From 4df79d2b4cb12b998326a5cb6e5352a5fdf84296 Mon Sep 17 00:00:00 2001 From: shlomi_h Date: Mon, 5 Mar 2018 08:29:18 +0100 Subject: [PATCH] full notebook run --- .ipynb_checkpoints/Pipeline-checkpoint.ipynb | 1199 ++++++++++++++++++ Pipeline.ipynb | 40 +- 2 files changed, 1231 insertions(+), 8 deletions(-) create mode 100644 .ipynb_checkpoints/Pipeline-checkpoint.ipynb diff --git a/.ipynb_checkpoints/Pipeline-checkpoint.ipynb b/.ipynb_checkpoints/Pipeline-checkpoint.ipynb new file mode 100644 index 0000000..671125c --- /dev/null +++ b/.ipynb_checkpoints/Pipeline-checkpoint.ipynb @@ -0,0 +1,1199 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Theft Crime Prediction using KDE Tweets in Cicago" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import os\n", + "import glob\n", + "import itertools\n", + "import functools\n", + "import collections\n", + "\n", + "import matplotlib.pylab as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "from tqdm import tqdm_notebook, tqdm\n", + "\n", + "from utils.consts import START_DATE, END_DATE, \\\n", + " RAW_CRIMES_DATA_PATH, PROCESSED_CRIMES_DATA_PATH, \\\n", + " RAW_TWEETS_DATA_WILDCARD_PATH, PROCESSED_TWEETS_DATA_PATH, \\\n", + " CSV_DATE_FORMART\n", + "\n", + "from utils.lda import print_top_words_LDA, print_top_words_LDA, get_topic_top_words_LDA\n", + "\n", + "from utils.surveillance import generate_all_data_surveillance_data, \\\n", + " generate_one_step_datasets, generate_surveillance_data, calc_AUCs\n", + " \n", + "from utils.visualization import plot_contour, plot_scatter, plot_imshow, plot_log_reg_coef, plot_surveillance_data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.simplefilter('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pipline Diagram" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![title](./ANLP-Project-Pipeline.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Research Time Frame" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2017-12-08 ---> 2018-02-19\n" + ] + } + ], + "source": [ + "print(START_DATE, '--->', END_DATE)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Sources & Preprocessing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Chicago Crimes Incidents (only THEFT)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "if not os.path.exists(PROCESSED_CRIMES_DATA_PATH):\n", + " !python3 ./preprocess_crimes_data.py {RAW_CRIMES_DATA_PATH} {PROCESSED_CRIMES_DATA_PATH}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "crimes_data = pd.read_csv(PROCESSED_CRIMES_DATA_PATH)\n", + "crimes_data['timestamp'] = pd.to_datetime(crimes_data['timestamp'], format=CSV_DATE_FORMART).dt.normalize()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10902" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(crimes_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "min 2017-12-08\n", + "max 2018-02-19\n", + "Name: timestamp, dtype: datetime64[ns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crimes_data['timestamp'].agg(['min', 'max'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tweets" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "if not os.path.exists(PROCESSED_TWEETS_DATA_PATH):\n", + " !python3 -W ignore ./preprocess_tweets_data.py {RAW_TWEETS_DATA_WILDCARD_PATH} {PROCESSED_TWEETS_DATA_PATH}" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "tweets_data = pd.read_csv(PROCESSED_TWEETS_DATA_PATH)\n", + "tweets_data['timestamp'] = pd.to_datetime(tweets_data['timestamp'], format=CSV_DATE_FORMART).dt.normalize()\n", + "tweets_data['tokens'] = tweets_data['tokens'].apply(lambda x: eval(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "79634" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(tweets_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "min 2017-12-08\n", + "max 2018-02-19\n", + "Name: timestamp, dtype: datetime64[ns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweets_data['timestamp'].agg(['min', 'max'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Enreaching every Tweet with Sentiment Analysis\n", + "\n", + "For **demonstration propuse**, the training and evaluation of the Sentiment Analysis Model is done every time the notebook is executed.\n", + "The same goes for calculating the sentiment value for each tweet." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Length of the testing Corpus : 10662\n", + "Adding unigrams and bigrams sentiment scores \n", + "\n", + "average fit_time : 0.46118597984313964\n", + "average score_time : 0.009061503410339355\n", + "average test_f1_micro : 0.7554900886087512\n", + "average test_f1_macro : 0.7554053496579932\n", + "average test_precision_micro : 0.7554900886087512\n", + "average test_precision_macro : 0.7558688268181593\n", + "average test_recall_micro : 0.7554900886087512\n", + "average test_recall_macro : 0.7554900886087512\n", + "CPU times: user 9 s, sys: 323 ms, total: 9.32 s\n", + "Wall time: 10.6 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "from utils.sentiment.sentiment import calculate_sentiment_tweet" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 44s, sys: 1.32 s, total: 1min 45s\n", + "Wall time: 1min 55s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "tweets_data['sentiment'] = tweets_data['tokens'].apply(lambda x: calculate_sentiment_tweet(' '.join(x)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detailed analysis of 31 days training dataset and the successive single day for evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generating the train dataset with all the features (KDA, SENTIMENT, LDA) and the evaluation dataset (successive day crime incidents)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 3min 27s, sys: 12.4 s, total: 3min 40s\n", + "Wall time: 3min 17s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "train_dataset, evaluation_dataset = generate_one_step_datasets(crimes_data,\n", + " tweets_data,\n", + " START_DATE,\n", + " 31)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### KDE" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Crime Incidents: 2017-12-08+31 days')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Pf/hDTb933nlnXK+DYZiFAysKDMMwDLMAaGpqwm9+8xtkZGTgww8/xEUXXYTjx49LG48e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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_scatter(train_dataset['X'][train_dataset['Y']][['latitude', 'longitude']])\n", + "plt.title('Crime Incidents: {}+31 days'.format(START_DATE))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'KDE of Crime Incidents: 2017-12-08+31 