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@michellemho
Created August 10, 2018 18:35
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NYC Collision Analysis
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
" from pandas.core import datetools\n"
]
}
],
"source": [
"import cartoframes\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import statsmodels.api as sm\n",
"import pysal\n",
"from sklearn.tree import DecisionTreeRegressor, export_graphviz\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"import graphviz \n",
"\n",
"%matplotlib inline\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"# Input CARTO account credentials\n",
"cc = cartoframes.CartoContext()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data Used:\n",
" \n",
" - LION https://www1.nyc.gov/site/planning/data-maps/open-data/dwn-lion.page\n",
" - NYPD Collisions (only 2017 and 2018) https://data.cityofnewyork.us/Public-Safety/NYPD-Motor-Vehicle-Collisions/h9gi-nx95\n",
" - TomTom Probe Count and MultiNet\n",
" - Waze jams feed\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Table of Contents\n",
" \n",
"1. [Collision data exploration](#1) \n",
" 1.1 [Count of collisions by hour](#1.1) \n",
" 1.2 [Count by contributing factor](#1.2) \n",
" 1.3 [Count by vehicle type and vehicle type cleaning](#1.3)\n",
"2. [Joining collision point data to street line data](#2) \n",
" 2.1 [Data preparation for LION dataset](#2.1) \n",
" 2.2 [Find nearest road segment id to each collision with query](#2.2) \n",
" 2.3 [Join back to street line data and fill NAs](#2.3)\n",
"3. [Collision data exploration with TomTom probe count data](#3) \n",
" 3.1 [Data prep TomTom and collisions](#3.1) \n",
" 3.2 [Collision rate by hour](#3.2)\n",
"4. [Local Moran's I spatial autocorrelation](#4) \n",
" 4.1 [Build street network from LION and create spatial weight](#4.1) \n",
" 4.2 [Local Moran's I with `pysal`](#4.2) \n",
"5. [Decision tree feature importances](#5) \n",
" 5.1 [Single decision tree and output graph](#5.1) \n",
" 5.2 [Random forest and output feature importances](#5.2) \n",
"6. [Collision data exploration with Waze traffic jams data](#6) \n",
" 6.1 [Clean and union Waze jams](#6.1) \n",
" 6.2 [Find collisions that occur during jams](#6.2) \n",
" 6.3 [Fatality/injury rates of collisions during jams](#6.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1. Collision data exploration\n",
"<a id='1'></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.1 Count of collisions by hour\n",
"<a id='1.1'></a>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Read in collision data from CARTO account\n",
"collisions = cc.read('nypd_collisions_2017')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Create hour, weekday, and weekend separation\n",
"collisions['weekday'] = collisions.datetime.dt.weekday\n",
"collisions['hour'] = collisions.datetime.dt.hour\n",
"collisions['notweekend'] = collisions['weekday'].isin([0,1,2,3,4])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"weekday_count = collisions[collisions['notweekend']==True].groupby('hour')['borough'].count()\n",
"weekend_count = collisions[collisions['notweekend']==False].groupby('hour')['borough'].count()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 5))\n",
"plt.subplot(121)\n",
"weekday_count.plot(kind='bar', color='blue')\n",
"plt.title('Count of Weekday Collisions by Hour', fontsize=14)\n",
"plt.xticks(rotation=0, fontsize=14)\n",
"plt.xlabel('Hour',fontsize=14)\n",
"\n",
"plt.subplot(122)\n",
"weekend_count.plot(kind='bar', color='blue')\n",
"plt.title('Count of Weekend Collisions by Hour', fontsize=14)\n",
"plt.xticks(rotation=0, fontsize=14)\n",
"plt.xlabel('Hour',fontsize=14)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.2 Count by contributing factor\n",
"\n",
"<a id='1.2'></a>"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"contrib_data = (collisions.groupby('contributing_factor_vehicle_1')['borough']\n",
" .count()\n",
" .sort_values(ascending=False)[0:10])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"contrib_data[::-1].plot(kind='barh', figsize=(10,5), color='blue')\n",
"plt.xlabel('Count', fontsize=14)\n",
"plt.title('Count of Collision by Contributing Factor', fontsize=18)\n",
"plt.xticks(fontsize=14)\n",
"plt.ylabel('Contributing factor', fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.3 Count by vehicle type and vehicle type cleaning\n",
"\n",
"<a id='1.3'></a>"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"vehicle_codes = collisions['vehicle_type_code_1'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Make dictionaries for classification classifications\n",
"bikes = ['BICYCLE',\n",
" 'SCOOTER', \n",
" 'PEDICAB', \n",
" 'EBIKE',\n",
" 'Scoot',\n",
" 'PEDIC']\n",
"motorcycle = ['MOTORCYCLE',\n",
" 'MD',\n",
" 'MS',\n",
" 'MOTOR',\n",
" 'MOPED',\n",
" 'Motor']\n",
"passengercars = ['PASSENGER VEHICLE',\n",
" 'PAS',\n",
" 'CONV', \n",
" 'LL', \n",
" 'SPORT UTILITY / STATION WAGON',\n",
" 'subn']\n",
"bus = ['BU', \n",
" 'BUS', \n",
" 'OML', \n",
" 'bus', \n",
" 'SCHOO', \n",
" 'Schoo', \n",
" 'Bus', \n",
" 'schoo']\n",
"emergency = ['FIRE TRUCK',\n",
" 'AM', \n",
" 'GOV V', \n",
" 'AMBULANCE', \n",
" 'AMBUL', \n",
" 'ambul',\n",
" 'FIRET', \n",
" 'fire',\n",
" 'Fire', \n",
" 'Ambul',\n",
" 'FDNY', \n",
" 'EMS', \n",
" 'AMB',\n",
" 'ABULA']\n",
"hire = ['TAXI', 'CB','CAB', 'LIVER']\n",
"delivery = ['POSTA', 'DELIV', 'USPS', 'deliv', 'posta', 'DELV']\n",
"trucks_tankers_garbage = ['truck',\n",
" 'TK',\n",
" 'TR',\n",
" 'FB',\n",
" 'DS',\n",
" 'DP', \n",
" 'TN',\n",
" 'GG',\n",
" 'TRUCK',\n",
" 'AR',\n",
" 'cargo',\n",
" 'TRAIL',\n",
" 'BR',\n",
" 'Comme',\n",
" 'TOW T',\n",
" 'BOX T',\n",
" 'TRACT',\n",
" 'tk',\n",
" 'DUMP', \n",
" 'UTIL', \n",
" 'Util', \n",
" 'Ice C', \n",
" 'COMME',\n",
" 'Tow t', \n",
" 'sanit',\n",
" 'tank',\n",
" 'DUMPS', \n",
" 'SANIT',\n",
" 'dsny',\n",
" 'UHAUL', \n",
" 'SEMI', \n",
" 'CARGO', \n",
" 'FREIG', \n",
" 'trail']\n",
"construction = ['TT',\n",
" 'CM', \n",
" 'LF', \n",
" 'BACKH', \n",
" 'GE/SC', \n",
" 'Pavin', \n",
" 'Road', \n",
" 'cemen',\n",
" 'FORKL',\n",
" 'BOBCA',\n",
" 'forkl', \n",
" 'bobca', \n",
" 'Crane']\n",
"pickup = ['PICK-UP TRUCK', 'PK', 'PICKU']\n",
"horse = ['horse']\n",
"suvvan = ['Van', 'VAN', 'van', 'VN', 'RF', 'SPRIN' ,'UTILI', 'VT', 'VAN T','van t', 'VAN/T']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"classified = bikes+motorcycle+passengercars+bus+emergency+hire+delivery+trucks_tankers_garbage+construction+pickup+horse+suvvan\n",
"\n",
"# Make list of everything else (unknown) vehicle codes\n",
"unknown = list(set(vehicle_codes) - set(classified))\n",
"\n",
"collisions['vehicle_type_code_1_class'] = collisions['vehicle_type_code_1']\\\n",
" .replace(passengercars, 'Passenger Vehicles')\\\n",
" .replace(bikes, 'Bikes, Pedicabs, Scooters')\\\n",
" .replace(motorcycle, 'Motorcycles and Mopeds')\\\n",
" .replace(trucks_tankers_garbage, 'Trucks, Garbage, Tankers')\\\n",
" .replace(bus, 'Buses')\\\n",
" .replace(emergency, 'Emergency (Ambulance, Fire)')\\\n",
" .replace(delivery, 'Delivery')\\\n",
" .replace(hire, 'For Hire (Taxi)')\\\n",
" .replace(construction, 'Construction')\\\n",
" .replace(pickup, 'Pick-up Trucks')\\\n",
" .replace(horse, 'Horse')\\\n",
" .replace(suvvan, 'SUVs and Vans')\\\n",
" .replace(unknown, 'Unknown')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/alpS5pJIOgN/L78G/DmFReTzErCZpAXyrJ6rp/sXm3j69dN9fmmbViEsg0HQMbgMzxg7R16e4meSu2Ak7vY5O7k/a/AvzkMkzZsZOy+ekfgpMzJqP/MuZV0Z2+ExQ00hZ5HJfX8siFs2f67InywFL+SNn4nktnsI/yL9OZ5Knl19HG4FeaAxgqX4pFuAfST1ze+XtD+wLfCAmb3cGjJkuA24PhdLl3gZ/7Er5rLMlQjJ7m6ApB1wZbCxFq4T8ezyxXMNyWL5cQkZsuwq39ElJ8eWeED73XnjRuFxqicA39E+O2dshiu52+YaUtbmG+np9Lz7sn7/UrLCQ3ic5LbAvy1vizoz+xCPQ9svWe6Bn7cpuwZ/LzT39/ZBYB151nJu/h64Ur96flhESlZ4GN9xZ6bvFDyz+G68PE6LYJ59XYu71HtTOGa0O5laqfJ6jYcBXwFPmlkd7n7fUVKvzLgqXCG/i9Ku9BZDXkHhRDxBZ+MiiiB4LGMVGWVc0tx4aZrRzUjQWQ0PJ/iowZEtQFgGg6ADYGZ1knbEvwhfkDQKV6YWxONwVsN/UM5L46dKOgxXfF5MWZPgFrHfADvZjLpvN+GWuYfltcuWw8u+zFSzsBHk4m+OkWcs35vkPSRZYp5Nch+KWydKlRc5Ho8tGivpYlyJ3TG1nWd5pR3K5BBgWbx8Rj9mxHb9Cf8xr8VrDbamDOBW0StwZew2/AejH66EX1LkmAdxS+/hGQve7/GYzP+Ql1hSBiPwGoFPyjPNJ+Lr6g2cUsbxvwCeknQZnrB0BB43dU7euIfxcjy7AlfnWX7aivtwV96VKVlmPG7xPRR4PPM6zvL+LWPuG/DP2u9Jn8ECDMCTaWokjcSvxx54ItcxVrqmXTkMxa2T2ffpHrhlbdMixxyHv9ZPyzPkP8D/CG6F7+ZTKCa0OdyIu1R/onBZqXrgLPmOJgbsjod07Jl5zxwD/BF4NmURf4xbGrfAs+zHt7DMxch91u4DtpKU3/+Umb1vZjXyDP0hKSTmLTzxYxEKlyUql+Xw16tNCMtgEHQQ0j/r1fBs4HXxH9yTcFfPfniNqp8y42/HrSGf4K7RE/EirhubWdZyc0nqXwZXCnvjys4bNI2b8R+9fZmRGXgQ/iOwHv4P/mi8dMoGpf4ZJzfS2rgS1B8vKzE/XsB2YFOES5ac3nhtv1/jxV3/jv9ongaslXXBtoYMad4r8QLHc+N1EofhsXVbWpEN7FP86M5J5lXxsi1/wS3HazZWoUhu0U1xxeho/PVfEVdchpYxxRDc3X4mrmTfCfwxm8GezjMFL/0BrbQ9W0MkK+BmuPVoD/x9v0u6z2a5Fnr/NsR9eAbwfBTZPjC54jfArb9H4++jHkC/FMvYLFJW97r4+/QQXPaf8O3SxhY55t/4frYP4/XxzsdjKo/APx8tTa6MzFgrvDPLFDwJahP8z9LswHZm9nP5maSgro2XRjoYV76XwN+zbRJ+kCoirJKeHgdcX+C2buaQfZOcu+D1ROtwt3JTXcTgf6iblHzSFKrq69t1z/sgCIKgAkjWsO2BJZuSuRt0flIJpfeA/czs6ry+m/G6kE0NTwlakbAMBkEQBM0iJW/sAlwXimCX5q94qZXbGxoYdCwiZjAIgiBoEinp5ljcFTknHqMYdDEknYPv/rIlvg90a5cVClqYsAwGQRAETeU7PDGnO7B7yqoNuh7z4nG6t+LxyUEnI2IGgyAIgiAIujDhJg6CVqCmpib+ZQVBEATtTnV1damdjYBQBoOg1aiuLrojWqeitraWXr16NTywg1Mp64BYS0elUtZSKeuAWEtNTU3Dg4iYwSAIgiAIgi5NKINBEARBEARdmFAGgyAIgiAIujChDAZBEARBEHRhIoEkCFqJqgbztzoLlRF8XTnrgFhLR6VS1lIp64DOtpb2qvYXymArI2kCvjF4jmnAh8BlZjasPWRqbyTNDXwBDDSzkQX6/wH8ycz+0MA8vYExQHczm1agfzC+ifsGDcyzDzDUzJYodw1BEARBUCmEm7htGAgslm7LAkOAoZL2alep2gkz+wG4F9ipyJCdgRta4FTnANu1wDxBEARBULGEZbBtmGRmn2WeXytpN6APcF07ydTe3AjcKWkhM/sq1yhpHWBJ4ObmniApnUEQBEEQlCCUwfZjGjAFQNI8wPm4FWt+4D3gRDO7I/XvBJyGWxU/BM40s6vL6JsPuAjYAZiMW+MGmtn3ycV6Qzr2FGAB4G7gADObnI7fI/UvlvqqADOzwan/IOB4YGHgFeBIM3sh9U3A96ncE/gWWCXPlfsQvq/pDsAVmfZdgTFm9