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@susanli2016
Created December 29, 2016 09:51
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Edmonton Crime Data Analysis
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Edmonton Crime Data Analysis and Visualization\n",
"\n",
"The original dataset was downloaded from [Open Data Edmonton Website](https://data.edmonton.ca/about). It contains monthly Edmonton Police Service reported criminal incident count data at the neighbourhood level from January 2009 to October 2016."
]
},
{
"cell_type": "code",
"execution_count": 560,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 561,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 562,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Count</th>\n",
" <th>Neighbourhood Description (Occurrence)</th>\n",
" <th>UCR Violation Type Group (Incident)</th>\n",
" <th>Incident Reported Year</th>\n",
" <th>Incident Reported Quarter</th>\n",
" <th>Incident Reported Month</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>ABBOTTSFIELD</td>\n",
" <td>Assault</td>\n",
" <td>2009</td>\n",
" <td>Q1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5</td>\n",
" <td>ABBOTTSFIELD</td>\n",
" <td>Assault</td>\n",
" <td>2009</td>\n",
" <td>Q1</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>ABBOTTSFIELD</td>\n",
" <td>Assault</td>\n",
" <td>2009</td>\n",
" <td>Q1</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2</td>\n",
" <td>ABBOTTSFIELD</td>\n",
" <td>Assault</td>\n",
" <td>2009</td>\n",
" <td>Q2</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6</td>\n",
" <td>ABBOTTSFIELD</td>\n",
" <td>Assault</td>\n",
" <td>2009</td>\n",
" <td>Q2</td>\n",
" <td>5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Count Neighbourhood Description (Occurrence) \\\n",
"0 3 ABBOTTSFIELD \n",
"1 5 ABBOTTSFIELD \n",
"2 2 ABBOTTSFIELD \n",
"3 2 ABBOTTSFIELD \n",
"4 6 ABBOTTSFIELD \n",
"\n",
" UCR Violation Type Group (Incident) Incident Reported Year \\\n",
"0 Assault 2009 \n",
"1 Assault 2009 \n",
"2 Assault 2009 \n",
"3 Assault 2009 \n",
"4 Assault 2009 \n",
"\n",
" Incident Reported Quarter Incident Reported Month \n",
"0 Q1 1 \n",
"1 Q1 2 \n",
"2 Q1 3 \n",
"3 Q2 4 \n",
"4 Q2 5 "
]
},
"execution_count": 562,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data=pd.read_csv(\"EPS_Neighbourhood_Criminal_Incidents.csv\")\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The data needs some cleaning and wrangling."
]
},
{
"cell_type": "code",
"execution_count": 563,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data.rename(columns={'Neighbourhood Description (Occurrence)':'Neighbourhood', 'UCR Violation Type Group (Incident)':'Incident',\n",
" 'Incident Reported Year':'Year', 'Incident Reported Quarter':'Quarter', 'Incident Reported Month':'Month'},\n",
" inplace=True)\n",
"data.drop(['Quarter'], axis=1, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 564,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 80479 entries, 0 to 80478\n",
"Data columns (total 5 columns):\n",
"Count 80479 non-null int64\n",
"Neighbourhood 80479 non-null object\n",
"Incident 80479 non-null object\n",
"Year 80479 non-null int64\n",
"Month 80479 non-null int64\n",
"dtypes: int64(3), object(2)\n",
"memory usage: 3.1+ MB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 565,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1b9a665db00>"
]
},
"execution_count": 565,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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D3EQs2HY5sSDcnu6+qjEqpX6fNxJ/H63E3+hxxDo3n++lvpIjQ7q767XydXnSGgMXEi9+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\nxkG/fikAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b9a4cb8828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.Incident.value_counts().plot(kind='bar')\n",
"plt.ylabel('Number of Incidents')\n",
"plt.title('Criminal Incidents from 2009 to 2016')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The most occuring crime - Theft from Vehicle"
]
},
{
"cell_type": "code",
"execution_count": 566,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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ydXZ2qqqqSuPHj7fmDodD7e3tOnz4cN9tEAAAAMBpGR0qvr6++v3vf6/nn39eMTExmjJl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\nqJy71yDvmQQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b9a66a4b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'):\n",
" g = sns.factorplot(\"Year\", data=data, aspect=2,\n",
" kind=\"count\", color='steelblue')\n",
" g.set_xticklabels(step=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Seems 2015 was one of the worst years for total number of crimes."
]
},
{
"cell_type": "code",
"execution_count": 567,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x1b9a68792b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('white'):\n",
" g = sns.factorplot(\"Year\", data=data, aspect=4.0, kind='count',\n",
" hue='Incident', order=range(2009, 2016))\n",
" g.set_ylabels('Number of Incidents')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Theft from vehicle has been the most occuring crime every year since 2009."
]
},
{
"cell_type": "code",
"execution_count": 568,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import calendar\n",
"data['Month']=data['Month'].apply(lambda x: calendar.month_name[x])"
]
},
{
"cell_type": "code",
"execution_count": 569,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = data[data.Neighbourhood != 'Not Entered']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's find the top 10 most crimed neighbourhoods in Edmonton, then plot them."
]
},
{
"cell_type": "code",
"execution_count": 570,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"neighbourhoodData = pd.DataFrame(data[\"Neighbourhood\"].value_counts())"
]
},
{
"cell_type": "code",
"execution_count": 571,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"topten=neighbourhoodData.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 572,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1b9ae4054a8>"
]
},
"execution_count": 572,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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bcQMwACykbLLQaA5wd/X1ndXj5vPXjuf5582bx8yZM8dst2zZMhZff8t4ulYN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\nvzBZMS4kh0y/IiK+yMbhGyUXB10ALCZ7beuehy2r7YPyoD6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favz7X8vkg5xuWb3vT0x9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\nSZIkSZIkSR0z6CZJkiRJkiR17P8DzonvJ1QO8VcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b9ae401c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,6))\n",
"ax1 = plt.subplot2grid((1,1),(0,0))\n",
"ax1.set_title('Top 10 Most Crimed Neighbourhoods')\n",
"sns.barplot(x=topten.index, y=\"Neighbourhood\", data=topten)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### and bottom 10."
