HNZ -- 100.0 2011/09/07,19:00:00 \n", + "3462 KCPB NC HNZ -- 100.0 2015/10/29,18:00:00 \n", + "3463 KCPB NC HNZ -- 100.0 2016/04/28,16:39:00 \n", + "\n", + " end_time latitude longitude elevation depth dip \\\n", + "3457 2006/10/18,00:08:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3458 2010/11/01,22:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3459 2011/07/13,00:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3460 2011/09/07,19:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3461 2015/10/29,18:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3462 2016/04/28,16:39:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3463 3000/01/01,00:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "\n", + " azimuth \n", + "3457 0.0 \n", + "3458 0.0 \n", + "3459 0.0 \n", + "3460 0.0 \n", + "3461 0.0 \n", + "3462 0.0 \n", + "3463 0.0 " ] - }, + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Select two stations, use the typical \"AND\" &\n", + "data.loc[(data.station=='KCPB') & (data.channel=='HNZ')]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "561aecf9", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "afaf1851", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 1984-01-01 00:00:00\n", - "1 1987-05-01 00:00:00\n", - "2 1994-11-28 00:00:00\n", - "3 1984-11-27 18:45:00\n", - "4 1987-05-01 00:00:00\n", - " ... \n", - "7150 1995-07-02 12:00:00\n", - "7151 1995-07-02 12:00:00\n", - "7152 1995-03-02 19:00:00\n", - "7153 1995-07-02 12:00:00\n", - "7154 1995-07-02 12:00:00\n", - "Name: start_time, Length: 7136, dtype: datetime64[ns]\n" - ] - }, - { - "data": { - "text/plain": [ - "pandas._libs.tslibs.timestamps.Timestamp" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } + "data": { + "text/html": [ + "
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stationnetworkchannellocationratestart_timeend_timelatitudelongitudeelevationdepthdipazimuth
3407KCPBNCBHE--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.090.0
3408KCPBNCBHE--50.02000/06/06,16:00:002002/01/24,23:50:0039.68631-123.582421261.00.00.090.0
3409KCPBNCBHE--50.02002/01/24,23:50:002002/10/16,23:59:0039.68631-123.582421261.00.00.090.0
3410KCPBNCBHE--20.02002/10/17,00:00:002006/01/24,18:00:0039.68631-123.582421261.00.00.090.0
3411KCPBNCBHN--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
..........................................
3666KHBBNCLHZ--1.02016/04/28,16:56:002022/08/09,18:00:0040.65990-123.219661864.00.0-90.00.0
3667KHBBNCLHZ--1.02022/08/09,18:00:003000/01/01,00:00:0040.65990-123.219661864.00.0-90.00.0
3668KHBBNCLNE--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.090.0
3669KHBBNCLNN--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.00.00.0
3670KHBBNCLNZ--1.02015/10/29,21:18:002016/04/28,16:56:0040.65990-123.219661864.00.0-90.00.0
\n", + "

123 rows × 13 columns

\n", + "
" ], - "source": [ - "# Transform column from string into datetime format\n", - "startdate = pd.to_datetime(data['start_time'], format='%Y/%m/%d,%H:%M:%S')\n", - "data['start_time'] = startdate\n", - "print(data['start_time'] )\n", - "type(data['start_time'][0])" + "text/plain": [ + " station network channel location rate start_time \\\n", + "3407 KCPB NC BHE -- 50.0 1999/08/03,00:00:00 \n", + "3408 KCPB NC BHE -- 50.0 2000/06/06,16:00:00 \n", + "3409 KCPB NC BHE -- 50.0 2002/01/24,23:50:00 \n", + "3410 KCPB NC BHE -- 20.0 2002/10/17,00:00:00 \n", + "3411 KCPB NC BHN -- 50.0 1999/08/03,00:00:00 \n", + "... ... ... ... ... ... ... \n", + "3666 KHBB NC LHZ -- 1.0 2016/04/28,16:56:00 \n", + "3667 KHBB NC LHZ -- 1.0 2022/08/09,18:00:00 \n", + "3668 KHBB NC LNE -- 1.0 2015/10/29,21:18:00 \n", + "3669 KHBB NC LNN -- 1.0 2015/10/29,21:18:00 \n", + "3670 KHBB NC LNZ -- 1.0 2015/10/29,21:18:00 \n", + "\n", + " end_time latitude longitude elevation depth dip \\\n", + "3407 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3408 2002/01/24,23:50:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3409 2002/10/16,23:59:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3410 2006/01/24,18:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3411 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "... ... ... ... ... ... ... \n", + "3666 2022/08/09,18:00:00 40.65990 -123.21966 1864.0 0.0 -90.0 \n", + "3667 3000/01/01,00:00:00 40.65990 -123.21966 1864.0 0.0 -90.0 \n", + "3668 2016/04/28,16:56:00 40.65990 -123.21966 1864.0 0.0 0.0 \n", + "3669 2016/04/28,16:56:00 40.65990 -123.21966 1864.0 0.0 0.0 \n", + "3670 2016/04/28,16:56:00 40.65990 -123.21966 1864.0 0.0 -90.0 \n", + "\n", + " azimuth \n", + "3407 90.0 \n", + "3408 90.0 \n", + "3409 90.0 \n", + "3410 90.0 \n", + "3411 0.0 \n", + "... ... \n", + "3666 0.0 \n", + "3667 0.0 \n", + "3668 90.0 \n", + "3669 0.0 \n", + "3670 0.0 \n", + "\n", + "[123 rows x 13 columns]" ] - }, + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# or like this\n", + "data.loc[data.station.isin(['KCPB', 'KHBB'])]" + ] + }, + { + "cell_type": "markdown", + "id": "590a68f6", + "metadata": {}, + "source": [ + "We can filter the data with the value taken by a given column:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f75f626c", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "78278bab", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 1987/05/01,00:00:00\n", - "1 2006/01/04,19:19:00\n", - "2 2006/01/04,19:19:00\n", - "3 1987/05/01,00:00:00\n", - "4 2021/08/13,16:50:00\n", - " ... \n", - "7150 2002/05/08,22:30:00\n", - "7151 2002/05/08,22:30:00\n", - "7152 1995/07/02,12:00:00\n", - "7153 2002/05/08,22:30:00\n", - "7154 1999/05/11,23:59:00\n", - "Name: end_time, Length: 7136, dtype: object\n" - ] - } + "data": { + "text/html": [ + "
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stationnetworkchannellocationratestart_timeend_timelatitudelongitudeelevationdepthdipazimuth
3407KCPBNCBHE--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.090.0
3408KCPBNCBHE--50.02000/06/06,16:00:002002/01/24,23:50:0039.68631-123.582421261.00.00.090.0
3409KCPBNCBHE--50.02002/01/24,23:50:002002/10/16,23:59:0039.68631-123.582421261.00.00.090.0
3410KCPBNCBHE--20.02002/10/17,00:00:002006/01/24,18:00:0039.68631-123.582421261.00.00.090.0
3411KCPBNCBHN--50.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
..........................................
3480KCPBNCMNE--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.00.090.0
3481KCPBNCMNN--10.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.00.00.0
3482KCPBNCMNN--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.00.00.0
3483KCPBNCMNZ--10.01999/08/03,00:00:002000/06/06,16:00:0039.68631-123.582421261.00.0-90.00.0
3484KCPBNCMNZ--10.02000/06/06,16:00:002000/07/12,00:00:0039.68631-123.582421261.00.0-90.00.0
\n", + "

78 rows × 13 columns

\n", + "
" ], - "source": [ - "print(data['end_time'])" + "text/plain": [ + " station network channel location rate start_time \\\n", + "3407 KCPB NC BHE -- 50.0 1999/08/03,00:00:00 \n", + "3408 KCPB NC BHE -- 50.0 2000/06/06,16:00:00 \n", + "3409 KCPB NC BHE -- 50.0 2002/01/24,23:50:00 \n", + "3410 KCPB NC BHE -- 20.0 2002/10/17,00:00:00 \n", + "3411 KCPB NC BHN -- 50.0 1999/08/03,00:00:00 \n", + "... ... ... ... ... ... ... \n", + "3480 KCPB NC MNE -- 10.0 2000/06/06,16:00:00 \n", + "3481 KCPB NC MNN -- 10.0 1999/08/03,00:00:00 \n", + "3482 KCPB NC MNN -- 10.0 2000/06/06,16:00:00 \n", + "3483 KCPB NC MNZ -- 10.0 1999/08/03,00:00:00 \n", + "3484 KCPB NC MNZ -- 10.0 2000/06/06,16:00:00 \n", + "\n", + " end_time latitude longitude elevation depth dip \\\n", + "3407 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3408 2002/01/24,23:50:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3409 2002/10/16,23:59:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3410 2006/01/24,18:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3411 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "... ... ... ... ... ... ... \n", + "3480 2000/07/12,00:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3481 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3482 2000/07/12,00:00:00 39.68631 -123.58242 1261.0 0.0 0.0 \n", + "3483 2000/06/06,16:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "3484 2000/07/12,00:00:00 39.68631 -123.58242 1261.0 0.0 -90.0 \n", + "\n", + " azimuth \n", + "3407 90.0 \n", + "3408 90.0 \n", + "3409 90.0 \n", + "3410 90.0 \n", + "3411 0.0 \n", + "... ... \n", + "3480 90.0 \n", + "3481 0.0 \n", + "3482 0.0 \n", + "3483 0.0 \n", + "3484 0.0 \n", + "\n", + "[78 rows x 13 columns]" ] - }, + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.loc[data.station=='KCPB']" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "c7707667", + "metadata": {}, + "source": [ + "We can access a brief summary of the data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e4a33d52", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "bae00773", - "metadata": {}, - "outputs": [], - "source": [ - "# do the same for end times\n", - "# Avoid 'OutOfBoundsDatetime' error with year 3000\n", - "enddate = data['end_time'].str.replace('3000', '2025')\n", - "enddate = pd.to_datetime(enddate, format='%Y/%m/%d,%H:%M:%S')\n", - "data['end_time'] = enddate" + "data": { + "text/plain": [ + "count 7136\n", + "unique 905\n", + "top KCPB\n", + "freq 78\n", + "Name: station, dtype: object" ] - }, + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.station.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51dd7dc7", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "f00ce758", - "metadata": {}, - "source": [ - "We can now look when each seismic station was installed:" + "data": { + "text/plain": [ + "count 7136.000000\n", + "mean 665.036617\n", + "std 670.177475\n", + "min -1388.000000\n", + "25% 164.000000\n", + "50% 446.000000\n", + "75% 925.000000\n", + "max 3680.000000\n", + "Name: elevation, dtype: float64" ] - }, + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.elevation.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "1aa0ad85", + "metadata": {}, + "source": [ + "We can perform standard operations on the whole data set:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b787869", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "a0cc2a86", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "station\n", - "AAR 1984-01-01 00:00:00\n", - "AAS 1984-11-27 18:45:00\n", - "ABJ 1984-01-01 00:00:00\n", - "ABR 1984-01-01 00:00:00\n", - "ADW 1984-01-01 00:00:00\n", - " ... \n", - "VCL 1984-01-01 00:00:00\n", - "VRC 1993-09-23 22:20:00\n", - "VSP 1993-09-24 22:05:00\n", - "VWB 1985-01-01 00:00:00\n", - "WMP 1995-03-02 19:00:00\n", - "Length: 905, dtype: datetime64[ns]" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.groupby('station').apply(lambda df: df.start_time.min())" - ] + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\otodo\\AppData\\Local\\Temp\\ipykernel_2672\\531903386.py:1: FutureWarning:\n", + "\n", + "The default value of numeric_only in DataFrame.mean is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n", + "\n" + ] }, { - "cell_type": "markdown", - "id": "f1d61170", - "metadata": {}, - "source": [ - "The ``agg`` function allows to carry out several operations to each group of rows:" + "data": { + "text/plain": [ + "rate 87.692383\n", + "latitude 38.053684\n", + "longitude -121.828840\n", + "elevation 665.036617\n", + "depth 15.064938\n", + "dip -41.758688\n", + "azimuth 17.735987\n", + "dtype: float64" ] - }, + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.mean()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "f5d93eb9", + "metadata": {}, + "source": [ + "In the case of a categorical variable, we can get the list of possible values that this variable can take:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51c58c07", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "fd80a620", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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minmax
station
AAR911.0911.0
AAS31.031.0
ABJ434.0434.0
ABR-1.0-1.0
ADW228.0228.0
.........
VCL2048.02048.0
VRC1666.01666.0
VSP1545.01545.0
VWB1736.01736.0
WMP1078.01078.0
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905 rows × 2 columns

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" - ], - "text/plain": [ - " min max\n", - "station \n", - "AAR 911.0 911.0\n", - "AAS 31.0 31.0\n", - "ABJ 434.0 434.0\n", - "ABR -1.0 -1.0\n", - "ADW 228.0 228.0\n", - "... ... ...\n", - "VCL 2048.0 2048.0\n", - "VRC 1666.0 1666.0\n", - "VSP 1545.0 1545.0\n", - "VWB 1736.0 1736.0\n", - "WMP 1078.0 1078.0\n", - "\n", - "[905 rows x 2 columns]" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data.groupby(['station']).elevation.agg(['min', 'max'])" + "data": { + "text/plain": [ + "array(['EHZ', 'SHZ', 'HHE', 'HHN', 'HHZ', 'HNE', 'HNN', 'HNZ', 'LHE',\n", + " 'LHN', 'LHZ', 'ACE', 'GAN', 'GEL', 'GLA', 'GLO', 'GNS', 'GPL',\n", + " 'LCE', 'LCQ', 'VCO', 'VDT', 'VEC', 'VEI', 'VPB', 'ELE', 'ELN',\n", + " 'ELZ', 'SLE', 'SLN', 'SLZ', 'LCL', 'LOG', 'OCF', 'VEA', 'VEP',\n", + " 'VFP', 'VKI', 'GST', 'EHE', 'EHN', 'BNE', 'BNN', 'BN1', 'BN2',\n", + " 'BN3', 'BV1', 'EP1', 'EP2', 'EP3', 'HDO', 'HN1', 'HN2', 'HN3',\n", + " 'HV1', 'SP2', 'SP3', 'BNZ', 'LDO', 'HJ2', 'HJ3', 'HJZ', 'SHE',\n", + " 'SHN', 'BHE', 'BHN', 'BHZ', 'LNE', 'LNN', 'LNZ', 'MHE', 'MHN',\n", + " 'MHZ', 'MNE', 'MNN', 'MNZ', 'HH2', 'HH3', 'LH2', 'LH3', 'SP1',\n", + " 'DP1', 'DP2', 'DP3', 'HLE', 'HLN', 'HLZ', 'XNE', 'XNN', 'XNZ',\n", + " 'EH1', 'VM1', 'VM2', 'VM3'], dtype=object)" ] - }, + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.channel.unique()" + ] + }, + { + "cell_type": "markdown", + "id": "bf4ec82e", + "metadata": {}, + "source": [ + "and get the number of times that each value is taken:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "031731dd", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "5183304a", - "metadata": {}, - "source": [ - "Select the stations that were deployed first and recovered last" + "data": { + "text/plain": [ + "KCPB 78\n", + "JSGB 73\n", + "KMPB 72\n", + "KHMB 63\n", + "CCH1 60\n", + " ..\n", + "LAMB 1\n", + "LBA 1\n", + "PBY 1\n", + "MCW 1\n", + "MMW 1\n", + "Name: station, Length: 905, dtype: int64" ] - }, + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.station.value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "8ff6d551", + "metadata": {}, + "source": [ + "The second option is to use the apply function:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "610141ba", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "7e7b38a0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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start_timeend_time
station
AAR1984-01-01 00:00:002006-01-04 19:19:00
AAS1984-11-27 18:45:002021-08-13 16:50:00
ABJ1984-01-01 00:00:002019-06-26 19:17:00
ABR1984-01-01 00:00:001997-08-04 21:02:00
ADW1984-01-01 00:00:002006-04-20 01:08:00
.........
VCL1984-01-01 00:00:001985-03-25 21:30:00
VRC1993-09-23 22:20:002001-07-12 16:50:00
VSP1993-09-24 22:05:002001-07-12 16:50:00
VWB1985-01-01 00:00:001985-03-25 19:00:00
WMP1995-03-02 19:00:002002-05-08 22:30:00
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905 rows × 2 columns

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3AASNCEHZ--100.01984/11/27,18:45:001987/05/01,00:00:0038.43014-121.10959-725.8741840.0-90.00.0
4AASNCEHZ--100.01987/05/01,00:00:002021/08/13,16:50:0038.43014-121.10959-725.8741840.0-90.00.0
..........................................
7150WMPNCSHE--20.01995/07/02,12:00:002002/05/08,22:30:0035.64059-118.78570321.1258160.00.090.0
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7154WMPNCSHZ1020.01995/07/02,12:00:001999/05/11,23:59:0035.64059-118.78570321.1258160.0-90.00.0
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7136 rows × 13 columns

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" ], - "source": [ - "data.groupby(['station']).agg({'start_time':lambda x: min(x), 'end_time':lambda x: max(x)})" + "text/plain": [ + " station network channel location rate start_time \\\n", + "0 AAR NC EHZ -- 100.0 1984/01/01,00:00:00 \n", + "1 AAR NC EHZ -- 100.0 1987/05/01,00:00:00 \n", + "2 AAR NC SHZ -- 20.0 1994/11/28,00:00:00 \n", + "3 AAS NC EHZ -- 100.0 1984/11/27,18:45:00 \n", + "4 AAS NC EHZ -- 100.0 1987/05/01,00:00:00 \n", + "... ... ... ... ... ... ... \n", + "7150 WMP NC SHE -- 20.0 1995/07/02,12:00:00 \n", + "7151 WMP NC SHN -- 20.0 1995/07/02,12:00:00 \n", + "7152 WMP NC SHZ -- 20.0 1995/03/02,19:00:00 \n", + "7153 WMP NC SHZ -- 20.0 1995/07/02,12:00:00 \n", + "7154 WMP NC SHZ 10 20.0 1995/07/02,12:00:00 \n", + "\n", + " end_time latitude longitude elevation depth dip \\\n", + "0 1987/05/01,00:00:00 39.27594 -121.02696 154.125816 0.0 -90.0 \n", + "1 2006/01/04,19:19:00 39.27594 -121.02696 154.125816 0.0 -90.0 \n", + "2 2006/01/04,19:19:00 39.27594 -121.02696 154.125816 0.0 -90.0 \n", + "3 1987/05/01,00:00:00 38.43014 -121.10959 -725.874184 0.0 -90.0 \n", + "4 2021/08/13,16:50:00 38.43014 -121.10959 -725.874184 0.0 -90.0 \n", + "... ... ... ... ... ... ... \n", + "7150 2002/05/08,22:30:00 35.64059 -118.78570 321.125816 0.0 0.0 \n", + "7151 2002/05/08,22:30:00 35.64059 -118.78570 321.125816 0.0 0.0 \n", + "7152 1995/07/02,12:00:00 35.64059 -118.78570 321.125816 0.0 -90.0 \n", + "7153 2002/05/08,22:30:00 35.64059 -118.78570 321.125816 0.0 -90.0 \n", + "7154 1999/05/11,23:59:00 35.64059 -118.78570 321.125816 0.0 -90.0 \n", + "\n", + " azimuth \n", + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 \n", + "... ... \n", + "7150 90.0 \n", + "7151 0.0 \n", + "7152 0.0 \n", + "7153 0.0 \n", + "7154 0.0 \n", + "\n", + "[7136 rows x 13 columns]" ] - }, + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_elevation_mean=data.elevation.unique().mean()\n", + "def remean_elevation(row):\n", + " row.elevation = row.elevation - data_elevation_mean\n", + " return row\n", + "data.apply(remean_elevation, axis='columns')" + ] + }, + { + "cell_type": "markdown", + "id": "4193d83c", + "metadata": {}, + "source": [ + "We can also carry out simple operations on columns, provided they make sense." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e02b7ee4", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "28ec3c28", - "metadata": {}, - "source": [ - "We can also make groups by selecting the values of two categorical variables:" + "data": { + "text/plain": [ + "0 NC - AAR\n", + "1 NC - AAR\n", + "2 NC - AAR\n", + "3 NC - AAS\n", + "4 NC - AAS\n", + " ... \n", + "7150 NC - WMP\n", + "7151 NC - WMP\n", + "7152 NC - WMP\n", + "7153 NC - WMP\n", + "7154 NC - WMP\n", + "Length: 7136, dtype: object" ] - }, + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.network + ' - ' + data.station" + ] + }, + { + "cell_type": "markdown", + "id": "c6e15985", + "metadata": {}, + "source": [ + "A useful feature is to group the rows depending on the value of a categorical variable, and then apply the same operation to all the groups. For instance, I want to know how many times each station appears in the file:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cdf44701", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "b5aacd39", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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............
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" - ], - "text/plain": [ - " start_time end_time\n", - "station channel \n", - "AAR EHZ 1984-01-01 00:00:00 2006-01-04 19:19:00\n", - " SHZ 1994-11-28 00:00:00 2006-01-04 19:19:00\n", - "AAS EHZ 1984-11-27 18:45:00 2021-08-13 16:50:00\n", - " SHZ 1994-11-28 00:00:00 2006-01-24 18:00:00\n", - "ABJ EHZ 1984-01-01 00:00:00 2019-06-26 19:17:00" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_grouped.head()" - ] + "name": "stdout", + "output_type": "stream", + "text": [ + "0 1984-01-01 00:00:00\n", + "1 1987-05-01 00:00:00\n", + "2 1994-11-28 00:00:00\n", + "3 1984-11-27 18:45:00\n", + "4 1987-05-01 00:00:00\n", + " ... \n", + "7150 1995-07-02 12:00:00\n", + "7151 1995-07-02 12:00:00\n", + "7152 1995-03-02 19:00:00\n", + "7153 1995-07-02 12:00:00\n", + "7154 1995-07-02 12:00:00\n", + "Name: start_time, Length: 7136, dtype: datetime64[ns]\n" + ] }, { - "cell_type": "markdown", - "id": "755f691b", - "metadata": {}, - "source": [ - "When we select only some rows, the index is not automatically reset to start at 0. We can do it manually. Many functions in pandas have also an option to reset the index, and option to transform the dataframe in place, instead of saving the results in another variable." + "data": { + "text/plain": [ + "pandas._libs.tslibs.timestamps.Timestamp" ] - }, + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Transform column from string into datetime format\n", + "startdate = pd.to_datetime(data['start_time'], format='%Y/%m/%d,%H:%M:%S')\n", + "data['start_time'] = startdate\n", + "print(data['start_time'] )\n", + "type(data['start_time'][0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78278bab", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "e41c6f08", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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stationchannelstart_timeend_time
0AAREHZ1984-01-01 00:00:002006-01-04 19:19:00
1AARSHZ1994-11-28 00:00:002006-01-04 19:19:00
2AASEHZ1984-11-27 18:45:002021-08-13 16:50:00
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4ABJEHZ1984-01-01 00:00:002019-06-26 19:17:00
...............
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start_timeend_time
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AAREHZ1984-01-012006-01-04 19:19:00
LWHEHZ1984-01-012020-03-17 20:50:00
LWDEHZ1984-01-011986-09-25 21:30:00
LTNEHZ1984-01-011988-07-26 23:50:00
............
BTIVCO2022-09-282025-01-01 00:00:00
VDT2022-09-282025-01-01 00:00:00
VEC2022-09-282025-01-01 00:00:00
GEL2022-09-282025-01-01 00:00:00
VPB2022-09-282025-01-01 00:00:00
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" ], - "source": [ - "data_grouped.sort_values(by='start_time')" + "text/plain": [ + " min max\n", + "station \n", + "AAR 911.0 911.0\n", + "AAS 31.0 31.0\n", + "ABJ 434.0 434.0\n", + "ABR -1.0 -1.0\n", + "ADW 228.0 228.0\n", + "... ... ...\n", + "VCL 2048.0 2048.0\n", + "VRC 1666.0 1666.0\n", + "VSP 1545.0 1545.0\n", + "VWB 1736.0 1736.0\n", + "WMP 1078.0 1078.0\n", + "\n", + "[905 rows x 2 columns]" ] - }, + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.groupby(['station']).elevation.agg(['min', 'max'])" + ] + }, + { + "cell_type": "markdown", + "id": "5183304a", + "metadata": {}, + "source": [ + "Select the stations that were deployed first and recovered last" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7e7b38a0", + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "id": "29c0b9b5", - "metadata": {}, - "source": [ - "We can apply the sorting to several columns:" + "data": { + "text/html": [ + "
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AAS1984-11-27 18:45:002021-08-13 16:50:00
ABJ1984-01-01 00:00:002019-06-26 19:17:00
ABR1984-01-01 00:00:001997-08-04 21:02:00
ADW1984-01-01 00:00:002006-04-20 01:08:00
.........
VCL1984-01-01 00:00:001985-03-25 21:30:00
VRC1993-09-23 22:20:002001-07-12 16:50:00
VSP1993-09-24 22:05:002001-07-12 16:50:00
VWB1985-01-01 00:00:001985-03-25 19:00:00
WMP1995-03-02 19:00:002002-05-08 22:30:00
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" + ], + "text/plain": [ + " start_time end_time\n", + "station \n", + "AAR 1984-01-01 00:00:00 2006-01-04 19:19:00\n", + "AAS 1984-11-27 18:45:00 2021-08-13 16:50:00\n", + "ABJ 1984-01-01 00:00:00 2019-06-26 19:17:00\n", + "ABR 1984-01-01 00:00:00 1997-08-04 21:02:00\n", + "ADW 1984-01-01 00:00:00 2006-04-20 01:08:00\n", + "... ... ...\n", + "VCL 1984-01-01 00:00:00 1985-03-25 21:30:00\n", + "VRC 1993-09-23 22:20:00 2001-07-12 16:50:00\n", + "VSP 1993-09-24 22:05:00 2001-07-12 16:50:00\n", + "VWB 1985-01-01 00:00:00 1985-03-25 19:00:00\n", + "WMP 1995-03-02 19:00:00 2002-05-08 22:30:00\n", + "\n", + "[905 rows x 2 columns]" ] - }, + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.groupby(['station']).agg({'start_time':lambda x: min(x), 'end_time':lambda x: max(x)})" + ] + }, + { + "cell_type": "markdown", + "id": "28ec3c28", + "metadata": {}, + "source": [ + "We can also make groups by selecting the values of two categorical variables:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b5aacd39", + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "5cf427b0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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start_timeend_time
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PG1HV11983-06-271993-11-10 18:00:00
PGCEHZ1984-01-011984-04-12 18:00:00
AFOEHZ1984-01-011984-04-23 00:00:00
MCHEHZ1984-01-011984-08-01 19:31:00
MCNEHZ1984-01-011984-09-22 16:45:00
............
BTIVCO2022-09-282025-01-01 00:00:00
VDT2022-09-282025-01-01 00:00:00
VEC2022-09-282025-01-01 00:00:00
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stationchannel
AAREHZ1984-01-01 00:00:002006-01-04 19:19:00
SHZ1994-11-28 00:00:002006-01-04 19:19:00
AASEHZ1984-11-27 18:45:002021-08-13 16:50:00