days')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hIAiCUNIQgeB7PCEGHD1fgIkHnZEmYkEQvIwIBUEQhJKCCATv421B4Ai52xYAwkHEgiB4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5593BXdik3f/MAzTz7OsVNn2X/oL+7t0I6lc19n2w8/8ePe/Rw5cYpud9/F5h0/0enOVjze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\n655zsgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_contour(train_dataset['KDE'])\n", + "plt.title('KDE of Crime Incidents: {}+31 days'.format(START_DATE))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Sentiment" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Sentiment Histogram & Distribution over Geo Documents')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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BGBOPWOogfoE3HsQ57vUB4LtJi8hMKXUtXWQHhAUVBakOhVLXH5PdLGdMbGJJ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\njiKermD2y9FdwcSybjLEtF8RuRgvWZ+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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(train_dataset['SENTIMENT'], norm_hist=True)\n", + "plt.xlabel('sentiment value')\n", + "plt.ylabel('sentiment count')\n", + "plt.title('Sentiment Histogram & Distribution over Geo Documents')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### LDA" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Topic #0: mind | institution | . | … | url\n", + "Topic #2: old | New | url | Year’s | yr\n", + "Topic #4: url | IL | , | I'm | Chicago\n", + "Topic #5: url | … | , | . | Chicago\n", + "Topic #6: url | ” | “ | BABY | !…\n", + "Topic #7: Ridge | url | … | , | Burr\n", + "Topic #8: DAMN | mess | doing | y'all | use\n", + "Topic #10: url | , | : | IL | -\n", + "Topic #11: url | … | Chicago | . | ,\n", + "Topic #12: Ramp | Inbound | url | Grange | 🙏🏼\n", + "Topic #13: url | … | . | , | !\n", + "Topic #16: url | … | Channel | ! | videos\n", + "Topic #17: url | Baseball | Academy | B.I.G. | …\n", + "Topic #18: da | Ba | Trainee | 4 | Management\n", + "Topic #19: url | , | … | ! | Oak\n", + "Topic #20: 13mm | 16mm | lashes | went | The\n", + "Topic #23: Chicago | url | , | IL | Airport\n", + "Topic #24: url | Avenue | North | West | New\n", + "Topic #25: 🐎 | Tap | Guide's | Grill | Shot\n", + "Topic #26: url | , | IL | : | !\n", + "Topic #27: Training | joining | thank | welcome | 🧦\n", + "Topic #29: url | Center | United | game | theogdenchicago\n", + "Topic #34: . | Fashion | url | Clothing | House\n", + "Topic #35: -> | , | wind | humidity | :\n", + "Topic #36: , | url | IL | : | -\n", + "Topic #37: TONIGHT | IL | : | Forecast | Hi\n", + "Topic #39: bite | Survived | … | small | url\n", + "Topic #41: url | Lawn | Oak | Red | Lobster\n", + "Topic #42: url | … | , | . | Illinois\n", + "Topic #43: url | Museum | … | . | ,\n", + "Topic #44: • | Sports | & | Lounge | url\n", + "Topic #45: Pub | Irish | James | Joyce | ,\n", + "Topic #46: Egg | Harbor | Cafe | Hinsdale | 🔥🔥\n", + "Topic #49: One | 💕 | Kitchen | Bar | Fifty\n", + "Topic #50: West | url | Near | virtual | tour\n", + "Topic #52: url | … | . | Arena | ,\n", + "Topic #55: . | I | Keep | SAWYER | NORTH\n", + "Topic #56: Bedford | url | La | Grange | ,\n", + "Topic #57: url | … | Archer | Station | /\n", + "Topic #58: url | … | ! | didn’t | winter\n", + "Topic #60: 4:45 | COCORAHS | 2 | Lawn | OAK\n", + "Topic #61: In | url | The | … | Fuck\n", + "Topic #62: tweet | Trump | knowledge | holiday | great\n", + "Topic #63: North | Avenue | url | New | England\n", + "Topic #66: St | Halsted | Inbound | Closed | I-57\n", + "Topic #67: url | . | Park | … | ,\n", + "Topic #68: url | City | . | … | Chicago\n", + "Topic #69: Cicero | closed | broken | Central | Road\n", + "Topic #71: Navy | Pier | Missionary | St. | Luke\n", + "Topic #72: Original | The | url | Chickies | food\n", + "Topic #73: , | url | … | : | IL\n", + "Topic #74: Maywood | … | My | url | youth\n", + "Topic #75: Ave | Closed | St | Rd | accident\n", + "Topic #76: ” | “ | camp | cabin | remember\n", + "Topic #80: Avenue | url | North | West | Sayre\n", + "Topic #81: Cicero | Buren | station | train | (\n", + "Topic #83: Wild | sketching | NFL | buddies | ,\n", + "Topic #84: url | ! | . | Check | newest\n", + "Topic #86: url | … | . | Church | !\n", + "Topic #87: Park | , | : | url | …\n", + "Topic #89: The | , | 🎶 | Liquor | …\n", + "Topic #90: . | url | : | ' | just\n", + "Topic #94: url | , | … | — | -\n", + "Topic #98: . | url | … | !! | !\n", + "Topic #100: url | Hinsdale | … | , | I\n", + "Topic #104: N | Newcastle | 1741 | Palace | Sonic\n", + "Topic #105: Ravenswood | Grand | Crossing | url | Chicago\n", + "Topic #106: url | ! | Chicago | , | ?\n", + "Topic #108: Lanes | Striker | 🧦 | Madre | Mag\n", + "Topic #110: url | Avenue | North | West | Clare\n", + "Topic #114: Kostner | 5th | 🧦 | Magazine | Maga\n", + "Topic #115: … | Country | Club | bright🎄✨❄️ | end\n", + "Topic #117: url | , | … | Chicago | .\n", + "Topic #119: Yard | url | 50 | Line | Woods\n", + "Topic #121: url | Park | … | Lincoln | ,\n", + "Topic #122: url | Boutique | Louie | Me | Accessorize\n", + "Topic #123: Central | Grace | chaperoning | Target | Earth\n", + "Topic #124: url | East | Side | … | .\n", + "Topic #126: url | , | … | . | Illinois\n", + "Topic #128: … | url | . | Fort | !\n", + "Topic #129: Another | … | 🎄These | free | Christmas\n", + "Topic #131: url | … | , | . | Church\n", + "Topic #132: url | … | . | ! | ,\n", + "Topic #133: url | … | The | New | Celebrity\n", + "Topic #134: Fabish | Company | Quinlan | & | 🧦\n", + "Topic #135: url | … | • | . | Brookfield\n", + "Topic #136: … | url | . | I | ,\n", + "Topic #137: Parts | Auto | Salesperson | Advance | url\n", + "Topic #140: East | North | Cargo | Ord | 6\n", + "Topic #144: url | … | ! | . | ,\n", + "Topic #147: url | … | Target | Christ | Advocate\n", + "Topic #149: Express | Drivers | Facility | State | Services\n", + "Topic #151: world | 🌎🌎 | 🧦 | Madre | Mag\n", + "Topic #152: 1 | Terminal | Ohare | : | Club\n", + "Topic #153: Just | url | posted | photo | Park\n", + "Topic #154: url | … | ! | !! | Riddles\n", + "Topic #155: url | : | IL | Hi | TONIGHT\n", + "Topic #156: 5939 | Gib | Sicilia | dem | Butera\n", + "Topic #158: Berwyn | url | , | Illinois | …\n", + "Topic #160: url | . | selection | … | books\n", + "Topic #161: : | 🔲 | url | Far | …\n", + "Topic #162: que | es | , | Clips | El\n", + "Topic #163: Polaris | United | Markets | Worker | :\n", + "Topic #165: luncheon | Paradise | . | … | url\n", + "Topic #167: url | . | … | Park | Albany\n", + "Topic #168: turn | place | Year’s | The | come\n", + "Topic #170: url | - | Lagunitas | … | .\n", + "Topic #171: … | respecting | da | mismo | nos\n", + "Topic #174: All | Had | About | Dunkel | Books\n", + "Topic #176: Za | 312 | Wheat | Urban | Mag\n", + "Topic #177: url | 918 | Event | West | Space\n", + "Topic #178: . | url | , | … | sweet\n", + "Topic #179: Gilbert | 49230 | 🧦 | Madonna | Mafia\n", + "Topic #180: url | I | , | … | !