]
},
{
"cell_type": "code",
"execution_count": 573,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"bottomten=neighbourhoodData.tail(10)"
]
},
{
"cell_type": "code",
"execution_count": 574,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.text.Text at 0x1b9af69f8d0>,\n",
" <matplotlib.text.Text at 0x1b9af693b00>,\n",
" <matplotlib.text.Text at 0x1b9b1c92630>,\n",
" <matplotlib.text.Text at 0x1b9b1c96160>,\n",
" <matplotlib.text.Text at 0x1b9b1c96c50>,\n",
" <matplotlib.text.Text at 0x1b9b1c99780>,\n",
" <matplotlib.text.Text at 0x1b9b1c9e2b0>,\n",
" <matplotlib.text.Text at 0x1b9b1c9eda0>,\n",
" <matplotlib.text.Text at 0x1b9b1ca08d0>,\n",
" <matplotlib.text.Text at 0x1b9b1ca5400>]"
]
},
"execution_count": 574,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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TknwoydMWO1FVXSfJS5PcOcm2JG9M8tTuvmSesW9Ncs8ku5KsG32/Z3e/c8L3\nAQAAAABjTRqgHZjkKvMcPyTJpUuc61+TXJDkqCQHJ3llkh8nOW6esZuTPDjJv8869v0lng8AAAAA\nFm3SAO1tSf6+qv4wwz3P9ssQgJ2c5J8WO0lVVZIjkxzS3f89OvaMJC/MnACtqg5McqMkZ8zufAMA\nAACAlTRpgPa4JG/K0Am2a3Rs3ejYnyxhnq1J7jYTns2a5+fmGVsZutu+seRqAQAAAGBCEwVo3f2D\nJMdU1S8kuWWGEO1z3b2kcKu7L0ryvpnHVbUuyR8lOX2e4ZuT/CDJa6vqTknOTvLM7n73JO8BAAAA\nABZjv0lfOAq7bjz6ukGSm1TV/sus54VJbpXk6fM8d/MkG5K8K8kxSd6Z5O1VdetlnhMAAAAAFjRR\nB1pVXTPJe5IckeSiDMsur5bk01V11+6+cII5T0ryx0nu391fmft8dz+7ql4y6lpLkjOr6ogkj07y\nmKWca/v27Ysat2PHjqVMy5Ts2LEj27ZtW5F52fNW6noCAADAci02I5r0HmgvSrIxya26+wtJUlX/\nK8lrk5yY5LFLmayq/jrJHyR5SHe/ZaFxs8KzGV9JcoulnCtJtmzZsuhxhyx1cpZty5YtOeCAA1Zk\n3vVTn5XdWanrCQAAAHvKpAHaPZPcdyY8S5Lu/nxVPS7DLpyLDtCq6pkZusge0N1vHjPulUku7e5H\nzDp8qyRfWOAlC9q0aVM2bNiw23E7d+7M9i99c6nTs0ybNm3K5s2bpz7vzp07s/XMqU/LbqzU9QQA\nAIDl2r59+6IarSYN0A7IsIPmXFszLOVclKranOT4JM9P8tGq+mnDV3efN3p8UXfvSPK2JG+oqg8m\n+WiShyQ5Ksmjllr8hg0bsnHjxt2OW79+fRbXyMc0rV+/flHXZ5J52fNW6noCAADAnjLpJgKfzvxd\nZscm+ewS5rnXqIbjk3xn9HXu6HtGP98/SUbdaceOxp6ZoQvumO7+1gT1AwAAAMCiTNqBdnySD1TV\n7ZJ8ZHTs6CT/K8ndFjtJd5+U5KQxz+835/EpSU5ZcrUAAAAAMKGJOtC6+2NJ7pBkS5JjMoRm30hy\n++7+wNSqAwAAAIBVNmkHWrr7k0keMMVaAAAAAGDNmThAq6p7JXlaklsm2Znky0leOG4nTQAAAAC4\noploCWdV3SfJmzPc7P9pSU5Icl6SN42CNQAAAADYK0zagfZnSZ7d3SfMOvbiqnpGkqcneduyKwMA\nAACANWBbGdZZAAAgAElEQVSiDrQkN0/yunmOvyHDkk4AAAAA2CtMGqB9J8lN5zl+syQXTl4OAAAA\nAKwtky7hfH2Sl1fVY5N8ZHTs6CR/k+Sfp1EYAAAAAKwFkwZoz8uwVPO0JLtGx9YleUeGTQUAAAAA\nYK8wUYDW3TuS/FZVbU7ySxnCsy9091enWRwAAAAArLZJO9BmfDfJxzMEaKmqGyRJd39rmfMCAAAA\nwJowUYBWVUdmuNfZDeY8tS7Dks79l1kXAAAAAKwJk3agvSzJOUmekOT70ysHAAAAANaWSQO0X0py\nRHd/eZrFAAAAAMBas9+ErzsnyYZpFgIAAAAAa9GkAdpzkrykqn6hqtZNsyAAAAAAWEsWvYSzqi7N\nsEHAjHVJvjJ67jJju9smAgAAAADsFZZyD7SH57IBGgAAAADs9RYdoHX3q2Z+rqqXJHlpd399JYoC\nAAAAgLVi0nug/X6Sn0yxDgAAAABYkyYN0N6Z5HFVddVpFgMAAAAAa81S7oE222FJHpDk8VV1fpLt\ns5/s7hsvtzAAAAAAWAsmDdA+MPoCAAAAgL3aRAFad58w7UIAAAAAYC2aKECrqoeOe767T52sHAAA\nAABYWyZdwvmqBY7vSPLtJAI0AAAAAPYKky7hvMzunVW1f5JfSPI3SV4xhboAAAAAYE3Yb/dDdq+7\nf9LdX0nyxCTPmcacAAAAALAWTCVAm+XSJNeZ8pwAAAAAsGqmuYnA1ZI8KsknllURAAAAAKwh09xE\nYGeSjyU5duJqAAAAAGCNmcomAgAAAACwt5q0Ay1JUlU3T3LLJJck+Up3/9dUqgIAAACANWLSe6Ct\nT/L6JL816/Cuqnp7kgd098XTKA4AAAAAVtukSzGfl+TIDAHaNZIcnOQ+SW6d5FlTqQwAAAAA1oBJ\nl3A+KMmju