SHZ1994-11-28 00:00:002006-01-24 18:00:00
ABJEHZ1984-01-01 00:00:002019-06-26 19:17:00
............
WMPEHN1995-07-02 12:00:002002-05-08 22:30:00
EHZ1995-03-02 19:00:002002-05-08 22:30:00
SHE1995-07-02 12:00:002002-05-08 22:30:00
SHN1995-07-02 12:00:002002-05-08 22:30:00
SHZ1995-03-02 19:00:002002-05-08 22:30:00
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4289 rows × 2 columns

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" ], - "source": [ - "data_grouped.sort_values(by=['start_time', 'end_time'])" + "text/plain": [ + " start_time end_time\n", + "station channel \n", + "AAR EHZ 1984-01-01 00:00:00 2006-01-04 19:19:00\n", + " SHZ 1994-11-28 00:00:00 2006-01-04 19:19:00\n", + "AAS EHZ 1984-11-27 18:45:00 2021-08-13 16:50:00\n", + " SHZ 1994-11-28 00:00:00 2006-01-24 18:00:00\n", + "ABJ EHZ 1984-01-01 00:00:00 2019-06-26 19:17:00\n", + "... ... ...\n", + "WMP EHN 1995-07-02 12:00:00 2002-05-08 22:30:00\n", + " EHZ 1995-03-02 19:00:00 2002-05-08 22:30:00\n", + " SHE 1995-07-02 12:00:00 2002-05-08 22:30:00\n", + " SHN 1995-07-02 12:00:00 2002-05-08 22:30:00\n", + " SHZ 1995-03-02 19:00:00 2002-05-08 22:30:00\n", + "\n", + "[4289 rows x 2 columns]" ] - }, + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.groupby(['station', 'channel']).agg({'start_time':lambda x: min(x), 'end_time':lambda x: max(x)})" + ] + }, + { + "cell_type": "markdown", + "id": "9eaaa490", + "metadata": {}, + "source": [ + "Previously, we just printed the output, but we can also store it in a new variable:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14adf61e", + "metadata": {}, + "outputs": [], + "source": [ + "data_grouped = data.groupby(['station', 'channel']).agg({'start_time':lambda x: min(x), 'end_time':lambda x: max(x)})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2dcccafe", + "metadata": {}, + "outputs": [ { - "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:" + "data": { + "text/html": [ + "
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...............
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AAREHZ1984-01-012006-01-04 19:19:00
LWHEHZ1984-01-012020-03-17 20:50:00
LWDEHZ1984-01-011986-09-25 21:30:00
LTNEHZ1984-01-011988-07-26 23:50:00
............
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VDT2022-09-282025-01-01 00:00:00
VEC2022-09-282025-01-01 00:00:00
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start_timeend_time
stationchannel
PG1HV11983-06-271993-11-10 18:00:00
PGCEHZ1984-01-011984-04-12 18:00:00
AFOEHZ1984-01-011984-04-23 00:00:00
MCHEHZ1984-01-011984-08-01 19:31:00
MCNEHZ1984-01-011984-09-22 16:45:00
............
BTIVCO2022-09-282025-01-01 00:00:00
VDT2022-09-282025-01-01 00:00:00
VEC2022-09-282025-01-01 00:00:00
VEI2022-09-282025-01-01 00:00:00
VPB2022-09-282025-01-01 00:00:00
\n", + "

4289 rows × 2 columns

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" + ], + "text/plain": [ + " start_time end_time\n", + "station channel \n", + "PG1 HV1 1983-06-27 1993-11-10 18:00:00\n", + "PGC EHZ 1984-01-01 1984-04-12 18:00:00\n", + "AFO EHZ 1984-01-01 1984-04-23 00:00:00\n", + "MCH EHZ 1984-01-01 1984-08-01 19:31:00\n", + "MCN EHZ 1984-01-01 1984-09-22 16:45:00\n", + "... ... ...\n", + "BTI VCO 2022-09-28 2025-01-01 00:00:00\n", + " VDT 2022-09-28 2025-01-01 00:00:00\n", + " VEC 2022-09-28 2025-01-01 00:00:00\n", + " VEI 2022-09-28 2025-01-01 00:00:00\n", + " VPB 2022-09-28 2025-01-01 00:00:00\n", + "\n", + "[4289 rows x 2 columns]" ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": [ + "data_grouped.sort_values(by=['start_time', 'end_time'])" + ] + }, + { + "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": null, + "id": "f20f5de3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "66.6 ms ± 4.45 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + ] }, - "vscode": { - "interpreter": { - "hash": "c446eef832ec964573dc49f36fd16bdbed40cbfbefbf557bc2dc78d9e7968689" - } + { + "name": "stderr", + "output_type": "stream", + "text": [ + "'ls' is not recognized as an internal or external command,\n", + "operable program or batch file.\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." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0952eb9f", + "metadata": {}, + "outputs": [], + "source": [ + "%timeit data.to_parquet(\"my_metadata.pq\")\n", + "!ls -lh my_metadata.pq" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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" }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file + "vscode": { + "interpreter": { + "hash": "c446eef832ec964573dc49f36fd16bdbed40cbfbefbf557bc2dc78d9e7968689" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/book/Chapter3-MachineLearning/3.7_hyperparameter_tuning.ipynb b/book/Chapter3-MachineLearning/3.7_hyperparameter_tuning.ipynb index bfb92fa..65bbd99 100644 --- a/book/Chapter3-MachineLearning/3.7_hyperparameter_tuning.ipynb +++ b/book/Chapter3-MachineLearning/3.7_hyperparameter_tuning.ipynb @@ -2514,7 +2514,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.13", + "display_name": "mlgeo", "language": "python", "name": "python3" }, @@ -2530,12 +2530,7 @@ "pygments_lexer": "ipython3", "version": "3.9.18" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "f625eed87f201675869c1975f26c79747f846dd12cd9c70305bdb23b2c204f1d" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/book/Chapter3-MachineLearning/3.9_autoML.ipynb b/book/Chapter3-MachineLearning/3.9_autoML.ipynb index 0404775..fe52a10 100644 --- a/book/Chapter3-MachineLearning/3.9_autoML.ipynb +++ b/book/Chapter3-MachineLearning/3.9_autoML.ipynb @@ -273,7 +273,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.5", + "display_name": "mlgeo", "language": "python", "name": "python3" }, @@ -288,11 +288,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": 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+2016,10,19,Wed,60,61,58.4,58,58,60,57,41 +2016,10,20,Thurs,61,58,58.1,62,58,59,58,43 +2016,10,21,Fri,58,62,57.8,59,56,60,59,44 +2016,10,22,Sat,62,59,57.4,62,56,59,58,44 +2016,10,23,Sun,59,62,57.1,62,57,58,59,67 +2016,10,24,Mon,62,62,56.8,61,52,61,57,70 +2016,10,25,Tues,62,61,56.5,65,53,60,55,70 +2016,10,26,Wed,61,65,56.2,58,53,57,57,41 +2016,10,27,Thurs,65,58,55.9,60,51,60,55,39 +2016,10,28,Fri,58,60,55.6,65,52,56,55,52 +2016,10,29,Sat,60,65,55.3,68,55,59,55,65 +2016,10,31,Mon,65,117,54.8,59,51,59,56,62 +2016,11,1,Tues,117,59,54.5,57,51,59,55,61 +2016,11,2,Wed,59,57,54.2,57,54,58,55,70 +2016,11,3,Thurs,57,57,53.9,65,53,54,54,35 +2016,11,4,Fri,57,65,53.7,65,49,55,54,38 +2016,11,5,Sat,65,65,53.4,58,49,58,52,41 +2016,11,6,Sun,65,58,53.2,61,52,57,55,71 +2016,11,7,Mon,58,61,52.9,63,51,56,51,35 +2016,11,8,Tues,61,63,52.7,71,49,57,52,49 +2016,11,9,Wed,63,71,52.4,65,48,56,52,42 +2016,11,10,Thurs,71,65,52.2,64,52,54,51,38 +2016,11,11,Fri,65,64,51.9,63,50,53,52,55 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+2016,3,4,Fri,55,59,51.9,57,47,56,53,45 +2016,3,5,Sat,59,57,52.1,64,49,53,51,46 +2016,3,6,Sun,57,64,52.2,60,52,53,51,49 +2016,3,7,Mon,64,60,52.4,53,49,57,53,71 +2016,3,8,Tues,60,53,52.5,54,48,56,51,70 +2016,3,9,Wed,53,54,52.7,55,48,56,54,57 +2016,3,10,Thurs,54,55,52.8,56,49,55,53,50 +2016,3,11,Fri,55,56,53,55,53,53,51,36 +2016,3,12,Sat,56,55,53.1,52,52,58,53,65 +2016,3,13,Sun,55,52,53.3,54,50,55,53,54 +2016,3,14,Mon,52,54,53.4,49,49,58,55,44 +2016,3,15,Tues,54,49,53.6,51,49,58,52,70 +2016,3,16,Wed,49,51,53.7,53,52,54,55,65 +2016,3,17,Thurs,51,53,53.9,58,49,58,52,62 +2016,3,18,Fri,53,58,54,63,51,57,54,56 +2016,3,19,Sat,58,63,54.2,61,54,59,54,62 +2016,3,20,Sun,63,61,54.3,55,51,56,55,50 +2016,3,21,Mon,61,55,54.5,56,52,56,55,52 +2016,3,22,Tues,55,56,54.6,57,51,55,54,64 +2016,3,23,Wed,56,57,54.7,53,50,58,55,70 +2016,3,24,Thurs,57,53,54.9,54,54,56,56,72 +2016,3,25,Fri,53,54,55,57,53,57,57,42 +2016,3,26,Sat,54,57,55.2,59,53,57,55,54 +2016,3,27,Sun,57,59,55.3,51,52,58,55,39 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+2016,4,21,Thurs,81,81,59.4,73,55,61,59,55 +2016,4,22,Fri,81,73,59.7,64,59,64,60,59 +2016,4,23,Sat,73,64,59.9,65,56,63,59,57 +2016,4,24,Sun,64,65,60.1,55,57,61,60,41 +2016,4,25,Mon,65,55,60.3,59,56,64,61,77 +2016,4,26,Tues,55,59,60.5,60,56,61,62,75 +2016,4,27,Wed,59,60,60.7,61,59,65,60,50 +2016,4,28,Thurs,60,61,61,64,56,65,62,73 +2016,4,29,Fri,61,64,61.2,61,61,65,61,49 +2016,4,30,Sat,64,61,61.4,68,60,65,62,78 +2016,5,1,Sun,61,68,61.6,77,60,65,60,75 +2016,5,2,Mon,68,77,61.9,87,60,66,61,59 +2016,5,3,Tues,77,87,62.1,74,62,66,64,69 +2016,5,4,Wed,87,74,62.3,60,59,65,64,61 +2016,5,5,Thurs,74,60,62.5,68,58,66,62,56 +2016,5,6,Fri,60,68,62.8,77,61,64,61,64 +2016,5,7,Sat,68,77,63,82,61,65,63,83 +2016,5,8,Sun,77,82,63.2,63,62,65,63,83 +2016,5,9,Mon,82,63,63.4,67,59,66,62,64 +2016,5,10,Tues,63,67,63.6,75,61,66,64,68 +2016,5,11,Wed,67,75,63.8,81,62,68,63,60 +2016,5,12,Thurs,75,81,64.1,77,62,67,63,81 +2016,5,13,Fri,81,77,64.3,82,63,67,66,67 +2016,5,14,Sat,77,82,64.5,65,64,66,66,65 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+2016,6,8,Wed,86,85,68.5,67,67,70,69,81 +2016,6,9,Thurs,85,67,68.6,65,66,73,69,80 +2016,6,10,Fri,67,65,68.8,67,67,71,67,73 +2016,6,11,Sat,65,67,69,65,69,72,71,87 +2016,6,12,Sun,67,65,69.1,70,65,73,70,83 +2016,6,13,Mon,65,70,69.3,66,66,72,69,79 +2016,6,14,Tues,70,66,69.5,60,66,71,69,85 +2016,6,15,Wed,66,60,69.7,67,65,73,71,69 +2016,6,16,Thurs,60,67,69.8,71,68,72,71,87 +2016,6,17,Fri,67,71,70,67,66,74,69,54 +2016,6,18,Sat,71,67,70.2,65,67,75,69,77 +2016,6,19,Sun,67,65,70.4,70,69,73,70,58 +2016,6,20,Mon,65,70,70.6,76,67,71,70,79 +2016,6,21,Tues,70,76,70.8,73,68,75,71,57 +2016,6,22,Wed,76,73,71,75,66,71,72,78 +2016,6,23,Thurs,73,75,71.3,68,68,72,71,56 +2016,6,24,Fri,75,68,71.5,69,67,73,73,65 +2016,6,25,Sat,68,69,71.7,71,68,73,73,89 +2016,6,26,Sun,69,71,71.9,78,67,74,72,70 +2016,6,27,Mon,71,78,72.2,85,70,74,72,84 +2016,6,28,Tues,78,85,72.4,79,72,76,74,67 +2016,6,29,Wed,85,79,72.6,74,68,76,74,81 +2016,6,30,Thurs,79,74,72.8,73,71,76,72,87 +2016,7,1,Fri,74,73,73.1,76,71,75,72,93 +2016,7,2,Sat,73,76,73.3,76,70,77,73,84 +2016,7,3,Sun,76,76,73.5,71,69,76,75,85 +2016,7,4,Mon,76,71,73.8,68,71,76,73,86 +2016,7,5,Tues,71,68,74,69,72,77,74,62 +2016,7,6,Wed,68,69,74.2,76,72,76,75,86 +2016,7,7,Thurs,69,76,74.4,68,73,77,74,72 +2016,7,8,Fri,76,68,74.6,74,72,79,75,77 +2016,7,9,Sat,68,74,74.9,71,70,79,76,60 +2016,7,10,Sun,74,71,75.1,74,71,77,76,95 +2016,7,11,Mon,71,74,75.3,74,74,79,75,71 +2016,7,12,Tues,74,74,75.4,77,74,77,77,71 +2016,7,13,Wed,74,77,75.6,75,74,78,76,56 +2016,7,14,Thurs,77,75,75.8,77,74,76,77,77 +2016,7,15,Fri,75,77,76,76,74,80,78,75 +2016,7,16,Sat,77,76,76.1,72,76,78,75,61 +2016,7,17,Sun,76,72,76.3,80,76,78,77,88 +2016,7,18,Mon,72,80,76.4,73,75,77,75,66 +2016,7,19,Tues,80,73,76.6,78,76,78,77,90 +2016,7,20,Wed,73,78,76.7,82,75,78,77,66 +2016,7,21,Thurs,78,82,76.8,81,73,81,78,84 +2016,7,22,Fri,82,81,76.9,71,72,77,76,70 +2016,7,23,Sat,81,71,77,75,75,81,76,86 +2016,7,24,Sun,71,75,77.1,80,76,78,78,75 +2016,7,25,Mon,75,80,77.1,85,75,82,76,81 +2016,7,26,Tues,80,85,77.2,79,73,79,76,74 +2016,7,27,Wed,85,79,77.3,83,73,78,79,79 +2016,7,28,Thurs,79,83,77.3,85,76,80,78,76 +2016,7,29,Fri,83,85,77.3,88,77,80,79,77 +2016,7,30,Sat,85,88,77.3,76,75,79,77,70 +2016,7,31,Sun,88,76,77.4,73,76,78,79,95 +2016,8,1,Mon,76,73,77.4,77,76,78,79,65 +2016,8,2,Tues,73,77,77.4,73,75,80,79,62 +2016,8,3,Wed,77,73,77.3,75,77,81,77,93 +2016,8,4,Thurs,73,75,77.3,80,73,79,78,66 +2016,8,5,Fri,75,80,77.3,79,75,81,78,71 +2016,8,6,Sat,80,79,77.2,72,76,81,79,60 +2016,8,7,Sun,79,72,77.2,72,74,78,77,95 +2016,8,8,Mon,72,72,77.1,73,76,78,77,65 +2016,8,9,Tues,72,73,77.1,72,77,80,79,94 +2016,8,10,Wed,73,72,77,76,77,78,77,68 +2016,8,11,Thurs,72,76,76.9,80,74,81,75,80 +2016,8,12,Fri,76,80,76.9,87,72,79,77,81 +2016,8,13,Sat,80,87,76.8,90,73,79,78,73 +2016,8,14,Sun,87,90,76.7,83,75,78,78,65 +2016,8,15,Mon,90,83,76.6,84,76,79,75,70 +2016,8,16,Tues,83,84,76.5,81,72,78,78,90 +2016,8,23,Tues,84,81,75.7,79,73,78,77,89 +2016,8,28,Sun,81,79,75,75,71,77,76,85 +2016,8,30,Tues,79,75,74.6,70,74,76,75,63 +2016,9,3,Sat,75,70,73.9,67,71,75,73,68 +2016,9,4,Sun,70,67,73.7,68,72,77,75,64 +2016,9,5,Mon,67,68,73.5,68,71,75,73,54 +2016,9,6,Tues,68,68,73.3,68,73,76,75,79 +2016,9,7,Wed,68,68,73,67,72,78,71,70 +2016,9,8,Thurs,68,67,72.8,72,69,77,73,56 +2016,9,9,Fri,67,72,72.6,74,68,77,71,78 +2016,9,10,Sat,72,74,72.3,77,70,77,74,91 +2016,9,11,Sun,74,77,72.1,70,69,75,71,70 +2016,9,12,Mon,77,70,71.8,74,67,73,73,90 +2016,9,13,Tues,70,74,71.5,75,71,75,70,82 +2016,9,14,Wed,74,75,71.2,79,67,75,73,77 +2016,9,15,Thurs,75,79,71,71,66,76,69,64 +2016,9,16,Fri,79,71,70.7,75,70,74,71,52 +2016,9,17,Sat,71,75,70.3,68,66,73,70,84 +2016,9,18,Sun,75,68,70,69,66,73,71,90 +2016,9,19,Mon,68,69,69.7,71,65,74,71,88 +2016,9,20,Tues,69,71,69.4,67,67,73,69,81 +2016,9,21,Wed,71,67,69,68,65,70,70,76 +2016,9,22,Thurs,67,68,68.7,67,65,70,69,56 +2016,9,23,Fri,68,67,68.3,64,67,69,67,61 +2016,9,24,Sat,67,64,68,67,65,71,66,64 +2016,9,25,Sun,64,67,67.6,76,64,72,67,62 +2016,9,26,Mon,67,76,67.2,77,64,69,69,74 +2016,9,27,Tues,76,77,66.8,69,66,67,68,64 +2016,9,28,Wed,77,69,66.5,68,66,68,66,62 +2016,9,29,Thurs,69,68,66.1,66,63,71,68,57 +2016,9,30,Fri,68,66,65.7,67,64,67,65,74 +2016,10,1,Sat,66,67,65.3,63,64,70,64,54 +2016,10,2,Sun,67,63,64.9,65,62,69,66,82 +2016,10,3,Mon,63,65,64.5,61,63,68,65,49 +2016,10,4,Tues,65,61,64.1,63,62,69,65,60 +2016,10,5,Wed,61,63,63.7,66,61,66,65,48 +2016,10,6,Thurs,63,66,63.3,63,62,67,63,55 +2016,10,7,Fri,66,63,62.9,64,62,67,64,78 +2016,10,8,Sat,63,64,62.5,68,60,65,61,73 +2016,10,9,Sun,64,68,62.1,57,58,65,63,55 +2016,10,10,Mon,68,57,61.8,60,58,64,61,62 +2016,10,11,Tues,57,60,61.4,62,58,66,61,58 +2016,10,12,Wed,60,62,61,66,60,63,63,52 +2016,10,13,Thurs,62,66,60.6,60,60,62,60,57 +2016,10,14,Fri,66,60,60.2,60,56,64,60,78 +2016,10,15,Sat,60,60,59.9,62,59,62,59,46 +2016,10,16,Sun,60,62,59.5,60,57,60,59,40 +2016,10,17,Mon,62,60,59.1,60,57,63,59,62 +2016,10,18,Tues,60,60,58.8,61,54,60,57,53 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+2016,10,19,Wed,60,61,58.4,58,58,60,57,41 +2016,10,20,Thurs,61,58,58.1,62,58,59,58,43 +2016,10,21,Fri,58,62,57.8,59,56,60,59,44 +2016,10,22,Sat,62,59,57.4,62,56,59,58,44 +2016,10,23,Sun,59,62,57.1,62,57,58,59,67 +2016,10,24,Mon,62,62,56.8,61,52,61,57,70 +2016,10,25,Tues,62,61,56.5,65,53,60,55,70 +2016,10,26,Wed,61,65,56.2,58,53,57,57,41 +2016,10,27,Thurs,65,58,55.9,60,51,60,55,39 +2016,10,28,Fri,58,60,55.6,65,52,56,55,52 +2016,10,29,Sat,60,65,55.3,68,55,59,55,65 +2016,10,31,Mon,65,117,54.8,59,51,59,56,62 +2016,11,1,Tues,117,59,54.5,57,51,59,55,61 +2016,11,2,Wed,59,57,54.2,57,54,58,55,70 +2016,11,3,Thurs,57,57,53.9,65,53,54,54,35 +2016,11,4,Fri,57,65,53.7,65,49,55,54,38 +2016,11,5,Sat,65,65,53.4,58,49,58,52,41 +2016,11,6,Sun,65,58,53.2,61,52,57,55,71 +2016,11,7,Mon,58,61,52.9,63,51,56,51,35 +2016,11,8,Tues,61,63,52.7,71,49,57,52,49 +2016,11,9,Wed,63,71,52.4,65,48,56,52,42 +2016,11,10,Thurs,71,65,52.2,64,52,54,51,38 +2016,11,11,Fri,65,64,51.9,63,50,53,52,55 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+2016,3,4,Fri,55,59,51.9,57,47,56,53,45 +2016,3,5,Sat,59,57,52.1,64,49,53,51,46 +2016,3,6,Sun,57,64,52.2,60,52,53,51,49 +2016,3,7,Mon,64,60,52.4,53,49,57,53,71 +2016,3,8,Tues,60,53,52.5,54,48,56,51,70 +2016,3,9,Wed,53,54,52.7,55,48,56,54,57 +2016,3,10,Thurs,54,55,52.8,56,49,55,53,50 +2016,3,11,Fri,55,56,53,55,53,53,51,36 +2016,3,12,Sat,56,55,53.1,52,52,58,53,65 +2016,3,13,Sun,55,52,53.3,54,50,55,53,54 +2016,3,14,Mon,52,54,53.4,49,49,58,55,44 +2016,3,15,Tues,54,49,53.6,51,49,58,52,70 +2016,3,16,Wed,49,51,53.7,53,52,54,55,65 +2016,3,17,Thurs,51,53,53.9,58,49,58,52,62 +2016,3,18,Fri,53,58,54,63,51,57,54,56 +2016,3,19,Sat,58,63,54.2,61,54,59,54,62 +2016,3,20,Sun,63,61,54.3,55,51,56,55,50 +2016,3,21,Mon,61,55,54.5,56,52,56,55,52 +2016,3,22,Tues,55,56,54.6,57,51,55,54,64 +2016,3,23,Wed,56,57,54.7,53,50,58,55,70 +2016,3,24,Thurs,57,53,54.9,54,54,56,56,72 +2016,3,25,Fri,53,54,55,57,53,57,57,42 +2016,3,26,Sat,54,57,55.2,59,53,57,55,54 +2016,3,27,Sun,57,59,55.3,51,52,58,55,39 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+2016,4,21,Thurs,81,81,59.4,73,55,61,59,55 +2016,4,22,Fri,81,73,59.7,64,59,64,60,59 +2016,4,23,Sat,73,64,59.9,65,56,63,59,57 +2016,4,24,Sun,64,65,60.1,55,57,61,60,41 +2016,4,25,Mon,65,55,60.3,59,56,64,61,77 +2016,4,26,Tues,55,59,60.5,60,56,61,62,75 +2016,4,27,Wed,59,60,60.7,61,59,65,60,50 +2016,4,28,Thurs,60,61,61,64,56,65,62,73 +2016,4,29,Fri,61,64,61.2,61,61,65,61,49 +2016,4,30,Sat,64,61,61.4,68,60,65,62,78 +2016,5,1,Sun,61,68,61.6,77,60,65,60,75 +2016,5,2,Mon,68,77,61.9,87,60,66,61,59 +2016,5,3,Tues,77,87,62.1,74,62,66,64,69 +2016,5,4,Wed,87,74,62.3,60,59,65,64,61 +2016,5,5,Thurs,74,60,62.5,68,58,66,62,56 +2016,5,6,Fri,60,68,62.8,77,61,64,61,64 +2016,5,7,Sat,68,77,63,82,61,65,63,83 +2016,5,8,Sun,77,82,63.2,63,62,65,63,83 +2016,5,9,Mon,82,63,63.4,67,59,66,62,64 +2016,5,10,Tues,63,67,63.6,75,61,66,64,68 +2016,5,11,Wed,67,75,63.8,81,62,68,63,60 +2016,5,12,Thurs,75,81,64.1,77,62,67,63,81 +2016,5,13,Fri,81,77,64.3,82,63,67,66,67 +2016,5,14,Sat,77,82,64.5,65,64,66,66,65 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+2016,6,8,Wed,86,85,68.5,67,67,70,69,81 +2016,6,9,Thurs,85,67,68.6,65,66,73,69,80 +2016,6,10,Fri,67,65,68.8,67,67,71,67,73 +2016,6,11,Sat,65,67,69,65,69,72,71,87 +2016,6,12,Sun,67,65,69.1,70,65,73,70,83 +2016,6,13,Mon,65,70,69.3,66,66,72,69,79 +2016,6,14,Tues,70,66,69.5,60,66,71,69,85 +2016,6,15,Wed,66,60,69.7,67,65,73,71,69 +2016,6,16,Thurs,60,67,69.8,71,68,72,71,87 +2016,6,17,Fri,67,71,70,67,66,74,69,54 +2016,6,18,Sat,71,67,70.2,65,67,75,69,77 +2016,6,19,Sun,67,65,70.4,70,69,73,70,58 +2016,6,20,Mon,65,70,70.6,76,67,71,70,79 +2016,6,21,Tues,70,76,70.8,73,68,75,71,57 +2016,6,22,Wed,76,73,71,75,66,71,72,78 +2016,6,23,Thurs,73,75,71.3,68,68,72,71,56 +2016,6,24,Fri,75,68,71.5,69,67,73,73,65 +2016,6,25,Sat,68,69,71.7,71,68,73,73,89 +2016,6,26,Sun,69,71,71.9,78,67,74,72,70 +2016,6,27,Mon,71,78,72.2,85,70,74,72,84 +2016,6,28,Tues,78,85,72.4,79,72,76,74,67 +2016,6,29,Wed,85,79,72.6,74,68,76,74,81 +2016,6,30,Thurs,79,74,72.8,73,71,76,72,87 +2016,7,1,Fri,74,73,73.1,76,71,75,72,93 +2016,7,2,Sat,73,76,73.3,76,70,77,73,84 +2016,7,3,Sun,76,76,73.5,71,69,76,75,85 +2016,7,4,Mon,76,71,73.8,68,71,76,73,86 +2016,7,5,Tues,71,68,74,69,72,77,74,62 +2016,7,6,Wed,68,69,74.2,76,72,76,75,86 +2016,7,7,Thurs,69,76,74.4,68,73,77,74,72 +2016,7,8,Fri,76,68,74.6,74,72,79,75,77 +2016,7,9,Sat,68,74,74.9,71,70,79,76,60 +2016,7,10,Sun,74,71,75.1,74,71,77,76,95 +2016,7,11,Mon,71,74,75.3,74,74,79,75,71 +2016,7,12,Tues,74,74,75.4,77,74,77,77,71 +2016,7,13,Wed,74,77,75.6,75,74,78,76,56 +2016,7,14,Thurs,77,75,75.8,77,74,76,77,77 +2016,7,15,Fri,75,77,76,76,74,80,78,75 +2016,7,16,Sat,77,76,76.1,72,76,78,75,61 +2016,7,17,Sun,76,72,76.3,80,76,78,77,88 +2016,7,18,Mon,72,80,76.4,73,75,77,75,66 +2016,7,19,Tues,80,73,76.6,78,76,78,77,90 +2016,7,20,Wed,73,78,76.7,82,75,78,77,66 +2016,7,21,Thurs,78,82,76.8,81,73,81,78,84 +2016,7,22,Fri,82,81,76.9,71,72,77,76,70 +2016,7,23,Sat,81,71,77,75,75,81,76,86 +2016,7,24,Sun,71,75,77.1,80,76,78,78,75 +2016,7,25,Mon,75,80,77.1,85,75,82,76,81 +2016,7,26,Tues,80,85,77.2,79,73,79,76,74 +2016,7,27,Wed,85,79,77.3,83,73,78,79,79 +2016,7,28,Thurs,79,83,77.3,85,76,80,78,76 +2016,7,29,Fri,83,85,77.3,88,77,80,79,77 +2016,7,30,Sat,85,88,77.3,76,75,79,77,70 +2016,7,31,Sun,88,76,77.4,73,76,78,79,95 +2016,8,1,Mon,76,73,77.4,77,76,78,79,65 +2016,8,2,Tues,73,77,77.4,73,75,80,79,62 +2016,8,3,Wed,77,73,77.3,75,77,81,77,93 +2016,8,4,Thurs,73,75,77.3,80,73,79,78,66 +2016,8,5,Fri,75,80,77.3,79,75,81,78,71 +2016,8,6,Sat,80,79,77.2,72,76,81,79,60 +2016,8,7,Sun,79,72,77.2,72,74,78,77,95 +2016,8,8,Mon,72,72,77.1,73,76,78,77,65 +2016,8,9,Tues,72,73,77.1,72,77,80,79,94 +2016,8,10,Wed,73,72,77,76,77,78,77,68 +2016,8,11,Thurs,72,76,76.9,80,74,81,75,80 +2016,8,12,Fri,76,80,76.9,87,72,79,77,81 +2016,8,13,Sat,80,87,76.8,90,73,79,78,73 +2016,8,14,Sun,87,90,76.7,83,75,78,78,65 +2016,8,15,Mon,90,83,76.6,84,76,79,75,70 +2016,8,16,Tues,83,84,76.5,81,72,78,78,90 +2016,8,23,Tues,84,81,75.7,79,73,78,77,89 +2016,8,28,Sun,81,79,75,75,71,77,76,85 +2016,8,30,Tues,79,75,74.6,70,74,76,75,63 +2016,9,3,Sat,75,70,73.9,67,71,75,73,68 +2016,9,4,Sun,70,67,73.7,68,72,77,75,64 +2016,9,5,Mon,67,68,73.5,68,71,75,73,54 +2016,9,6,Tues,68,68,73.3,68,73,76,75,79 +2016,9,7,Wed,68,68,73,67,72,78,71,70 +2016,9,8,Thurs,68,67,72.8,72,69,77,73,56 +2016,9,9,Fri,67,72,72.6,74,68,77,71,78 +2016,9,10,Sat,72,74,72.3,77,70,77,74,91 +2016,9,11,Sun,74,77,72.1,70,69,75,71,70 +2016,9,12,Mon,77,70,71.8,74,67,73,73,90 +2016,9,13,Tues,70,74,71.5,75,71,75,70,82 +2016,9,14,Wed,74,75,71.2,79,67,75,73,77 +2016,9,15,Thurs,75,79,71,71,66,76,69,64 +2016,9,16,Fri,79,71,70.7,75,70,74,71,52 +2016,9,17,Sat,71,75,70.3,68,66,73,70,84 +2016,9,18,Sun,75,68,70,69,66,73,71,90 +2016,9,19,Mon,68,69,69.7,71,65,74,71,88 +2016,9,20,Tues,69,71,69.4,67,67,73,69,81 +2016,9,21,Wed,71,67,69,68,65,70,70,76 +2016,9,22,Thurs,67,68,68.7,67,65,70,69,56 +2016,9,23,Fri,68,67,68.3,64,67,69,67,61 +2016,9,24,Sat,67,64,68,67,65,71,66,64 +2016,9,25,Sun,64,67,67.6,76,64,72,67,62 +2016,9,26,Mon,67,76,67.2,77,64,69,69,74 +2016,9,27,Tues,76,77,66.8,69,66,67,68,64 +2016,9,28,Wed,77,69,66.5,68,66,68,66,62 +2016,9,29,Thurs,69,68,66.1,66,63,71,68,57 +2016,9,30,Fri,68,66,65.7,67,64,67,65,74 +2016,10,1,Sat,66,67,65.3,63,64,70,64,54 +2016,10,2,Sun,67,63,64.9,65,62,69,66,82 +2016,10,3,Mon,63,65,64.5,61,63,68,65,49 +2016,10,4,Tues,65,61,64.1,63,62,69,65,60 +2016,10,5,Wed,61,63,63.7,66,61,66,65,48 +2016,10,6,Thurs,63,66,63.3,63,62,67,63,55 +2016,10,7,Fri,66,63,62.9,64,62,67,64,78 +2016,10,8,Sat,63,64,62.5,68,60,65,61,73 +2016,10,9,Sun,64,68,62.1,57,58,65,63,55 +2016,10,10,Mon,68,57,61.8,60,58,64,61,62 +2016,10,11,Tues,57,60,61.4,62,58,66,61,58 +2016,10,12,Wed,60,62,61,66,60,63,63,52 +2016,10,13,Thurs,62,66,60.6,60,60,62,60,57 +2016,10,14,Fri,66,60,60.2,60,56,64,60,78 +2016,10,15,Sat,60,60,59.9,62,59,62,59,46 +2016,10,16,Sun,60,62,59.5,60,57,60,59,40 +2016,10,17,Mon,62,60,59.1,60,57,63,59,62 +2016,10,18,Tues,60,60,58.8,61,54,60,57,53 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+2016,12,28,Wed,42,47,45.3,48,41,49,44,58 +2016,12,29,Thurs,47,48,45.3,48,43,50,45,65 +2016,12,30,Fri,48,48,45.4,57,44,46,44,42 +2016,12,31,Sat,48,57,45.5,40,42,48,47,57 diff --git a/book/Chapter4-DeepLearning/mlgeo_4.0_perceptrons.ipynb b/book/Chapter4-DeepLearning/mlgeo_4.0_perceptrons.ipynb index 27350f1..c1c7d22 100644 --- a/book/Chapter4-DeepLearning/mlgeo_4.0_perceptrons.ipynb +++ b/book/Chapter4-DeepLearning/mlgeo_4.0_perceptrons.