\n", + "Topic #182: 1 | . | wire | 2018 | songwriter\n", + "Topic #184: url | … | . | Park | New\n", + "Topic #185: url | : | RT | 😍😍 | .\n", + "Topic #186: Utility | O'Reilly | .. | Counter | Me\n", + "Topic #187: Jefferson | Messiah | . | \" | M.B.\n", + "Topic #190: url | … | The | ! | !!\n", + "Topic #191: • | A | url | year | Pub\n", + "Topic #192: url | … | . | Chicago | area\n", + "Topic #193: url | … | , | Illinois | .\n", + "Topic #196: Hillside | Kitchen | Team | Service | ILL\n", + "Topic #198: url | Grill | Movie | Studio | .\n", + "Topic #199: Lincolnwood | Fitness | Planet | headquarters | Sandy\n", + "Topic #200: url | Chicago | Franklin | That's | We\n", + "Topic #202: url | Inc | , | Afri-Ware | The\n", + "Topic #203: Associates | Willowbrook | Codilis | & | url\n", + "Topic #204: , | I | url | ? | :\n", + "Topic #205: Side | , | Illinois | Far | Southeast\n", + "Topic #209: Lounge | Jalisco | Milk | Stout | Voodoo\n", + "Topic #210: url | ! | … | ) | Sun\n", + "Topic #212: Back | Yards | … | I | 2018\n", + "Topic #213: Island | url | Arts | Bank | Stony\n", + "Topic #214: graced | longest | presence | Hilton | Morning\n", + "Topic #215: My | url | Cafe | Way | pistachio\n", + "Topic #216: url | … | , | . | Chicago\n", + "Topic #217: M | Hair | Design | url | 773)521-6453\n", + "Topic #218: url | … | . | ! | You\n", + "Topic #219: url | … | Garfield | Conservatory | ,\n", + "Topic #222: Argo | … | 61 | mount | With\n", + "Topic #223: url | … | . | Chicago | Navy\n", + "Topic #224: url | . | 63rd | Children's | Hospital\n", + "Topic #225: Suite | Beauty | Salon | time | Know\n", + "Topic #228: url | . | … | , | Chicago\n", + "Topic #230: UPS | Had | . | Coach | Stylist\n", + "Topic #231: url | Suit | Plus | More | …\n", + "Topic #232: . | , | url | … | wear\n", + "Topic #233: = | ! | … | url | things\n", + "Topic #234: Calumet | Windsor | Shore | 79th | Jungle\n", + "Topic #235: Chipotle | house😳 | location | First | Bridgeview\n", + "Topic #236: url | , | … | . | Chicago\n", + "Topic #237: url | … | , | . | Chicago\n", + "Topic #238: url | . | … | , | !\n", + "Topic #239: … | Kalli | , | Matt | story\n", + "Topic #240: url | Run | Home | Chicago | …\n", + "Topic #242: - | url | , | Store# | IL\n", + "Topic #243: costs | split | -> | rideshare | offered\n", + "Topic #244: url | Humboldt | … | Park | ,\n", + "Topic #245: url | . | , | … | Chicago\n", + "Topic #246: url | Chicago | … | , | Riverwalk\n", + "Topic #247: Park | Lights | 🇺🇸🎅🏼🎄🎁 | YEAH | 🎅🦌☃\n", + "Topic #250: url | , | : | … | |\n", + "Topic #251: url | … | I | . | Thankful\n", + "Topic #252: Harvest | Church | … | url | !\n", + "Topic #255: url | . | … | , | !\n", + "Topic #256: School | High | url | Officiating | Carl\n", + "Topic #257: url | . | United | Center | …\n", + "Topic #258: Lounge | Dukes | Red | chicagocta | Line\n", + "Topic #266: url | … | , | . | !\n", + "Topic #268: . | url | … | Fitness | My\n", + "Topic #269: : | url | ) | ( | ]\n", + "Topic #271: Planet | Court | Fitness | .. | like\n", + "Topic #272: url | … | . | , | Chicago\n", + "Topic #273: W | 4900 | 2Nite | url | 31st\n", + "Topic #276: url | … | Have | appointment | ?\n", + "Topic #278: url | … | , | ! | ..\n", + "Topic #279: Cicero | 🎵🍷 | Beverage | Group | Breakthru\n", + "Topic #280: … | Banquets | Gardens | snippets | Of\n", + "Topic #282: Greater | url | … | chest | E-Trou\n", + "Topic #283: Food | Two | Less | 4 | url\n", + "Topic #284: 47th | Railroad | St. | FYI | fail\n", + "Topic #285: url | . | … | ! | Ryan\n", + "Topic #286: !! | Celebration | … | Part | eyes\n", + "Topic #287: RAIN | ASOS | FREEZING | 0.01 | 12:00\n", + "Topic #289: url | … | ! | Dawn | ,\n", + "Topic #291: … | url | : | GM | 54\n", + "Topic #292: Maria | Goretti | Parish | 55th | Church\n", + "Topic #293: url | … | Pavilion | : | Mary\n", + "Topic #295: Material | Control | 🧦 | Madonna | Mafia\n", + "Topic #296: url | : | … | 1125S | !\n", + "Topic #297: Evergreen | Mercy | ! | Park | Advent\n", + "Topic #298: South | url | Street | .. | buyer\n", + "Topic #300: Package | Part-Time | Handler | url | …\n", + "Topic #301: url | … | Park | , | Lincoln\n", + "Topic #302: ! | url | Tobacco | Dedication | Meeting\n", + "Topic #303: url | Positive | … | . | Major\n", + "Topic #304: url | , | IL | : | ?\n", + "Topic #306: url | . | … | , | -\n", + "Topic #307: url | Skokie | , | … | -\n", + "Topic #308: EB/WB | Princeton | Yale | url | …\n", + "Topic #309: • | … | url | . | ,\n", + "Topic #310: url | In | reminders | Christmas | homes\n", + "Topic #311: Mom | … | Market | ! | ..\n", + "Topic #313: I | , | boy | yeah | bright\n", + "Topic #314: Roseland | I | ! | Washington | Park\n", + "Topic #315: , | … | url | Having | weight\n", + "Topic #316: url | … | . | My | God\n", + "Topic #318: Hills | Hickory | Duck | | | Roberts\n", + "Topic #320: Outbound | St | Ryan | Dan | Closed\n", + "Topic #322: Drinking | — | - | url | .\n", + "Topic #323: url | Eye | Greek | Town | .\n", + "Topic #324: url | … | . | I | Home\n", + "Topic #325: Nabisco | Merchandiser | MDLZ | Receiver | 🧦\n", + "Topic #327: url | … | , | - | 87th\n", + "Topic #329: I | ! | … | Today | lost\n", + "Topic #330: ! | url | … | Lashe | Studio\n", + "Topic #332: , | At | ] | [ | INCH\n", + "Topic #333: newest | Ashland | 5328 | Madrid | Mag\n", + "Topic #337: url | DZINE | Burbank | … | Illinois\n", + "Topic #339: ., | Inc | Co | Truck | 🧦\n", + "Topic #340: awaiting | … | url | The | active\n", + "Topic #342: Cragin | Samsung | Rep | Field | 🧦\n", + "Topic #344: Here’s | Beach | sets | day | love\n", + "Topic #345: A | SullivanElementarySchool | TURNT | 🤷🏽‍♂️🦅🦍 | Bush\n", + "Topic #346: Build | \" | growing | It | like\n", + "Topic #347: url | … | ! | My | Yet\n", + "Topic #349: … | . | url | , | I\n", + "\n" + ] + } + ], + "source": [ + "print_top_words_LDA(train_dataset['LDA']['model'], train_dataset['LDA']['vocabulary'], 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets try to examine one \"interesting\" topic vector. First we check which ones have the maximal variance in its values." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 10 237 5 304 4]\n" + ] + } + ], + "source": [ + "print(np.argsort(train_dataset['LDA']['model'].components_.std(axis=1))[::-1][:5])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets pick up the maximal one in this sense." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + } + ], + "source": [ + "exmple_topic_id = np.argsort(train_dataset['LDA']['model'].components_.std(axis=1))[-1]\n", + "print(exmple_topic_id)\n", + "example_topic_column_name = 'T{:03}'.format(exmple_topic_id)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['url',\n", + " ',',\n", + " ':',\n", + " 'IL',\n", + " '-',\n", + " '?',\n", + " '…',\n", + " '!',\n", + " 'latest',\n", + " 'work',\n", + " 'opening',\n", + " \"We're\",\n", + " 'recommend',\n", + " 'Can',\n", + " 'great']" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_topic_top_words_LDA(exmple_topic_id, train_dataset['LDA']['model'], train_dataset['LDA']['vocabulary'], 15)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Crime Prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "surveillance_data, threat_datasets = generate_surveillance_data(train_dataset,\n", + " evaluation_dataset)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Logic Regression Coefficients\n", + "*Note: All features were standatarized, therefore there is a meaning for coefficeints comparing.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### SENTIMENT model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Most dominant coefs indices: [1 0]\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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P92jC7JVb6TIkg1en/qgGiHFGoSEiEZOQYFzRpg7jBqTSqk5FHvh4Ib2GT2Pp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\nyxGJLO1piISY2ZWh+w/MMbP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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_log_reg_coef(threat_datasets, 'KDE+SENTIMENT')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### KDE+LDA model" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Most dominant coefs indices: [ 7 73 159 88 17]\n" + ] + }, + { + "data": { + "text/plain": [ + "7" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OfvVKxIXmVaiP2wptw/5oN5/j6nxx1T4u/OVcjjS18tGZC/nAPfPdfQ43tDKoOJ8Bxfmd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\nURRFsfn/AXNsFcXLJJmoAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_log_reg_coef(threat_datasets, 'KDE+LDA')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### KDE+SENTIMENT+LDA model" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Most dominant coefs indices: [ 8 74 89 160 18]\n" + ] + }, + { + "data": { + "image/png": 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bIAY4fswghpQWsqu2kdGD+nDi+MGcOH6w9/QMs9MATxhrPdhogTovbe2GKSP6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\nUQBVCIqiKIqNKgRFURQFUIWgKIqi2Px/0JJ5g1d2waMAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "most_dominant_coefs_index = plot_log_reg_coef(threat_datasets, 'KDE+SENTIMENT+LDA') - 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examining the top words for the most dominant logistic regression coefficent topic:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['url',\n", + " '”',\n", + " '“',\n", + " 'BABY',\n", + " '!…',\n", + " '…',\n", + " 'results',\n", + " '😘',\n", + " 'Only',\n", + " 'You',\n", + " 'Once',\n", + " \"Lalo's\",\n", + " 'home',\n", + " 'Birthday',\n", + " 'need']" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_topic_top_words_LDA(most_dominant_coefs_index,\n", + " train_dataset['LDA']['model'], train_dataset['LDA']['vocabulary'], 15)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Surveillance Plot & AUC" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "normalized_surveillance_data = surveillance_data.cumsum(axis=1) / surveillance_data.sum(axis=1)[:, None]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rpbmGs3uNkcb26ZCTBrXbQb2L0WUC9bpCq3shwOUDZ7eRlmVj6A8b2HgskWd7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\nqqeY7JxOxGEcBB/N4PxNZbiZL/pzazd6837Fdsu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ORACLE0.4403430.3332860.1644030.164323
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" + ], + "text/plain": [ + " KDE KDE+SENTIMENT KDE+LDA KDE+SENTIMENT+LDA\n", + "KDE+SENTIMENT 0.107057 \n", + "KDE+LDA 0.275940 0.168883 \n", + "KDE+SENTIMENT+LDA 0.276019 0.168963 0.000080 \n", + "ORACLE 0.440343 0.333286 0.164403 0.164323" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print('AUC betwwen models')\n", + "calc_AUCs(normalized_surveillance_data, threat_datasets.keys())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Full Training & Evaluation over all the period (~60 steps of 31 days)\n", + "**TAKES ~3 HOURS, CHANGE THE VARIABLE `is_full_run` TO `True` IN ORDER TO PREFORM IT**" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "is_full_run = True" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 42/42 [3:05:23<00:00, 264.85s/it] \n" + ] + } + ], + "source": [ + "if is_full_run:\n", + " agg_surveillance_data, all_threat_datasets = generate_all_data_surveillance_data(crimes_data, tweets_data, 31) " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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qqoWNidk8N3cLK/Zm0LZJGNNv7M1Zp9XShwDNf7DEiIjIBOBGQAEbgeuBZsDX\nQCSwGrhWKVUiIncBtwAHgEvNdf2AK5RSE2pCb9kQX031kfzvHyTdN5F62UWsvLg1lz77JeEhtXjO\nQE4y/HyvURiq1blwxScQ4v31wJOzCvm/37bzw9okIkP8eeGyTozsGaNTl9QhatyIiEgUcDfQQSlV\nKCLfAKOAi4A3lFJfi8gHwHhgMjAG6AI8CgwWkTnAE8DVNaVZD/GtPhyOUha/ch+Nv5hPfj1hz6Rr\nuXb4I7W39wGw4Vv4ZSKUlsCFL0Ovmz2+GFRFOJyKT5fu5bX523EquO2c1tx+TmvCAr0ja7Cm+rDK\nneULBImIHQgGDgIDgdHm9s+BpzGMiAB+5n524BrgV6VURk2JVTqwXi2sW/cbiU8+QesduWzvFknX\n1z7knKiOVstyLyumwC/3G8N2L30fIltbrajK7EzN5YHvNrAuIYvz2jfh6WEdiK7vnfNYNFWnxo2I\nUipJRP4Pwz1VCPyO4b7KUkqVmrslAmVFH94FlgGbgb+Bn4DBJ2tDRG4GbgaIjY2tsmbtzqoaCel7\nWPzyBDr/soMoH+HQHZcx7I7n8fHyp/EKWTvdMCBtL4KrvvCa2h4notThZMpfe3lj/g5CAmy8Naob\nw7o2r929SE2FWOHOqg8MB1oCWcC3wIUn2l8p9SXwpXnsk8DbwBARGQskABOVUs5jjvkI+AigZ8+e\nqqqanTqwXmnmz5uMz3Pvcnq6k9Q+p9Hj+XcIj46zWpb72fQ9zL7TiH+M+MzrDciuQ7lM/HYD6xOy\nGNKpKc9d2omGoQFWy9J4AFa4s84D9iql0gBE5AfgLCBCRHzN3kg0kFT+IBFpDvRSSj0rIosx3F+P\nA4OA+e4UrPQQ31OmsDCXX54cR9s5W8iv50/o28/S/oLhVstyP/ZC+ON5+Pc9iO0Lo2aAX6DVqipN\nkd3BB4t38/6i3YT423jn6u5c0qWZ7n1ojmCFETkA9BGRYAx31iBgFfAnMAJjhNZ1GG6r8jwHPGm+\nD8IY2eXEiJW4Fe3Ocp1SZyl//TwZ9cYndEgpJql/G/q/+hkBEbUw19WxJKyAH2+D9F3Qc7wxgdBL\nc14ppfh9SyrPzdlCYmYhl3RpxlNDO9IoTPc+NP/FipjIchH5DlgDlAJrMVxPc4GvReR5c90nZceI\nSHfz2DXmqhkYQ4MTgFfcrVm7sypGKcXcvz4h/63JdNlcQGaELznP3M55I++yWpr7sRfBny/Av+9C\neDSM/QlanWO1qkqTX1zKY7M28uO6ZNo2CeOrm/rQt7X3D0fWuAdLRmcppZ4Cnjpm9R6g1wn2X4sx\n5Lds+U3gTbcJPLZ97c46KYW3ZG+SAAAgAElEQVQlBXzzwji6fb8RfHzIue4Set37DL5B3vkUfkok\nrISfbofDO+D06+GC5yAgzGpVlWZHai63TVvN3sP5TDivDbef2xo/PedDcxL0jHUXcDoUvv76h3Q8\nknetZ+29N9JrVx7pPVrS643P8G/SxGpZNcOGb2HWLRDWDK6dBa0HWq2o0hSXOvj8n328Pn8HoQF+\nTBvfmzP1jHONC2gj4gI6AePxWTPzfdSL79LcocieMIazbn6s7gRc13xpJFCM6wejpnttsaiy2Mek\nX7ayP72Age0a89LlnWkc7r2DATQ1ywmNiIicNBJak5P9rEa7s/5LaXERix4cR9Rv60mIDqDVm+/S\nvVM/q2XVHCs/hrkTjZ7HyOleGzzfnpLLMz9v5p/d6cQ3DuXzG3oxoE0jq2VpvIyT9URWY4yAEiAW\nyDTfR2CMsGrpdnUegtOhR2eVcWDdX+y5/z6iEvPYPKgVQ16dQUiwdz6FV4oN3xgGpM0QuOpz8PW+\n0Uo5RXZe+20705YfIDTAl2eGdWRM71id70pTKU5oRJRSLQFEZAowSyn1i7k8BLi0ZuR5BtqdBcWF\nefz5wp1E/bCcoEBh36NXc8W1T9Qd9xXAgeXw0x3Qop8xA93X32pFp0xKdhHXfbqCnYdyGdO7Bfed\n34b6Id73OTSegysxkT5KqZvKFpRSv4qI24fVehJ13Z2VuGc9O68fS4vUEnb2bk7PF96nd3Rbq2XV\nLJn74evRUC8aRn7plQZk16Fcxn6yguxCO1/c0Jt+8Tpwrqk6rhiRZBF5HJhmLo8Bkt0nyfNwOpx1\ntsZ6atJOdl53LfWy7eS+cDfDrrjNakk1T1E2zBgJTjuM/gaCvWvipFKKhVsPcf936/H18WHmLX3p\nFFWHXJAat+KKEbkaY07HLIwYyRJqMA27J1BXKxumpyWwceyVNMq0I68/SY8L6tS/3cBhh2+ug/Sd\ncM330NC7KvWt3p/Jy79uY8W+DE5rHMqn151BbKR3DgTQeCYVGhFzFNY9IhKilMqvAU0eh6qD9UQy\nM5JZOfYyog4WU/L8BE6viwZEKZhzL+z5E4a/71Wz0B1OxTM/b+aLf/fTMDSA5y7txKgzYvTEQU21\nU6EREZEzgY+BUCBWRLoCtyilbne3OE/B6VRIHfrxHdy3mS3XjyE6pZj8R2+k9+U3Wy3JGv76P1g7\nDQY8BN3HWK3GZQpLHNz99Vrmb0nlhrNaMvGCNoQE6ClhGvfgyjfrDYz6HbMBlFLrReRst6ryMOqS\nO2vf6kUcvO1O6hc5KHppIr2H32i1JGtYMcXIxttlFJzziNVqXCYzv4Txn69kbUIWTw/twLiz6sxI\nfI1FuPR4opRKOGYop8M9cjyTuuLO2vzrDIoffh7lLwR8+H907Hux1ZKsYembsOApaHsxDHsbvGQY\nc0FJKWM/XcH21FzeH92DIZ2bWS1JUwdwxYgkmC4tJSJ+wD3AVvfK8iwMd5Z33Egqy7LPXibk1alk\nNvIjbsrHtG5z3FyYtRul4M9JsOQV6HQFXPah1xSTcjgVd3+1ls3J2UwZ25NB7etI/jKN5bhiRG4F\n3sIoV5uEUc72DneK8jRqsztLKcUfL95F8y8Wsrd1KD0/+5bGjeOsllXzKAW/PQbL3oPu18DQt8HH\nZrUql1BK8ezPm1mw9RDPDe+oDYimRjmpERERG3CtUsp7oopuQNXieiLzX76LmC8WsrNnEwZ9+CMh\nIRFWS6p5nA74+R5Y+yX0vhUGvwheUv89t8jOWwt28vm/+7mpf0uu7RtntSRNHeOkRkQp5RCR0RjB\n9TqJciqUolbmzlo883Wipi5kT/cmXDR1Pr6+3uG6qVYcdvjhJtg8C85+EM591CtiIMWlDqYtO8C7\nf+wks8DO1b1ieGRIe6tlaeogrrizlorIu8BM4Mg8kXJVBms1TqUAap07a/U/swh7YQqp0cGc++Gs\numlAlDJ6IJtnGaVsz7rHakUusT0llztnrGHnoTz6xzfkwcHt6BytZ6BrrMEVI9LN/PtsuXUK8N4K\nPKeAcphGpBa5s3bsWEb+fY8TEGCj6ydfERxe32pJ1vDX/8G66TDgYa8wIEopvlqRwDM/byYs0JdP\nx/VkYDsd/9BYiysz1s+tCSGeitM0IrXFnbVr9R+k3X4X4YWKBlPeJrJFG6slWcPG78x5ICPhnIet\nVlMhm5Kyee337fy5PY3+8Q157aquNA7ThaM01uPKjPUnj7deKfXs8dbXNpzO2uPO2jv/R3LufxQf\nfyHs47eJ7TXIaknWsPsP+PE2aHEWDHvHo2MgO1Nz+b/ft/Pb5lTCA3157KL2jO/XslZ8HzW1A1fc\nWeXzZQUCl1CH5ok4a4k768Dc78h/4AkON7IR99EUWrfta7Uka9j4Hcy6FRq2gZHTPLqo1MKtqdw5\nYy2+NuHe8+K5/qyW1Auqg7ErjUfjijvrtfLLIvJ/wG9uU+RhKKf3u7OyNq4l8+EnSWxqo9XUz2kT\ne7rVkqzh3/fgt0eNolKjpkOQ5w5nnr58P0/8uIkOzcP5dNwZ2nWl8Vgqk5UtGIiubiGeyhF3lpf2\nREpSU9l10w0UBinC33yR9nXVgCx51YiBtB8Gl08BP8+8KTucild/284Hi3dzbttGvDu6h06eqPFo\nXImJbMQYjQVgAxoBz7lTlCfhze4sZ2Eh666/Cr/8IpJfHMfILkOtlmQNqz47GkS/dLLHzkTPyC/h\nnq/X8tfOw4zuHcuzwzrquucaj8eVR5xLyr0vBVKVUqVu0uNxKC8NrCulWDvhRkL2HGLxnX247eIH\nrZZkDVtmw9z7IP4CGP6exxqQDYlZ3DZtDWl5xbx0eWdG9Yq1WpJG4xKuPOY8r5Tab76SlFKlIvKl\n25V5CN46xHfTOy8QvGgNiy9qzvjbPkA8eASS29i7BL4fD1E94cqpHptMce2BTEZ9tAyA7289UxsQ\njVfhSk+kY/kFEfEF6oxj3RtjInsWzMJn8nTWdwph1AvfEmDz3BFIbmP/v0Zd9AatYfRM8A+xWtFx\n2ZGay/VTV9IwNIDvbu1L43DPjNVoNCfihD0REXlERHKBLiKSIyK55nIq8FONKbQYb3Nnpe3eTMYD\nj3OwoY2+706nQVADqyXVPImrYfqVEN4cxv4EwZ55DRIyCrj2k+X423yYNr63NiAar+SERkQp9aJS\nKgx4VSkVrpQKM1+RSinvKfVWRbzJnVVSmM+mW64Dp5NGb79Gi6ZtrZZU8xxcD9Mug5BIuO5nCPPM\ntCCbk7MZ9dEyiuxOvhzfm9jIYKslaTSVwhV31qMicjnQD2OU1l9KqR/dK8tz8CZ31qIJY4hJzCfp\nyes4r/tgq+XUPCkb4YvhEBBuGJDw5lYrOi6z1iby8PcbqR/sz7TxvWnbNMxqSRpNpXElsP4eRmGq\njcAm4FYRea8qjYpIhIh8JyLbRGSriPQVkQYiMl9Edpp/65v7XiEim0XkLxGJNNe1FpGZVdHgKsrp\nBDzfnfXvB88Rs2g7W4Z25LzRnp8LqtpJ2QSfDwO/EMOARHhecDqnyM7jP25kwsz1dIuJ4Oe7+uns\nuxqvx5WeyECgvVJGTnQR+RzYXMV23wLmKaVGiIg/xgTGR4GFSqmXRORh4GHgIeAu4AzgcmA08A7w\nPPB4FTW4hDfME9mzfAEh78xgd5swLnmhzgycO8qhbfDFMPANhHE/Q4OWViv6Dw6n4uuVB3j99x1k\nFJRwY7+WPDSkHX56DoimFuCKEdkFxAL7zeUYc12lEJF6wNnAOAClVAlQIiLDgXPM3T4HFmEYEScQ\ngGFo7CLSH0hRSu2srIZTwXkk7Yln/uDthQUkPvgAvsE+dH//CwL8g6yWVLM4HUZRKbHBuDnQoJXV\niv7D9pRcJsxcx5aDOfSKa8DUSzro3oemVuGKEQkDtorICoyYSC9glYjMBlBKDTvFNlsCacBnItIV\nWA3cAzRRSh0090kByiKiLwILgGTgGuBbYNTJGhCRm4GbAWJjq+bWONIT8VB31l/P3EGz1CKSn7uR\nqOh2VsupeVZ9CikbYMRnENnaajVHUErx+T/7mPTrNsIDfXlvdA8u6ty0bs7X0dRqXDEix00FX8U2\newB3KaWWi8hbGK6rIyillIgo8/18YD6AiIwFfgHaiMj9QCZwj1Kq4JjjPwI+AujZs6eiCigPDqzv\n++d3mvy0jM1nNueKEfdZLafmyUuDhc9Bq3Og42VWqzlCfnEpd3+1loXbDnFu20a8emVXGobWwbk6\nmjqBK1l8F1dzm4lAolJqubn8HYYRSRWRZkqpgyLSDDhU/iARCcZwgQ0G5mDESEYAY4Ap1azxCE4P\nzeJbWlRI4iMPQ5jQ78UpdfMJd8FTYC+AIa96TE2Q7EI713+2gvWJ2Tw9tAPXnRlXN/83mjpDhY5+\nEekjIitFJE9ESkTEISI5lW1QKZUCJIhI2SSGQcAWYDZwnbnuOv53QuMDwNtKKTsQhOFac2LEStyG\np7qz/nnqDiJTC8mbOJamTTwrDlAjHFhmlLY9805o5BnVGTPySxg9ZRkbk7J5b3R3xp3VUhsQTa3H\nFXfWuxgxiG+BnsBYoKq/2ruA6ebIrD3A9RgG7RsRGY8RxL+qbGcRaQ70Uko9Y656B1gJZAGXVlHL\nSfFEd9auhbOI/OlfNvRrxlVXPWS1nJqnONeoTFgvBs5+wGo1ABzKKWLMx8s5kFHAR2N7cm7bxlZL\n0mhqBJcKFSildomITSnlwAiIrwUqPWtdKbUOwyAdy3HrtSqlkoGLyy1/i2HU3I6nubMKs9JJe+wp\nihvYOPflqXXzSXfu/ZC5D8bN9YicWImZBYz5eDlpucVMvb4XfVtHWi1Jo6kxXDEiBWaPYZ2IvAIc\nxLVJirUCT5snsvT+cTTLtuN48wEaR3rehDq3s/5r2PA1nPMItDjTajXsPZzPmCnLyCsuZdqNvekR\nW99qSRpNjeKKMbjW3O9OjHrrMcAV7hTlSXhSAsZVX79L9NJdbB/WmX6Db7BaTs2TvhvmToQWZ3mE\nG2vXoVyu+vBfikqdfHVzH21ANHUSV3oih4ESpVQR8IyI2DAm/9UJPCUBY+7hFBz/N5nEqACGPP2x\npVoswemEWbeCj69R3tbi4lI7UnMZPWUZIsLMm/sQ30Tnv9LUTVzpiSzkvyOggjAm/9UJPCUB4z+P\n30pIvpPIp58gOCjcUi2WsOoTSFwBQ16BelGWStmWksPVHy3DR4SvtQHR1HFcMSKBSqm8sgXzfZ3J\nW+0J7qzNC78ldtF2dl7Yjh7964wn8SjZSbDgGWg9CLpcVfH+bmRPWh6jpyzHz+bDzFv60rpRqKV6\nNBqrccWI5ItIj7IFETkdKHSfJM/iiDvLop5ISVEB6U+/wOEIGwOf+tASDZailBEHUQ645HVLJxVm\nF9gZ//kqAL6+uQ8tG1o/MkyjsRpXYiL3At+KSDIgQFNgpFtVeRBOi3sii1+8h+i0Yg4/fxv1Iurg\n3IMtP8KOX+GC56F+nGUy7A4nt89YTWJmATNu6kOcNiAaDeBa2pOVItIOKJthvt2cNV4nsNKdlZ64\nm4Y/LGVXt0YMHXF3jbdvOZn74Od7oXl36H2bZTKUUjw9ezN/70rn1RFdOCPOM8vtajRW4OpkQztG\nQao6h9OhQKwZnbVi0kSiHdDu0edrvG3LsRfBN2MBZWTotbn0VXUL/+xOZ/ryA9xydiuu7BljmQ6N\nxhOpM5MGK4vTqSzphRzYtIyYP7ezd8BpxHc5u8bbt5x5Dxn10i/70PIiU5/9vZeGof7cd4Fn5OjS\naDwJbUQqQDmsMSKbJz1KiR/0evTVGm/bctZ9BaunQr8J0HaIpVL2p+ezcNshRveKJcDX2rkpGo0n\n4koW37NEJMR8f42IvC4iLdwvzTNwOlWNj8zavHgWcWsOkjy0J01j6lihqbxD8OtDxqz0c2ukAvJJ\n+eLf/dhEGNOnznzlNZpTwpWeyGSM/FldgYnAbuALt6ryIJw13BNxOp0kv/wSOSHC2Q+8VmPtegy/\nPwGlhTD0bUvjIGAUl/pmZQIXdW5Gk/BAS7VoNJ6KK0akVCmlgOHAu0qp9zBK5tYJnE5Vo7PVV37z\nLtF7csi69kLC69qQ3n1LjeSKZ94NDU+zWg0/rEkkt7iUcWfFWS1Fo/FYXHnUyxWRRzDqm58tIj6A\nn3tleQ7K4ayxkVmlRUWUvPMxKY39OPe2F2qkTY/BYTcmFUbEQv+JVqvB6VRM/WcfXaPr0T0mwmo5\nGo3H4kpPZCRQDIw3qxJGA3Um2luTo7OWTn6Shul25M5x+AcE1UibHsOy9yFtm5Eby9/6rDqLd6ax\nOy1fl7fVaCrAlZ7IBKXUkfJ5SqkDItLRjZo8ippyZ+VnpBHy5Vz2xIcyZMS9bm/Po8hLg8WvQpsL\nLR+NVcbkP3fTrF4gl3RpbrUUjcajcaUncv5x1nnGL70GUA6Fj839I6H/fXkiwQVOmj74ED4+dWzk\n9aIXjWD6BZ4xqXLVvgxW7Mvgpv6t8PetY/8LjeYUOWFPRERuA24HWonIhnKbwoB/3C3MU3A6ldtj\nIun7ttN4zkp29G7KZf1HuLUtjyNtuzEn5Izx0DDeajUAvL9oN/WD/RjVS89O12gq4mTurBnAr8CL\nwMPl1ucqpTLcqsqDqIkhvqsmPUBToNPDdSyYDjD/KaNO+oCHKt63Bth6MIc/th3ivvPbEOxv7RBj\njcYbOGFfXSmVrZTap5S6GkgE7IACQkWkzhT3Vm6OiRxYt5Tov3aye1Ab4ttbXzO8Rtm7xMjQ2/8+\nCGlotRoAJi/aTYi/jev6xlktRaPxCip81BKRO4GngVTAaa5WQBf3yfIc3O3O2vbiEzTwhz4PveK2\nNjyS4jz45UGoFwO9b7VaDQAJGQXM2ZDMjf1bUS+4zoxi12iqhKv1RNoqpdLdLcYTcac7a+sfPxCz\nPoXtI3vRM