/sds469tap+kuRvkjx12ZUBAAAAwBowaQfaVZN8dZ7jneRak5cDAAAAAGvLpAHaF5Pc\nb57j988QogEAAADAXmHSJZzPzbBk81ZJPjI6dnSG+6A9aBqFAQAAAMBaMFEHWneflqED7YZJTkzy\n50lukOT+3f2m6ZUHAAAAAKtr0g60dPebk7x5irUAAAAAwJozcYBWVYcneUKSX0pycZIzk5zU3V+f\nUm0AAAAAsOomWsJZVfdNckaSGyf5QJJPJDk8yRer6s7TKw8AAAAAVtekHWjPTvK87n7G7INV9eIk\nL0pyxHILAwAAAIC1YKIOtAydZ6fOc/xvk9xi8nIAAAAAYG2ZNED7dJI7zXP8l5N8aeJqAAAAAGCN\nWfQSzqp66KyH/5HkpVVVST6S5CcZlm0+McPyTgAAAADYKyzlHmivmufYk0Zfs52U4T5oi1JV10ny\n0iR3TrItyRuTPLW7L5ln7OEZloneMskXkzy2uz+z2HMBAAAAwFItOkDr7kmXe+7Ovya5IMlRSQ5O\n8sokP05y3OxBVbUxyWlJXpPk95I8NslpVXXj7t6+QrUBAAAAsI+bdBfOqRgtAT0yySHd/d+jY89I\n8sLMCdCSPDDJtu6eOf74qvqNJPfL/BsaAAAAAMCyTRSgVdVNk/xDktsk2TD3+e7ef5FTbU1yt5nw\nbGRdkp+bZ+xtk3x4zrGPJLldBGgAAAAArJBJO9BekeSQJMcn+f6kJ+/ui5K8b+ZxVa1L8kdJTp9n\n+GEZ7ns223lJfnHS8wMAAADA7kwaoP1yktt396enWUyGpZu3ytDZNtfGJBfPOXZxkoOWepLt2xd3\ny7QdO3YsdWqmYMeOHdm2bduKzMuet1LX85JLLslXv/rVqc/LeDe/+c1z4IEHTn1e13N1rNT1TFzT\n1eJvdO/ieu5dVvLfXAAmt9iMaNIA7YIkU00jquqkJH+c5P7d/ZV5huzI5cOygzLs3LkkW7ZsWfS4\nQ5Y6Ocu2ZcuWHHDAASsy7/qpz8rurNT1POuss/Lpj7w4h157yRk6E9p6/sU54qgn5GY3u9nU5z7r\nrLPytjP+Mtc41PXcU76/9eLc6zZPXJHrmQzX9K8++46sP+yaKzI/l7fj3O/l8YffY8X+Rl/y6U9k\n/aH+y2hP2bH1vPzfI267Ytfz5M98LRsOvd7U52Z+27d+O3906y0r9m8uACtv0gDtr5M8r6oe0t0/\nWm4RVfXXSf4gyUO6+y0LDDsnyaFzjh2a5Nylnm/Tpk3ZsOFyt267nJ07d2b7l7651OlZpk2bNmXz\n5s1Tn3fnzp3ZeubUp2U3VvJ6nnPWQbnh9TZOfW4WtpLX8xrfPijXuoHruSet1PVMhmu6fus1s/GG\n116R+ZnfSv6Nrj9nS658w+tPfW4WtpLXc8N3duQqN7zp1OdmYSv5by4Ak9u+ffuiGq0WHaBV1TeT\n7Jp1aFOSC6rqvCQ/mT22u2+8hHmfmeTRSR7Q3W8eM/TjufzOnEclee5izzVjw4YN2bhx9/8jbf36\n9VlcIx/TtH79+kVdn0nmZc9zPfcurufeZaWu58zc7Hn+RvcurufeZSX/zQVg5S2lA+3VuWyAtmxV\ntTnDRgTPT/LRqvrpuoDuPm/0+KLu3pHkX5KcWFUvzrCJwWMy3BftjdOsCQAAAABmW3SA1t3PWoHz\n3yvJfhlCtONHx9ZlCOr2z7A88/eTnNrdP6yqeyT5uwwda19Icvfu1iQGAAAAwIqZ6B5oVfWMBZ7a\nleSSJN9O8q7u/t64ebr7pCQnjXl+vzmPz0hyxNKqBQAAAIDJTbqJwB1HX5ck6dGxmyXZkOTsJNdM\nsqOq7tzdX1p2lQAAAACwSvbb/ZB5fTLJh5Ns6u7Du/vwJDdM8r4kr0pycJLTMqa7DAAAAACuCCYN\n0B6R5PHdff7Mge6+IMMumcd2984kL8ywSyYAAAAAXGFNGqAdMPqaa32GZZxJcvEy5gcAAACANWHS\ngOs9Sf6mqm46c6CqfiHJS5O8t6r2T/LYDDtlAgAAAMAV1qSbCPxRhnucdVV9P0MQ93NJPpHkD5Pc\nLcljkvzmNIoEAAAAgNUyUYDW3f9dVb+c5E5JDk/y4ySf7+4PJUlVfTzJdbv7omkVCgAAAACrYdIO\ntHT3riQfGH3Nfe6C5RQFAAAAAGvFogO0qvpJksO6+/yqujTJroXGdvf+0ygOAAAAAFbbUjrQHp7k\nolk/LxigAQAAAMDeYtEBWne/etbPr1qRagAAAABgjZn4HmhVdfckT05y8yS3S/KwJF/r7tdOqTYA\nAAAAWHX7TfKiqrprkjcn+VaSayTZP8kBSV5VVQ+dXnkAAAAAsLomCtCSnJDkKd39+0l+nCTd/fQk\nT8vQlQYAAAAAe4VJA7RbJnn7PMfflOQmk5cDAAAAAGvLpAHaRUmuM8/xX0zyvcnLAQAAAIC1ZdIA\n7XVJ/qqq/r8ku5JcparuluTkJP88reIAAAAAYLVNugvn8Umun+Rzo8efTbIuyTuSPH0KdQEAAADA\nmjBRgNbdO5M8uKqekeRWGTrZvtjdX55mcQAAAACw2ibtQEuSdPfXknxtSrUAAAAAwJqz6ACtqr6Z\n4X5nu7Oru+3ECQAAAMBeYSkdaK/O+ADtd5LcJMmW5RQEAAAAAGvJogO07n7WfMer6vpJ/iFDePZ3\nSZ48lcoAAAAAYA1Y1j3QquoRSV6U5MIkv97dp0+lKgAAAABYIyYK0Krquhm6zo4ZfX9Sd/9wmoUB\nAAAAwFqw5ACtqh6W5MVJLkpyt+5+79SrAgAAAIA1Yim7cF4nyd8nuVuSU5I8obv/Z6UKAwAAAIC1\nYCkdaF9KcrUk30iyf5KXVtW8A7v74csvDQAAAABW31ICtM8n2TX6+UYrUAsAAAAArDmLDtC6+04r\nWAcAAAAArEn7LXZgVd17qZNX1X2W+hoAAAAAWEuWsoTz96vq/yZ5QZLTu/vH8w2qqv2T3DvJE5N8\nL8m/LbtKAAAAAFglS1nC+dtV9aAkJye5RlW9L8mZSc7PsKnAtZLcOsntk