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 34, "id": "62d78b64-1667-4c89-a5a2-e7ea575d6fd6", "metadata": { "editable": true, @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 712, + "execution_count": 35, "id": "fbea549e-a68d-4d2d-93ea-3b55af007a57", "metadata": { "editable": true, @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 981, + "execution_count": 36, "id": "def21a9d-7bf8-4221-9d45-7d8680d0a3aa", "metadata": { "editable": true, @@ -129,7 +129,7 @@ "array([100. , -1. , 0.1])" ] }, - "execution_count": 981, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -151,20 +151,9 @@ }, { "cell_type": "code", - "execution_count": 288, + "execution_count": 37, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from sklearn import datasets\n", "iris = datasets.load_iris()" @@ -172,12 +161,12 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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oU5TrQYsyxeKV80vf3UroQojiyt2P+Pycb+TO+4R2s13BkgRHlBo+fj45tqnZsLoHIin+OvZri5HDIapO/dp4LiAhRMHzbg345tBIgfXafPTRHFROE341WLvkvY88kgRHlBq3PHVTjm2em/WYByIp/gY+3BtvqzfKxZCW1nDz2AEejkoIUZCUEQj+d2I/sykrBlj7oCw1896H8kEF3JNNHxbwuQ7l1TDPfeSVJDii1LjvtRG0vK6py9tvefommnTy/IusOKpUowKTfnkBH19vp8nGhsXA4mUw/tux1GsVWoQRCiEKggp6Gqw9Ll9LP0x0+aPfOwwV8kb+Owl4BHzTvxBd0YdXI1S5d/PfRx7IOjii1Pnj67/5/PlviT4fg1KK6g2q8uyXj9Kyq+vkp6y6dCaS37/4i83LtmHaTFpd34yBD/emWt0qRR2aEKKAaG1Cylp0wlwwT4JRGeU3FKw9Uapg1vvVWkPKenTiXLAdA1UB5TcYfPugVM7TB9yR289vSXCEEEIIUezJQn9CCCGEKPMkwRFCCCFEqSMJjhBCCCFKHakmLkqdjUvDWTBtMbvX78NiMbhmYHtufmIADdvUK7A+wlfsYP7URexYtRtlGLTvE8YtT95Ek45Zn6UVFxXPb58u4/cvlxN1LpqKNSow4IGeDHiwF/5BfgUWlxBCCDuZZCxKlS9f/I45by7AsBiYtowK2VrDC9+Mpcfwrvnu47s35jNzwveOytvpfdhsJs98/gj97rvRqf2FU5d46vr/cPboebR5+eWmQKGo3bQG7/0ziZBK8lwUQojsyCRjUWZtWLyFOW8uAHAkN2Cvq2TaTN4aNY1zxy/kq4+IVbuZOeF7x/1m7gMN7z30Ccf3nnTa553RH3Hu+IWM5AZA20+rPLHvNFMf+SxfMQkhhLiaJDii1FgwdRGGxfVTWmtY/Nmf+etj2uJs6zgpQ/Hr9D8c10/sP83mZdtdFrY0bSarF/zL+RMX8xWXEEIIZ5LgiFJj57p9TiM3VzJtJjvW7MlXHztW73YaubmqjzSTiFUZVbj3bNif431qU7Nv08F8xSWEEMKZJDii1MiueGQ6d6poZ9tHNiNEjj68M6rmutMewCKVu4UQokBJgiNKjY792+Z4+KhDnzb56qPTgHbZ9mEYio59M/po3b1FjkmOt9WLFl2b5CsuIYQQziTBEaXGLU/ehGnL+qRAZSj8An3pO7pHlre76+bH++PqvEOlFN5WbwY+3NuxrWL18tw44jqXSY4yFP3v70lQ+cB8xSWEEMKZJDii1Gh2TSOe/uIRDEM5JRTKUPgGWHl90YsEVwzKVx/1WoUy/tuxWLyMq/rw8fVm0i8vUKlGBad9xn78gGOEJn2f9P/b927Nw++MyldMQgghribr4IhS5+SB0/z2yTJ2rduLxdtCp/7t6HdfD8pVDimwPs4cOceiz/4kYuUuDItBu15hDHiwJxWqlc+yvc1mY8NvW/jjq7+5cOoSVepUou+9PejYrw2GId8zhBAiJ1JNPAeS4AghhBAljyz0J4QQQogyTxIcIYQQQpQ6kuAIIYQQotSRauKl1Nmj51kwbTF//7CGpPhkajetyZAx/egxoisWS9EsKqe1Zv1vm/n5g8Xs3XQQL28vug7pyM1PDKRui9pZ7hN5NoqFHy3hz29WEhsZR/X6Vbnp4T70ubc7PlZvDz8CIURJppPXohO+gpTNgAWs16MC7kV5tyzq0EQhkEnGpdDuDft5vvckkhNTHKULDENhmpouQzoyce4zHl85V2vNR2NnsPCjJVdV+gbFxHnP0GVwR6d9ju89yVM3TCT2UpyjvVIKjaZ55ya8uXQCfgG+Hn0cQoiSScd9gI77ALAAtstbLYCJCnkT5Xdz0QUn3CKTjMu41JRUJg55i+SEFKe6TOblStbrftnEvPd+83hc//y4loUfLbHHckWlb5vNxuvD3yfqfLRju9aaV2591ym5Sd+Ottd4mvnS9557AEKIEksnr72c3EBGcpP+s0ZHj0enHSuCyERhkgSnlFk9/1+izkVjmlkXhNRas2DaImw2W5a3F5b5Uxa5rhWlITUljaUz/3Zsili1m6M7j7ssnmnaTBZ/sZzEuMRCiFYIUZrohK+xj9a4otAJ8oWptJEEp5TZvX6fU7HHrFw8Fcml01GeCQh7UrV34wHHKJKrNrvW7XVc371+f441nJITkjm660SBxSmEKKVStuA8cnMlG6Ru8lQ0wkMkwSllDIsBbsyqym9V7dxSOSQrSimnmOyPI+cHIlW4hRA5c+f9Ts65KW1y9Sm3e/duXn75ZW688UYaNGhA9erVCQsL45577uG7774jOTm5sOIUbmrfOwxbmutvKkpB7aY1KV+1nMdiUkrRrldYtiMyWmva9WrtuN6+d1i2Iz4AwRWDqNsy67OvhBDCwdqN7A9RGSjr9Z6KRniIWwnOli1b6NWrF23btmX16tVcc801PPnkk7z66qvcddddaK156aWXqFGjBm+99ZYkOkWofZ/W1GlWE8PFCI3WcMdzQ1DKxXyYQnLbM4NczqcxLAbBFYLoOfI6x7b6YaG07tHCdVKk4JanbsLbR04VF0JkTwXcg+uhbQOUFfxu92RIwgPcOk28Xr16jBs3jjvvvJNy5cq5bLdu3TqmTp1KWFgYL774YkHGWWDKwmnipw+fZdyNr3D26Hn7adVaY/EysKWZ3D5uCA+8OdLjCQ7Azx/+zkdPzLCfJp6Wcdp3YLkA3vxjAo3bN3BqH3U+mud6TeJwxDGUodBmxuPodfcNPDvj0SJb00cIUbLoxF/R0eMARcZ8HAOwosp/hrJeU3TBCbcUSrHN1NRUvL3d/6ac2/aeVBYSHIDE+CRWfL+Gf+auJSEmkXotazPw4T406dAg550L0bE9J/ntkz/Y8+8BfHy96TyoA33u7U5Q+cAs26empLLqpw0sn72S6Aux1GpUnf739ySsW/MiSdKEECWXTjuOTpwDKZsAi/2wlN9tKEulog5NuEGqieegrCQ4QgghRGmS28/vPE0b37hxIytWrODcuXNXrbfy3nvv5eUuhRBCCCEKTK4TnDfeeIMJEybQpEkTqlat6nSYQA4ZCCGEEKI4yHWCM3XqVGbMmMG9995bCOEIIYQQQuRfrhMcwzDo2rVrYcQixFUO7zjGtEc/Z9e6fZg2Ex8/b667+RrGfvwgAcH+We4z+42fWDBlEdEXY1Eoqtevwr2vjaDHHVk/b2MuxvLLx0tZOmsFMRdjqVK7EgMf6k2/+2/E199amA8vWzvW7GHB1EVs/WsHAG16tGTYkwNp2bVpkcUkhBAlRa4nGb/99tucOnWKKVOm5Lvz6dOnM336dI4cOQJAixYtmDhxIv3798+y/axZsxg9erTTNqvVSlJSktt9yiTjkuPfJVuYMPBNsnqK+gX58tX+DyhfpZzT9rFdX2L3un1Z3t+Qx/rz2LT7nLadOXKOp67/D5dOR2YsLHj5SGvDNvV456+XCQgJyPdjya0F0xbz8ZMzHafFA46fH50ympvHDvB4TEIIUZQK/Swq0zQZOHAg+/bto3nz5ledDj5//ny37+vXX3/FYrHQqFEjtNZ89dVX/O9//2Pr1q20aNHiqvazZs3iiSeeYO/ejJpFSimqVq3qdp+S4JQMpmlyU8BIUpPTXLZp0KYun2z5n+P616/8yDevzM32fqete51m1zR2XB/b+UX2bj7oWJcnM8Ni0HtUN5798tE8PIK827/lEI92eD7bNh9veotG7ep7KCIhhCh6uf38znVBorFjx7JixQoaN25MxYoVCQkJcbrkxqBBgxgwYACNGjWicePGvP766wQGBrJ+/XqX+yilqFatmuOSm+RGlBwLP1qSbXIDcDD8CJfORDqu//zB7zne72fPfuP4+cDWw+zesD/L5AbsFcuXf7uSmIuxbkZdMBZ++Hu2tcIsXgYLP1riwYiEEKLkyfUcnK+++oqffvqJgQMHFmggNpuNuXPnEh8fT+fOnV22i4uLIzQ0FNM0adeuHW+88UaWoz3pkpOTnUpHxMTEFGjconBsXBLuVrt/f99Kv9E3AhB7KS7H9od3HnP8vHv9PvvhqGzGMNNSbRwIP0K7nq3ciqcgRKza4zgslRVbmknEyt0ei0cIIUqiXI/gVKhQgQYNCm413IiICAIDA7Farfzf//0fCxYsoHnz5lm2bdKkCTNmzGDhwoV8++23mKZJly5dOHHihMv7nzx5stMIU+3aUpyxJLDkUH08nbc1dytmG0bGUgbFtfK6qzpimVm8PRuTEEKUNLl+l/zvf//Lyy+/TEJCQoEE0KRJE8LDw9mwYQOPPPII99xzD7t27cqybefOnRk1ahRt2rShW7duzJ8/n8qVK/Ppp5+6vP/x48cTHR3tuBw/frxA4haFq/eobjm2UQo6D+7guF65dsUc92neuYnj57ZujMr4BfrS2MPlLa7p3zbbyuuGxaBTv7YejEgIIUqeXCc406ZN4/fff6dq1aq0atWKdu3aOV1yy8fHh4YNG9K+fXsmT55M69atmTp1qlv7ent707ZtWw4cOOCyjdVqJTg42Okiir8bbu1MQLmsTwNP17ZnGP6Bfo7rd7+cczXgR9671/FzjQbV6Dy4o8tkQinFkDH98AvwdS/oAjJ4TD/7SFNW62Yqe4IzeEw/j8YkhBAlTa7n4AwdOrQQwshgmqbTnJns2Gw2IiIiGDBATpktjaaueZ1H2j1HanLqVbdVr1+FV397wWlb//tuZOeaPSyduSLL+3v8oweo2ai607bnZo3hhb6vsXfjAXuVc5vpOB27682duGfSHQX3gNxUo0E1Js57lkm3vYtpMzFt9vk4hsXAsBhMnPsMNRpU83hcQghRkhRpsc3x48fTv39/6tSpQ2xsLN999x1vvfUWS5cupXfv3owaNYqaNWsyefJkACZNmsS1115Lw4YNiYqK4n//+x8///wzmzdvdjlv50pymnjJkhCXyJfjv+OfH9eSnJBMSOVgbh47gJvHDsAwsh552bJ8O1+8MJsTe09hWAyadW7M/717D6HNamXZPi01jbULN/LnNyu5dDaKavWqMOD+nrTt2apIy4+cP3GRxZ//SfgK+0J/rbu3YOBDvalcK+dDcUIIUdoU+jo4GzduxDRNrrnmGqftGzZswGKx0KFDBxd7Xu3+++9n+fLlnD59mpCQEMLCwnj++efp3bs3AN27d6du3brMmjULgKeeeor58+dz5swZypcvT/v27Xnttddo29b9+QiS4AghhBAlT6EnOJ06deK5557j1ltvddo+f/583nrrLTZs2JC7iD1MEhwhhBCi5Cn0hf527dqV5WTitm3bujz7SQghhBDCk3Kd4FitVs6ePXvV9tOnT+Plles5y0IIIYQQBS7XGUmfPn0YP348CxcudJRmiIqK4sUXX3TMnRFF7+zR8yyYtpi/f1hDUnwytZvWZMiYfvQY0RWLxVIgfezbdIAPx85g78aDmDYTq78P3W7vwuMf3o+vf8GcWp2XauIbl4azYNpidq/fh8VicM3A9tz8xAAatqmXZXtPVBM/e/QcUx75nK3LI7Cl2vDy8aJj3zaMnf4glWpUKJA+SovktDR+2r2T2RHbOB4TTYjVl2HNmnNXWBsq+xdM4VOtUyFxITrhO7AdARUIfoNQ/nejLFmfoabTDqMTvoakpaCTwasZKuAusPYt0snoQois5XoOzsmTJ7nhhhu4ePGiY3JveHg4VatWZdmyZcV+peCyMAdn94b9PN97EsmJKRmnGBsK09R0GdKRiXOfweKVvyTnnx/X8tqI97NcCTioQiDfHPrIZQLirrxUE//yxe+Y8+YCxynfYF+JWGt44Zux9Bje1am9J6qJ79tyiLHXjs+y/IKXjxefbXuH2k1q5quP0iIhNZVRP89jy+lTTlU0DKUo5+vLj7cOp375/CWEWqegIx+ClLXYB7HT/y4GqEBUhW9Q3s2c90leg458GLBdvpCxr+/NqJDJKCWrSwtRmAp9kjFAfHw8s2fPZtu2bfj5+REWFsaIESOuqixeHJX2BCc1JZU76zxCzIVYTPPqD1SlFPdPHskdzw3Jcx8pKakMCrzLZZFKgJZdm/L+qlfz3EdeqolvWLyFCTdNdtne4mXw9cGPqFK7kmObJ6qJD6s0Ots6WRVrlmfO8c/y1UdpMWnlCr7ethUzi7cli1LUK1+BpSPvydeIiRk7BeI/ISOxceoFjGqoyn+ilP1LgDbj0OevA52Iq9oeKvg1lH/OC00KIfKu0CcZAwQEBPDQQw/x0Ucf8c477zBq1KgSkdyUBavn/0vUuegskxsArTULpi3CZrNlebs75rwxP9vkBmDH2j0kxCXmuY+8VBNfMHVRtiUOtIbFn/3puO6JauKblm3LsQjoxZOR7NnoejXusiI+JYUfdmzPMrkBsGnNgUsX2XjqZJ770DoFEmaTdXIDYAPzJKSsytiUtDDb5AYUOn5WnmMSQhQOtxKc9evXu32HCQkJ7Ny5M88BifzZvX4fFu/sDz9dPBXJpdNRee5j6/IdOTfSsO3vvJ9Vl5tq4ul2Xp6n44ppM9mxZo/juqOaeDbSq4nn1Zr57i2bsNrNdqXZgchLJKZln9RalGLL6VN578R2HHR0Do280CkZzyudEk72b5UabAfQOu8JvRCi4LmV4Nx999307duXuXPnEh8fn2WbXbt28eKLL9KgQQM2b95coEEK93miQnZ2oySZeVvzflZdXqqJZ64U7vJ+Mz1uj/yu3Jzr5O0jZyBa3DjspAEvFytYu9mLG220czvl7ny1gpm8L4QoGG69U+zatYuBAwcyYcIEypUrR4sWLejduzeDBg3iuuuuo1KlSrRr147Dhw/zxx9/MGrUqMKOW7jQvncYtjTXh5+UgtpNa1K+ark899Htji45tjEsBmHd3CufkZW8VBPv2L9ttsmIMhQd+rRxXPdENfH+99/oVrs+93bPcx+lReOKlSjvm/3Zd6bWdK0TmvdOLHXAyKmOlw1lzZiMrny6kjGxOCsGeLdFKZ+8xyWEKHBuJTje3t6MHTuWvXv3sm7dOh588EFatmxJzZo16d69O59++imnTp3i+++/p1WrnD80ROFp36c1dZrVxHDxQa813PHckHxN0rzp4d5Yczh9uuvQTvj45H1eVl6qid/y5E2YNheTQA2FX6AvfUf3cGzzRDXxhm3qUa1elWzb1G1Zm+r1qua5j9LCx2LhvrauS71YlOLamrVpVqlynvtQykAFPJBNCwt4tQLvTIuZ+vYFoyquR2hMVMBDeY5JCFE4irTYZlEo7WdRAZw+fJZxN77C2aPnUUqhtXZUyL593BAeeHNkvtft2LfpAE90nUBa6tXfbENb1OKzbe+6LIbprqO7T2RbTfyLXVOuSqKWzFzB+w9OB6Uc83GUofANsPLG4pdo2bWpU/u4qHiX1cSvG3YNL33/JF7e+Tt8dOlMJPc1e5L46ISrbguuGMRX+6cRWC4wX32UFjbT5Lk/l7Jgzy4sSmHTGkMpTK1pUrES3958GxX987f8gNYaHfMKJH6HPWmx4Tjl21IXVeHrq9bC0an70ZH3gHkxfYtjXxX4DCrw4XzFJITImUdOEy/JykKCA5AYn8SK79fwz9y1JMQkUq9lbQY+3Icm+TjccqWYS7F88fxs1vy8gZSkVCpUK8dtzw7hpocLbsHHvFQTP3ngNL99soxd6/Zi8bbQqX87+t3Xg3KVQ7Js74lq4ikpqXz737ks/epvEmISCCwXQP8HenLnS8NkBfAraK3ZcPIEP+yM4EhUJBX8/BjcpBn9GjTCWoC/K52yBZ3wI9gOggpG+Q0E3wEolfWInTbjIPFndPIfoJPAuznKbzjKu2mW7YUQBUsSnByUlQRHCCGEKE08sg6OEEIIIURxJgmOEEIIIUodSXCEEEIIUerkacbe8uXLWb58OefOnbuqJMCMGTMKJDAhACLPRrHwoyX8+c1KYiPjqF6/Kjc93Ic+93bHx5r1aei5rSYuhDuOXQzn1LmPaOC3ER9LGscTapDsM5y2offm+4xBTzJTtkHsJEjdib1khR/4DoTgiRhG3pdEEKK4yfUk41deeYVJkybRoUMHqlevftVZJgsWLCjQAAuaTDIuOY7vPclTN0wk9lJcxinfSqHRNO/chDeXTrhqjZrcVhMXwh0RxxfQ0HgRizLxMuxvmTZTYTE0my51okPTrzCM4r+SsZn4C0Q/m/WNqjxU/gvDCPBsUEK4qdDPoqpevTpvv/02d999d56DLEqS4JQMWmseDHuG43tOZllfyrAYDBnTj0enjHZsy0s1cSFyEpt0Ec7fgK8llazWhNQaNsf9H50aPe354HLBNJPgXBtcFxoFfK7BqPCNp0ISIlcK/SyqlJQUunTJeal+IfIjYtVuju487rJ4pmkzWfzFchIzVSzPbTVxIdyx8/gX+HllndyAfcm/ymqeR2PKk7gPyTa5AUj5F9O8ekFKIUqiXCc4DzzwAN99911hxCKEw+71+3Ms6pmckMzRXScc13NbTVwId1jStmNq1ws+GgpCAy+QmBLjwajyINWdivUaUsMLOxIhPMKtScZPP50x9GqaJp999hl//vknYWFheHs7T/R87733CjZCUSbZK33nfPTUkqlad26riQvhDq3de84YqrivSO3uc1+KhorSwa1X5NatW52ut2nTBoAdO3YUeEBCgL0q+mfjsk9wgisGUbdlbcf1jv3bsvqn9djSsh7FubKauBDuMHy74mW4Hv2wmYr9sbVoXi1/NbIKnbU/pG7NoZEFvNt4IhohCp1bCc6KFSsKOw4hnNQPC6V1jxZErNyd9WEnBbc8dRPemYpt3vLkTaz8cV2W95dVNXEh3NGq9ijOnfiMCtZ4xxlUmVkMTYrv6Cz2LGb8R0Hcu0Cy6za+/TGM4j4SJYR7cj1ef9999xEbG3vV9vj4eO67774CCUoIgAlzniK0eS3AnqBAxiGmXnfdwB3PD3Fq3+yaRjz9xSMYhnKav5NeTfz1RS8SXDHIQ9GL0sLq7U9S0CdEp/hhajAv5zhppv05uSH6dtqE3lWEEbrHMAyo8C0uv9damkLwOx6NSYjClOvTxC0WC6dPn6ZKlSpO2y9cuEC1atVIS0sr0AALmpwmXrKkpqSy6qcNLJ+9kugLsdRqVJ3+9/ckrFtzl5W+c1tNXAh3xCZdZOexzwkw/8bLSCE6rT5VKt9P/cqdizq0XDHNKIh5C5L/Ap0MRiUIfAjD//aiDk2IbBXaOjgxMTForSlfvjz79++ncuXKjttsNhu//vorL7zwAqdOncp79B4gCY4QQghR8uT289vtg63lypVDKYVSisaNG191u1KKV155JXfRCiGEEEIUArcTnBUrVqC15sYbb+Snn36iQoUKjtt8fHwIDQ2lRo0ahRKkEEIIIURuuJ3gdOvWDYDDhw9Tp04dl/MfhBBCCCGKmlsJzvbt252uR0REuGwbFhaWv4jKgJMHTvPztN9ZOW8dyYkp1AsLZeiYflx/67UFVpX47NHzLJi2mL9/WENSfDK1m9ZkyJh+9BjRFYvl6qKApmny2XPfsOTLv4iPTkAZitDmtXj4f6Po0LdNgcSUF3mpJi6Kl13nzzEzfAsrDh8iTZu0rVade1u3o1vd0l3d3WZLZeuRzwlIm0cN/3Mk2bw5lNiFutUfo3q5Zlnuo9OOoxO+gaRFoJPAqyHK/y7wHYBSRVPMU2sNyX+i47+GtF2gfMDaGxUwCuXVMOt9bOfQCbMhcSHoGLDUQfmPAL+bUerqhQS11vx99DCzwrew7cwZvCwGPevV59427WlWqXIWPeTxsSSvRSd8BSmbAQtYr0cF3IvybllgfYjiw61JxoZh2Ks4a53jyI3NZiuw4ApDUU8y3vb3Tl4c8AZpqWmO9V0MQ2Gamh4jruOFbx7Pd5Kze8N+nu89ieTElKv66DKkIxPnPuO0AnBaWhr3NX2S04fOZnl/D7w5kjueG5qvmPIiL9XERfHy6749PLV0MQqwXX6rsSiFTWse6dCJcV2uL9oAC0maLYXt+26nTfldjqrjYD+1PNn04pRlCk2q93baR6dsQUeOBp0CpL+PGoAJ1r6oclM8nuRordExEyHxh4xYALAAClV+OsrazXmftAPoiyNBR2dqrwAN3h1RFb5EqYzXrdaaN9es5PMtmxzPDbA/TwCm9b+J/g2vnveZ68cS9wE67oPLsaf/fi2AiQp5E+V3c777EIWrUIptHj58mEOHDnH48GF++ukn6tWrx8cff8zWrVvZunUrH3/8MQ0aNOCnn37K9wMozRLjk3j55rdJTUl1WrzOvLywxorvV7Po02X56iM1JZWJQ94iOSElyz7W/bKJee/95rTPu/d/4jK5AfjihdlcOHUpX3HlltaaV2591ym5Sd+Ohj0b9jPzpe89GpPInVOxMTzzx++YWjs+tCAj0Zm+6V9WHDlUVOEVqo0HXiOs3C4AR3ID4GVofI00KqSMIyUto1Cs1snoyEfsp22T+Uvi5ed+8h+Q8LUHIr9C0i+Xk5tMsQD2GG3oyMfRZpRjq9YaHfmofdTGqf3l30HqZnTsVKcu/jx0kM+3bLLf6xXPE1NrnlyyiLNxcfl6GDp57eXkJj32zI9Do6PHo9OO5asPUfy4leCEhoY6Lm+88QbTpk3j4YcfJiwsjLCwMB5++GGmTJnCq6++WtjxlmgrvltNfHQC2nQxaKbgpymLyOXSRE5Wz/+XqHPRmGbW5Qq01iyYtshppO2fH9bkeL+fPvNVnmPKi7xUExfFy/c7tmNm81y2KMXM8C0ejMgzbLZU6lt/xdVYt8XQVLQmEHHs24yNSb+DjsR1tW+Njp+F1jlUAy9gOn4Wrj8mNJAMiQsyNqWsA9sRnJOIzExInIPWGa/bGeGbHaM1WfVg05ofdrqeFuEOnfA19tEaVxQ6Qb4wlTa5PhYSERFBvXpXHzuvV68eu3btKpCgSqvd6/c5HRq6ioaT+0+TEJOQvz68sx/GvngqkkunowCIuRRLakrOizPu+fdAnmPKi7xUExfFy+bTp7JNcGxas+V08V43Ky8uxh+jsm882R3NTzUNUpM3Oa7r1HBynBJpngbTcyOpWtsgbSeuk67L7TJXH0/dRvaJBKDjIe2w42r4mdNOIzdXMrVm8+mTOQecnZQtuE66sN+Wuimb20VJlOsEp1mzZkyePJmUlBTHtpSUFCZPnkyzZllPnBN2OX1g57ady33dGABKL3mQbcJVQDHlRV6qiYvixdW3cuc2pa+6u7tVxbVTQuPm89ijc3DU5UtObTLHZODWG1CmfYwcnicK8Mr3yRfu7C81uEqbXD9rPvnkE5YuXUqtWrXo1asXvXr1olatWixdupRPPvmkMGIsNdr1bo0tzfW3CMNQNO7QAL9Avzz30b53WLZ9KAW1m9akfNVyAAQE++MXlHN/Hfq0znNMedG+d5hj3pArV1YTF8XLDaF1s/14tCjFDaGhHovHUyoE1OZYXEWye/p6GyYBARmTc5VPVyC7kVQFXo1BlSuoMHOklAE+ncn+Y8JE+XTJuGrtSk4jPhiVwKuB4+r1dermmAxfV6duTuFmz9qN7JNIA2UtnRPey7JcJzidOnXi0KFDvPbaa445OK+//jqHDh2iU6dOhRFjqdF1aEeqhlZ2ORpimprhzw/NVx/t+7SmTrOaGF5Z96E13PHcEKez4YY+3i/b+zQMxX1v3JmvuHIrvZq4y5GjLKqJi+LltuYtCfDxcfkN3dSa+9t28HBUhc8wDM4xAsPFZ3aaqTgWV5GWtW7J2GjtBpZQXH8Ia1TAQx5ff0wF3I/rhMUCRkXwG5jR3rsleLcnu2RCBdyHyjTK9UC7Di4PZRpKEWS1ckuz5nmIPnOf9+B6ZMkAZQU/qcVV2uRp3C8gIICHHnqI9957j/fee48HH3yQgICAgo6t1PHy9uKN31+iXJUQUDiO0acfLrrnlTu4/pZr89WHYRi89tt4KtesCOB4Q0zv4/ZxQ+hzT3enfe577U469GuT5f0ppZj40zgCgv3zFVde5LaauCheyvn6MWPwMPy8vFGZxnIsSmEoxZu9+tKmWvUijLDwdKj/GBsi7V8c0quOm9r+BeNCUhA+Fb/EMDKSAKUsqPJfgJG+5kv67+tym4BHwHeQh6LPoKzXo4LGO8divwVUMKr8DJRyHgFW5T4Ar/R5mobzvr63gv99Tu071KjJ6zf2th/sypTAKSDA25tZQ24h2Jq/5SCUd3NUyP8ux3PlITUrqtxnKEulfPUhih+31sH55Zdf6N+/P97e3vzyyy/Zth08eHCBBVcYinodHICE2ESWf7uSVfPXkxSfTIPWdRn4cG8atim4hc8S45NY8f0a/pm7loSYROq1rM3Ah/vQpEMDl/usmr+er1/+kbNHz2PxstC2Vyv+751RVKlTcAtt5VZeqomL4uVSYgJzd+1gxeHDpJkm7apX585WralbrnxRh1bo9p35m8hLMwnxOkaK6UeSpRctQ+/H3yfryvbajIekX9FJS+yTcb2aoPxHoLxbeDjyK+JKO2A/yyg1ApQvytrTvmifkfV7qNYpkPQ7OvFX+3o4lroo/9vBu4PL1+2hyEt8v2M7W06fwsdi4cZ69bm1WUvK++X9kP3Vj+M4OnEOpGwCLPbDUn63SXJTQhRKNXHDMDhz5gxVqlTJdhE6pZQs9CeEEEKIAlco1cQzr6nian0VIYQQQojiItdzcJKSkgojDiGEEEKIApPrE//LlStHp06d6NatG927d6dLly74FeAxUiGEEEKI/Mp1gvPnn3+ycuVK/v77b95//33S0tLo0KGDI+Hp3bt3znciCl1uq4nnxYWTF1n44RKWz15FfEwCNRtVZ/Ajfel19w14eV/91DJNk69e/pFfpy8l9lIcSilqNa7O/W/eRdchHQskJiGKC61tkPSbvap22kFQfuA7EOV/N8qrVpHFteN0OHuPv0/nStvx90rlaFw59ib0ZnDr5/H1LpjitReiN5EYOZFqPgcxlCbF9OJ0ahdq1XwPH2+Z+yg8w61Jxq6kpaWxceNGPv30U2bPno1pmjLJuBjIbTXxvDi47QjP3vhfEmISMyp9Gwptatr1asWrv47Hx5qxRo1pmvxf23Ecjsi6oN2IF2/mvtc8u9aOEIVF6zR01OOQvJyrqnArK6r8LJRPG4/H9ff+X2ljHY+/Vypel4uAplc7X3M2lLZNfybQmr8lP06c/5lqac/Z10G+fMJU+qdMgs2Kd5W/8PUpujMzRclVKNXEr7Rv3z4+++wzRo0axS233MKvv/7KTTfdxHvvvZeXuxMFKC/VxHPLZrPx8s1vOyU3gKOI6Na/dvDda86V5T95epbL5Abg+zcWcHS31JUSpUT8TEj+6/KVK6pw6yR01CP2U6k9KCk1iUaWiU7JDWRUO+9c5SiLtz2Trz5Mm43KqS84JTdc/lkp8Lckc+GUfJERnpHrBKdmzZpce+21LFmyhGuvvZbff/+dCxcusGDBAp544onCiFHkQl6qiefWpiXhnD1y3mWlb21qfvl4CakpqY5tv3/5V5ZtM/v02a/zHJMQxYXWNnTCV7heOdcE8yIkLfNkWCze8SnV/eOdkpvMDAU3VllLQnJ8nvs4cuY9vA3TZaFRpaC69SiJyefy3IcQ7sp1glO5cmUSEhI4c+YMZ86c4ezZsyQmJhZGbCIPcltNPG997M/xEFdsZDynDp4F7IenkuKTc7zfg1sP59hGiGLPPA9mTh/gXujUrR4JJ51ODSfVzP4tv4JvErvPbstzH5aUtTnWyFUKzkf+kec+hHBXrhOc8PBwzpw5wwsvvEBycjIvvvgilSpVokuXLrz00kuFEaPIhdxWE89zH250ktt5PsoiKxOL0sDd570nK4ODdrPSt5fFJ+99uFkdXhnWPPchhLvy9ClXrlw5Bg8ezIsvvsj48eO59dZb2bhxI2+++WZBxydyKbfVxPOiXe8wbGnZL/hYuXZFqtevAthXwg6pFJTj/bbuVrTL0QtRIIxKYKkP2dZST0NZu3oqIgD8A7rj7eLwFNhrZR2PC6JFtTZ57kP5DnF5eCpzP9UrDMy+kRAFINcJzvz58xk7dixhYWFUrVqVRx55hLi4ON599122bNlSGDGKXMhLNfHcatGlCY07NHDZB8Dtzw5xOh39jhyqpCsFD78zKs8xCVFcKKVQAQ/herTEYk+AfK7zZFj0a3onu6MqOop/XslQsD6yL16WXK8e4hBabRQJaT4uD1NpDSeS2uDl5fnivaLsyXWC83//93+cOnWKhx56iK1bt3Lu3DlH0tO6devCiFHkQl6qieeWUopXFoyjRv2q9utXVPoe9EgfhjzWz2mf254ZzPW3uqiUruC5rx6jQrXSX3xRlBF+N0PAg5evpCf6lxMLoyqq/OcoNw/nFBTDYkGHTOdkQhBaQ/o5AukJz8LjHbmt3av57ic5eDappv0xpyc66f9fSK5MnTqz892HEO7I1zo4JVFZWAcH8lZNPLeSE5P558d1rJizmrioBOo0rcmAB3vRoksTl/tsWLyFmRO+59SBMxheBmE3NOeR9++ler2qBRaXEMWFTo1AJ8yBtH2gAlG+/cH3JpRRdCMYUYmRLN05jZo+qwjwSuZUQhV8AkfQu+mtBdZHckoUJ0/9hwqW1XirFBJsQcR53UlotTEYBbTQqCh7CqWaeGlSVhIcIYQQojTxyEJ/QgghhBDFmSQ4QgghhCh1JMERQgghRKmT9/MBBQC2NBt/fruSX6cv5cS+0/gF+nLjiOsY8nh/qtSulOU+Jw+c5udpv7Ny3jqSE1OoFxbK0DH9uP7WazGMkpNz7tt0gA/HzmDvxoOYNhOrvw/dbu/C4x/ej6//1VWJtdas/20zP3+wmL2bDuLl7UXXIR25+YmB1G1RO8s+Is9GsfCjJfz5zUpiI+OoXr8qNz3chz73dncq5lncxSQn8V3Edn7cGcGFxASqBgRyR4tWDG8ZRqBP3hdWy+xsXBwTVixj5dEjpJomXoZBl1q1ee3G3tQKDslyn21nzzAzfDOrjh7B1NCxRk1Gt2lH59p1CiQmgIPn1nDxwnQaBERgUSZHEkIx/EcRVuf2LNtrnQKJ89EJ34PtOKgQ8BuK8h+JsmT9mjpyYRNnz31Ig4CteCkbxxJqY/qNJKz2nSXqNWUm/Aaxr4G+dHmLAd7XQrnpGBa/q9trze/79/H19q3suXAeXy9vBjRqzD2t21K3XNZnJZ6J3sfhUx9Qz3cNfl4pnEmsRLQxjHb1/i/LRf601pD8Jzr+a0jbBcoHrL1RAaNQXg0L8uHnijYvQcJsdMJ80NFgqYHyGw7+t6JU1lXRdfJaexmNlM2ABazXowLuRXm39Gzw+aRTtqHjZ0LKWkCDT0f74/DplHV7MwES56ITfgDzDBjlUX63gv8IlFHOo7F7kluTjIcNG+b2Hc6fP9/tttOnT2f69OkcOXIEgBYtWjBx4kT69+/vcp+5c+fyn//8hyNHjtCoUSPeeustBgwY4HafBTnJODUllZeHvs3GJeGOStpgX+nXL9CX/y1/mUbt6jvts+3vnbw44A3SUtOuqvTdY8R1vPDN4yXiDfmfH9fy2oj3s1zqI6hCIN8c+oiA4IwzRbTWfDR2Bgs/WoJhMRyP3X5quWLivGfoMrij0/0c33uSp26YSOyluIyK5Uqh0TTv3IQ3l07ALyDrN7Li5GxcHLfPm8PJmBjMy7+w9JVIGpSvwJxb76CCX/7OqjkUeZH+s78mNYsaZBalWHDHSFpWcT5T7cedEYxf/geGUtguvw1YLv/8TOfrGNPxmnzFBLDp0Ge09n0XDY4aSGmmwsvQbIgcQOdmU5zaazMBHTkaUrdi/y2lP8EMMMqhKnyH8nJ+TYUfnU0z71dR6Kv6+DeyG52afFoiXlNmzFuQ8KWLW61Q+V+nJMfUmqeXLuaXfXswlMLM9Df0MizMHDKMa2s5f3E4cHYllVMexc9ydTXx7VGNad5wLj5eGX1ordExEyHxB66qio5ClZ+OsnYrmF9ALui0Y+hLI+w1vRwxXX5VebVEVfgKZQQ67xP3ATruA+yxpy+GagFMVMibKL+bPRJ7fumEOeiYl7H/PTI/Dhsq6DlUwAPO7c1o9KW77Gfy2bdc/t+wL1lQ8XuUpYZHYs+vQplkHBIS4vYlN2rVqsWbb77J5s2b2bRpEzfeeCNDhgxh586dWbZfu3YtI0aM4P7772fr1q0MHTqUoUOHsmPHjlz1W1DmvPkzm/6w121JT24ATJtJYlwSE4e85bSqcGJ8Ei/f/DapKalZVvpe8f1qFn3q2QJ8eZGSksobd011uY5Z7KU4Jgyc7LTtnx/XsvCjJQBOj92WZmKz2Xh9+PtEnY92bNda88qt7zolN+nb0bBnw35mvvR9AT6qwjPuzyWcis1IbsD+q9PA4ahIJvz1Z777GDl/XpbJDYBNa0YtmOe07VDkJcYv/wN9+fbMbQHeXbeaf0/mr7r7meh9tPJ9D6W0U4HH9J+vKb+YbcfmOO2j496H1PRaSJmfYCaY0ejIx8j8nexS3Akae72GRZlZ9tGp/D9sPeIqaSg+TNv5bJIbgGS45Hwa93cR2/hl3x77/lf8DVNNGw//9jMJqRkFb9NsKQQkPOmU3EBGNfGWIfvYfOC/zt0m/XI5uYGrqqJjQ0c+jjaj3HuQBURrjY56AsxLV8R0+VWVthMd+5bzPslrLyc3kJEUpP+s0dHj0WnHCjXugqBT919ObjRXPw7QsW+jU5xrnOmYVyHtABnvOulMMM+ho54t3KCLkFuHqGbOnFkonQ8aNMjp+uuvv8706dNZv349LVpcvWz/1KlT6devH+PGjQPg1VdfZdmyZXz44Yd88sknhRKjK2mpaSz88HenxCYz02Zy4eQl1v+2ma5D7cOGK75bTXx0gus7VfDTlEXc9H998rXScGGb88Z8zBxKNexYu4eEuET8A+3fBudPWeQYqbqKhtSUNJbO/Js7nhsCQMSq3Rzdedzl/Zs2k8VfLGf0a8PxC7x66L64OBwVyepjR13ebtOaPw4d4HRsLNWDci5nkZWIs2c4Gx+XbZuo5CRWHj3MDaH1APh2e7jTyM2VLErx1bYtdKpZK08xARw+/QkVgzWGi6dymqkg4WtgOADajIeEH3D+0MrMBrYDkLoJfOyjfXtPfkrHYJvLPmymIiDte+DBrBsUF1FP59zGth/TloJh8UFrzYzwzU5jXJmZWhObksKve3dzR8swACKOz6G1n+vniaGgsd8SUtNewdvLPjKq42fhPHKTmQaSIXEBBIzOOf6Ckrod0rL+EmxnQuICdNA4lGH/lq8TvsZ55OZKCp3wPSr4+QIOtmDphNk4j9xcyYJO+Abl09be3nYRkhZl094GqZvQqftQ3o0LPuAiVmzGbW02G3PmzCE+Pp7OnTtn2WbdunX06tXLaVvfvn1Zt26dy/tNTk4mJibG6VIQzh27QPSF2GzbWLwt7Fq3z3F99/p92Reg1HBy/2kSYrJJgoqBrcvdGDHTsO3vXfYftWbvxgNZJzfpzbVm17q9juu71++/XNTTteSEZI7uyt8oQ2HbduZ0jm1MrYk4dybPfSw5sN+tdksPHHD8vPHUSZfJDdgTr42nTuY5JoBAdjpGB7LiZWgaBGZK/mwHgaQc7tWATN9QrWb2z0WLoWkQdBLTxehWsZG2x8129scem5LCkaiobEtnWpRiS6bnX1LiphyriZe3JnI2xv6epbXtciKR/e9Op4a7E3nBSd1G9nW+AFIgbW+mq1tw/SEP6R/0xV7qRnJ8HCkbM66m7cqhffr9erayvafkaZLxvHnz+PHHHzl27BgpKSlOt+W2HlVERASdO3cmKSmJwMBAFixYQPPmzbNse+bMGapWdZ5HULVqVc6ccf3hMHnyZF555ZVcxeSOnD58AdDOVbvd2icX7YqKu/F5WzOeXspigJldEVB19e/KjTUoc1ux3NMMN0fiLPmYI2Jx8+/hlamdO/1Z8llKQGOgNdkWX7TpzDe6+bdUGe20G9/RTK08XLc7L9wcsVX20UqLG88rhcLL6e9sQblRTdxipE/eV+ByjIhMbTz923X3eZk5Lnf2KQnn3LgTY+Y27v6uSsJjz71cv4NNmzaN0aNHU7VqVbZu3UqnTp2oWLEihw4dynZysCtNmjQhPDycDRs28Mgjj3DPPfewa9euXN+PK+PHjyc6OtpxOX7c9WGP3KhSpxLV6lXJ9n3Jlmajfe+M+lzterfOttK3YSgad2hQrA+5AHS7o0uObQyLQVg3e6KqlKJdr7BsEyOtNe16Zfyu2vcOy3bEByC4YhB1W2Z99lVxcW2t2jkmOT4WCx2q18xzH7c1c68K+x0tMs4U6RZaN9u4LErRLbRunmMCiFfXZPvRmGYq9sc1y9jg1QhUuRzu1QSfjCrcaV6ds6/ZbSr2RDcs/pOMfXJ+TQFgsf+tA3x8CKtaLdu/YZo26ZrpbLjg4Bud5t5cydRwKiGEqsH2QxVKGeDTmew/JkyUu7EXFGsXsk+6ABUI3pm+KFu7kX0iZqCs1xdAcIXMegPZ/z0slx/rZd6tgZxOxFBgdVEnsITL9av+448/5rPPPuODDz7Ax8eH5557jmXLljF27Fiio6NzvoMr+Pj40LBhQ9q3b8/kyZNp3bo1U6dOzbJttWrVOHv2rNO2s2fPUq1aNZf3b7VaCQ4OdroUBMMwuH3cEJevM8PLoH7rUMeHPEDXoR2pGlrZ5Qe9aWqG51B1uzi46eHeWP2t2bbpOrQTPj4Zp3Hf9swgp8nCmRkWg+AKQfQcmVFduX5YKK17tHCdFCm45amb8PYp3qeKVwkIZHDjpi4/iAyluKN5S0J88342WO2QcjSuUDHbNrWCg2leOWP0886WrfGxWFwmBxq4t027PMcE0Kz2/5GQ5oMtq2lXGgylCSr/f45tSvmgsp3LYQHva1DeTR1bWtZ5gKgUX2wuKmR7GRoj6P68PgTPCZ6ccxvvzk51nB5u39FpcnFmFqWoERRE7/oZp3E3qz6QQ7FVs60mftJ2O4aR0YcKuB/Xh6gsYFQEv4E5x16AlFd98LkB1wmLAv97nE4VVwH34DopMkBZwS/rZQuKE+V/J+BN1t+s7SNuKuCujC1GIPjf6aI9gAHWPihL3r9gFWe5TnCOHTtGly72jN3Pz4/YWPs8lLvvvpvvv8//WS2maZKcnJzlbZ07d2b58uVO25YtW+Zyzk5hu+nh3tw81n6KevrhlfTK2tVCK/PqwuedJgt7eXvxxu8vUa5KCKiMofv0fe955Q6uv6X4Z9KGYfDe3//FyzvrN5jQFrWY8MNTTtva3tiKMdPuA2VP/tIppQgI9mfykpeuGrmaMOcpQpvbJ7leWbG81103cMfzQwrsMRWmV3v0cozQpB9aSP//utqhvHh993z38eOtwynvIkkK8vHhp9tGOG2rGhjI54OGYvXyckq+LEphUYopfQfQtFLlfMVUzr8aJy3vkJjmjakzjjimmQoTxZb4MTSp1tN5p4CHwHdoejSX/7/8fPFqiCrv/OUnwFqOSN8PiUvzwdT2UQhHHxr+jRlNq1rF//Rfw+IHwW9l06AalJvhtKl/w8Y8da39vTj9+ZR+UKmCnz9fDbkF70wJkWEYBFb5krNJIVlWE99wqQcdGzzj1IeyXo8KGn/5WubXuwIVjCo/A6U8P+Ksyr0DXulFfdPfTy7HZ+2PChzj3N67OSrkf5fbXnnoyooq95nLNZaKE2Wpjir/MeCD88e3/XGpcu9ftTaRCnoarD0uX7viNeUdhgp5o1BjLkq5LrZZv359fvrpJ9q2bUuHDh148MEHefjhh/njjz8YPnw4ly5dyvlOLhs/fjz9+/enTp06xMbG8t133/HWW2+xdOlSevfuzahRo6hZsyaTJ9u/3axdu5Zu3brx5ptvMnDgQObMmcMbb7zBli1baNnSvYWaCqPY5q71+1j82TKO7j5JYDl/ut3elR7Du2D1y3qUIyE2keXfrmTV/PUkxSfToHVdBj7cm4Zt6hVIPJ4ScymWL56fzZqfN5CSlEqFauW47dkh3PRwb5f7HNtzkt8++YM9/x7Ax9ebzoM60Ofe7gSVD8yyfWpKKqt+2sDy2SuJvhBLrUbV6X9/T8K6NS/WZ5pdyWaa/HX4ED/t3snZ+DhqBAVxa/OWdAut5/Y8nZykmSYfbVzPDzsiiE5OJtDHh1ubteCJazrj45X1Mfbz8fH8sDOCVceOYGpNxxq1uLNVmMuFAfMiMv4ke058SjDrMbARZTaldtWHqVUhLMv2WmtI+RedOBdsR0CVR/kNBt++KJX1oojRCefYdeJTgszVWFQq0WYjalR5iDoV2xfY4/AEM/UoRD9zeXKvBvwh8AGMwEdd7rP7/Dlm79jO7vPn8PPypm/DRgxt0owga9bvP0mpsWw/OgNr2h9YjQRi0moRUn4UTaq7ft3qtAP2hRdTI0D5oqw9we9mx1lKRUHrFEj6E5200L4ejqWOffE6n84u3xt02nF04hxI2QRY7Iel/G4rEclNZtp2DhJ/QCenL/TXCeU/3OV6NlqbkLIWnTAXzJNgVEb5DQVrT5QqOfNvCr2a+AMPPEDt2rV5+eWX+eijjxg3bhxdu3Zl06ZNDBs2jC+/dH/Nifvvv5/ly5dz+vRpQkJCCAsL4/nnn6d3b/sLrXv37tStW5dZs2Y59pk7dy4TJkxwLPT39ttvF9lCf0IIIYTwjEJPcEzTxDRNvC5/I5wzZw5r166lUaNGPPzww/gU0LLzhUUSHCGEEKLkKfQEp6STBEcIIYQoeXL7+Z2ng2+RkZF8+eWX7N69G4DmzZszevRoKlSokJe7E0IIIYQoULkewVm5ciWDBw8mODiYDh06ALB582aioqL49ddfueGGGwol0IJSHEZwSks1cVG8xKWkMGfHdn7YGcHZ+Dgq+flzW4uWjGzVmmBr1mdYeaKaeG4lp6Xx0+6dzI7YxvGYaEKsvgxr1py7wtpQ2T8gy332X7zIzPDNLDt0gFSbScuqVbm3dVt61muQ5YTTVJuNBXt28W3ENo5ERRLk48PgJs24p3VbqgVmXTJDpx22L/mftBR0Mng1s5+Sa+2bZR820+TXfXv4Zns4By5dxN/bm5saN+We1m0LbBJ3XqqJC/dpMxoSvkcnzrPXvjKqovzvsE9MNrJ+LorCU+iHqFq1akXnzp2ZPn06lsunINpsNh599FHWrl1LRERE3iL3kKJOcEpLNXFRvFxKTOCOeT9wKNJ+FmP6i1qhqBUczI+3DqdqoPOZap6oJp5bCampjPp5HltOn3KuJa4U5Xx9+fHW4dQv7zxSvPzQQR5Z/Ata66sex91hbfhvtxudEpDktDQe/HUBq48fw0A5iqBalCLAx4fvh91Os8pVnPrQyWvQkQ+TXmTyclSACb43o0Im2xfGuyzNNBmz+BeWHTp4VaVvq5cX3wy9lbbV81fBOS/VxIX7tO0M+uJwMM9wdcXyRqgK36KMckUUXdlUKNXEMztw4ADPPPOMI7kBsFgsPP300xzIVOtGXK20VBMXxc+Ev/7kSFTkVfWCNZpTsTGMW7bEqb0nqonnxTvrVhN+uX6SU91jrYlOSuL/Fv3iVE38YkICj/3+KzbTzPJxfLM9nEX7M9UkAj7auIG1J+wrmmeu8G7TmviUFB76bSG2TLWrtBmHjhoDpOJc1+dym6QFkOhcrf3LrZv489BBR+yZ+0hKS+Oh3xaSYnOjRlA2cltNXOSOjnoWzLNkXbH8IDpmUhFFJtyV6wSnXbt2jrk3me3evZvWrVtnsYdIl15N3FUF8vRq4mVs3rfIpzNxsfxx6IDL4pk2rVl9/KhjdAcyqom7kl5N3JPiU1L4Ycd2l6vz2rTmwKWLTkVA5+7aQYrNdL1GrVLMCM94HCk2G99s35ptHydjY1h57EjGxqSFoBNxvRKuulx1+/J9mCYzw7e4bG1qzcXEBP446F6R1Kxkribuqo/0auIi93TaAUj9l2yrcCctRtvOezIskUu5TnDGjh3LE088wTvvvMPq1atZvXo177zzDk899RRPPfUU27dvd1yEs9JSTVwULxFnz7r8wM5sW6aitJ6oJp5bByIvkZiWlm0bi1JsOX3Kcd0+2pNdfSXN9rNnHF8ajkdHEe1ipfR0Xobh1IdOCSf7t0oNtgNonQjA+YR4zsXH56qP3MpLNXGRCynb3GhkQmr21exF0cr1WVQjRtiXfH/uueeyvE0phdYapRS2fA7BljalpZq4KF4Mw92K5ZlKMnigmnhuuVMhW4NThWx3VoHO3Mad+W1aa+fHrrIr0piZvZ27v7d8VZDPUzVx4TZ3n/slaBXgsijXf53Dhw8XRhxlQrverVn8xXKXtxuGomG7+sW+mrgoXjpUr4mPxZLtnA5DKacJp91C67LjnOuRn4KoJp5bjStWoryvL5FJSS7bmFrTtU6o4/p1dUJZks2hHotSdKlVxzHJODSkHNUDgzgdF+tyH5vWXJepD+XTFZ04P5vIDfBu7SgjUcnfnwblK3Ao8pLLEZY00+S62qEubs1ZejXx7P6GV1YTF7ngcy04TXPPihW823gmHpEnuU7vQ0ND3b4IZ6WlmrgoXkJ8fbmjectsK5YPbtyUKgEZZ1F5opp4bvlYLNzXtoPL2y1KcW3N2jTLVAR0SJNmlPf1dfnYbVrzYPuM+zSU4qH22ffRqkpV2mc+w8m3LxhVcV292kQFPOS4ppTi4fYdXX40WpSiQfkKXJ/PBDK31cSF+5SlOvj2x/VHpAL/ESgj6yUFRPGQp/HLb775hq5du1KjRg2OHj0KwJQpU1i4cGGBBlfalJZq4qL4efH67o4RgSsrlneoXpNXe/Ryau+JauJ58X/tO3Jz0+aOWCDjEFPDChX5oP9NTu0DfHz4auitBPlYnZI1i1Io4L/dbqTrFSMlo8Lacler1ln2UTskhE9vGuJ0WrlSPqjyM8AoT0a9bkhPeFTgMyhf56rotzRrwUPtOzr1kb5XtcAgZgwelu8iq7mtJi5yRwW/Bt7pJ85YnP+3dkcFPVsUYYlcyPU6ONOnT2fixIk8+eSTvP766+zYsYP69esza9YsvvrqK1asWFFYsRaIol4HB0pPNXFRvJha88/Rw8zbtYNTsbFUDQjklmYtuLFefZfzPTxRTTy3tNZsOHmCH3ZGcCQqkgp+fgxu0ox+DRphdVEVPTopiXm7d7L80EGSbWm0rlqNka1a06BCRZf9bD59kjk7Ijh46RLBViuDmjRlYKPG+Hp5Zx2XGQeJP6OT/wCdBN7NUX7DUd5NXfax/ewZvovYxr6LFwn08WFgo8YMatIMf++s+8iL3FYTF+7TOg2S/0InLgDzPBg1UP63gU9Xp3WPhGcU+kJ/zZs354033mDo0KEEBQWxbds26tevz44dO+jevTsXLlzIc/CeUBwSHCGEEELkTqEv9Hf48GHatm171Xar1Up8DqdGCiGEEEJ4Qq4TnHr16hEeHn7V9iVLltCsWbOCiEkIIYQQIl9yfZr4008/zZgxY0hKSkJrzb///sv333/P5MmT+eKLLwojRiGEEEKIXMl1gvPAAw/g5+fHhAkTSEhI4M4776RGjRpMnTqV4cOHF0aMQgg32CfB/ohO+BHMc2BURPndevl01qyPV8/btZOpG9ZwKjYWjX0Nl4fadeSBdlmfSq11IiTMRSf+ALbTYJRD+d0C/neijKKrXv3noYO8ueYfDkfa63GFWK2MbNWap6/tmuXiflqnQuJCdMJ3YDsCKhD8BqH870ZZqmXZR26riZtmCsS+Bom/AAmAAV7NIOglDGvWv9/j0dHM2raFRfv2kpiWSqMKlbi7dRtuatQkXwsD5ofWmmWHDjBr21Z2nTuHt8VCnwYNGd2mHQ2zmcRdVumUjfbSHSn/Agp8OqMC7kX5XD21w2MxmQmQOBed8IO9eKhRPtN7Q7kii6uw5XqScWYJCQnExcVRpUqVnBsXEzLJWJRG2ryEvngn2NIX4syoJ46lJqrC9yhLVad9xi1bwk+7d2Z5f9fVDuXrm2+9oo9Y9KW7IG3PFX0YYFS29+FVq0AeT268t241H27ckOVtTSpWZNGIUU5JjtYp6MiHIGUtjorgYP9ZBaIqfIPydj7cnttq4qaZBOdvBO3ipIvg1zD8b3fatPn0Se5Z8BPJtjRHGY30KuH9GjTig/43eTzJ0VozYcWffL9j+1UVyw2l+PSmoXSvK2d/ptPxM9Cxb2I/nTz9eWL/WQX/F+V/p+djMqMvv273pW+5/L8BRlVUxe9RlvxVtveUQp9knJiYSEKCvVaSv78/iYmJTJkyhT/++CP30QohCoSOfhlsRyGLeuLYTqOjX3Bq/8+Rwy6TG4DVx4/yVbhzsU0d88blN8kr+zDBvICOfiqfjyL3Dly86DK5Adh78SKvrfrbaZuO+xhS1l++lrlStAk6Hh35KFpnrAqdl2riRD3mOrkBiPkPpplxUkZyWhoP/fozSZmSG8ioEr704H5mbdvq+v4KycK9u/l+x3anWMC+gGKaafLo4l+ISkr0eFzFkU7Zdjm5Aefnif1nHfMKOnXPVfsVelwxr0LaAbJ+3Z6zV00vpXKd4AwZMoSvv/4agKioKDp16sS7777LkCFDmD59eoEHKITInradgeRlZFv5OGUNOi2jzMrba1fleL+fbN6Y0YcZZa+qnV0fqdvQqbvcDbtAvL7q7xzb/LgroyCi1imQMBvnxCYzG5gnISXT7yeX1cRNMwVSVucQlYbY9x3XFu/fR2RSksuViTUwM3yzW0VVC9KMrZtdLkiosSdmP+327N+8uNIJ3+B6tWsAw35I1IO07SIkLSL71+0mdOo+F7eXbLlOcLZs2cL1118PwLx586hWrRpHjx7l66+/Ztq0aQUeoBAiB6k7cP2BnbldRoXkw1GROTY/Fx+Xad/dQPaVvkFBqmdHGXZfOJ9jm4TUVEzz8u/Hdhx0dA57eKFTMh5HbquJk7YX9/4e/zp+3HrmVI6FMU/FxnIxMSHn+y0gNtNkx/lzOSRViq35qIpeqqRswnUigf22lI3Z3F4I0naRfUyXefh16ym5TnASEhIICrLX3/jjjz8YNmwYhmFw7bXXOso2CCE8yd3l+DPOKXCnSIDTxFm3KmrrXMRSMLKa3Ju9PDyOXFYTR7m7SnHG/bo7t8bLg6vnqsvlLrJvk7+q6KWKO88Tj1cfd/dvUzqrouf6mdmwYUN+/vlnjh8/ztKlS+nTpw8A586dk0m7QhQFn3aATw6NDPDp5LjWskrVbNrahYZkKtfg1RKUfw57KPDpkuP9FqRrauY8qbm8r1/GJGNLHTCyPksqgw1l7eq4pny6kv23YAO82zqqiWNpDLiR5Pj2dvx4Xe1Q0kzXoz4KaFKxEuV8fXO+3wJiKEWX2nWyrZllai0Vy9NZu5HTISqsN3gqGjvv1kBOzxkF1tJZAzHXCc7EiRN59tlnqVu3Ltdccw2dO3cG7KM5Wa1wLIQoXMoIAb/bcP1yNsB3EMqScbbjf27okeP9Ptvl+kx9+IP/Xbge+7GA9UaUl2c/7F66vluOowwPZ6oerpSBCnggm9YW8GoF3pkqqeeymrhhGOA7JIeovME/Y5/udesRGlLOUTTzShp4uH2nPIxY5c+D7bKvWF7Rz59BjV3X4ipLVLavDwV4ofxGeDAiUEYg+N+J67gMsPZBWWp6MiyPyXWCc+utt3Ls2DE2bdrEkiVLHNt79uzJ+++/n82eQojCooJfAJ/0UYcrKh97t0cF/9epfcsqVXmh6/W4cm/rtvRv2Ni5j8AnwJo+6pDex+W3EK/mqJC38hp+nlUOCOS9Pv1dvn33b9iYh9p3ct7ofzf4pZ+ue8XjsNRGlf8o39XECX4NvMNcRGWB8jMxjIzDAhbDYOaQYVQOCLDfZ/r2y3GM6XgNQ5p4PpG4IbQuL13f3SkWsMcXbLXy9dBb8CvAwqElmfKqjyo3FfvhnswfrQbgY39eFcEyCiroabCmf6G54vnuHYYKecPjMXlKvtbBKYlkHRxRWmltQspKdMJ8ME/Z17jwuxmsPVAu5gfsOX+e11b9zfZzZ9Ba07hiJV7oegMdXRz60VpDylp0wlwwT4BRCeU3FKw9UW7PPSl4x6OjeHXV3/x74gRp2iQ0pBzPdu5Kj3oNXO6jU7bYF0W0HQQVjPIbCL4DUCrrIf28VBM3ExdA3CdgO2ufm2PtAUHPY1iyXiAvPiWFX/btYfH+vcSnpNKkUiVGtmrt1iHFwrT/4kW+27GN7WfP4OvlRa/6DbmlWXOCrZ47ZFZSaNtpdMIcSNmAY6E//zuuWofKozFpM9Pr9qR93SrH67bkzL8p9GriJZ0kOEIIIUTJU+gL/QkhhBBCFHeS4AghhBCi1JEERwghhBClTsmZXSREIYlMTOTbiHDm7dpJZFIiNQKDGNEqjNubtypRZ4jEpaQwZ8d2ftgZwdn4OCr5+XNbi5aMbNW6wCaDXoo7yeHjY2kevAsfw4ZNK/bG1KNc5bepXdHVWUO5Y1/+fyezI7ZxPCaaEKsvw5o1566wNlT2DyiQPvIit9XEtbZB0m/ohNmQdhCUH/gOtFcsL4KzaYQoa2SSsSjTTsREc/vcOZxLiHes95H+UdW8chVmD7udYKu16AJ006XEBO6Y9wOHIi8BmWuJK2oFB/PjrcOpGhiYrz5OR+0jOG4Ivhb7ondKQfq7h