klDa8gcc6Ckk9Ia7gAOMrO6fDexpE2BYcAK6Rofb2b35b8wklYELgbWBT4GRgLnmVl9kucy4M/452c0cEiesh8EQRAEnYZQBtsYSd2BbYHNgH1T8/l4lOtmwH+BY4HLJd0PzIdb0f4GPApsAlwhaRzwTbE+M3sbuAqYE/gjvpH8ecA1wF/SeRfBla8tgd8AdwFPAyMlbQBcDRyOx+UNBPbHlUMkbQucDhwEvAXsAjwh6fdm9mmavx+wOTBbfkyfmU2VdHuS5Yo0ZxXuOj45M7ShNZDOvWVaz93A88DwvOu+PPAgcAawG7AVcJukFfLGzQU8DFwP/BVYDlf+puAK4mlAT2AjYHrqOz/NGQRBEARNpra2tmhfXV1dyf7mEMpg2zBc0gXp8VzAj8D5ZjYqtT0NXGhmrwNIOgc4AFfQ5seVoI/N7H3gaknvA5/jSknBPkm/BXYEFjKzb9K8ewETJC2Zzjs7cEQ67+uSHgbWxC1hhwC35xI8JB2MK3Y5jgWGmdk96fkZyfJ2AK4kAowys9dKXJdRwGhJ85vZt8D6wELAnemc5awB4G9m9lZaw2PAqgXOtT/wvJkNSc8vTBbZufPG7Q58Y2YnpufvSBqEW08vxq/5D8B7ZvaDpH64RTIIgiAImkWp7eZaczu6UAbbhiHAbelxHfCpmU3P9F8H7CDpQGB5ILepbTfc/Xov8ICkd4H7gGvMbKKkb0v0rY+7dT+QlC/P73GrFsC7mfZJuHIJsApwZa7DzKZJejEzthdwpqTTM209gI8yzycUuR45ngI+w93j1+EWvvvMbFLmHI1dw3e4JTGfFYCZPhVmNhRAUjZruRewoqRsvOFsQA9Jc+BWwHuBLyWNwa2pXTXuMwiCIKgAQhlsG740s/El+q/DrWLX41a5T4FxAGZWD2yfFJbt0u0QSdua2aPF+vDX9gdg9QLn+xS3AEKKW8yQq443LfM4v480/0DcPZ0lq0TVFVtwbm2SbgJ2knQD7iI+OO8c5axhel5foQp/+essxuzAWKB/gb5pZjZW0hK4q38r4FzcmrhxmfMHQRAEQYcilMF2RtK8uDKxvpmNS21bpe6qFOt2oJkNBF4CBksaDewo6YNifXjSxdxANzOzNO9yeMzdX8sQ7U1mWCiR1A1YDXg1NRmwZFbJlTQS+CeNywS+EXgOj3fsgcf15bBmriHLO8A62YbkUr4VmJp3zj7AhFycY0rS2dzMDpR0BPBmcvGPSrGVT0laxMw+b6RMQRAEQdDuhDLY/tThSSN9JH2Kuz9zyQ89gK+A/pK+B67FY9ZWwRWub4v1mVltigG8XtKAdJ6RuGL1qQr4XfMYDvxT0lhcwTs0zZ+rj34ecJWkt/GYxz2B/YBLG7N4M3s1ubj/AdxmZlMzfc1dQ5aRwOGSjgduB7YG1sOVyg0z424ABuOJOGcDSwAj8KQV8LI3/SXth7u49wA+wF+nIAiCIOh0RNHpdsbMpuCK1I5ALXABnvH6MbB6KlnSB9gez9q9AVdsrizVl6bvh1vEHsUVuo/T2HLkGocnkZyMxy3ODzxDcrea2S14WZlTcSvijsAOZvZKEy7DKNzqOKpAX5PXkMXM3ksy7gG8gWdy72Bm/8kb9z2wBa74voQr2dcAJ6UhJ+Oxjnfj6+4FbJsXAwr4tkKVcHvrrdp2lyHWEWvpDLdKWUulrKMzrqW9qKpvz7MHHRZJawHf5dyzqe1N4B9mdk27CdZJqKmpqa+urm54YCegKRlsHZFKWQfEWjoqlbKWSlkHxFpqamqorq4uFEc/E+EmDoqxLnBYKp3yKV5Hb0m8Bl8QBEEQBBVCKINBMUYAy+A1/+bDXcVbxk4bQRAEQVBZhDIYFCRl0h6RbkEQBEEQVCiRQBIEQRAEQdCFCWUwCIIgCIKgCxPKYBAEQRAEQRcmlMEgCIIgCIIuTCiDQRAEQRAEXZhQBoMgCIIgCLowUVomCFqJqgZrvjee2DAoCIIgaGlCGewCSJoALF2g600zW6kF5u8JvAf8zszG5/UNBTYws96SegNjgO6pjmGLIGkMcDhwFLB3iaH7NmcrPUlPA6PNbLCkQ4Ffm9mpTZ0vCIIgCDoC4SbuOgwEFsu7bdTGMjwLLNbCiuCewGdm9hquEObWtksakl3vLc083XbAOenxpUBfScs1c84gCIIgaFfCMth1mNTeW8mZ2RSgxWSQVAUMAg5I838HfJf6Jqa2FjufmX2TeTxV0nXAMcBfW+ocQRAEQdDWhDIYACBpH+BYfD/it4CBZjY29U0AbgX2BL4FVmmKdS/rJgaWwF3Lp+Du3bvMbD9JOwBnJDneBk40s4eLTLkJsABucSxXhirgBOBAYHHgK+BSMxsiaRGgFrjQzIak8Y8CmNlmWTdxmu5eYJyko83s+3JlCIIgCIKORLiJg5wiOAIYBqwKPAo8KGmpzLB+wBbA7i3p5gU2BNYAhklaFbg+ybEycBlwl6TVihy7JfCEmf3UiPPtjbuT9wN+jyuegyX9wcw+xy19x0nqKWlvYB2S5TEfM3sd+CGtIQiCIAg6JWEZ7DoMl3RBXtuyZvYFcBgw3MyuS+0nJCveAFw5AhiV4vJK8aqk/HzXOShtubvQzN4FkHQ9cJWZXZ/63pW0dpJj/wLHrgE80YBM+XyIJ5KMSc9HSBoMrAi8BFyFW0BHAmsBx5jZByXmewtYE3igkXI0idra2rY4zUzU1dW1y3lbmkpZB8RaOiqVspZKWQfEWsollMGuwxDgtry2r9N9L2BoXt+41J5jQhnn2BbIV5yOxBWtYmTn7QWsLCmr+HUHni9y7MK4m7dszOxxSetKGpbOtzqwENAt9ddLOghX8p43s0sbmPLrJEeb0KtXr4YHtTC1tbXtct6WplLWAbGWjkqlrKVS1gGxlpqamrLGhTLYdfgyv+xLhskF2rqlW466Ms7xQYHSMhMbOCY77+x4tu7VeWP+V+TYn/JkbBBJ/YF/AFcAt+Pxik/nDVsBqAJWkLRoA0kosyU5giAIgqBTEjGDAXiixtp5besA1sZyGO66Hp+74bGKOxYZ/zmwYCPP0R84zcyOTO7oibhlsApA0jzAcOBE4DXg4gbmW4gWzJAOgiAIgrYmLIMBwLnAtZLeBJ4D9sUTSfZrYznOB56W9DxwH7ApcBJe368QLwGrNPIcXwObSroHmBdPVpkd6JH6zwK+T7I8CLwsaTszuzd/opSZvFI6JgiCIAg6JWEZDDCzO4DjgdNwa9jGwOZm9mYby/EcsAde9uVNPN5wXzN7sMghDwHrSWrM+/gwYD7gVeAOoAa4G1hd0jrAwcDfzGyqmb0BXIQnmcxbYK4VgDmBsYVOVF/f8rcgCIIgaGnCMtgFMLOeZYwZjrtHG328mU0guVkL9A3KPB6bGVfwGDO7hfJ3ChkLTMKV18fz5hldZP43cRd4MWaKQTSzgfjuLQAb5I3dHbjOzMqJpwyCIAiCDklYBoNOS6oveBYeB9imSOqBK4PntvW5gyAIgqAlCWUw6OxcAyySCla3Jf3x2ovFMrSDIAiCoFMQbuKgU2Nm9bTDDiBmdmFbnzMIgiAIWoOwDAZBEARBEHRhQhkMgiAIgiDowoQyGARBEARB0IUJZTAIgiAIgqALE8pgEARBEARBFyaUwSAIgiAIgi5MlJYJglaiquCeLA0T284FQRAEbUkogxWMpAnA0pmmacCHwGVmNiyNGQs8nd02rshc1wCzm9merSFrA+cuqR6ZWRPVrqLnGwxsamb5288FQRAEQcURymDlMxC4MT3uDmwCXCnpEzO7DugDTGkv4cpksczj4cB04PDtfIVzAAAgAElEQVR2kiUIgiAIKopQBiufSWb2Web5tZJ2w5XA68zsm3aSq2yy8kuqA6blrSkIgiAIgiYSymDXZBrJGpjvJpY0ADgSWAT4F3CImb2dPVjSAsDTwBvAbmb2U/4Jkot6qJldkZ73Bsbg1sklgPeAPYGzgbmBG4AjzWxqUxaUzndrmvNb4DDgMaC7mU1LY64h4+qW1Bc4GVgmreVwMxuXN28P4GGgG7A5MAdwGfBn/PMzGr9GoZwGQRAEnZLIJu5CSOouqQ+wGXBPgf79gTOAk4BVgY+AeyRVZcbMCdyLxx72K6QINoJTgN2AHdJtaDPmAugHbAHsjiu8RZH0J+B6YASwCq6oPiBpnsyYKuA6YD5gWzObDJwG9AQ2AtYBFgbOb6bcQRAEQdBuhGWw8hku6YL0eC7gR+B8MxtVYGx/4CIzuwl+thKeDMyb+mcDRqX7PmbW3FjD483sqXSuk4FzJJ3QDAVzlJm9lubr3cDY/sAtZnZJGn8CUAUskBlzPrAa8Ecz+y619QR+AN4zsx8k9cs7ptnU1ta25HTNpq6ursPJ1BQqZR0Qa+moVMpaKmUdEGspl1AGK58hwG3pcR3wqZlNLzJ2BeDM3JOkAB0NIAk8znAO4D4z+zE3TtIPmTmeMrMty5Tt2czjF4Ff4e7pT8s8Pp8JjRi7AnBF7klSQI+Fn9e6BrAe8Arwdea483HL6JeSxgB34dbDFqNXr14tOV2zqa2t7XAyNYVKWQfEWjoqlbKWSlkHxFpqamrKGhdu4srnSzMbn24flVAEoeGs4k+APwFbStom075a5nZAassvB1Poj0fWldst3TfH7VyXeVyoHE1WhobW+iPuCl4GODjXaGZj8ZjHA4CJwLl4TGEQBEEQdEpCGQyyvAOsnnsi6ZeSPpO0Ump61szG4OVdLpI0F0BG2RxvZh+nsVOAeTJzL1vgfKtlHq8BfA580UJrySl7xWTIX2uVpLckbZGa3kou7FOBoZIWSeOOANY2s1FmtgewFdA71x8EQRAEnY1wEwdZLgRGSHoVeA1P8PgaeCtv3BBgD+CENKYQLwD7SHoMWBA4qsCY8yXthydoDAFGmFlL7b/xJjAZOEHSSGBHXPn7T+q/EHhC0pPAWOBA3E09Dk8MyXEJcBDwD2AvYEmgf5L7M/w6fAB81UJyB0EQBEGbEpbB4GdSUsmZuKL0Mp4pu11+QkeKJTwROFbS74pMNwh3o9YAF6fn+dwM3J/ur8IzmVsEM5uEK3i74ophNb6uXP8zuJJ3AvA6sAGwdSZRJDduGl7gek9JG+IJNU8Bd6d5e+GZxrO43+vrm3YLgiAIgrakqr7MXx9JmwNr4nXiZtr+y8yKWYeCYBYk9cTrDP7OzMa3szitQk1NTX11dXV7i9EiVEoAdqWsA2ItHZVKWUulrANiLTU1NVRXVze4ZWtZbuJUmuRQ4FVgUl532DKCIAiCIAg6KeXGDO4D7F2kNl0QBEEQBEHQSSlXGZwCPN+aggRdBzObQF6oQRAEQRAE7UO5CSQXA0Mkzd2awgRBEARBEARtS7mWwc2AtYBdJH1FXsFeM1uqpQULgiAIgiAIWp9ylcEryGzdFQRBEARBEFQGZSmDZnYtgKR5gN/hW4eNN7OJrShbEARBEARB0MqUW1pmDnwP1r/iimAVME3STcCBZtbQPq9BEARBEARBB6TcBJJzgS2BbYH58W27dgDWw3esCIIgCIIgCDoh5cYM9gV2MrN/ZtoelPQjvpXY0S0uWRB0cqrKKJ4T288FQRAE7U25lsHZgK8KtH8NRLmZoCSSJkg6oED7ppIaVIck9ZZUL6ncPy9BEARBEJRJucrg48DZkubLNUiaHzgLeKI1BAuCIAiCIAhan3ItLUcCY4CPJY1PbcsB/8ZjB4MgCIIgCIJOSLmlZT6WtCKeRLI8MBl4GxhtZhH1FDSb5C7eG48//T1QA+xlZu8WGHsmsB+wAbAEcANwGnAKsABwN3CAmU1O47dJ/b2ACcApZnabpCOAfcxstTRuB+Au4A9m9rKkbnh4xDbAgcB3wMLAdsBEYJCZXdPiFyMIgiAI2pCibmJJs+U9ng7cD5wDjMBdx1XZcUHQTE7FrdBr4Bnrs2SqS/obcDCwmZnlrNSLALvif1b6ADsC+6TxmwB3AtcBqwKXATdKWgt4BFhF0q/SPBsB9cD66fka6f65dH8w8DKwMnA7MDJzbBAEQRB0SkpZBqdKWszMvgCm4T+S+VSl9m6tIVzQ5bjAzB4HkDQSOCKvvw8ep7qFmb2WaZ8dOMLMXgdel/QwsCYwEjgUuMvMLkhj/y1pbeAYM9tZ0kfAhrg1cSPgIVwZHA78GXjMzKZLAnjdzP6e5DsFOBxYCXiyqQuura1t6qFtRl1dXaeQsyEqZR0Qa+moVMpaKmUdEGspl1LK4CbAN+nxxq1y9qCrMJXCVujZ8D8aObIu4UlA97zx1+IW6g8KzFXs2F7A5XljnwUOSo8fAXpLGgMIOBG3HoIrg9cWOoeZTUoKYr6MjaJXr17NObxNqK2t7RRyNkSlrANiLR2VSllLpawDYi01NTVljSuqDObVFNwbONzMvs+OkbQA/kObHRsE+XwLzFegfYHUlyN/J5v8Sn374Ja+C4Cd8vqKHTu5wHm7McOa/QgwCPgj8CJu5VtU0grAOsBuJc5RSMYgCIIg6FQUVQYlbYAH8oMrg69K+j5v2PK49SQISvEasG6B9nXxGLxyuQMwoEbS5mb2SBnHvA2sXeC8lh6PBm7Es+KfMrMfJdUAJwNvm9knjZAvCIIgCDodpdzE3+MWk6p0G4i76HLUAz8Ax7SadEGlMAJ4TtJgXPHqDmyOZ+j2acxEZvaKpMuB4ZJWKuOQ84BxKXP4AWDrdM4t03zfSnoR6IdnCYNbB48B/t4Y2YIgCIKgM1LKTfwqsCxAiqfqY2YT20qwoHIws5ckbY6XfjkSd9G+AexapnUvn0HALsBxNJC8YWYvStodLy1zNm4R3MXMHssMewRYC48lJM15LPBwE2T7mdhqLgiCIOgMVNU38hcrU0qmCugBrG5mz7S0YEHQmampqamvrq5ubzFahEoJwK6UdUCspaNSKWuplHVArKWmpobq6uoGY9vLKjqd4gf/D8/MzGcqMGejpAuCIAiCIAg6BOUWjL4IGA9sBfwX+AswAPgaTy4JgiAIgiAIOiHlKoMrAMen+K4a4H9mdglwCJFAEgRBEARB0GkpVxn8EfgpPX4bWC09fh4v1BsEQRAEQRB0QspVBh8HhklaHM+47CtpYXwP2G9KHhkEQRAEQRB0WMpVBgcA8+D12W7Gd434DDgHOL11RAuCIAiCIAham7Kyic3sMzI7jUjqDawEfGNmH7eOaEEQBEEQBEFrU5ZlUNLcki6VNBDAzOqB24ETJM3VmgIGQRAEQRAErUe5buIRwBrAPzNtf8P3eD2vpYUKgiAIgiAI2oZylcFtgH3M7MVcg5mNBg7Aaw4GQRAEQRAEnZCyYgaB6XgCST5zNGKOVkNS/p56XwP3AEeY2fdpzFjgaTMbJOkaYHYz27ON5ZwALJ1pmgZ8CFxmZsOaOOcBwCAz65liOccA3c1sWjPk3AcYamZLNHWOBubfGd/7dyWgDngaOMXMXm6N8+Wde1mgl5k90NrnqiqyAVDsWRwEQRB0JMq1DN4KXC5pY0nzpVtv4DLgjlaTrnHsAiwGLIFbMtdgZhd2H6BJClcLMxCXczFgWWAIMFTSXi0w97PAYs1RBFsbSVsDVwIXAisCGwFfAWMlLdUGIlyJhzcEQRAEQUD5Vr1jcMXvEaBbavsJuBo4shXkagoTU9YzwMeSzsJlPhDAzDpKPcRJGTkBrpW0G66sXtecic1sCl7ypyOzH3Cdmd2Qa5C0P9Ab2J3WV9gb3LA7CIIgCLoS5ZaWmQz0k/Q34PfAFOA/ZvZDawrXTP6bfZJ1E+e1L4C7Kd8AdjOznyQdBBwPLAy8AhxpZi+k8b2Bc/Et+r4ERprZWc2UdRp+TZFUBZwEHAzMDYwDBpjZO6n/N7h1a0OgFng4s5beZNzEkpYBLsatb98Bl5jZmWnsusDfgWqgHngK2D9bKkjSULzG5H+Bv5vZBal9SVzRXj/Jfk+SsZz3Qz2wtqR5zWwSQLrmGwOTMufuC5wMLIO/Noeb2bjUtw1wGtALmIC7mG9LfbPh1tf+wG/wXXIOM7NXU3jARsBGkjYws96SlgCG46WTvgZuTPNNSe7y/sBHqX8g8C88oaoa+B4YBRzXka2xQRAEQVCKosqgpE2AJ5NSsUmBIQtJvhOdmT3RSvI1CUkLAYcBNzQwbk7gXjxur19SSrbFC2kfBLyFu5+fkPR74AvcLX4xnjizMnCrpJfSvs2NlbM7sC2wGbBvaj4U2AvoB3ySnj8hSWb2I17S5wdgLTzm7gpcicmfuwfwKK5IrQssDtwi6f205gdwV+1euNJ0Na6EHpKmWBzfdnA93OV+maQ3UuLQcGBqap8HV4hOAk4oY9kjklwfS3oE393mQTObkJH9T8D1wOFp7IHAA5KWBtYE7sRjDh8EtgZulPS+mT0PnIIr0gcC7wDHAQ+n1+9w/M/Mv4DTk+J9V7pG1cCvgZFAd1zxA1gbV7BPwoutP5qO3wcPSbgd+DdwaRlrD4IgCIIORynL4GhgUVwBGl1iXD0zXMftyX2SpuNuwF/g2+QdVmL8bLgSMxvQJ7lYwZWMYWZ2T3p+hqRN8czpEcCvgM+T8jIhKS7/aYScwyVdkB7Phe/7fL6Zjcqc/7Ccgi1pALAV8BdJL+GK3TLp/G9KWhPYqcB5NsWVvDXM7DvgjWTZ/S/wS+BM4NxUM/I9SXfgil+OKXgG+VfpPL1xK9looCfwGjAhWdD64O+DBjGzMZLWS+vcAleq6yXdhFsm69J5bjGzS9I1OAF/XRfAleO7clZK4N+S1gaOkbQLbskcZGb3pmMPBN4F9jKzEZKmAP81s2/Sa7cssI6ZTQfeTtfoUUnHZcQ+I2f1lNQTV6TfN7P/SNqSAsp4KWpraxszvN2pq6vrdDIXolLWAbGWjkqlrKVS1gGxlnIppQz+FVdUMLNyE03ak7/iCRTgSsMewDhJa5nZvwuM74NnQ9+XLG45egFnSspus9cD+CgpEMOBSyQNAu4Hrs+LAWyIIcBt6XEd8GlSRJA0N25tGiXpp8wxc+IWrTo85nBCpu9FCiuDKwDjkyIIQEbhJLlMj5S0Whq7Km7xyvFeUgRzvIQraeBxfdcA20t6FLeW3tLQwjNyvADsLGkO3NW8G7A//sfjyCTPFZnxP+HKI5J6AZfnTfksbsldGFfW/5U5dqqkF/HXNZ9ewPzAdzkrN650zsGMrO+v89zfQ9P6D5L0EHCzmdWUu3aAXr0KidJxqa2t7XQyF6JS1gGxlo5KpaylUtYBsZaamvJ+nkopgxfiLrEfksVtUTP7slFStC2fmNn4zPMXktXmQDwBZpbxuALyiKRtzOz+1D477iJ8NG/8DwBmNiAphNvjLt5/SjrAzK4uU84v8+TMkns9+uIu6izfAhszawLE1CJzTSnSjqTFcSXyZTwp6HLc3bpBZthPeYfNlpvTzG6SNBrYAdgSdzFvjrtOi5KU3bNwi+SEZI0dA4yRNAm3FJaUHZhcoK1buhXqy/bnMzvuSt6mQN+H6b4u22hm/5B0C/76bw3cI2momQ0uIXMQBEEQdFhKKYPvAndLegNXQEZIqis00MxaoixKa1BF8TU+m1yWw4GLJD2eEmUMWDKrsEkaiSt9Y/GYtKPM7O/A3yVdgccVlqsMFsXMvpX0BV4eJufm7AbchMekvQHMk+IHLR22epHp3gF+m03UkDQEt3i9iFsYt8qscQAzK5rLSJo7YxVbC09YySWW3GFml+Mlh/bEFcp9GljiZGBP4GNmzRr+Fk/Iycn+87pSbN+bwFHA23gcX5Z1ATOzSZI+Tf0vpWO74/GAY9LYrDvbgCVx69/ENH4DPLawX77wKcb0bOAcM7sYuDhZiPcABjew9iAIgiDokJRSBvvgyQTzpec/4cWnOyoLSFo0PZ4LL2GyHDNcssUYgv+Yn4AreucBV0l6G88y3jPNdSkeh7gj0E3SP3CX5B9z50iWr7maaUE9D09u+BxX/o7BM1mPMLNPJD2R5DsEz7Q9hEwWboZHcOvW5ZIG43F+h+Gu3tmAxSX9GVf6d8Zj97JFn+fAy96cirtyd2ZGTGEvPPbxUDyU4C9ATboGc6Tr8mXO/Z3DzKYnRfLMpKTdnro2AI7GXwdwq/QTkp4ExuLW3V/hmdVf4e7/I/DYva3x9+qW6dhzgcGSPsYTO47D3w83pf4fgOUkLYxbf9/D3fIn4LGmVwCvmlldxnWck78uKYtLp/Gzp/M2yk0cBEEQBB2JospgKmVyJIC8REl/M/u2rQRrArdmHtcBrwJ/MbNni4wHwMy+k3Qibvm83sxuSYrCqXgCxtvADmb2CkDKNr4ALzkzGY+Vy8UXHo1bx3o2Yx3n4AkeI/DYx5eBzc3sk9S/C26FexYvq3IRBSxySfHaPs3zEh6Pd1paXze8NE3umr2Av9ZnSportb0CvA88hydI7JvZjvBgPKP4cTye8gm8RiC4wjgGV1QnFJDrXElfpTmOxd23r+LZ3A+kMc/Iy/ucgmduvwRsneIfX5S0O15a5mzcureLmT2WTnE+MC+uvM+HK5C9zezz1H8pXs/xYTP7Q3o9L0rXczKeXXxUvtwZdk1rfy49vw9PWgmCIAiCTklVfZG9seTbdr1nZvXpcVHMrDHZtBWNpEfNbLP2lqM9kXQtXnuvoxfAbjVqamrqq6ur21uMFqFSArArZR0Qa+moVMpaKmUdEGupqamhurq6wc0WSrmJxzOjtMx4PNaq0IQdpbRMuyNpD+CZ9pajPZH0W+DXXVkRDIIgCILORCllcBlmBPQv0wayVAK3mlmx7N6uwn+A7dpbiCAIgiAIyqNo/UAzez8VJMbM3gcm4sWW38d3ndgFWDY9D/Cadu0tQ3tjZvWxNVsQBEEQdB7KKiYtaWu8Lt8GKZnkKXxHjvsl/bUV5QuCIAiCIAhakXJ3FjkD377scbxQ82fA8ngpkEIFnYMgCIIgCIJOQLnKoPBt1+rxeLC70+OX8fIrQRAEQRAEQSekXGXwE2BVSasAK+F78oJvQTahFeQKgiAIgiAI2oBS2cRZzgXuwHcheS4VBR6EFwXeu7WEC4IgCIIgCFqXsiyDZnYJsA6wG/Cn1DwaWNPMbip6YBAEQRAEQdChKddNDL6H7cNmNlnSSvievL9qHbGCIAiCIAiCtiBKywRBK1FVNeMWBEEQBB2VcmMGs6VlTsdLy6wAbA+cA1zaKtKVgaRrKB23uK+ZXdOC5+sJvAf8zszGt9S8mfmXBk4AtsS3A/wKeAg41cw+buKcPWlFmZuDpLHARiWGbGxmY5sx/3LAO8AyZjahqfMEQRAEQaVSCaVlDgcWS7ddUttimdst7SRXo5G0IvAirgT2A34H9AWWAJ6RNG87itda9GHGazUQ+IiZX79n20+0IAiCIKh8yrUM5krLLICXljk4tbd7aRkz+w74DkDSxNT2WXvK1AwuB2qAHXNbAQIfSNoWqMULfp/fXsK1Bmb2Te6xpEnA9E78+gVBEARBp6NLlJaRNBj4A76n8mp4VvT/AUPN7Io0pjcwBuhuZtNSbOTFuAvzO+ASMzuzwNwH4dfnz2b2nKRDgKNxi+m/gRPN7P784wrMsyKwLrBORhEEfM9jSZsAn2bGHwf8Fbcafg1cbmanpL6xwBvAFsBcuDsfoI+kAcB8uMV0gJnVpWP2BY4FfgtMAm5L/dNS/5FpXfMA1wArA9ea2TWSqoCT8D8JcwPj0rHvNLTucpA0BzAM2BVYGPgYONPMLkv9H+FhDHvhr+/bwP5mVlNgrkPSXH8ysxckLQUMx7PkvwJuAAana34AsC/wBbAJcARuDR8OrJ6u0w3A8WY2vSXWGgRBEARtTVnKoJldImkcsDTwSGoeDdxnZq+2lnAtzLbAANyt/F6pgZJ6AI/iCtW6wOLALZLeB57JjNsOt9RtnxTB1YELgJ2BV4A9gVsl/cbMvm1AvnWBycALhTrN7IPMeffEFbO+eJb3FsBISfeb2fNp2L645bYOV3IADkzHzA5cDwwCBknaALgE316wBlgTV3LGJPn3AE7Dk4beAM7CleRr07yH4opYP9yKfCjwhCSZ2Y8NrLscTsRjKPsAXwL7AcMl3WNmn6cxp6b1GXAlcBGwfnYSSTsC/wC2TYrgbMA9ac3VuKL5f+n6HJcOWw+PmT0B+CZdkyfTWpcGbseVzytLLaC2traJS29/6urqOrX8OSplHRBr6ahUyloqZR0QaymXci2DmNnLwMuSZks/oi8APSStb2bPNHB4R+BrMxueeyKp1NhNccveGskN/YakvwH/zYxZF1eg9jKz0amtJ1APvG9m70s6C79OU8qQ79fARDP7KSPjUbgSluMpM9sSt4zta2aPp/b/k3QqsCKQUwYfMrOn0zw9U9tRuddK0sm4RXMQroTub2Z3pnHvSxqY5gP4G3Cxmd2Sjt0bj+3LcSxwmJk9kfoHAFsBf8GVzubyGvCYmf0rzX8Wbon8PZBTBq8xs3tT/3nAzXlzbACMBHbPyQn8GVf0q9N1fzvJfp+kE9KYeuAMM5uc5u4J3Im/xu9J2pwZynZRevXq1fhVdxBqa2s7tfw5KmUdEGvpqFTKWiplHRBrqamZxUFWkLKUQUl/xH9IC0kxFZizbMnajwmNGLsCMD4pggCY2SiYSbG6HL9+2Xkfwd2IL0t6A7gXuLJM69hEYP68tqvSHABHkpQzMxsjae2kFPXCXZaLAt0yx2blypG1Or4ELCjp12ZWI2mypCHpHCvjySs5ZXMV3KJGOv9ESQYgaW7cVT1K0k+Z+efElbVmY2Z3Sto8KXnL4y5/mHm972YeTwK6501zeWp7P9PWC1gQmJT5c1CFu9aXTM+/yCmCidNxl3R/SQ8BNxVyRwdBEARBZ6HcbOILgfG4tee/uMVnAB6r1uFjBhN1ec/r855nFeNyLHmnAjfh7tnZAJLSty6wIfAgsBOuGK5Sxnz/An4hadVcg5l9a2bjUzmYibn2FMv2OK603InHu32UN1/+esFjPnPkXvspybr1Ep69+3CSO2vtnYYrSVlyz3PXrS8er5e7LY+/b5qNpGHAdfjrci3uus2noddsEB4HeUmKcQSX/W1mlntVXBHOxWfOdB3NbBiwDK4ULorX2hzUyCUFQRAEQYehXGVwBTxI/hE8vup/aYu6Q4BjWku4VmYKngyRY9nM43eA32ZLuUgakmoa5rgDjyvrhceqIWldYJCZPWVmub7P8Xi3kiQ3/PPA4IyykmXxzOP+uOvyCDO7DndTLsKsCls+K2cerwV8mqyfB+LJIAelhJpaPJEkN9+beEwdaZ3zAsslub/FEywWyyiu7+HWs58V22bSHzjUzI5Pruq5U3tjyjnfgb9XV8VjDsHjC5cCvszIvjgeIzgLkn4h6SJgqpldZGab4Urhro1eURAEQRB0EMqNGfyRGValnCXlIVx5KRl814F5AdhH0mO4q/CoTN8jwIfA5SkTuSdwGK6U/IyZfSLpDOBMSXfgsXenSPoizbEa7m6sAZD0K7x0yncUZm/gCeCB5BJ9B7dCHQ7sAAxN474G/iTpTlwxOhN3gfZoYM0XSdo/HXMaXjA8N9+6yYI5HU+WWCwz38XApZJexhXDIWmOnHX1POB0SZ/jCSbH4PF4R6R1zwd0y5aRaSRfA9tKqsGVtYtSe0PrnQkz+yi51odJugt/D3+Eu7hPTGu6AnjezKbkx5Wa2Y+SNgKWkHQSfs03J72+QRAEQdAZKdcy+Dj+A7o4XgS4r6SFgR3xDMvOyCDc9VqDKzs/u/pSmZDt8b2XX8IzTE/LJVDkcX6a5+9m9gqwD64EvY0rSQMzCSZ3UsJ1amZv4/F/temchpeAmQZsaGYnp6GHA7/A4xPvAl7HLV+rN7Dmi4G7cXfp9cyoWTgYd4uOw7PEpwAjcvOZ2c14zOAluDv7I9z6l3PNnpPkHYEne6wEbG5mn6T+C9Pam8o+SZY3gatx9/wLNLzeQpwDfA8MS2VztsEtjOPwzOIngINKHL8z8EvgOTyr+B2S0ptPff2MWxAEQRB0VKrqy/ilkrQorjzci//ojwb+iFuRDs7V6gtKk2oXHmdm/Rsc3IFI1rD/mNmH6fnsuGt6h3K2ikt1Au8ws21bVdAORE1NTX11dXXDAzsBlZKNVynrgFhLR6VS1lIp64BYS01NDdXV1Q2GVJVbZ/Az3O0H/FygeQXg26bul9tFOQavS9fZ2AFYT1J/3Kp2OJ6x+1yZxx+NWy6DIAiCIOhgFFUG044XDbFIKiz8RMNDA+BwM5va3kI0gVNwF/BjeAbzs8AWud1LyuAfnXTdQRAEQVDxlLIMji7Rl6Wemeu9BUXorAqRmX2P7zDS1OM75bqDIAiCoCtQVBk0s3KTS4IgCIIgCIJOSoMKn6Q1Jc2Z17adpHVaT6wgCIIgCIKgLSiqDEqaXdL1eJLA2nnduwPPSLpcUriIgyAIgiAIOimlLIMDgY2Bjc3sn9kOM+sLbIrX4hvQeuIFQRAEQRAErUkpZXAfYICZPVmo08zG4KVSDmgFuYIgCIIgCII2oJQyuBS++0YpnsK3SwuCIAiCIAg6IaWUwc9oWNFbCt+JIgiCPKqq/BYEQRAEHZlSyuCdwBBJ3Qt1pvbBwIOtIFeLIak+3ZYt0Nc/9Q0tc665Je3T4kI2A0mDJf1/e/cdJ1dV/3/8FRIEkSqIIPITaW+WLkuRL6CAICK9CEivgkIQCYIgXXpvEqT3gIBIkyZNmoBLh+UDCQSR3kISZA2B/P44Z8jNZGZ3luzszs6+n4/HPjJz77l3zpnZzX72c9oDfV2Prki6XNLFVc4dnj+HSyucGwJGaS0AACAASURBVCTpjXy+ph1zepKkhfNrL9Dbr21mZtYbOvvlehTwKNAm6UzgX8BHwBzAisBewIzAVvWuZA/4FNgAOL3s+MakRbNrNYy0Ld/FPVMtK/gU+KmkwRHxWeH4SsA8fVQnMzOzplc1MxgRHwHfBx4BTiYFgy8BjwF/AO4GVsr7Fje6fwAbFg9ImhX4P+CJbtzHnX718yTwFdJnUrQxte+BbGZmZt3UabdbRHwI7CZpT2AhYHbSGMFREfF5L9Svp9wAnCxpthzkAvyUNAHma8WCktYHjgRagNHAoRFxTe4ePiyXmRQRg/Ji3IcD2wBfJwXIe0XEq7lb8RXSvr77AtdHxM6StgIOIY3HfBb4NWmiztvALyLiz/k1pgNeA/aOiOsqXRcRD5c3VNKqwCnAUsDLwHERcVk+Nz9wLrAKMDG/L0MjYnyF+8wCnEoKomfPbTkoIq4rvQfADsB+wKJAG7B9RIzK51cDzgSUX2d6YFyFz6ZkAnArKYN7f+H4xsAFwMqFus0BHE9a2uirwE25HR9IWh24ivQHyxHA58BZEXFk4fqNgaPze/lCbtdt+dz0ud3b5voeX/a+bE76/liQ9PkcExEXddIuMzOzhlbTGKyImAC017ku9dROCuzWJQUKkAKJv5ICOQAkrUkaK7k/aSzkesCVkl4FrgaWBFbL1wKcQwqsticFyScAN0parvDaPwCWBwZL+hFwGSkAvAPYDbgF+E5+3S2AP+frVgVmBm6pdp2k7xQbKWmeXO9D8n1bgT9JGhMRNwFnkbpjlwdmAa4Afg8cWOE9O5UUEP8Y+Di/J+dJujki/pfLHAb8ghTIXgMcA2wp6RvAzcCfgC2Bn+eyl1R4naIbSMHz/rk9IgXr/yordz0wEylwnAQMz+/Pevn8nMBOue7/D7hE0rsRMVzSMrnsr4CHSN3+10taOSKeJAWQ65OC4E8pDAmQNDdwJbAn6XNYEzhf0sMR8UK1RrW39+cfHejo6Oj3bYDmaQe4LY2qWdrSLO0At6VWvT4gvw/dQAoersrZn3VIwdU2hTJ7kTJ4p+XnL0paCfhtRPxM0njg04h4K2entgPWz2suImkbUrboJ8Bz+R6nF7JlRwNXR8TZ+fmBpK7nOUhBxo2SvhYRH5OCqOsjokPSHp1cV7QncE9ElMZGjpS0GLAPKXu2APA0MDoiJkjalOpjJh/IdX8mv+ZJpDUlv0XKEgKcFhF35fPD8+tACmrfBw6IiEnA4Tnj2pW/kQK3RSLiJVJW8IZiHSUtDfwQWDwi2vOxbYF2SUvkYkOA3SLiCeBxSacBu5OCxv2AC0vZUmBU/oyHSto1t3H/0vqakobl9w5gPlKG8/WIeBW4KP+h8HZnjWppaamh6Y2rvb2937cBmqcd4LY0qmZpS7O0A9yWtra2msoNtGDwxjwjdU3guYh4JyWfvtACnFd23UOk7Fe5RUljLh8pHcjdlJHvUwoGRxeuWRw4v1D+cyZnwf5DmqCzvqRrgc1JGceuriuv/7o5aC0ZArybHx9HynRtJOkO4DpSxrOSS4GNJe0GLEbKMgIUtx8cVXg8lhQoler7TA4ES/5FmnBUVUSMkXQfKSt3MikYPLisWAswrhQI5utekPRhPvce8EkOBIuv/bvC9UtJ2qVwfnrSZKm5gG8AT5VdW/IkcCMpKzuKFCRenIdTmJmZ9UudLS3TbB4ijZNbldTNe32FMp9UODaYKQOgzspWKt9ReDyhWuVygHc1KQj8ASnzd1dX15UZAowAli18LZnvR0SMAL5NmhU9HXARcGGVe11KCsjGkDJq61UoU16vQVUeQ+pyrcUNwAa5y3sR4L6y87W8759VOFc6NgQ4iSnfoyVI+21XqvsX9Y6ISRGxESkwvpyUoXxU0o+7bpaZmVljqjkzmCdLbEbKiJ0OLAO095PZxETE55JuJmWdNiAHSGVeIC1lUrQyEPlxMdM1ihRcrkSa+ICkOUkBTFDZS8D3Sk8kDSJlEPfNExhGAHcCbwDXRMTErq4rbyawWkSMLJTdk9S1+/u8nuJ1EXEeafzftqRM6I7Fm+SZ1lsDq5QmqUj6aT5dy4zqZ4ENJQ0ptOF7wMhOrim5kTQBZnvgloiYWJb9DGAWSS2FbuLFgVnzudmBmSUtVOqeJ42RfKZw/YJl79ERpG7tM0ldviswefed4vu+GKn7eVg+f7ikvwObkMYQmpmZ9Ts1BYOSFiZlqSYC85MmAuwBrCXpxxFRW6d037uBNHng5Yh4pcL5U4CHJe1DmoCxHrApaeIJwHhgXknfjYhXJJ0DnCHpF6TuyeOB14HbqLw23unA3ZL+AdxLmgjydeBhgIh4RNI7pG7ptWu87vuFcmcDe0s6lpTxW4Y0qWW/fL4FOEvSXsB/ScF9pc+ugzRpZFNJb5L+ADgrn5uhQvlyV5Fm3J6Zx+ttTAqquwwG80zsZ0ndw9tXOB85qL8kB7qQ2v1ARDyZZxNDCnb3Js1m3ps0nhLSxJgHJD1K6uZdizSJZsOImCTpj6Qg72VSVvTkwsuPAfaQNI70M7AAsDSTJyWZmZn1O7V2E59BCqQWBkozSX8OXAucVu2iBnQnKQD+a6WTEfEvUkZsd1J2a2dgi4i4Mxe5jrRUyXN5Zun+wO2k9+Eh0nuzZkR0lN873/9BUqB3IClTtSqwXmG5G0hdxe8CD3bzOvKkhvVJAc6zpEDmsIgYnov8khSs3kXKbA1hyu7R0n0mkJZW2YQ0E/s00lIsr1PIlFWTx9CtAyxHGme3BikIr9UNuW7Vsm07kLKld+Uyz1G2jiQpmL+fFEj/vjRhJCL+SZo0tFu+7jfAThFR2knnaNK4yqtIM6LPLbTrLdIfBxsBz5O6ioeTlr6ZyqRJ6cvMzKyRDZpUw28rSWOAFSPixZwVWSYiXpa0EPBURMxc74oOFJIuBN6NiAP6ui79Uc4M3gNMX+ii7nVtbW2TWltbuy7YDzTLbLxmaQe4LY2qWdrSLO0At6WtrY3W1tYuh3fVOmZwPDAv8GLZ8SUBz6TsAZJWJGXStmDyzF0zMzOzuqq1m/gc0uLFG5EmELTkJUfOpUoXmXXbOsCJwBERUW0CipmZmVmPqnUHkqMkfUSabTkTaeD9O6QxaSfVr3oDR0T8gbSFmk2DiLgX7yFtZmZWs5qXlomIM0mzQ78GDCmfvGBmZmZm/U/VYFDSVMt6lJ3/4nFEXNqDdTIzMzOzXtJZZvDosuffIu04MZq0K8OCpDXnniHtVmFmZmZm/UzVYDAi5i89lvQ70uLGu0TE+/nYrKTdK16rdyXNzMzMrD5qnU18AHBgKRAEiIixwKGkxZDNzMzMrB+qNRgcR+WdJ35I2i3DzMzMzPqhWmcTHw1cIGkt4CnS0h0rkPa23bE+VTPr3wYN8nZ0ZmbW+GpdZ/BPkkYDu5D2dIW09+3aEXF/fapmVpmk8hDrfdJ+xvtExLg+qJKZmVm/1Z11Bm8Hbpf0dWBwRLh72PrSFsD9wGBgfuBPwClM/mPFzMzMalBzMChpGLA/MFd+/gFwdkQcVqe6mXXmw4h4Kz9+XdKxpO0RHQyamZl1Q03BoKTDgD2BQ4CHSNmY/wMOl9QREcfWr4pmNfm4+ETSvcADEXFwfr4A8AqwSESMlLQ5cCRpvczXgGMi4qJcdjbgDGBj4BPgRmBYqQta0pGkIRNzAk8A+0bEw/VuoJmZWT3UmhncjbTG4E2FY09K+g9pv2IHg9ZnJM0F7A1cXmP5uYErSX/g3AGsCZwv6eGIeAG4EJgRWA2YntT9fDGwmaRNgL2ATYFXgf2AayXNHxGfl79We3v7tDWuAXR0dLgdDcZtaUzN0pZmaQe4LbWqNRicBXixwvEXgW/0XHXManaTpM9IM9tnAj4gBYS1mI8U5L0eEa8CF0l6FXhb0kLAJsBcEfEBfLE142hJ8wMLkHbgeTUiXskLsl9HWqZpqmCwpaVlGprYGNrb292OBuO2NKZmaUuztAPclra2tprK1brO4EPAfpIGlw7kx/sBj3SrZmY9Y3dgWWAZYEXgMuBhSYvWcO2TpK7fWySNlHQq8H5EfAi0kALMf0saL2k88Fy+blFgBPARMErSI6QA9PmImNiDbTMzM+s1tWYG9wX+AfxY0hP52HKksYM/qUfFzLrwRkSMLDx/TNK6pCENvwXKl5/54ns9IiYBG0laDtgwf/1K0ga53HgqL7L+ZkR8LGlx4EfAeqSgdE9Jy0fEGz3UNjMzs15TU2YwItqBxYCTgTeAUcAfgEUj4pn6Vc+sWwYxOeibQBreULJg6YGkxSSdHBGPR8ThEbEcaZmaTYAAZiYtnzSyEHCeAswqaT1g94i4PSL2JmULZyGNLzQzM+t3uswMSpoxIjryvsRn5GOLAK9FREe9K2hWxRyS5smPvwrsDCwMXJOPPQbsKOlyUpbwCCZnC8cAe0gaB1xCGge4NHBVRLRLug24TNJQoAMYTgoO35Q0HXCipLeBf5EyhDOSup7NzMz6nU4zg5J2AV6TtELZqT8Cb0jatm41M+vcn4E389fzwNrAZhHxUD5/CtBGGt5wFXAMeYJHXp9wU2CjfO3lpIDvgnztdsBLpJnG9wGv57LkGfUHAyeSsojDgJ9HRJRX0FvRmZlZf1A1MyhpU9IvyKOYeibxNqTlNS6U9GFE3FK/KppNKSIG1VDmA3IAV1AcN3g7cHuVa98jfY9Xu/cppGDTzMys3+usm3h/YP+IOK38RN6K7rC8R+xBgINBMzMzs36os27ixUnLb3TmKmDJnquOmZmZmfWmzoLBj4HZurh+BtJ2XWZmZmbWD3UWDN4N7NHF9b/Ei06bmZmZ9VudjRk8CvinpEHAiRHxUumEpBbyLErgh/WtopmZmZnVS9VgMK+39hPgImCXvCbbWGB24GukLbrWiYh/9UpNzczMzKzHdbrodEQ8DCwmaRXSoryzA+8Bj0WEF9k1MzMz6+dq2ps4Ih4EHqxzXczMzMysl9W0N7GZmZmZNScHg2Z1MqjLfVLMzMz6Xk3dxNbYJA0BfgfsCMxPGtd5C3BwRLyTyxwOrBURq1a4/j+k/XZfA/4OLB4R7RXKPQbcHxH71qclXZO0FnBn+ZZ0edb7aOCqiDigwnV7AocC80XExN6oq5mZWX/QrcygpPkkrSHpq5K+Wa9KWbcdS1rm55fAosBWwFLArTlIqtU9wBvA5uUnJC0ILA9cPs21rYOImASMADarUmRL4GoHgmZmZlOqKRiUNLOka0mZozuBeYFzJT0kae56VtBqsjNwWETcGRGvRsT9wDbAcsBKtd4kIj4HrqZyQLUF8EJEPN4TFa6TK4GFJC1bPCjpW8AqwBV9UiszM7MGVms38cnAnMB3gWfzsWHAJcAZpEyU9Z1JwJqSro+IzwAi4mVJi5O6TrvjCuA3khaOiJGF41tSCKYkHQnsQvq+eALYNy9FNBVJOwH7AwuR1qq8BhgaERMlXQx8BMwNbAh8SOrevjhfOyvwJ2B9UtbygmoVj4inJT1LymwWlz76GfByRDyS7zkfcDrwI2Am0pqZQyPiQUkLAy+RAuITgflIXefbR8QHkr4CnAVsDMwM3A/sVVyU3czMrD+ptZt4Q9Iv+1dLB3Kg8Cvgx/WomHXL6aQu4lclnSdpK0mzR0R7RHRr7+iIaAOCQnZQ0iLAMuRgUNImwF6k7GML8DhwraSpvp8krQqcDfweWIS0xeFOwKaFYr8kBZRLAdcCwyV9PZ87B1iMtNPN3kBX4xWvZOrM5hZMmRW8AhgErEzKnr4JDC+75nekrvc1SNnVYfn4r/Oxn5Lekw7gwi7qZGZm1rBqzQx+FZhQ4fgMpF+q1oci4g+SXiQF5zsBuwIdkg6NiBO/xC2vJGXXjs/PtwQejohX8vMFgE+BVyPiFUm/A64j/XHxedm9PgF2iYi/5OevShoGLFEo80xEnAAg6VBSwLWkpKdIgdxape5pSUcBZ3ZR96MlLRERz0manxT07ZivHwT8FbgmIl7Px84Gbiy7z2ER8Wg+PwJYodD2/wKjI+I9SbuTMp4VtbdPNQ+n3+no6HA7Gozb0piapS3N0g5wW2pVazB4A3CspO3z80k5W3QmcHNdambdEhFXA1dLmh1YC9gdOEFSRMSNpOCtWiZ4uny+5ErgcEnfydngLUgZupIRpGzeqDzD+EbggkqTMyKiTdInko4gBYBLkTKEdxWKjSqUHysJYHrSZJjBwFOFsp1ufxgRr0p6iJQdfI7URfyvUjduREzKwd/Wkr5Pymy2MvV7M6rweGyuD/l92Bx4U9L9pJ+Ni6rVp6WlpbPq9gvt7e1uR4NxWxpTs7SlWdoBbktbW1tN5WrtJh5KChbeJ+1L/CTwQn7+627VzHqUpKUlnV56HhFjIuJaUvf9v5jcjT8GmK3C9YNI2wyOKdxjJPAYsJmkFlI37Z8L598CFgfWBR4hBZ6P54ka5fdfh9SNPC9wGymQKt/NplLWeVCVx5+WF6zgCibPiC4f6zgYuBv4DfBvUvZzxwr3KK/TIICIeIaUHdwSeAU4BHhI0ow11MvMzKzh1BQMRsTYiNiMlNHZANgeWCIifhoRH9SzgtalIcDeOcv1hbzUykfAu/nQ08AikuYsu34Z0jCA8r2mrySNFd0UuD0i3iudkLQesHtE3B4Re5MyeLMAq1Wo327AJRHxi4g4H2gndavWMrwgSMHfCoVj36vhumtIe2qvShoTeFXh3FKkmcVrRcQxEfE34Fu5XV3WSdKOwAYR8ZeI2IW03M4STNntbWZm1m9U7SbO68pV0l5eJiJe7uF6WY0i4nFJNwN/kXQg8A/SDN9NgGWZnPV6kNTdep2kg0iTJlqAE4ArSuPnCq4CjgPmAo4qOzcdcKKkt0nZxx8BMzJ1QAkpe7yypKWBz4ADSVnCGWpo21hJlwGn5yDsq6RMXFfXvSfpDtIwhrsi4u3C6Q9J4xq3knQjaXLIYflcl3UC5iANmfgAGEl6f8eSZiCbmZn1O51lBkeSfsGVvkaWHSs+t761BXAeKdB6nrQUypLADyLiP/DFGoI/IX1e15C6+f9IGu+3c/kNcwD1D+A7lE2uiIibSDuWnEjK3g0Dfh4RUaFuh5MCz4dzvSbk160lwwdp1vIDwB2ksXmdTR4puoIUDE+xtmAeA7kXcABpTOEB+fnEGut0BnAZaVmlF4D1gPUjYmx5wUmTaqypmZlZHxo0qcpvLEnfqfUmxSVnzAza2tomtba29nU1ekSzDMBulnaA29KomqUtzdIOcFva2tpobW3tcghU1W7i8gBP0s+Bj/PMVCRdCPwtT1YwMzMzs36o1u3oDiR17X2tcPg10pZ0e9ejYmZmZmZWf7UuLfNLYMuIGFE6EBGHkXag+E09KmZmZmZm9VdrMDg78J8Kx18h7SlrZmZmZv1QrcHgP4A/SJq5dCA/Pow009PMzMzM+qFat6PbC7iTtAXXyHxsIdK4wY3qUTEzMzMzq7+agsGIGC1pCWBt0kLFE0jr1d2e168zMzMzs36oajexpOnKHk8EbgVOAc4Cbi8vZ2ZmZmb9S2eB3KeSSpNDJpL2iK32ZWZmZmb9UGfdxGsCH+THa/RCXczMzMysl3W2A8l9lR5/WZJGk/a5rWSTiPjrtL5GM5F0KfDniLi5cGxl4CHgrIgYOg33XoC0LNAiETGyi+KVrr8YGBIR237ZOtSbpNWBe6qc/m1EnCRpErB2RPz9S9z/J8B2EbHNNFTTzMysz9U0gSTvU3wisAwwIzDFPncR8f9qfL1hwJUVjn9Y4/UDgqTVgIWLgWD2c2Ak8HNJwyJiQu/Xrt/5NvBZ2bGx+d95mZz97paIuE3SQZJWj4h7p6F+ZmZmfarWpWUuA2YjbUn30TS83tiIeGsarh8oDgHOLh6QNBjYAjgIGA6sB1zf+1Xrd96OiImVTvTA9+IfSZ/VvdN4HzMzsz5TazC4ArB8RDxXz8rkruRjgN2AJUmLXf8COBX4CRDA1hHRnsuvSprdvBTwMnBcRFyWz11MymAuDcxPGvf4BnAe8GPgHeAEYHhEDMrXfJs0U3pt4H1SFvPQiJggaUdgV+AOYCjwFeBi4Del5XUkDSVtz/dN4BHgV6Qs1GvAyhHxaC43a379VSKirew9WBhYHdiy7O1Zk7Tbyy2k4GNHCsFgbu/7wHzAhqRu4K1JAeSewDjg1xHxl8I9N811ng24GhgaER25rUdFxLcL978XeCAiDi6rF5IOAHYnZeHeB86LiEML190FrAL8EHgd2Dsi/pbPzwmcAawP/C+/5/tFxERJs+VzGwOfADcCwyJiXHkdvoxiN3H+3vszsC0whvR9I+BMYOVc7+HAKRExKd/iVuBSSYqI6Ik6mZmZ9bZal4UJYK56VqTgSFL2azVgeeAJ4DZgRVJ331EAkuYB/gZcQQoGjwTOlLRB4V7b5uPrAs8BV5ECtVVJC2kfViooaRApuPoQaCXtu7w+cGzhfisCi+fr98z3WCdfvwtwNPB7Unf6f4AbgDeB+0hBWcnGwKvlgWD2E6AtIsq7zrcGHouIt/N915X0jbIye5F2hFmGlMG9F5gT+D4piD03t7NkN2ArYIPcjqkCva5I2hbYL99rUeAI4BBJKxaKHUh675cEHgfOy5lOSO/5AqRgd2NgE+CAfO5C0vfdaqRMqEgBeL1sR3r/twamJ33f/ZMUGA4F9iG9xwBExFjgsXyNmZlZv1Q1MyhpzcLT64DLJB1NysBNMQYrIu6u8fXOknRa2bExxQwUcGlE3JnrcC8wV0Scm59fQcrOQQrG7omI0/PzkZIWI/3CvikfeyIirs/XLgqsBSgiXgSelHQ4cE4uuyawIPD9iPgMeEHSnsAdOfMF6f3aPSI+AkLSvqSs6a3AHsAZETEiv95QUhfirKRs18GkoAlS1m9ElfdoeaC9eEDSDKQg6fh86HpSBnNr4PRC0aci4qx8zQjgJGCfnO07C9iZKYP6fSPiwVz+EOBkuh8Qvg7sFBF35efnSDoMWAJ4NB+7NSIuzq9zFPAUMJ+kWUiB3hcTWSTtAcwraaHc5rki4oN8bntgtKT5I+K1Gus3RlLx+Z0RsUmVsldExNP5tXYBPoiIg/K5lyQdDBxKyhaWPE/6HphKe3t7pcP9TkdHR1O0pVnaAW5Lo2qWtjRLO8BtqVVn3cSVZlgOr3BsEjC4wvFKjgCuKTtWPrj/5cLjT4BXy57PkB+3kLJj4wvnhwDvFp6PLjxemjRm8cXCsYcLj1uA2YGPCsHDIFJ3cGkW9Hs5ECwZS8ogQcoYHlM6kcvtByDpWuCPklYCXiR1Q+9LZXMDz5YdW4/UlfvXfO83Jf0T2IEpg8Hy9+7tiOgoPIfJ7x+krFbJ48CcFbKNnYqIeyStJOlY0nv4PWAepvyeGFV4XJq8MT3pPRtbnNEcEbcCSFqf9P7/uyyYg5SBrDUYbGXK77GPOyk7uvC4BVii7PtrOmAGSV8pTN55n5TZnEpLS0uNVWxs7e3tTdGWZmkHuC2Nqlna0iztALelra1SB+TUOltaph47i7xbw1Im5YP9q213N4SUXftD2fHiL/6OwuOJlM2CLns+hLTF3voVXqsUeFSavTuok3MARMQYSbcCm5MySc92Msbsc6YOrn+e/32mEBhNBwyStFREPJOP1freVTpf+rwnkAL8chW/VyTtCpwGnA/8hRQAly/pUu1962w29BBgPCm4LPdmJ9eVG1VtAkkFxe+XIaRu9j0qlCvebzq6fp/NzMwaVs0Bn6QZJW0j6XBJX5e0Rh6311eC3L1Y+iKNe9u1SvnngVkkLVI41lp2v/mB9wv3m4c0ZrCW9+klCoGLpK9JekvSkvnQCNLYvPWo3kUM8DZpnF/pPrOQAtSTgGULXyuTgqkda6hbNUsVHq8IvJkzmhOAWQp1GAR8t8o99gCOjoh9IuJS4D3SuMzywLuSl4BZJS1YeK1dJN1N+jxmBgYXPg9IE4Zmral10yZIGcjRhddfFjigbD/uuQDPkDczs36r1nUGFwbuJm09Nz9wKSkIWEvSj6tMhKhk1ioB5MdfYobo2cDeuXvyQtKkiROYPC5vChHxoqTbgfMl7Q18gzS5pOQO0gzcKyQdCMxEynY9lcfcdVWf00ldwU8BT5PGlr1PCkIhzYQ9n/T+/aaT+zwO7FJ4vgmpS/W0iHi9WDB3P29TGNPYXWfksXEzk96Lk/Lxf5E+q1+Txl/+Cvh6lXu8D/xI0l/yfY7J9Z2hSvkvRMTzkv4OXCBpH1IAeghphne7pNtIY1WHkrJ2w0nB4ZsAuUv7k4gYX+UlpsXlwOGk75fjSTOl/8jUE1iWBi6pw+ubmZn1ilozg2eQxqstTFr+A1LX5bWkLsJanUzq4iv/OqyziyqJiFdJGbO1SGPsTgYOi4hK4xpLdiItsfJP4E/AReSuyjxpZANSN/NDpCDofqpnGsvrcwUpEDqdNAN6bmDDUhYpIkpLozzexeSHW4Gl8rIqkN7n28sDwWw4KQv3ZWeznkn6XK8hrSV5aq7rS6Sg+iDgSdK4yaur3OPXpMD5CdLElmdIE44qde9Wsh1p4eeHSN9PI0gLnJfOvUQK1O8jTVbZqHDtY1QJ/qdV/uPkJ6TxgI+TAr6LSbPFgS+ytkuTZrWbmZn1S4MmTao0PGxKksYAK+bs2jhgmYh4Oc/4fCoiZq53RaeVpJlIgeOtEfFpPvYz4MSIWKCX6nA3cE0XASs5WzYiIi7ojXr1V5LWAFaKiOP66PV3Iq17uXb5uba2tkmtra0Vrup/mmUAdrO0A9yWRtUsbWmWdoDb0tbWRmtra5fDtmpddHo8aeuuF8uOL0n/2Uqug9SdfI6kC0jjAQ9j6tnNPU5pn9zvk8YoblrDJccAxwEOBju3N19ibcQetDspe2pmZtZv1dpNfA7wJ0kbkSYGtEjaDTiXfhKw5O7ajUnZwedIXZq30TvBxDakhZR/FRFjuiqc1218SdKGda9Z/7ZFKSZczwAAFJxJREFUvXfFqUbSeqTJJbWusWlmZtaQasoMRsRRkj4ijTGbiTSe7h3SOL2TOru2kUTEA6QMXW+/7m6kHTq6c802dapO0yh19/fRa99C2hrQzMysX+tsB5I5iluiRcSZpO3evgYMKVt82czMzMz6oc4yg2/lhZIvB26KiP8BRERnOziYmZmZWT/S2ZjBTYGPgPOAtyVdKGnNvACxmZmZmTWBqsFgRNwSETuQ1rHbgbTW3F+B/0g6WVKt68iZmZmZWYPqcgJJREwAbgBukDQDaTu1LYD7JP0HuDwijqlvNc3MzMysHmremxggIv4XEX8BtgY2J63d94d6VMzMzMzM6q/WRaeRNARYG9iMtCXYZ6QFm39Vn6qZmZmZWb11GgxK+gppf9bNSfsADyF1GW8H3Jn387UmJWl20l68m5F2bHmNtJ/zyfVc4y9PUtodOLe0t3MP338N4N2IeFbSjsBREfHtnn4dMzOz/qCzdQZHAD8FZgRuJ2UAb4iIT3qpbtaHJH0deJi0uPhuwMvAcsAZpG0It63jy/8AGA6cD/R4MAjcTcpyPwtcjRePNjOzAayzzOB8wP7ANRHxQS/VxxrH8cCnwNoR0ZGPvSLpPeBeSWdGxCN1eu1eW74o/3HjP3DMzGzAqhoMRsQPerMi1jjyrPGtgN8WAkEAIuI+SWsCz0iagxQ0bgR8lbRN4dCI+EDS6qQFy48EDgXmIC1NtGtEfCJpNtLe1muTvg//Tso+zwjck1/u09yluyMpQFwamB9YA3iaFKj+Pdd5RwrdvXnpo9OAFYC38rkLJY3O975T0hHA6LLrWoBTgf8Dxuc6HhkRn0s6HFgMeI80VGICcEpEHPtl3mczM7NG0K3ZxDZgLATMDDxW6WRE3BMR/wWuB5YFNgB+BAi4rFD0m8CWwLqkRcw3IQV2kILEBYAfkvaLnpsUhL1GGqMI8G3gofx423zNusBznVVe0lzAXUA78D3SuMfhklYlBYeQlkc6qcJ19wNvACsBvwT2BIYVim0KTARagROAYyQt3ll9zMzMGlnNs4ltQJk9/1t1/2lJS5MCucUjoj0f2xZol7RELjYE2CciniFlEm8jBWPDSYHgeOCViBgvaTtgjoj4TFJpWMLbETFREsATEXF94fU7q/+WwDhgzzzJKSTNCQyOiHfztR/m1y1etzWpy3j3PEGmXdK8pOWTTsxlxgDD8n1PlPQ7YHng+fJKtLe3d1bHfqOjo6Mp2tIs7QC3pVE1S1uapR3gttTKwaBV8l7+d45OyrQA40qBIEBEvCDpw3yudI9RhWvGAtPnx6cCNwLvSrqHlGW8tJPXG11z7WFx4MnibPeIOKuG61pIQWdxpvRDwFw5awgwumwW/Tgmt2nKm7W0dKPKjau9vb0p2tIs7QC3pVE1S1uapR3gtrS1tdVUzt3EVsko4ANgxUonJV0NzFDl2sH5q2RC2flBABFxL6kbeFfgQ+Bk4LZO6tTRyTmY8g+b8tesVaWJJIPL/q10b+/XbWZm/ZaDQZtKznyNAPbKk0m+kCd0bAG8CsySJ1yUzi0OzApEV68haR9gpYi4IiK2IS1jtLqkbwKTaqjmBGCWwvMFC49fApaR9MX3t6QLJR3ZxT1fAJaTVMz0rUwKjN+toU5mZmb9joNBq+YI0szeOyWtIWkhSTsAfwYuioj7gJuBSyStIGkF4BLggYh4sob7zw+cKen/JC0IbAP8m9S9PD6XWU7SjFWufwzYU9IiktZn8sQUgCtIE2BOlbSopK1J4wFLmcfxwBJ5RnPRlaQM4J8ktUjaML8Pw+ux+LWZmVkjcDBoFUXEu8AqpBm5l5IWaD4AOI60OwjADqQs3F3AHaRZvhvW+BKHkGbu/jVf1wJskLOSz5AWOr+flDGsZChpTOOzwEH5fqW6fwSsR5oR/DRwOLBzRJRmJp+a23F4WZvHk3bcWQh4AvgjcDppaRwzM7OmNGjSpFp65MysO9ra2ia1trb2dTV6RLMMwG6WdoDb0qiapS3N0g5wW9ra2mhtbe1yXLszg2ZmZmYDmINBMzMzswHMwaCZmZnZAOZg0MzMzGwAczBoZmZmNoA5GDQzMzMbwBwMmpmZmQ1gDgbNzMzMBjAHg2ZmZmYDmINBMzMzswFsSF9XwEzSaOA7+ekk4L/AU8CREXF7DdevDtwDTA98G3gFWCQiRtahumZmZk3FmUFrFMOAeUnB3PeBB4FbJK3Vzfu8lu/zSs9Wz8zMrDk5M2iNYmxEvJUfvwHsL2le4FRgqVpvEhGfAW91WdDMzMwAB4PW2M4F/iFpYeBd4AxgY+AT4EZgWESMK14gaQFyNzGwK7BaRKxSOH8A8LOIWF7SbNXumbueLwf+CmwHXA3sAqwcEY/me80KvAOsEhFtdXkHzMzM6szdxNbIns//Lg5cCMwFrAasBwi4uIvrRwAr5wxjyc+Aq/Ljru45HzArsBxwDHAfsEXh/MbAqw4EzcysP3Nm0BrZR/nfpYBNgLki4gMASdsDoyXNX+3iiHhK0gv52rMlfZcU2G0iaaEa73lCRIzK568EDgb2y+e2JAWcFbW3t3e3vQ2po6OjKdrSLO0At6VRNUtbmqUd4LbUysGgNbJZ879PA4OAf0sqL7Mo8Fkn97gK2BQ4m5QVfCgiXpO0fo33HF04fi3wR0krAS8CawP7VnvhlpaWTqrVf7S3tzdFW5qlHeC2NKpmaUuztAPclra22jquHAxaI1s6/7swMB74XoUybwIrdHKPq4BDJM1JCgYvyceH1HjPjtLBiBgj6VZgc1IX9rMREbU1xczMrDF5zKA1sp2BNuA2YGZgcESMLKwfeAqTs4cVRcSLpMzirsCywDWlU1/yniOADUhjDKt2EZuZmfUXzgxao5hV0jykrtu5gK2BrYC1I6Jd0m3AZZKGkrJ1w0mB3Juq0M9b5irgUOC+iHgbYBrueSNwPjA/8JtpabCZmVkjcGbQGsXJpO7Z14G/k7J4a0bEffn8dsBLwB2kWb2vAxvVeO+rgK8xeRZxSbfvGRGlJWgej4jXanx9MzOzhuXMoPW5iFighjLvAdtUOXcvKaMIacLHoLLzr1HhD59u3LPcvMCVXdXZzMysP3AwaFajvBD194FW0gxlMzOzfs/BoFnttiHNJP5VRIzp68qYmZn1BAeDZjWKiN2A3fq6HmZmZj3JE0jMzMzMBjAHg2ZmZmYDmINBMzMzswHMwaCZmZnZAOZg0MzMzGwAczBoZmZmNoA5GDQzMzMbwBwMmpmZmQ1gDgatX5I0WtKuFY6vJWlSX9TJzMysP3IwaGZmZjaAORg0MzMzG8C8N7E1LUlzAMcDGwFfBW4ChkbEB5JWBy4H/gpsB5wKXACcC6wCTARuyOXH5/v9AvgdMDfwJPCbiHisN9tkZmbW0xwMWjO7HpgJ2ACYBAwHLgPWy+fnA2YFlgM+A84CPgWWB2YBrgB+DxwoaQPgD8AvgOeBLYC7JS0aEW9WevH29vb6tKqXdXR0NEVbmqUd4LY0qmZpS7O0A9yWWjkYtP7sLEmnlR0bDCBpaeCHwOIR0Z6PbQu0S1qiUP6EiBiVzy8APA2MjogJkjYlBZEA+wPHRcQN+fnRktYCdiUFiVNpaWmZ1vY1hPb29qZoS7O0A9yWRtUsbWmWdoDb0tbWVlM5jxm0/uwIYNmyr93zuRZgXCkQBIiIF4AP87mS0YXHx5Eyfu9JuhZYBojC/Y6RNL70BawKLNrTjTIzM+tNzgxaf/ZuRIwsHsjZPYBPqlwzOH+VdJQeRMQISX8HNgbWBS4C1gF2JP2sDAPuKLvf+C9ZdzMzs4bgzKA1qwBmkfRFFlDS4qQxglHpAklHAd+OiPMiYlNSF/CWhfvNHxEjS1+k4HD1OrbBzMys7pwZtKYUESHpZuASSXvmw2cDD0TEk3k2cbkW0jjEvYD/ApsBpQEXpwAXSnoBeADYFtgZ+FMdm2FmZlZ3zgxaM9sBeAm4i9S9+xywYSflfwm8nss/TvpjaWuAiLiatKzMYfk+mwAbR8ST9aq8mZlZb3Bm0PqliFigyvG/A4Py4w+AbaqUu7dUrnDsHdIEkmqveSZw5peqsJmZWYNyZtDMzMxsAHMwaGZmZjaAORg0MzMzG8AGTZo0qetSZtYtbW1t/sEyM7M+19raOqirMg4GzczMzAYwdxObmZmZDWAOBs3MzMwGMAeDZmZmZgOYF50260GSpiNte7cM8D9g17yPcZ+TND1wIbAAMANwFPAacDNppxaA4RFxtaTDgPWAicA+EfGopIWBi4FJwLPAnhHxeaWyvdSex4Gx+ekrpK0BT8/1uCMijqj2eUj6fq1le6EdOwI75qczAssCPwdOIn0+kHa+ub9R2yJpJeD4iFi9O98nPVG2zm1ZlrTQ/Gek93H7iHhb0unAqsC4fNlGwPTAlcBXgTeAnSLiv5J2A3bPbTkqIm6WNFelsnVuy/eow896H30uVwHz5FMLAP+MiK0k3QDMBXwKfBIR6zZKW6r8//v8tNatp9rhzKBZz9oYmDEiViZtX3dyH9enaFvg/YhYDfgJcBbQCpwSEavnr6slLQf8EFgJ2Ar4Y77+FODgfP0gYKNOytaVpBmBQYV67wScQ9o+cFVgpfzLr9rn0Z2ydRURF5faQdoLe2/S57J/oX33NWpbJO0PnE8KZKF73yfTVLYX2nI6MDR/Nn8BDsjHW4F1Cp/PR8ChwJW5fk8Au0uah/R5rgKsAxwraYZKZXuhLfX6We/1zyUitsqfySbAGOA3uegiwKq5fes2WFsq/f/bMD8rDgbNetaqwG0AEfFPYPm+rc4UrgEOyY8Hkf6SbAXWk/QPSRdImoXUhjsiYlJE/BsYIukbuex9+fpbgbU6KVtvywAzSbpD0t2SfgDMEBGjImIScHuhflN8HpJmrbVsL7TjC5KWB5aIiHNJ7/XOku6XdLKkIQ3cllHApoXn3fk+mday9W7LVoX9x4cAHTnrughwrqQHJe2cz3/xnhfqtyLwYET8LweMI4Glq5Std1vq9bPeF59LyRHAmRHxpqRvArMDN0l6QNL6uUyjtKXa/78N8bPiYNCsZ80KfFR4/ln+Rd7nImJ8RIzLvwSuBQ4GHgV+GxE/AF4mdUeWt2EcMBspEzep7Fi1svX2X1I36jrAHsBF+Vh5Pab6PPKxsbWU7eXP7iDSLzeAO4GhwA+AmUltbMi2RMR1pG65ku58n0xr2R5V3paIeBNA0v8BewGnAl8jdR1vS8rw/ErS0mX17qotlcrWtS3U72e91z8XAElzAz8idYcCfIWUAd+YFDiemss0RFuq/P/bMD8rDgbNetZYYJbC8+kiYmJfVaacpPmBe4DLIuJK4PqIaMunrwe+x9RtmIXUFfN5hWPVytbbi8Dl+S/iF0n/IX69hvpNV+FY1bK99dlJmh1QRNyTD10YES/n/9BvoPLn0pBtoXvfJ9Natu4kbUnqil8vIt4l/dFxekT8NyLGAXeTMtXFenfVlkpl661eP+t98rkAm5O62j/Lz98CzomIiRHxDqn7XVXq1ydtqfD/b8P8rDgYNOtZDwI/BcgD+5/p2+pMlrtR7gAOiIgL8+HbJa2YH/+INGbtQWAdSdNJ+n+kQOI94AlJq+ey65ImNFQrW287k8fBSfoWMBPwsaSFJA0iZQxL9Zvi84iIscCEWsr2QjtKfgDclV97EPC0pG/nc8XPpT+0pTvfJ9Natq4kbUvKCK4eES/nw4sCD0oanCcFrAo8TuE9L9TvUWA1STNKmg1oIQ3or1S23ur1s97rn0u2FqkLtPj8GgBJMwNLAu1V6tfrbany/2/D/Kw0RPeVWRO5Hlhb0kOkcSE79XF9ig4C5gAOkVQau7IvqTvlU9Jf1r+IiLGS7gceJv3BuGcuOww4T9JXSP/JXhsRn1UpW28XABdLeoA0Y25n0l/DVwCDSeNoHpH0GJU/jz26UbY3iNR1R0RMkrQr8BdJn5BmHJ5H6hbuD23pzvfJNJWtZyMkDQbOAP5N+iwA7ouIwyRdBvyT1HV5aUQ8J+ko4BKl2cPvAVtHxMeSziD9Mp4O+H1EdFQqW8+2ZL8EzqzDz3qvfi4FX/zMAETErZLWkfRP0v8FB0XEe5IapS2V/v/9NXBGI/yseDs6MzMzswHM3cRmZmZmA5iDQTMzM7MBzMGgmZmZ2QDmYNDMzMxsAHMwaGZmZjaAeWkZMzOri7yY9u+BzYB5gNdIu8WcHBGfdnZtD7z2zMDmEXFxPV/HrBk4GDQzsx4n6euk9c/eAXYjrQm3HGntviVJ27nV0zBgbSZvV2ZmVTgYNDOzejietCjz2hHRkY+9Iuk94F5JZ0bEI3V8/UF1vLdZU/Gi02Zm1qMkzUDaWeO3EXFOhfNrAI8AM5CCxo2ArwI3AUMj4oO8ndY9wPSlfZUlXQwMiYhtJR0OLJZfZztgAnBKRBwraUdSdzQAEeHA0KwTnkBiZmY9bSFgZuCxSicj4p6I+C9p+8ZlgQ1I++UKuKwbr7MpMBFoBU4AjpG0OHA1ae/qR4F5v2QbzAYMB4NmZtbTZs//flStgKSlgR8CO0TEoxHxGGkc4U8lLVHj64wBhkXEyIg4EfgAWD4iPgHGA59GxFtfuhVmA4SDQTMz62nv5X/n6KRMCzAuItpLByLiBeDDfK4WoyPis8LzccD03amomTkYNDOznjeKlKVbsdJJSVeTxgtWMjh/VRrQXj7pcUKFMh4faNZNDgbNzKxH5WzdCGCvPJnkC3nyyBbAq8AskloK5xYHZgWCyYHeLIXLF+xGNTw70qxGDgbNzKwejgBmBO6UtIakhSTtAPwZuCgi7gNuBi6RtIKkFYBLgAci4kngOeAT4EBJ35W0L/C9brz+eGBeSd/tyUaZNSMHg2Zm1uMi4l1gFaAduBR4FjgAOA7YPRfbAXgJuAu4gxQAbpivH0tarHrLfLwVOL0bVbgO+Bx4TtLc09gcs6bmdQbNzMzMBjBnBs3MzMwGMAeDZmZmZgOYg0EzMzOzAczBoJmZmdkA5mDQzMzMbABzMGhmZmY2gDkYNDMzMxvAHAyamZmZDWD/H+6Hf0mwbDvjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(collisions.groupby('vehicle_type_code_1_class')['borough']\n",
" .count()\n",
" .sort_values()\n",
" .plot(kind='barh', color='b', figsize=(9,5)))\n",
"plt.title('Counts of Collisions by First Vehicle Type in 2017', fontsize=18)\n",
"plt.ylabel('Vehicle Code Classification', fontsize=14)\n",
"plt.xlabel('Count',fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"plt.xticks(fontsize=10)\n",
"plt.tight_layout()\n",
"# plt.savefig('collisions_vehicle_type.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2. Joining collision point data to street line data \n",
"\n",
"<a id='2'></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.1 Data preparation for LION dataset\n",
"<a id='2.1'></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"lion_lines = cc.read('lion_lines_full', decode_geom=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# take only relevant columns from lion dataset\n",
"data = lion_lines[['featuretyp','bikelane','rw_type','bike_trafdir','nonped',\n",
" 'number_park_lanes','number_total_lanes','number_travel_lanes', 'posted_speed',\n",
" 'snow_priority','streetwidth_max','trafdir','shape_length', 'geometry', 'streetcode',\n",
" 'nodeidfrom','nodeidto']]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Remove non-vehicle roads\n",
"nonvehicle_roads = ['3','1','2','5','7','8','9','W','F']\n",
"data_vehicles = data[~data['featuretyp'].isin(nonvehicle_roads)]\n",
"\n",
"# Change posted speed to numeric\n",
"posted_speeds = ['25', ' ', '50', '20', '40', '30', '35', '45', '15']\n",
"numeric_speeds = [25, None, 50, 20, 40, 30, 35, 45, 15]\n",
"data_vehicles.posted_speed.replace(to_replace=posted_speeds, value=numeric_speeds, inplace=True)\n",
"\n",
"# change number_park_lanes, number_total_lanes, number_travel_lanes to numeric\n",
"park_lanes = data_vehicles.number_park_lanes.unique()\n",
"new_park_lanes = [None, 2, 1, 4]\n",
"total_lanes = data_vehicles.number_total_lanes.unique()\n",
"new_total_lanes = [1, None, 3, 2, 4, 6, 8, 7, 5, 9, 16, 12, 10]\n",
"number_travel_lanes = data_vehicles.number_travel_lanes.unique()\n",
"new_travel_lanes = [1, None, 2, 4, 3, 6, 5, 8, 16, 7, 12, 10, 9]\n",
"\n",
"data_vehicles.number_park_lanes.replace(to_replace=park_lanes, value=new_park_lanes, inplace=True)\n",
"data_vehicles.number_total_lanes.replace(to_replace=total_lanes, value=new_total_lanes, inplace=True)\n",
"data_vehicles.number_travel_lanes.replace(to_replace=number_travel_lanes, value=new_travel_lanes, inplace=True)\n",
"\n",
"# fix travel or parking lanes to 0 if there are total lanes\n",
"# condition if number_park_lanes is NaN\n",
"condition = (~data_vehicles['number_total_lanes'].isna() & data_vehicles['number_park_lanes'].isna())\n",
"data_vehicles.loc[condition, 'number_park_lanes'] = 0\n",
"\n",
"# add in no-bike lane\n",
"data_vehicles.bikelane.replace(to_replace=' ', value='No Bike Lane', inplace=True)\n",
"data_vehicles.bike_trafdir.replace(to_replace=' ', value='No bike_trafdir', inplace=True)\n",
"\n",
"# add in pedestrian-friendly nonped category\n",
"data_vehicles.nonped.replace(to_replace=' ', value='ped', inplace=True)\n",
"\n",
"# fix snow priority with NA category\n",
"data_vehicles.snow_priority.replace(to_replace=' ', value='no_priority', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data_clean = data_vehicles.dropna()\n",
"cc.write(data_clean, 'lion_clean', overwrite=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.2 Find nearest road segment id for each collision\n",
"\n",
"<a id='2.2'></a>"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"find_nearest_query = '''\n",
"SELECT\n",
" roads.cartodb_id as cartodb_id,\n",
" count(collisions.cartodb_id) as collision_count,\n",
" sum(collisions.number_of_persons_injured) as sum_injuries,\n",
" sum(collisions.number_of_persons_killed) as sum_fatalities,\n",
" sum(collisions.number_of_cyclist_injured) as sum_cyclist_injured,\n",
" sum(collisions.number_of_cyclist_killed) as sum_cyclist_killed,\n",
" sum(collisions.number_of_motorist_injured) as sum_motorists_injured,\n",
" sum(collisions.number_of_motorist_killed) as sum_motorists_killed,\n",
" sum(collisions.number_of_pedestrians_injured) as sum_pedestrian_injured,\n",
" sum(collisions.number_of_pedestrians_killed) as sum_pedestrian_killed \n",
"FROM\n",
" (SELECT cartodb_id, the_geom, the_geom_webmercator, number_of_cyclist_injured,\n",
" number_of_cyclist_killed,\n",
" number_of_motorist_injured,\n",
" number_of_motorist_killed,\n",
" number_of_pedestrians_injured,\n",
" number_of_pedestrians_killed,\n",
" number_of_persons_injured,\n",
" number_of_persons_killed\n",
" FROM nypd_collisions_2017) AS collisions\n",
"CROSS JOIN LATERAL\n",
" (SELECT cartodb_id, the_geom, the_geom_webmercator\n",
" FROM {street} as roads\n",
" ORDER BY collisions.the_geom_webmercator <-> the_geom_webmercator\n",
" LIMIT 1) AS roads\n",
"GROUP BY roads.cartodb_id\n",
"'''"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"nearest_road = cc.query(find_nearest_query.format(street='lion_clean'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.3 Join back to street network and fill NA values\n",
"\n",
"<a id='2.3'></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"road_segments = cc.query('select * from lion_clean', decode_geom=True)\n",
"road_segments.reset_index(inplace=True)\n",
"collision_join = road_segments.join(nearest_road,\n",
" on='cartodb_id',\n",
" how='left',\n",
" lsuffix='_left')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"collision_join = cc.read('collision_join')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"collision_join.collision_count.fillna(value=0, inplace=True)\n",
"collision_join.sum_injuries.fillna(value=0, inplace=True)\n",
"collision_join.sum_fatalities.fillna(value=0, inplace=True)\n",
"collision_join.sum_cyclist_injured.fillna(value=0, inplace=True)\n",
"collision_join.sum_cyclist_killed.fillna(value=0, inplace=True)\n",
"collision_join.sum_motorists_injured.fillna(value=0, inplace=True)\n",
"collision_join.sum_motorists_killed.fillna(value=0, inplace=True)\n",