6ptxQfUFpxOmHULHN4O13wPfp4xnPn7NYkoYNyZcVZL0Wi8BleMSAKQ7W4hnoq73FlK\nKZJffZmgMOGc++rMtBuDRS/Ctjkw+EVoPdBqNYDx/5i9PpneLRvQPMIzjJpG4w24YkT2AItEZC7G\npEMAlFKvu02VB2HME6n+YZ4bf/iY5ntz2H3rYCLq1aH0JptnwZJXoNs10Me6QlPHsuVgDnvS8hnf\nz9q08xqNt+GKETlgvvzNV53C6VD4+ldvT0SVlpLz9mRKGto495Znq/XcHk1WAvx0F0T3srxe+rHM\nXp+Mr49wUadmVkvRaLwKV8rjPgMgIsFKqQL3S/IslBvSnqyb+gaRqYXsfPAKQoLCq/XcHotSMOde\nUE64Ygr4Blit6AhOp2LO+oP0j29I/ZA695yk0VQJV+qJ9BWRLcA2c7mriLzvdmUeQnWPznIUFGCf\n8iV7Yvw4/9rHqu28Hs/6r2DXAjjvaagfZ7GY/7I2IZOkrEKGdtUpTjSaU8UVZ/+bwGAgHUAptR6o\nM/VanY7qDaxvmPwiYdl2Sm8dTZCHjEpyO7kpMO9hiO0LZ9xotZr/Yfa6ZAJ8fbigY1OrpWg0XodL\nEWOlVMIxqxxu0OKRVKc7qzQ3FzV9FpvaBHDhpROq5Zwej9MJP98LpcUw7F3wsLxgpQ4nczceZFD7\nxoQG6BnqGs2p4tIQXxE5E1Ai4gfcA2x1ryzPwemoPnfWxo9eIajAgf9N1xNg85yYgNtQCuY9ZMxK\nv/Bljyg0dSz/7E7ncF4JQ3W2Xo2mUrjyWHgrcAcQBSQB3czlKiEiNhFZKyJzzOWWIrJcRHaJyEwR\n8TfX3yUim0Tkl3Lr+onIG1XV4ArVlQrekZ+Pc8aPbDktgCEX3VUNyryAxS/Dio+g753Q+xar1RyX\nr1ceICLYj3Pb1aFh1hpNNVKhEVFKHVZKjVFKNVFKNVZKXVNNs9eP7dG8DLyhlDoNyATGm+vHYKRY\n+QcYLEaFoCeA56pBQ4VUlztrwyevEZxfiu8NV+NvqwMjgFZMMSYVdhtjpHj3oOG8ZRzKLeL3zamM\n6BFNoJ/NajkajVdyslTw72DkyDouSqm7K9uoiEQDFwMvAPeZhmEgMNrc5XOMfF2TAcEoxxuMkQTy\nGuDXmsok7HQopIo9EWdxMaXTvmN7S3+GDK8DBacOLIdfH4Q2Q2Do2x5pQAC+XZVIqVNxde86k09U\no6l2TtYTWQWsBgKBHsBO89WNqk86fBN4kKMJHSOBLKVUqbmciOE+A3gXWAbEAn8D1wPvnezkInKz\niKwSkVVpaWlVElod5XE3fPo6oTl2GHdl7Y+FFOXADzcaiRUv/whsnhmsdjoVX688QJ9WDWjdKNRq\nORqN13LCX7hS6nM4UpyqX9kNXkQ+AP6qbIMicglwSCm1WkTOqWh/pdSXwJfmsU8CbwNDRGQsRl6v\niUop5zHHfAR8BNCzZ88T9qZcoaruLOVwUPTlTBJj/Bh8+cSqSPEOfnkAspPghnkQ6LkTKf/adZiE\njEIeHNzOaikajVfjSmC9PlD+bhBqrqssZwHDRGQf8DWGG+stIEJEyoxaNEYQ/wgi0hzopZT6EZgI\njASygEFV0FIhVXVnbfn5S+plFOMYeXHtnxey8TvY8DUMeBBielmt5qTMWL6fyBB/Buu5IRpNlXDF\niLwErBWRqSLyObAGmFTZBpVSjyilopVSccAo4A+l1BjgT6CsNux1wE/HHPoc8KT5PggjXuPEiJW4\njaq6sw5+/gkZ4cLA0Z5Ruc9tFGXD3Psgpjf0v99qNSclNaeIBVsPMaJntK6hrtFUEVdGZ30G9AZm\nAT8AfctcXdXMQxhB9l0YMZJPyjaISHdTyxpz1QxgI0avZp4btBxBVaGeyP6N/xC19TCHB59OWHBE\nNSvzMFZPNQzJkFc8Ng5Sxrt/7EIpxeheOqCu0VSVk43OaqeU2iYiPcxVZbPWm4tI83I39EqjlFoE\nLDLf7wGO6wNRSq3l6JBflFJvYgTn3YpSysidVUl31oaPXqGFDXrf8ng1K/MwSktg2WRoOQCad7Na\nzUnZkJjFtOX7ua5vHC0iQ6yWo9F4PSd7ZLwPuBl47TjbFEYso1ajzJB8ZXoih9MTaL5kO4lnxNIl\nupZXLdz4LeQehOHvWq3kpDicisdmbaJRaAATL2hjtZxKYbfbSUxMpKioyGopmlpCYGAg0dHR+PlV\nriT0yUZn3Wz+PbeS2rwe5TCsSGVmrC/9ZBJti6HNjfdUtyzPQin45x1o0glau3WMQ5WZsXw/G5Oy\nefvq7oQFemcN9cTERMLCwoiLi0M8dP6NxntQSpGenk5iYiItW1auIJsrqeDvEJGIcsv1ReT2SrXm\nZTidhhE51dxZJY4SQuf8RWpsGK3PGuIOaZ7DzvmQthXOvMtjJxUCHMop4pXfttPvtIYM7eK9haeK\nioqIjIzUBkRTLYgIkZGRVerZujI05SalVFbZglIqE7ip0i16EWVG5FTdWav/nEnUIQcBl11c+3/s\nf78F4VHQ6QqrlZyQhIwCRk1ZRkmpk2eHd/T6/4m369d4FlX9PrliRGxSrhURsVFHyuRW1p2V8t0M\nin2h29V3ukOW57BtLuxfaiRYtHmme2hDYhaXvf836XklfDm+N6307HSNplpxxYjMA2aKyCARGQR8\nhZuH1XoKlemJ5OdlErNsHwd7tiAoItJd0qynONeYnd64A/TyvI6pUoqf1iUx8sNlBPrZ+P62M+nV\nsoHVsmoFoaFHDfEvv/xCmzZt2L9/P08//TRRUVF069aN+Ph4Lr/8crZs2XJk33POOYe2bdvSrVs3\nunXrxogRI453eo2X4cqA/oeAW4DbzOX5wMduU+RBOB1GNpVTiYms/O59mhSBz4iR7pLlGfzxPOQk\nw5Wfe1wvJC23mMd/3Mhvm1PpERvBB9eeTuOwQKtl1ToWLlzI3XffzW+//UaLFi0AmDBhAvffb0w2\nnTlzJgMHDmTjxo00atQIgOnTp9OzZ0/LNGuqnwqNiJmXarL5qlM4K+HOKpr9Cxn1bPS58Bp3ybKe\nxNWw/EOjBxJzhtVq/sNvm1N4+PsN5Jc4eGRIO27s3wpbNRUV8zSe+XkzW5JzqvWcHZqH89TQjhXu\nt2TJEm666SZ++eUXWrdufdx9Ro4cydy5c5kxYwb33FPLRynWYSo0IiJyFkZa9hbm/gIopVQr90qz\nnlN1Z6Xt307M1gz2DuuOzdezns6rDYcdfr4bwprBwCesVnMEu8PJq79t56Mle+gcVY/Xr+pKfJMw\nq2XVSoqLi7n00ktZtGgR7dqdPIFljx492LZt25HlMWPGEBRk5JA7//zzefXVV92qVeN+XHFnfQJM\nwEgLX2dqq4ORwRdwecb6hmlv01xB/BjPrOJXLfz1OqRuglEzPCZL74H0Au7/dj0r9mVwbZ8WPH5J\newJ8a3+RKVd6DO7Az8+PM888k08++YS33nrrpPsq9d8k2tqdVftwxYhkK6V+dbsSD+SIO8vHtSR9\nfr//w764IIZ0GeBOWdaRshGWvAKdr4R2F1sqpdTh5M/taUxbtp8lO9MI9LXx1qhuDO8WVfHBmirh\n4+PDN998w6BBg5g0aRKPPvroCfddu3atNhq1HFeMyJ8i8ipG8sXispXVkTvL0zniznKhJ5K8eSWN\nUovIuaGWZoNx2OHH2yGovpFk0QKK7A7+3nWYeZtSWLA1lcwCO03CA7h7YDyjesXQrF4tT7XvQQQH\nBzN37lz69+9PkyZNGD9+/P/s8/333/P777/z2mvHy5ykqS24YkR6m3/LP07UjdxZpxAT2frTFzQH\n2g8f62ZVFrH0DUjZACOnQXDNDZV1OBX/7k7np3VJzNucQm5RKWGBvgxq15iLOjdjYLvG+Np0Oncr\naNCgAfPmzePss88+MvrqjTfeYNq0aeTn59OpUyf++OOPI9vgvzGRhg0bsmDBAku0a6oPV0Zn1dnc\nWWXuLFdiImrpCpKaBzCojWcXY6oU23+Fxa8Ys9LbD62RJvOKS5m5MoFPl+4lKauQ0ABfBndsytCu\nzTizdUNdB8RC8vLyjnfhBAUAACAASURBVLyPiYlh7969AAwbNoynn376hMctWrTIzco0VnCyVPDX\nKKWmich9x9uulHrdfbI8A1dHZ2Uc3EezPTnsubxH7UtJsel7+OFmaNoFLna/W6KwxMHkxbv57O+9\n5BaVckZcfR65qB3ntW9CoF/tD5ZrNN7GyXoiZcUW6uw4ySNpTyowIhtnf0ZjoMXFV9aAqhpk7TSY\nfRfE9IHRM906GkspxbxNKTw/dytJWYUM6dSUWwa0pltMLS/mpdF4OSdLBf+h+feZmpPjWfx/e2ce\nV2Wx//H3FwTEPVNBQALNpRQ97mZSKnbLpZ+ZXrfKzLLyXlPLS9eW261Mu6VmZd26peXVDNfU3LUQ\nl2vuEK6oKSpuuKPscub3x/OcIwgc4MjuvF8vXj5nnpl5Zhh8vme+M/P5WvO5xTcpfAOXq7nQ/oHi\ncfUUC/sWw9K/QoOuMGAOuBdNFGKlFBEx5/kq4g+2x16iiXdV5r/0gJYo0WjKCKU7jmkJkx93VtL1\nK9Tdf46TwQ1xdSkn7pa4nbD4ZWMGMjAM3ApfMiT1RgbLfj/DtxuPEnPuGnWrV2R876YMauevF8o1\nmjKENiIOyI+K7++rf6BGOng92qu4mlW0XD4OYQOhqjcMnFPoBuTi9VR+2HqC2VuPc+F6Ko29qvJJ\n/xY83sIHN208NJoyhzYiDshPUKoLa1fi4Q6WPz1VXM0qOpIvw48DjJjpQ1dC5VqFVvWR+OvM2HyU\nRbtPkXbDSpfGtRnWKZBO99Yqf5sRNJo7iHx/9RORDiKyWkQiROSJomxUacGax8K61WqlVuRxzgbV\nxd2zco55ygzJV2B2H7j0BwyYBbULJwb58YuJvDhrJ90+2cBPu0/Rr7Ufv7z2MN8/147ghrW1ASmD\nFLcUvNVqZdSoUTRr1oygoCDatm1r31YcEBBAUFCQvc5Ro0YBMHToUHx9fUlNNc5HX7hwgYCAAPbs\n2WPPW7NmTQIDA7FYLHTr1o3Y2FiaNWsGGNuRRYTp028KlkdFRSEiTJ482f4MW3mLxULHjh0BmDlz\nJi4uLkRHR9vLNmvWjNjYWNq3b4/FYsHf35/atWvby8bGxhZ0GEoNjrb4eiulzmZKeg3ogyHAuA1Y\nUsRtK3FUHifWjx3YSo1rVpLbl/GzISlX4Ycn4exe4zBh/c63X2V6Bl9F/MFXG/7AzUUYHdKQIQ/c\nw91VPG67bk3poCik4Dt37szMmTMJCAiwp82bN4/Tp08THR2Ni4sLcXFxVK5880vb+vXrqVUr+6zZ\n1dWV7777jhEjRtjTgoKCiIqKAgwj0KtXL7sxu/VF3qxZM+bPn88LL7wAQFhYGC1atMiSZ9KkSTka\nQz8/PyZMmMC8efOypG/btg0wDM3OnTv54osvcv1dlBUcubO+FpHdwMdKqRTgCtAPsAKFqz9dSsnL\nnRX7v9X4AP4PPFKMrSpkki7Bj/3hzO/QfxY0fuy2qjtzNZn5O+KYu+MEZ66m8HgLH97qcR/e1XU8\nj0Jn1ThDz6ww8Q6C7v/KM1txSsGfOXOGunXr2jXs/Pz88lVuzJgxTJ06leHDnQuads8995CQkMC5\nc+eoU6cOq1evpkePHvkq26tXLzZu3EhMTAyNGzd26vllhVzdWUqpJ4BIYLmIDAHGAB7A3YB2ZwGJ\nkZEku0Ngy4eKs1mFx8kd8HWwYUD+PPO2RBVjLyTy0uydPPivcKb+cogGtavw4wvtmTaopTYg5Qyb\nFPySJUuckoK3uXBCQ0Pz9bz+/fuzbNkyLBYLY8eOJTIyMsv9Ll262OucOnWqPd3f359OnToxe/bs\nAvQuK/369WPBggVs2bKFVq1a4eGRdSYdGhpqf/ZTT91cF3VxceH1119n4sSJTj+7rOBwYV0ptUxE\nVgJ/ARYDE5RSG4ulZaWAvNxZlWJOciHwrrIXO0Qp2PoVrPsHVPOBYWvAt5VTVaWkZ/Dv9Uf4esNR\n3Cu48PLDDRjQth733F3G14jKAvmYMRQFhS0F//3339vrOXLkCD169MDd3Z3AwEAWL16Mn58fMTEx\nhIeHEx4eTkhICAsWLCAkJATI3Z0F8MYbb9C7d2969nTuC1L//v0ZMGAABw8eZNCgQWzZsiXL/dzc\nWQCDBw9mwoQJ9vWb8kquMxER+T8RWY8RT30vMADoLSJzRSTn+Ws5w5E76/Lls3ifSUU1LZwF6GJl\nw0ew5g1o+Cd4aaNTBiTDqli0K46QKRv4PPwI3YO8CR/7MK8/1kQbkHKOTQp++/bteX7TjoyM5L77\n7nOY57nnniMqKoqoqCjatGnDypUriYqKYvHixfY8Hh4edO/enUmTJvHmm2+yZEn+lmQbNmyIxWJh\n/vz5+cp/K97e3ri5ubFu3Tq70covFSpUYOzYsXz00UdOPbus4Ggm8gHQDvAE1iil2gFjRaQhMAEY\nWAztK1EchceN2bKC6gpqtX2wuJt1e0TPh4gPocVgeOLfUMDdUUop1u0/x+S1MRw6d52mPtWY9Ofm\ndGxQeNuBNaWf4pSC3717N97e3vj4+GC1WomOjqZ58+b5Lv/WW285PRMBeP/994mPj8fVteCHiYcO\nHcrHH3/MtWvXnH5+aceREbkKPAlUAuJtiUqpw9wBBgQcS8Gf376Z6kCj4DJ0yPDEVkPK5J5O8Phn\nBTYgu45f5sOVB9h5/DL1a1Xmy8Gt6N7MO9/hgzXli+KSgo+Pj2f48OH27brt2rVj5MiR9vtdunSx\nv+CbN2/OrFmzspRv2rQprVq1Yvdu50Ig2bbu5kRoaCgffPCB/fP27duz3Hd3d2fUqFHlOsa83Oqz\ntN8QqQUMAtKBH5VSZXJHVps2bdTOnTudKhu59gRbfjrC8E8fwr1iVnu7vF9Hqp1L4qFNUYXRzKLn\ncix82xUq1oAXfilQTJAzV5MZv3w/K/ecpXZVD17t1oj+bfy0PEkJcODAgTzdQxpNQcnp70pEdiml\n8gxL6UiA8QIw7fabV3axWq1AdndWekY6tY9e4XKrwJJoVsFJT4Z5z4D1Bjy1IN8GxGpV/LDtOB+v\njuGG1cqYbg0ZHlyfyh5a6ECj0RgU+1dJEaknIutFZL+I7BOR0WZ6TRFZJyKHzX/vMtP7mvk2icjd\nZloDEZnn6DmFQW7urCP7NlMtSVGppXM7moqdlaFGVMI+38Dd+dsTsTP2En2/3sI7S/fR0r8Ga8c8\nzJhujbQB0Wg0WSiJN8INYKxSareIVAV2icg6YCjwq1LqXyIyDhgH/B14BWiLsT4zGGN29AHwdlE3\n1B7Z8BYjcuJ/a/EHAh78U1E34fbZPRsiZ0Pw2HwdJIyOu8KUtYfYcOg8tap4MHVAC56w+Gp5Eo1G\nkyPFbkSUUmeAM+b1NRE5APgCvYHOZrb/AhEYRsSKccixEpAuIsHAWXOBv0ixWhXiItleoMm//06y\nh9C42QNF3YTb49RuWPk3CHwYuryVZ/bpm47ywYoD3FXJjTe6N2HIAwF4upcTeXuNRlMklKhvQkQC\ngJYYWlxepoEBOAt4mdcfAr8Ap4GngQXksTtMRF4EXgTj1KqzKKvKcedR5ZhTXAysiUuFUuzaOX8I\n5vSDynWg7wxwEOtEKcW/Vh/kPxuO0iPIm4/6NqdqxTJ2gFKj0ZQIJba9RkSqAIuAMbfu/FLGljFl\nXq9TSrVWSj2OMVtZCTQSkYUi8q2IZAu5p5T6RinVRinVJvP2woJizVDZohomXL9I3bNpqPsbOl1v\nkXPlpKHIKy4wZAlUyf13kHojg9cXRvOfDUd5uoM/0wa10gZEo9HkmxIxIiLihmFA5iilfjKTz4lI\nXfN+XTKdTTHTKmGsm3wJvAc8C2wGiiyQhzWHmcjx/dtwVVClkWPNoBLj+nmY/QSkXoOnf3K4kB5+\n8ByPTt3Igl1xjA5pyPjezXDVZz40eVDcUvCZJdozY5Nib9GiBY0aNWLIkCHExcVlyWOTb1+9erWT\nvdXkRUnszhJgBnBAKfVJpls/YxgGzH+X3lI0FPhcKZWOcYpeYayXFE3wb4zIhrcakfMHjXMhdZpY\niuqxznPlBHz/GFw9BYPnQd2cT/WeuJjE8zN3MGzmTlxdhNnPt+PVRxrpxXNNgbBJwa9atSqLFHxU\nVBSHDx9mwIABdO3alfPnz9vLzJkzxy5xsnDhwmx1du7cuUCxNSZNmsTvv/9OTEwMLVu2pGvXrqSl\npdnvh4WF0alTJ8LCwpzvqMYhJeHUfxB4BtgjIraTem8C/wLmi8jzwHGgv62AiPgA7ZRS75lJ04Ad\nGPL0RaYobLVmd2ddP3oIgHr3ty+qxzpH/EHDhZWeaLiw/Dtky5J6I4NvNx5lWvgRKrgIb/ZowtCO\ngbhX0IcGyyIfbf+Ig5cO5p2xADSp2YS/t/t7nvmKUwo+P4gIr776KosXL2bVqlX07t0bpRQLFixg\n3bp1BAcHk5KSQsWKWlG6sCmJ3VmbMQJb5USOCmdKqdNAz0yfF2AssBcpObmzrMfjuFrNFY9qNYr6\n8fkndjPMexpc3Y2wtt7Zp/77Tl/llbBIjp5PpEeQN//odT91q3uWQGM1ZR2bFHxERIRTUvA22ZNH\nHnmESZMmFWrbbM/r3bs3W7ZsITAwkAYNGtC5c2dWrFhB3759C/V5Gh1j3SHWHNxZFU9f4ppX1RJq\n0S2kp0D4ePjtS6hZH55eBDWzn6JfvfcMr877nRqV3Pj+ubZ0aVynBBqrKWzyM2MoCopbCr4gZH5e\nWFgYAwcaGzkHDhzIrFmztBEpArQRccCtu7OsykrN+GQuPXBPCbbKJP4ALBwG8fuhzTB4ZDx4VMmS\nRSnFl+uPMHntIVr61+A/z7SmTlU9ndfcHjYp+JCQECZOnMibb76Za97IyEiH4XDBkIJ/7rnngJzD\n4xaEyMhIQkJCyMjIYNGiRSxdupQJEyaglOLixYtcu3aNqlVLyZfAcoJ2hjvg1nMip04dpGoyeASW\nsGbWsU0w41FIvABPLYReU3M0IO8s3cfktYd4wuJD2PAO2oBoCg2bFPycOXOYMWNGjnlsUvCDBg0q\n8vYopfj88885c+YMjz32GL/++ivNmzfn5MmTxMbGcvz4cfr27VvgmY0mb/RMxAFWq8oivnh6/w6q\nATUa3l9yjdq7CBa/DHcFGu6rGvWyZVFK8Y+le/lh6wleeqg+47o30TuvNIVOcUnBA8TExGSJrW4L\ngxsaGsr48eNJSkqiQ4cOrF+/Hnd3d8LCwujTp0+WOvr27ctXX33FkCFDbqvfmqzkKgVfXrgdKfgV\n/47m+uUUBrzVDoBVX4QS8MVyav48F69GLQqzmXmjFPz2Bax9G/wfgIE/5qjGm8WAPFyfcY9pA1Ke\n0FLwmqKgSKTgNdndWalHj3LDBWoHFvNMJOMGrP477JgO9/0fPPktuGV3TV1KTGPcomjW7j+nDYhG\noykWtBFxgE2A0YZL3Fku166Ii1sxyoKkXjcW0A+vgY6joNt74JJ9KWvz4Qu8Nj+Ky0lpvN3zPp7v\nFKgNiEajKXK0EXGANSPrmkiVMwkk+zqvxVVgrp2FH/vD2T3QYzK0G54tS4ZVMWVtDP+O+IN761Th\n++fa0tSnevG1UaPR3NFoI+KAzO6sxJRr1L54gzMdfYvn4ef2w5w/Q/JlGDQXGj2aLcvF66mMnhvF\n5iMXGNi2Hv98vKmWbtdoNMWKNiIOsGYoKrgbrqMTMTupYIXK9YtBvffoBuMEulslGLYK6mZfxN91\n/DKv/LibC4lpfNy3Of3bZt+lpdFoNEWNNiIOyLzF99zB3XgBtRoX8a6sQ2uMeOg168PTC6G6X5bb\n6RlWpoUf4Yvww/jU8OSnER1p5qvdVxqNpmTQhw0dkNmdlXDE0P/xa9qu6B54YBnMfQrq3AfPrcxm\nQE5eSuLPX//G578e5omWvqwcHawNiKbYKW4peKvVyqhRo2jWrBlBQUG0bduWY8eOARAQEEBQUJC9\nzlGjRgGGTLyvry+pqakAXLhwgYCAAPbs2WPPW7NmTQIDA7FYLHTr1i2L5HxERAQiwvTp0+3tsMnK\nT5482f4MW3mLxULHjh0BmDlzJi4uLkRHR9vLNmvWjNjYWNq3b4/FYsHf35/atWvby+ZHufjdd9+1\nPzszrq6uWCwWmjZtSosWLZgyZQpWqzVLnjFjxuDr65stvTDQMxEHWDNu7s7KOH6SRE8XKteuWzQP\ni/oRlo4E39bw1ALwzCrweC4hhYHfbOVaSjpfDm5Fz+ZF1A6NJp/YpODXrFmTRQr+b3/7GwDz5s2j\na9eu7Nmzx37gMCftrMzkJHsyb948Tp8+TXR0NC4uLsTFxVG5cmX7/fXr11OrVq1sdbm6uvLdd98x\nYsQIe1pQUBBRUYZ4+NChQ+nVq5fdmN36Im/WrBnz58/nhRdeAAwtrhYtsnoiJk2alKMx9PPzY8KE\nCcybNy9L+rZt2wDD0OzcuZMvvvgiW9nY2FiGDh1KREREtns54enpae9TfHw8gwcPJiEhgffeM0TP\nrVYrixcvpl69emzYsIEuXbrkq978oo2IAzK7szxOXeCqd5U8SjhBejKseh12z4KAYBgUBh5ZtX0S\nUtJ59rvtXElKY+6LDxDkp2cfGjg7cSKpBwpXCt7jviZ4O9DCslGcUvBnzpyhbt26uJhb2zOfXHfE\nmDFjmDp1KsOHZ9/VmB/uueceEhISOHfuHHXq1GH16tX06NEjX2V79erFxo0biYmJoXHjxk493xnq\n1KnDN998Q9u2bXn33XcRESIiImjatCkDBgwgLCys0I2Idmc5wObOUkpRIz6JG4W9vff8Ifi2q2FA\nOr0GzyzJZkBS0jMY/t+d/HH+Ol8/01obEE2JY5OCX7JkiVNS8DYXTmhoaL6e179/f5YtW4bFYmHs\n2LFERkZmud+lSxd7nTY5FAB/f386derE7NmzC9C7rPTr148FCxawZcsWWrVqhYeHR5b7oaGh9mc/\n9dTNIKsuLi68/vrrTJw40elnO0v9+vXJyMggPt4IDhsWFsagQYPo06cPK1asID09vVCfp2ciDrBm\nWBFX4Wz8Ue66pkhxUlk0Ry4cge+7A8rQwLq3W7YsSinGLYpm27FLfDbQQnDDYjyjoin15GfGUBQU\ntxS8n58fMTExhIeHEx4eTkhICAsWLCAkxAg/lJs7C+CNN96gd+/e9OzZM8f7edG/f38GDBjAwYMH\nGTRoEFu2bMlyPzd3FsDgwYOZMGGCff0mL/r06cOxY8dIS0vjxIkTWCxG9NTRo0fbVY4LSlpaGitX\nruSTTz6hatWqtG/fnjVr1tCrVy+n6ssJbUQcYAtKdXzPFqoDd92Xc7jZApNw2oiDDjBsLdS6N8ds\nP2w9zpKo07z2SCN6W4rpfIpGkwclIQXv4eFB9+7d6d69O15eXixZssRuRBzRsGFDLBYL8+fPz7tj\nOeDt7Y2bmxvr1q3js88+y2ZEHFGhQgXGjh3LRx99lK/8NoXhgq6J3MrRo0dxdXWlTp06LF++nCtX\nrhAUFARAUlISnp6e2ogUF7YY65f2R1Ed8At64PYrTbpkhLFNvgJDl+VqQCJPXOb95fvp0rg2I7vk\nnEejKSlsUvDBwcF4eXnx/PPPZ8tjk4KfMmXKbT1r9+7deHt74+Pjg9VqJTo6mubN8/+F7q233nJ6\nJgLw/vvvEx8fj6trwQ/yDh06lI8//phr1645/fyCcP78eV5++WVGjhyJiBAWFsb06dPtcvyJiYkE\nBgaSlJREpUqVCuWZ2og4wIix7kLakSOkVYBaDW5TePHkdvj5Fbh01HBh+bTMMdulxDT+Omc3XtUq\nMnWAJVt0RY2mNFBcUvDx8fEMHz7cvl23Xbt2jBw50n6/S5cu9hd88+bNmTVrVpbyTZs2pVWrVuze\nvdupftq27uZEaGgoH3zwgf3z9u3bs9x3d3dn1KhRhRZj/oMPPuDTTz+1f46LiyM5ORmLxUJ6ejoV\nKlTgmWee4bXXXiMpKYnVq1fz9ddf2/NXrlyZTp06sWzZMgYMGFAobdJS8A6YPnYjjdp6c23uM1S6\nfoMuv+xyrhHJV+DX92Dnd1DND3pPgwZdc8yakJLOc9/vYE/cVRaN6KgX0jVZ0FLwmqJAS8EXESpD\nIS5Q4/R1rjX1d66S01HGAcJrp6HDX6HLm9miENq4kpTGkO+2s/90AtMGtdQGRKPRlHq0EXGA1apI\nSb2GX4KV5AZOhMTds9A4QFjpbnj+F/BrnWvWi9dTeXrGdv6Iv87XT7em2/1et9FyjUajKR60EXGA\n1aq4dvEUADWaBOW/oFIQPh42TTGiEPafDVVy35578Xoqg7/dRuzFRKY/24aHGumtvBqNpmygjYgD\nVIYi5cJZoAA7s6wZsOI12DUTWg2BHlOggnuu2S8lpvHU9G0cv5TI90Pb0vHenPe7azQaTWlEG5Fc\nUFaFUpBx+SKpFaDOvfmYiWSkw+KXYe9C4wR6yDvgILrg5cQ0Bn+7lWMXEvlOGxCNRlMG0UYkF6zm\nrjXXK1e55F0Jl7z2iCddgsUvweG10O1d6PSqw+xbj17k74uiOXM1hRnPtuFBbUA0Gk0ZRGtn5YLK\nMIyIZ0IyqfXyWKM4sRW+DoY/1kOvqQ4NSGLqDf6xZC8Dv9mKUjDnhfZazkRTpoiLi6N37940bNiQ\nBg0aMHr0aNLS0oiIiKB69epYLBaaNGliV/PNzBNPPEGHDh2ypc+aNcsu9d6yZcsscusLFy7Mkjc2\nNhZPT0+7ZpXFYsl2NkRTfOiZSC5YrYYRqZScgdQPyC0TbP4E1k+EGv7w/FrwbZVj1uupN5iz9Tjf\nbjrGxcRUnnswgNBHG1PJXQ+BpuyglOLJJ59kxIgRLF26lIyMDF588UX7qfDg4GCWL19OcnIyLVu2\npE+fPjz44IMAXLlyhV27dlGlShWOHj1K/fr1AVi1ahWffvopa9euxcfHh9TU1DyNQoMGDezy55qS\nRb/BcsFqzkREZVA9p51Zmd1XzfpCr0+hYrVs2U5dSWbejpPM+i2WK0npdLq3Fq8+0prW99xVxD3Q\nlHc2zT/EhZPXC7XOWvWqENy/Ua73w8PDqVixol3rytXVlalTpxIYGJhFYtw2Uzh16pQ97aeffuLx\nxx/Hy8uLuXPn2jW3PvzwQyZPnoyPjw9g6GQ5K9+uKX60EckFZbUZESu+QbdMv0/thvnPwvWz0HMK\ntHk+2wL6xkPn+e5/x9hw6DwAIU3q8Ncu99LSXxsPTdll3759tG6d9bxTtWrV8Pf358iRI/a0y5cv\nc/jwYR566CF7WlhYGO+88w5eXl707dvXbkT27t2brc68+OOPP+wqtwDTpk0jODjYmS5pbhNtRHLB\nvWIF6lT4mapX9+LT0PxjTbkKER/Btq+hmg8MW21EIsxEYuoNxi/fz9wdJ/Gq5sHILvfSv0096tUs\nHLEzjcaGoxlDSbFp0yZatGjB4cOHGTNmDN7e3gCcO3eOw4cP06lTJ0QENzc39u7daw9HW1C0O6v0\nUKoW1kXkMRGJEZEjIjLOTJsjItEiMjFTvrdF5ImibIurmwtVTm4jsUYyLgJEzoFpbWDrv6HVM/DS\nRvBtTUp6BnGXk9h3+ipr952lx+ebmLfzJC8/3IBNr3dl7J8aawOiKTfcf//97NqVVUMuISGBEydO\ncO+99xIcHMzvv//Ovn37mDFjhv1FP3/+fC5fvkxgYCABAQHExsYSFhYGGAKJt9apKTuUGiMiIq7A\nl0B34H5gkIg0B5KVUs2BtiJSXUTqAu2VUkuKuk3VzySQ4uWJ9cv2sPQvJFbyZfsjCwnzGsvba0/R\n8/NNNP3nGjp9tJ6en2/mxdm7uJGhmDu8A+O6N8G9Qqn59Wo0hUJISAhJSUn2he+MjAzGjh3L0KFD\ns0iLBwYGMm7cOHssjbCwMFavXk1sbCyxsbHs2rWLuXPnAkbgqNDQUM6eNQ72pqWlMX369GLumcZZ\nSpM7qx1wRCl1FEBE5gI9AU8RcQHcgAzgfeCfRd2Y2L2buSvBSoLbGQ6f9+TTG6NZfbIt6mQqsIcq\nHhVoUa86Ix5uQL2anlT3dKOapxst/GpQ2aM0/Vo1msJDRFi8eDF/+ctfGD9+PFarlR49ejBx4kR+\n++23LHlffvllJk+eTGxsLMePH8+ytTcwMJDq1auzbds2evTowblz5+jWrRtKKUSEYcOG2fO+9NJL\njBkzBoB69eoRFhaWbU1k2LBhjBo1qoh7r8mJUiMFLyL9gMeUUi+Yn58B2gM3gM7AbOBX4BWlVPYI\nOFnrehF4EcDf37/18ePHC9ye+FPHiHinL9caPkhim5HUqeZJrSoe1KrqQa0q7tSt7omrjvOhKWa0\nFLymKCjXUvBKqTG2axFZBrwkIm8BLYB1SqlvcyjzDfANGPFEnHluHd9A+s9wLoiNRqPR3CmUJqf9\nKaBeps9+ZhoAItIb2AVUARoopfoD/UREr1prNBpNCVGajMgOoKGIBIqIOzAQ+BlARNyAMcDHgCdg\nm124ArlL5Go05ZDS4oLWlA9u9++p1BgRpdQNYCSwBjgAzFdK7TNv/xX4r1IqCYgGKonIHmCXUupK\niTRYoykBKlasyMWLF7Uh0RQKSikuXrxIxYoVna6j1CysFxW3E2NdoyltpKenExcXR0pKSkk3RVNO\nqFixIn5+fri5uWVJLzcL6xqN5iZubm4EBjoRqlmjKSJKjTtLo9FoNGUPbUQ0Go1G4zTaiGg0Go3G\nacr9wrqInAcKfmT9JrWAC4XUnLLCndbnO62/oPt8p3A7fb5HKZVn2NVyb0RuFxHZmZ8dCuWJO63P\nd1p/Qff5TqE4+qzdWRqNRqNxGm1ENBqNRuM02ojkzTcl3YAS4E7r853WX9B9vlMo8j7rNRGNRqPR\nOI2eiWg0Go3GabQR0Wg0Go3TaCMCiMhjIhIjIkdEZJyZNkdEokVkYqZ8b4vIEyXXUucRkXoisl5E\n9ovIPhEZbabXFJF1InLY/PcuM72vmW+TiNxtpjUQkXkl2Q9nEBFXEYkUkeXm50AR2WaO9zwz9AAi\n8oqI7BWRlZnSKgbH2wAACIBJREFUOonI1JJsf0ERkRoislBEDorIARF5oLyPs4i8avZjr4iEiUjF\n8jbOIvKdiMSLyN5MabmNq4jI52bfo0WklZneWER2mWkPmGkVROQXp2MzKaXu6B+MmCR/APUxYpP8\nDjQHppv31wHVgbrAspJu7230sy7QyryuChwC7seI0TLOTB8HfGReRwCVgKcxQhIDhAENS7ovTvT9\nNeBHYLn5eT4w0Lz+GhhhXm/F+GL1NvA4IBihCWqWdB8K2N//Ai+Y1+5AjfI8zoAvcAzwzDS+Q8vb\nOAMPAa2AvZnSchvXHsAqs28dgG1m+idAJ4ygf4vMtFeAoc62S89EoB1wRCl1VCmVBswFegKeIuIC\nuAEZwPvAP0uumbeHUuqMUmq3eX0NI2aLL9Ab46WD+a9tpmUFPDBeMOkiEgycVUodLtaG3yYi4ocx\nntPNzwJ0BRaaWTL3WTDGuxKQjvFiXaWUulScbb4dRKQ6xstmBoBSKk0ZMXfK9ThjKJJ7ikgFjL6c\noZyNs1JqI3BrG3Mb197ALGWwFaghInUx+luJm+NdA8OQznK2XVoK3niRnsz0OQ5oD5wHdgOzgXsB\nF9tLuKwjIgFAS2Ab4KWUOmPeOgt4mdcfAr8ApzH+ky3AiDZZ1vgUeB1j9gVwN3BFGUHQwBhvX/P6\nC4xvqfuA/wFLgUeLr6mFQiDG3+73ItICI6T0aMrxOCulTonIZOAEkAysxeh3eR5nG7mNa07vNV/g\nSwyD4QG8BPwDmKiUsjrbAD0TyQWl1BillEUpNQUYD/xDRN4SkfkiMryk2+csIlIFWASMUUolZL6n\njLmtMq/XKaVaK6Uex/hWsxJoZPrav3Xaf1qMiEgvIF4ptSs/+ZVSs5VSLZVSTwOvAp8D3c0+TzVn\npqWdChguj6+UUi2BRAw3h51yOM53YbQ9EPABKgOP5Za/nIxzNjKPq4M8J5RSnZVSDwBJGG6tAyIy\n21w3alTQ55bJX1Yhcwqol+mzn5kGgIj0xvhWUwVooJTqD/QrC/+5bkWMWPWLgDlKqZ/M5HPmNBfz\n3/hbylTC8C9/CbwHPAtsBp4qpmbfDg8C/ycisRhuyq7AZxhTe9ssPMt4A4iID9BOKbUEGAsMAK4A\nIcXU7tshDohTSm0zPy/EMCrleZy7AceUUueVUunATxhjX57H2UZu4+rwvWYyAWNdaBSGu/d1nHDZ\nayMCO4CG5k4Od4yp/M9gf+mOwVi88uSmlXfFWLAsM5hrATOAA0qpTzLd+hnjhYH579JbioYCn5v/\nOW2/AyuGT7VUo5R6Qynlp5QKwBjXcKXUU8B6oJ+ZLac+jwfeMa/LWp/PAidFpLGZFALspxyPM4Yb\nq4OIVDL/zm19LrfjnIncxvVnYIi5S6sDcDWT2wsReRg4ba59VcLot3N9L+kdB6XhB2MnwyGMXVpv\nZUofg7lrAWMxLgzYg7kDoiz9YOzIUEA0EGX+9MBYI/gVOIzhG6+ZqYwPsCLT5z9z049cu6T7VMD+\nd+bm7qz6wHbgCMYagEemfC2BGbf8DewDVmfOV5p/AAuw0xzrJcBd5X2cMWZPB4G9GOuYHuVtnM33\nzxmMxfE44PncxtV8X31pvtP2AG0y1SMYu05tee/DWP+NBh4saLu07IlGo9FonEa7szQajUbjNNqI\naDQajcZptBHRaDQajdNoI6LRaDQap9FGRKPRaDROo42IplwhIrVFZLOp0vpEpvSl5uGyOwIR8RGR\nheZ1Z7mpYDxURL4oYF2xIlKrKNqpKftoI6IpbwzCUGxth7H3HxF5HIhUSp12ttJMJ5+LHWeerZQ6\nrZTql3dOjeb20EZEU96wqZR6ABnmC9imOpAjIvK4GXci0oyr4GWmv2tqCv0PmC1GXJJJIrLDjMfw\nkpmvioj8KiK7RWSPKZVz6zNcRWSmOUPaIyKvmukRItLGvK5lSrTYZgw/i0g48KuIzBWRnpnqmyki\n/Ry0KUAyxZ3Ipd+1RWSRWXaHiDxopt8tImvFiM8xHeNwmkaTI1rFV1Pe+NH8eRH4O/AXYLZSKslB\nmc1AB6WUEpEXMDSExpr37gc6KaWSReRFDPmItiLiAfxPRNZiqKX2UUolmG6frSLys8p6ktcC+Cql\nmoEROCoffWkFNFdKXRKRPkB/YIUpzxMCjMA4tZxTm/JzivgzYKpSarOI+GPE1LgPQz9ps1LqfdNw\nPZ+PujR3KNqIaMoVSqmrGPFDbOqu44A+IvIthvzHFKXUb7cU8wPmmQJ27hgBjmz8rJRKNq//BDQX\nEZubqDrQEEOCYqKIPIShP+SLIcl9NlM9R4H6IjINWIEhV54X69TNGBergM9MQ/EYsNE0bLm16VA+\n6u8G3G/ITQFQTQyV54eAJwGUUitE5HI+6tLcoWgjoinP/ANDqXQQxmxjIYbC662xI6YBnyilfhaR\nzsC7me4lZroWjOh/azIXFpGhQG2gtVIq3XRJVcycRyl1WYz4Ho8CL2PMKoYBN7jpVs5SJvOzlVIp\nIhJhlh+AoUrsqE0B5I0Lxgws5Zay+Siq0RjoNRFNuUREGgJ+SqkIbqqUKgy11lupzk2Z7GdzuG9j\nDTDCVHdGRBqJSGWzfLxpQLoA9+TQnloYgc0WYchvtzJvxQKtzeu8FsLnAc8BwRhCgY7alB/WYoRG\ntbXRYl5uBAabad0xZnAaTY5oI6Ipr0wA3jKvwzDWD3ZgrAPcyrvAAhHZBVxwUOd0DInx3eai9X8w\nZvNzgDYisgcYgqEmeyu+QISIRAE/AG+Y6ZMxjEAkkNc22rXAw8Avygjl7KhN+WGU2e5oEdmPMUMC\nQxH3IRHZh+HWOpHP+jR3IFrFV6PRaDROo2ciGo1Go3EabUQ0Go1G4zTaiGg0Go3GabQR0Wg0Go3T\naCOi0Wg0GqfRRkSj0Wg0TqONiEaj0Wic5v8BrxiKoTOIMxkAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if is_full_run:\n", + " plot_surveillance_data(agg_surveillance_data, all_threat_datasets[0][1].keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC betwwen models\n", + " KDE KDE+SENTIMENT KDE+LDA KDE+SENTIMENT+LDA\n", + "KDE+SENTIMENT 0.101319 \n", + "KDE+LDA 0.275489 0.174169 \n", + "KDE+SENTIMENT+LDA 0.275486 0.174167 -0.000002 \n", + "ORACLE 0.434334 0.333015 0.158846 0.158848\n" + ] + } + ], + "source": [ + "if is_full_run:\n", + " print('AUC betwwen models')\n", + " print(calc_AUCs(agg_surveillance_data, all_threat_datasets[0][1].keys()))" + ] + } + ], + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Pipeline.ipynb b/Pipeline.ipynb index a00554a..671125c 100644 --- a/Pipeline.ipynb +++ b/Pipeline.ipynb @@ -1104,7 +1104,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1113,14 +1113,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/42 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "if is_full_run:\n", " plot_surveillance_data(agg_surveillance_data, all_threat_datasets[0][1].keys())" @@ -1141,13 +1152,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC betwwen models\n", + " KDE KDE+SENTIMENT KDE+LDA KDE+SENTIMENT+LDA\n", + "KDE+SENTIMENT 0.101319 \n", + "KDE+LDA 0.275489 0.174169 \n", + "KDE+SENTIMENT+LDA 0.275486 0.174167 -0.000002 \n", + "ORACLE 0.434334 0.333015 0.158846 0.158848\n" + ] + } + ], "source": [ "if is_full_run:\n", " print('AUC betwwen models')\n", - " calc_AUCs(agg_surveillance_data, all_threat_datasets[0][1].keys())" + " print(calc_AUCs(agg_surveillance_data, all_threat_datasets[0][1].keys()))" ] } ],