6kV+/UUmtfsn68+ElJTGfXzPLacPoUiU91jpSjn68uPtw6nfvkK+eojL3JbTVzrNHTU45C8PKMdABZQVlT5WSifNh58BEKUfDLJWIhcGLtkEeczJTeQUXN3z4XzvL5qRZHFlhsT/vqTI1GRWdQS15yKjWHcsiWudnVbysW78LXYUMqe3ACOnw2lqa2fyXcf76xbTfiZ08AVdY+1Jjopif9b9Aue/k6Wp2ri8TMh+S/ndmDfXyehox6xF/4UQhQaSXBEmbXz3FnCz5zG5uID06Y1C/bsJjIx0cOR5c6ZuFj+OHQg28ex+vhRx+hOXpy4tJ1a/lG4WkhXKQjwSmPjwU/z3Ed8Sgo/7NjucuVcm9YcuHSRjadO5rmPPMllNXGtbeiEr7Jpb4J5EZKWFWycQggnkuCIMmvr5ZGC7KSZJrsunPNANHkXcfZsDhWf7badOZPnPo6fX+AyuUmnNaiU5Xnu40DkJRLTsq9YblGKLR6uXp3rauLmeTBzes54oUtpBWchigtJcESZVRwrOOeFYbhXn8jiZjsXe7vVytR5rybuqg5TZhrw8nT16txWE3e7orpnK68LUdYU73duIQpRl1o5F4b09/amVdWcqk8XrQ7Va+Jjyf7D0lCKa2vVznMfjWreiztTX/yChue5j8YVK1E+h2rZptZ0rROa5z7yItfVxI1KYKmP6wKHAGlOFcuFEAVPEhxRZoWWK0eveg1cjhwoYFRYW/yL+aniIb6+3NG8JYaLx2EoxeDGTakSkPezqCoF1mJfTC2XSY7WcDHZn1a1c6qi7ZqPxcJ9bTu4vN2iFNfWrE2zSpXz3Eee5LKauFLq8nVXGaHFngD5XFfAgQohMpMER5Rp7/TpR4vLhQzTE4T0hKdPg0Y8dW2XIostN168vjvX1baPbFiueBwdqtfk1R698t1HaOh8zifZ16FJT3TS/0+0eZFWbk6++/i/9h25uWlzICP+9L9LwwoV+aD/TfnuI7fyVE3c72YIeNCpnWM/oyqq/OdOp5ULIQqerIMjyrxUm41lhw6yYM9OLiQkUCs4hDtatKJr7TpZLuBWXJla88/Rw8zbtYNTsbFUDQjklmYtuLFefbfnG+XYR1oa6w9Moq7PIoJ9EklI8+FAQlfa1H8df99yBdKH1poNJ0/ww84IjkRFUsHPj8FNmtGvQSOsXkW3Nmleqonr1Ah7Zem0faACUb79wfcmlOHvwciFKB2kmngOJMERQgghSh5Z6E8IIYQQZZ4kOEIIIYQodSTBEUIIIUSpI9XEhSimNp06yczwLaw7cQyAzrVqM7pNezrUqFlgfWw7e4aZ4ZtZdfQIpoaONWoyuk07OtfOeo2gxNRUftwVwfc7tnMqNpbyvn7c2rwFd7VqQ3k/vwKLK7d02gF7uYSkP4FU8G6J8h8F1htL1ERxIQqDNhMgcS464Qcwz4BRHuV3K/iPQBnlijq8QiOTjIUohmaFb2HSyhVYlHLUmEr/eeINPbi3Tbt89/HjzgjGL/8DI4s+nul8HWM6XuPUPiY5mTvn/8ju8/YyBJkrfVf2D2DubcOpFRyS77hySyf9hY567HJE6QvyWew/+92FCv6PJDmizNJmNPrSXfYz+exbLv9v2JcsqPg9ylKjqMLLFZlkLEQJt+PcWSattFcxz1xAM/3nSStXsOPc2Xz1cSjyEuOX/2FPCbLo4911q/n35AmnfV5btYK9F85fVbHc1JoLCfGMXbIoXzHlhTYvoaOewJ7YZF5t+PLPid9C0mKPxyVEcaFjXoW0A3D1KxfMc+ioZ4sossInCY4QxczX27ZmW5fJohTfbM9focZvt4e7XPk4vY+vtm1xXI9KSuTnPbuzrVgefuY0O/OZeOVawjwgBderBhvohFmei0eIYkTbLkLSIlyXGrFB6iZ06j4Xt5dskuAIUcxsPHXSZSIB9mTi35MnC72Pjacy+th1/jxpppntfSpgixsV2guSTg3PoYUJqRGUsSPxQtil7SL7OmqXldLK9pLgCFHMuFNVO78rE7uzvyVTKYFiW+nbrYrc8jYnyip3n/ul83wjeeULUcx0r1s/x0NU3UPr5auPbqF1czxE1S20ruN6q6rVciw6qnCvQntBslfkzm50xgI+nWWSsSibvFsDvjk0UmC91hPReJwkOEIUM3eHtcFQiqw+khX2s5buDmuTrz7ubNkaH4slyz7AnjJkPlPL39ubUWFtXba3KEXPeg0ILVcuX3Hlmu8gUOVx/VZmQwXc78mIhCg2lBEI/neCy1euAdY+KEvBLT1RnEiCI0QxE1quHB8PGIyXYXEaZTGUwsuw8PGAwflOJKoGBvL5oKFYvbyc+rAohUUppvQdQNNKlZ32eeraLvRp0MjRLj0mgBaVq/BOn375iikvlBGAqjADVBDOb+IWQKGC/oOyloyK8EIUBhX0NFh7XL6Wfkj38ke/dxgq5I2iCMsjZB0cIYqp07GxzNm5nXXHjwPQuXZthrcIo3pQUIH1cT4+nh92RrDq2BFMrelYoxZ3tgpzuZ6N1po1x4/xw84ITsREU8nfn5ubtqB3/QZ4W9yZD1M4tBkNifPRyX+BTra/cfuPQHk1KLKYhCgutDYhZS06YS6YJ8GojPIbCtaeKFVy5t9INfEcSIIjhBCli81mIzU1tajDEPnk7e2NJZsvSrn9/C45qZsQQgiRidaaM2fOEBUVVdShiAJSrlw5qlWrViAnBkiCI4QQokRKT26qVKmCv7+/nC1XgmmtSUhI4Nw5eymY6tWr5/s+JcERQghR4thsNkdyU7FixaIORxQAv8sFe8+dO0eVKlWyPVzlDklwhMdorSF5BTrha0iNALzBtxfK/x6Ud6MC62fl0SPMDN/M1jOn8VIGPerVZ3SbdjSvXKXA+vCE3FYTj0tJYc6O7fywM4Kz8XFU8vPnthYtGdmqNcHWrNfC0Knb0fFfQfIqQINPB/vfo5Sui5Efxy6Gc+rcRzTw24iPJY3jCTVI9hlO29B7MTy+wGHeadtpdMI3kPgr6ASw1EX5jwS/wSVqwmn6nBt/f/8ijkQUpPS/Z2pqar4TnCKdZDx58mTmz5/Pnj178PPzo0uXLrz11ls0adLE5T6zZs1i9OjRTtusVitJSUlu9SmTjIuG1tpe9C3xWxyVngHH6bzlPkD59sx3P/9bu4rpm/69qgq3Bt7vO4BBjZvmuw9PyG018UuJCdwx7wcORV4CMpa+UyhqBQfz463DqRoY6LSPTpiHjnkJ+ymjzlW4VeBTqMBHCu3xlTQRxxfQ0HgRizLxMuy/XZupsBiaTZc60aHpVxhG0Z1F5i6duhN9aZQ9sXH8zQ3ABJ8bUOU/RimfIozQfUlJSRw+fJh69erh65vTYnaipMju71qiqon/888/jBkzhvXr17Ns2TJSU1Pp06cP8fHx2e4XHBzM6dOnHZejR496KGKRZ0mLLyc3cHXVZxs66km0eSlfXaw4cojpm/613+sVFbJNrXl66WJOxcbkqw9PyEs18Ql//cmRqMir6gVrNKdiYxi3bIlTe5126HJyo8mqCreOex+dsrGAHlHJFpt0kbpMwEvZHMkNgOXyz+3L/8umg1OLKjy3aZ2GjnwEdDzOf/PLNcZSVkH8Z0URmhCFokgTnCVLlnDvvffSokULWrduzaxZszh27BibN2/Odj+lFNWqVXNcqlat6qGIRV7ZKzq7erppIAUSfspXHzPDt2Rb4kADc3ZE5KsPT8htNfEzcbH8cehAtpW+Vx8/6hjdAdAJ35H9y9+Cjv86t6GXSjuPf4GfVyoWF78uDVRW8zwaU54krwDzDI6E5ioaHf8NWsvp1oVFKcXPP/9c1GGUGcXqwHF0dDQAFSpUyLZdXFwcoaGh1K5dmyFDhrBz506XbZOTk4mJiXG6CM/SWl+ec5N9NWqduiVf/Ww5fSrbCtmm1mw6nb8q3J6Q22riEWfPYrpxpHnbmTMZV1I2kX2VYRukbnIj2tLPkrYdU7tOOA0FoYEXSEwp3u8t9srrOcyx0ZFgO+WJcEqlM2fO8Pjjj1O/fn2sViu1a9dm0KBBLF++vKhDK5OKTYJjmiZPPvkkXbt2pWXLli7bNWnShBkzZrBw4UK+/fZbTNOkS5cunDhxIsv2kydPJiQkxHGpXbt2YT0EkS13nmr5m+CYXfHIdO5UxS5qua0mbhjuPSaLcWUpg5yUnAmnhUlr994mjWI/QddC9oVJM7cTuXXkyBHat2/PX3/9xf/+9z8iIiJYsmQJPXr0YMyYMUUdXplUbBKcMWPGsGPHDubMmZNtu86dOzNq1CjatGlDt27dmD9/PpUrV+bTTz/Nsv348eOJjo52XI5fXvZeeI5SCny6kP0bp75cGTrvuoXWyzY5UMANmSpkF1e5rSbeoXpNfHI428BQimtrZUrurTeQ0yEqexth+HZ1mntzJZup2BNdG6t38T6bR/l0JftROwWWWmCp4amQSpVHH30UpRT//vsvt9xyC40bN6ZFixY8/fTTrF+/Pst9nn/+eRo3boy/vz/169fnP//5j9OKzNu2baNHjx4EBQURHBxM+/bt2bTJPrJ69OhRBg0aRPny5QkICKBFixYsXrzYse+OHTvo378/gYGBVK1albvvvpsLFy44bp83bx6tWrXCz8+PihUr0qtXrxznv5Y0xSLBeeyxx/jtt99YsWIFtWrVytW+3t7etG3blgMHDmR5u9VqJTg42OkiPM9e0dnVm6thrwjtOyhffdzftr3LQzWGUgT4+HBrM9ejg8VFbquJh/j6ckfzli5HsAylGNy4KVUCMs6iUv7DAR9cVxnWKP9ReXwEpUur2qM4lxhImpn178piaFJ8R2d5W7Hi0wm8muL6i4ZGBTyIUsXiY6FEuXTpEkuWLGHMmDEEBARcdXs5F8Vxg4KCmDVrFrt27WLq1Kl8/vnnvP/++47bR44cSa1atdi4cSObN2/mhRdewNvbG7APCiQnJ7Ny5UoiIiJ46623CLx8pmRUVBQ33ngjbdu2ZdOmTSxZsoSzZ89y++23A3D69GlGjBjBfffdx+7du/n7778ZNmwYpa1yU5GOqWqtefzxx1mwYAF///039erVy3mnK9hsNiIiIhgwYEAhRCgKirJ2hqD/oGNfw/m0ZAUqCFXhS5Rx9RtDbrSpVp03e/Vl/PI/UGScdaRQ+Hl5M2PwMMpfXkiqOEuvJv7o4l+xadORtBlKYVEGHw8YdFU18Rev787R6GhWHjviOJ08/f8O1Wvyao9eTu2VpSqU/wQd+X9AChnzo+wffirkHZS36+UayhKrtz9JQZ8QHfcQ5a0JgH3eTZqp8DI0G6Jvp3OTu4o4ypwppaD8p+hLd4PtGPbkVuNYtsF/FPgNL9ogS6gDBw6gtaZp09wtQzFhwgTHz3Xr1uXZZ59lzpw5PPfccwAcO3aMcePGOe63UaOM9cKOHTvGLbfcQqtWrQCoX7++47YPP/yQtm3b8sYbGZXCZ8yYQe3atdm3bx9xcXGkpaUxbNgwQkNDARz3U5oUaYIzZswYvvvuOxYuXEhQUBBnLk+CDAkJcaxoOGrUKGrWrMnkyZMBmDRpEtdeey0NGzYkKiqK//3vfxw9epQHHnigyB6HcI8KuBusXdAJcyB1Gygrynoj+A1DGVlXr86t25q3pGONmnwXsY0tp0/jZRh0r1uP25q3pGIJWhCsZ/0G/H3P/W5XE7d6eTFjyDD+OXqYebt2cCo2lqoBgdzSrAU31qvvNGcnnbJ2gcrLIXEuOnk19rVQOqD8hqO8cjeSWtrVrdSJ2MDlbDr2OQHm33gZKUSn1adK5fvp3KRzUYfnNmWpDpV+g8RF6KTFoGPA0gDlPxzl06aowyux8jry8cMPPzBt2jQOHjzoSDoyH2V4+umneeCBB/jmm2/o1asXt912Gw0aNABg7NixPPLII/zxxx/06tWLW265hbCwMMB+aGvFihWOEZ3MDh48SJ8+fejZsyetWrWib9++9OnTh1tvvZXy5cvn6XEUW7oIAVleZs6c6WjTrVs3fc899ziuP/nkk7pOnTrax8dHV61aVQ8YMEBv2bLF7T6jo6M1oKOjowvwkQghhPCkxMREvWvXLp2YmFjUoeiLFy9qpZR+4403sm0H6AULFmittV67dq22WCz6tdde0xs3btT79u3TkyZN0iEhIU777N27V7/33nu6d+/e2sfHR8+fP99x27Fjx/T06dP1zTffrL29vfW0adO01lr369dPDxs2TO/fv/+qS1xcnNZaa9M09erVq/XEiRN1q1atdOXKlfWhQ4cK7peSR9n9XXP7+V2kCU5RkARHCCFKvuKU4GhtTypq1qzpSCAyi4yM1Fo7JzjvvPOOrl+/vlO7+++//6oEJ7Phw4frQYMGZXnbCy+8oFu1aqW11vrFF1/UTZo00ampqW7FnpaWpmvWrKnfffddt9oXpoJMcGQ2mRBCCJFPH330ETabjU6dOvHTTz+xf/9+du/ezbRp0+jc+erDmI0aNeLYsWPMmTOHgwcPMm3aNBYsWOC4PTExkccee4y///6bo0ePsmbNGjZu3EizZs0AePLJJ1m6dCmHDx9my5YtrFixwnHbmDFjuHTpEiNGjGDjxo0cPHiQpUuXMnr0aGw2Gxs2bOCNN95g06ZNHDt2jPnz53P+/HnH/qVFcV+4QQghhCj26tevz5YtW3j99dd55plnOH36NJUrV6Z9+/ZMnz79qvaDBw/mqaee4rHHHiM5OZmBAwfyn//8h//+978AWCwWLl68yKhRozh79iyVKlVi2LBhvPLKK4D9BJsxY8Zw4sQJgoOD6devn+MMrBo1arBmzRqef/55+vTpQ3JyMqGhofTr1w/DMAgODmblypVMmTKFmJgYQkNDeffdd+nfv7/Hfl+eUKTFNouCFNssOlpr/jp8iFnbthBx9izeFoPe9Rtyb5t2NK5YqajDK3a+3R7Oxxs3cDY+DoAqAYGM6XgNd2U6RVyIskqKbZZOBVlsU0ZwhEdorfnvP3/xzfZwpwrZc3ftYN7unXw8YBC96jcs4iiLj0cW/cLSg/udtp2Nj2Pi38tZc/wY0wcOLqLIhBCiZJA5OMIjFu3fyzfbw4GrK2TbTJPHf/+NiwkJRRRd8bJwz66rkpvMlh7cz8I9uzwYkRBClDyS4AiPmBG+xeVKuxpIsZnM273Ds0EVU1M2rMuxzVQ32gghRFkmCY4odFprtp89k0PFa82W01LFGOBkbM5VqU/EFO/K1UIIUdQkwREe4V6lb3k6guvqUE5tin9RdCGEKFLyiSIKnVKKrrXrZFshWwPX1Qn1XFDFmDtnlMlZZ0IIkT1JcIRHPNiuo9Pk4swMpSjv68uQJqVrkam8Gn9dtwJpI4QQZZkkOMIjutSuw3+73YgCp5EcBQT5WJk19FYCfHyKLL7ipEvtOjzW8RqXtz/W8Rq61K7jwYiEEKLkkXVwhMeMat2WrrXrMHvHdradOY3V4kXP+g24tVkLQmShLidPd76OnvUa8Mbqf9h9/jwAzSpX5sXrutG6WvUijk4IIYo/SXCERzWoUJGJN/Qo6jBKhNbVqvPDrcOLOgwhSj2bzcaOVXu4eDqSitXL0/L6plgslqIOS+STJDhCCCHKrFXzN/DxkzO5cOKiY1ulWhV5dMporh/m+lBxUTly5Aj16tVj69attGnTpqjDKdZkDo4QQogyadX8DUy67R2n5AbgwsmLTLrtHVbN31BEkYmCIAmOEEKIMsdms/HxkzPta1Rc6fK26U/NxGazFUr/8+bNo1WrVvj5+VGxYkV69epFfHw8AF988QXNmjXD19eXpk2b8vHHHzv2q1evHgBt27ZFKUX37t0BME2TSZMmUatWLaxWK23atGHJkiWO/VJSUnjssceoXr06vr6+hIaGMnnyZMft7733Hq1atSIgIIDatWvz6KOPEhcXVyiP3VPkEFUJYLPZ+OeHtSz8aAlHd53A6m+l++1dGDq2P9XrVS3q8ArV+YR4vt0ezvzdu4hOTqJ2cAgjW7XmlmYtsHqV7qfvplMnmRm+hXUnjgHQuVZtRrdpT4caNYs4srLpUOQlvtq2ld8P7CM5LY3mlatwd1hb+jdshJKVF0ucHav2XDVy40TD+eMX2bFqD627tyjQvk+fPs2IESN4++23ufnmm4mNjWXVqlVorZk9ezYTJ07kww8/pG3btmzdupUHH3yQgIAA7rnnHv799186derEn3/+SYsWLfC5fPbp1KlTeffdd/n0009p27YtM2bMYPDgwezcuZNGjRoxbdo0fvnlF3788Ufq1KnD8ePHOX78uCMmwzCYNm0a9erV49ChQzz66KM899xzTslVSaO0znb9/FInt+XWi5rNZuP14e+z6qcNGIbCNO1/LsNi4G315s2lE2jZtWkRR1k4DkVe4o55c4hMSnKUeVDYv1y1q16Dr4feir+3d5HGWFhmhW9h0soVTpXX03+eeEMP7m3TrogjLFtWHzvKg78uIM00HX8PQylMrRnWtDlv9+7n1mrdouAkJSVx+PBh6tWrh28ezsL86/vVTB45Ncd242c/wY0jrstLiC5t2bKF9u3bc+TIEUJDnRc4bdiwIa+++iojRoxwbHvttddYvHgxa9eudTkHp2bNmowZM4YXX3zRsa1Tp0507NiRjz76iLFjx7Jz507+/PNPtxLyefPm8X//939cuHAh/w84F7L7u+b281sOURVzP0/7ndXz/wVwJDcAps0kJSmFl4e+TUpSSlGFV2i01jyy6BeiMiU3kDGaHH7mNO+sW100wRWyHefOMmnlCuDqyusAk1auYMe5s0USW1kUm5zMI4sWkmIznf4e6c/L+Xt2MXdnRFGFJ/KoYvXyBdouN1q3bk3Pnj1p1aoVt912G59//jmRkZHEx8dz8OBB7r//fgIDAx2X1157jYMHD7q8v5iYGE6dOkXXrl2dtnft2pXdu3cDcO+99xIeHk6TJk0YO3Ysf/zxh1PbP//8k549e1KzZk2CgoK4++67uXjxIgkJCQX++D1FEpxizDRN5k9dhKtBNm1qYi7G8s/c0ldZeuOpk+y/dNHl6sem1vywYzvxKaUvuft629Zsy1pYlOKb7Vs9GFHZ9vPe3SSkpqKznKxhH1X8MnyLZ4MS+dby+qZUqlXRdfE3BZVrV6Tl9QU/Qm6xWFi2bBm///47zZs354MPPqBJkybs2LEDgM8//5zw8HDHZceOHaxfvz5ffbZr147Dhw/z6quvkpiYyO23386tt94K2M/MuummmwgLC+Onn35i8+bNfPTRR4B97k5JJQlOMRZ9IZZzx7IfHrR4W9i9bp+HIvKcrWdO5Tjkn5iWxoFL2RxDL6E2njrpMrED+0jOvydPejCisi38zOlsn4saOHDpIompqZ4LSuSbxWLh0Smj7Veu/PNevv7I+6MLbT0cpRRdu3bllVdeYevWrfj4+LBmzRpq1KjBoUOHaNiwodMlfXJx+pybzJOfg4ODqVGjBmvWrHHqY82aNTRv3typ3R133MHnn3/ODz/8wE8//cSlS5fYvHkzpmny7rvvcu2119K4cWNOnTpVKI/bk0r3LM0SzmJxL/+0eJW+BancrSxuMUpfjp7d6I2jTSl83MWVu3NrZA5OyXP9sGuYOPfZq9bBqVyrIo+8X3jr4GzYsIHly5fTp08fqlSpwoYNGzh//jzNmjXjlVdeYezYsYSEhNCvXz+Sk5PZtGkTkZGRPP3001SpUgU/Pz+WLFlCrVq18PX1JSQkhHHjxvHyyy/ToEED2rRpw8yZMwkPD2f27NmA/Syp6tWr07ZtWwzDYO7cuVSrVo1y5crRsGFDUlNT+eCDDxg0aBBr1qzhk08+KZTH7kmS4BRjQRUCqdeqDkd2HkebWX+jt6XaaNc7zMORFb6udUIxV2c//728r2+prKrdvW59jm7b4nIUx6IU3UPreTiqsuu6OqH8tHuny9sNpWhTrXqpP6uvtLp+2DV0GdLBoysZBwcHs3LlSqZMmUJMTAyhoaG8++679O/fHwB/f3/+97//MW7cOAICAmjVqhVPPvkkAF5eXkybNo1JkyYxceJErr/+ev7++2/Gjh1LdHQ0zzzzDOfOnaN58+b88ssvNGrUCICgoCDefvtt9u/fj8VioWPHjixevBjDMGjdujXvvfceb731FuPHj+eGG25g8uTJjBo1qtB+B54gZ1EVc8tnr+LNu6dleZthMahWrwozdk8plcuK3/nTj2w8dcLlB/0zna9jTDZFKUuqo1FR9Pl2JmmmedWsDwV4GQZ/3DWa0HLliiC6sic5LY0eX33J+YR4l8/Fz24aQq/6DT0cWdmW37OoRPEkZ1GVITfeeR13vjgMAIuX/c+llAIFFaqX543FL5bK5Abgg/430bBCRSBj+D/98M3NTZvzf+07FllshSm0XDk+HjAYL8PidNjDUAovw8LHAwZLcuNBVi8vZg29hfJ+figypmukPxfHdblOkhshiiEZwSkh9m85xK+f/MHhiGP4B/lyw62dufHO6/AL9Cvq0ApVis3GkgP7+HnvbiITE6lbrjx3tGjFNTVrlfrF1U7HxjJn53bWXV6Mq3Pt2gxvEUb1oKAijqxsik1OZsGeXSw9uJ+ktDRaVK7CiFataVapclGHVibJCE7pVJAjOJLgCCGEKHEkwSmd5BCVEEIIIUQ2JMERQgghRKkjCY4QQgghSh1ZuEEIUawkpyYQfuRjKrCQqr6RxKb6ciylO41qjaVSYJ0C6SPVZmPBnl18G7GNI1GRBPn4MLhJM+5p3ZZqgTKJW4jSQBIcIUSxkZASzZHDw+gQfBwNGAoCvVOo4vsr0ReXcSx5FnUqts1XH8lpaTz46wJWHz+GgcJEE5eSwhdbNvH9ju18P+x2mlWuUjAPSAhRZOQQlRCi2Nh28HkaBZ1AKXtyk85iaIK9k7BFjsE0zXz18dHGDaw9YT/1PvNSijatiU9J4aHfFmLLZx9CiKInCY4QoliIT44iLGglFiPrlSu8DE1o4AX2nP49z32k2Gx8s30rpovVMWxaczI2hpXHjuS5D1Hy2EyT9SeO88ve3aw/cbzUJbhHjhxBKUV4eHixvL/CIoeohBDFwsnIrTT0Ssu2TZqpiI5bDwzMUx/Ho6OITk7Oto2XYbDl9Cl61K2fpz5EybLkwH4mrfyLM3Fxjm3VAgOZeMON9GvYqAgjKzi1a9fm9OnTVKpU+mr3ZUdGcIQQxYKhci45Yq9SkvfvZYYbVdi11m5Xsxcl25ID+xmz+Ben5AbgbFwcYxb/wpID+4sostxJTU3N9naLxUK1atXwKkYFYVNSUgq9D3kVCyGKhToVOxKVnP2KtBalqVKhT577CA0pR/UczpKyac11dULz3IcoGWymyaSVf11V0BZwbHt15YoCP1z12WefUaNGjavmkg0ZMoT77rsPgIULF9KuXTt8fX2pX78+r7zyCmlpGaObSimmT5/O4MGDCQgI4PXXXycyMpKRI0dSuXJl/Pz8aNSoETNnzgSyPqS0c+dObrrpJoKDgwkKCuL666/n4MGDAJimyaRJk6hVqxZWq5U2bdqwZMmSbB/XP//8Q6dOnbBarVSvXp0XXnjBKebu3bvz2GOP8eSTT1KpUiX69u2br9+jOyTBEUIUCz5efuxNHISr4jFppmJnVD3qV+6c5z4MpXiofQeXt1uUolWVqrSvXiPPfYiSYeOpk1eN3GSmgdNxsWw8dbJA+73tttu4ePEiK1ascGy7dOkSS5YsYeTIkaxatYpRo0bxxBNPsGvXLj799FNmzZrF66+/7nQ///3vf7n55puJiIjgvvvu4z//+Q+7du3i999/Z/fu3UyfPt3lIamTJ09yww03YLVa+euvv9i8eTP33XefIyGZOnUq7777Lu+88w7bt2+nb9++DB48mP37sx7ROnnyJAMGDKBjx45s27aN6dOn8+WXX/Laa685tfvqq6/w8fFhzZo1fPLJJ/n5Nbql+IxXCSHKvE6N/svmvUfoUGEjaabCy9DYNFgUHI+vTM1aX+a7j1FhbTl46RLfRmzDohQ2rTGUwtSa2iEhfHrTkFJfyFXAuXjXyU1e2rmrfPny9O/fn++++46ePXsCMG/ePCpVqkSPHj3o06cPL7zwAvfccw8A9evX59VXX+W5557j5ZdfdtzPnXfeyejRox3Xjx07Rtu2benQwZ7A161b12UMH330ESEhIcyZMwdvb28AGjdu7Lj9nXfe4fnnn2f48OEAvPXWW6xYsYIpU6bw0UcfXXV/H3/8MbVr1+bDDz9EKUXTpk05deoUzz//PBMnTnQcGm7UqBFvv/12Xn5teSIJjhCi2LBYvOnQ9Bt2n15EQvR3BHudIdEMJM1nIK3qjsLq7Z/vPpRSTOrRiyFNmzFnRwQHL10i2GplUJOmDGzUGF8v7wJ4JKK4qxIQWKDtcmPkyJE8+OCDfPzxx1itVmbPns3w4cMxDINt27axZs0apxEbm81GUlISCQkJ+PvbXwPpiUy6Rx55hFtuuYUtW7bQp08fhg4dSpcuXbLsPzw8nOuvv96R3GQWExPDqVOn6Nq1q9P2rl27sm3btizvb/fu3XTu3Nnpi0HXrl2Ji4vjxIkT1KljX6Czffv2bvx2Co4kOEKIYsUwDFrUHAQ1BxVqP+2r16R99ZqF2ocovjrWqEm1wEDOxsVlOQ9HAdUCg+hYo+CfI4MGDUJrzaJFi+jYsSOrVq3i/fffByAuLo5XXnmFYcOGXbVf5uraAQEBTrf179+fo0ePsnjxYpYtW0bPnj0ZM2YM77zzzlX34+fnV8CPyD1XxlzYZA6OEEKIMsdiGEy84UbAnsxkln79Pzf0wOLGmXe55evry7Bhw5g9ezbff/89TZo0oV27dgC0a9eOvXv30rBhw6suOZ0FWLlyZe655x6+/fZbpkyZwmeffZZlu7CwMFatWpXl2VfBwcHUqFGDNWvWOG1fs2YNzZs3z/L+mjVrxrp169CZJtCtWbOGoKAgatWqlW3MhUkSHCGEEGVSv4aN+GjAYKoGOh+GqhYYxEcDBhfqOjgjR45k0aJFzJgxg5EjRzq2T5w4ka+//ppXXnmFnTt3snv3bubMmcOECROyvb+JEyeycOFCDhw4wM6dO/ntt99o1qxZlm0fe+wxYmJiGD58OJs2bWL//v1888037N27F4Bx48bx1ltv8cMPP7B3715eeOEFwsPDeeKJJ7K8v0cffZTjx4/z+OOPs2fPHhYuXMjLL7/M008/7dbSDIVFDlEJIYQos/o1bETv+g3YeOok5+LjqBIQSMcaNQtl5CazG2+8kQoVKrB3717uvPNOx/a+ffvy22+/MWnSJN566y28vb1p2rQpDzzwQLb35+Pjw/jx4zly5Ah+fn5cf/31zJkzJ8u2FStW5K+//mLcuHF069YNi8VCmzZtHPNuxo4dS3R0NM888wznzp2jefPm/PLLLzRqlHXCV7NmTRYvXsy4ceNo3bo1FSpU4P77788xKStsSmtXJ2WWTjExMYSEhBAdHU1wcHBRhyOEECIPkpKSOHz4MPXq1XOamyJKtuz+rrn9/JZDVEIIIYQodSTBEUIIIUSpIwmOEEIIIUodSXCEEEIIUepIgiOEEEKIUkcSHCGEEEKUOpLgCCGEEKLUkQRHCCGEEKWOJDhCCCGEKHUkwRFCCFGmaW1DJ29AJ/5m/1/biiyW//73v7Rp0ybf9/P333+jlCIqKsrtfe69916GDh2a776LCynVIIQQosQpqFINOmkpOuZ1MM9kbDSqoYJfQvn2LYBIcycuLo7k5GQqVqyYr/tJSUnh0qVLVK1aFaWurJeetejoaLTWlCtXLl9954eUahBCCCHySSctRUeNdU5uAMyz6Kix6KSlHo8pMDAw2+QmJSXFrfvx8fGhWrVqbic3ACEhIUWa3BQ0SXCEEEKUOVrb7CM3ZHUQw75Nx7xR4IerPvvsM2rUqIFpmk7bhwwZwn333XfVIar0w0avv/46NWrUoEmTJgCsXbuWNm3a4OvrS4cOHfj5559RShEeHg5cfYhq1qxZlCtXjqVLl9KsWTMCAwPp168fp0+fvqqvdKZp8vbbb9OwYUOsVit16tTh9ddfd9z+/PPP07hxY/z9/alfvz7/+c9/SE1NLdDfV354FXUAQmTnfEI8324PZ/7uXUQnJ1E7OISRrVpzS7MWWL3k6SuEyKOUTVeP3DjRYJ62t7NeU2Dd3nbbbTz++OOsWLGCnj17AnDp0iWWLFnC4sWLWbVq1VX7LF++nODgYJYtWwbYD9UMGjSIAQMG8N1333H06FGefPLJHPtOSEjgnXfe4ZtvvsEwDO666y6effZZZs+enWX78ePH8/nnn/P+++9z3XXXcfr0afbs2eO4PSgoiFmzZlGjRg0iIiJ48MEHCQoK4rnnnsvDb6bgFekIzuTJk+nYsSNBQUFUqVKFoUOHsnfv3hz3mzt3Lk2bNsXX15dWrVqxePFiD0QrPO1Q5CUGzP6KjzZu4GRsDHEpKey5cJ4JK/5k5IK5JBSjbwpCiBLGPF+w7dxUvnx5+vfvz3fffefYNm/ePCpVqkSPHj2y3CcgIIAvvviCFi1a0KJFC7777juUUnz++ec0b96c/v37M27cuBz7Tk1N5ZNPPqFDhw60a9eOxx57jOXLl2fZNjY2lqlTp/L2229zzz330KBBA6677joeeOABR5sJEybQpUsX6taty6BBg3j22Wf58ccfc/kbKTxFmuD8888/jBkzhvXr17Ns2TJSU1Pp06cP8fHxLvdZu3YtI0aM4P7772fr1q0MHTqUoUOHsmPHDg9GLgqb1ppHFv1CVFISZqZ58Ok/hZ85zTvrVhdNcEKIks+oXLDtcmHkyJH89NNPJCcnAzB79myGDx+OYWT9kdyqVSt8fHwc1/fu3UtYWJjTJNxOnTrl2K+/vz8NGjRwXK9evTrnzp3Lsu3u3btJTk52jDJl5YcffqBr165Uq1aNwMBAJkyYwLFjx3KMw1OKNMFZsmQJ9957Ly1atKB169bMmjWLY8eOsXnzZpf7TJ06lX79+jFu3DiaNWvGq6++Srt27fjwww89GLkobBtPnWT/pYvYXJzkZ2rNDzu2E+/mhDshhHDi0wGMaoCrSbgKjOr2dgVs0KBBaK1ZtGgRx48fZ9WqVYwcOdJl+4CAgALp19vb2+m6UgpXJ1L7+flle1/r1q1j5MiRDBgwgN9++42tW7fy0ksvuT0J2hOK1STj6OhoACpUqOCyzbp16+jVq5fTtr59+7Ju3bos2ycnJxMTE+N0EcXf1jOnMHKY/Z+YlsaBSxc9FJEQojRRyoIKfin92pW32v8NfhGlLAXet6+vL8OGDWP27Nl8//33NGnShHbt2rm9f5MmTYiIiHCMAAFs3LixQGNs1KgRfn5+Lg9hrV27ltDQUF566SU6dOhAo0aNOHr0aIHGkF/FJsExTZMnn3ySrl270rJlS5ftzpw5Q9WqVZ22Va1alTNnsp4sNnnyZEJCQhyX2rVrF2jconBYlHtPTYuLIV0hhMiJ8u2LKjcNDOfPFIxqqHLTCnUdnJEjR7Jo0SJmzJiR7ehNVu68805M0+Shhx5i9+7dLF26lHfeeQcgV6eFZ8fX15fnn3+e5557jq+//pqDBw+yfv16vvzyS8CeAB07dow5c+Zw8OBBpk2bxoIFCwqk74JSbD4dxowZw44dO5gzZ06B3u/48eOJjo52XI4fP16g9y8KR9c6oU5zb7JS3teXxhUreSgiIURppHz7oiqvQJX///buPiqqOv8D+HtggIGWAQEHR54FFAMUSEMwFltNUjxrsUuYD6HontxgQdcMOyDIehCttKdDlJqMikgmCpblc+SKZYBhSDzJw6qZuSoFhBsCn98f/ZgaYORpBpjL53UOR+/33u/3fj5++x4+3Xvnzl6IzLb9+ufoM1p/yd+f/vQnWFhYoKKiAgsXLuxTX6lUio8++gjFxcXw8vJCXFwcEhISAGBALz3sbP369VizZg0SEhIwceJEhIWFKZ/Z+fOf/4zVq1cjKioKXl5eOH/+PNavX6+xc2vCsHiTcVRUFHJzc3H27Fk4OTk98Fh7e3v885//VPlIXGJiInJycnDp0qUez8VvMtYdC7MPoODGdbXP4azxewyRUzX38U3GmO7Q1JuMhWLfvn1YtmwZfvrppx6fnxnOBPMmYyJCVFQUDh8+jDNnzvRY3ACAn59fl3uCJ0+ehJ+fn7bCZEPk7Tnz4GLx6xs9O57H0f//P592exgrH5k6ZLExxthQ2rNnD86dO4fa2lrk5OQgNjYWzzzzjE4XN5o2pG9Ki4yMRGZmJnJzc2Fqaqp8jsbMzEw5Sc899xxsbGyQkpICAIiJiUFgYCC2bt2K4OBgZGVlobCwENu3bx+yPJh2WJqYIHfBYhy7UomcijLU37sHR/NRCHP3hK+NrcbuNTPGmK65efMmEhIScPPmTcjlcoSGhqq8ZZgN8S0qdb+g0tPTsXTpUgDAjBkz4OjoCIVCodz/4YcfIj4+HnV1dXB1dcUrr7yCuXPn9uqcfIuKMcZ0H9+iEiZN3qIa0is4vamt8vLyurSFhoYiNDRUCxExxhhjTAiGzaeoGGOMsb4aBp+TYRqkyfnkAocxxpjO6Xgrb3Nz8xBHwjSpYz47v3W5P/jrmBljjOkcfX19mJubK9/LYmJiwh880GFEhObmZty6dQvm5ubQ1x/4G6S5wGGMMaaTxowZAwBqvzCS6R5zc3PlvA4UFziMMcZ0kkgkglwuh0wmw/3794c6HDZABgYGGrly04ELHMYYYzpNX19fo78YmTDwQ8aMMcYYExwucBhjjDEmOFzgMMYYY0xwRtwzOB0vEWpoaBjiSBhjjDHWWx2/t3v7MsARV+A0NjYCAOzs7IY4EsYYY4z1VWNjI8zMzHo8bki/bHMotLe348aNGzA1NdXJl0I1NDTAzs4O165dG1FfFjpS8wY495GY+0jNG+DcR2Luvc2biNDY2IixY8dCT6/nJ2xG3BUcPT092NraDnUYAyaVSkfUAugwUvMGOPeRmPtIzRvg3Edi7r3JuzdXbjrwQ8aMMcYYExwucBhjjDEmOFzg6BgjIyMkJibCyMhoqEMZVCM1b4BzH4m5j9S8Ac59JOaurbxH3EPGjDHGGBM+voLDGGOMMcHhAocxxhhjgsMFDmOMMcYEhwscxhhjjAkOFzjD1ObNmyESibBq1Sq1xygUCohEIpUfiUQyeEFqyIYNG7rk4ebm9sA+H374Idzc3CCRSODp6YlPPvlkkKLVrL7mLpQ57/Ddd99h8eLFsLS0hLGxMTw9PVFYWPjAPnl5efDx8YGRkRFcXFygUCgGJ1gN6mveeXl5XeZdJBLh5s2bgxj1wDk6OnabR2RkpNo+Qlnrfc1dKGu9ra0N69evh5OTE4yNjeHs7IyNGzf2+H1SmljnI+5NxrqgoKAA7733HiZNmtTjsVKpFBUVFcptXfz6CQBwd3fHqVOnlNtisfr/NM+fP49nn30WKSkpmDdvHjIzM/HUU0/h4sWL8PDwGIxwNaovuQPCmfP6+npMnz4djz/+OD799FOMHj0aVVVVGDVqlNo+tbW1CA4OxsqVK7Fv3z6cPn0aK1asgFwuR1BQ0CBG33/9ybtDRUWFypteZTKZNkPVuIKCArS1tSm3L1++jCeeeAKhoaHdHi+ktd7X3AFhrPUtW7YgLS0Nu3fvhru7OwoLC7Fs2TKYmZkhOjq62z4aW+fEhpXGxkZydXWlkydPUmBgIMXExKg9Nj09nczMzAYtNm1JTEykyZMn9/r4Z555hoKDg1XafH196fnnn9dwZNrX19yFMudERLGxsfTYY4/1qc9LL71E7u7uKm1hYWEUFBSkydC0qj95f/bZZwSA6uvrtRPUEImJiSFnZ2dqb2/vdr+Q1npnPeUulLUeHBxMERERKm0hISG0aNEitX00tc75FtUwExkZieDgYMyaNatXxzc1NcHBwQF2dnaYP38+SktLtRyhdlRVVWHs2LEYN24cFi1ahKtXr6o99osvvujy7xMUFIQvvvhC22FqRV9yB4Qz50eOHMGUKVMQGhoKmUwGb29v7Nix44F9hDD3/cm7g5eXF+RyOZ544gnk5+drOVLtamlpQUZGBiIiItRemRDCfHenN7kDwljr/v7+OH36NCorKwEAly5dwrlz5zBnzhy1fTQ171zgDCNZWVm4ePEiUlJSenX8hAkTsGvXLuTm5iIjIwPt7e3w9/fH9evXtRypZvn6+kKhUODYsWNIS0tDbW0tAgIC0NjY2O3xN2/ehLW1tUqbtbW1zj2PAPQ9d6HMOQDU1NQgLS0Nrq6uOH78OP7+978jOjoau3fvVttH3dw3NDTg3r172g5ZI/qTt1wux7vvvovs7GxkZ2fDzs4OM2bMwMWLFwcxcs3KycnBjz/+iKVLl6o9Rkhr/fd6k7tQ1vq6deuwYMECuLm5wcDAAN7e3li1ahUWLVqkto/G1nmfrvcwrbl69SrJZDK6dOmSsq2nW1SdtbS0kLOzM8XHx2shwsFTX19PUqmUdu7c2e1+AwMDyszMVGlLTU0lmUw2GOFpVU+5d6bLc25gYEB+fn4qbf/4xz9o2rRpavu4urrSpk2bVNqOHj1KAKi5uVkrcWpaf/Luzh//+EdavHixJkMbVLNnz6Z58+Y98BihrvXe5N6Zrq71/fv3k62tLe3fv5+++eYb2rNnD1lYWJBCoVDbR1PrnK/gDBNFRUW4desWfHx8IBaLIRaL8fnnn+Ott96CWCxWeThNnY7q+MqVK4MQsfaYm5tj/PjxavMYM2YMfvjhB5W2H374AWPGjBmM8LSqp9w70+U5l8vlePjhh1XaJk6c+MBbdOrmXiqVwtjYWCtxalp/8u7Oo48+qpPzDgD/+c9/cOrUKaxYseKBxwlxrfc29850da2vXbtWeRXH09MTS5YswerVqx94p0JT65wLnGFi5syZKCkpQXFxsfJnypQpWLRoEYqLi6Gvr9/jGG1tbSgpKYFcLh+EiLWnqakJ1dXVavPw8/PD6dOnVdpOnjwJPz+/wQhPq3rKvTNdnvPp06erfEIEACorK+Hg4KC2jxDmvj95d6e4uFgn5x0A0tPTIZPJEBwc/MDjhDDfnfU29850da03NzdDT0+11NDX10d7e7vaPhqb935fd2Ja1/kW1ZIlS2jdunXK7aSkJDp+/DhVV1dTUVERLViwgCQSCZWWlg5BtP23Zs0aysvLo9raWsrPz6dZs2aRlZUV3bp1i4i65p2fn09isZhee+01Kisro8TERDIwMKCSkpKhSqHf+pq7UOaciOirr74isVhMycnJVFVVRfv27SMTExPKyMhQHrNu3TpasmSJcrumpoZMTExo7dq1VFZWRqmpqaSvr0/Hjh0bihT6pT95v/7665STk0NVVVVUUlJCMTExpKenR6dOnRqKFAakra2N7O3tKTY2tss+Ia91or7lLpS1Hh4eTjY2NvTxxx9TbW0tHTp0iKysrOill15SHqOtdc4FzjDWucAJDAyk8PBw5faqVavI3t6eDA0NydramubOnUsXL14c/EAHKCwsjORyORkaGpKNjQ2FhYXRlStXlPs7501EdODAARo/fjwZGhqSu7s7HT16dJCj1oy+5i6UOe/w0UcfkYeHBxkZGZGbmxtt375dZX94eDgFBgaqtH322Wfk5eVFhoaGNG7cOEpPTx+8gDWkr3lv2bKFnJ2dSSKRkIWFBc2YMYPOnDkzyFFrxvHjxwkAVVRUdNkn5LVO1LfchbLWGxoaKCYmhuzt7UkikdC4ceMoLi6OfvnlF+Ux2lrnIqIeXifIGGOMMaZj+BkcxhhjjAkOFziMMcYYExwucBhjjDEmOFzgMMYYY0xwuMBhjDHGmOBwgcMYY4wxweEChzHGGGOCwwUOY4wxxgSHCxzGmNYtXboUTz31lNr9CoUC5ubmgxZPTxwdHfHGG2/0ud+dO3cgk8lQV1en8Zg63L59GzKZDNevX9faORgTAi5wGGMjlqYLq+TkZMyfPx+Ojo4aG7MzKysrPPfcc0hMTNTaORgTAi5wGGNMA5qbm/H+++9j+fLlWj/XsmXLsG/fPty9e1fr52JMV3GBw5jAHTx4EJ6enjA2NoalpSVmzZqFn3/+Wbl/586dmDhxIiQSCdzc3PDOO+8o99XV1UEkEiErKwv+/v6QSCTw8PDA559/rjymra0Ny5cvh5OTE4yNjTFhwgS8+eabA447NzcXPj4+kEgkGDduHJKSktDa2qrcLxKJsHPnTjz99NMwMTGBq6srjhw5ojLGkSNH4OrqColEgscffxy7d++GSCTCjz/+iLy8PCxbtgw//fQTRCIRRCIRNmzYoOzb3NyMiIgImJqawt7eHtu3b39gvJ988gmMjIwwbdo0lfbS0lLMmzcPUqkUpqamCAgIQHV1NYDfbt1t2rQJ1tbWMDc3x7/+9S+0trZi7dq1sLCwgK2tLdLT01XGdHd3x9ixY3H48OH+/NMyNjIM6GtCGWPD2o0bN0gsFtO2bduotraWvvnmG0pNTaXGxkYiIsrIyCC5XE7Z2dlUU1ND2dnZZGFhQQqFgoiIamtrCQDZ2trSwYMH6dtvv6UVK1aQqakp3b59m4iIWlpaKCEhgQoKCqimpoYyMjLIxMSEPvjgA2Uc4eHhNH/+fLVxpqenk5mZmXL77NmzJJVKSaFQUHV1NZ04cYIcHR1pw4YNymM64srMzKSqqiqKjo6mP/zhD3Tnzh0iIqqpqSEDAwN68cUXqby8nPbv3082NjYEgOrr6+mXX36hN954g6RSKX3//ff0/fffK/9dHBwcyMLCglJTU6mqqopSUlJIT0+PysvL1eYQHR1NTz75pErb9evXycLCgkJCQqigoIAqKipo165dynHCw8PJ1NSUIiMjqby8nN5//30CQEFBQZScnEyVlZW0ceNGMjAwoGvXrqmMHRYW1uWbtxljv+EChzEBKyoqIgBUV1fX7X5nZ2fKzMxUadu4cSP5+fkR0W8FzubNm5X779+/T7a2trRlyxa1542MjKS//OUvyu2+FjgzZ86kTZs2qRyzd+9eksvlym0AFB8fr9xuamoiAPTpp58SEVFsbCx5eHiojBEXF6cscLo7bwcHBwdavHixcru9vZ1kMhmlpaWpzWH+/PkUERGh0vbyyy+Tk5MTtbS0dNsnPDycHBwcqK2tTdk2YcIECggIUG63trbSQw89RPv371fpu3r1apoxY4baeBgb6cRDdumIMaZ1kydPxsyZM+Hp6YmgoCDMnj0bf/3rXzFq1Cj8/PPPqK6uxvLly/G3v/1N2ae1tRVmZmYq4/j5+Sn/LhaLMWXKFJSVlSnbUlNTsWvXLly9ehX37t1DS0sLvLy8+h33pUuXkJ+fj+TkZGVbW1sb/ve//6G5uRkmJiYAgEmTJin3P/TQQ5BKpbh16xYAoKKiAlOnTlUZ99FHH+11DL8fWyQSYcyYMcqxu3Pv3j1IJBKVtuLiYgQEBMDAwEBtP3d3d+jp/fa0gLW1NTw8PJTb+vr6sLS07HJuY2NjNDc39zofxkYaLnAYEzB9fX2cPHkS58+fx4kTJ/D2228jLi4OFy5cUBYJO3bsgK+vb5d+vZWVlYUXX3wRW7duhZ+fH0xNTfHqq6/iwoUL/Y67qakJSUlJCAkJ6bLv90VE58JBJBKhvb293+f9vb6ObWVlhfr6epU2Y2Pjfp2nN+e+e/cuRo8e3eP4jI1U/JAxYwInEokwffp0JCUl4euvv4ahoSEOHz4Ma2trjB07FjU1NXBxcVH5cXJyUhnjyy+/VP69tbUVRUVFmDhxIgAgPz8f/v7+eOGFF+Dt7Q0XFxflQ7T95ePjg4qKii5xubi4qFzteJAJEyagsLBQpa2goEBl29DQEG1tbQOKtYO3tze+/fZblbZJkybh3//+N+7fv6+Rc/ze5cuX4e3trfFxGRMKLnAYE7ALFy5g06ZNKCwsxNWrV3Ho0CH897//VRYnSUlJSElJwVtvvYXKykqUlJQgPT0d27ZtUxknNTUVhw8fRnl5OSIjI1FfX4+IiAgAgKurKwoLC3H8+HFUVlZi/fr1XQqJvkpISMCePXuQlJSE0tJSlJWVISsrC/Hx8b0e4/nnn0d5eTliY2NRWVmJAwcOQKFQAPi16AN+faFfU1MTTp8+jdu3bw/olk9QUBBKS0tVruJERUWhoaEBCxYsQGFhIaqqqrB3715UVFT0+zzAr5/wKioqwuzZswc0DmNCxgUOYwImlUpx9uxZzJ07F+PHj0d8fDy2bt2KOXPmAABWrFiBnTt3Ij09HZ6enggMDIRCoehyBWfz5s3YvHkzJk+ejHPnzuHIkSOwsrIC8GshERISgrCwMPj6+uLOnTt44YUXBhR3UFAQPv74Y5w4cQJTp07FtGnT8Prrr8PBwaHXYzg5OeHgwYM4dOgQJk2ahLS0NMTFxQEAjIyMAAD+/v5YuXIlwsLCMHr0aLzyyiv9jtnT0xM+Pj44cOCAss3S0hJnzpxBU1MTAgMD8cgjj2DHjh0PfCanN3Jzc2Fvb4+AgIABjcOYkImIiIY6CMbY8FRXVwcnJyd8/fXXA3poeLhITk7Gu+++i2vXrmll/KNHj2Lt2rW4fPlyr2+l9ce0adMQHR2NhQsXau0cjOk6fsiYMSZY77zzDqZOnQpLS0vk5+fj1VdfRVRUlNbOFxwcjKqqKnz33Xews7PTyjlu376NkJAQPPvss1oZnzGh4Cs4jDG1dP0KzurVq/HBBx/g7t27sLe3x5IlS/Dyyy9DLOb/t2NM6LjAYYwxxpjg8EPGjDHGGBMcLnAYY4wxJjhc4DDGGGNMcLjAYYwxxpjgcIHDGGOMMcHhAocxxhhjgsMFDmOMMcYEhwscxhhjjAnO/wEqQKx7NwrHOwAAAABJRU5ErkJggg==", + "image/png": 