"collision_join.sum_pedestrian_injured.fillna(value=0, inplace=True)\n",
"collision_join.sum_pedestrian_killed.fillna(value=0, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mho/proj/cartoframes/cartoframes/context.py:1862: UserWarning: `encode_geom` works best with Geopandas (http://geopandas.org/) and/or shapely (https://pypi.python.org/pypi/Shapely).\n",
" warn('`encode_geom` works best with Geopandas '\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Table successfully written to CARTO: https://michellemho-carto.carto.com/dataset/collision_join\n"
]
}
],
"source": [
"# Write to CARTO account\n",
"\n",
"collision_join.drop(['the_geom','cartodb_id'], axis=1, inplace=True, errors='ignore')\n",
"cc.write(collision_join, 'collision_join', overwrite=True, encode_geom=True)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c279c0da0>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Map collision rates\n",
"\n",
"cc.map(layers=[cartoframes.QueryLayer('''select *,\n",
" collision_count/ST_Length(the_geom) as rate\n",
" from collision_join''',\n",
" color={'column': 'rate',\n",
" 'scheme': cartoframes.styling.temps(4)}),\n",
" cartoframes.BaseMap(source='dark')],\n",
" interactive=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3. Collision data exploration with TomTom probe count data \n",
"<a id='3'></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.1 Data prep TomTom and collisions\n",
"\n",
"<a id='3.1'></a>"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"tomtom_road = gpd.GeoDataFrame.from_file('tomtom_joined/joined.shp')"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"weekday_volume = tomtom_road[['WD_1',\n",
" 'WD_2',\n",
" 'WD_3',\n",
" 'WD_4',\n",
" 'WD_5',\n",
" 'WD_6',\n",
" 'WD_7',\n",
" 'WD_8',\n",
" 'WD_9',\n",
" 'WD_10',\n",
" 'WD_11',\n",
" 'WD_12',\n",
" 'WD_13',\n",
" 'WD_14',\n",
" 'WD_15',\n",
" 'WD_16',\n",
" 'WD_17',\n",
" 'WD_18',\n",
" 'WD_19',\n",
" 'WD_20',\n",
" 'WD_21',\n",
" 'WD_22',\n",
" 'WD_23',\n",
" 'WD_24']].sum()\n",
"weekend_volume = tomtom_road[['WE_1',\n",
" 'WE_2',\n",
" 'WE_3',\n",
" 'WE_4',\n",
" 'WE_5',\n",
" 'WE_6',\n",
" 'WE_7',\n",
" 'WE_8',\n",
" 'WE_9',\n",
" 'WE_10',\n",
" 'WE_11',\n",
" 'WE_12',\n",
" 'WE_13',\n",
" 'WE_14',\n",
" 'WE_15',\n",
" 'WE_16',\n",
" 'WE_17',\n",
" 'WE_18',\n",
" 'WE_19',\n",
" 'WE_20',\n",
" 'WE_21',\n",
" 'WE_22',\n",
" 'WE_23',\n",
" 'WE_24']].sum()\n",
"\n",
"weekday_volume.index = list(range(0,24))\n",
"weekend_volume.index = list(range(0,24))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.2 Collision rate by hour\n",
"\n",
"<a id='3.2'></a>"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 5))\n",
"plt.subplot(121)\n",
"(weekend_count/weekend_volume).plot(kind='bar', color='blue')\n",
"plt.title('Rate of Weekend Collisions per Volume By Hour', fontsize=14)\n",
"plt.xticks(rotation=0, fontsize=14)\n",
"plt.xlabel('Hour',fontsize=14)\n",
"\n",
"plt.subplot(122)\n",
"(weekday_count/weekday_volume).plot(kind='bar', color='blue')\n",
"plt.title('Rate of Weekday Collisions per Volume By Hour', fontsize=14)\n",
"plt.xticks(rotation=0, fontsize=14)\n",
"plt.xlabel('Hour',fontsize=14)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 4. Local Moran's I spatial autocorrelation \n",
"<a id='4'></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4.1 Build street network from LION and create spatial weight object\n",
"<a id='4.1'></a>"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# We are building the street network based on the nodeidfrom and nodeidto\n",
"# A different method would be to use the geometries\n",
"collision_join[['nodeidfrom','nodeidto']] = collision_join[['nodeidfrom','nodeidto']].astype('int')\n",
"collision_join['node_a'] = collision_join[['nodeidfrom','nodeidto']].min(axis=1)\n",
"collision_join['node_b'] = collision_join[['nodeidfrom','nodeidto']].max(axis=1)\n",
"# Remove duplicates segments, this removes some road information\n",
"collision_join_unique = collision_join[~collision_join.duplicated(subset=['node_a', 'node_b'], keep='first')]\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# Set up dictionaries for look ups\n",
"a_b_dictionary= {}\n",
"b_a_dictionary= {}\n",
"for node_id, dest_ids in collision_join_unique[['node_a', 'node_b']].groupby('node_a'):\n",
" a_b_dictionary[node_id]= list(dest_ids.node_b.values)\n",
"for node_id, dest_ids in collision_join_unique[['node_a', 'node_b']].groupby('node_b'):\n",
" b_a_dictionary[node_id]= list(dest_ids.node_a.values)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# Build street network in format ready for pysal weights\n",
"street_network = {}\n",
"for start_node, first_nodes in a_b_dictionary.items():\n",
" for first_node in first_nodes:\n",
" connected_lines = []\n",
" if first_node in a_b_dictionary.keys():\n",
" for second_node in a_b_dictionary[first_node]:\n",
" connected_line = (min((first_node, second_node)),max((first_node, second_node)))\n",
" connected_lines.append(connected_line)\n",
" elif first_node in b_a_dictionary.keys():\n",
" for second_node in b_a_dictionary[first_node]:\n",
" connected_line = (min((first_node, second_node)),max((first_node, second_node)))\n",
" connected_lines.append(connected_line)\n",
" street_network[(min((start_node, first_node)),max((start_node, first_node)))] = list(set(connected_lines))\n",
" \n",
"for start_node, first_nodes in b_a_dictionary.items():\n",
" for first_node in first_nodes:\n",
" connected_lines = []\n",
" if first_node in b_a_dictionary.keys():\n",
" for second_node in b_a_dictionary[first_node]:\n",
" connected_line = (min((first_node, second_node)),max((first_node, second_node)))\n",
" connected_lines.append(connected_line)\n",
" elif first_node in a_b_dictionary.keys():\n",
" for second_node in a_b_dictionary[first_node]:\n",
" connected_line = (min((first_node, second_node)),max((first_node, second_node)))\n",
" connected_lines.append(connected_line)\n",
" if street_network[(min((start_node, first_node)),max((start_node, first_node)))]:\n",
" already_connected = street_network[(min((start_node, first_node)),max((start_node, first_node)))]\n",
" already_connected.extend(connected_lines)\n",
" street_network[(min((start_node, first_node)),max((start_node, first_node)))] = list(set(already_connected))\n",
" else: \n",
" street_network[(min((start_node, first_node)),max((start_node, first_node)))] = connected_lines"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Create weight object\n",
"weights = pysal.weights.weights.W(street_network)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4.2 Local Moran's I with `pysal`\n",
"\n",
"<a id='4.2'></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"collision_join_unique.set_index(keys=['node_a', 'node_b'], inplace=True)\n",
"collision_join_unique['collision_rate'] = collision_join_unique['collision_count']/collision_join_unique['shape_length']"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"w = weights\n",
"b = collision_join_unique.shape_length\n",
"e = collision_join_unique.collision_rate\n",
"lm = pysal.esda.moran.Moran_Local(e, w)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# Calculate the spatial lag\n",
"yl = pysal.lag_spatial(w, e)\n",
"\n",
"# Z-Score standardisation\n",
"yt = (e - e.mean())/e.std()\n",
"ylt = (yl - yl.mean())/yl.std()\n",
"\n",
"quad = np.zeros(yt.shape)\n",
"quad[np.bitwise_and(ylt > 0, yt > 0)]=1 # HH\n",
"quad[np.bitwise_and(ylt > 0, yt < 0)]=2 # LH\n",
"quad[np.bitwise_and(ylt < 0, yt < 0)]=3 # LL\n",
"quad[np.bitwise_and(ylt < 0, yt > 0)]=4 # HL"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"colors = np.where(quad==1,'r', '-')\n",
"colors[quad==2] = 'b'\n",
"colors[quad==3] = 'g'\n",
"colors[quad==4] = 'yellow'"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PpqIiEuxVXc0ekjZtODaidWv2DJhF167JYyCItMcYCAAffZReXytXckDh0qXp7ffee8D556e3j1HWrwe+/prjlfSwWNhT9fHHHMdy1VVsiB8+nAVdhw7A/fdrXycjlJQAZ5yRGHlttyOodW+cTmDuXBZul1xSPzEsgEyFktG9e+qpkCG1vKSE6M47iebOJdq7l+jQQyPqssXCdpSnnuLVpNHTCLudDbhXXMHH0JpDu1xEDz7IAx43LlEN93iIZs5M67x1pwsbNuiv0k3WPB42OKbDSSelNkLGtzZt2Nh9xx1E//mPZrxGzLl9+y3RVVcRnXMOG7/9fqL9+9lWsmdPZLs9e4iGDuVr3awZ/3vffcbOY8MGtolEn4vHw/1mSnk5j7mggKdFhYVEf/sb1RUVxf5GPB6iP/4x835SIDaWDNFfiZ+mYLHb+Yfl9RL17Kl9YK+X6MABojfe4CCmrl2JrrySBYuWJyj6x7NlC++rZzjs1y+t805qh/j8c6IOHbTHVFCg7RXxeNIzLgeD2kI0WevUiahzZ37IAP63bVuideu0z23aNB5XuB+Ph6hdO76GRUX87/jx7JU688xEo7nXS3TXXWxD69uX6LbbiLZvTzyXiRMT7WLhF8KWLcaviRbbtxMtX37Q0/jz7NlEI0fyS8jnY2FuUvCdFiJYMkTfGZFF5K1eKy7mqM1obr9d331ZWEjUogXRxx/zths36msTbdpon2AwSPTYY/xQejysJSxdyg9fMMhvxtdfJzrqKA5D/vOfiTZtIpo8mai0lAWJ08kPotvN7vRRo1iIWq38vcdD9MEHxi745s1E771HtGSJccEyYADRsmVEo0cnXiubjejUU2O6KCsrI9q3T9+7FS8QJ0zQf8NEayFOJwuysHB5/32iPn30ta5mzYj+9780fo2pqe+IadMFi8/nc/h8vpd9Pt9XPp9vkc/nOyd+m6YgWIyE9G9FG3MEi9tN9OOPsQPQ93cTPfRQrPuyro69Mlo//vPO0z7BP/0pURh5vbT19tuJOnbU7tfhiNWMCgqIjjySXeHHHhv7wBYUEJ11VmK/lZVEf/kLP4guFx/T4WBBEK/Op7pmP/zAx9R7C9hsrHWEKCsrY3e43rIKLeFi1N3tdBLdeitPPVNNGd1u9uaNHk107rn8/6hxZkJTECxjfT7fY6H/t/T5fBvit2kKguWww1ILlg9whjmCpUuXxAH06aO//T//mbj9iy/G/qCtVtZsVqxI3HbfPu2pk9VqLB4i/uF74IHINCT+uyVLIv0Ggxyvkyq4LVVzOFhzCqPjgiW7PcbdX1ZWRjRvnv728c1i4emo0XH17p3MOMfN5SJSFL42YY3G6yU65RRjoQk6NCTBkqmJ+E0A4eWYFgApYqobJ6ny8wBAX3xvTmda4d39+mlva7Fo52MZM4Zd0iecwAudRowAFi4EevWK3S6cpkErFD4YhCV+rUsqqqs5C9uBA4nfBQK8UjvMokXA4sWJq7bTwW7nFbt/+Uvks0suYQ9I/HbDhyeuDzr+eO11WFr4fOxZ83gia3qSZU/r0CH5WpCCAr4v69bxinci/ryigj1O0akzcsXSpew9POss9lhWVZnfh57EMdJ8Pl+Rz+f73OfzXRr/XVPQWDp1Sq2xmKKtuFxE//hH4gC++EJ7fu92a2shRqiqIjr66My8O8ma06k91qIiNkiHmTxZ325ktA0Zknhee/awtlBYyNpMUREbwLdujdmsrKyM7Uqpzj/srfvkE95xwQKi88/nad8f/8i2nXijrMfDNi+9aWT79qyRTJ+u3/+YMZndVzKosYS12mijde/ebPxPk2QaS8b5WBRF6QzgbQBTVVV9VWublZkERTUgysu7APAgSegRKOm3xvYJWixYM3Ag6uKvV