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tXo5MCJGfVNI0QHN1L6hkSJ6btz4Sp+E6nVCABZJ/z1MfuSEJjig2zhw9m20bZSisVmu27Yq73ev2Y8qmRlbc2XjOHDvnpYiEEPlNqVSw7MOWZLiiodKj8tCHgvRtOI4OXc3IUx+5JQmOKDY0zdWnFHE13aS7f83LIBONhbieefKaqGGbK5MX2aUS+dFHzkmCI4qNmk2rZdvG7GOSScZAqx7NsFrcjGRpULFWOcpWLe29oIQQ+UrTfMGnNe7f6q1ofh3y0IcGvh1wn8CoPPWRW5LgiGJj9M/PZNum14NdvRBJ0de8S2NqNa+ObnbxEqDgrhcHoOvyEiHE9UwLegTXp4900MuCf5889vEgjpOLr+pDCwf/2/LUR27Iq5coNirVrsiwt+5yeX/tyBo8O/kxL0ZUdGmaxv/+eJkK1cvabuu2oWxTRsIzcGRfbnk075d1CiEKl+bfFS34xYxbmaMsmu1LD0crNdU20pOXPvzaoYW+wbWnojTQgtEivkXTg/PUR67iknVwRHFzIPow7983ieN7TqKUIjQimOH/u4dbH+tR2KEVOSlJqaz85T9W/bqGhEtJVG9Ymb6P9qBRu8JZmEsIUTBU+l5U8kxI3wmaP5pfdwgYiKaH5F8floOopJmQvhU0XzS/myFgEJoeni+Pn9P3b0lwhBBCCFHkyUJ/QgghhCjxJMERQgghRLEjCY4QQgghih2pJi6KnSM7jzNn4nzW/LERS7qF+q1rM+DpvrS7tVW+LQZ4Yt9J5kxawD+z1pGWkk7tyBr0H9GbTre3c9qH1WplxYw1/PH5Io7vicE/yI8ud3dg4Mi+lM+4kkkIIUT+kUnGolj5b95G3r7jI0BhtdjWftBNOobVoP+I3oyY9GCek5wty7bxWr+xWK0GxlV99BzWhRe+fcJh/Rirxcpbd4xn7bxN6LqGkVHQUjfp+AX4Mm7pGBreUDdPMQkhRHEnk4xFiXXpbBzvDv4Eq9VqT24Ae0HJPz5fxKpf/8tTH4nxSbw56EMsaVZ7cpO1jyXfr2Tx1BUO+/z20Z+s+3OzrZ2hHPZJTUrjjQHjSE9Lz1NcQgghHEmCI4qNRd+tID3N4rLGkq5rzJ60IE99LP/xH5ITU3A18KlpGrMmzLfftlqtzP10gcv2hmFw8XQca+ZsyFNcQgghHEmCI4qN3ev2uUwkwDZ6snf9frdtsrNr3V635QuUUhzdeZzU5FQALsRe4vzJi24f0+RjYtfafbmOSQghxLUkwRHFhm7S0bKpnquZ8vaU1006nkzh0TP60T3pT0nVbiGEyG+S4Ihio1WP5ihX56ewJRstuzfL0yTj1j2aO8zvcdZH4w718fH1ASCiQjhV6ldymxRZLVZa9miW65iEEEJcSxIcUWx0G9KR0IgQl6MmhtXgzhf65amPjre3o3SlUm77uOvF/vbbmqZx90sDcHVWTDfrVGtYmVaS4AghRL6SBEcUGwHBAYxd9CpBoYEOozS6WQcNRkx6kBY3N81TH75+Pry/+HVCS4fYC/LClSrcD40dwo23tXHYp9fwLvakJ7NdZnxlK5fmnb9GuZ3XI4QQIudkHRxR7Fy+mMCSaStZ++cm0lLSadC2Drc+3pNqDSrnWx+JcYks/WE1a+ZsIDU5jTotatLv8R7UbFrd5T57Nx1k/pdLOLzjOIGhAdx05410vacDAUH++RaXEEIUV1JNPBuS4AghhBDXH1noTwghhBAlniQ4QgghhCh2JMERQgghRLEj1cSLqaTLySz4ehkLvlnO+ZMXCC8XRp+HunHrYz0IDg8qtLgORB9mzsQFrJ+/GavVoGG7egwc2Zc2vSKdtk9LTWfJtJX89eUSYg+dJqRUMN3v60z/Eb0pVT7cq7ELIa5vynIQlTgdUpeASgNzI7SgoeDXM89FeEXRI5OMi6G4c/E813kMJ/aedChLoOkaFWqU45N//kfpiqW8HteKmWsYO3Qiuq5dU+l78CsDeei9ex3aJyem8Eqvd9i1di8amv1YdJNOSEQwn6x+m6r18+/KKCFE8aVSV6MuPgEYgDVjq267HXAnWug7kuQUcTLJWDDxia+I2R97Tc0lZSjOHDvLhw987vWYzhw7y7j7J6EM5bTS98z357B+wRaHfb4b/TN71u8HhcOxGFaDyxcSeOuOj/JUV0oIUTIoIw518WnAwpXkBmzJDpD8G6TM9X5gokBJglPMnD1xnn9nb7AnDlezWgw2L9nKif2xXo1r/lfLXK7mC7ZRmblZKn0nJySz8Nu/XR6HYTU4uvM4O/7dk9+hCiGKm+Q5QAq4LOWioxKneS8e4RWS4BQz+zYd9GhUY8/6/V6I5oqd/+11mayALWHZ8d9e++2ju06QmpTq9jF1ky5VuIUQ2VLp0eC2EK8Blt0ole6liIQ3SIJTzHhUvRrvV6/OLFHgtk2W2D2rwq08elwhRElnwn2CQ8b98npSnOTot7l3717efPNNunXrRu3atalYsSLNmjVj2LBh/Pzzz6Smuv/ELQpe4w71Mfu6vzhON+k0u6mRlyKyad0zEk13/QJjMuu07h1pv12zaTVCIoLdPqZhKFp2lyKVQgj3NN8OOM69uZoOvm3RNO9+8BMFy6MEJyoqih49etC8eXNWr15NmzZtePbZZ/nf//7H0KFDUUrx6quvUqlSJcaNGyeJTiEKjQih78PdXCYTuknn5ns7ev0qql4PdMU/yN9lXIZVcfuzt9pv+/j6cPtzt7r80KWbdCK7NqFWM9e1n4QQAoCAvqCXwTaS44yBFvSwNyMSXuDRZeLVq1fnxRdf5N577yUiIsJlu7Vr1/LJJ58QGRnJ6NGj8zXQ/FISLhNPS0njjYEfsmlxtP0y7Mz/m3ZuyLvzRxdKgccda/Ywuu+7pCSmoowrl3yjFM99/QS9H+jq0N5qtTL+wS9Y9sNqTGYdq8VA0zWUoajZtBofLBtDeNkwrx+HEOL6o9L3oC4MA3Upcwu2hMeKFvIyWtBDhRec8EiBFNtMS0vD19fX4yBy2t6bSkKCA2AYBhsXRbN42grOHDtHmUoR9BzWhRtubYnJVHjDsJfOxrHouxVsWLgFa7qVRu3rc+vjPahcp6LT9koptq3axcJvl3NifyxhZULpNqQTnW6/AR9fHy9HL4S4nikjHpLnolKXgUoBnyZoAfeg+dQt7NCEB6SaeDZKSoIjhBBCFCc5ff/OVamGDRs2sHLlSs6cOYNhOF76+/HHH+fmIYUQQggh8k2OE5z33nuP1157jfr161O+fHmHpa1lmWshhBBCFAU5TnAmTpzId999x/DhwwsgHCGEEEKIvMtxgqPrOh06dCiIWIS4RmJ8EpOe/Jp/56wnLTkd3aTTqH09Rn7xCDWbVHO6z5o/NvLtKz9yYp+tHldIRDD9nujFsLfuQtevXRnBkm5h2Q+rmTd5MTH7YwkKDaTbkE70f6o3ZSqXLuhDdCn28GnmTlrIyl//IzUpleqNqtB/RG9uuvvGQp0oLoQQ14McTzL+4IMPOHnyJBMmTMhz55MnT2by5MkcOXIEgMaNGzNmzBj69OnjtP3KlSvp2rXrNdt3795NgwYNPOpTJhlfPy6eucSwuk+TfDnlmvs0TeOd+a/QtndLh+3fvfYzM96b4/TxajatxpSoDx2SnLTUdF67dSxRy7fbL0EH2+XrgaEBjP/7TWo3r5F/B+WhHWv28Eqvd0hPS8fIrLyuaxiGotPtN/DqzOckyRFClCgFfhWVYRjccsst7Nu3j0aNGuHj43ip7uzZsz1+rD///BOTyUSdOnUA+P777/nwww+JioqicePG17TPTHD27t3rcHBly5b1+MVeEpzrx2Mt/o9DW4+6vN/Hz8xfiT/ZE5aju0/wcOPn3D7mwJF9eHLCg/bbU1+bwYz359gTm6x0k07ZqqX5fv+nXk0m0lLSGFz1MRIuJjqNS9M0Hv9oGIOevcVrMQkhRGHL6ft3jgtvPP3006xYsYJ69epRunRpwsLCHL5yol+/fvTt25d69epRr1493n33XYKDg1m3bp3b/cqVK0eFChXsX/JJtvi5cOqi2+QGID3Vwp9fLLbfnvLC99k+7qLvVti/T0tNZ94Xi50mEWArAHr6yFk2Ld7qYdT5Y9Wva7l8PsFlXEopZk2c71FRVSGEKKlyPAdn+vTpzJo1i1tuyd9Pj1arld9++43ExETat2/vtm2LFi1ISUmhUaNGvPbaa05PW2VKTU11KB0RHx+fbzGLgrNhYZRH7dYvjKL/U7ZTmoeij2TbPjkhBcMw0HWd2EOnSbiU6La9yWxi99p93NC3pdt2+Wn3un2YfExY013Xzjlz9CyXzsZTqpys5CyEEM7keAQnIiKC2rVr51sA27dvJzg4GD8/Px5//HHmzJlDo0bOC0FWrFiRr776ilmzZjF79mzq169Pt27dWL16tcvHHzt2rMMIU9WqVfMtdlFwzD6ejcqZs1RFd1fM0xmTR5XXldcrr3teEV4qHwshhCs5foV88803eeONN0hKSsqXAOrXr090dDTr1q3jiSeeYNiwYezatctl20ceeYSWLVvSvn17vvjiC2655RbGjx/v8vFHjRpFXFyc/ev48eP5ErcoWDcOaOuy0GZW3e/rbP++eZdr521dLaxMiH3OTsXa5SlTxf1VUlaLQcse3q1Y3rJHM7ejN5qu2aqtl3JfbV0IIUqyHCc4kyZNYuHChZQvX56mTZvSsmVLh6+c8vX1pU6dOrRu3ZqxY8fSvHlzJk6c6PH+7dq1Y//+/S7v9/PzIzQ01OFLFH2BwQG0uLmp2zbB4UF0vuPK6czHxt9PdmtN3v3yAPv3JpOJu/7vNpdtdbNO/Ta1adS+nkcx55cbbmlJpToVXI7kKEMx+OUBsrCmEEK4keM5OAMGDCiAMK5QSjnMmclOVFQUFSs6L9Qorm/vzB/Fw42eJfbQmWvu8/HzYcKadxy2RVQoxUvfP8W4YZ/ZCgVfpdMd7bjzBceEZsDTfTi+N4Y/Jy+5pmJ5pVrleXP2i15PJEwmE+8tGM3/3fwW52LOo6GhlLLHd+/oQdx8byevxiSEENebQi22OXr0aPr06UPVqlW5fPkyM2fO5P3332fRokX06NGDUaNGERMTw/Tp0wGYMGECNWrUoHHjxqSlpfHjjz/y/vvvM2vWLAYNGuRRn3KZ+PXFMAzmTFrAnEkLiDsbj1+gHzfddSMPjb2XwOAAp/vEHj7N5OemsW31LgyLQaU6FXjgnXvcThTe+d9eFny9jGN7YggOD6Tr4I7cdFd7/AL8CurQspWckMzfP//L6t/XknQ5hZpNq9Hv8Z7UbVmr0GISQojCUuDr4GzcuBHDMLjhhhsctq9fvx6TyUTr1q09fqyHHnqI5cuXExsbS1hYGM2aNePll1+mR48eAAwfPpwjR46wcuVKwLbI4FdffUVMTAwBAQE0btyYUaNG0bdvX4/7lARHCCGEuP4UeILTtm1bXnrpJe644w6H7bNnz2bcuHGsX78+ZxF7mSQ4QgghxPWnwBf627Vrl9PJxC1atHB59ZMQQgghhDflOMHx8/Pj9OnT12yPjY3FbM7xnGUhhBBCiHyX44wkc/LvH3/8YS/NcOnSJUaPHm2fOyMKX9LlZBZ8vYwF3yzn/MkLhJcLo89D3bj1sR4EhwflSx+XzsUz6YmvWffXJtJTLZjMOk07NeLZKY9SuW7+XNmWm2riR3YeZ87E+az5YyOWdAv1W9dmwNN9aXdrK6dXRHmjmnhaWjqTn5nKsh9Xk5KYiqZr1ImsyYiJD9C4g2eFYksKpRQrjx5mWvQWtp46hdmk061mLYZHtqJhmbL510/qGlTSdEjbDJjArzNa0DA0nybO2xtxkPQzKnkWGBdAL48WeDcE3IWmB+ZbXEKI/JHjOTgxMTF07tyZ8+fP06JFCwCio6MpX748S5cuLfIrBZeEOThx5+J5rvMYTuw96VCvSNM1KtQoxyf//I/SFUvlqY8zx87yQMNnSEtOv+Y+XdcYv/ItmnZsmKc+clNN/L95G3n7jo8AhTWzCrdJx7Aa9B/RmxGTHnRIcrxRTTwtJY2hNZ/k4uk4p/c//80T9Hnw5jz1UVwopXjv31V8G7UZk6ZhzXj+mjJ+Z5P63EqfOnlfl0glfIpK+BQwAZmLKpoAAy3sfbSAgY7tradQ5weDcQowMrZmPI/MddEifkTTw/MclxDCtQKfZAyQmJjITz/9xNatWwkICKBZs2bcc88911QWL4pKQoLz9p3jWTN3I4bVuOY+k1kn8uamvL/otTz1Mbz+08TsP+Xy/oBgf+bF/5CnPnJaTfzS2TiGVH+CtNR0p+vgALw641m63N3Bftsb1cRH9X2XTYuiXd6v6RpzL33v8rL3kmTJwf08Pn+e0/s0wKzrrB7+COWDc7+Ks0r9D3VxuJsWOlqZJWjmKyOExvmhkL6ZK8lQVibw74se/lGuYxJCZK/AJxkDBAUF8eijj/L5558zfvx47r///usiuSkJzp44z7+zNzhNbsBWemDzkq2c2B+b6z5i9se6TW7AVtRyxYx/c91HbqqJL/puBelpFpfJja5rzJ60wH7bG9XE09LS2bzE/f7KUEx7bUau+yhOpkZvQXexsKICrErxy87teepDJU3HNlrjioZKnnmlveUApG/AeXKDbXvKApT1XJ7iEkLkL48SnLVr13r8gImJiezcuTPXAYm82bfpIJ4Myu1Z77q8RXbWzN3gUbv/5m3MdR85qSaeafe6fW6P3TAUe9fvt7fJSTXx3Dq09ajLBCqrbat357qP4iT6VCyGu9+hUmyOPZm3TtK24DpZwXZfWpbnblq0Bw9qBcuOvMUlhMhXHiU4999/Pz169ODXX38lISHBaZtdu3YxevRo6tSpw5YtW/I1SOE5zytR5/6Ui8nTSt8+ub+qLjfVxHWTjpZNhU4ty8/HG9XEPT0OT39vxZ2r0ZtMmaep8tiLB22yPHc1T/uTq0iFKEo8+svdtWsX/fv3Z8yYMZQqVYrGjRvTo0cP+vXrR8eOHSlTpgytWrXi6NGjLF26lPvuu6+g4xYuNO5QH7Ov+xda3aTT7KZGue7j5ns7etSu5/Auue4jN9XEW/VojnJ1fgrbcbfs3sw+ydgb1cRrNavuUZLTYWDbXPdRnHSqVsM+odh1m+p568SvM+5PUelofleeV/i2I/snox/4ROYtLiFEvvIowfHx8eGpp55iz549rF+/nkcffZQmTZpQuXJlunTpwpdffklMTAw//fQTTZo4v8RSeEdoRAh9H+6Gpjt/QdZNOjff2zFPV1GVKhdOw3Z13baJqBCebTVwd3JTTbzbkI6ERoS4HA0xrAZ3vtDPftsb1cR1Xafb0M5u25h9zdz9Uv9c91GcPNSylctTVLqmEeLnx6CGjfPUhxY0HJcTtdBB84OAO6+0N1UCv964frnUIPAeND33E5+FEPmvUIttFoaScBVVWkoabwz8kE2Lo+2XSGf+37RzQ96dP5qAIP889ZGSlMLweiM5f/LiNff5B/nxzY6PKV+9XJ76SEtLd1tNfPKWD6jesIrD9n2bD/JKz3dIuJRon2ujm23HPmLigwx4qo9De6UUnz71jdNq4lXqVeTD5W/keS0cwzAYeeOr7N1w4Jr7dJPOh8vH0Kxz3t60i5MZO7bx2t9L0bNcJq4Bwb6+fD/gDiIr5H2NJZU8DxX3UsYjZ87HsSU3WvhXaH6OtfaUkYC6+BCkR9naYWC/xNyvK1r4p2iab57jEkK45pXLxK9nJSHBAdub6sZF0SyetoIzx85RplIEPYd14YZbW+bpkuer+/ht/Dz++HwRly8kEBDsz81DOjH87bvxD8xbApW1j5xWE798MYEl01ay9s9NpKWk06BtHW59vCfVGlR22Y83qokvmb6KGe/N4lzMBXz8fLjhllY8+uFQSpULz7c+iotDFy/w8/ZtRJ06ia/JxM01a3FHwyaUCsi/S+mV5Rgq+RdI2wSY0fw62hbtMzlPaJWyQOrfqOQ5YJwFvRJa4J3g2wHN43k6QojckgQnGyUlwRFCCCGKE6+sgyOEEEIIUZRJgiOEEEKIYkcSHCGEEEIUO7lamWr58uUsX76cM2fOYBiOJQG+++67fAlMCLCVU1gybSV/fbmE2EOnCSkVTPf7OtN/RG9KlQ93uk9Oq4kL4Ym4pDPsOjaRKj5LCfNN4nxqCKetfWlWcySBvmGFHZ7HDOt5iB8DqSuBdMAEvjdA6Fvo5jyuMSREEZLjScZvvfUWb7/9Nq1bt6ZixYrXvGHMmTMnXwPMbzLJ+PqRnJjCK73eYdfavWhoVy77NumERATzyeq3qVrf8cqonFYTF8ITp+MOYD0/mLIBl9FRaBpkVuA4mliW0pVmER5YoXCD9IBhOQ7n+gKpTu7VIeIXdN/m3g5LCI8U+FVUFStW5IMPPrhuVyuWBOf68fkz3zHvi8VOC4fqJp2qDSrz9baP7AlLbqqJC+GJHXt7Ui/kKGb92ieWxdDYeqkFbRrNdLJn0WKc6QpGjOsGWjB6eSm1I4qmAr+KKi0tjRtvvDFXwQnhqeSEZBZ++7fLquiG1eDozuPs+HePfVtOq4kL4Ykj5zbRKOyI0+QGwKwrmodHcS7hmJcjyxkjfb/75AZAJWAkL/FOQEIUsBwnOA8//DA///xzQcQihN3RXSdITXI2jH6FbtLZlaXSd06riQvhiTOX/s22jVlXxFz4zwvR5EHqUg/bLSvYOITwEo8mGT///PP27w3D4KuvvmLZsmU0a9YMHx8fh7Yff/xx/kYoSiSPqmsrhcl8pV1mNXF3BTc1qdotckjTPKwIX+SriXsaX1E/DiE849EzOSoqyuF2ZGQkADt27Mj3gIQAqNm0GiERwVy+kOCyjWEoWna/Uum7VY/m/Dtnvcv2V1cTF8ITVcr0wkj6FBf1awFIsZqoUa6r94LKDf/+kDA++3aBd2bfRojrgEcJzooVKwo6DiEc+Pj6cPtztzJtzEync2p0k06zzo2o1ezKZa3dhnRk6mszSLiU6HTuztXVxIXwRMWwemw62ZzmYdswOZmHYyjYGt+V9nksylrQdHN5DHNjsOx006gCum8L7wUlRAHK8Xj9gw8+yOXLl6/ZnpiYyIMPPpgvQQkBMPiVAXQf2hnAfipKy/gYXb1RFV6d+axD+4DgAMYuepWg0ECHURrdrIMGIyY9SIubm3oneFGs1K85hf2XbZXrLYbm8P/2Sw1oVfejQostRyJ+BK2MizsDIeJXr4YjREHK8WXiJpOJ2NhYypUr57D93LlzVKhQAYvFkq8B5je5TPz6opRi26pdLPx2OSf2xxJWJpRuQzrR6fYb8PH1cbpPbqqJC5EdizWNbcdnQPIcgkxxXLaWwTfobppUGYiuezZPpygwDAskfQNJP4MRB1oQBPSH4GfQdf/CDk8IlwpsHZz4+HiUUpQqVYr9+/dTtmxZ+31Wq5U///yTV155hZMnT+Y+ei+QBEcIIYS4/uT0/dvj6fLh4eFomoamadSrV++a+zVN46233spZtEIIIYQQBcDjBGfFihUopbj55puZNWsWERER9vt8fX2pXr06lSpVKpAghRBCCCFywuME56abbgLg8OHDVKtWTS61FUIIIUSR5VGCs23bNofb27dvd9m2WbNmLu8TNgmXEvlryhIWfvc3l87EUbpSBH0f7kbfR7oTGBKQL30kXU5mwdfLWPDNcs6fvEB4uTD6PNSNWx/rQXB4kNN9Fk39mx/e/o2zx86hgFLlwrjrxf7c8XzhXVqdm2riomg5k5jA9K3RzN27i/jUVKqFhTO0aXMGNWyMr+n6mZybG7ti5pMc/y21gvaj0DiU2IDg8EdoULGH0/bKSIDkX1BJv4JxFvSyaIF3QsBgND3Yy9FniSt9JypxGqSuBqzg0xItaBian/O6bkqlQvLvqKSZYI0BLQwCBqIFDUXTI5zus+fcWaZFb2HZ4YNYrAbNK1RgWPOWdK1RM98+UCvLQVTidEhdAioNzI3QgoaCX0/50F4MeTTJWNd1NM1WzTm7J4HVas234ApCYU8yPnfyAs91ep3TR8+iMssRa6ChUbVBJT5e9TZhZfIWV9y5eJ7rPIYTe086lCXQdI0KNcrxyT//o3TFUg77fDD8M5ZOX+X08Vr1bM77i17LU0y5kZtq4qJo2Xf+HPfM+oW41FSMjN+fhm1po7aVqjBtwCD8zc6vhrverdv7Fm3DfsJiaPY6VhZDQ9cUmxIepl3dlxzaK+t51IV7wHoUx8WfNDBVR4v4Gc3k6hLvgqOS/0DFvWyLg8zXd5Pt+6AR6CHPOLY3ElEXhoEl84Nw5rHooEegRcxAM1d32GfRgf08vfBPAKwZzxOTpmFViociWzG60015TkBU6mrUxScAI8tx6LbbAXeihb4jSU4RVyDFNg8fPsyhQ4c4fPgws2bNombNmnzxxRdERUURFRXFF198Qe3atZk1a1aeD6C4+/CBzzl7/NyV5AZA2S6HPrEvlklPfp3nPiY+8RUx+2OvqbmkDMWZY2f58IHPHbavX7DFZXIDsHnJVv74bGGe48qp70b/zJ71++0/n0yG1eDyhQTeuuMjqStVhBlK8cT8ecRnSW7gytvdptgYJqwr4vWbcmnvqeW0DfsJwKFIp1lX6Bq0Dv6GQ2fXOeyj4l8F63GuXdlSgfW47X4vU5bjGclN1qSAK98nfo5KXeO4z+UPwbID23FkPRYDjIuoSyMd/m7PJCbwzKL5GErZkxu4kuh8G72ZJYcO5O04jDjUxacBy1XHkbEgaPJvkDI3T32IosejBKd69er2r/fee49Jkybx2GOP0axZM5o1a8Zjjz3GhAkT+N///lfQ8V7XTuw7yZal27BaXFfI/mf2es7FnM91H2dPnOff2RtcVuG2Wgw2L9nKif2x9m3fvZp98dSZ4+bmOqbcyE01cVG0/Hf8GIcvXXR408rKUIqftm8lxZLu5cgKXvyFb+wLATpjKI0z5658mFHWGEhdgeObb1ZWSF2JshzP30CzoZJnYhu5ccWESpp+pb1xGZJ/x544XMMKlt2QvtW+5Zed27Eqw2UFOV3TmBq1JYeRXyV5DpCC02XRbb3YTsGJYiXHKxlv376dmjVrXrO9Zs2a7Nq1K1+CKq52r9+fbRtlKPZtOpTrPvZtOujRqMaeLLGc2BfrpqXN+diLuY4pN3JTTVwULdGnYjFlM+SfmJ7OoYvefW55Q+WAfQ4jN1cz64ryPlleL9O34frNN5PKaOdFaZtwnXRhuy9t85Wbln1AWjYPqkP6lfqGW2JjHUb4rmYoRdSpvK2vptKjcZ+oGWDZjVLFL9kuyXKc4DRs2JB33nmHlJQU+7bU1FTeeecdGjZsmK/BFTcmDytZZ62QnVMeVeEGTOYrkzt1d1UEM3j7zHRuqomLokX3cD6DSS9+v0NDZX9Mhso6wdrDn4Hm7UrfnkwCN7n43hXl0M6sa9m+vuT9OWIi+1cxjVy8JYoiLMe/zSlTprBs2TKqVq1K9+7d6d69O1WqVGHp0qVMmTKlIGIsNpp1aZztG7ePn5lGN9bPdR+NO9TH7Ov+RVA36TS7qZH9dt2WtbJ93Mp1K+Y6ptzIrCbuztXVxEXR0rFadZenpzKVCQykdinnV9Vcz06ktnB7ispiaJyxtLyywbcN2V/Uagaf1vkSn6c0v864f5swgV/nKzd9GoIWks2jKvC70X6rY7XqbtraJht3rOq+TXY03w64H4nSwbctmla8r+oraXKc4LRt25bDhw/z7rvv0qxZM5o2bcp7773H4cOHadu2bUHEWGyUqRTBzfd0dJnkaLpG34e7E1Iq95eDhkaE0PfhbvailFfTTTo339vR4Sqqxz+6P9vHffC9e3MdU25kVhN39aFLN+lEdm3iUE1cFC3NylegdcVKbk9TPdKyNeZiOIJTqdwTKDQMJ/mdocCqdGpWHGHfpukREDAQ1y/Juu0ya5OXK5YH3AmaP67jUmhBw+23NM0PAofherTEBL6d0Mx17FsGNmhMiJ+fyxE/QykebpnHxC6gL+hlcD3CZKAFPZy3PkSRk6tXlsDAQB599FE+/vhjPvnkEx555BGCgpyvrSIcjfziYRp3sI3QZCY6mf+36tmcRz+8L899PDb+flr1aO60j8Yd6jPyi0cc2tdrXYeH3x/i8vEGPdOXjgNvyHNcOZXTauKi6Pm8723UyhihyXyxyUx47mrUhIdaeHdEwluqlW7BzrRRWJWONctIjtXQSDdM7LO+RYVwx5FaLfR18G2Xccvk+L/vDWih3l+qQTOVRiv1lZMkxwToaGHj0HwaO+4T/CT4983Sjiv7muuhhY93aB/q58f3/W8n2MfXIS0yabZTV//r2p22lavk7Tg0f7RS34EWii35yuzJFp8W8jKa30156kMUPR6tgzNv3jz69OmDj48P8+bNc9v2tttuy7fgCkJhr4MDtrWC1v+1hSXfr+TcyQuUq1aGXsO70qZ3JHo+fZo1DIONi6JZPG0FZ46do0ylCHoO68INt7bE5GJxtUPbjjD5ue/Zt9k2UblGk2o8Mm4oTTsW3tyq3FQTF0VLqsXCwgP7+GPvHuJSkqlZKoK7GzelTaXKxX7dkVNx+zgcO4UwbSsKjXjVkjqVnqBs6LUXagAoZYXU1ajkWWCcAr0CWsDt4Ne5UE+fKOt5SP4NlfoPYAHfVmgBg9HM1Zy3VwrS1qGSfwPrMdAi0AL6g38PNM3X6T4Xk5OZtXsnyw8fJM1qpUWFStzbtJk9Qc6X4zDiIXkuKnUZqBTwaYIWcA+aT91860MUnAKpJq7rOqdOnaJcuXJu34A1TZOF/oQQQgiR7wqkmrhhGE6/F0IIIYQoinJ8PiQpKakg4hBCCCGEyDc5XlQhPDyc1q1b06VLF2666SY6duwoE4yFEEIIUaTkOMFZtWoVq1atYuXKlXz22WekpKTQsmVLe8LTp0+fgohT5FBuqonnVEpSKou+/Zv5Xy3lzPFzhJYOodfwrtz2ZC9CSztfC2PFL2uY9toMYg+dQaEIKx3CwGdvYcjo2/MlJiGKEpW20VYCIG0DoIHvjbYq3L4tCi2mc4nnWb5rLC3C/qF8QAIXUwPYcKEt7eu+RNVSNfKlj9S0C8ScfI6KPhvw1a1YlcaptHqElB5LqZAm+dKHENnxaJKxK1arlY0bNzJlyhR++uknDMOQScZFQG6qiedUYlwiL3R9k0Nbj6JQ9lXmNV2jdMVSfPLP/6hQo5zDPp+N/M5l0c6G7esxac27eYpJiKJEJX6LujwOe+VtyPjeQAt9Ay3Qu2tLAZy4dIzLp++mbqit3p2ugVK2ylGnkoKJC/yOJhUj89RHYspJONcDf5Ot7EHmhXKZ/Zzz/ZSKpXvlqQ9RMhVINfGr7dmzhylTpjB06FAGDhzIX3/9Rb9+/fj4449z83Ain+W0mnhuTH7+ew5vP2brI2thdENx4fQl3rt3okP7XWv3uq1IvnvtPqa/9Wue4xKiKFBpWzOSG7i2CrdCxb+FSt/r9bh2Hnya2iEX0DVbcgO2BMSkQfmARJLPP5vnPuJP3YO/KR1Nu5LcZPajA+Epz2EU8Q/ConjIcYJToUIFOnTowPLly+nYsSNLlizh3LlzzJ49m2eeeaYgYhQ5kJtq4jkVf/4yy39c7brSt8Vg97p9HIg6bN/21Ys/ZPu47hIgIa4nKukH3Ndl0lFJP3srHAAOnttH14p7XBYBNeuKVmVO8u+hpbnuIz75COX8YnG1vJGmgZ/JwvEz3+a6DyE8lasEJyEhgWPHjnHs2DFOnDhBQkJCQcQmciE31cRz6kD0ESzp2XwC02D3uiuVvo/sOp7t48afl+eRKCY8qsK9wVvRALDj5Aq3Fc4znbywOtd9XLi4wGVyk0kpMFJX5LoPITyV4wQnOjqa06dP8+qrr2KxWHj99dcpW7YsN9xwA6+88kpBxChyIDfVxHPKo6roKucVy4UoNjxZddjLlcE9Xwk593Fpnh6T8nZVdFES5WoOTnh4OLfddhuvvvoqo0eP5q677mLLli18+OGH+R2fyKHcVBPPqXptauMf7O++kQaRN1+5WqJR++wrpJet6uVCgkIUFL+byO4UlUMVbi9oV6MfyRb3SY6hoGHl3JfbqVD6DrIbQNY08A25M9d9COGpHCc4c+bM4ZlnnqF58+aUK1eOJ554gsTERD755BO2bdtWEDGKHMhNNfGcCgjyZ8CI3i7rCOkmnRtva0Ol2hXs2574eHi2j3vfG3flOiYhihItcCiORR0d7gXMXr+KqlxIeZacbOO0wjmAxdBYGVuPphVzfwm7n28EMan1XSY5SsHl9EAqlynaNQtF8ZDjBOexxx4jJiaGRx55xH666vfff+epp56icePG2T+AKHA5rSaeG8PevpsOA9vaHtvs2EfdlrV4ceoIh/aV61bk6c8fdvl4vR7oSp8Hb85zXEIUBZq5Flr4BDKrbl+hA75opT5HM1X2elw9mk/m39O1AFtCk/X/HRfL06TO13nuo1KVX7iYZvsAlZnoZP6fZpih1Mw89yGEJ/K0Ds71qCSsgwO5qyaeU0opopZvZ8G3yzl1+AwR5cPpfl9nbuzfBrOP89NkR3efYMoL37N77T4Mq0GV+pV4+P0htOzWLF9iEqIoUdZYVNJMSFsPaGh+N0LAXWim8oUWk8VqYcHOaQRY5lLW/xIX00K4oHpyS5Mn8PfJ5tSzhwyrlSOnJhBq+ZUAUwJphi8X1M1UrfQGvj7F93VXFKwCqSZenJSUBEcIIYQoTryy0J8QQgghRFEmCY4QQgghih1JcIQQQghR7MhqS/kgesUOZk+cz45/dqPpOq17NWfQM7dQv00dp+0TLiXy15QlLPzuby6diaN0pQj6PtyNvo90JzAkwMvR596lc/FMeuJr1v21ifRUCyazTtNOjXh2yqNUrlvR6T4Hog8zZ+IC1s/fjNVq0LBdPQaO7EubXpFO26elprNk2kr++nIJsYdOE1IqmO73dab/iN6UKh9ecAeXz6yGwZ/79jB9WzQHL5wn0MeHW+s1YHjzllTOp7lgFsNg7D+r+G33DhLS0tDQqF+mDK92vIkO1ao73efk5Ximb41i3t49JKanUbNUBEObNmdAg0aY9fz5/HP28mEOnJhEdf/VBJtTOZ0SwUX6E1nzSXzN1z7flVKQtgqVOB3StwI+4NfVVoXbp4HTPi4knGDviUlU8/2bEJ8UzqaEc5Z+RNZ4En8f55XtiyIj7SDEjQDroSsbTbUg7HN039pO94mKPcl30VtYc/woSsENlavwQGRLbqhS1Wn7pLQ4th35lPL6fEr7XSYuPZATad1pWG0k4YEVnO6j0nfaqqKnrgas4NPS9vvw65DHI849pdIgeS4qaQZYj4IWAgH90QKHopnKOd/HctD2vEpdAioNzI3QgoaCX0+Xy14URcp60nYcKX+BSgZzLbTAIeDfz+mCjkopSF2CSvwBLLtB8wP/nmiB96OZaxXCEXiHR5OMBw0a5PEDzp492+O2kydPZvLkyRw5cgSAxo0bM2bMGPr06eNyn1WrVvH888+zc+dOKlWqxEsvvcTjjz/ucZ/5Pcn45/dmM/W1GZjMOlaLrTaTyaxjWBXPf/04va+69PncyQs81+l1Th89i8pckEIDDY2qDSrx8aq3CStT9Cc/nzl2lgcaPkNacvo19+m6xviVb9G0Y0OH7StmrmHs0Inoumb/WekmHcNqMPiVgTz0nuO6IMmJKbzS6x12rd2LhmYvQaGbdEIigvlk9dtUre/9S21zymIYPDl/HssOH0TXNIyM4zBpGn5mMz8OvJPICs4Twpz00fX7b4i5fNnp/a916sKDLVo5bNt+5jRDZ/9KUno61syfbUZ8N1WvwZe3DsA3j1fcHTm3gdDEhwnxScWUUSbAqmxDx3via1C71iyHBEQpZStSmfQd11bhBi18Apq/YyXqExd24Bs/lFK+yfY+Mv+0Dl6uROXqcwj2y/26T95ipG6Ei0NcNyj1A7rfDQ6bftq+lTErlqFrmv13aMr4flTHzjzSso1D+7ikM5yLGUT14DNA1mriGmdTgtEjZlAhrJ7DPir5D1Tcy9jW78n6+7BC0Aj0EO/XIFQqBXXhYUjfkBFX5tuYDlooWsSPaD5XHUfqatTFJ7DVNLdeaY8BAXeihb5zXSQ5Km0r6uJwUClccxx+N6OFf4qm+VxprwxU3GhImX2lHWD7HZrQSk1B8+voxSPIvQKZZBwWFubxV05UqVKF999/n02bNrFp0yZuvvlm+vfvz86dO522P3z4MH379qVTp05ERUUxevRoRo4cyaxZs3LUb37ZtnoXU1+bAWB/w878XinFx49O4fjeGId9Pnzgc84eP3cluQFQthf2E/timfRk3teh8IaXerztNLkBMAzFq33fc9h25thZxt0/CWUoh59VZsHOme/PYf2CLQ77fDf6Z1vNrIyfT9Z9Ll9I4K07PvKo7lZh+2bLJpYfPghgT24ArEqRYrHw6F9zSctjdeXnFi9wmdwAvPPPSs4lJdlvWwyDx/6cS2KW5CZrfKuPHuXLzXmrlWQYVrS4kQRnSW7AVrla06Be6FGiDox23Cl1WUZyA9dW4TZQl55HWU9n6cMg6dyThGdJbgB7texawbHsOPR/eToOr7k4PJv7H3S4uff8OcasWIYCh99h5vdj/13NltiTDvvsO/IMVYPOOqkmrijjl8D5U47rVynL8YzkJmtSwJXvEz9Hpa7x7PjykUr4FNI3Zd7Kco8B6jLq0giUuvI6o4w41MWnAQuOx5HRJvk3SJlboDHnB6XSUJeetI3aODuO1BWQ+J3jTsmzM5KbLO0gY/901KWnUEbxrAPo0SmqqVOnFkjn/fr1c7j97rvvMnnyZNatW+d00cApU6ZQrVo1JkyYAEDDhg3ZtGkT48eP5/bbby+QGN2ZM2mBw8jN1TRd48/JS3hywgMAnNh3ki1LXa/2bFgN/pm9nnMx5ylTueiWLYjZH0vM/lNu2yQnpLBixr90vcf2yWD+V8vcLuGum3TmTlrADX1bZuyfzMJv/3ZdsdxqcHTncXb8u4emnRo6bVMUWA2DaVu34OrQDaU4l5TEkoP7ubWe89Mv2TEMg8UHsy+e+v6/Kxnfsy8Ayw8f5FSi6xc1heL7rVE83qotPrkcxdkZM4/GQRdc3m/SFE2C/yYl/bJ9FEclfo/jp0zHqMBqezMKfgqA/WdWUDfU9XPRpCuah/5HfMo5Qv3L5Oo4vMFIXgQ4/8BwRTpG0l/ogbcC8OO2aIeRm6uZNI3p26JoWbESAOcTTtA8fIvbauINw45y+Nx6apaxjRSp5Jk4X43Z3gsqabpXT1UplQJJP+P8OQJgtZ2ySlsLmXElzwFSwOVfoo5KnIYWMDDf481XKcvAOOumgUIlfQ9BD9tPVamkaTiOcjm2RyVD8lwIGprv4Ra2IjPJ2Gq1MnPmTBITE2nfvr3TNmvXrqVnz54O23r16sWmTZtIT3f+4pCamkp8fLzDV37ZuWaPy+QGwLAYbP9nt/32bg8qeCtDsW/ToWzbFaY1cz37ZP/fvI3273f+t9dlsgK2hGXHf3vtt4/uOkFqUqrbx9dNOrvW7nPbprCdSUzkTGKi2zZmXWfLqdhc9xGbkIDFcP2zzZS1j6hTsdnOsbmQnMxJN6NC2UlI3GBfJdeVIJ90Yi5mSfrTo3H9xgVgoNKujPRdjF+LNZtBPD+TlRPnvVu5O8eSPTy1nzzH/u2GmBMukxuwjeRsjLkyghxz4T+PqomfvZhlRMajquibs33MfGU5Asr93xSYID3KfkulR+M+UTPAshulsksyC5ftOLIZlzDOgWEb5VQqFSz7cJ3YAWioLD+r4iRXk4x///13fv31V44dO0ZaWprDfVu2bHGxl3Pbt2+nffv2pKSkEBwczJw5c2jUyHkhyFOnTlG+vOMKoOXLl8disXDu3DkqVrx2HsPYsWN56623chSTpzyp3G32ufLp16Mq3Njm8BRlJh/PPtFnXc3Yk2PK+vPxqCq6UkX/Z+VhFXVzHs79+3r6vNL0LN97GFeeJhp7tq+uZ30Zym4fWx2nK0xu37au9OGTfaNC5eEoWZa5FSYPfjcOzz9Pq4lrjj/f7OXPyuie87Q/01XfZ/dM0ShCn/ldyOmxe/LXoeXgca8vOf5tTpo0iQceeIBy5coRFRVF27ZtKV26NIcOHXI7OdiV+vXrEx0dzbp163jiiScYNmwYu3btctn+6klgmXMwXE0OGzVqFHFxcfav48eP5zhGV9r2aeH2DVbXddr0vlK4rlmXxtm+cfv4mWl0Y/aVtwvTzfd6NiGt5/Au9u9b94x0WQAUbAlQ696R9ts1m1YjJCLY7eMbhqJl96Jd4qFsYBC1wku5fZmxGAYdq9XIfR9BwQSYs/+s0qV6Tfv3HatWdzvqowFVQ8OoGJL7K5BKh/dwO2KgFJxPCaRqqSzFHf06kt2LbdYJkZVK9yS7HPJyui81y9zoSciFJ9h1nTYHQQ/Zv+1aoya6m0TVpGkOv/Na5W4m2eL+eWIoqFq2t/225tcZ928TJq9XRcdcE/TsTjdar5yeAjTfDrgfidLBt63TK5CKEtupQIu7FmCqAbrtKjJN8wWf1rj/HVoL9Wq4gpTjBOeLL77gq6++4rPPPsPX15eXXnqJpUuXMnLkSOLi4nIcgK+vL3Xq1KF169aMHTuW5s2bM3HiRKdtK1SowKlTjufbz5w5g9lspnRp53NW/Pz8CA0NdfjKLwNH9nU5r0TTNHz8zPR9tLt9W5lKEdx8T0eXSY6ma/R9uDshpdy/sRe2UuXCadiurts2ERXCaXFzU/vtXg90xT/I32WSY1gVtz97q/22j68Ptz93q8sPILpJJ7JrE2o1c375c1GhaRqPtW7rcoDYpGnUKRVBRxeXcXvq3ibN3d5v0jSea3flTb5dlao0LFPW5UiOAh5r1cbtG2h26lXowp64am5PUx1IHYDZ5Gu/rQU9iOtTVDpowZBlnkS10q3YdrGeyz4MBbsSe+PnE5SbQ/Aa3bcVkN3ffTC635Wrou5t2hwfXXdZr1zTNO5vfiV5DPYrxbbLXd1WE4++1IyKWa+iCrgTNH9cv1UotKDh2cSdvzTNjJYl0buWCXxaoPlk+fAT0DcjKXKVwBhoQR4mmYXJ90Yw1cH1cSi0oEcdPvBrQY/g9m9KLwv+OR+cuB7kOME5duwYN95oe6EMCAjgcsY5+vvuu48ZM2bkOSClFKmpzudetG/fnqVLlzpsW7JkCa1bt8bHx/tD0DWbVmfUjyMxmXWHpEXTNXz9fXh73iuUqRThsM/ILx6mcQfbCM3Vlb5b9WzOox/e56Xo8+aDZWMoXcn5pbf+QX5MWvuuw7bQ0iG8t2A0/kF+DkmObtLRdY3nv3mChjc4Jk2DXxlA96G2T4eZI2WZ+1ZvVIVXZz6bX4dToO5o2JhHW9nemDITisyfQIXgEL69bVCeEgmAVzt3ob2LdU90NL66tT+BvlkSCU3jq34D7GvwaBkRZcY3PLIl9zTJ++hYuUrfEpNk+/CROVcmMxnZdLE9N9R93aG95tsaLfQtrh0210ALQiv1HZruOKpUo/o3HE20nbq2XlUhO/piJG3qOl7RV2SVXYDrNy4TlP3LYUvlkFD7pfxZnz+6pmHWdSb1vpU6EY4f/FrVHc+2S7YpAFdXEz94uTL1a37p0F4zlUYr9ZWTJMdWJV0LG4fmc+0FIQUu8AFb8mWPBezxmaqjhX/m0FzT/NFKfQdaKBnpn8O+WsjLaH43FXDQeadpuu33Ycpcr8jxOAh8CAIcL7jR/LuiBb/o2C7zZ6CHo5WaahvpKYZyXGyzVq1a/P7777Rs2ZI2bdrw8MMP89hjj7FkyRIGDx7MhQuur5q42ujRo+nTpw9Vq1bl8uXLzJw5k/fff59FixbRo0cPRo0aRUxMDNOnTwdsl4k3adKExx57jEceeYS1a9fy+OOPM2PGDI+voiqIYpunjpxh/pdL2f7PbnSTTqsezenz8M1EVHCeAFitVtb/tYUl36/k3MkLlKtWhl7Du9KmdyR6Pi2u5g2GYfDb+Hn88fkiLl9IICDYn5uHdGL423fjH+i8KvGls3Es+m4FGxZuwZpupVH7+tz6eA8q13G+DoxSim2rdrHw2+Wc2B9LWJlQug3pRKfbb8DHt6jPq3C07fQpft6+lX3nzxPs68stdevRr35DAvMxOf9r3x4mbVjHycvx+Og6narV4NVOXSgf7Hx0IDk9nb/27+WvfXu4nJpGnYgI7mnSjBYZV97kh9T0JLYfm4Y5fSH+egLxlooEhw2lQcXeLp/vynLYtoBbejRovmh+XSFgEJru/G8qzZLM9mM/oaf+SaApnsuWcviFDqZxpf7X19+UNRniR0PqUmxXVfmAXw8IfQ/d5HwR0NMJCczcuY01x46hULSrUpXBTZpROcT565thWNl5Yg6pib8QYjpHojUM/AfQrNq9DqNpWSnreUj+DZX6D2AB31ZoAYPRzNXy58BzQSkF6ZtQSb+C9QhoYWgBt4J/HzTNz/k+RrxtccDUZbZ1ZHyaoAXcg+bjfkS6qFEqGZL/QqUsBHUZTHXRggY7jlpdvU/6XttVcek7QfNH8+sOAQOv+cBQlBV4NfGHH36YqlWr8sYbbzBlyhSef/55OnTowKZNmxg0aBDffvutx4/10EMPsXz5cmJjYwkLC6NZs2a8/PLL9OjRA4Dhw4dz5MgRVq5cad9n1apVPPfcc/aF/l5++eVCXehPCCGEEAWvwBMcwzAwDANzxqTGX3/9lX///Zc6derw+OOP4+tbtIe6JMERQgghrj8FnuBc7yTBEUIIIa4/OX3/ztU6OBcvXuTbb79l9+7daJpGw4YNeeCBB4iIiMh+ZyGEEEKIApbjEZxVq1bRv39/QkNDad26NQCbN2/m0qVLzJs3j5tuKtoz0YvCCE5xqSYuihZDKRbu38f0bVHsOXcWf7MPfevWY1jzFtQIdz451xvVxHNKKcXKo4eZFr2FradOYTbpdKtZi+GRrWhYpqzTfc4nJfHj9mhm7d7JpZQUqoSEck/T5tzZqDH+ZueTuP89dpRp0VvYFBuDSdO4qXpNHmjRiqblyjttr4w4SPoZlTwLjAugl0cLvBsC7kLTA53usyHmBFOjN7PuxAk0DTpUrc4DkS3t5RPyQ06riQvPKWWBlHmopJ/Bchi0QAjohxZ4H5opbwVyRc4V+CmqJk2acOONNzJ58mRMGTVqrFYrTz75JGvWrGHHjh25i9xLCjvBKS7VxEXRYijF84sXMG/fnmsqlpt1E1P7D6LdVW943qgmnlNKKd77dxXfRm22V8XOPA6ASX1upU8dxyrRRy9d4q7fZ3I+Ocl+3JkXzzYtV54fB91F8FVzAyeu/4+J69de04ehFB/26M2gho6XPivrKdT5wWCc4sqaIhm9mOvaqlfr4Q77fLNlE+/9u8ppH2916cbQZpG5+yFlkdNq4sJzSqWjLj4Jaau4pgq3FoAW8T2aT1M3jyDyW4FUE8/q4MGDvPDCC/bkBsBkMvH8889z8ODBnD5ciVNcqomLouWn7VuZt28PcG3F8nTDymN/zSUpS702b1QTz42lhw7wbZStttHVFbINpXh20XxOJ1wpEqqU4umFf3IhS3IDtoUKFbDj7BneX7PaoY81x48ycf1ap30o4OVlizl66ZLDPurS/2XU98m6YFpGL5aDqPj/ObSPPhXLe/+uctnHGyuXs+ecu6KJ2ctNNXGRA4lfQ1rmc+eqKtwqCXXxCdsIjyiycpzgtGzZkt27d1+zfffu3URGRuZHTMVWZjVxVwU6s1YTF8JTSim+i9rsshyEoRSX09L4c++Vv9vMauKGiwHczGri6VZ3y9vnv6nRW1wuepj5Rv7Lzu32bVtPn2LH2TMui04aSvH7rh3EZ1k8dFr0lmxrcc3YsfVKv5YDkL4B10v9WyFlAcp6zr7l+61RbvvQNY0ft291eb8nMquJu5JZTVzknFIWVNIPuC5SaYBxBlKXezMskUM5nmQ8cuRInnnmGQ4cOEC7du0AWLduHZ9//jnvv/8+27ZdqQzcrFnRrhPkbTmpJl6msvPSE0Jc7XJaGkfjLrltY9JsFcvvzlidOLOauLt6VJnVxKuHh+djtO5Fn4p1mXSBLWHZnGVUIupUrMMpOWfSrFb2nDtL28pVANgcezLbKtwbTl6pwk1atAeRW8GyA0xdANh4MvtK3+tP5K0uXk6riYscsMaCkd0HTTMqLRrNv5dXQhI5l+ME55577gHgpZdecnqfpmkopdA0DauXP/0VdcWlmrgoWjypDK7hWBncO9XEcy67khXOjsOTaYRZ9/GkLIY5S+V1NE9/BldeTk0e7JPXn22Oq4kLz3lceb1oF+cs6XKc4Bw+fLgg4igRMquJG1bXn5qvh2riomgJ8vWlWbny7Dh7xuVIhkUZdKh6paBnx6rVmbzJ9RwbDaiSx2riudGpWg2WHz7odmSiU5bCpB2qVnN5EiFTiK8vjcuWs9/uUr0mf+zd7bIPXdO4qUaNKxt822H7ibjryQ98Iu23utaoyU/bt7rsw6RpdKlR0+l9nupaoyb7zp9z+Tu/upq4yAG9IpiqgfU4rn/vlowq5aKoyvFHiOrVq3v8JRwVl2riouh5tFVbt290lUNC6VGrtn2bN6qJ58ZDLVu5PA5d0wjx83O4wql2RGm6VK/h8jg0bIVD/cxXPss9ENnS5VuWrmn4m83c1fjK1TGaqRL49cb1y6UGgfeg6Vf+bu9v3gJN01xW+jbpOkObRrp4PM/ktJq48JymaRnVxV09U0xgrpeR/IqiKldjpD/88AMdOnSgUqVKHD16FIAJEybwxx9/5GtwxVFxqSYuipa+devxXLsbAceK5RpQOiCQaf0H4ZPlykdvVRPPqTaVqvDOzT1sSUCWpEUDgnx8mNb/dkL9HAspftyrLw0y1sfJTMgy972lbn2ebtveoX3jcuUZ36MPJk1z6CMzufmm30DKBgY57KOFvQs+zTNbZvyf8fP064IW8n8O7WuViuDTPrdi1vVrKn37mkxMuaW//WefW7mpJi5yIOBuCByecSNrFW7AVAmt1FdoXv4AIHImx+vgTJ48mTFjxvDss8/y7rvvsmPHDmrVqsW0adP4/vvvWbFiRUHFmi8Kex0cKD7VxEXRs+vsGX7esY3dZ88QYPahd526DGjQ6Jp1YDJ5o5p4bhy6eIGft28j6tRJfE0mbq5ZizsaNqFUgPOFMNOsVpYePMCcPbs4n5xE9bBw7mzchBurVHP5JnQs7hI/79jGppgYzLpOp+o1uLtxU8oEOl+0TykLpP6NSp4DxlnQK6EF3gm+HdBczLk5eTmeGTu2se7EcTQ0OlSrxuDGzVxWd8+NnFYTFzmj0raikmaC9QBoIWj+fSHgFjRNFmX1tgJf6K9Ro0a89957DBgwgJCQELZu3UqtWrXYsWMHXbp04dy5c9k/SCEqCgmOEEIIIXKmwBf6O3z4MC1aXHte18/Pj8TExJw+nBBCCCFEvstxglOzZk2io6Ov2b5w4UIaNWqUHzEJIYQQQuRJji8Tf/HFFxkxYgQpKSkopdiwYQMzZsxg7NixfPPNNwURoxBCCCFEjuQ4wXnggQewWCy89NJLJCUlce+991K5cmUmTpzI4MGDCyJGIYQHlDIgZREq6Uew7AXNH/x7owXej2Z2vmxDVOxJ3lr1t30NnQCzmX71GvBml274m699eVBKQepSVOIPYNkFmi/49UQLuh/NXNtJD95x4Px5Xl+5jE0nY7AqhZ/JRPdadfhf126E+zufDKpS16CSpkPaZsAEfp3Rgoah+TRx3j4X1cSNxOmQ8CWos4AGegUIehI96G6n7S+npjJz5zZm7tjO2aREygYGcXfjptzTpBkhV1095k07zpxmavQWVh45hFUpWlWsxPDIlnSqVqPQYiqqlOWY7XmVshBUCpjroQUOBf8+LiejF3hMSkHqkoy/292g+YF/z4zXhlqFEpM35HiScVbnzp3DMAzKlSuXfeMiQiYZi+JIKQMV93+Q8hfXVD7GjFbqGzS/Gxz2mbNnFy8sWej08SL8/Vk5/BGHq6+UUqj4MZD8i5M+dLRSX6D53ZSvx+WJ/44f4/45v2M4WbMkwGzm7/sfuuaqJZXwKSrhU2yxZ664bgIMtLD30QIGOrbPRTVx4+JjkOriqlL/W9DDP3HYdC4pibt/n8mRSxcdjkQDqoeH88sdg6+5fN0b5u7Zxf8tXYQG11Qsf7ptO55rJ4vdZVJpG1AXHgbSufK8yvhb8b8FLWw8mpdXP7a9NoyGlNlc+3drQis1Bc2vo1djyq0Cn2ScnJxMUlISAGXKlCE5OZkJEyawZMmSnEcrhMgfyTMykhu4pvIx6ahLT6KMJPvWFIuFF5cucvlwF1JSeOyvuY4bU/7ISG6c9WFBXXzaNsrhRYZh8PCfc5wmNwDJFgv3zf3dYZtK/S8juQHHAppWQKHiRqEsxxz3yWE1cSPpd9fJDUDKfIzkxQ6bRi1fzLG4S9cciQKOx8Uxapn3X2OPx8Xx4tJFGEo5rVj+6YZ1/HvsqNfjKoqUSkZdfBJIw/F5lfGcSVkASTO8H1jy7IzkJksswJXXhqdQRoL34/KCHCc4/fv3Z/r06QBcunSJtm3b8tFHH9G/f38mT56c7wEKIdxTSqESp4LreuKgLmdJgGDi+v/cFqgEWHfiOElpaVf6SZzmpg8FpNpeTL3o9907SbFY3LY5cOE8MfHx9tsqaTpXFm5zRkMlz7zSPhfVxEn4PNvYSZho/zYmPp6/Dx9yWdrBqhQrjhzieJx3E8ifslRVd8akaUyL3uKlaIq45L9AxeOYRDhSSdM8qp2Wn1TSNNz+3apkSJ7rvYC8KMcJzpYtW+jUqRMAv//+OxUqVODo0aNMnz6dSZMm5XuAQohsqASwHsN9rSQTKj3afmudB5WsFRB9+pTte2W1zblx24fm0Ic3/H3kkEftlh0+eOVG2hZcJyvY7kvbmKV9tAc9ZFQTz2Sc8mCXKyMfW0/HZltTS2W086ZNMTHZVizfFCsVy4GM5767aa3K9neq4t20yV9KpYJlH9n/3UZ5KySvynGCk5SUREhGAb4lS5YwaNAgdF2nXbt29rINQghv8uTPWCPrqIWnNab8TFmXqPdkH+/OL/CkajeArylrXJ7sk+WNKhfVxD2TtbyCZ314UkE8P3lSjdxcSBNnix5Pn/ve/Bvx5G/W8bWhOMnxM7NOnTrMnTuX48ePs3jxYnr27AnAmTNnZNKuEIVA04PA3BT3f84WNL8rk0H71KmX7eOaNI3mFSra+tB08L0B9y+EhterK9/R0LO1t27Jerx+nXF/HDqaX+crN+3VxN1xrCaOuU72Qfk0tH/bplJlzNkkL2Zdp02lKtk/bj66qXpNt8mwSdPoXL2G9wIqwmx/X+5Ol+pgbuxQlLWgaZov+LTG/WuD1eG1oTjJcYIzZswY/u///o8aNWpwww030L69rZDdkiVLnK5wLIQoeFrwI7g+928CvRL4dbNveTCyZZbRGeduqVvf4U1XC3oE16d2dNBLQ8AtOYo7r7rWrE2Ev7/bNm0qVSY0SxstaDiuh+x12yW0AXdeaZ+LauIE/5+LtlmEvGL/tnRgILc3bOwymdA1jUENGrmsk1VQ7mrcFH+z2WVcCniwRSuvxlRk+XUDU2VcJ88GWvCj3owIyPy7dfXaoINeFvz7eDMkr8lxgnPHHXdw7NgxNm3axKJFV67C6NatG5988ombPYUQBUXz740W/EzGratOK+kRaBHfomk+9va6rvPToLtcjho0LFOWj3s6vuhpfp3QQkZd1UdGP1oYWqnv0DT3yUZBmHXXvfibnJ8eqhgcwvcD7nDYpvk0Qgv7ANvL31WnrjQ/tPCv0ExlHPfJYTVx3f8mCHzEddDBI9F9HRODN27qSvsqVW2PfFVV9HaVq/DGTTe7frwCUiYwkG/7DbwmycmsxD6+R2+alCvv9biKIk0zo5X61pbo27Zk/G97nmjBT6MVQiKh+XdFC37RIZYrrw3haKWm2kZ6iqE8rYNzPZJ1cERxptJ3oZJ+yVjMKwDNvxf43+ZyWPxCUhLv//cPyw8dINVipWxQEI+3asPdTZq57sNyAJU0A9K3g+aP5tcNAgai6YX395SQlsYna9cwb98ektLTiQjw575mkTzcojW6iyROWY6hkn+BtE2A2bYWSMBdaKbSztvnopq4kbYVLo+F9L22Db6NIXgUum9jp+2thsHKo4f5fdcOTiUkUCE4mDsaNaFL9Zpen3+T1bmkJH7duZ3VR49gMQxaV6rEvU2bUy0svNBiKqqUkQAp81ApS0AlgbkhWuDdaD6FW8pIpe+1XR2YvjPj77Z7xt9tSKHGlRMFXk38eicJjhBCCHH9KfCF/oQQQgghijpJcIQQQghR7EiCI4QQQohiJ8fVxIUobtKtVubs2cWP27dy5NJFQnx96V+/Efc3j6RC8PUzAc9QioX79zF9WxR7zp3F3+xD37r1GNa8BTXCS+VPHxYL6/c/T8OgvwnxSUMBxxLLEO/zNJHV78mXPpRSrDx6mGnRW9h66hRmk063mrUYHtmKhmXK5ksfuYorF9XEVdpGW4mLtA2ABr432iqW+8qSGkIUNJlkLEq0VIuFh/+cw5rjx9DR7EUbTZpGkK8vMwbdRcOy5Qo5yuwZSvH84gXM27cHXdPsdaZMmoZZNzG1/yDaZVyCnOs+LBaOHulE9eDzKAWZVw1nvoKsvzSQGxuOy1MfSine+3cV30ZttleshiuXS0/qc6tHixTmt9xUE1eJ36Iuj8NpxfLQN9AC7/VG6EIUGzLJWIgc+GzjOtZm1GXKWpHaqhSJaWk89tcfWA3XxfOKip+2b2Xevj0ADkU0rUqRblh57K+5JKWn56mPDfseoXrweeBKcpP1+xvC5xBzcWee+lh66ADfRm0GuKZ6taEUzy6az+kE71c+zmk1cZW2NSO5AacVy+PfQmVeOi6EKBCS4IgSK9Vi4Ydt0S6raluV4sTleFYfO+LdwHJIKcV3UZtd1xJXistpafy5d3ee+mkaug5X472ZSc7pU6/mqY+p0VvcrpprVYpfdm7PUx85lZtq4irpB7IrB6GSfs7HKIUQV5MER5RYx+PjiE9NddvGrOtExXq3gnNOXU5L42jcJfe1xDWdLadyfxxpaUkEmK1kV6Ozov+xXPcBEH0q1mXCCbZkbXPsyTz1kWO5qSaetonsK5ZvyFtcQgi3JMERJZYnFbWVUh5VVC5MJg+OQ4Nsizm6o+tml6M3WSmVt5eU7H4neT2OXMlNNXHNg+rMmlzjIURBkgRHlFjVw8KpEOy+sq9VKTpWq+6liHInyNeXZuXKu00OLMqgQ9XcH4fZ7Et8up/bJEfT4HhK3paj71StRrYJWydv/z5yU03c7yayO0VF1orlQoh8JwmOKLFMus6jLdu4vl/TaFa+Ai0rVPJiVLnzaKu2Lk/tmDSNyiGh9KhVO0997Em61eUpKqXAUFC/Rt6uonqoZSuXx6FrGiF+fgxq6LyOU0HJTTVxLXAo9oKGztpjlquohChgkuCIEm1Y8xYMbWqrEp05cpA5ElItLJwpt9yG5sEpoMLWt249nmt3I3DlODLfXksHBDKt/yB8TB6cNnGjfYOxRF+0jdBk5iBKZXwBW5NfIjywYp76aFOpCu/c3AMNx1NvGhDk48O0/rcT6ueXpz5yI6fVxDVzLbTwCRltsr7M6oAvWqnP0UyVCzJkIUo8WQdHCGBzbAwzd2zn4IULhPr50a9+A26pWw9/s09hh5Yju86e4ecd29h99gwBZh9616nLgAaNCPb1zbc+oo78SEj6FMr7X8CiTBxKrEvFiu9RKbxBvvVx6OIFft6+jahTJ/E1mbi5Zi3uaNiEUgEB+dZHTuWmmriyxqKSZkLaekBD87sxo2J5ee8GL0QxINXEsyEJjhBCCHH9kYX+hBBCCFHiSYIjhBBCiGJHEhwhhBBCFDuy0pQQRdTxuDimbd3C/H17SbakUzeiDPc1j+TWuvUx5dNidycvxzN9axTz9u4hMT2NmqUiGNq0OQMaNHK6oJ5SiiWHDvD91ih2nTmDj8lErzp1eaB5C2pHlM6XmHJDGRcg6SdU0mxQcWCqjBY4GAJuR9P8Cy0uIYoCpRSkLkEl/gCW3aD5gX9PtMD70cy1Cju8AiOTjIUogjadjGHY3N9Js1rtRSczq4T3rl2XT/vcmuckZ/uZ0wyd/StJ6enX9HFT9Rp8eesAfLNcWq6U4rUVy5ixY9s1Fct1TePLWwfQpUbNPMWUG8pyDHXhHjDOc22l7yZoEd87rFEjREmilIGKGw0ps7GdtMn8GzEBJrRSU9D8OhZegDkgk4yFuM6lWiw8+tdcUrMkN3ClSvjig/v5fmtUnvqwGAaP/TmXxCzJTdY+Vh89ypebHWslzd2zmxk7tjm0A9tqzxbD4MkF84hLSclTXDmllEJdegaMCziv9L0TdflDr8YkRJGSPDsjuQHHvxErkI669BTKSCiEwAqeJDhCFDHz9+/lUkqKyxV9Fbaq23kZfF1++CCnEhPc9KH4fmsU6dYrBSO/i96M5qJkgcKWmP2+e2euY8qV9G1g2YnrwpYGJM9CGZe9GZUQRYZKmobrUiMKVDIkz/VeQF4kCY4QRUzUqdhsC0rGXI7nfHJygfZxITmZk5dtiYHVMNh59gzKTc1yTdOI8nal7/Rosq8TlQaWPV4IRoiiRalUsOwDN3+3oKHS8zYiXFRJgiNEEeNJdXAAcx6qnHveh+0lQtNcjd1c9bjervTt8UuYXE8hSiJP/mo13BeGvX5JgiNEEdOxWnUshuHyfg2oX7oMYX65vzqoY9Xs+6gaGkbFkBDANvm4fZWqbhMjozAqr/vdiPtPp4AWDD55q3IuxPVI03zBpzXu3+qtaH4dvBWSV0mCI0QR07VGLaqHhbtMJhTweOu2eSoC2q5KVRqWKeu2j8datbEXHgVbxXKrm0rfpQMC6Vevfq5jyg3NXBt8O+P6E6gGgcPQNO8X6BSiKNCCHsFxcnFWOuhlwb+PN0PyGklwhChiTLrO1P6DKBsUBFwZZM5MRka0uYH+9RvmqQ9N0/iq3wAqZ1xqmXkCKrOP4ZEtuadJM4d9Olevwauduji0y4wvzM+P6QNuL5TipFr4eDBnJlZXVfr274sWPMLrMQlRVGj+XdGCX8y4lflBQLN96eFopabaRnqKIVkHR4giKjEtjXn79rBg/14S09KpX6YMQ5o2p0m5/KtEnZyezl/79/LXvj1cTk2jTkQE9zRpRouKlVzus//8eX7esZVtp0/hbzbTvVYdbm/YiNA8nDLLK6XSIGUZKuUP23o4pmpoAXeAb/s8jXQJUVyo9L2o5JmQvhM0fzS/7hAwEE0PKezQPCbVxLMhCY4QQhQvhmGQlpZW2GGIfODr64vu4mKFnL5/y6UFQgghrltpaWkcPnwYw82keXH90HWdmjVr4uub99NmkuAIIYS4LimliI2NxWQyUbVqVZef/MX1wTAMTp48SWxsLNWqVcvz6WVJcIQQQlyXLBYLSUlJVKpUicDAwMIOR+SDsmXLcvLkSSwWCz4+ebtoQRIc4VUqfRcqcTqkrgCs4BOJFjQMza9TvvWx7/w5pkVvYemhA6RbDZqWL8/w5i25uWat62rCaU6riRtKsXD/PqZvi2LPubP4m33oW7cew5q3oEZ4Kad9KGssKukHSP4TVBKYaqAFDoGA29A0eXnIKi7pDLuOTaSKz1LCfJM4nxrCaWtfmtUcSaBvWGGH5zFlJEHyb6ikmWCcBr2UbUJ24D1oenhhh5cj1oxSIvlxOkMUDZm/S6vVmucEp1AnGY8dO5bZs2ezZ88eAgICuPHGGxk3bhz167teS2PlypV07dr1mu27d++mQYMG2fYpk4wLj0r+CxX3f9guUcysHWSyfR/0GHrIC3nuY9mhAzy54E+UUvY1W0yahlUp7msWyZs33XxdJDk5rSZuKMXzixcwb9+eayp9m3UTU/sPol2Vqg59qPQdqAv322rR2H8fGdWGfTujlfqi2F4+mlOn4w5gPT+YsgGX0VFoGhgZr5xHE8tSutIswgMrFG6QHlBGHOrC0Izl++HKIok66BXQSs9AM1UsrPByLCUlhcOHD1OzZk38/QvvKj6Rf9z9Tq+rauKrVq1ixIgRrFu3jqVLl2KxWOjZsyeJiYnZ7rt3715iY2PtX3Xr1vVCxCK3lPUkKu5FbAtOZS2MmPF94peo1JV56uN8UhJPL/wLq2E4LEiX+f0P26KZv39vnvrwhtxUE/9p+1bm7dvj0A5sx55uWHnsr7kkpafbtytlQV18wjZq4/D7yJiomfYPJH6dvwd2HTt76knK+F/GpNmSGwBds31VDTzH/iPPFmp8nlLxb4PlAPZq63YGGKdRl/L+IUOIoqJQE5xFixYxfPhwGjduTPPmzZk6dSrHjh1j8+bN2e5brlw5KlSoYP8ymYpnLY3iQiX9gvsl9U22U1d58NuuHaQbhstedE1javSWPPXhDTmtJq6U4ruozS6rzhhKcTktjT/37r6yMfVv2+kJlyucKlTSDyiV7uL+kuPIuU00CjuCWXf++zDriubhUZxLOOblyHJGWc9DygJcV163QvomVPo+F/eLvNI0jblz5xZ2GCVGkZpyHhcXB0BERES2bVu0aEHFihXp1q0bK1ascNkuNTWV+Ph4hy9RCNK34PrNFGwvrnlLPqJOncTdGVdDKbaePuW2TVGQ02ril9PSOBp3yX36qOlsORVrv63St5LtFDzjAlhj3bcpAc5c+jfbNmZdEXPhPy9EkweWnbhObrJIjy7oSIqtU6dO8fTTT1OrVi38/PyoWrUq/fr1Y/ny5YUdWolUZBIcpRTPP/88HTt2pEmTJi7bVaxYka+++opZs2Yxe/Zs6tevT7du3Vi9erXT9mPHjiUsLMz+VbVqVaftREHzZIQtb6Nwupb901m/Dubf5LSauCftNbgqafLwT1+TkVHNw5+BXuSv2fD0d1nUj6NoOnLkCK1ateLvv//mgw8+YPv27SxatIiuXbsyYoSUCykMRSbBeeqpp9i2bRszZsxw265+/fo88sgjtGzZkvbt2/PFF19wyy23MH78eKftR40aRVxcnP3r+PHjBRG+yIbtKil3b8Qm8M3blVSdqlXPZhRDo0PVvK+tUNByWk08yNeXZuXKu03eLMqgQ9Urlb413w6AxU0UGpiqgn79TDgtKFXK9LJPKHYlxWqiRrlrL34oUnyaA9lNxNXAr503oil2nnzySTRNY8OGDdxxxx3Uq1ePxo0b8/zzz7Nu3Tqn+7z88svUq1ePwMBAatWqxeuvv056lrlyW7dupWvXroSEhBAaGkqrVq3YtGkTAEePHqVfv36UKlWKoKAgGjduzIIFC+z77tq1i759+xIcHEz58uW57777OHfunP3+33//naZNmxIQEEDp0qXp3r27R/NfrydFIsF5+umnmTdvHitWrKBKlSo53r9du3bs37/f6X1+fn6EhoY6fIlCEDAItEBcP+UMtKAH8tRF//oNKeXv7/KN3qoUj7Rsk6c+vCE31cQfbdXW5Zwdk6ZROSSUHrVqX9noewOYG+D6U71CC3oEzYNRseKuYlg9oi81x2o4/30YCrbGdyXEv7SXI8sZTQ+GwHtw/UFDB79eaCbXdciEcxcuXGDRokWMGDGCoIwiuVmFh4c73S8kJIRp06axa9cuJk6cyNdff80nn3xiv3/IkCFUqVKFjRs3snnzZl555RX7pdMjRowgNTWV1atXs337dsaNG0dwcDAAsbGx3HTTTURGRrJp0yYWLVrE6dOnueuuu+z333PPPTz44IPs3r2blStXMmjQoCJ/+j6nCnUsUinF008/zZw5c1i5ciU1a9bM1eNERUVRsaJ80izKNL0UlPoGdfHhjCt3Mv+QTIBCC30Xzbd5nvoI8vVl2oA7uH/O78SnplzpIeOy6Tduupkbq1bLUx/ekFlN/N7Zv3IqIQEN208r83J3Z9XE+9atx3MXb+STdf/Z22W+jZUOCGRa/0H4ZJmIr2kalJpiu0zcegyu9AJYIXAYBNztleO9HtSvOYX9R++iQdhxLIaGWVf2/7dfakCruh8Vdoge0UJeQFmP2iaZZ/6uM5cG8GmGFvZe4QZ4nTpw4ABKKY+WKsnqtddes39fo0YNXnjhBX755RdeeuklAI4dO8aLL75of9ysVwsfO3aM22+/naZNmwJQq1Yt+32TJ0+mZcuWvPfeld/nd999R9WqVdm3bx8JCQlYLBYGDRpE9eq2kd3MxylOCjXBGTFiBD///DN//PEHISEhnDp1CoCwsDACAgIA2ymmmJgYpk+3XWEzYcIEatSoQePGjUlLS+PHH39k1qxZzJo1q9COQ3hG820FZZdD0u+o1FWABXxaoAXeg2aunu3+nmharjwrhz3E77t3svzQQVKtFppXqMiQJs2oHVG0P2FnVSO8FEuHPpCjauJPt21Pt5q1+XnHNnafPUOA2YfedeoyoEEjgp0shKaZKkGZPyF5ASplAah4MNVGCxyM5htZwEd4fQnxL029OguJPj4DkucQZIrjsrUMvkF307z+QHT9+pirpGm+EP4FpP2HSvoNjBjQy6IFDAC/brK4Yy5ljnzk9PT377//zoQJEzhw4IA96ch6luH555/n4Ycf5ocffqB79+7ceeed1K5tG4kdOXIkTzzxBEuWLKF79+7cfvvtNGvWDIDNmzezYsUK+4hOVgcPHqRnz55069aNpk2b0qtXL3r27Mkdd9xBqVLOFwS9bqlCxJXFGBy+pk6dam8zbNgwddNNN9lvjxs3TtWuXVv5+/urUqVKqY4dO6r58+d73GdcXJwCVFxcXD4eiRBCCG9LTk5Wu3btUsnJyYUax/nz55Wmaeq9995z2w5Qc+bMUUoptXbtWmUymdQ777yjNm7cqPbt26fefvttFRYW5rDP3r171ccff6x69OihfH191ezZs+33HTt2TE2ePFkNHDhQ+fj4qEmTJimllOrdu7caNGiQ2r9//zVfCQkJSimlDMNQ//77rxozZoxq2rSpKlu2rDp06FD+/VByyd3vNKfv34Wa4BQGSXCEEKJ4KCoJjlK2pKJy5cr2BCKrixcvKqUcE5zx48erWrVqObR76KGHrklwsho8eLDq16+f0/teeeUV1bRpU6WUUqNHj1b169dX6enpHsVusVhU5cqV1UcffeRR+4KUnwmOzCAUQggh8uiLL77AarXStm1bZs2axf79+9m9ezeTJk2iffv217SvU6cOx44dY+bMmRw8eJBJkyYxZ84c+/3Jyck89dRTrFy5kqNHj7JmzRo2btxIw4a2+XfPPvssixcv5vDhw2zZsoW///7bft+IESO4cOEC99xzDxs2bODQoUMsWbKEBx98EKvVyvr163nvvffYtGkTx44dY/bs2Zw9e9a+f3EhJ1yFEEKIPKpZsyZbtmzh3Xff5YUXXiA2NpayZcvSqlUrJk+efE37/v3789xzz/HUU0+RmprKLbfcwuuvv86bb74JgMlk4vz589x///2cPn2aMmXKMGjQIN566y3AVoxyxIgRnDhxgtDQUHr37m2/AqtSpUqsWbOGl19+mV69epGamkr16tXp3bs3uq4TGhrK6tWrmTBhAvHx8VSvXp2PPvqIPn36eO3n5Q2FWmyzMEixzcK16+wZpkZvYcXhQ1iUQYsKFXkgshWdq9co7NCKnA0nTvD2PyvYc/YsBoogHx8GNmjEa5264GuWzyZCSLHN4ic/i23Kq6Twmj/37eG5xQtstcQz8up/jx1l1dEjPNG6LS/emLeF/oqTH7dFM2al4/Luienp/Lh9K0sPHWTVsIckyRFCCDdkDo7wipjL8Ty/eAGGUk4rfU/etIEVRw4VVnhFSnxKCm+sdF275nRiAk8v+suLEQkhxPVHEhzhFTN3bMu2jMK066DStze8v2a1258VwN+HD2G4KecghBAlnSQ4wis2x550WUoAbCM5m2NPejGiosuTn4NVKQ5cvOCFaIQQ4vokCY7wCk8qXpuk7hHgecVzP9P1sXquEEIUBnlHEV7RuXoN97XENU2upMrQrWatbNv4mkxUDQ3zQjRCCHF9kgRHeMUdDZsQ6OPrcnTCUIqHWrTyclRF08i27THr7v8072rUBD2bNkIIUZLJK6TwilIBAUztP4gAsw9alrEck6ahaxrvd+9FZAWpCA/gazYz9bZBLpPBVhUr8XbX7l6OSgghri+ykIbwmtaVKrNy2EP8tmsHK48cxmIYtKxYkXubNqdGeDGrYptHHapVZ+2Dj/Lev6tZeeQw6VYrFYKDebptO/o3aFTY4QkhRJEnCY7wqtKBgTzeui2Pt25b2KEUeWWDgvmkV9/CDkOIYs9qtbLjnz2cj71I6YqlaNKpASaZxH/dkwRHCCFEifXP7PV88exUzp04b99WpkppnpzwAJ0G3VCIkTl35MgRatasSVRUFJGRkYUdTpEmc3CEEEKUSP/MXs/bd453SG4AzsWc5+07x/PP7PWFFJnID5LgCCGEKHGsVitfPDsVp8uGZ2yb/NxUrFZrgfT/+++/07RpUwICAihdujTdu3cnMTERgKlTp9KwYUP8/f1p0KABX3zxhX2/mjVrAtCiRQs0TaNLly4AGIbB22+/TZUqVfDz8yMyMpJFixbZ90tLS+Opp56iYsWK+Pv7U6NGDcaOHWu//+OPP6Zp06YEBQVRtWpVnnzySRISEgrk2L1FTlFdJ3as2cPsCfOJXrEDgBY3N2HgM7fQpEODQo6sYKVaLMzavZOftm/leHwcYX7+DGrYiKHNIikbGFTY4RWo43FxTNu6hfn79pJsSaduRBnuax7JrXXrY5JLxL0uLiWFH7dv5fddOzifnESF4GAGN27G4CbNCPTxKezwRA7t+GfPNSM3DhScPX6eHf/soXmXxvnad2xsLPfccw8ffPABAwcO5PLly/zzzz8opfj666954403+Oyzz2jRogVRUVE88sgjBAUFMWzYMDZs2EDbtm1ZtmwZjRs3xtfXF4CJEyfy0Ucf8eWXX9KiRQu+++47brvtNnbu3EndunWZNGkS8+bN49dff6VatWocP36c48eP22PSdZ1JkyZRo0YNDh8+zJNPPslLL73kkFxdbzSl3KyfXwzltNx6UTBn0gK+eHYqJrOO1WKrP5T5/YiJDzLg6T6FHGHBSEpP5/65v7Ml9iQaVz5o6ZpGKX9/frljMLVKRRRmiAVm08kYhs39nTSr1V6QVNc0DKXoXbsun/a5VZIcL4q9fJm7fp9JbMJle8mRzIv465Yuw8zb7yLcP6DwAiyhUlJSOHz4MDVr1sTf3z9H+/4941/GDpmYbbtRPz3Dzfd0zG2ITm3ZsoVWrVpx5MgRqlev7nBftWrVGDduHPfcc4992zvvvMOCBQv477//XM7BqVy5MiNGjGD06NH2bW3btqVNmzZ8/vnnjBw5kp07d7Js2TI0D1ZL/+2333jiiSc4d+5c3g84B9z9TnP6/i2vkEXc/i2HbMOoYE9usn7/+TPfsX9L8azCPf6/f4g+FQs4jiIbSnEpJYUn5s+jOObnqRYLj/41l9QsyQ1gf2NdfHA/32+NKqzwSqTnlyzgVJbkBmzPSQUcvHCeN1f+XWixidwpXdGzpSk8bZcTzZs3p1u3bjRt2pQ777yTr7/+mosXL3L27FmOHz/OQw89RHBwsP3rnXfe4eDBgy4fLz4+npMnT9KhQweH7R06dGD37t0ADB8+nOjoaOrXr8/IkSNZsmSJQ9sVK1bQo0cPKleuTEhICPfffz/nz5+3nza7HkmCU8T98dlCTGbXvyaT2cQfny9yef/1KjEtjV92bndZoNOqFPsvnGfjyRgvR1bw5u/fy6WUFJfHroCp0VuKZXJXFO0/f571MSccks2srEoxf/9eziZdv28EJVGTTg0oU6U0LmvIaFC2ammadMr/aQAmk4mlS5eycOFCGjVqxKeffkr9+vU5dMj2YfXrr78mOjra/rVjxw7WrVuX7eNePTKjlLJva9myJYcPH+Z///sfycnJ3HXXXdxxxx0AHD16lL59+9KkSRNmzZrF5s2b+fzzzwFIT0/Pz0P3Kklwirjt/+xxGLm5mtViZfvq3V6MyDsOXDhPssXito2uaUSdKn4VyKNOxWZbqiHmcjznk5O9FFHJ5slzzKoUO86c9kI0Ir+YTCaenPCA7cbVSU7G7Sc+eaDA1sPRNI0OHTrw1ltvERUVha+vL2vWrKFy5cocOnSIOnXqOHxlTi7OnHOTdfJzaGgolSpV4t9//3Xo47///qNhw4YO7e6++26+/vprfvnlF2bNmsWFCxfYtGkTFouFjz76iHbt2lGvXj1Onrz+X1tlknERp7sZvclk8il+C1J5WmepOFYg96TyOoBZ96ydyBtP5zqZi+FzsbjrNOgGxvz2f9esg1O2Smme+KTg1sFZv349y5cvp2fPnpQrV47169dz9uxZGjZsyJtvvsnIkSMJDQ2lT58+pKamsmnTJi5evMjzzz9PuXLlCAgIYNGiRVSpUgV/f3/CwsJ48cUXeeONN6hduzaRkZFMnTqV6OhofvrpJwA++eQTKlasSGRkJLqu89tvv1GhQgXCw8OpXbs2FouFTz/9lH79+rFmzRqmTJlSIMfuTZLgFHE39GnByQOnMKzOR3F0k07bPi28HFXBq1+6DOH+/lxKSXHZxlCKDtWqu7z/etWxWnWmb4t2eb8G1CtdhjC/nE2qFLnTrkpVh0nuzviZzFJL7TrVadAN3Ni/tVdXMg4NDWX16tVMmDCB+Ph4qlevzkcffUSfPrYLRgIDA/nwww956aWXCAoKomnTpjz77LMAmM1mJk2axNtvv82YMWPo1KkTK1euZOTIkcTHx/PCCy9w5swZGjVqxLx586hbty4AwcHBjBs3jv3792MymWjTpg0LFixA13UiIyP5+OOPGTduHKNGjaJz586MHTuW+++/v8B+Bt4gV1EVcTEHYnm48XNYLNZrX2E1MPuY+XbnJ1SqXaFQ4itIn29cx0dr1zi9z6RptK1chZ8G3eXlqAqe1TDo/sNUTsTHuZz38UmvvvSv39DpfSL/Pb3wTxYe2O90XpQGPBDZitc6d/F6XCVdXq6iEkWTXEVVglSuU5Exv/8fZh8zuunKr0s36Zh9zIz57YVimdwAPN6qLQMzCktmnrbJrLBdJ6I0k3rfWmixFSSTrjO1/yDKBtnW+ck8EZX5MxjR5gZJbrzsvZt72kdoMp+Dmb+PrjVq8VKHToUWmxDCORnBuU6cPXGe+V8tZevKnQBEdm1C30e6U7ZK6UKOrGAppVgfc4Jfdm7nyKWLRAQE0L9+Q3rXqYdvMS+Gl5iWxrx9e1iwfy+JaenUL1OGIU2b06Rc+cIOrUSyGAbLDx9k1u6dnE1MpHJIKHc1bkrHatXtSY/wLhnBKX7ycwRHEhwhhBDXJUlwih85RSWEEEII4YYkOEIIIYQodiTBEUIIIUSxI+vgCCGKFMMw2H7iV0j6geqBR7EoEweTmlG2zJPUKts+3/r599hRpkVvYVNsDCZN46bqNXmgRSuayiRuIYoFSXCEEEWGYRis3/s0N5RaisWsYdZt10CE+myA9A1sOfwKLWs+kOd+Jq7/j4nr12LSNPtaQ3/u28Mfe3fzYY/eDGrYOM99CCEKl5yiEkIUGVuP/cgNpZYC2JObzO91TdHYbxxn4w/nqY81x48ycf1aAIeFFK1KoYCXly3m6KVLeepDCFH4JMERQhQZPqk/YjGcrymja6BrigMn81YjZ1r0lmzrfc3YsTVPfYjri9UwWHfiOPP27mbdieNYDdcFjq9XR44cQdM0oqOji+TjFQQ5RSWEKDJqBx93GLm5mo4ikB156mNz7EmXJTDANpKz4WRMnvoQ149FB/bz9uq/OZWQYN9WITiYMZ1vpneduoUYWf6qWrUqsbGxlClTprBD8RoZwRFCFBmGcj+yogBD5W0Fa09WHZbK4CXDogP7GbFgnkNyA3A6IYERC+ax6MD+Qoos59LT093ebzKZqFChAmZz0RnXSEtLK9DHl79iIUSRsfdyfZenqDKlmm7IUx9dqtd0e4pK1zRuqlEjT32Ios9qGLy9+m+nVeIzt/1v9YoCOV315ZdfUrlyZYyrHvu2225j2LBhAPz555+0atUKf39/atWqxVtvvYXFYrG31TSNKVOm0L9/f4KCgnjnnXe4ePEiQ4YMoWzZsgQEBFC3bl2mTp0KOD+ltHPnTm655RZCQ0MJCQmhU6dOHDx4ELBN+H/77bepUqUKfn5+REZGsmjRIrfHtWrVKtq2bYufnx8VK1bklVdecYi5S5cuPPXUUzz//POUKVOGHj165OnnmB1JcIQQRYZ/2KPomvPTR1ZDIyHdj0bVHstTHw9EtnT6pga25MbfbOauxk3z1Ico+jaejLlm5CYrBcQmXGZjAZyuvPPOOzl37hwrVqywb7t48SKLFy9myJAhLF68mKFDhzJy5Eh27drFl19+ybRp03j33XcdHueNN96gf//+bN++nQcffJDXX3+dXbt2sXDhQnbv3s3kyZNdnpKKiYmhc+fO+Pv78/fff7N582YefPBBe0IyceJEPvroI8aPH8+2bdvo1asXt912G/v3Ox/ViomJoW/fvrRp04atW7cyefJkvv32W9555x2Hdt9//z1ms5k1a9bw5Zdf5uXHmK2iM1YlhCjxGlXqw/r9u2gV/CWGsl0mrpTtzSbJ6sNp3wnU98/bHILG5cozvkcfXly6ELhyJVVmcvNNv4GUDQzK66GIIu5MouvkJjftciIiIoLevXvz888/061bNwB+++03IiIi6NatG127duWVV16xj+bUqlWL//3vf7z00ku88cYb9se59957efDBB+23jx07RosWLWjdujUANdyMRH7++eeEhYUxc+ZMfHx8AKhXr579/vHjx/Pyyy8zePBgAMaNG8eKFSuYMGECn3/++TWP98UXX1C1alU+++wzNE2jQYMGnDx5kpdffpkxY8ag67bxlDp16vDBBx/k5seWY5LgCCGKlBvqvsCx892IOfMV4foerJi5zI00rPIY9YMq5ksfAxo0pGXFivy8YxubYmIw6zqdqtfg7sZNKRMYmC99iKKtXFBwvrbLqSFDhvDoo4/yxRdf4Ofnx08//cTgwYMxmUxs3ryZjRs3OozYWK1WUlJSSEpKIjDjOZqZyGR64oknuP3229myZQs9e/ZkwIAB3HjjjU77j46OplOnTvbkJqv4+HhOnjxJhw4dHLZ36NCBrVudX2G4e/du2rdvj5bl9G+HDh1ISEjgxIkTVKtWzWnMBUkSHCFEkVOtdCTVSn9RsH2EhfNKh84F2ocoutpUqkyF4GBOJyQ4PWWpARWCQ2hTqXKB9N+vXz8Mw2D+/Pm0adOGf/75h48//hiwzX956623GDRo0DX7Za2wHRTkONLYp08fjh49yvz581m2bBndunVjxIgRjB8//prHCQgIyDZG7aq5akqpa7a5u09ljI5m3X51zAVJ5uAIIYQocUy6zpjONwO2ZCarzNuvd+6KSS+Yt8mAgAAGDRrETz/9xIwZM6hXrx6tWrUCoGXLluzdu5c6depc86VnE0/ZsmUZPnw4P/74IxMmTOCrr75y2q5Zs2b8888/Tq++Cg0NpVKlSvz7778O2//77z8aNmzo9PEaNWrEf//9Z09qMtuHhIRQuXLBJInZkQRHCCFEidS7Tl0+73sb5YMdT0NVCA7h8763Ffg6OEOGDGH+/Pl89913DB061L59zJgxTJ8+nTfffJOdO3eye/dufvnlF1577TW3jzdmzBj++OMPDhw4wM6dO/nrr79cJiRPPfUU8fHxDB48mE2bNrF//35++OEH9u7dC8CLL77IuHHj+OWXX9i7dy+vvPIK0dHRPPPMM04f78knn+T48eM8/fTT7Nmzhz/++IM33niD559/PtukrKDIKSohhBAlVu86delRqzYbT8ZwJjGBckHBtKlUucBGbrK6+eabiYiIYO/evdx777327b169eKvv/7i7bff5oMPPsDHx4cGDRrw8MMPu308X19fRo0axZEjRwgICKBTp07MnDnTadvSpUvz999/8+KLL3LTTTdhMpmIjIy0z7sZOXIk8fHxvPDCC5w5c4ZGjRoxb9486tZ1nvRVrlyZBQsW8OKLL9K8eXMiIiJ46KGHsk3KCpKmlJslPYuh+Ph4wsLCiIuLIzQ0tLDDEUIIkUspKSkcPnyYmjVrOsxNEdcvd7/TnL5/yykqIYQQQhQ7kuAIIYQQotiRBEcIIYQQxY4kOEIIIYQodiTBEUIIIUSxIwmOEEIIIYodSXCEEEIIUexIgiOEEEKIYkcSHCGEEEIUO5LgCCGEKNGUsqJS16OS/7L9r6yFGs+bb75JZGRknh9n5cqVaJrGpUuXPN5n+PDhDBgwIM99FwVSqkEIIcR1KT9KNaiUxaj4d8E4dWWjXgEt9FU0/175FGnOJCQkkJqaSunSpfP0OGlpaVy4cIHy5cujaVfXTHcuLi4OpRTh4eF56ju3pFSDEEIIkUcqZTHq0kjH5AbAOI26NBKVsrhQ4goODnab3KSlpXn0OL6+vlSoUMHj5AYgLCys0JKb/CYJjhBCiBJHKatt5AZnJzFs21T8ewVyuurLL7+kcuXKGIbhsP22225j2LBh15yiyjxtNHbsWCpVqkS9evUA+O+//4iMjMTf35/WrVszd+5cNE0jOjoauPYU1bRp0wgPD2fx4sU0bNiQ4OBgevfuTWxs7DV9ZTIMg3HjxlGnTh38/PyoVq0a7777rv3+l19+mXr16hEYGEitWrV4/fXXSU9Pz98fWC6ZCzsAIdxJtViYtXsnP23fyvH4OML8/BnUsBFDm0VSNjCosMMTQlyv0jZdO3LjQIERa2vnd0O+dn3nnXcycuRIVqxYQbdu3QC4ePEiixcv5s8//+S///67Zp/ly5cTGhrK0qVLUUpx+fJl+vXrR9++ffn55585evQozz77bLZ9JyUlMX78eH744Qd0XWfo0KH83//9Hz/99JPT9qNGjeLrr7/mk08+oWPHjsTGxrJnzx77/SEhIUybNo1KlSqxfft2HnnkEUJCQnjppZdy98PJR4U6gjN27FjatGlDSEgI5cqVY8CAAezduzfb/VatWkWrVq3w9/enVq1aTJkyxQvRCm9LSk9nyJzfeG3FMvacO0tCWhoxl+P5fON6+v70PYcuXijsEIUQ1yvjbP62y4GIiAh69+7Nzz//bN/222+/ERERYU94rhYUFMQ333xD48aNadKkCT/99BOapvH111/TqFEj+vTpw4svvpht3+np6UyZMoXWrVvTsmVLnnrqKZYvX+607eXLl5k4cSIffPABw4YNo3bt2nTs2JGHH37Y3ua1117jxhtvpEaNGvTr148XXniBX3/9NYc/kYJRqAnOqlWrGDFiBOvWrWPp0qVYLBZ69uxJYmKiy30OHz5M37596dSpE1FRUYwePZqRI0cya9YsL0YuvGH8f/8Qfco2dJp1ENlQikspKTwxfx4lbI68ECK/6GXzt10ODRkyhFmzZpGamgrATz/9xODBgzGZTE7bN23aFF9fX/vtvXv30qxZM4eJuG3bts2238DAQGrXrm2/XbFiRc6cOeO07e7du0lNTXWZdAH8/vvvdOzYkQoVKhAcHMzrr7/OsWPHso3DGwr1FNWiRYscbk+dOpVy5cqxefNmOnfu7HSfKVOmUK1aNSZMmABAw4YN2bRpE+PHj+f2228v6JCFlySmpfHLzu0YLhIYq1Lsv3CejSdjaFu5ipejE0Jc93xbg14BjNM4n4ej2e73bV0g3ffr1w/DMJg/fz5t2rThn3/+4eOPP3bZPijI8ZS8UuqaycOefODz8fFxuK1pmsv9AgIC3D7WunXrGDx4MG+99Ra9evUiLCyMmTNn8tFHH2UbhzcUqUnGcXFxgG34zpW1a9fSs2dPh229evVi06ZNTic2paamEh8f7/Alir4DF86TbLG4baNrGlGnTnopIiFEcaJpJrTQVzNvXX2v7d/Q0Wia8xGVvAoICGDQoEH89NNPzJgxg3r16tGqVSuP92/QoAHbtm2zjwABbNq0KV9jrFu3LgEBAS5PYa1Zs4bq1avz6quv0rp1a+rWrcvRo0fzNYa8KDIJjlKK559/no4dO9KkSROX7U6dOkX58uUdtpUvXx6LxcK5c+euaT927FjCwsLsX1WrVs332EX+03XPnpomrcg8hYUQ1xnNvxda+CTQHd9T0CughU8q8HVwhgwZwvz58/nuu+8YOnRojva99957MQyDRx99lN27d7N48WLGjx8PkKPLwt3x9/fn5Zdf5qWXXmL69OkcPHiQdevW8e233wJQp04djh07xsyZMzl48CCTJk1izpw5+dJ3figy7w5PPfUU27ZtY8aMGdm2dTUs5+yXOmrUKOLi4uxfx48fz5+ARYGqX7oM4dks3GUoxf+3d+9BUZ3nH8C/C7sI2AUFAVeRWyBiFJWKF1RKUxNJ1YwtibdURyU6YUSDNBd0UMRmlNj8tDGJ0UENBG/RUYma1qpJRI1RA0QSRbmMQLRGBjUYsVgReH5/ZNi4wsICu1zOfj8zjJ73vO85z8MzTp6cc/bsGC/vdoqIiJRIZR8BldtxqHpug8p53S9/un3ZLi/5+8Mf/gAXFxcUFBTgpZdeatFaJycnHDp0CLm5uRg6dCgSEhKQmJgIAK1+6WFjli9fjtdeew2JiYkYMGAApk2bpn9mZ/LkyYiLi8PChQsxdOhQfP3111i+fLnZzt1WneJNxosWLcKnn36KkydPwtfXt8m5v/vd7xAcHIz169frxzIyMjB16lRUVVU1uL/4OL7JuOvYkHUWa8+cbnSfrUqFEX09sSNyajtHRUSdhTneZKwkO3bswNy5c/Hzzz83+/xMZ2XONxl36EPGIoJFixYhIyMDmZmZzTY3ABAaGopDhw4ZjB09ehQhISHNNjfUtUQPG4Hiigpk5F+CrUqFWhHYqFSoE4G/iyvee25SR4dIRNRh0tPT4efnh759++K7775DfHw8pk6d2mWbG3Pr0AYnJiYGO3fuxIEDB6DValFW9stLl5ydnfUFWrp0Ka5fv4709HQAQHR0ND744AP89a9/xfz583HmzBls3brVpFtb1LXY2tjg/559DlOeGoTdeRdQeqcCLg4OmNx/AJ7zfxJ2Rj5OSURkDcrKypCYmIiysjLodDpMmTLF4C3D1q5Db1EZexAqNTUVc+bMAfDLa6NLS0uRmZmp33/ixAnExcUhLy8Pffr0QXx8PKKjo006J29REREpA29RKY+iblE1Jy0trcFYeHg4vv32WwtERERERErQaT5FRURE1Bqd4LMyZCbmrCUbHCIi6pLqv9agurq6gyMhc6mvpbGvrGgJfps4ERF1SWq1Go6Ojrh58yY0Go3JLwilzqmurg43b96Eo6Mj1Oq2tydscIiIqEtSqVTQ6XQoKSnpVF8RQK1nY2MDLy8vs7yNmQ0OERF1WXZ2dggICOBtKoWws7Mz25U4NjhERNSl2djY8GPi1ABvWBIREZHisMEhIiIixWGDQ0RERIpjdc/g1L9E6O7dux0cCREREZmq/r/bpr4M0OoanMrKSgBAv379OjgSIiIiaqnKyko4Ozs3O69Dv2yzI9TV1eHHH3+EVqs1y+fs29vdu3fRr18/XLt2zeq+LNRac7fWvAHmbo25W2vegPXmbmreIoLKykr06dPHpI+SW90VHBsbG3h6enZ0GG3m5ORkVf8AHmWtuVtr3gBzt8bcrTVvwHpzNyVvU67c1ONDxkRERKQ4bHCIiIhIcdjgdDHdunXDihUr0K1bt44Opd1Za+7WmjfA3K0xd2vNG7De3C2Vt9U9ZExERETKxys4REREpDhscIiIiEhx2OAQERGR4rDBISIiIsVhg9OJJScnQ6VSYfHixUbnZGZmQqVSNfjJz89vv0DNICkpqUEOvXv3bnLNiRMnMGzYMNjb28PPzw+bNm1qp2jNp6V5K6Xe9a5fv46ZM2fC1dUVjo6OGDp0KHJycppco4S6tzRvpdTdx8en0TxiYmKMrlFCvYGW566UmtfU1GDZsmXw9fWFg4MD/Pz88Le//Q11dXVNrjNH3a3uTcZdRVZWFlJSUjB48GCT5hcUFBi8AdLNzc1SoVnMwIED8fnnn+u3bW1tjc4tKSnBhAkTMH/+fGzfvh2nT5/GggUL4ObmhhdeeKE9wjWbluRdTwn1rqiowJgxY/D000/j8OHDcHd3x5UrV9CjRw+ja5RQ99bkXa+r1z0rKwu1tbX67YsXL+LZZ5/FlClTGp2vhHrXa2nu9bp6zdesWYNNmzbh448/xsCBA5GdnY25c+fC2dkZsbGxja4xW92FOp3KykoJCAiQY8eOSXh4uMTGxhqde/z4cQEgFRUV7RafJaxYsUKGDBli8vw333xTAgMDDcZeeeUVGTVqlJkjs6yW5q2UeouIxMfHy9ixY1u0Rgl1b03eSqr7o2JjY+WJJ56Qurq6Rvcrod7GNJe7Umo+ceJEiYqKMhiLjIyUmTNnGl1jrrrzFlUnFBMTg4kTJ+KZZ54xeU1wcDB0Oh3GjRuH48ePWzA6yykqKkKfPn3g6+uL6dOno7i42OjcM2fOYPz48QZjERERyM7OxsOHDy0dqlm1JO96Sqj3wYMHERISgilTpsDd3R3BwcHYvHlzk2uUUPfW5F1PCXWvV11dje3btyMqKsroFx8rod6NMSX3el295mPHjsUXX3yBwsJCAMB3332Hr776ChMmTDC6xlx1Z4PTyXzyySf49ttvkZycbNJ8nU6HlJQU7Nu3D/v370f//v0xbtw4nDx50sKRmtfIkSORnp6OI0eOYPPmzSgrK8Po0aNx+/btRueXlZXBw8PDYMzDwwM1NTW4detWe4RsFi3NWyn1BoDi4mJs3LgRAQEBOHLkCKKjo/Hqq68iPT3d6Bol1L01eSup7vU+/fRT3LlzB3PmzDE6Rwn1bowpuSul5vHx8ZgxYwYCAwOh0WgQHByMxYsXY8aMGUbXmK3uLbreQxZ19epVcXd3l9zcXP1Yc7eoGjNp0iR5/vnnzRxd+7p37554eHjI2rVrG90fEBAgq1evNhj76quvBIDcuHGjPUK0iObybkxXrbdGo5HQ0FCDsUWLFjV5GVoJdW9N3o3pqnWvN378eJk0aVKTc5RQ78aYkntjumLNd+3aJZ6enrJr1y75/vvvJT09XVxcXCQtLc3oGnPVnVdwOpGcnByUl5dj2LBhUKvVUKvVOHHiBN577z2o1WqDB9SaMmrUKBQVFVk4Wsvq3r07goKCjObRu3dvlJWVGYyVl5dDrVbD1dW1PUK0iObybkxXrbdOp8NTTz1lMDZgwABcvXrV6Bol1L01eTemq9YdAH744Qd8/vnnmDdvXpPzlFDvx5mae2O6Ys3feOMNLFmyBNOnT0dQUBBmzZqFuLi4Ju9SmKvubHA6kXHjxuHChQvIzc3V/4SEhOAvf/kLcnNzTfp0DQCcP38eOp3OwtFa1oMHD3D58mWjeYSGhuLYsWMGY0ePHkVISAg0Gk17hGgRzeXdmK5a7zFjxqCgoMBgrLCwEN7e3kbXKKHurcm7MV217gCQmpoKd3d3TJw4scl5Sqj340zNvTFdseZVVVWwsTFsNWxtbZv8mLjZ6t7q607ULh6/RbVkyRKZNWuWfvsf//iHZGRkSGFhoVy8eFGWLFkiAGTfvn0dEG3rvfbaa5KZmSnFxcVy9uxZmTRpkmi1WiktLRWRhnkXFxeLo6OjxMXFyaVLl2Tr1q2i0Whk7969HZVCq7Q0b6XUW0Tkm2++EbVaLatWrZKioiLZsWOHODo6yvbt2/VzlFj31uStpLrX1taKl5eXxMfHN9inxHo/qiW5K6Xms2fPlr59+8pnn30mJSUlsn//funVq5e8+eab+jmWqjsbnE7u8QZn9uzZEh4ert9es2aNPPHEE2Jvby89e/aUsWPHyj//+c/2D7SNpk2bJjqdTjQajfTp00ciIyMlLy9Pv//xvEVEMjMzJTg4WOzs7MTHx0c2btzYzlG3XUvzVkq96x06dEgGDRok3bp1k8DAQElJSTHYr9S6tzRvJdX9yJEjAkAKCgoa7FNqveu1JHel1Pzu3bsSGxsrXl5eYm9vL35+fpKQkCAPHjzQz7FU3VUiIqZf7yEiIiLq/PgMDhERESkOGxwiIiJSHDY4REREpDhscIiIiEhx2OAQERGR4rDBISIiIsVhg0NERESKwwaHiIiIFIcNDhFZ3Jw5c/CnP/3J6P60tDT06NGj3eJpjo+PD959990Wr7t9+zbc3d1RWlpq9pjqlZeXw83NDdevX7fYOYiUgA0OEVktczdWycnJeP755+Hj42O2Yz7O3d0ds2bNwooVKyx2DiIlYINDRGQG9+/fx9atWzFv3jyLn2vu3LnYsWMHKioqLH4uoq6KDQ6Rwu3duxdBQUFwcHCAq6srnnnmGfz3v//V709NTcWAAQNgb2+PwMBAfPjhh/p9paWlUKlU+OSTTzB69GjY29tj4MCByMzM1M+pra3Fyy+/DF9fXzg4OKB///5Yv359m+M+dOgQhg0bBnt7e/j5+WHlypWoqanR71epVNiyZQv+/Oc/w9HREQEBATh48KDBMQ4ePIiAgAA4ODjg6aefxscffwyVSoU7d+4gMzMTc+fOxc8//wyVSgWVSoWkpCT92qqqKkRFRUGr1cLLywspKSlNxnv48GGo1WqEhoYajOfl5WHixIlwcnKCVqtFWFgYrly5AuDXW3erV6+Gh4cHevTooc/zjTfegIuLCzw9PfHRRx8ZHDMoKAi9e/dGRkZGa361RNahbd8TSkSd2Y8//ihqtVrWrVsnJSUl8v3338uGDRuksrJSRERSUlJEp9PJvn37pLi4WPbt2ycuLi6SlpYmIiIlJSUCQDw9PWXv3r1y6dIlmTdvnmi1Wrl165aIiFRXV0tiYqJ88803UlxcLNu3bxdHR0fZvXu3Po7Zs2fL5MmTjcaZmpoqzs7O+u1///vf4uTkJGlpaXLlyhU5evSo+Pj4SFJSkn5OfVw7d+6UoqIiefXVV+U3v/mN3L59Wx+7RqOR119/XfLz82XXrl3St29fASAVFRXy4MEDeffdd8XJyUlu3LghN27c0P9evL29xcXFRTZs2CBFRUWSnJwsNjY2cvnyZaM5xMbGynPPPWcw9p///EdcXFwkMjJSsrKypKCgQD766CPJz8/X/160Wq3ExMRIfn6+bN26VQBIRESErFq1SgoLC+Wtt94SjUYjV69eNTj21KlTZc6cOUbjIbJ2bHCIFCwnJ0cASGlpaaP7+/XrJzt37jQYe+uttyQ0NFREfm1w3n77bf3+hw8fiqenp6xZs8boeRcsWCAvvPCCfrulDU5YWJisXr3aYM62bdtEp9PptwHIsmXL9Nv37t0TlUolhw8fFhGR+Ph4GTRokMExEhIS9A1OY+et5+3tLTNnztRv19XVibu7u2zcuNFoDpMnT5aoqCiDsaVLl4qvr69UV1c3umb27Nni7e0ttbW1+rH+/ftLWFiYfrumpka6d+8uu3btMlgbFxcnv//9743GQ2Tt1B137YiILG3IkCEYN24cgoKCEBERgfHjx+PFF19Ez549cfPmTVy7dg0vv/wy5s+fr19TU1MDZ2dng+M8ettFrVYjJCQEly9f1o9t2rQJW7ZswQ8//ID79++juroaQ4cObXXcOTk5yMrKwqpVq/RjtbW1+N///oeqqio4OjoCAAYPHqzf3717d2i1WpSXlwMACgoKMHz4cIPjjhgxwuQYHj22SqVC79699cduzP3792Fvb28wlpubi7CwMGg0GqPrBg4cCBubX58W8PDwwKBBg/Tbtra2cHV1bXBuBwcHVFVVmZwPkbVhg0OkYLa2tjh27Bi+/vprHD16FO+//z4SEhJw7tw5fZOwefNmjBw5ssG65qhUKgDAnj17EBcXh7Vr1yI0NBRarRbvvPMOzp071+q46+rqsHLlSkRGRjbY92gT8XjjoFKpUFdXBwAQEX2M9UTE5BiaOnZjevXq1eChXwcHh1adx5Rz//TTT3Bzc2v2+ETWig8ZEymcSqXCmDFjsHLlSpw/fx52dnbIyMiAh4cH+vbti+LiYvj7+xv8+Pr6Ghzj7Nmz+r/X1NQgJycHgYGBAIBTp05h9OjRWLBgAYKDg+Hv769/iLa1fvvb36KgoKBBXP7+/gZXO5oSGBiIrKwsg7Hs7GyDbTs7O9TW1rYp1nrBwcG4dOmSwdjgwYNx6tQpPHz40CzneNTFixcRHBxs9uMSKQUbHCIFO3fuHFavXo3s7GxcvXoV+/fvx82bNzFgwAAAQFJSEpKTk7F+/XoUFhbiwoULSE1Nxbp16wyOs2HDBmRkZCA/Px8xMTGoqKhAVFQUAMDf3x/Z2dk4cuQICgsLsXz58gaNRUslJiYiPT0dSUlJyMvLw+XLl7F7924sW7bM5GO88soryM/PR3x8PAoLC7Fnzx6kpaUB+PXqk4+PD+7du4cvvvgCt27datMtn4iICOTl5RlcxVm4cCHu3r2L6dOnIzs7G0VFRdi2bRsKCgpafR7gl0945eTkYPz48W06DpGSscEhUjAnJyecPHkSEyZMwJNPPolly5Zh7dq1+OMf/wgAmDdvHrZs2YK0tDQEBQUhPDwcaWlpDa7gvP3221izZg2GDBmCU6dO4cCBA+jVqxcAIDo6GpGRkZg2bRpGjhyJ27dvY8GCBW2KOyIiAp999hmOHTuG4cOHY9SoUVi3bh28vb1NPoavry/27t2L/fv3Y/Dgwdi4cSMSEhIAAN26dQMAjB49GtHR0Zg2bRrc3Nzw97//vdUxBwUFISQkBHv27NGPubq64ssvv8S9e/cQHh6OYcOGYfPmzU0+k2OKAwcOwMvLC2FhYW06DpGSqaQlN6WJyKqUlpbC19cX58+fb9NDw53FqlWrsGnTJly7ds0ix//Xv/6F119/HRcvXjT5VlprjBgxAosXL8ZLL71ksXMQdXV8yJiIFOvDDz/E8OHD4erqitOnT+Odd97BwoULLXa+CRMmoKioCNevX0e/fv0sco7y8nK8+OKLmDFjhkWOT6QUvIJDREZ19Ss4cXFx2L17N3766Sd4eXlh1qxZWLp0KdRq/r8dkdKxwSEiIiLF4UPGREREpDhscIiIiEhx2OAQERGR4rDBISIiIsVhg0NERESKwwaHiIiIFIcNDhERESkOGxwiIiJSnP8HCC8uvreH3xQAAAAASUVORK5CYII=", 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" ] @@ -203,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 839, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -212,13 +201,13 @@ "[Text(0.5, 0, 'sepal length (cm)'), Text(0, 0.5, 'sepal width (cm)')]" ] }, - "execution_count": 839, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] @@ -262,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 835, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -276,7 +265,7 @@ " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])" ] }, - "execution_count": 835, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -313,16 +302,24 @@ }, { "cell_type": "code", - "execution_count": 836, + "execution_count": 41, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/js/lzmy975n0l5bjbmr9db291m00000gn/T/ipykernel_70516/2113147933.py:17: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " newWeights[j] = percept.w[j] + update\n" + ] + }, { "data": { "text/plain": [ - "array([0.00083, 0.00029])" + "array([0.00523, 0.0001 ])" ] }, - "execution_count": 836, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -354,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 837, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -368,7 +365,7 @@ " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])" ] }, - "execution_count": 837, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -379,12 +376,42 @@ }, { "cell_type": "code", - "execution_count": 838, + "execution_count": 43, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: mlxtend in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (0.23.1)\n", + "Requirement already satisfied: scipy>=1.2.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from mlxtend) (1.11.3)\n", + "Requirement already satisfied: numpy>=1.16.2 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from mlxtend) (1.26.0)\n", + "Requirement already satisfied: pandas>=0.24.2 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from mlxtend) (2.1.1)\n", + "Requirement already satisfied: scikit-learn>=1.0.2 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from mlxtend) (1.3.1)\n", + "Requirement already satisfied: matplotlib>=3.0.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from mlxtend) (3.8.0)\n", + "Requirement already satisfied: joblib>=0.13.2 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from mlxtend) (1.3.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (1.1.1)\n", + "Requirement already satisfied: cycler>=0.10 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (0.12.0)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (4.43.1)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (1.4.5)\n", + "Requirement already satisfied: packaging>=20.