+vW6Dh4MArnzYM19FYJuN3Yf9ZZ2Ga1ZhR01vz119F2xQpYdTQGslqTaix650s1NYDNFvMdWSwIWK3YtnYtgs8/j6DNhi733QdLXV3a1yzcd03nzlj78MMgrXP/73/hnT8fBT//jJrSUhwYPJgXSEYtknS99x6C99578Hrq9RNo3hwbn3oK/k6d+Do3bx6T4c92wQXoOGEC3CtWgBwOWAIB7PjDH7Cnc2c0Gz8e7e6/P+YaB10ubLvuOuz76ScU7diBjlVVCdeAAOyuq8OODJ8bv9+f8MxZKivh/vFHBAoLUXPIIfDdcEPsuVdWIrh6NXZMnow9Ziab0pM4yZrP52vr8/lW+ny+oXrbNAWNRT/FRxoai8PBb4ewTcHlinhMvF523c6dqz+IQIDf+GefTTRiBHsbsnEhnnyy/lg7diSaMiW5jaV16+RaS6dOfF5uNxuTw16jdIyyeq1584zerNFU+XzG+nK5jB1w7Vqib76JjZkJBjlHTkkJa2clJURPPBG5b08/rd/v449nfG4JGsszz7BGUlzM96RTJ207GEB0wglp95cLjeXPAFoAuFNRlLCt5QxVVXMwWcsfbnfqqPjN6ICOSJIct7AQ+O47oKyM01d26gRcfDEn0a6u5izsyaIhrVaO5LzoosxOIh69dQoFBfwTmzhRf1+7naNI9cLKi4o4U9mqVcCSJbycv6bGnKUFZ5zBdhWDKSjx/fcchetycXqH0lKgpgb27duN7e/3c16VVJGqpaWJuXMtFuCGG4Drr2c7SrR9BgDWrtU/3uzZnKayWTNj49Rj4ULOsh+d2rSqKvRe1KBFi+z6i0dP4mTbstVYNm7cSD6fj3w+H33zzTeG9wvvM8PAEvUZM2Yc3F6Lww9PrbF8jQHJ33wFBcZWNtcXn3yS3mrhcO2dkpKIXeeKKxLtKS4Xx92EGTkyLW3k4H3TcgNPnx5zCsnu28HjtGrFrmank8d21llELhcFo+JKZhQXR46jpX3lKrjstdf0NQenkz2E6a5W37qVdl57LdGJJxJdcw1H5mrF0Gh95vVG4qHSQBYhZoiR5Rw+qMk3qK7mN8cjj3CCpGi+/prXAbVrB5x4Iq8HyiU//8yayYQJ/CYvLmYtI1lWtZISfotu2xbxLv3738DRR/ObuLiYVbuTT+aKAmGMuNSM0KoVMHp0+vvV1vINrKlh7WPWLMDvh0XvjR2NwwFcdlnuym+MGMHrubQSd9XU8OLLBx80fry1a4FevdDypZe4pMyLL/L5ap2r18t9h5OHuVzA7bfzokkTkWTaSfB6U2/TEntTb/Tll6ya3nknq+dDh/JnZ5wRcfVt387Z+19/nVMoGuXAAeDdd/lBHjZMO7H2rl3AOefwlMzpZGE3YQKXwGjZMvmPassWds9GC5/iYnYhf/cdC6vevYGePWP3GzmSt4le6ZwJK1bUb30dmw3o3x947LHc9eF08u/hmmv43sVTXc3Z6P75T2PHu+02YM8eWMOCJPxGtFgShUtdHfDjj4Cq8u9i4EBjlfnSRARLEoxOxw0R9hCMGsVv/1tuSYwfqKri7O6//mrsmAsWsHAKBiM/pmuu4RiV6Idx1Ciu1lhbG+lz6lTO2t6mTWKO1mjcbv24jaOO0i9tMXo010BavpyFi83G9gq91I1aOJ3JxxbG7+drYdT+oofDwXEdY8bkXpiVlLDm9/HH2jE9RguphWOItLQTIr5/4Xvu8QB33cV950CYRCNToSQkWx0fxoBiHUtNDQeILV+u/f2uXcby19bWshayfz9rLVVV3F54ITZFwbZtrDnEP9AVFcDDD/OPWw+bjfPwZrLUPrxc/5ln2PA8blxmD363bsCtt3K+mk8/5fIq0VxyCT88Q4eyZpUpxcV83caONS5UFi3ic+vXj18URircRdO5M+8bPyXyenn6bIQ33tAXvnY716Y64QTg3HNZW7799vTGmCGisSRBK5A0nozea4sWJU8A/dhjPC1Kxvz52m//igpOLjR8OP+9eze/ibVqG+/cyTlG9OwOgwcbV8e1cDiASy9lL9jVV6dvdwl7kx57jJvXy5/17h3Z5r//zW58YTZsSM8TM2MGe2/CXpcVKzjB09KlXHc5neOcdhon5rLbWXu5+WbjXsDZs/XvX//+LEjqSZhEI4IlF3TsyG9YrTdJVRW/jZIZEY2UYEzmwo0WIj16aG9jsXCmeD3Xp9MJvPpqYph8OmzYwFrRc8/pF0WPR2vaFRbCYcG0Zk32qvwxx/AD/cYb/Hc6QiUYjLiSw9TWshD/61+Bl182fqx27dg1vmwZ/2aOPprd+Ubp2JEFUvyLymbLi0AJI1OhJGT8TO3era+eBgLJhYrTmVpbAdiLpNWH1xvrRZk1S1tbIeK3o4bri8LjvPZaYwKBiLOl3Xcfp6Hcs4ff4L16AY8/blyoAMbq/qQq95FsqAALpU8/TV76dP16FjpffZV4nTds0C958vbb6Q/KYgGOPJLtZekIFYDvkdYPtW1bniqnwu9nwX/uuTxd/e679PrXoclqLJMmTcKkSZOyOobHk2FsV7JFXancnS4XcMQRqYOz3G5WvUePjrhVvV7gpJMiarTfD9x4Y3oGU4Smd4EA8L//ATfdxHYbPWpreTHb/PksQNxu9lL4fMbmkgAX8goxqXlzTDKSbDgFk9q1w6R27fQ3OPZY7c+JeNr22musPRHxQzpnTmSczZvrC7fwwsL68mT16MHTwSuvRKCmBjYiDsJ8//3UQrqyku1Sq1fz/61W4P/+jw37V16Z1bCarGApLS1FyxSW9d27d2PdunW635sVimEYi4Xz4V57LRedmjs3eY3hESN4HcvLL7OWNHw4GzEtFv5x3HZbdu5ev58fsAkTgP/8h/s491z2JN11F2slhYVsIA5rRWHtZMkSY32ccgonHFcUAEBpbS1aptBIdttsWJdCnSytqUHLeG3MakVV375wh4zICfd/6VI+v02b+O+wt6aqCrjgAvasASxYrFZ9rbSuLvkKaLM5+2xg+3ZseOcddO3VCzj8cGOC7bnnIkIF4POprOSX0UUXZedl04ucy7Y1hchb/UW4OcggpxXxessths87ho8/Nm/1stXK637CqSjd7uzX/IRbhw4HS1EkjbyNazNatdKNmE16nAULYtbTxNz/rVuT52hxuWKLsp10kvZ2Rx2V3r3y+7Ne/xQm7XwsgwZpn0NxMa+sT4FE3maIVsoTU0k21amuZrU0Ex54ID27RjKI+I0dfvtXVRmLLUlFq1YcpJVuKQqr1VjkYnhbm41tKnPmJHdHP/dc8imj3R6r/T3xBGuTYc3EbudxTZtmbGy7drHGWVTEGlD//mzErU/0NPpg0Hi+Gh1EsCQhl/XDDUFpR8kw6cZTaGGzsWTNVQ2aysrMHqRgENhrINp54EBOpvTLL+xWT1UnedWq5MmnPJ7YqOZevXgqeOONHCdy7bV8PgMGpB4bEdddnjWLhVldHU/DBg82OSozBTfemCikLRa2KR15ZOzna9fylHjQIP432UJKiGBJipEAuaxIJrkKCjgGJBOGDdOe47tc3FJAFgvbaqZNy510rapizSqebNzb0YwezQFoUYbhBKI1FJtN36bgcrGhPP5adOkCPPooByBOnQp0725sbF9/zS7zeA2ptpajleuLU0/l4MPodWOdOwMffhhro/nuO3YoPP00G+mffpr/ToIIlnyRzDBms7G1P7yor6aG1xDdcgvw5JP8xg6vOerfH5g8OSIFq6t53Y7DEfsgeL2s+hp1c3XtygFguayap/XWizbclpQY7z9+6UGq/bZsiY3zmDGDNZboa2a18nX44Qfg9NONjcMIq1drG1f9/swqRmbD3Xeza/2llzjie+3axPVmN97IHr6wIKytTenxaxReofLycuzevTvpNi1atIDFZBefzZZ6hXMtbHAgzap2Hg9Hj7Zty/EU0Sq4w8GV8iZO5AHs3QscdxyweTPfTI8H+NOf+IcZdmuXlQHTp7NqPXQou7PCD4nNxvuPGcOuY6P2kbB94qOPWNXPJketFg4HC45Ro/jhDRM9vooKFoipcrJaLGzzGDiQvTpGuPlmvk5t2kT6stk4Z21lJb/Fx40D7rgjfS1q82Z21RcVcWxKvJA78kjt++Dx8L2qb9q0Ac47T//7hQvTPmSjECw33nhjym2+/fZbFGdpcIon0yqYmhx7LP9wKit5Sf64cdzBddcBb77JD0eLFjz9iH447r6b3yI7VfBiAAAgAElEQVRhTUPLKOv384/5/PM5ejM88GCQH+Du3bnkqsFpDblcsISnYf36sXp+7bXZCZfoxXBhib1wIX9mswGHHpq4T12ddmqBeFq35lKm6TBrVqJ1PhDg61dTk3kcyuTJnMLSbudjWK08tRg4MLLNEUdwgOPcubHXpLg46/iRnFBYmLZdQKZCSTASimBIWykp4SjOzz/nh+nmm/mN6PVyDMquXWxk3LQp8Y37xhvGpi+VlaxGx0vD2loWXH36JBcsVis/DG439owcyUa6MCNHctBVprEZK1dyHEz//nwcReGxhB8qPQleW5uYw0aLKVPSH5OeRy6b2sbz5gH/+AcL4AMHOCZp3z6OpI6/h+++C/zxj6y1NmvG66mWLMnaG5MTxo1L1LpSTTX1/NDZtqaQ81Y/lCLNOJa33sp8EHoZ3+ObxaJfda+oiI81YwbHt4RjUjwermg4dy7RlClcKWD5cu14iF27iC64IL04lWbNuJoiEeeEnTaN6LLL+HMj+6fK5m+zceGzNDh4bqNHJ2bZdzg4812mjBmjfQ+Ki4lmz878uAbJWV2h6mqiCy+MrV190UW5ydIvpEF4wVwwyAv7nn+e/z9mDHD55cnV/bFjgYceSj0Ncbt57cs338RqADZbZP48YgTn2J06Fdi4kef/V1zBU7QTT4zso2VAbNmSj22UoiL2fBQWsqH0sMP4DZ4OySJwbTaeInbunN4xw0yZwukrNm/ma+tyAe3bs3E8UyoqtEMEwrFAjRWnk7XeDRs4bYXPxx6xZNHVehIn2yYaS1RbvpwPOHJkbL5Zr5eLiifLrVpZyRGSXi9H4+pFvd53H9dv7thR+02cRk7TmDdfeTnRt9+yNpOOtvLoo5Hz6tUrvX2NtG7d+NjBIJdZ/f57rmiQzrnV1RF9+CGXq501K6sqhERE9Oab2vmE3W6ue5RjGlIlRBEsSTBNsLRuzcXJtQp6eb1Ec+YkH0gwyAXjb79d+xhWK08xiLhUiN60Yv9+Q+d98Ad6//38UKSTfDu6HXkk0dKl5gsVl4tLaCxaFClpUVjISwQWLNA+Kb+faPp02nvmmVxwTFUN/grSoK6OaPjwyPWy2fj6Pfec+X1pIIKlkWCaYAH07R8A0Z13GhvQp5/q2ycGDeJt9EsLsI3DAGVlZSygogu8Z9Ls9uyPoXfcd97RLuxeVES0e3fsCVVUsJALP/AOB4/rnXfS+DUYJBBg7eeqq1iA6VWsXL+eha7fb1rXDUmwiI2lviDS/tzlMp60qF8/7dwqLhcHcIWTW+vx00+RfCnDhnGyIz0eeCB7u0BdXVa5U5Ied/x4bW9SIMDBhNddF/ls2jRelxQ+n9pabmPGcFItM1ciW63sBdLLqbNzZ2SltNPJv4spU9iW1oQQwZJvqqv1s+SvXMkLEf1+jlEZOJADth58MLIgzunkBX0nnMAu4mQP8rRp/MOvqeGkTN27c9zEJZdwJrIwRLwOpiGzY4e2a7iqKnG9zeuvawvJQICFsV5ullxw9tls9Kyrixjkb7qJI62jXfyNHT1VJtsmUyGDzeHQngo9+SSr63Y7T6PcbqK+fYmOP57V+u7diRSF6NZbiXbuZBtONtOVt94i+ugjosMOo0DYHW2kWa1Ep58ecWHXVyso0E4NoWWz+t3vtI/h9epPVXLBTz9pTw0tFi44nyUNaSokgiUJ9SJYAKJjj43teNu2SK3nZK24mD02REQtW2Y3hlQxI1qtUyc2WAYCbEx1OiNeq2Q2pXSaxZIotFwuogkTiM48M1a4eDxEp5yS6GV7661EA7TFQtSjR+6qHWrx1Vf6NrJjjsn68A1JsEjkbb6xWBJX4M6ebWw9wf79HIvyl78YTwOpR7q2kOJittmE6wWNHs3xDeHoXiL9fS+8UHsRplZksMvFNomCgsj3fj9HLI8axauLBwzg6cxDD/FCuvhw/BEjuN6Sy4WAx8MxNu3bc/rG+iyGdsQR2lHUBQWc2LsJIYKlPrHZEg2FbndiIfbKSuN5anfvZpuLGYXXjdK6NS8/cLt5bc28efyAa6UC0KJLF05t2aIFC6XOnTlw8O23Ex/0QIBtQIFArLDduzcS3PfNN7xU4vrrtQ2xFguXD1m1CtvuvptXMm/YcDAdpqns3csBkA89xJn3oykuBu65J1aoOp0cfPj735s/lnyip8pk234rU6EDSNOd2qcPq/JFRawWv/RSpMO6OqJly4juucecaUSu2r59HPB19NE8pXA40pv6nHYan28wyOHiYc4/33gh83Br1iyt6UxOpwuff85TLq+Xp4UeD7ud48f3wQdEJ5/MgYO33kq0Y4cp3TekqZAIliQYESyr0CO9h7KggGjlShYg0Q/VJ59wIF1hIf8ozbJRmN0KCojefZeoVavMj3HlldoXvLAw/WNZLIlxK0koKysj2rSJ1/W0acMRvI8+mn3UbXU1UfPmiePzeonefju7YxukIQkWmQplSVesS28HInY3HnFEJM/H+vW8nmfnTraV1NSE5FcDpLqabRa7dmV+DL0pSCZZ4dPJgQvAuncvxwO98gq7rH/5hW1U6aZdiGf+fO0cKxUVvLL7N4YIliypQZrBVTU1nIcjmuef1zee2u3mpIfMJh1APNkkqvF4ODdMGCK2eZx6Khsx0x3nFVeklYip+Rtv8GLI6OtdWcnpKdavT6/vaJIl0MpFkGADRwRLlhxAkro/ejzzDJfiDLNpk77xta6OH75svBcFBby6uCFQVcWCNayR3XADB+l9+imvuE6nAsDJJxvPih/Cu2SJdrCc05ldFcATTtDp0MvCL56dOznfbK9eXGTu/fcz77shojdHyrb9Vmws+5DhAj2AaOZM7ujVVzOzLxht7dpxfEe+7TPh5vEQXXopB/tlElhntRL9+c8Z3dNdl1+euPo7bAv57rvsfjAffsjn5nKx7cfr5Rw28auuf/2VqH17tqVF93///Vl1n7GNZfduorIyoqqqtHYT422GGBEs5dkIloICXvJfXc3RtLlYsBduWg9TPlsmxmmnkwuFrV6d2Q1dv572DRumfW1MCFAjIi589sgjRH/9K9G8edoeq7vu0g6AdLmI9u7NuOu0BUtVFQv4ggL2UhYWsiHbICJYMsSIYAlm+4AVFhL98gtXw/v73+s/ND7XLZOIXpuNW2Eh72+zEfXsSfR//5d5pOzWrUStWlEwPp+N1Up09tmcIa++GDBA+7ybNSP68suMD5u2YLniikQB5/EYzniYM6+QoigDFEX5IrvJWOMm67jNAwc4WOy77zjpMpEZw8oKU0bQvHlsFvx0sNvZZtG6NdcQ3rAB+PFHrrOUqa3p0UeB8nJY4m04DgcXvU9R59tUOnfWPo+aGs6BWx+Ul/PizPjMhJWVXCUiSzIWLIqi3AbgOQCpK2AJyXnlFS6OrueyrE8OOwxkJDO+Hg4HRxJv386RptOmGa8N5PVGtp07l1NPzpjBXiQj1R3r6rj64aOPAoccwh6oQYOARYv4eFoGcper/ldyT5yYeE0cDg5ByEU0sBZ79uh7G7duzfrw2WgsawCMyHoEjZxKs+Sq2XV7MmXVKliycY8uXgw88gh7WQIBDnHv2TO5pmGxAKWl7Bmx22NzztTUsObzj38k7/ell/ht36MHF3bbsIG9P/Pns/eoVSttV3ZNTeZ5czNl4EDOOxyuPuhycT2h+vQMdeigXRXTatX3cKVBxq8mVVVnKIpSmmyblfVd1c10ugFwItmE5yuciNPwab2MJnqKUo9L5wxBALbefTf2ORwomDEDbSdPhidUmznZWAlATefO2Pjss7CWl+OQYBAJ79HaWlS//z5+ueEGzWN4589HpwkTYNURzlRVhYqdO+FxOmO2CTocqOrTBxtqauq/AuGxxwJz56JgzRoEmjdHXfv2wK+/cssQv9+f1jNX/Kc/of199x28JkGrFeR2Y93YsajJ9nroGV+MNJ/PV+rz+b7R+u63Yrx9AyPybyBtCO0//+E8sueem57Hp6CAy5IQsYFVK6cvQHTiifo36ogjUvdzyCFEs2ZRTZs27H0rKOC1SVl4YRoaGbmbP/2UPW2lpVwS5aefDO8qqSlzyAr0xkWYme9h5I8TT+RCbPPmsS0k3SlddTWnkdy0iTOpDRkCfPFFrD3E4+FgMi2+/BJYvjx1P4oCnHkmVs+Zg8ObNeNpSEMsDlbfDBvGzWQk8jZLluOIfA8hv8yfz8XVTz01czvRzp3ApElcxvW//+U5vtvND77HA9x7L6d01OL221N70jwe9rwBbEPo1EmESo7JSmNRVXUdgDxUsW449MX3+R5CfgkGgYcfzv44lZWc3/fee4E5c3jdzrZtHPJeWKi/348/Jj9ut27A44+bYpAUjCNToSzpgM35HkLTweUCvv+eNYpDDuGWik6dgFWrEj93u3n1cjKhJOQMmQplyVsYme8h1A8WS/JSsGZQW8tu53S4997EdAseD0+tciFUDhxgLWnvXvOP3YQQwZIlm9Ep30PIPQUFnCM2l8v/nU4OEOvdO739Ro7ktJMlJXyMoiLgtts4x4qZEPGK9DZtgOOP5+sxfvxvMiWCEWQqlCX9kaQwdlOhutpY5KsebdpwCDkRG3gtFm5hZ7DVyknBX3wxs+Nfey1w9dWcXLywMDea1dSpHNEbnXLhlVeAZs24uFs++fZb4JtvUBQMsk2poCC/44FoLFlzCx7J9xAaDlardoRtRQUwfToweXJk7VAwGPHmuFycMLtFi+z6bt48d9O1f/2LDczRVFaywMnXMozaWvaWnXQScOutaP+Xv3CiclXNz3iiEMGSJX3xQ3o7mJnJrSFhswETJmi/LSsqOIv++edHNJdoKiuBf/87u/5//ZUz448fz6kgsy0PG49eKk6/X7vsbX3w1FPsQausBKqrYauoYNf9hRfmZzxRNNFfeQMm34sMc4HDwaU7jj5aW2MoKOC1OuXl+hrFvn2Z979sGXDooRyr8swzHGjXq1dW4fEJ9O+v/XlpqfFFlmbz9NOJWhQRl2HJJs2mCYhgEbLHbudAtaFDtadCNhtw2WX8sGvV/XG5OD1CplxxBdtXwlpKRQVH8oaD4lat4rd4hw4ovfBCYGYGkdKPPMKrr6M1To8ne00rG/QMxxaL8bpUuUIv1j/b9ltZKzQT5+V/nU5DaG430YMPcta0Vq04I1lxMf/77ruRi/ruu5xMKJwAyuMh8vm4VlEm7NoVm+IxurVuzeuXiooipV/DfT72WPp9LV9OdOGFRJ07cz3or79O/xirV3MKy19+SX/feP72N+1MdKWl9VI6VjLIZYgRwXI85uX/oW4orXdvov/9j3O6fvEFL3DTyqO6ciXRzTcTnXce0bRpRBUVmd+kffv0BUunTkSXXBIrVMKtqIjI70+vr88+I+rQIZLX9thjidavN7ZvZSXXmna7WeC6XJwPN7q2VLpUVBD163cwX3KgoID/n4nAywARLBliRLCUYk3+H+iG0mw2fmjc7rRyp2bN0KGJKT3dbqK77+ZVzVpjLSxkbcYoa9fGFqAPn2/XronJsrW46aZE7cLtJrrttgxPOkRtLa8OnziRtt5+u2lVFY0ggiVDjAiWXvgh/w90Q2weD2st9cHmzVzRsKiI+/V4WNj4/USDB2uPr6CAy8Qa5fbbtTWjoiIurUrEAubxx4kOPZSnYaNHs0YTDCYKpXBr3ty0y9CQKiFKgFyWrEeXfA8hP4TD5YnYWBpPZSUv/hsyJPdj6dAB+Okn4LPPODVlv37soQI4Anfx4ljvSdhY3Ly58T7WrdOv/bQ5tF7s+us5aC7c12uvAbNnc+pLPfe31rVrAohXKEv8yJOrMd/MnQt88gmvySnSKdq2fXv9jcdm49QN48ZFhArAnz35JCfL9ngQdDqBiy9mt3Q6DB2qXcq1thYYMIAjk6dPjxVggQCvLZo2jTPGaXHiiemNo5EggiVLmiGL+IuGRjjUPhXXXAMcdRSvmfn977VLrrrdHBDXEBgzhoXcypX4af58Xjqgle81GZddxuuDogMAPR5g1Cige3eOpdEKDvT7ORnVtGms5YXd7U4n54R5/PGMT6shI4IlSy7AjHwPITssFhYU8+Zx3tfx4xEMP3R2Oz8svXtzuL3PxyUjnn02sn9hIfDgg/yQhYWS280JqsePr59zqKhgDWTMGOCf/+R0CfHY7UCXLqA0CsjH4PHwmpyJE1mQ9O3Lix9feIG/Ly3VnirZbJy97qijeEp0002c3Pvmm3mVdK9emY2noaNnfMm2/VaMt7+gS/4NpZk2p5No+vTYk37lFQq43fyd3c4u5E2bUl+sr74iGjmSaMgQoocfJiovz8k9SWD7dqIuXbhEKcCel6IioqVLNTfPqYFz0KBEA6/Hw+71eqAhGW9FsCTBiGCpRSOtXGi1Ej31VOwJL16s7VLt3TsScDV3LtEJJ3DVvr59Y4Pf8sG4cdrlY484QnPznD58e/YQjRjBwqWggAXe889zDEs9IIKlkWBEsGRdYjVf7fXXE0/4iiu0g8lcLhYiJSWJ33s8RC+/rH0B6+qI3n6b6JpriO64I60M8JosWEB0ww1EEydyKdJgkMekdX5OJxc7j6NeHr5ff+UIXaeTtSevl+if/8x5tyJYGglGBEs5dOITGnq7/PLEEz755MyO1b59Ygh5TQ2XlQhFhZLDwQFhWgItGcEg0YoVHPYfL+zGjCHq2FF7TA6H5nSsXh6+a6/lc40XwK++mtNuG5JgEeNtlhSiMvVGDZEPPuDFeESRz4YPz2yl7s6difEY//d/bOw8cID/rq3lWI6rrgLKyoCxYzkp0ZAhwEcfaR/3ww85v0jv3hynEo3fz4bkoUMTx2y38+f5yHdbVQW8/HJi3IpJNZEbCyJYfqvs3s2rgqPr9Vx4IVBUhGC6yZI8nsS8s6+9ph38ZbFwTMfLL3Nt5rlzud+nn47dbulSDmLbtEm/36oqdt8OHsz9e70sTA49lHOy5INk6R+2bct9/7Nnc/KnE0/klddG8tJs2MD7rV5t3jj0VJls229lKpT3KU22zeVir89DDx30qAQcDvYI9e+vbRiNV/Hvuy/x4sVPXcLNbte24xQXxy7IGzXKWEXFCRN4+6VLiV54gWjOnKRrd3I+XQgEiNq2TRynxUJ0zjk57XrHDTdEvGPhe3PkkdoLQYl4unrJJXzfmzXj6dvppxteFCo2lgz5TQiWoiKie+/VXsvSqRMbXuPtBWEBUVREdM89iQ/yhg2RtAhGW2Eh0apVkWP065d6H4eDPVl6BIMsNHfuPPhRvdghXnst9nrabHx+P/6Yuz63baOA1lomr5cFrhZ33514b10u9rQZQGwsgj51dVzSVEtl3rePc9FeeilHqnq9nDz63/9mtX73buDuuxPTbX72GQeGpUNtLdC6deTvE07QTgoVze2362d2W7iQA/q6d+faQ4MGJZ9WmcnFF7MNa9gwtiONGsXrlXr2TL5fZSXw7rvAW28Be/ak1+f8+SCt61VRAbz3nvY+U6cm3ne/n5cmZJvpUE/iZNtEY2kkzWLRn+4UFxN98AFfjP37idasScwfEgxy0qJffol4hmbO1D+m1ZoYROZ0cm6SaNavZ/Vca9rUti0H5OmxZUvEGxWtNXTtSmUrVujv8+ijrIF9/bW5iZK2byd66y3O51JXp73Np5/ymMPJsdxuohdfNN7H559TXfQ0KPq8r7tOex8tTTR8jwzkiZGpUIYYESyNNo7FSHO7ifbu1b9A33/PthS3m5vPR7RsGc/pCwr0j3n55bHf2+087Vq1itMOtG3LAq9LF6LDD088hstFdOml+uPSy6xWVETrn3sucfv33+dxuVzcr8fDxzeSZyUVkyfzccMCo107dp9Hs29frG0k+loZjf2pq6Oa8HWLPobHw/dJizPO0LZj9etnqEsRLBliRLCsQM/8CwAzmtV68GEMWq38g3zySf2Ls38/5xKJP06zZkR//Sv/q9WPx8OJieJtOhYLp7SM/1xLYwGS51O58krtfbxe2vy3v8VuW1nJD7zGtllHFc+Zoy0wOnWKFVovv5yoYYUF7p13Gu5u9QcfcF6asObj9SYu2Yhm5Uq+T2EN0uHgfRcuNNSf5GPJIftRnO8hmIPFwikH1q3DPpsNze+4Q3+pPwC8+aZ2wuYDB7iAV/yCPK+XH5c//IEXLWpll9cqsaE313c4eLGhVk6VIUPYThHv7g4GUdu2bcTe4fHwymO9WkgvvQScc452/0aYOlXb5b5vH7BoEXDccZG+tM4zEOAk4Qap6dqVXcbff8/7HXts8rikww7jhZCPP842qT59eJFlt26G+9RDBEuW9MPSfA/BHAIB4MgjgSlTsHXlSjQ//PDk22/ZkigcwseJT6Ngs3FsiaoCTzxhTnIji0W/zvPFFwN//zuwcWNEwLndgNeLzuHaR4EA8I9/sIFXj2xrQOkZYC2WWIFx2mnagsXjAc47L70+LRZeSW2Ujh25GJvJiFcoSwqgk1WsMXLVVcDAgSh5/HHgzjs58lVPYzjuOO3ER1oEApwyoLqaHyit/C3JsFoTH3KrFfj4Y+3t3W6O+r3pJk7f0KMHP0D79sEaHkNFBXDHHfpZ4bxeTsOQDSNHJgYOAuyJGzgw8ndpKQcqRqee8Ho50K0+MvClg9/PuWWGDUu+nd4cKdv2W7Gx+KGTIb4Rt4MGaaeTS0msXZt4cV58MdFAW1CgbRNJFegWtulcfHGijcXtZmOslg3C4yFatCj1jdy4UduYG7YrtGvH/3o8kTVNV1zB8SivvZZebtxo/H6iY46J2FnC5/n889rbz5vH64wuv5y9cWl6pnIeo1NVRXTUUQfvkRhvM8SYYEkzEKwxNrs9dvHghRdqbzduHNGpp+o/xMmOP3gw0bZtRE8/zcZNm409QldfrX88i4XTFKRi6VI2ZiYbg9vN6SAeeIDrI7ndbNQNu35fey2zH1F1NRtQzz+fr49Onhgz+PmTT4jefJONr7moK/TcczHGaBEsGWJEsOT9oa+v5nZzGoJvvtHXQDp1IjrxRPYW2Wz8hu7Rw1hoPsDawvLlHMNy5pmJJT309lm2LPmNrKrS1njim8tFtGSJdnxHeOmDmWzaxF6fkSPZzZ5p0bZAgOjKK7muUNgb1KcPx8+YyZlnxlwTESwZYkSwNOk4lvgH+N//JrrlFuP7tGqlX35Dr/XsyVMTPTezVmvZUrv4WDAYeXNPm6ZfgiPcmjUjGj9eW0NyucytlbRoEQu78HTS4+FiaFu3pn+sJ55IPDeHg2jYMPPGS0Q0dmzMfcmJu1lRFCuAqQD6AqgGcI2qqiYuj2wcGEg9HQNlsE/QDqy/DKhtDnScCXg38nEq2wEbLgcqugHe1UC35wB7FWCpAyzBzMYWtAM2rZLAtbXAbbclrbG8px+w7nKgqgNQ9BPQ9cVdKFy0KK3+LStXsvE1RUg5Aex6CAIHOvmx5fNzUNPRg5KSc9A2eDKsN00EZs0CAARPG4Yd9w3D3ncGI7D0e7T7cD/qUIn1Y/hadXsGaLU4dI4ej3ZN5HDaB7MYPTqSUgJgD1t1NZcref75pLsSEcrLv0UgUI7i4uNge+KJRA9dbS2vHN+9mysUmMH113OqCi1vYBzZuJvPA+BSVfV4RVGOA/AwgHOzOF4DJRNRoL9nXSGw+Wygy+uAVefZoaj/BwuA3ccA668AEAS2nQ70vgto+S1Q3gvYfgZvd6A7/7/dR4BvCkA2YMcgwN8B8K4BWi1iYZOKDZcBpS/rbOv3c4F1DXYMBlZNAoKhPNy7SoA9/YHjLvXD6dc+x/hrE3QB+3oSWi7V/uEG7EBNK2B/b2DtVYC/LWAJAESVgON/wK4g9u74BC1H18L5K8ESFhAfzUbzRbOhvgLQAGDngNgBLH8A6PCuFb4l/dgz9tRTicLF6QTOOgsAcODAMqxZcxv2718Ip7MNunSZhHbtxsBipMIBwOusQvll6tzA3r6AtQZoviwA67vvJhUsFRVl+OGHM1BXtxuAFUQB+Po60C50Ww50A6pLgKKfAaffxt4vswTLMccAjzzCsS4p1nFlI1gGAZgNAKqqfqMoytEptm+E7AdQBHSfDZz8V6DFOmBbX2B68r2iH5qglQUIWYCgE/jpFmDX8QA5+QFefylQpAKtvuX9tg0FNo4E2n4J2CqBXSfwAwoLACtrFD/8A7AeAIKFUR2F7uS2M4FyH1DTAgh6gIALsFUDBduB/tfxD1jr508A6jwsWOzlQKeZGtsRIbh0EQ70tKOorO7g9wRg9YSIUAFCYy0ANl4EHPIyYNcQLtEEbazprLgfOPR5J4qX1qBoTVTXFmD1TcDW4QCiftN0cK0jS8KW8yph28eayMGhBAH7AaBkHrDzd6EPo0/OAmw5N4i2t/4VzTr25jfzU09FNBSPhysZ9OmDiooyLF16AoJBjsWpqtqHn3++CdXVm1Baeifq6vZjy5ZnsGvXLDidHdCp081o1uy42JP95BMAwLZTgZ8mRsZqCQJ9/hVAM51rRBTAsmXDUFOzDdGvn1XjLNjfGtg9AKhpDVhqgaADaP8ZoXuHDubGlIwfz4tSv/km+XZ6c6RUzefzPefz+c6I+nuDz+ezh/9evHhxjC1CmjRpTavlKm1C6HV+EKuqqlqzc0EQfmNkI1jmAxgOACEby3JTRiQIQqMnGxvL2wBOURRlAXjGOjZ+AyLK4vD5x3KvhZW+eGPDPZH/fv45gCDQ+y+ApRr4cTLbNnQJK5IWjePWJ1rnpbddQxhvGjj2AYc+CbSey3/vPBFYcyN71dLHAn5MNBZcNhrsAFJPJhyOdjjmmB+xZs0t2LPnU9hsXnTufBuqqzdh/fr7wD8EY1hy9fAvWbKE+utl92okWO7VeZLuifz3szkhtY8gK6+EJogFXm8fVFWtRjAY660rKlqM/v37az4k8ihkSV34bS5XUmiSECoq0rdyyOOQJT8ZT5chCI0UQiR/brgAAAkDSURBVPv24+B0doDF4jS0hwiWLNmRIj5DEJoCxcUDcPzxG9Gv30IYMc2KYEkC3Z3a/jS4TT0MRGgUGH2bm4XVmjofjtXqQYcON6GkZASANCsnhLBYHCgpOQ8WixVFRUeifftrUvebUU/CQWyNxFMimIX227pTp0lo2fIMje+tcDoPQdit5nJ1g9PZPo3+tIVB9+5T0bLlKbBavbBYHLBa3QBsIeFmhcXihNXqRocO49Gjx2Po3XsGund/HHZ7q9D2xbDZiuKOaoXd3jruMxv69JkNmy0SVt2jx7/hdHZKOmrxChkgwTt0T+S/n39er0PRwIJ03IAR7AAKYbEEAVSByA6nswOKivpi9+4lAHaAiOd5VmszWCwWBALxqRatob7dsNsLUVe3B0AAgAsWixVAHez2lnC5OqO6eifY5RlATc2vsFgAl+swOBzFqK3dDputOWprfwUQRGFhP3i9fWC3u0EEVFdvQWXlT6ioWIpAwA+LxQWiAOz2QrjdPgSD+2G1umGzFaKmZg+czpaorf0VwWAlmjfnEPjy8oUoKOiMmhoFbvemg67UykoVW7Y8iWCwCq1bj4Lb3QM7d74BwILi4uMRDFbB4WiJVq2Gw2JxweFohkCgCps2PYY9ez6Dy1WKrl3vh8vVHkSE/fsXYufON1FdvRnFxcehbdvRcDpLEAj4AQRhs3lAFMSuXR9i5843QBREcfFgVFR8jwMHvofFYoPT2R5FRf1hsVhhtTrRqtW52Lv3S+zc+QYcjjbo2vU+uFydQ4sRF2Hv3i/hcLTB7t290avX0QgGa1BTsw0ORwlsttjYB6IgAoFy2GxFsFis2LNnLnbtmgW3+1C0bXsxbLZC7Nr1Afbs+R9crm7o0OEG2GzamtiSJUt0vUIiWDIgerFZY4/V0WLlypU4PFXO20aKnJt5JBMsMhUSBMF0RLAIgmA6IlgEQTAdESyCIJiOCBZBEExHBIsgCKYjgkUQBNMRwSIIgumIYBEEwXREsAiCYDoiWARBMB0RLIIgmI4IFkEQTEcEiyAIpiOCRRAE0xHBIgiC6YhgEQTBdESwCIJgOiJYBEEwHREsgiCYjggWQRBMRwSLIAimI4JFEATTEcEiCILpiGARBMF0RLAIgmA6IlgEQTAdESyCIJiOCBZBEEwnK8GiKMr5iqK8atZgBEFoGtgz3VFRlCkATgPwvXnDEQShKZCNxrIAwPVmDUQQhKZDSo1FUZSrAUyM+3isqqqvK4pyUrJ9V65cmcXQGgdN8Rz9fn+TPC9Azq2+SClYVFV9HsDzmRz88MMPz2S3RkVTPMeVK1c2yfMC5NzMZMmSJbrfiVdIEATTEcEiCILpZCVYVFX9QlXVi80aTDSbNm2CoihQFAULFy7M2T5CwyB832bOnJly25kzZx7cPhq5/w0H0VgEQTAdESyCIJiOCBZBEExHBIsgCKYjgkUQBNMRwSIIgumIYBEEwXQyXt0sCLlg0qRJmDRpUr6HIWSJCBahQVFaWoqWLVsm3Wb37t1Yt25d/QxIyAgRLEKDYvz48RgxYkTSbWbOnClaTQNHbCyCIJiOCBZBEExHBIsgCKYjgkUQBNNpFMbb8vJy7N69O+k2LVq0yGgfi8WS9fiEhofe/d+/f//Bz+X+545GIVhuvPHGlNt8++23Ge1TXFyc8biEhovc//wiUyFBEEzHQkQ5OfCSJUuof//+OTl2volWn3N1/fKJJJxunOQjmXb//v0155KisQiCYDoiWARBMB0RLIIgmI4IFkEQTEcEiyAIpiOCRRAE0xHBIgiC6YhgEQTBdESwCIJgOiJYBEEwHREsgiCYjggWQRBMRwSLIAimI4JFEATTEcEiCILpiGARBMF0RLAIgmA6GeW8VRSlGYBXABQDcAK4RVXVr80cmCAIjZdMNZZbAHymquoQAGMAPGnaiARBaPRkmqX/UQDVUcfwmzMcQRCaAikFi6IoVwOYGPfxWFVVv1UUpR14SvSHXAxOEITGScZZ+hVF6QPgvwD+pKrqR/HfL1myhDweT5bDa5j07Nnz4P/LysryOJLc4Pf74XK58j2MnCDnZh6VlZW6WfozNd72BPAmgFGqqi7T266pllmIpimeo5TIaJzko/yHHpnaWP4BwAVgiqIoALBPVdVzMzyWIAhNjIwEiwgRQRCSIQFygiCYjggWQRBMRwSLIAimI4JFEATTEcEiCILpiGARBMF0RLAIgmA6IlgEQTAdESyCIJiOCBZBEExHBIsgCKYjgkUQBNMRwSIIgumIYBEEwXREsAiCYDoiWARBMB0RLIIgmE7GybRTsWTJktwcWBCEBoNeMu2cCRZBEH67yFRIEATTEcEiCILpZFr+IyVNsXC8oihWAFMB9AWXmL1GVdXV+R2VOSiK4gDwAoBSAAUAJquq+l5eB2UyiqK0AbAEwCmqqq7K93jMRFGUSQDOAT9rU1VVfT6f48mlxtIUC8efB8ClqurxAO4A8HCex2MmowHsUlX1RACnA3giz+MxlZDgfBpAVb7HYjaKopwEYCCAEwAMAdA5rwNCbgXLo+AbCTSdwvGDAMwGAFVVvwFwdH6HYypvArgz9H8LgLo8jiUXPATgKQBb8j2QHHAagOUA3gbwPoBZ+R2OSVOh31Dh+GIA+6L+DiiKYldVtdE/hKqqHgAARVGKALwF4K/5HZF5KIoyBsBOVVU/Dk0ZmholAA4BcBaArgDeUxTlMFVV8+byNUWwhOZzCXO6uMLxX5rRV57ZD6Ao6m9rUxAqYRRF6Qx+601VVfXVfI/HRK4CQIqiDANwJIDpiqKco6rqtjyPyyx2AVilqmoNAFVRFD+A1gB25GtAuTTeGioc38iYD+BsAG8oinIcWP1sEiiK0hbAJwBuUlX1s3yPx0xUVR0c/r+iKF8AuK4JCRUAmAfg94qiPAKgPQAvWNjkjZwJFjTNwvFvAzhFUZQFYDvE2DyPx0z+DKAFgDsVRQnbWs5QVbXJGTubGqqqzlIUZTCARWC76Y2qqgbyOSaJvBUEwXQkQE4QBNMRwSIIgumIYBEEwXREsAiCYDoiWARBMB0RLIIgmI4IFkEQTEcEiyAIpvP/UFIZyvb24EcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"plt.scatter(yt, ylt, c=colors)\n",
"\n",
"x0,x1 = ax.get_xlim()\n",
"y0,y1 = ax.get_ylim()\n",
"ax.set_aspect(abs(x1-x0)/abs(y1-y0))\n",
"plt.axvline(0, c='k', alpha=1, linewidth=3)\n",
"plt.axhline(0, c='k', alpha=1, linewidth=3)\n",
"ax.set_xlim(-2, 7)\n",
"ax.set_ylim(-2.5, 2.5)\n",
"plt.text(3, 1.5, \"HH\", fontsize=25)\n",
"plt.text(3, -1.5, \"HL\", fontsize=25)\n",
"plt.text(-1.5, 1.5, \"LH\", fontsize=25)\n",
"plt.text(-1.5, -1.5, \"LL\", fontsize=25)\n",
"\n",
"plt.suptitle(\"Moran Scatterplot\", fontsize=14)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" \"\"\"Entry point for launching an IPython kernel.\n",
"/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" \n"
]
}
],
"source": [
"collision_join_unique['lm_p_sim'] = lm.p_sim\n",
"collision_join_unique['lm_q'] = lm.q"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cc.write(collision_join_unique, 'localmorans_result', overwrite=True)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c3904b748>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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