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (23.2)\n", + "Requirement already satisfied: pillow>=6.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (10.0.1)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (3.1.1)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (2.8.2)\n", + "Requirement already satisfied: importlib-resources>=3.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from matplotlib>=3.0.0->mlxtend) (6.1.0)\n", + "Requirement already satisfied: pytz>=2020.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pandas>=0.24.2->mlxtend) (2023.3.post1)\n", + "Requirement already satisfied: tzdata>=2022.1 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from pandas>=0.24.2->mlxtend) (2023.3)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from scikit-learn>=1.0.2->mlxtend) (3.2.0)\n", + "Requirement already satisfied: zipp>=3.1.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib>=3.0.0->mlxtend) (3.17.0)\n", + "Requirement already satisfied: six>=1.5 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib>=3.0.0->mlxtend) (1.16.0)\n", + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -394,6 +421,7 @@ } ], "source": [ + "!pip install mlxtend\n", "from mlxtend.plotting import plot_decision_regions\n", "plot_decision_regions(simpleInputs, simpleOutputs, clf=percept)\n", "plt.title('Perceptron')\n", @@ -425,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 875, + "execution_count": 44, "id": "826eb2eb-7843-4cf4-a54b-306c5e8d2e6d", "metadata": { "editable": true, @@ -465,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 876, + "execution_count": 45, "id": "2baf91de-46dd-49d1-b06c-e09b2301d653", "metadata": { "editable": true, @@ -477,7 +505,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -524,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 877, + "execution_count": 46, "id": "2c3f8f18-a44b-4ab1-b8f0-373e72621dbd", "metadata": { "editable": true, @@ -556,7 +584,7 @@ }, { "cell_type": "code", - "execution_count": 878, + "execution_count": 47, "id": "0c3026cf-f8ef-431e-9597-09e0d43f41b2", "metadata": { "editable": true, @@ -572,7 +600,7 @@ "0.0" ] }, - "execution_count": 878, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -597,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 1010, + "execution_count": 48, "id": "ed3f634e-a61f-4013-918e-09fe84f660ce", "metadata": { "editable": true, @@ -646,7 +674,7 @@ }, { "cell_type": "code", - "execution_count": 1034, + "execution_count": 49, "id": "18e06c38-8f41-4824-a05c-f6cfae7a0d33", "metadata": { "editable": true, @@ -666,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 1035, + "execution_count": 50, "id": "047914b8-dfae-40a9-8c1b-cb4fb867ae35", "metadata": {}, "outputs": [], @@ -691,7 +719,7 @@ }, { "cell_type": "code", - "execution_count": 1036, + "execution_count": 51, "id": "f5650370-91a6-486d-9dea-54636ad56b1e", "metadata": { "editable": true, @@ -703,7 +731,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -718,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 1037, + "execution_count": 52, "id": "1ca4056d-0ec9-437e-96b0-8a5bf3f49a36", "metadata": { "editable": true, @@ -731,10 +759,10 @@ { "data": { "text/plain": [ - "'The mean square error of our little perceptron is: 1.226235'" + "'The mean square error of our little perceptron is: 1.052873'" ] }, - "execution_count": 1037, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -748,7 +776,7 @@ }, { "cell_type": "code", - "execution_count": 1038, + "execution_count": 53, "id": "b0a4a6b5-3801-47eb-ac83-a7f58b739565", "metadata": { "editable": true, @@ -760,7 +788,7 @@ "outputs": [ { "data": { - "image/png": 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jkJ2dDY7jcP36damL6bF4nkdOTg4NKxYJxVc8FFvXxcXFoaCgAGq1GmlpaVCr1cjPz0dcXBzFtwZKmiTyxBNPgOM4cBwHhUKB8PBwvPnmmx6RyYeFhSElJUXSMiQlJWHgwIHIz8/HypUrMWzYMBQVFSEwMBBA1YzrrVu3lrSMhBDiSUyTPMfHxyM6Otor+3C5ipImCY0aNQpFRUU4ffo0XnjhBcybNw/vv/9+g47F8zyMRqPAJWw4scuTm5uLe+65B0qlEq1bt4ZCoUBISAh1VCSEECIaSpoE1rx5c4f39fPzQ0hICDp37ozp06djxIgR2LhxIwBAq9XixRdfRGhoKFq0aIEhQ4YgOzvb/F5TS8rGjRvRp08f+Pn54dy5c9BqtXjllVegUqng5+eH8PBw/N///Z/5fX/88QdGjx6Nli1bokOHDnj88cdRWlpqfj06OhqzZs3CrFmzEBgYiPbt2+P11183P3KMjo7G2bNn8fzzz5tbyuoqz7Vr1zBlyhS0adMGzZs3x+jRo3H69GmremzduhW9e/dGy5YtzcmkLaWlpZDL5bhy5QqefPJJcByHlStXWjyey87OxrRp06DRaMxlnDdvnsPXpamSyWSIiIiATEYfC2Kg+IqHYisuim81ioCAZDIZWrdu3eAbq1mzZtDpdACAWbNmYe/evfj222/x+++/45FHHsGoUaMsEo4bN27g3XffxYoVK3D8+HEEBwdjypQpWLNmDT788EP8+eef+PTTT83za1y/fh333HMPIiIicODAAWzZsgWXLl3ChAkTLMrx1VdfwcfHB7/99huWLl2K5ORkrFixAkDVKAulUok333wTRUVFFsmNrfI88cQTOHDgADZu3Ii9e/eCMYYHHngAer3e4n0ffPABVq1ahZ07d+LcuXN48cUXbca3b9++KCoqQqtWrZCSkoKioiI8+uijFvsNGzYMKSkpaNWqlbmMto5HLPn6+mLs2LHw9fWVuiheieIrHoqtuCi+NTAPoNFoGACm0WisXrt58yY7ceIEu3nzpuULFy8y9vvv1b8fP87YuXOmNzF28CBjZWVVvxcXM3bkSPW+J08yVlBQ9f86XdW+169X/V5SwtihQ9X7/vUXY3l5jDHGeJ5n165dYzzP11unqVOnstjYWMYYY0ajkW3bto35+fmxF198kZ09e5bJ5XJWWFho8Z57772XzZkzhzHG2JdffskAsCM1yn3q1CkGgG3bts3mORcsWMDuv/9+i23nz59nANipU6cYY4xFRUWx3r17M6PRaN7nlVdeYb179zb/3rlzZ7ZkyRKL49gqz19//cUAsF9++cW8rbS0lDVr1oylp6dbvO/MmTPmfZYtW8Y6dOhgVf6a8Q0MDGRffvml+TW1Ws0AsGvXrpmPGxgYaDMONdm9f5ognU7HNmzYwHQ6ndRF8UoUX/FQbMXVFOJbV55Rk/e2NH36KTB6dPXvjz0GmPoLXbgA3HYbcPBg1e9ffw3ExFTv+8QTwIIFVf9fWlq17+7dVb+npwN33lm97/TpwKuvmn+9ceOGw0X8/vvv0bJlS/j7+2P06NF49NFHMW/ePBw7dgw8z6NHjx5o2bKl+ScnJwe5ubnm9ysUCvTv39/8+5EjRyCXyxEVFWXzfEePHoVarbY4Zq9evQDA4rh33nmnRd+goUOH4vTp0/WOnKhdnj///BM+Pj4YMmSIeVu7du3Qs2dP/Pnnn+ZtzZs3R7du3cy/d+zYESUlJTbP4Ux8iXOMRiMOHz7sVn3jvAnFVzwUW3FRfKt574zg//438PDD1b9/+y0QEFD1/0plVcLUvXvV71OmAPffX73vypWAaaLD9u2r9jV9qU+YAAwbVr1vairg07AwxsTEIDU1FQqFAp06dYLPP8cpLy+HXC7HwYMHrUYv1JzKvlmzZhbJTbNmzeo8X3l5OcaMGYN3333X6jUhVu2uXR5H1W7y5TiOpm0ghBA3w/M8srOzvX6W9Lp4b9LUsWPVj0mfPtX/7+8PDBpU/XuHDlU/Jj17Vv+/r6/lvkFBVT8mpsSrAVq0aIHw8HCr7REREeB5HiUlJU6tpt2vXz8YjUbk5ORgxIgRVq8PGjQImZmZCAsLMydotvz6668Wv+/btw/du3c3/+NQKBQOzdfRu3dvGAwG/Prrrxj2T6J55coVnDp1Cn1qXg8ROFpGQghpTDzPe9zyLBUVwLFjp9GjRw8UFhaatyuVSixdutTrZwuvyXsfz0mA4zgEBAS4POy9R48emDRpEqZMmYKsrCzk5+fjt99+w8KFC/HDDz/YfV9YWBimTp2KJ598EuvXr0d+fj6ys7ORnp4OAJg5cyauXr2K+Ph47N+/H7m5udi6dSumTZtmkWCcO3cOSUlJOHXqFNasWYOPPvoICQkJFufZuXMnCgsLLUbe1da9e3fExsbimWeewe7du3H06FFMnjwZoaGhiI2NdTouzsQ3LCwM5eXl2L59O0pLS+mxngNMj3bd/QPcU1F8xeMpsc3KykJYWBhiYmIwceJExMTEICwsDFlZWVIXzSadDli+HOjalSEzs6NFwgQAhYWFGD9+vNuWXwyUNAlIqKQJAL788ktMmTIFL7zwAnr27Ilx48Zh//79uOWWW+p8X2pqKsaPH48ZM2agV69eeOaZZ1BRUQEA6NSpE3755RfwPI/7778f/fr1Q2JiotWIvylTpuDmzZsYPHgwZs6ciYSEBDz77LPm1998800UFBSgW7duCKrZ6manHrfddhseeughDB06FIwx/Pjjjw0aheFMfIcNG4bnnnsOjz76KIKCgvDee+85fb6mxsfHB9HR0XW2QpKGo/iKxxNia1rf7cKFCxbb3TXx+OEHoHeXm5g1i0Gv3wRgrdU+pm4UiYmJTaZlnxbsFZDRaMS1a9fQpk0bj53PIjo6GgMHDpR8xm9bxIivO90/UtPpdEhPT8eECROgUCikLo7XofiKx91jy/M8wsLCrBImE47joFQqkZ+fL2lrGWNAeXlV99+sTIav/70biT1WIWbv5/W+V61WIzo6WvxCioQW7JWIVquVughejeIrHsYYcnNzqRO+SCi+4nEmtqbOzGvWrEF2dnajtJDs2rXLbsIEVJX//Pnz2LVrl+hlsWf3biByqB6Teh4ADh9G3MMc1p/qg6JZ0Q69396ExN6GkiZCCCFOkSLxEIJUfYocTSikSDx+/x14aJQBkZFARaUPZoRkVU21AwDt2qFjp04OHUeIEdiewKmkaeHChbjjjjsQEBCA4OBgjBs3DqdOnarzPStXrjQvZWH6aeqPQdxZdna2Wz6aI4S4B0/rzGwiZZ8iRxOKxk48NBpg2BADTm07i28/LsXBQxxGHXoHuO8+8z6RkZEIDQ21ewyO46BSqZwa6e3JnEqacnJyMHPmTOzbtw/btm2DXq/H/fffb+5obE/N5SyKiopw9uxZlwrtrjiOQ2BgIC0aKxKKr7h8fHwwZswYt+5M68m8Ib7u2pm5vtjyPI+EhASbj+8aozNzZGQklEql3c+uxkw8ioqAl/6rRfnP+xAYCGz/QYsTC7Lw6FR/2OoqKpfLzX9I1y6/6feUlBS3H7koGFemHS8pKWEAWE5Ojt19HF3Ooi4NWkaFEAfQ/UOIYwwGA1MqlQyAzR+O45hKpWIGg0HqoloxLbNU349arRatDJmZmYzjOJtx4ziOZWZminZuxhi7do2xOXMYa9aMsTZ+5eyX4HGM6fUOvz8zM9Pq+qtUKtHL3VgcXUbFpT95NBoNAKBt27Z17ldeXo7OnTvDaDRi0KBBeOedd9C3b1+7+2u1WosOv2VlZVbbZTIZfH19odfrwRiD0WiE0Wg0PwKsPd17Q7YDsPrLxN52mUwGo9GI0tJStGvXzryfTCYDY8zm/va2C1F2oerkbNnFrBNjzCq+rtbJaDSa/5/neRgMBotjKBQKGAwGi79Aa957Ncspl8vh4+MDnU5ncV4fHx/I5XKr7b6+vpDJZFad2319fcFxnHnxZhOFQgHGmMVixwDg5+cHo9Fosd1UdmfqxBjD559/jilTpphHIHl6ndzpOnEcZxVfT6pTTk6OQ52Zd+zYgfvuu69R66TT6fD111/jmWeesfo37+vri4sXL9otd03nzp0DAFHuPb1ej7Zt2+LKlSsW52zbti0++eQTxMXFiXbvZaxV4D//1qLS4IP/JAJJk6+iTcAS4J/4Zmdno7i4GCEhIYiMjESzZs0s6qTT6VBUVIS//voLv/zyCy5evIiQkBDcdddd5nvZ0z8jHB1k1OCkyWg0IjExEcOHD8ett95qd7+ePXviiy++QP/+/aHRaPDBBx9g2LBhOH78OJRKpc33LFy4EPPnz7fanpycbO4PFRERgbFjx2LXrl1o06YNSktL4ePjg4CAAAQEBODatWsWQQgMDESLFi1QWlpqEcy2bdvC398fly5dsriwQUFBkMvlKC4utihDSEgIeJ7H5cuXzds4jkPHjh2h1WphMBhw6dIlAFU3TXBwMG7cuGFOMIGqi92uXTuUl5fj77//Nm9v3rw5WrdujbKyMovJGKWu09WrV83bpayT6aY3xVeIOhkMBpSXlwOoWptv06ZN5v27deuGyZMnY/fu3cjJyTFvN917mzdvxuHDh83bo6KiEB0djfT0dIu1/MaMGYNBgwZhxYoVFuWZNGkSwsPDkZycbPFBMX36dAQGBmLRokUWdZo9ezY0Gg1SU1PN2xQKBebMmYO8vDysXr3aIi4zZsxwqk4jR45EaWkpkpOTvaZO7nSdkpKSrOLrSXX666+/4Ig1a9bgvvvua/Q6AVWJm606tW/f3qGy79q1C1OmTBH83jtx4oR5kuHarly5goKCAgAQ9N7jeRlu3GiGdu30uP32ORjfZgtGK7/C780H4pOsqjqFhIRg+vTpFmt9tm3bFp9//jnatm1rUSegKsm4ceMG8vPzkZ+fj71793rNZ8TevXttXp/aGjxP0/Tp07F582bs3r3bbvJji16vR+/evREfH48FpkVxa7HV0qRSqVBSUmKeP8GUIf799984f/48wsLC4O/vL3lLU3FxMTp06EAtTSLUiTFmFV9X61RZWYmCggJ07doVvr6+bv/Xvph/cRmNRixatAjPP/88/Pz8vKJO7nSdAFjF15PqpFarce+991rVqba5c+di/vz5jVonrVaLJUuWYPbs2Vbl8fX1hdFoRFhYGC5evGizXxPHcQgNDcWpU6fQvHlzQe89vV5vtfyIrXMXFBSA53mXrxPPM3z7LY95rwOdLx/C5o0VUNxzD4w6HfQ1jr1hwwY89thjdj87v/vuO4wdO9YqvrU/z73lM+L69esIDg6ud56mBrU0zZo1C99//z127tzpVMIEVAUmIiICZ86csbuPn5+f+UOlvu2mQMtkMosJD+1Nfujs9ro67tljKk/N323tb2+7UGUXok7Oll3MOpn+4dWOr72y29tes4wymcz8/3K53GZnRh8fH5sdTO3Nam5vcj17223d6/a2cxxnc7tMJrO53Zk6mT7EbP0789Q6Ae5zneqKryfUKSoqCqGhoXa//E2++OILzJ07163qJJPJ8OGHH2L8+PHmP8BMTP/+ly5diubNm5v3F+re++WXX+qMGWMMFy5cwK5duxBtZ3JIR64TY8DWrcCrL2hx+IQ/HnyA4e3mP0HRdkxVnRQKmPbmeR4vvPCC3Y7xHMfhhRdeQFxcnFV93eXfEyDsdbJXHqtzOrTXPxhjmDVrFtatW4cdO3agS5cuzrwdQNXFOnbsmFfO6cBxHNq2besRo7uKi4tx3333oUWLFmjdujWAqvKvX79e0nLVxZPi64l8fX0xadKkBi1xQ+rn6fGVy+UWyynZY0oAGpMjsY2Li0NGRobV8HmlUomMjAzRFp1trDmaNBrg0Tgdmp84iF3fFeL7HzgMWPs6MHCg1b7OTrbp6feukJxKmmbOnIlvvvkGaWlpCAgIQHFxMYqLi3Hz5k3zPlOmTMGcOXPMv7/55pv46aefkJeXh0OHDmHy5Mk4e/Ysnn76aeFq4SY4jjM/InTE+fPn8eSTT6JTp05QKBTo3LkzEhISrDoKRkdHIzEx0e5xcnJycM8996Bt27Zo3rw5unfvjqlTp1o1c9a0ZMkSFBUV4ciRI+a+CkVFRRg9ejQAoKCgABzH4ciRIw7VpTE4G1/iHJlMhvDwcI9dAsjdeUN8u3fv7tB+jT1Jo6OxjYuLQ0FBAdRqNdLS0qBWq5Gfny9awgSIO0fT8ePApDEaXF25Ea1bA4cPGLErswR3PVL3hJTOJnLecO8KxakIpKamQqPRIDo6Gh07djT/fPfdd+Z9zp07Z3FBrl27hmeeeQa9e/fGAw88gLKyMuzZswd9+vQRrhZuwmg0oqioyKo/ji15eXm4/fbbcfr0aaxZswZnzpzBJ598gu3bt2Po0KEWna/rcuLECYwaNQq33347du7ciWPHjuGjjz4yP9e1Jzc3F7fddhu6d++O4OBgAFWdpx1topSCM/ElztNqtVi4cCEtVSMSb4ivWAmAqzOMOxNbuVyO6OhoxMfHIzo6WvT5hcSYo6mgAJg6FejXD9i3S4+Ct74BjEZ07eMPLu5fQD1/WDp7Hb3h3hVMnRMSuAlPmaeJ53lWWFjIeJ6vd99Ro0YxpVLJbty4YbG9qKiINW/enD333HPmbVFRUSwhIcHmcZYsWcLCwsKcKmfnzp0t5tqYOnUqY4wxAGzdunXm/6/5ExUV5dQ5xOBMfB3lTveP1CorK9m8efNYZWWl1EXxSt4QX9NcTZyN+YbQwLmabM3/o1QqnZr/x5nYGgwGplarWVpaGlOr1Y0yr5RpjqbaceMaMEfT8o955ivTs5DACrZsGWPa0jLGnLynnL2O3nDv1sfReZqorU0CV69exdatWzFjxgw0a9bM4rWQkBBMmjQJ3333nUOLT4aEhKCoqAg7d+50+Pz79+/HqFGjMGHCBBQVFWHp0qVW+/z2228AgJ9//hlFRUVuv0QCIUR8crnc/HlRu+XE9Lszs0M39gzjUi0B42p/qrIy4PSRCoAxRNwmw/zbNuLMvNWYMQNQtAsAnHxCIPR1bEo8dz7/ehQVVf3U1KYN0KULUFkJnDhh/Z5Bg6r+e+oUUHtlmLAwoG1b4PJl4Px5y9cCAgAHH/UDAE6fPg3GGHr37m3z9d69e+PatWu4fPmy+dGZPY888gi2bt2KqKgohISE4M4778S9996LKVOm2B02GRQUBD8/PzRr1gwhISF29wGAdu3a2d2HENL0mBKAhIQEi2RHqVQiJSXF4f5B9S1twnEcEhMTERsbK8iXtylBq30+U4ImZmdwoCpusbGx2LVrF4qKitCxY0dERkbWWbfKSmD5cuCdt3j0/fsIcr4vx50jR+LO31wvp1DXsckRv9HLdQ15PPfGG4xVDcKs/pk0qeq106etX6sZiTvvtH5t1aqq1z7+2Pq1+++ves1oNDKdTseMRmOd9dm3bx8DwLKysmy+npyczACwS5cuMcbqfjxncuHCBfb111+zmTNnso4dOzKlUskuXrxod//Y2FjzYzkT1Hg8l5+fzwCww4cP13nexuRofJ1Bj+eq8TzPLl26JOjjT1LN2+Lr6mMuIZc2qS+2nrYEjF7P2P99pmeqoJtMLmfs2WeM7MKryxgrLBT8XI5cR2+7d21plGVU3Nm//w38My+XWZs2Vf9VKoGDB+2/d+VK2y1NADBhAjB0qOVrAQHV/+/IX0Th4eHgOA5//vkn/vWvf1m9/ueff6JNmzbm1h5HhIaG4vHHH8fjjz+OBQsWoEePHvjkk09szqzuyai5WDwcRwsii8nb4mvqUN1QQg7Fry+2zgyxd6VOQrl5E5j9gh73lG/Em+q70SOqI4AZopzLkevobfeuK7y2T1PHjlWP22r+mKaV8ve3fs30aA4Aeva0fs20vF5QkPVrpkdz7J8Zq1k9fZHatWuH++67D8uXL7eYrgGomj9p9erVePTRRxt8g7Zp0wYdO3ZERe3MzwmmCcnEWvW7IRyNL2kYnU6HRYsW1TlVBWk4iq8lIUfi1RfbxporyRXbtwPR/a+ieOGXCAgATp3xwbdH+/yTMEmL7t1qXps0ubuPP/4YWq0WI0eOxM6dO3H+/Hls2bIF9913H0JDQ/H2229b7H/58mUcOXLE4ufSpUv49NNPMX36dPz000/Izc3F8ePH8corr+D48eMYM2ZMg8sXHByMZs2aYcuWLbh06ZLFOnOEEOKqyMhItGvXzu7rDRmKb4+YcyW5av9+YMQIhhEjgMqrFbj64z6AMbQJ9q2aU4C4FUqaJNK9e3ccOHAAXbt2xYQJE9CtWzc8++yziImJwd69e9HW1LT1j7S0NERERFj8fP755xg8eDDKy8vx3HPPoW/fvoiKisK+ffuwfv16REVFNbh8Pj4++PDDD/Hpp5+iU6dOiI2NdbXKhBBitmHDBquJfGtijAk2gkuMuZKE8O5CIwYPBoqOX8W6dcDe/I7os/OTeudZItLx2j5NnqBz585YuXJlvftlZ2fX+fqqVaucPret5VJqP/Z6+umnvXLmdkKItEwj5+rSrl07wf5YMw2xr2vtucYaYn/+PFBy6DxuG6vEAw/JELJ/PSZP9YE89iHQV7L745gHdBApKytDYGCgzdWHKysrkZ+fjy5dusDf31+iElZhjJmHylKHOeGJEV93un+kxhiDTqeDQqGg+1cEFN9q2dnZiImJqXc/tVrtUMdsR2OblZVlNcRepVI1yhD70lJg4UJg2cdGDNXlQL1OA4wbJ+o5hdIU7t268oyaKK0VGM/zNldRJsKg+IqHMQaNRoP27dt77QejlCi+1YTumO1obBsyV5Krbt4EPphfgfeX+gK+Crz6Pxme71oG/LPOpyege7ca9WkSEGMMly9fptFdIqH4ikuv1yM1NRV6vV7qonglim81oTtmOxPbxlp7ruYSmV+vNOIZ46fI23sJc+cCAZNjnZ7FW0p071ajpIkQQkijGjZsWL3Jilwux7BhwxqpRMLheeCrr4BeHa+jYOb7aNYMOF7QAosvTkSbXu1dWpiYSM9rkiZqfSANQfcNIY1vz5499SYMPM9jz549jVQi1zEGbMg0oH8/I554AujX4TJQXg4wBoW/DFk5OZKse2cPz/OUwDWAxydNpr9W3GXSrab+vFdsQsf3xo0bAABfX19Bj+upTJOaEnFQfKuIMdmk1LGd+z8e48b7IER7Fr/+CmT+3h1hX80HOK7RFyauT0MWLpY6vu7C40fPMcZw7tw56PV6dOrUCTKZx+eBpBEwxnDjxg2UlJSgdevWkkxqR0hTJfToOakcOshwfftB3PNCBM7ky1GQuhkjpoYC/fub9+F5HmFhYXaXceE4DkqlEvn5+Y0y5YG9hYtNf5CKvXCxu3J09JzHJ01AVStTfn4+jDV73kmAMQaDwQAfHx9qcRKBGPFt3bo1QkJC6HoBMBqNyMvLQ9euXemPDxG4El+e5xt1xJfYTIlEYWGhzUfkziYSjX3vnj4NvP468N13wGj8iB83GYGHHrK5rzsliA1N4JrCZ0OTmnJAoVCge/fukj+i0+l0+Oyzz/Dss89SU6YIhI6vr6+vR3/xCE2v12P16tWYPXs2/DxoZI+naGh8bc0tpFQqsXTpUo9tERB6ssnGunfLyoCXn76CFRmt0TFUhv/7Pw5T+nUEbh9o9z3utO5dQxcups+Gal6RNAGATCaTfHJCjuNQUVEBPz+/Jn9jiYHiS5oae49STH1hPPlRSlxcHDIyMmwmhI0x2aQzKisBfz+GZs04HP2dw3vt38eMvU/DX9keQESd723sde/qapV0pwTOU3lnOxshhHg401Ijth5fmbYlJiZ69KinuLg4FBQUQK1WIy0tDWq1Gvn5+W6TMFVUAO+8A4S2uYE/H34Nvr7AnhNtkHTxxX8Spvo15rp39XXwdueFiz2F17Q0uQOO4xAUFET9Y0RC8RUXxVdczsa3oY9SPI1psklXCH3v6nTAiiV/483kFrh6TYbpMWfR/vawqnPJOEDm+FdnY61750irZGxsLJRKZb19yWoncPTZUAPzABqNhgFgGo1G6qIQQkijSEtLYwDq/UlLS5O6qF7npSQ948Czqf0Psvx8YY6ZmZnJlEqlxbVTqVQsMzPT5WMbDAarY9f84TiOqVQqZjAYWGZmJuM4jnEcZ7UPx3GClMcTOZpn0OM5AfE8j0OHDnl0c7k7o/iKi+IrLmfjS49SHOfqvcsY8EOWFlnPbgG0WiQk+eD31D1YuaMzwsKEKaOYjyKdaZU09SULDQ212EepVNrtI0efDdUoaRKQwWDApk2bYDAYpC6KV6L4ioviKy5n49uYfWE8nSv37u7dwN13Aw897If0/ysD9uxBaChw63N3Ae3aCVpOsda9c7aDt7MJHH02VKM+TYQQ4oYaqy9MU3X1KjD1gcv4/tcgDBzI8OOPHEbdfg8Q5FgHb3fSkFZJIfqSNUXU0kQIIW6qIY9SSN1KLjGgvBytWwO+vgxrIt7DwR1lGD0a4DwwYQKoVbIxUdIkII7j0K1bNxphIBKKr7govuJqaHzdfVi+O3AktkVFwMyZgKqTAQfHzINMBmTtCsZjh16GrE1gI5ZWeKZWScB6fU4hWiXps6GaVyyjQgghhNhy/TrwXlIxln7bAQo/DnP+dRKzxp5D83H3S100wdmaPV6lUrndZKHuyNE8g1qaBGQwGJCdnU2d5URC8RUXxVdcFF/x1BXbd97UI+XLVki4bTfy8oCXv+jllQkTIF6rJN271ShpEhDP88jJyaFhmSKh+IqL4isuiq94asZWrwc+e/86/m/EGqCiAq/8zxe5PxfgHfVQtGkjdUnFJ8YIPbp3q1HSRAghxOMZjcDadA59+gD/frk1Du/TAidOoF07oOO9fQAfGixOXEd3ESGEELdX10K0paXAqqWPI1+jwIMPMGRkcBjQdzIlSkRwdEcJSCaTISIiAjIZNeCJgeIrLoqvuCi+DWerg7NSqcTLCZ/gP/EDERQUjIF9Nfgi9CNEr3wKaN4c9PUmHLp3q9HoOUIIIW7L9kK0fQC8DWAcvu8+FQ/+9ZVEpSPeQpTRcwsXLsQdd9yBgIAABAcHY9y4cTh16lS971u7di169eoFf39/9OvXDz/++KMzp/UYer0eGzduhF6vl7ooXoniKy6Kr7jcMb48zyM7Oxtr1qxBdna223X05XkeCQkJNRKmzgjDSgDHAPRHN0zC/NIf8NVXX+Htt99GZWWldIX1Yu5470rFqaQpJycHM2fOxL59+7Bt2zbo9Xrcf//9qKiosPuePXv2ID4+Hk899RQOHz6McePGYdy4cfjjjz9cLry7MRqNOHz4MIxGo9RF8UoUX3FRfMXlbvHNyspCWFgYYmJiMHHiRMTExCAsLAxZWVlSF82s9kK0PngaFRiJaPwHQC/kIg37r13BE088gddeew3h4eFuVX5v4W73rpScSpq2bNmCJ554An379sWAAQOwcuVKnDt3DgcPHrT7nqVLl2LUqFF46aWX0Lt3byxYsACDBg3Cxx9/7HLhCSGEOM/0yKtmQgIAhYWFGD9+vNskHrm5l9EO8zANLyIQgAGLYEQ3ZGM5AOtWj4sXL7pV+Yn3camnnEajAQC0bdvW7j579+5FUlKSxbaRI0di/fr1dt+j1Wqh1WrNv5eVlVltl8lk8PX1hV6vt8h+5XI5fHx8oNPpLJ6B+/j4QC6XW2339fWFTCazOJ9pO8dx0Ol0FtsVCgUYY1bNlH5+fuZymI7FcRwUCgV4nreYFMy03WAwWDSHu2udam6Xsk4mNevl6XVyp+tkUrM8nl4nd7pOJjWPI0WdrB95VWOMgeM4JCQkYNSoUebRaY19nSorgc+XGbHg3XEow0MAFiEEgAYVuGIzqvbLT/ee63WqeX5vqRNgeZ1ql8eeBidNRqMRiYmJGD58OG699Va7+xUXF6NDhw4W2zp06IDi4mK771m4cCHmz59vtT05ORn+/v4AgIiICIwdOxabN2/G4cOHzftERUUhOjoa6enpyM3NNW8fM2YMBg0ahBUrVuDy5cvm7ZMmTUJ4eDiSk5MtLtb06dMRGBiIRYsWWZRh9uzZ0Gg0SE1NNW9TKBSYM2cOzp07BwBYsmQJACAoKAgzZszA0aNHsWnTJvP+3bp1w+TJk7F7927k5OSYt7tjnfLy8rB69WrzdinrFBYWBrlcbo6vN9TJna7TAw88gJCQEIv4enqd3Ok6vfTSS+jXr59FfF2tk9FoxNmzZ6FSqXDvvffi3LlzyM/Pr7NO+fn5Vi1MNTHGcOHCBcyYMQNdunSps05iXKeKiuZY+dFUXK1si2lPAhlZg/Hldce7c9QuP917wtQpJCQEcrkcP/74o9fUqeZ12rt3LxzR4NFz06dPx+bNm7F7924olUq7+ykUCnz11VeIj483b1u+fDnmz5+PS5cu2XyPrZYmlUqFkpISc692b8vkqU5UJ6oT1cmZOmVlZeGFF15AYWGh+fXQ0FAsXrwY48aNM9cJAHbs2IGioiKEhITg4sWLmDZtGurz1Vdf4dFHH22UOvn4+OKnby4iuu8loG8fvJt0BY+E7ELvOQ8jPSsLjz32GADYbB2rr/xSXydvvPe8sU7Xr19HcHBw/aP0WQPMnDmTKZVKlpeXV+++KpWKLVmyxGLb3LlzWf/+/R0+n0ajYQCYRqNxtqiNSqvVslWrVjGtVit1UbwSxVdcFF9x2YuvwWBgarWapaWlMbVazQwGQ73HyszMZBzHMQAWPxzHMY7jWGZmpnk/pVJpsU/79u2t3mfrR61WixEGKz//zNgddzAGMLZn2At261u7Hu5S/qagKXw2OJpnONURnDGGWbNmYd26ddixY4e56bYuQ4cOxfbt2y22bdu2DUOHDnXm1B6BMYbc3Fyn/hoijqP4ioviKy5b8W3ICLb6+iQBQGJiIjIyMmx29i4tLa2znBzHQaVSITIy0pnqOe3gLzdxX7dcjBgByGTAjq8vYOiWN2zuGxcXh5UrVzp87MYof1NCnw3VnEqaZs6ciW+++QZpaWkICAhAcXExiouLcfPmTfM+U6ZMwZw5c8y/JyQkYMuWLVi8eDFOnjyJefPm4cCBA5g1a5ZwtSCEEA/T0BFstYfh18YYw/nz5zFjxox6v+Q4jrP5e0pKiiALvdosn7GqTNvUvrh4wYh1CdnYuxeIeVwJBATYfV9JSYnD5xCz/KRpcyppSk1NhUajQXR0NDp27Gj++e6778z7nDt3DkVFRebfhw0bhrS0NHz22WcYMGAAMjIysH79+jo7jxNCiDdztLXI1mSTNT9f61Kz86097du3t/hdqVQiIyMDcXFxDp3DGefPA0+PLcHsoP8DSkqQ9LIPfteEYVxKNGrlbjZ17NjRofPMnz9flPITAjg5es6Rprns7GyrbY888ggeeeQRZ07lkXx8fDBmzBhz50siLIqvuCi+4qoZX0dbi3bt2oXo6GiL1xxNHhyxZMkShIaG2lwEVyilJUYsfLUMy75pjYCW7fFmDwWg10OhAADf+t5uFhkZCaVSicLCQrvfRUqlEv/73/+EKTgxo8+GahQBAcnlcgwaNEjqYngtiq+4KL7iqhlfR1uLbO1XX/LAcRzat2/vUEtTaGioVVImpEuXgB6ddTDqfPDq6wY8/6IPAgKmNOhYcrkcS5cuxfjx48FxnEXdTY8Vly5d6pGP5Xiex65du0RNXl1Bnw3VaMliAel0OixfvtxqyCQRBsVXXBRfcdWMr6OtRbb2MyUPgP0+ScuWLYNSqbR6veZ+YnWW1mqBVa+dgnHnbnToACx5sxx5G49j7nyfurosOSQuLg4ZGRkIDQ212B4aGoqnn34aDz30kGsnkIAnLGdDnw3VKGkSEGMMly9fphEGIqH4iovia03IBW1rxtfUWtTQpMZe8mDqk/TII4/Um1gtXrwYu3btEmyxXp4Hvv4a6NkTeOLtcBx45ycAwJMvt0fQQ0NcOnZNcXFxKCgogFqtRlpaGtRqNU6dOoXQ0FCPu3c9ZTkb+myoRo/nCCHEhqysLCQkJFh8oSmVSixdutTljsaOPGqqbwRYXFwcYmNj7T7WMSVWturw2GOPISkpSbC6bc34Gy88dR3Hy1SIiwM2p5Wh953znD6Oo+RyucVjRUeXwHAnjixnk5iYiNjYWLd6VNfUUdJECCG1mFoAan+hmVoAhBhhVldSk5KS4tDxaycPts5RO7EqLS3FhAkTBKmb/lo5fNu0xOnC5giWn8EXSwsx+L93Amjj0PubMlcGAxDpNHgZlcZUVlaGwMDA+qc3l5jRaEReXh66du1qsQAqEQbFV1wU3yo8zyMsLMzuFxrHcVAqlcjPz3eqBcBefBuzE7BQdTt8GHj12VLc8vsmfHr6XhiVt4Dj4NDUAWLwxHt3zZo1mDhxYr37paWlWSxDJgVPjK+zHM0zqKVJQDKZDOHh4VIXw2tRfMVF8a0iVguAvfjW11okJFfrdvpwOea+fBPf/hyEnt3b4tlHWgFt2sDW92hjJoNC3LuNPYLNlcEAjY0+G6p5Z8ooEa1Wi4ULF3rk83VPQPEVF8W3iivTAdTFHeLrSt2Ki4Fb7/DHbrUen3/C448TMvzrm4dtzuLd2CPC6oqtI535pRjB5upggMbkDveuu6CkSWA0JFNcFF9xUXzFbQGQOr7O1u3qFYZFcb/BsP57hIQA674ux19/GvH0v+WwN8+hVCPCbMXWkWRIqvI6MnWEOy0HI/W96y4oaSKEkBo8qQXAWY7WbVDEXVi4EOjajcNbG/vh93W5AIAHJrZGs+5Ku8d3ZXkYoTmSDEld3vqmjqDlYNwPJU2EEFJDXS0AQNWXaXJystu0ADjDkdaNx0Z/jZ7tr+GNuUZMmQLkFvhg0FcJDh3fmT5TYnI0GcrOzpa8vLbmncrPz6eEyV0xD6DRaBgAptFopC5KnXieZ5cuXWI8z0tdFK9E8RUXxddSZmYmUyqVDIDVj1KpZJmZmU4dz53ia103jt3ZoTvLzMxkX33Js8e772F5G485fdy0tDSb8ar9k5aWJmh9asdWrVY7VI7XXntN0PIaDAamVqtZWloaU6vVzGAwCFpPqbjTvSsWR/MMGj0nII7jEBgYaLfpm7iG4isuiq+luLg48DyPCRMmWL3WkDmN3Cm+pvmbdu7chc2bgQ1f90LXkh2IGzAA6CbDlCeGNui4Uo0Iqx1bZzvp18eR8oo5GarU3OnelRo9nhOQTqfDokWLqMOcSCi+4qL4WuJ5HklJSTZfYw3o7+Ju8d2XXog3ZvbF++9HI6R7MGa91RHo0sWlY0rVH6x2bB1NyqKjowUpr6csh9JQ7nbvSomSJkIIscFd+ueIobgYiJ4cir/zS7H5ex7ZO2UY+moMbE645AR3GRHmaPIWHR3tcnml7kxOGhclTYQQYoNY8zVJJS+X4b+DdkO7YhVCQoC9Oypx8EoXjHpQLuhM3u4wIsyRzvymZMjV8npzck2sUZ8mQgixwZNmbK5Lcd4NLPigGT77nEOQ4lY8k3ce/QDcHtVCtHPWt5hwYzAlQ88++yyuXLli8Vq7du0EK6+3JdekbrT2nIAYY9DpdFAoFNRhTgQUX3FRfC2Z1mkrLCy0+ejF2TXopIjvsgVX8fJcPyhaKjD7NV/85z9A8+aNcupGZS+29hZeNu0jRMtXdnY2YmJi6t1PrVZ77MK7TeGzwdE8gx7PCYgxBo1GY/MDlriO4isuiq8lofvnNFZ8b/5tQPHaqkdByn5tkBD9O/L2luCVV7wzYQJsx7ax+hp582SoJvTZUI2SJgHp9XqkpqZCr9dLXRSvRPEVF8XXmpD9c8SOr14PfPYZEN5Zh+kTrgBnzyJ2HId31EPR5tbQ+g/gwWzFtrH6GrlL53cx0WdDNUqaCCGkDu4+Y7PRCKS/9jv6hl7Hv/8NRI/0xwebegKdO9f5PkcWsvVkjdnXyB06v5PGQR3BCSGkHnK53D37ozCGS5c4TH23N2ICDyP90B0YGCED0NtiN57nLTo5X758GUlJSV45EaNJY3fkd4fO70R8lDQJTKFQSF0Er0bxFRfFV1xCxXffHiM+GL8PK/97CB1nz8Kpk8AtXe+ArbkDbM1UbUtDZjl3J7Vja+prVF9HfiH7Grltci0A+myoQqPnCCHEQxzfegH/Wx6KDRs59OtwCWvn/oGeM+61u7+90WP2ODsi0N2Z6g/AIgZCjp4j3oFGz0nAaDTizJkzMBqNUhfFK1F8xUXxFZez8a3d52jB86XoN6oTft93A998Axwu7FBnwlTX6DF7PHUiRnuxpb5GwqDPhmqUNAlIr9dj9erVNMJAJBRfcVF8bROqw7Qz8c3KykJYWBjiYiYga+LriImJwYffzEDSvRtw8rQckyYB9TUE1Td6rC6eNhFjXbF19478noA+G6pRnyZCCLFDipXrs7Ky8PDD0wAkwQdJuIEd6IhxKL6SgeQdGRj2s2MtJK4kPu4+y7mzvLmvEWlc1NJECCE2SLFyfUUFj48mH0Rz5AJ4GQakYg+eRBGcn5CxIYmPN0zESIiYKGkSEMdxCAoK8tpp5qVG8RUXxbeaGLNJ1xlfgwGorMTPP+/DvptJiEAmgHAAr+A6rlqc29E+R/XNVG2rfIBnTsTIcRzatWuHnTt3eu28U1Kiz4YamAfQaDQMANNoNFIXhRDSBKjVagag3h+1Wu3SeYxGxjLTDWxo88Ps6pz3WFpaGgMC6j1vWlqaQ8fPzMxkHMcxjuPqPaZKpWKZmZku1UcqmZmZTKlUWtRHqVR6bH1I43M0z6CWJgHxPI9Dhw7RXzgiofiKi+JbTYzZpC3iyxh2fHAIQwYzPDxBjoAu7aG568F/Hqn9Xe+xHH30Zm/0mEqlwtq1a72ic7QUj1GbGvpsqEYdwQVkMBiwadMm9O3b1+Oatz0BxVdcFN9qYswmXTO+r878G+/93yAM6XEVO3a0RUyMEgCg4nsKPiGjN89UXd9jVI7jkJiYiNjYWK+or1Tos6EatTQRQkgtYqxc/9ePuVBtOAswhvH/bo91H+Ri759tEBNTvY9Yi7+aRo/Fx8cjOjraa774GmtRXkJMnE6adu7ciTFjxqBTp07gOA7r16+vc//s7GxwHGf1U1xc3NAyE0KIqIRMXi6cZ3jmGSBifC9k/REHlJbijjuAcS90AyezTspoQkbHNeaivIQADXg8V1FRgQEDBuDJJ5906h/vqVOnLKYmDw4OdvbUbo/jOHTr1o1GGIiE4isuim81nufRtm1bJCQk4JtvvkFpaan5NaVSiZSUlHo//zQaYMGo3fj4tyEIaOuLd98zol3gNXAOfPZ58yM1ITX2orxNFX02VHNp7TmO47Bu3TqMGzfO7j7Z2dmIiYnBtWvX0Lp16wadh9aeI4Q0FlsTWgYFBWHSpEmIjY2tN3nhL5VC7u+LMi4QA8P/xtRBfyBp7VAEBDRG6ZsWnucRFhZWbx8wb1lLj4jH0Tyj0TqCDxw4EFqtFrfeeivmzZuH4cOH291Xq9VCq9Wafy8rK7PaLpPJ4OvrC71eb7Eejlwuh4+PD3Q6ncU/Ih8fH8jlcqvtvr6+kMlkFuczbec4DjqdzmK7QqEAY8xqOnk/Pz/odDrs3LkTQ4cOhY+PDziOg0KhAM/zMBgM5n1N2w0Gg8VoBHesk9FotNguZZ2MRiOys7PN8fWGOrnTdeI4Djk5ObjzzjvN8fX0Ojl7nTZs2GBzgdvS0lIsXboUd955JwwGAwwGg1WdtFrg/z5l+GhOBX6Z/g3afvAijuUr4OMzCIAWBoMcu3btwuDBg83xpXvP9Tp98MEHiI+PR22mVpHk5GSbdXXnOpm4y3UyGAzYt28foqKiwBjzijoBltepdnnsET1p6tixIz755BPcfvvt0Gq1WLFiBaKjo/Hrr79i0KBBNt+zcOFCzJ8/32p7cnIy/P39AQAREREYO3YsNm/ejMOHD5v3iYqKQnR0NNLT05Gbm2vePmbMGAwaNAgrVqzA5cuXzdsnTZqE8PBwJCcnW1ys6dOnIzAwEIsWLbIow+zZs6HRaJCammreplAoMGfOHOTm5uKXX37BL7/8AqDqr9MZM2bg6NGj2LRpk3n/bt26YfLkydi9ezdycnLM292xTnl5eVi9erV5u5R1UqlUFvH1hjq503UaOXIkdu/ejd27d3tNnZy5Tg888EC9E1o+++yzOHHiBGQymblO785/C5ofW+OLgiehKQvElHs4XBk/Hp/VqKtCoUBSUhJ27tyJnTt3NlqdvPE62arTI488gi1btpj/wAaAgIAAjBo1CnfffTd0Op3H1Qlwr+sEAHfddRe2bt3qNXWqeZ327t0LR4j+eM6WqKgo3HLLLVi1apXN1221NKlUKpSUlJibzdwxk7958ybee+89PP/88/Dz82vyf50IXSe9Xo9FixaZ4+sNdXKn62Q0Gq3i6+l1cuY67d69GyNGjEB9tm7diqioKHOdpsdfwafftUfs0GLMW94WAwb42qwTAKv40r0nTJ20Wi0WL16M4cOHo7i4GCEhIbjrrrsgl8s9tk6m6+EO10mr1WLJkiWYPXu2+bPC0+sEWF6n69evIzg42H0ez9U0ePBgi79ma/Pz8zN/qNS33dfX1+YxFAqFU9ttnc/edo7jbG6XyWQ2yymXy20+T/fx8TE309fkbnWytV2qOgG27wNPrpO7XCfTh5it+HpqnQDHr1NJSYnN/Wq7cuUKfk09Dnz/Pe7e9joS3miPaVOvYsjoEPM+tupUV3yb+r0HuF4nmUyGqKgor6qTCdVJ/DrZK4/VMRzaS2BHjhzxytEMMpkMERER5uSJCIviK66mHt/Tp0/Xu48/BmDp0vvx66/tMKnTddyt0aB379ZA77b1vrepx1dMFFtxUXyrOf14rry8HGfOnAFQ9TwwOTkZMTExaNu2LW655RbMmTMHhYWF+PrrrwFUzWXSpUsX9O3bF5WVlVixYgU++ugj/PTTT7j33nsdOieNniOEiCkrKwsPP/xwHXu0xxB8iF8Rjx49GN5+m8PDDwNSjMDmeZ6mIiBEYI7mGU6njQcOHEBERAQiIiIAAElJSYiIiMDcuXMBVE0idu7cOfP+Op0OL7zwAvr164eoqCgcPXoUP//8s8MJkyfR6/XYuHGjzb4MxHUUX3E11fialuKw5VY0RwcAQDlOIQyvPLAOx49zGD/e+YRJiPhmZWUhLCwMMTExmDhxImJiYhAWFtbk11drqvduY6H4VnM6aYqOjgZjzOpn5cqVAICVK1ciOzvbvP/LL7+MM2fO4ObNm7hy5QrUajViaq4b4EWMRiMOHz5s0UmOCIfiK66mGl/bS3G0hhwLcR4XMBGdAVQicd42LPrhX7DRJcIhrsaXFqa1r6neu42F4luNHlASQpq0mktsBKE5RmM2gHzwmAU/fIQPcRUA0KNHd/N+PM8jOzsba9asQXZ2tuirv9e3MC0AJCYm0ir0hIiMkiZCSJNWc1DKTaTgZ8xHMFYB6IYSvAEef1vsJ8UjMlqYlhD3QEmTgORyOaKioqhTpkgovuJqivE1GoELa32x2OdfkAMox1swoidK8F8AVVMQcBwHlUqFyMhIlx6RuRJfWpi2bk3x3m1MFN9qLk1u2Vho9BwhREjsZiU2ry3Hq8ntcfQoMDlsE7IKxuImx1k8AjMtxZGRkYHY2FiEhYXZbfERc50z0xqe9VGr1YiOjhb03IQ0BaKNniP26XQ6fPPNN1YzmhJhUHzF5Q7xbYy+QhcvAlGhp/Hg1PZo1Qr45RdgVf4YrMrMRGhoqMW+SqUSGRkZiIuLc/kRmSvxjYyMhFKptLvKfM3WsKbIHe5db0bxrSbJ5JbeijGG3Nxcm501ievcKb7eOFeO1PHNyspCQkKCRWKiVCqxdOlSxMXFuXZwoxEXP/8Bne6/FUHKLmjfPxQ/TrqAUU8rzVMHxMXFITY21u51dfURmSvxlcvlWLp0KcaPHw/OTmtYSkqKx9+DDSX1vevtKL7VqKWJECfRXDnCE3M4fV4e8PgkI8KeG4lTqTvg6wtkZbfF6GeUVnMtyeVyREdHIz4+HtHR0RZJiKOrGIi12kFcXBwyMjLqbA0jhIiLkiZCnEBz5QhPrOH0xb/kYlaXH9CrF8P2HB989H4lur79VIPL6Q6PyOLi4lBQUAC1Wo20tDSo1Wrk5+dTwkRIY2EeQKPRMABMo9FIXZQ6GQwGdvDgQWYwGKQuileSOr4Gg4EplUoGwOYPx3FMpVJ57PWXKr5qtdpuTGv+qNVqxw5YXs4YY+zZyRWstVzDFj1fzCoqhClrZmYm4ziOcRxnde05jmOZmZl23yv1/evNKLbiagrxdTTPoJYmAcnlcgwaNKjJ9isQm9Tx9fa5cqSKr1DD6W/eBD6I3YVvus4FdDosWNwceZdb4ZXkDmjeXIiSuvaITOr715tRbMVF8a1GSZOAdDodli9fTiMMRCJ1fL19rhyp4utqXyHD2UJ8Pq8Q3bsDc368C6fvmAjIZAgOBtq0EbKkVRr6iEzq+9ebUWzFRfGtRqPnBMQYw+XLl2mEgUikjq/UHYHFJlV8TX2FCgsLbZ7bNP+Rrb5C584BI3obcfqmCvHxwJtvcggPv030Mps6jDujdny9cQSmVKT+bPB2FN9q1NJEiIPcoSOwNzINpwdgFVtbw+nZjZs4OvMz4MQJKJXAyIcDcHjn30hLA8LDq9/b2OvDOYNGYBLimShpIsRBzn65E8c51FeIMfz6K3DvA34YuPxZnNhwGjIZ8NGq1hgYGWDxPndOStavX08jMAnxVKJ1RReQp4ye43menT59mvE8L3VRvJK7xDczM9NqFJ1Kpapz5JQncIf4GgwGplarWVpaGlOr1ebROse//Z2Na7mNAYzdeitjG7P0zGi0fYz09HS7oxvrG+EmJp7n2cmTJ716BKYQ7N0DdXGHe9ebNYX4Oppn0NpzhDSAt/VHccv6GI3A2bNAly5I+HclNqb9jQVvyRA/qx3sFS0jIwOPPfaY3UdxYq4P5whaQ65uos4KT0gdHM4zGiWFc5GntDRVVlayd955h1VWVkpdFK9E8RWHrZYzpVIpacvZpUuMJQz+hX3U6lXGKitZWRljWm3d78nMzHRovic4M+eTgCorK9mjjz7qUPnS0tIavXxSM82BVTsWjrQQ0meDuJpCfGmeJonQkExxUXyF5W4znJf9/BvmPXkO3boBX/55J4xTpwF+fggIABQK++8zzSruKKmmhfD393doP08dgdlQQswKT58N4qL4VqGkiZAmqr4vKsYYEhISBBl15shItvx8oOsDPfHu1yF47jkgL1+G/34YbuNo1uqbeLQ2qZKSzp07IzQ0lEZg1uLtE8cS70FJEyFNlCOJxoULF/D2229bbHN2KH9dI9kMpdexJeZd4MABhIUBSS/54HSeD95/H2jXzvG6ONNyJERS0tDpDGQyGRYvXgyARmDW5O0TxxIvIvqDQgF4Sp8mnufZpUuXvHqEgZQovsJKS0tzuA+QqT+Js/2f7PVTaQ4wII4pQzUMYOxEarZLdXF0/bqadWmohvYBq3n/eusIzIZydf1B+mwQV1OIr6N5BiVNAjIajayyspIZ7Y2FJi6h+ArLmURDpVKxtWvXOtVR194CxxGIYrdhHwMY8/fPZr/+6vrwetO5bJXP9COXy1l6erpL56mrszIAlpiYaHeYfO37tyFD671VfdevvqkY6LNBXE0hvpQ0SaCyspLNmzfPq0cYSMld4+upX372khp7P0FBQXZfs/WlVjMpawmwIf/8vy/eYp2wjzVDjKAj2UwJjb0v3rVr17p0fGfiZavlyV3vX3dh7/o5OnqOYiuephBfGj1HSCNw55mn61NzhnNHXL582e5rzEZH3er+Jz3QFemIxOvwAaDHfFzEnbgJda39XGNvVnGVSoXMzEyMHz/e6j3O9E1yprM5ze7tPIdmhSdEYrRgLyENZBquz2qNPjN9YTbmB31DJ6eMi4vD/Pnz8cYbbwhSDnMCxBg67srHLfgM5zANf6AQF5AFAwBAb/EeIUeyxcXFITY21qFYODuRojPJHWMMHMchMTERsbGxTa5jd0M5c/0IkQIlTYQ0QH3D9RvzC9PVWZT/97//4fPPP7fbisJxHNq3b19nS5NJx5AQAEBePodRn74IX5QBeAlGpOIqtFbHVSqVgg+vl8vl9c6m3ZCE19nkrmbrW1Oc3buhHLl+hEhG7OeEQvCUPk1NobOclNwpvq6O9hGKK7Mo2zqOvf4k6enp9XbU7RcSzlbcMo8Z1VUj4b5coWfffLOhwf1UxFJf3yR7nY4d6Wxu68c0u7c73b/ehmIrrqYQX+rTJAHGGDQajc3WB+I6d4qvO8wrI8QsyiZxcXFIT09HyD8tRSam/iSPPPKIuf9T7fmFukABxmbh3M1jmHHhVZwqrZpg6YmnfDBp0li366fS0IkUa/YBszc5pS2mFip3un+9DcVWXBTfapQ0CUiv1yM1NRV6vb7+nYnT3Cm+jj6qEXPmaaFnUR4zZgyeeeYZbN26FWlpaVCr1cjPzzcnNrY66t6O8WA4CRmXgn/9yx9/5fmi1/hbLY4bFxeHgoICqNVqm8dtbK4kvPY6K9tSe3Zvd7p/vQ3FVlwU32rUp4l4hYZ2hG6oyMhIKJVKFBYW2vzrS6z+OjWJ0dolk8kQFRUFPz8/m6/HxcVhbN9b8fvqtTjVuyvU227H5T988MMXQJ9bbb4FgHv1U3E14a3ZWXnDhg1ISUmx2qcpz+5NiDejlibi8aQY9l/Xo5rG+sKUorVr507g7nsUWPNxCOInTMCn/9cd635Toc+tnvNRYkp4XVn/zZQELlmyBJmZmVAqlRav0zB5QryT53zSeQhFXUuxE5fVjq9pFFTtx1SNMU+O1PPKCPHlX5vN+5cxHJm2FA/0v4CoKEDXQYWRqyYDcjmc6NrjNoROeJ15/EifD+Kh2IqL4luFYx7Qs6usrAyBgYHQaDRo1aqV1MUhboLneYSFhdU5VF6pVCI/P1/UFp/GfjRYkylpBGDxmND05e9S8lZRATRvjjO5HHp0N6J7kAZvL2+Dhx+GRyZLtdmaqkGlUiElJYVaiAhpYhzNM5xuadq5cyfGjBmDTp06geM4rF+/vt73ZGdnY9CgQfDz80N4eDhWrlzp7Gk9gtFoxJkzZ2A0GqUuileqHV+hO0I3lOlRTXx8PKKjoxu1D4uQrV0143vxwEW8HbwUxh82Izwc2LxFhuMX22D8eO9ImIDG76BOnw/iodiKi+JbzemkqaKiAgMGDMCyZcsc2j8/Px8PPvggYmJicOTIESQmJuLpp5/G1q1bnS6su9Pr9Vi9ejWNMBBJ7fi6w7B/dyDUl7/+5k389NpivPKKEeF3d0QynkduwEAAwMiRgI8XDhtpzISXPh/EQ7EVF8W3mtMfg6NHj8bo0aMd3v+TTz5Bly5dsHjxYgBA7969sXv3bixZsgQjR4509vSEmLnDsH93IcTotM9nHMPr372DSgXDqAeO46mnrqHrXcOEKSAhhHgB0f923Lt3L0aMGGGxbeTIkUhMTLT7Hq1WC622esmFsrIyq+0ymQy+vr7Q6/UWTYZyuRw+Pj7Q6XQWfTx8fHwgl8uttvv6+kImk1mcz7Sd4zjodDqL7QqFAowxq4zbz8/PXA7TsTiOg0KhAM/zMBgM5n1N2w0Gg8XEg+5ap5rbpayTialegwcPrnfYf2hoKAYPHmx+j7vVSerrZNiWjco/ctHqhWdwVC5DM5/vcF33BtavL8H69dXLsTz00EOS18loNOLXX39FYWEhgoKCcNddd0Eul3vMdTKpeZymfO8JWaea9fCWOpnK7g7Xqeb5vaVOgOV1ql0ee0RPmoqLi9GhQweLbR06dEBZWRlu3ryJZs2aWb1n4cKFmD9/vtX25ORk+Pv7AwAiIiIwduxYbN68GYcPHzbvExUVhejoaKSnpyM3N9e8fcyYMRg0aBBWrFhhsYbWpEmTEB4ejuTkZIuLNX36dAQGBmLRokUWZZg9ezY0Gg1SU1PN2xQKBebMmYOzZ88CAJYsWQIACAoKwowZM3D06FFs2rTJvH+3bt0wefJk7N69Gzk5Oebt7linvLw8rF692rxdyjrdcsst4DjOHF8AePPNN/HUU0+hNlNH6GHDhuH999932zpJdZ125uzC8tSr2PvDnYjyvYKw66/j/1a+Z5V8XrhwAePHj8d//vMftG3bVrI6nThxAj/99BOuX79u3q9Vq1YYNWoUxowZ4xHX6YUXXkBgYKDF/dsU7z2x6hQYGAiO47B48WKvqZM7XSd/f39wHOdVdap5nfbu3QtHuDR6juM4rFu3DuPGjbO7T48ePTBt2jTMmTPHvO3HH3/Egw8+iBs3bthMmmy1NKlUKpSUlJh7tXtbJk91anid1q1bh4SEBBQWFpq3q1QqJCcnY8yYMR5ZJ7GuE4wMO0Z8gDn5z+JoUTAeesCA1+fqEPdwD4v41WRqsTt16pS5z09j1mn9+vWIj4+3SuhMifG3336LCRMmeNV18sZ7j+pEdXLnOl2/fh3BwcH1j9Kvc2W6egBg69atq3OfyMhIlpCQYLHtiy++YK1atXL4PJ6yYK/BYGAHDx60WuiTCKOu+BoMBqZWq1laWhpTq9V0DWrLz2eM59lffzHGcUYW2ecy27276iV3WXzYloYuruuO6PNBPBRbcTWF+LrNgr1Dhw7F9u3bLbZt27YNQ4cOFfvUjc5gMGDTpk2Wf9kTwdQVXymH/bu7Y5svYGbXzTCsXYfu3YHDhznk/NEew4dXve7OoxDdZVoJIdDng3gotuKi+FZzOmkqLy/HkSNHcOTIEQBVUwocOXIE586dAwDMmTMHU6ZMMe//3HPPIS8vDy+//DJOnjyJ5cuXIz09Hc8//7wwNSCEWLtyBXmL0vH448CAB5XYGvw4zvV7EAAwYIDlXEvuPArRnRM6QkjT43TSdODAAURERCAiIgIAkJSUhIiICMydOxdA1YeXKYECgC5duuCHH37Atm3bMGDAACxevBgrVqyg6QYIEdHbMy+i15xx+PknHsuXA3+eb4muffxt7ivGcixCceeEjhDS9Dg9ei46Otrm8G4TW7N9R0dHW/S291Ycx6Fbt252v3yIayi+ddN8vAqVf51Dhw//h25j++LN7jfw3zkt0bx53e8zrcVmWo6lpsZafNgeU0JX17QSSqWy0RI6V5bMoftXPBRbcVF8a2iMDlau8pSO4IQ0Or2e3bh6k73/PmNtm99gU3v8wpjR2KBDZWZmWnW6VqlULDMzU+BCO18ujuMYx3FWncA5jmu08tmKj1KplDw+hBDXuU1H8KbEYDAgOzubOsuJhOJryaDl8XnXd9A9TIc5c4AJU5rhHfUwc4clnueRnZ2NNWvWIDs722KorS1jx47FypUr8fPPPzfKWmyOEnJ9vYYyLYxcu1N6YWEhxo8fj6ysrHqPQfeveCi24qL4VqOkSUA8zyMnJ6feLyfSMBRfAIwBajVgMOBcoRyziv6Hu4ca8OefQGoq0KlT1W5ZWVkICwtDTEwMJk6ciJiYGISFhdX55c7zPHbv3o277rrL7UYhNvbiujXxPI+EhASbjwdN2xITE+u9L+n+FQ/FVlwU32peuAQnIZ7F0X4yjAHbvriA1Kev49vvfkDXCbHIPytHp05tLfYztYrU/pI3tYpkZGQgNjbW6pzuToj19RrCmWkPpCgfIaTxUNJEiISysrKQkJBg8aVsWu/N3Ipy4gR+fS8Hc849B7VahWH926DkzhZQobplyaS+VhGO4/Dss8/iv//9r8UM4EqlEh988IEYVfR4NO0BIcSEHs8JSCaTISIiAjIZhVUM3hbfevvJZGaCMSDpVX/c+dV0XC4yYONGYPeRllDdYnsUiyOtIleuXLFaMqWwsBDx8fGorKz02Pg624fLUUJNe+Bt9687odiKi+JbzaW15xpLWVkZAgMD618ThhAPwfM8wsLC7CY4CbgF3f1b4LnyY/hpqwxXSnjEP+6D+roYrVmzBhMnTmxQmUzD9/Pz892mL5OjHGqxayDTtapv2gNPjBshpIqjeQaljQLS6/XYuHGj1cKCRBjeFF9bLUJtALREewDJ+Ah/YXnlK9i1cydGP8Bh8hP1J0yAa5M8mvrmqNXqBh9DCkKMbKuLaR4rAFbz1Dgzj5U33b/uhmIrLopvNUqaBGQ0GnH48GGLFaCJcLwpvrX7v8jRElPxBnTIA/AkjFiAE5iJouJip45b3+zejrh48WKD39vYhBrZVh8hpj3wpvvX3VBsxUXxrUZJEyEOELq/TMeOHaEA8CwABQAerbAM/4UPPgHQFcDbACqcbjmqq1XEUSEhIQ16nxQac0FfKac9IIS4Bxo9R0g9xOgvM3RoJDq3SsDhsngMxz1Q4yL0UEGPGwBcWx7E1Cpiq8w3b97E1atX7fbNCQgIwF133dWgOkmhsUe2STXtASHEPVBLk4DkcjmioqKoM6hIGhJfV1uIhO4vw3aosS4yGRERMpwuS8HvOAc1TJ0OqxMmwH4/GUfqZKtVpKCgAJ999pnFOUxMvz///PPYu3ev4CPQxOJoS9yJEyckrw99PoiHYisuim8NYq3jIiRae440hKtrhRkMBqv3o9baZyqVihkMhroPZDQyVl7OGGPsyQcuMoCx+6J1bP9+59d7E2L9M3vnfOmllzxubTXTNaq9Lp29H3evDyFEGo7mGZQ0CUir1bJVq1YxrVYrdVG8kjPxNS3yaivRcXSRV7Va7dAXsVqtrvM4B8bOZ8eiZjLGGNu9m7Ht2y1fNxgMTK1Ws7S0NKZWq+0mYULUyd45165dK9ixG5u9BX3tJbpS1Yc+H8RDsRVXU4ivo3kG9WkSEGMMubm5NvuLENc5Gl9HZsVOTExEbGxsnc3NLvWXOXYMpzQheP3DIKzdOBdP3XcWKwAMH15dRkeWThG6TiY1++aY5iES6tiNzV4fLlukrA99PoiHYisuim816tNEvI5QI6oaOhN0yXktnrnjCPre3Rb79gFffAF88mNn8+sNWUzX0TplZ2c7VOaGHFuIEWhiqdmH67XXXqtzX0+oDyHEPVHSRLyOUCOq6pvziOM4qFSqqhFuJSUwJL0MlJeD8/fDjqAJ+OB94K+/gGnTAJ9/2nQb2rHc0TpNmDDB6c7p3rK2mqn1rE+fPg7t7+71IYS4H0qaBOTj44MxY8bAx4eeeorB0fgKtVaYQzNBL1mCmzfleOs9BcI//A+u/XICQUHAXwV+SHxBDn//6ve4MhGjo3W6evWq06P6hIqXu3DX+tDng3gotuKi+FajtedIo3O2P09Dji/kWmG25mlSqVRIi3sMRzZ0wIIbSbh+ncOM53j873Xgjz9s1y07OxsxMTH1nk+tVlvNBVRfnVypn7etreZt9SGEiM/hPEO4vufi8aTRc8uWLfPqEQaucmXIvDPxtTeiqqGjp0yjzb796iv2S3o6MxgM7LH7S5mM49kTk3SsoKD+uqWlpTk0Gi8tLa3OOjlyDDgwqs+RY3vC6DlbhL7+QqDPB/FQbMXVFOLraJ5Bj+cExBjD5cuXaYSBHa5OFOlMfIVYK6ymqsndotHsowJw7+2EXC7HnPfb4dgfMnz5jS8OHqy/bq4+NjLVqW3btg4dx5k+O3FxcVizZo3VX1gNjZfUhL7+QqDPB/FQbMVF8a1GDyhJoxB6yLwj4uLiEBsb69qjQMaArCzsNAzD7KUdsffAXPx38lUMBdC/v3N1O3PmDJRKZb2PjepaOiUuLg6BgYEYMWJEvUV3ts/OuHHjcOLECQwfPhxXrlwR5dFpYxLk+hNCSA2UNJFG4cywdiHX9nJ1rbDzZ7T496TW2KztiEGDgJ9+AkaMsGzpcbRue/bswdKlSzF+/HhwHGeRONW3dEpN0dHRLidf9shkMkRFRcHPz8/p97ojWiuOECIkejwnIF9fX0yaNAm+vr5SF0U0DV3LTYhh7TXj6+qacnU6fRplDzwGXLuGwA7+0PSPRHo6sH8/cN99QO0ZCJypmxCPjRwa1edA8lVbU7h/pUTxFQ/FVlwU3xrE6FAlNE/pCO7tXOnELdSSJK6Wo07l5aywkLHnplSw1nINK1afcOhtDambo0un1MXZdesIIYTYRmvPSaCyspK98847rLKyUuqiCM7V0VX1LazqyOK3lZWVbOLEiaKM8rr67mdsduvlrFkzI2vThrH332fsxg3H3itE3RrKYDCwn3/+mb322mvstddeYz///HODz+PN9687oPiKh2IrrqYQXxo9JxGdTid1EQTnyqSMJkI8UuJ5Ht9//71L5bBQVAQcPw4AeHb7o/jwxtNISjAiLw948UWgWTPHDiPW4zJHbNiwAU888QTeeustvPXWWxgxYkS9S7LUpbKyEjk5OeI89iRe+fngLii24qL4VqGkidRLqLXJXO3Ps3v3bpSVlblcDgDQ64FPor/FT1O+AQC8m9oKuWd98dZCOVq3rvftVqQY4u7qFA61rV+/HikpKRg5cqTDa+IRQkhTQqPnSL2EXJvMlWHgxcXFrpWjshLGD5Lxnd/jeP1TFfLyEvH6S1rcD6BrV4cOXafGHOIu9BQOWVlZiI+PtzqeKQHzxLmaCCFEaLSMioCMRiNKS0vRvn17yGTe04jnyvIfQtqxYwfuvfde58vBGMBxyP1Th4cjcnFU2xsPPQS8/Xb1XEueRshrYlp2xF5rIi07Igxv/XxwBxRbcTWF+DqaZ3hn7SXCcRwCAwOt+rW4M0eG7kdGRkKpVNqtF8dxUKlUDZoXyBl33303QkNDnSvHwYM41/M+oLgYncIU6P5gT+zeDWza5LkJEyBs659Qj19J3Tzx88FTUGzFRfGtRkmTgHQ6HRYtWuQxHeaysrIQFhaGmJiYOvuwSNnRuSae5zF8+PD6yyGTAQUFOHYMGPtaf3TP3YzzBTyaNQPWZsrwzyE8mqtLstQkZAJG7PO0zwdPQrEVF8W3GiVNTZSznYjdZS2vPn36YM2aNXWWIy/xQzzeez8GDGA4cdoXK7/xRejgUDtH9ExCtv4JmYARQog3a1DStGzZMoSFhcHf3x9DhgzBb7/9ZnfflStXguM4ix9/f/8GF5i4rqFTCMTFxaGgoABqtRppaWlQq9XIz89v9A7C48aNsy7HmjWICwoCALya9zR+bj4Wy5dz+PNPID4e8LbH8EK2/rnL41dCCHF3To+e++6775CUlIRPPvkEQ4YMMQ9RPnXqFIKDg22+p1WrVjh16pT5d3ouKi1X1oFzl7W8apZDowHmDfwGAzpewvg9kVi6ogVatgRatJC2jGIztf4lJCRYXE+lUomUlBSHk1lTAjZ+/Hir1xrz8SshhLg9Z2fNHDx4MJs5c6b5d57nWadOndjChQtt7v/ll1+ywMBAZ09jwVNmBDcajayyspIZjUapi1KntLQ0h5b9SEtLk7qoFizie/06u/HYNPb+f8+xtm0Za9bMyFKSeamLKAkhlmRhjLGMjAwWGhpKy7KIxFM+HzwRxVZcTSG+juYZTrU06XQ6HDx4EHPmzDFvk8lkGDFiBPbu3Wv3feXl5ejcuTOMRiMGDRqEd955B3379rW7v1arhVarNf9umtCw5naZTAZfX1/o9XoYjUbzvnK5HD4+PtDpdBaPn3x8fCCXy622+/r6QiaTWZzPtJ3jOKuObwqFAowx6PV6i+1+fn7geR6XL19Gu3btIJPJwHEcFAoFeJ6HwWAw72vabjAYLB6BNVad2rVrZxVzWzp27Aij0WhRVynrBAClZ8+irUqF03kKPLDuXVwytMNTTzO88ooOnToBpirXdZ3cqU5C3Xt33323ebupvM7W6V//+hcGDx6MEydO4NKlSwgJCUFUVBT8/PwkqZO3XSdfX19cu3YNgYGB5mHbnl4nd7lORqMRGo0GwcHBVmX31DqZyu4O18loNOLatWsICQmBwWDwijoBltepdnnscSppKi0tBc/z6NChg8X2Dh064OTJkzbf07NnT3zxxRfo378/NBoNPvjgAwwbNgzHjx+HUqm0+Z6FCxdi/vz5VtuTk5PN/aEiIiIwduxYbN68GYcPHzbvExUVhejoaKSnpyM3N9e8fcyYMRg0aBBWrFiBy5cvm7dPmjQJ4eHhSE5OtrhY06dPR2BgIBYtWmRRhtmzZ0Oj0SA1NdW8TaFQYM6cOTh9+jTS09PN24OCgjBjxgwcPXoUmzZtMm/v1q0bJk+ejN27dyMnJ8e8vbHq9Msvv6BVq1Z1zq4dGBiIyMhI5OXlYfXq1W5RJ+WZPOTHzsfa6Xfgaqt2UA68D5lLZRg4sKVT18md6iTUvSdEnUaOHIkvvvjCvC0/Px8KhcKj6+RO1ykpKQmffvqpxb6eXid3uk6mcnpTndzpOpmOv3XrVq+pU83rVFfDT01OTW558eJFhIaGYs+ePRg6dKh5+8svv4ycnBz8+uuv9R5Dr9ejd+/eiI+Px4IFC2zuY6ulSaVSoaSkxDzplDtm8jdv3sR7772H559/Hn5+fm7918n69esRHx8PABbvNfVhWbNmDR599FHp/+KqqAB+P4ZsbSRefcWII79z+H3PJYRHtGvwdZK8Tk5cp8ask9FoxKJFi8z3rzfUyZ2uEwCr+Hp6ndzlOmm1WixZsgSzZ8+2irmn1slUdne4TjXja/qs8PQ6AZbX6fr16wgODq53ckunWprat28PuVyOS5cuWWw3NeU7wtfXFxEREThz5ozdffz8/MwfKvVtNz22qU2hUDi13db57G3nOM7mdlOTe+1yyuVym51ofXx84ONjfQkao06PPvoofH196+1ELJPJbB6nser029OfYU76QOzQyXDnncCUqV8jPCLeqkzOXicp61SbEPceYwx79+61WL4FcK5Opg8xW//OpPr35E3Xqa74emqdAO+7TgDVCWh6dbJXHqtzOrTXPxQKBW677TZs377dvM1oNGL79u0WLU914Xkex44d89o5X+zdIO7IXaYQsMAY8PXXwMaNAIBUw9Mo6TIEGzcCarUePXrQBIu1OTpJqSM86f71RBRf8VBsxUXxreL02nPfffcdpk6dik8//RSDBw9GSkoK0tPTcfLkSXTo0AFTpkxBaGgoFi5cCAB48803ceeddyI8PBzXr1/H+++/j/Xr1+PgwYPo06ePQ+f0lLXnPAHP842yoKzT5/xnfbhz54B5kT9jePfLeOrneJSVVU0dQKPdbTNNUlr7n7HpMSsttEsIIfVzOM9wbDCepY8++ojdcsstTKFQsMGDB7N9+/aZX4uKimJTp041/56YmGjet0OHDuyBBx5ghw4dcup8njLlAM/z7PTp04zn3XPoe2ZmJlMqlRZDypVKpahDyh06Z0kJKxl4H0scf44pFIwFBRnZV19ZH8vd42si1BQAjpyndmxr/nAcx1QqlcPn95T4eiqKr3gotuJqCvF1NM9oUNLU2DwlaaqsrGTz5s1jlZWVUhfFSmZmJuM4zuYXK8dxoiRO9Z1z8/LljDHGfj9qZC19b7JWLfRs3jye/fjjTpsJhzvH16QxE1O1Wu3QfFtqtdqh43lCfD0ZxVc8FFtxNYX4OppneNniEsSWhi6bIuY5RzMFdDO+B//nn+jTl8NrC/zx4bItWLGiMx544G6X++ZIwdn1/FxFC+0SQkjjoqSpCXBm2RQxzxkGIBZyAE/gR5zCOKxH1tErkMuB7t2zMG3a2EZLOIQmRWJKC+0SQkjjoqRJQBzHISgoyO3W1pOiRcLWsSIxBn/gdwBfAvgNDP1gYOcdTjiMRqNbxheQJjEVeqFdd71/vQXFVzwUW3FRfKtR0iQghUKBGTNmuN3QTClaJEzHegvAVFT9Q/sWI5CPCwBuBzABwCl07NjR4YTj119/dcv4AtIkpqaFdgHrRbAbstCuu96/3oLiKx6KrbgovtUoaRIQz/M4dOiQoI9ghCB0i0S9btxA5F13ITh4NFZjKwqQAADQ4wUYMRLAQYtzOppIFBYWumV8AekelcXFxSEjIwOhoaEW25VKpdPTDbjr/estKL7iodiKi+JbjZImARkMBmzatMli+nZ3IHSLRJ0uXsSpW+5DfHQJSkp+xJ9QIQen/3nRYPOcjiYSQUFBbhlfQILEtAahJil11/vXW1B8xUOxFRfFtxolTU2EkC0SVngeUKsBAEcudUTfa7uwLz8YX3wBpKefhFJ5tM5zOppw3HXXXQ0vo8gaNTG1c/7o6GjEx8cjOjpa9AlLCSGkKXJq7Tni2eLi4hAbGyv4jOBXvtyIdc/8iKfP3IIBA7vhy5UcHnlEBn9/APgX4uLG1nlOU8Ixfvx4cBxncwFhMRMOoZgS0/rW8yOEEOKZKGkSEMdx6Natm1uOMKi9lMmECRNcS0Kys1F+8BRSbv4b778/DsbmYzHaX45QDnj8cctdTa0gdXEk4dDpdG4bXxOxEtPG4M73rzeg+IqHYisuim81p9eekwKtPeearKwsm8nI0qVLnW/9+GeNuBXjNuF/Pw7Hda4NZszg8OqrQFCQ62WVYm08QgghTZujeQb1aRKQwWBAdna2W3WWE2yWaqMR/COPQvteVb+ds30ewAOT2uCvvzgsWSJMwgTU3TfHHePrTSi+4qL4iodiKy6KbzVKmgTE8zxycnLcZlimILNUnz0Lxhvx/Y8yROz6EO8eug8A8Obbcnz5JYfOnUUpuk3uFl9vQ/EVF8VXPBRbcVF8q1HS5MVcnqX67Fns6vYE7upzFWPGAO16d8CoF/oCAOjRNiGEkKaGkiYv1qBZqq9dA774AgBw6Epn3M2rUdm8DbZsAXbsAAYPFqOkhBBCiPujpElAMpkMERERkMncI6wNmaX6zDf7sOC5C2DnzmPQIODnn4H9B+UYOVL61iV3i6+3ofiKi+IrHoqtuCi+1Wj0nBfjeR5hYWEoLCy02a+J4zgolUoUvPkmLh0qwgLDHHz+OUNweyP2H5SjUycJCk0IIYQ0Mho9JwG9Xo+NGzdCr9eLcnye55GdnY01a9YgOzu73k55dc1SLQfgxxhSUlLwbmYPdFuehG+/ZVi4kMOZPOuEydlzi0Hs+DZ1FF9xUXzFQ7EVF8W3GiVNAjIajTh8+DCMRqPgx87KykJYWBhiYmIwceJExMTEICwsrN4pA2wtnyID8ItPK+z61xTExcXB/55hSJrth7w8Di++CDRrJsy5hcTzPNRqNb7++muo1WoaxSECMe9fQvEVE8VWXBTfapQ0eQBX51oyLeh6aMkSrPpiFRKeP4V/tbiI9BaLAADPPw+89RbQurXw5xaCKWkbOXIkMjMzMXLkyEZP2gghhBBKmuxwh8dRpnK4PNcSAO5MHk49vw/z5oxDSkoP3DumBZ6bX3dHcaHO7Qp3SNoIIYQQgJImmxr6OEoulyMqKkrQZT9cmmvp1CngtdcAxnCkojvi8S1639ECR44Aq1YBXbuKeG4BuEPS1pSIcf+SahRf8VBsxUXxrUZJUy2utGz4+PggOjoaPj7CrYNcWFjo0H4Wcy39k1Ds+f4qpn/YC6z4EgYNAo4fBzZt4tC/v2PnbtA8TwKSOmlrasS4f0k1iq94KLbiovhWo6SpBldbNnQ6Hb755hvodDpBypOVlYXExESH9j19+nTV/yxYgGOxr2HsWGD4i0OxJ2wiLnEhAIA+fZw7f0PmeRKS1ElbUyP0/UssUXzFQ7EVF8W3GiVNNbjassEYQ25urs2ky1mmFq/S0tJ6920NIPmNN5CVlYWkvY9gwPdv4fhxhrQ04PARGUJCGlaGyMhIKJVKq+kKTDiOg0qlQmRkZMNOUA+pk7amRsj7l1ij+IqHYisuim81SppqcJeWjbpavGrzAbANwUhEeyQmJqLfIz2wbBmHP//kEB8PuDKBa13zPJl+T0lJEe05t9RJGyGEEFITJU01uEvLRn0tXr4AngagQCsY8CbuRC7ew2s4f/48unTZiWef5bFnjzAj/2zN8wQASqUSGRkZiIuLa/Cx6yN10kYIIYRYYB5Ao9EwAEyj0Yh6HoPBwJRKJeM4jgGw+uE4jqlUKmYwGOy+/+DBg3Zfd1RaWprN85t+usKfLUIS80UpA24wYCED2jAALDExkSmVSov9lUoly8zMdKlMBoOBqdVqlpaWxtRqtct1dEZmZqZVnVQqlct1IpaEun+JbRRf8VBsxdUU4utonkFrz9Vi6ksEwOLxmKllQ+zWFQDIzs5GTEyMxbZIAM8BmAyA4VYABwB8CeBNAHU/LmzMsouF53ns2rULRUVF6NixIyIjI6mFiRBCiCBo7bkGcuVxlE6nw/Lly10eYVCzL49pRZPLeBjLsA6tIQPwBwAVgOmomTDZSyKYF8xpJJfLMWzYMFy7dg3Dhg2jhEkEQt2/xDaKr3gotuKi+FajpMkG07IjarUaaWlpUKvVyM/Pr7eVhjGGy5cvuzzCwNSX5xPGMBsjAOzHSWRgD/xwDW3+2euy1fvqSoiYF8xpJFR8iW0UX3FRfMVDsRUXxbdak5+pyt5jH7lcjujo6MYv0IkTQJs2iIuLwwP9D2Lz74MA7AEQBWCn3beNGjUKW7ZsqffwNKcRIYQQ0jBNuqWpoculiEarxZ+Rz+L8gpUAgOcWDMKbbx4FMBx1JUwAMHLkSIdOQXMaEUIIIQ0kTj90YYkxei4zM9PmKDmO4xjHcQ0amcXzPDt9+jTjed7xN5WUMPbSS+zs8b/ZtGmMyWRG9t+Z1SMUHB3Rp9Vq69wP/4yi8+TRDw2KL3EYxVdcFF/xUGzF1RTi62ie0aCWpmXLliEsLAz+/v4YMmQIfvvttzr3X7t2LXr16gV/f3/069cPP/74Y0NOKxixFoKVyWQIDw+HzJEZJf85z5UiHZKWdUP3gc3x/fdASgqH9xZXd3J2dK4ihUJhdz+TmzdvYsOGDU7VyZ04FV/iNIqvuCi+4qHYioviW83pCHz33XdISkrCG2+8gUOHDmHAgAEYOXIkSkpKbO6/Z88exMfH46mnnsLhw4cxbtw4jBs3Dn/88YfLhW8osRaC1Wq1WLhwIbRabd07ZmSADRsOGAy41jwUXzd7Fq/PlSEvD/jPfwA/P8vdHR3RZ9qvbdu2Nk979erVehcddmcOx5c0CMVXXBRf8VBsxUXxreZ00pScnIxnnnkG06ZNQ58+ffDJJ5+gefPm+OKLL2zuv3TpUowaNQovvfQSevfujQULFmDQoEH4+OOPXS58Q4m5XIrdIZk6HXDxIiorgZR9QzAkbw20mkqEhwMXLnB47TWgZUv7x3V0RF9sbCyaNWtm8xiutKK5CxryKi6Kr7govuKh2IqL4lvFqdFzOp0OBw8exJw5c8zbZDIZRowYgb1799p8z969e5GUlGSxbeTIkVi/fr3d82i1WouMtqyszGq7TCaDr68v9Ho9jEajeV+5XA4fHx/odDqLx28+Pj6Qy+XQ6XRo166dQ/UNCQmxyqwVCgUYY9Dr9Rbb/fz8zOUwvYfjOCgUCvA8Dz7uEXxzZijm3XgFhYVKTJvGocxoQCutFhwHaLX114nneQwdOtSqnDXrmpOT41Ar2vbt2xEVFeVQnWpur1kng8Fgtd1gMFgkZK5cp5rbfX19zf9f85r4+vqC4zirf9CeUieZTGZ1j0lVJ5Oa5fH0OrnTdTKpeRxPr5O7XKea9fCWOpnK7g7Xqeb5vaVOgOV1crQVzamkqbS0FDzPo0OHDhbbO3TogJMnT9p8T3Fxsc39i4uL7Z5n4cKFmD9/vtX25ORk+Pv7AwAiIiIwduxYbN68GYcPHzbvExUVhejoaKSnpyM3N9e8fcyYMRg0aBBWrFiBS5cuoVWrVuZkzJZOnTphyJAhWLRokcX22bNnQ6PRIDU11bxNoVBgzpw5KCgoAAAsWbIEYAx3FBXhgVdewdHr1/HkH/Nw9GwE+vQ5joULc/Hyy2ORnb0bOTk55uO4UqfLl6vmbTp27JjdOtX02WefmRPduuqUl5eH1atXm7cHBQVhxowZOHr0KDZt2mTe3q1bN0yePBm7dwtfJwCYNGkSVCpVdXwBGI1GDBw4EH///Td27NiBzp07m7/8PaVO4eHhSE5OtvigmD59OgIDA52694Sok2kEpim+3lAnd7pOpj8ea8bX0+vkTtfJxJvq5E7XycSb6lTzOtlr+KnNqWVULl68iNDQUOzZs8eixePll19GTk4Ofv31V6v3KBQKfPXVV4iPjzdvW758OebPn49Lly7ZPI+tliaVSoWSkhLz9OauZvLr1683l6nmfqZO1Onp6Xj44YedynoNBgOKi4vRrl07yLRa/BL+DEKnjED4+09jxw4eLVoAt93GRP3rJCcnx6HpB7Zu3eqRLU0XL15Eu3btsHHjRrzwwgsoLCw07xMaGorFixdj3LhxHlMnd/qLSy6Xo7i4GG3atDEnn55eJ3e6Tr6+vigpKUFgYKA5vp5eJ3e5TkajERqNBsHBwTbj7ol1MpXdHa6T0WjEtWvXEBISAp7nvaJOgOV1un79OoKDg+tfrs2hsXj/0Gq1TC6Xs3Xr1llsnzJlChs7dqzN96hUKrZkyRKLbXPnzmX9+/d3+LxiLdgr9EKwxtOnmWHMGLb/56vs/vsZAxh76SVBi1wvVxcddmdGo5FVVlayjIwMwaeLINXxNRqNUhfFK1F8xUOxFVdTiK8oUw4oFArcdttt2L59u3mb0WjE9u3bbfa1AYChQ4da7A8A27Zts7t/Y2rocin25F5pjnE/P407RrTBuXNAZibw7rv29+d5HtnZ2VizZg2ys7MF6Zzt6BQFnrh2m06nwzvvvCPKdBGkKr6LFi2iDp8iofiKh2IrLopvNadHzyUlJeHzzz/HV199hT///BPTp09HRUUFpk2bBgCYMmWKRUfxhIQEbNmyBYsXL8bJkycxb948HDhwALNmzRKuFi4wLZcSHx+P6OjoBicTPM/j1zOnkS2/DUlJf+DIER5xcYCdKZNEnY3clUWH3d3Zs2ctHsnVxrxgjT1CCCHuyem15x599FFcvnwZc+fORXFxMQYOHIgtW7aYO3ufO3fOYiTOsGHDkJaWhtdeew2vvvoqunfvjvXr1+PWW28VrhYSy8rKQkJCwj+j1jgkJzOkpyuxdOlSmwlKVlYWxo8fb9VaUlhYiPHjxwuS2MTFxSE2NtbmunqerLy83KH9aI09QgghQmvQgr2zZs2y21KUnZ1tte2RRx7BI4880pBTuT3rBKjqv/YSoPpmI+c4DomJiYiNjXU5wZFs0WERtaxrMqsaaI09QgghQnNq9JxUysrKEBgYWH+v9kbG8zzCwsLszovEcRyUSiXy8/PNCVB2djZiYmLqPbZarfa6hMdVjDHcvHkTPXv2RGFhoc3E01bMiWMYY9DpdFAoFHaX4iENR/EVD8VWXE0hvo7mGbSQjAsashyLmLORezvGGMrLy83z3HhbR3epMcag0WhsJqPEdRRf8VBsxUXxrUZJkwsakgA5+tiIHi9Z0+v1SE1NxZgxY7y2o7uUTPG1N5M1cQ3FVzwUW3FRfKs1qE8TqdKQBCgyMhJKpbLex0uRkZGCldMbeWtHd0IIIe6LkiYXNCQBMs2jNH78eHAcZ3M2cnq85Bhv7OhOCCHEfdHjORc0dCJJb55HSWwKhULqIng1iq+4KL7iodiKi+JbhUbPCcBynqYqKpUKKSkpdSZAPM/T4yVCCCFEYo7mGZQ0CYTneeTk5ODo0aMYMGAAoqKiKAESmNFoRF5eHrp27WoxgSoRBsVXXBRf8VBsxdUU4ktTDjQyuVyO4cOHo6ysDMOHD6eESQR6vR6rV6+mERwiofiKi+IrHoqtuCi+1ShpIoQQQghxAI2eayKo/xQhhBDiGkqaBMRxHIKCgtxumnlbHdWVSvsLCrsrd42vt6D4ioviKx6KrbgovtWoI7iXs15QuIrp5qcpDgghhDR11BFcAjzP49ChQ+B5XuqiAKgqT0JCgs2JN03bEhMT3aa89XG3+Hobiq+4KL7iodiKi+JbjZImARkMBmzatAkGg0HqogBo2ILC7szd4uttKL7ioviKh2IrLopvNUqavFhDFhQmhBBCiG2UNHmxhiwoTAghhBDbKGkSEMdx6Natm9uMMDAtKGyvPBzHQaVSWSwo7M7cLb7ehuIrLoqveCi24qL4VqPRc17ONHoOgEWHcBo9RwghhFSh0XMSMBgMyM7OdqvOcnFxccjIyEBoaKjFdqVS6XEJkzvG15tQfMVF8RUPxVZcFN9qlDQJyLRor7sNy4yLi0NBQQHUajXS0tKgVquRn5/vUQkT4L7x9RYUX3FRfMVDsRUXxbcazQjeRMjlckRHR0tdDEIIIcRjUUsTIYQQQogDKGkSkEwmQ0REBGQyCqsYKL7ioviKi+IrHoqtuCi+1Wj0HCGEEEKaNBo9JwG9Xo+NGzdCr9dLXRSvRPEVF8VXXBRf8VBsxUXxrUZJk4CMRiMOHz4Mo9EodVG8EsVXXBRfcVF8xUOxFRfFtxolTYQQQgghDvCIKQdM3a7KysokLkndtFotKisrUVZWBj8/P6mL43UovuKi+IqL4iseiq24mkJ8TflFfd28PaIj+IULF6BSqaQuBiGEEEK82Pnz56FUKu2+7hFJk9FoxMWLFxEQEODWCwaWlZVBpVLh/PnzNMpPBBRfcVF8xUXxFQ/FVlxNIb6MMfz999/o1KlTnVMreMTjOZlMVmfm525atWrltTeWO6D4ioviKy6Kr3gotuLy9vgGBgbWuw91BCeEEEIIcQAlTYQQQgghDqCkSUB+fn544403vHZ0gdQovuKi+IqL4iseiq24KL7VPKIjOCGEEEKI1KiliRBCCCHEAZQ0EUIIIYQ4gJImQgghhBAHUNJECCGEEOIASpoIIYQQQhxASZNAli1bhrCwMPj7+2PIkCH47bffpC6S19i5cyfGjBmDTp06geM4rF+/XuoieY2FCxfijjvuQEBAAIKDgzFu3DicOnVK6mJ5jdTUVPTv3988k/LQoUOxefNmqYvltRYtWgSO45CYmCh1UbzCvHnzwHGcxU+vXr2kLpakKGkSwHfffYekpCS88cYbOHToEAYMGICRI0eipKRE6qJ5hYqKCgwYMADLli2TuiheJycnBzNnzsS+ffuwbds26PV63H///aioqJC6aF5BqVRi0aJFOHjwIA4cOIB77rkHsbGxOH78uNRF8zr79+/Hp59+iv79+0tdFK/St29fFBUVmX92794tdZEkRfM0CWDIkCG444478PHHHwOoWmBYpVLhP//5D2bPni1x6bwLx3FYt24dxo0bJ3VRvNLly5cRHByMnJwc3H333VIXxyu1bdsW77//Pp566impi+I1ysvLMWjQICxfvhxvvfUWBg4ciJSUFKmL5fHmzZuH9evX48iRI1IXxW1QS5OLdDodDh48iBEjRpi3yWQyjBgxAnv37pWwZIQ4T6PRAKj6YifC4nke3377LSoqKjB06FCpi+NVZs6ciQcffNDic5gI4/Tp0+jUqRO6du2KSZMm4dy5c1IXSVI+UhfA05WWloLneXTo0MFie4cOHXDy5EmJSkWI84xGIxITEzF8+HDceuutUhfHaxw7dgxDhw5FZWUlWrZsiXXr1qFPnz5SF8trfPvttzh06BD2798vdVG8zpAhQ7By5Ur07NkTRUVFmD9/PiIjI/HHH38gICBA6uJJgpImQgiAqr/W//jjjybfZ0FoPXv2xJEjR6DRaJCRkYGpU6ciJyeHEicBnD9/HgkJCdi2bRv8/f2lLo7XGT16tPn/+/fvjyFDhqBz585IT09vso+XKWlyUfv27SGXy3Hp0iWL7ZcuXUJISIhEpSLEObNmzcL333+PnTt3QqlUSl0cr6JQKBAeHg4AuO2227B//34sXboUn376qcQl83wHDx5ESUkJBg0aZN7G8zx27tyJjz/+GFqtFnK5XMISepfWrVujR48eOHPmjNRFkQz1aXKRQqHAbbfdhu3bt5u3GY1GbN++nfotELfHGMOsWbOwbt067NixA126dJG6SF7PaDRCq9VKXQyvcO+99+LYsWM4cuSI+ef222/HpEmTcOTIEUqYBFZeXo7c3Fx07NhR6qJIhlqaBJCUlISpU6fi9ttvx+DBg5GSkoKKigpMmzZN6qJ5hfLycou/bPLz83HkyBG0bdsWt9xyi4Ql83wzZ85EWloaNmzYgICAABQXFwMAAgMD0axZM4lL5/nmzJmD0aNH45ZbbsHff/+NtLQ0ZGdnY+vWrVIXzSsEBARY9b9r0aIF2rVrR/3yBPDiiy9izJgx6Ny5My5evIg33ngDcrkc8fHxUhdNMpQ0CeDRRx/F5cuXMXfuXBQXF2PgwIHYsmWLVedw0jAHDhxATEyM+fekpCQAwNSpU7Fy5UqJSuUdUlNTAQDR0dEW27/88ks88cQTjV8gL1NSUoIpU6agqKgIgYGB6N+/P7Zu3Yr77rtP6qIRUq8LFy4gPj4eV65cQVBQEO666y7s27cPQUFBUhdNMjRPEyGEEEKIA6hPEyGEEEKIAyhpIoQQQghxACVNhBBCCCEOoKSJEEIIIcQBlDQRQgghhDiAkiZCCCGEEAdQ0kQIIYQQ4gBKmgghhBBCHEBJEyGEEEKIAyhpIoQQQghxACVNhBBCCCEO+H97dYaxPoIdPwAAAABJRU5ErkJggg==", + "image/png": 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", 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/Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipywidgets) (4.0.13)\n", + "Requirement already satisfied: jupyterlab-widgets~=3.0.12 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipywidgets) (3.0.13)\n", + "Requirement already satisfied: backcall in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (0.2.0)\n", + "Requirement already satisfied: decorator in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (5.1.1)\n", + "Requirement already satisfied: jedi>=0.16 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (0.19.1)\n", + "Requirement already satisfied: matplotlib-inline in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (0.1.6)\n", + "Requirement already satisfied: pickleshare in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (0.7.5)\n", + "Requirement already satisfied: prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (3.0.39)\n", + "Requirement already satisfied: pygments>=2.4.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (2.16.1)\n", + "Requirement already satisfied: stack-data in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (0.6.2)\n", + "Requirement already satisfied: typing-extensions in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from ipython>=6.1.0->ipywidgets) (4.5.0)\n", + "Requirement already satisfied: exceptiongroup in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from 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executing>=1.2.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (1.2.0)\n", + "Requirement already satisfied: asttokens>=2.1.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (2.4.0)\n", + "Requirement already satisfied: pure-eval in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (0.2.2)\n", + "Requirement already satisfied: six>=1.12.0 in /Users/marinedenolle/opt/miniconda3/envs/mlgeo/lib/python3.9/site-packages (from asttokens>=2.1.0->stack-data->ipython>=6.1.0->ipywidgets) (1.16.0)\n", + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" + ] + } + ], "source": [ + "!pip install ipywidgets\n", "import ipywidgets as widgets\n", "from IPython.display import display, clear_output\n", "%matplotlib inline" @@ -809,7 +873,7 @@ }, { "cell_type": "code", - "execution_count": 1044, + "execution_count": 55, "id": "ef57be18-dd67-4a13-a56a-0b5ff014f327", "metadata": { "editable": true, @@ -822,12 +886,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "5ad13e3c63df474b87768cf08b44cf42", + "model_id": "7c950a4e89bc4d86bb01dde01f8f618b", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "FloatLogSlider(value=0.001, description='Learning Rate:', max=1.0, min=-5.0, step=1.0)" + "FloatLogSlider(value=0.001, description='Learning Rate:', max=1.0, min=-6.0, step=1.0)" ] }, "metadata": {}, @@ -836,7 +900,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "12381aaf03b64c25b1254faba23a5767", + "model_id": "99fc905ed00f44d5a0380b8916e50f4d", "version_major": 2, "version_minor": 0 }, @@ -850,7 +914,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f22ca4d3458242a583b81f95651d4cff", + "model_id": "7490e8642639402cb3daf6bef036affd", "version_major": 2, "version_minor": 0 }, @@ -864,7 +928,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "32a0a661d5ec46ac88454782b92189b9", + "model_id": "519f2ed3dfe741a094ef522b45221c79", "version_major": 2, "version_minor": 0 }, @@ -878,7 +942,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c626d13d7a9e4d4cb0a1f1fb13a262c6", + "model_id": "33b1b29bec8b40a19e99d6ac5cef056f", "version_major": 2, "version_minor": 0 }, @@ -892,7 +956,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "91618010a38344cfaca8a6a8d5d0c6e1", + "model_id": "6938e186bf514e6e8d4eb4b02c501f7d", "version_major": 2, "version_minor": 0 }, @@ -906,7 +970,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fd305827ace94318b426d7ff79d5abcc", + "model_id": "e6e5076e63e447d38783c9adac64f731", "version_major": 2, "version_minor": 0 }, @@ -985,9 +1049,9 @@ ], "metadata": { "kernelspec": { - "display_name": "reconstructions", + "display_name": "mlgeo", "language": "python", - "name": "reconstructions" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -999,7 +1063,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.9.18" } }, "nbformat": 4, diff --git a/book/_config.yml b/book/_config.yml index 16c41ca..b1fbe15 100644 --- a/book/_config.yml +++ b/book/_config.yml @@ -37,7 +37,7 @@ execute: exclude_patterns: ["*rendered*", "*skip*"] allow_errors: false # Per-cell notebook execution limit (seconds) - timeout: 300 + timeout: 600 # Define the name of the latex output file for PDF builds latex: diff --git a/book/_toc.yml b/book/_toc.yml index 24893b0..8ce7304 100644 --- a/book/_toc.yml +++ b/book/_toc.yml @@ -36,7 +36,6 @@ parts: - file: Chapter1-GettingStarted/1.6_data_gallery.md - - file: Chapter1-GettingStarted/1.7_get_geodetic_gnss.ipynb # 2 # - caption: Python and Python Ecosystem # chapters: diff --git a/book/about_this_book/acknowledgements.md b/book/about_this_book/acknowledgements.md index d1888d4..5726663 100644 --- a/book/about_this_book/acknowledgements.md +++ b/book/about_this_book/acknowledgements.md @@ -3,6 +3,8 @@ Many researchers interested in machine learning in the geosciences, and beyond, have contributed to this book. - Marine Denolle (UW, [GitHub](https://github.com/mdenolle)) +- Akshay Mehra (UW) +- Ziheng Sun (George Madison University) - Ariane Ducellier (former UW graduate student, [GitHub](https://github.com/ArianeDucellier)) - Stefan Todoran (UW, [GitHub](https://github.com/StefanTodoran)) - Nicoleta Cristea (UW, [GitHub](https://github.com/NCristea))