1yU5ITuPnX6JQMAAADA\nnrOUDrR09xuq6p+T/J8MXWYPS3JokkuTnJvkE0keneRtC3WoAQAAAMAVyZICtCTp7kuTvGn0BQAA\nAAB7tSUHaLNV1SFJDkyybvbx7v7WcuYFAAAAgLViogCtqn4lyauS3GTOU+uS7MpwTzQAAAAAuMKb\ntAPtpRnuefYnGTYMAAAAAIC90qQB2i8lOby7vzLNYgAAAABgrdlvwtedneQq0ywEAAAAANaiSQO0\n5yZ5SVXdsqoOmGZBAAAAALCWTLqE8/gkN0jyuSSpqss82d02EQAAAABgrzBpgPbcqVYBAAAAAGvU\nRAFad7962oUAAAAAwFo0aQdaqupeSW6ZZGa55rokByX539191ynUBgAAAACrbqIArar+PMmfJjkv\nybWTnJPkkNF8b5hadQAAAACwyibtQHtIksd390ur6uwkRyf5nyRvSfKNSYupqoOSnJHkD7v7PxYY\n89Yk90yyK0PX264k9+zud056XgAAAABYyH4Tvu6QJG8b/fyFJEd29/eSPC3JAyeZcBSevSHJLXYz\ndHOSByc5LMmho+/vm+ScAAAAALA7k3agfT/JVUY/fy3JLyb5lyTfSnLdpU5WVZuTvH4R4w5McqMk\nZ3T3+Us9DwAAAAAs1aQdaB9IclJVXTfJJ5Lcr6p+Psl9k3x3gvnumOT9SW6XYVnmQirJpVnGMlEA\nAAAAWIpJO9CenGEJ5/2TvCzJkzJsKJAkT1zqZN398pmfq2rc0M1JfpDktVV1pyRnJ3lmd797qecE\nAAAAgMWYKEDr7rOTHF5V67v7kqq6fZJjkny7uz811Qov6+ZJNiR5V5ITk9wnydur6rbd/ZnFTrJ9\n+/ZFjduxY8ckNbJMO3bsyLZt21ZkXvY813Pv4nruXVbqes7MzZ7nb3Tv4nruXVby31wAJrfYjGjS\nDrQZR866f1kn+a9lzjdWdz+7ql7S3ReNDp1ZVUckeXSSxyx2ni1btix63CFLrpLl2rJlSw444IAV\nmXf91Gdld1byerLnuZ57l5W6njNzs+f5G927uJ57l5X8NxeAlTdRgFZVV03y3iS3TbIrwy6Yf57k\nJlV11+7+zvRKvKxZ4dmMr2T3O3dexqZNm7Jhw4bdjtu5c2e2f+mbS5maKdi0aVM2b9489Xl37tyZ\nrWdOfVp2YyWv5zlnTX1admMlr+d/fnvq07IbK3U9k+GaZutHV2RuFraSf6M5Z8vU52W8Fb2e3/nq\n1OdlvJX8NxeAyW3fvn1R/+fSpB1oJ2YIzm6S5AujY3+aoRPthUkeMuG8Y1XVK5Nc2t2PmHX4VrNq\nWJQNGzZk48aNux23fv36LK6Rj2lav379oq7PJPOy57meexfXc++yUtdzZm72PH+jexfXc++ykv/m\nArDyJg3Q7pnkQd39zZmb/nf3V6vqD5O8ZVrFJUlVHZLkou7ekWHjgjdU1QeTfDRDUHdUkkdN85wA\nAAAAMGO/CV93rSRb5zn+/SRXmbycJENn22znZtjtM9395iTHJjk+yZkZgrxjuvtbyzwnAAAAAMxr\n0g60TyW5X5KTRo9nQq8/SrLo3TDn0937z3m835zHpyQ5ZTnnAAAAAIDFmjRAe2qS91XVbZMckOT4\nqrpFklsnOWZaxQEAAADAaptoCWd3fzTJ7ZL8T5KvjX4+O8kduvuDU6sOAAAAAFbZpB1o6e4vJHno\nFGsBAAAAgDVnogCtqg5K8sgkv5TkoLnPd/fDl1kXAAAAAKwJk3agvTrJbyX5XJLt0ysHAAAAANaW\nSQO0uyd5UHe/eZrFAAAAAMBaM9EmAkkuTNLTLAQAAAAA1qJJA7TnJfnLqrrxNIsBAAAAgLVm0iWc\nZyY5MclZVXW5J7t7/+UUBQAAAABrxaQB2j8m+a8kr0nyo+mVAwAAAABry6QB2o2S/H/dfdY0iwEA\nAACAtWbSe6B9KsnNplkIAAAAAKxFk3agvSbJK6vqH5N8PcnO2U9296nLLQwAAAAA1oJJA7S/G31/\nyjzP7UoiQAMAAABgrzBRgNbdky79BAAAAIArFEEYAAAAAIwhQAMAAACAMQRoAAAAADCGAA0AAAAA\nxhCgAQAAAMAYAjQAAAAAGEOABgAAAABjCNAAAAAAYAwBGgAAAACMIUADAAAAgDEEaAAAAAAwhgAN\nAAAAAMYQoAEAAADAGAI0AAAAABhDgAYAAAAAYwjQAAAAAGAMARoAAAAAjCFAAwAAAIAxBGgAAAAA\nMIYADQAAAADGEKABAAAAwBgCNAAAAP5/9u487ra5bPz45+BwjtCgTEWn8UolTcg8RKiHSulBRTQh\nqUd5mqhImpAo1K/Q8GhEplKKY1YpzVwJx5h5zBkczv3747vuzj63++x73Hvttc/n/Xrtl7O/e511\nrtdrWXuvda3v97okSW2YQJMkSZIkSZLaMIEmSZIkSZIktWECTZIkSZIkSWrDBJokSZIkSZLUhgk0\nSZIkSZIkqQ0TaJIkSZIkSVIbJtAkSZIkSZKkNkygSZIkSZIkSW2YQJMkSZIkSZLaWKbuAFpFxHLA\nlcD7MvOixWzzMuB4YB3gr8A+mfmH7kUpSZIkSZKkJUnPzECrkmffB17YZpvlgXOAC4GXA5cD50TE\n9K4EKUmSJEmSpCVOTyTQImJt4ArgWSNsugswOzM/ksUHgYeAnTsdoyRJkiRJkpZMPZFAAzYHfg1s\nCExps90GwCVDxi6t/p4kSZIkSZI06XqiBlpmnjD454hot+nqlLpnre4AXtSBsCRJkiRJkqTeSKCN\nwfLAvCFj84DlxrKTOXPmjGq7uXPnjmW3miRz585l9uzZHdmvus/j2V88nv2lU8dzcN/qPs/R/uLx\n7C+dOp6PPPII11xzzaTvV+294AUvYNlll+3Ivj2m9ejUMfV41mMsx3O0OaKmJdDm8vhk2XLAmH6J\nZs2aNertVh3LjjUpZs2axdSpUzuy32mTvleNpJPHU93n8ewvnTqeg/tW93mO9hePZ3/p1PG89tpr\nueCqh3jq6s+Z9H1reHf/6zq2fNksnve853Vk/9deey03X/xv1lrFY9otN915HbM27cwxvfbaa3no\nVzfxnJXXmvR9a3jX3XMTs7ae/OPZtATarcBqQ8ZWA/41lp3MmDGD6dNHbtw5f/585vzthrHsWpNg\nxowZrL322pO+3/nz53P7XyZ9txpBJ4/nrddO+m41gk4ez4tvmfTdagSdOp5Qjim3X9aRfWvxOnmO\ncuusSd+v2uvo8bzN2RDd1snj+dTbZ7PGM61q000zZizf0d/QKTmH5z/dY9pNz5wxvWPn6OyV4UWr\ndybhquEtP4bv3Dlz5ozq4VLTEmhXAB8ZMrYxcNhYdjJ9+nSWX375EbebNm0ao5vIp8k0bdq0UR2f\n8exX3efx7C8ez/7SqeM5uG91n+dof/F49pfOHs/OLMfX4nX+N9Q70W7r5DnqGdp9nTiePZ9Ai4hV\ngQcycy7wE+BzEfFl4BvA3pS6aD+qMURJkiRJkiT1saXqDmAYA0Pe/wt4C0BmPgT8F7AZcCWwPrB9\nZpqelyRJkiRJUkf03Ay0zFx6yPulhry/EnhFV4OSJEmSJEnSEqsXZ6BJkiRJkiRJPcMEmiRJkiRJ\nktSGCTRJkiRJkiSpDRNokiRJkiRJUhsm0CRJkiRJkqQ2TKBJkiRJkiRJbZhAkyRJkiRJktowgSZJ\nkiRJkiS1YQJNkiRJkiRJasMEmiRJkiRJktSGCTRJkiRJkiSpDRNokiRJkiRJUhsm0CRJkiRJkqQ2\nTKBJkiRJkiRJbZhAkyRJkiRJktowgSZJkiRJkiS1YQJNkiRJkiRJasMEmiRJkiRJktSGCTRJkiRJ\nkiSpDRNokiRJkiRJUhsm0CRJkiRJkqQ2TKBJkiRJkiRJbZhAkyRJkiRJktowgSZJkiRJkiS1YQJN\nkiRJkiRJasMEmiRJkiRJktSGCTRJkiRJkiSpDRNokiRJkiRJUhsm0CRJkiRJkqQ2TKBJkiRJkiRJ\nbZhAkyRJkiRJktowgSZJkiRJkiS1YQJNkiRJkiRJasMEmiRJkiRJktSGCTRJkiRJkiSpDRNokiRJ\nkiRJUhsm0CRJkiRJkqQ2TKBJkiRJkiRJbZhAkyRJkiRJktowgSZJkiRJkiS1YQJNkiRJkiRJasME\nmiRJkiRJktSGCTRJkiRJkiSpDRNokiRJkiRJUhsm0CRJkiRJkqQ2TKBJkiRJkiRJbSxTdwAAEbEc\ncBywEzAbODIzj1rMtmcAOwADwJTqvztk5s+6FK4kSZIkSZKWID2RQAOOAF4ObAHMAL4TEbMy87Rh\ntl0b2A04v2Xsvk4HKEmSJEmSpCVT7Qm0iFgeeCewbWb+CfhTRHwR2A84bci2ywLPAq7MzDu7Hqwk\nSZIkSZKWOL1QA21dSiLv8paxS4ANhtk2gAXA9V2IS5IkSZIkSeqJBNrqwN2Z+WjL2B3AtIhYeci2\nawMPAt+LiNsi4jcRsV23ApUkSZIkSdKSpxcSaMsD84aMDb5fbsj4C4DpwM+BbYGfAWdFxMs7GqEk\nSZIkSZKWWLXXQAPm8vhE2eD72a2DmXloRHwlMx+ohv4SEa8A3gPsPdp/cM6cOaMLbO7c0e5Sk2ju\n3LnMnj175A3HsV91n8ezv3g8+0unjufgvtV9nqP9xePZXzye/cXf0P7jOdpfxnI8R5sj6oUE2q3A\nUyNiqcxcUI2tBszJzPuHbtySPBt0NfDCsfyDs2bNGvV2q45lx5oUs2bNYurUqR3Z77RJ36tG0snj\nqe7zePaXTh3PwX2r+zxH+4vHs7909niuMun7VXud/g2d4p1o13XyHPUM7b5OHM9eSKD9EZgPvAq4\nrBrbFPjd0A0j4iRgQWa+s2X4pcCfx/IPzpgxg+nTp4+43fz585nztxvGsmtNghkzZrD22mtP+n7n\nz5/P7X+Z9N1qBJ08nrdeO+m71Qg6eTwvvmXSd6sRdOp4Qjmm3H7ZyBtqUnXyHOXWWZO+X7XX0eN5\n2zWTvl+118nj+ZfbOzMTSovX6d/QG3N0M2I0eTp5js6+atak71ftjeV4zpkzZ1QPl2pPoGXmnIj4\nDnBCROwFPAP4ELAHQESsCjyQmXOBM4HvR8RMSrLtrcDGwLvH8m9Onz6d5ZdffsTtpk2bhl9b3Tdt\n2rRRHZ/x7Ffd5/HsLx7P/tKp4zm4b3Wf52h/8Xj2l84eTxNo3db531DvRLutk+eoZ2j3deJ49kIT\nAYADgN8D5wPHAgdn5hnVZ/8C3gKQmacD+wIHAX8BdgC2zcybuh6xJEmSJEmSlgi1z0CDMgsN2LN6\nDf1sqSHvTwRO7FJokiRJkiRJWsL1ygw0SZIkSZIkqSeZQJMkSZIkSZLaMIEmSZIkSZIktWECTZIk\nSZIkSWrDBJokSZIkSZLUhgk0SZIkSZIkqQ0TaJIkSZIkSVIbJtAkSZIkSZKkNkygSZIkSZIkSW2Y\nQJMkSZIkSZLaMIEmSZIkSZIktWECTZIkSZIkSWrDBJokSZIkSZLUhgk0SZIkSZIkqQ0TaJIkSZIk\nSVIbJtAkSZIkSZKkNkygSZIkSZIkSW2YQJMkSZIkSZLaMIEmSZIkSZIktWECTZIkSZIkSWrDBJok\nSZIkSZLUhgk0SZIkSZIkqQ0TaJIkSZIkSVIbJtAkSZIkSZKkNkygSZIkSZIkSW2YQJMkSZIkSZLa\nMIEmSZIkSZIktWECTZIkSZIkSWrDBJokSZIkSZLUhgk0SZIkSZIkqQ0TaJIkSZIkSVIbJtAkSZIk\nSZKkNkygSZIkSZIkSW2YQJMkSZIkSZLaMIEmSZIkSZIktWECTZIkSZIkSWrDBJokSZIkSZLUhgk0\nSZIkSZIkqQ0TaJIkSZIkSVIbJtAkSZIkSZKkNkygSZIkSZIkSW2YQJMkSZIkSZLaMIEmSZIkSZIk\ntWECTZIkSZIkSWrDBJokSZIkSZLUhgk0SZIkSZIkqY1l6g4AICKWA44DdgJmA0dm5lGL2fZlwPHA\nOsBfgX0y8w/dilWSJEmSJElLll6ZgXYE8HJgC2Bf4FMRsdPQjSJieeAc4MJq+8uBcyJievdClSRJ\nkiRJ0pKk9gRalRR7J7B/Zv4pM88AvgjsN8zmuwCzM/MjWXwQeAjYuXsRS5IkSZIkaUlSewINWJey\nlPTylrFLgA2G2XaD6rNWlwIbdiY0SZIkSZIkLel6IYG2OnB3Zj7aMnYHMC0iVh5m29uGjN0BPKOD\n8UmSJEmSJGkJ1gsJtOWBeUPGBt8vN8pth24nSZIkSZIkTYpe6MI5l8cnwAbfzx7ltkO3W5xpAPff\nfz9z5swZObC5c7ltwXyWevj+Ue5eE3XbgvlMnzuXe+65Z9L3PXfuXO4aWJmps823dstdA9NYrYPH\nc96jq3DPg8tO+r41vHmPrsDcDh7PqfNWYcG9Hs9umTqvc8cTyjF92pxlWPbuR0feWJPiCXOW6eg5\n+tR581nuHq+JumX6vPkdPZ4rz3uQ5e65ZdL3reEtN+/Bjh7PgTm3MfvuXpgbsWQYmHMbc+cu39Hf\n0Hsfu40bH/KYdsu9j93G3LnTO3aO3jblPpaac9Ok71vDu23KfSw/hu/cefP+M09rWrvtpgwMDEww\ntImJiA0pXTWnZeaCamwL4OzMXGHItl8HpmbmXi1jJwNzMnOfkf6t3//+97sB/zd50UuSJEmSJKkP\nvPUVr3jFKYv7sBdmoP0RmA+8CrisGtsU+N0w214BfGTI2MbAYaP8t34BvBWYRZnNJkmSJEmSpCXX\nNGAGJWe0WLXPQAOIiOMpibC9KA0BTgb2yMwzImJV4IHMnBsRKwLXAt8HvgHsDbwZeG5mjrwmU5Ik\nSZIkSRqjXllUfQDwe+B84Fjg4Mw8o/rsX8BbADLzIeC/gM2AK4H1ge1NnkmSJEmSJKlTemIGmiRJ\nkiRJktSremUGmiRJkiRJktSTTKBJkiRJkiRJbZhAkyRJkiRJktowgSZJkiRJkiS1YQJNkiRJkiRJ\nasMEmiR1QETsFhHL1h2HJElNExG7R8Rydcch6fEiYq2ImFJ3HJocEbH0KLd7eqdjaYJl6g5AnRMR\ny2HuxAkAACAASURBVAAvz8zf1h2LJiYi1gDeDuyRmS+sOx6NyneBXwF31h2IJkd14fDfwImZeX91\nc3cYsDVwF3BkZv6izhg1MRGxGrAxcFdmXlR3PBqdiNhptNtm5mmdjEWT5iTgXPwN7QsRsRHwm8x8\nrM02ywP7ZeYXuxeZxukGYHU8P/vFGRHxpsyct7gNIuKdwBHAk7sXVm8ygdZQEfEI8PTMvKtl7Bjg\nkMy8pxpaGbgcGFVWWb0lIqYBOwF7AFsBA8AZtQalsfDJXB+JiJcCMymJsp8A91Nu8HYGjq7enxIR\nb8/Mn9UVp0YnIqYCRwJ7AS/LzGsj4rXAj6tNHo2Iq4HtMvP+uuLUqP0EWADcW71f3PfvAGACrRn8\nDe0vFzMk4RIRVwE7ZOYt1dCKwOcAE2i9z/Ozv7wcODcidsjMf7d+UD08/n/Adiy8RlqimUBrrmV4\n/JfXOyg3cve0jPkF1zARsSklafZmYCXKBf9RwFGZ+a86Y9OYDdQdgCbNYcCPgPdm5kBEzAB2AU7I\nzAMBIuJ24CDABFrv+yjwRuA9wM3VcutvUZ6qbwo8DJxCOe771RWkRu04YEdgDiVB9tPM/E29IWkS\n+BvaP4a7H3kuYKmL5vL87B8bAb8Ezo+IbTPzPoCI2IvysPEhYMfMPLvGGHuGCbT+MtyPk19uDRAR\nzwJ2pyTOZgBXA8cCpwO/AU4yedZIt0bEiBtlpheQvW9jYJPMHPxOfR3l+/X7LdtcAhzT7cA0Lm8D\n9s3MswAiYntgVeATLReOXwF+iAm0npeZ+wH7RcQrgTcAJ0bEEymztk8DZrZbOqaedfsof0NdaSF1\n3+nViqi2MnOrbgSj8cvMWRGxMeUB8MXVcs1DKCVKjgM+PnRm2pLMBJrUG64D/km5+T47M/85+MFo\nLh7Vs3YD7qs7CE2KZSmzWwZtDTwIXNYytgwwv5tBadyeCfyp5f3WlIRo6+zBm4CndDMoTUxmXglc\nCRwUEc+jJNMOBZ4fET8HTs/M0+uMUWPyZhYuy5XUWy4HTKr0icy8KyK2oEzeuAxIyoPjK2oNrAeZ\nQJN6w3coF/ofAzaJiDOBswZnQqiRBoCLMtMCq/3hj5RahNdHxMrAa4DThsxq2Y1FkzLqXXdR6vHc\nVL1/LfDHzLy9ZZt1AGf+NlRmXgt8KSJOBvYEPgG8FevCNsUAcKm/oVLP+pLnZ3/JzIererDfBrbE\nBOmwTKA11wCwWtVps9WqETG3+vMqXY5J45SZ76g6+r2OUlfpeOCbEXEpZWnuSnXGp3Gx/mB/+Qxw\nakS8Bngp5Tv4cICIeBFl+fUHKU0F1PtOBT4fEfsD2wABvH/ww4hYhXJ8z6onPE1ERLyAUhNtR2AD\nSmL7SGzE0yT+hvafnSLiwZb3SwM7RsRgEuaJNcQkLfEi4uNDhq6mPDS+sCpn8ejgB5l5eDdj60Um\n0JprCnDVMGOXsrDu2RSsgdYYVevg04DTIuIJlALXuwCPARdFxLnANzPzzBrD1Oh9Fp/c9I3MPDci\ntqTMYLmVci5eXX28F6U70dsz0xv0ZjiIMvP3j5TfyRMz82vwnwvJg4G/A5+sLUKNWkQsBWzCwqTZ\nM4ELKTUKd83Mm2sMT+NzCP6G9pPbKLNAW90DfGiY7dT7LgRGrH+mxth+mLHBckLbtIz95+HxkmzK\nwID5lSaKiOeMdtvMvK6TsaizIuIplDogu1LWok+tOSSNQdUg4pbMnN8ytjlwa2utO0ndFxErAQOZ\n+VDL2OaU2mdnZeaji/3L6hkRcTewAnARZZbZz4AHhts2M62p1WARsRqlqctdmXlR3fFIWlRV5uLB\n1uteqZ+YQOtzEbGZFxj9IyJWtxtnc0TEUZRlYVtn5oUt42dSlusekZkfqSs+jV5EbDTabTPzspG3\nkjRZImLBkKHhLm6nUJKl1kBrgKpEyVGUGb4vy8xrq9o8P642eZSyzGi7zLy/pjClJVZEvBF4N/Du\nzLw1Ip5LOT9fAswDvgp8pKV7uXpcRKwNPFrVEB362YuAYzLz1d2PrLe4hLPBImIXyjK/R4EfZ+ZP\nWz57OqXex85YMLfnRcT5wE6tF4ERsStwZmY+XL1fBbiR0g1QPS4i3g+8nXIOLpLEzswdqwuPb0XE\n9Zn59Tpi1JhcMsLnrReIfuf2uIi4gOGTLPOB+yklEk60QHJjrFN3AJp0H6Nc474HuDkilgW+BdwA\nbAo8DJwCHAbsV1eQGp2IuJbRlZUZyEzbz/e46h70O8BJwGDt7R8Ca1Ka8jwAfAO4Eziijhg1elXi\n7FRKPVgi4k/ADlVidAXK9+z7KPehSzwTaA0VEQdRWrPPpGT5fxgR78/Mb0TEfsDnKF9o+9QXpcZg\nCx6fGPs68Bvg+ur9FDxnm+S9wH6tie1WmXl6RDyVcuFvAq33tVs6vR1wLPAkHl/jRb1p5mLGl6Ic\nxzcAB0bEppn5965FpXHJzL/VHYMm3duAfTPzLICI2B5YFfjEYIfyqrj1DzGB1gSfb/PZdOAAYAbl\nule973+AD2bmcQARsT7wMsr5+Ytq7OOUyRwm0HrfscAcSufNRyg5hmOqfMPPKI0JDwW+WFuEPcSb\n8ebaCzgwM48EiIidgc9WtdE+RMn6/+ciQ400XAcqp0E3x7MY+ULwfODLXYhFE5SZjw0di4g1gKOB\nNwHfo3wnO2OpATLzkJG2iYivAl8Aduh8RJqIiDhmtNtm5v6djEWT5pmU7qmDtqZcA/2sZewmSr1C\n9bjM/NZw49Wy3K9SOnDuDfy/bsalcXsxcG7L+20p52drI6W/Us5j9b5XAq8dLEESEe8ArgXWBf4B\nbJmZs2qLrseYQGuupwOnt7w/jdJt6m2U/8kvriUqSYPupExln9VmmzUAC1o3TNXx7wOULnE3A1u1\n1rhT3/gW8Ku6g9CorF53AJp0d1GO603V+9cCf8zM21u2WQewLmwDRcQzgGMoXXO/S3kAdXe9UWkM\n5gHTWt6/BrhpyIztNSglEdT7VgL+03QwM2+LiCnAzMx8V31h9SYTaM01lZb23pn5WETMAfY2eSb1\nhJ8Cn4qI7YfrRBQRSwOfBM7remQat4jYEDgBeA6lJsQRdmrsW/dhzclGyMyd645Bk+5U4PMRsT+w\nDaU2z/sHP6zqwh4OnFVPeBqP6trnAMr1zyxgi8wcqcaoes/5lDJB74+IDYCNePxSzQMZuX6sesfQ\nVU6PURq5aAgTaP3HOiDNNMDjv7iGG1NzHAr8DvhttbzoSkpR1ScDr6DUbHkqZTm2elxEPIVS++Ed\nwNmU4qo3tf1LarptgWvqDkIji4g/A5tbtqKvHEQpUv5HyrXQiZn5NfhPbaWDgb9TEjFqgIjYBDiO\nUuvsEODLw5VHUCN8BLggInYDVqR0xD0c/lNW6KOUUiYb1xahJsPckTdZ8phAay4TLv1lCnBlRLRe\nSDwBuDAiBme3eL42SGbeFxGvAr5EKc45vfpoCvAQ8CPgk5np8pNm+Acl+XkjZXnuQRHDNwrLzPd0\nMS6NQ0RstpiPlqLU4tmQMttlz64FpYl4Me0bfahhMvPfwE4RsRKlM+NDLR9fCuwGnOUM4GaIiJMp\nnclnAe+mlD/YYLjf0cE6TOpdmXldlIO3NbAA+FVmzqs+fiJl5tnOmXn94vahnvPBiPh3y/upwL4R\nsUipmcw8vLth9Z4pAwPmW5ooIhYAQy8alhlmjMx0CUqPi4g9RrttZn67k7Fo8kXENOB5lO5+9wD/\n8KK/WSLie4zyAUVmvr3D4WiCqt/Q4TxKqdnyZ+DYzDxjMduph1THczWbeCx5ImKNzLyt7jjUXpvv\n3KEGMnPpjgYjaRERcQmju8YdyMzFPYBcYjijpbm2qTsATZ7RJsUiYuVOx6LJl5lzgb/UHYcmZJ8h\nMyDUYJm5VN0xaNLtExEjnqOZaU2XBoiI64H1MvOelrGPAidk5v3V+1UpM5lMuPQ+Z4j2kYg4EfhA\n63VRRGwMXDk4E626Z7k8M59fU5gapczcZDTbRYS5I0ygNVZm/rruGDS5IuLZwOsoMyDOaa2vVHVC\n2ZdSV8skWgNExHmMfsbSazocjibu3oi4CrgQmAlcnJkP1huSJioiXkLpJvaPzHRKfrO9gWFm4Q8x\ngEWRm2IGj0+MfZxS/qC1s9+UbgWk8bPWWd/Zg1LnrPWhxc+BlwKDyzaXoTRcUsNFxCspx3wX4Gk1\nh1M7E2gNFRHfAA6oakQMjm0AXJWZj1TvV6bc5L2wpjA1ShHxRuAHwPzqdUREbJeZF0fEesD/A14C\nfK/GMDU2V9QdgCbVNsCrKLWxdgeeUhUuv7B6XWQB8+aoarecCTy3GromInbNzD/XGJYmZluXcPa9\n4ZJlJr4bwIeKfWe4c9Fkdh+JiNUpdQv3AF5AaYRmGSFMoDXZOykdilqL/Z3H4zP/w1e5Vq/5NPBD\nynFdQJlpdkREHAV8F/grsImFVZsjMw+uOwZNnsycSZl5BkBEPAfYgJJQ+wTwg4hIYGZmfrCOGDUm\nhwG3UpKhjwGfAU4EXllnUBo3kyhSb/OhotTjqprNb6QkzV5NaawEpevq1zJzTl2x9RITaM1l5r+/\nPBfYNTPnA0TEZylfVsdTWrV/KTNHW4BVPSQi1gYezcxrh/nsRcAxmfnq7kemiag6UN1M6cp5E6Wz\n2GuBZwAm0HrfNsBGmfl3gIh4F3BTRKzk0txG8vpH6m2fdhmn1JsiYlPKA8W3ANMoD4z3A86g1Jn8\nmcmzhUygSb1hOnD34JvMnB0Rc4FPZuZX6wtL41Ulzk6lmgUaEX8CdsjMWyNiBcoMmPdREjBqgKp4\n6quArYAtqz8/DFxEWcb5WUr3RvW+FSkdcQGozst5wFMAE2jNs2JmPtxug4h4KrBbZh7TpZg0MQM8\nfmbhcGNqhtsj4kfAKZl5ad3BaMIWdy56fjbThcA/gf2B01sfJJaKF2plAk3qXQPAuXUHoXE7FphD\nSbQ8QlmWe0xEHAT8DFilGvtibRFq1CLil8BGlGN6CfBTykyzP1t8vpGm8PgL/cdYuFxBDbK45FmV\n9N6Bshxl+2rYBFozTKEkXYaO/bNlbLjzWL3pw8DOwPkR8S9K3d//y0w7lDfTFOD0iHikZWw6cEpE\nDM5UWrb7YWmcDgf+m1Jze5+IOBP46eAsfS3KBFpzmfnvL4s7nk53b65XAq8drFsXEe8ArgXWBf4B\nbJmZs2qLTmO1NXAbpU7W+ZTW7PPqDUkT4OyWPjakY9hTgFsode6+WWdcGpMt6w5Akyczvw18OyKe\nCOxESab9T0T8AziFMjPNGfnNccgwYxcOM3ZepwPRxGXmQcBBEbE+sCuwL/CZiLiOkix9NmAyrTJl\nYMBrxSaKiAWUZUOtmf8tKUU6WzP/m2bm0Dbg6jHV8byMRY/nZsDvWHg8AcjMrboYmsapOqarZ+Yd\nLWOzKReJ76ovMo1HRDyD8h07+FoV+A2lTsRMSkLtkcX9ffWW6vy8mUUfUjyT0ljg0dZtM/PZXQxN\n4zSkY9jawJ2U+i17Aev6JL1ZImJHSnfj++uORZ0REU9mYTJtS+BKyqy042oNTCOKiCd5bvaviJgC\nbE5Jpu1EeRD1J+Cbnp/OQGuyzw4z9pthxi7udCCaFKN9kqNmGW6J2FF1BKKJycxbKB1xvwsQEc8C\ntqBc9O8FPC0irgAuyMzP1BWnRm3PugPQ5ImIX1BqE/4TOAfYG7gkMwciYq9ag9N4/QBYNiL+Qrke\nmklJqN1ba1SaNJl5H/At4FsRsTnwZUr5iyX+Br0B7qlq+7aem/fVG5ImS1WaZCYwMyLeB7yGkkw7\nHM9PE2hNlZkH1x2DJk9mDpdAe5xqaq2abW7dAWjiMvMG4IaqNtp6lA6cu1JmjppA63HVciL1j80p\nnXB/TJmdf7m1CRtvJeBllGYtr6I8fForIv7Oojftd9UWoSYkIjYG3gS8EXgyZcbox2sNSqO1OeW8\n3JCSUFk1Iv5GOTcvBC7MzLvb/H31oIh4CWU1VA7+hmbmo5TazT+LiGl1xtcrXMLZUBGx22i3zcxT\nOhmLOisins7CZSnPd0luM1RLxD4P/Ltl+JPAV4FFnqBn5uFdDE3jVNVuWa96rV/9dxXgKkpjgYso\ns17uWexO1BMi4pOj3TYzD+1kLJq4iFiJssxkV8pMtIcpF/xnUGaNrpuZV9cXoSZDRKxCuWHfoHqt\nD9yYmS+uNTCNSkQsTZm1vRPwBuBJlGZZpwBnZ6YPGBsqIp5JOScHz8+XAtcDMzNzvzpj08iidGY5\nE3huNXQ1pWu1neWH4Qy05voesIBS1BpKgb/hDFB+mNQgETGdcoGxB+ViYwrlIuPDdcalMbkM2HTI\n2O8oFxatBihTotXDIiKB51CezP2Wsjz+OOCyxXUAVE/7NOU39CrgIdr/hppA63GZ+SBwMnByRDwN\neAulgcAplGP7pYj4GnCuM9OaqbouegnlxvwVlDp3syk3eupxEXESpSPuE4ELgE8Ap1bnrhouM2+M\niDuBOyj1J28DtgPeDJhA632HUWrA7k4pN/MZStOsV9YZVK9yBlpDRcQRwOuBqcDpwE8pU9k9oA0W\nEZtRkmZvBlYA/gq8iNKx0Xp2Uk0i4qOUpNnvbBbQfBGxN2UGxIaUmYM/Bc5wyUl/iYg1KbPS/puy\nHPCWzFyr3qg0GhGxLOX83BJ4NWW22f2U83UmZWbL32oLUGMSEZcB3wd+1NpcSc1VnaMbUWb9bkmZ\nlT94jl6I52hjRMT9wEaDzXaq1U83AU82yf14JtAaLiJeTLkJeCOwJnAWcBpwnjd5zRERhwBvA9ai\nNIM4AzgtM6+LiPnYQaxxqtbsr7LgcX+JiKnANpSbuZWBeygzC39R1YlQg0TEisDrKL+h2wB/oTyU\nOj0zb6wzNo1eRKyRmbeNsE0Au4y25qjqVXWtfoiq1hnejPe1iFiDqlxJZr6w7njUXkScT6mB9iDl\n4eJMPEcbKyIeA9ZoTW5X38EvzMxZtQXWo1zC2XCZ+VfKLKXDImItyqy0A4DvRsSvKDcB368zRo3K\nwZTuYe+kzIJ4oOZ4NHHPxe/YvlLNEP02JdF9HXAfsAbl/L05InbPzItqDFFjlJkPUbr9/aB6mr41\n5Xf0wIi4g/IbalOI3ndzRKyemXcuboPMTIbveK3edDPwTODpwOrA6hFxnXWy+kdVkHywXMlWlCXz\nZ9QalEZrC8oyzW9TluRemplzao1IEzGFcv61egxYqoZYep43d30kM28Cjo2I0ylPcT5K6W5jAq33\nbUWp13IU8M2IuJQyC8ILCakHVLN9zwG+Axw65CndGpQGEedExAbOFm2mzHwkIs6lNP74N/Auyu+o\nCbTet7gadmqozIyIWJ2yNGxL4ATgGRHxO8pslwsoNShNqDVMRGzKwnIlK1Fu3I8CjsrMf9UZm0Zt\nDRaem8cDa7acmzMpCTXPzeYY4PEJtOHGhEs4+0ZEvBTYsXqtS1kGeCZlNlPWGZtGLyKWAbal1Gt5\nPaUOGsDngGPaPV1Xb1lMF85h2YWz90XEj4AHMvPdbbb5KvC0zPzv7kWmiYqIFSjFjncEtq+Gz6H8\nhv7CJhG9r/q+XTUz76o7FnVOVdNuS2BzSkOeZ1PqUm5ea2AaUUQ8i1KgfA9gBqX5w2mUh8W/wVIl\njVadm1uw8Pxcg1Le4oLM/FSNoWkUqt/QmymzzgY9k9JYYJHyJJn57C6G1pOcgdZQVR2eLVmYNHsq\n8CvKU4CzTLQ0U1VD6RzKTJZplI5Fu1CW5R4YEedk5k51xqgx2QqYP8I2duFshs0oye12TgB+3YVY\nNEER8QwW/n5uTrlIPJMyI+KSzHyszV9Xb/pxRIxY+zUzX9ONYNQRK1BmG86hFCt/lIUPGtXbrqOU\nKjkGODsz/zn4QSlPqCbLzJsp5YMuojQT2JZy/7IhYAKt9+1ZdwBNYgKtue4GlqMUVv0C8Etg8Cn5\nMtWSIgBGKqyr3lRNff4x5aZgRUqdiF3qjUpjtKPJ7L6xIqVYbjsPA9O6EIsm7kZKcvsi4MOU5gGD\nNm69obOuXWP8gYXXQWq4Ksm9fvVaD3gF5br3SkrR8s9SlonZIa4ZvkNpevYxYJOIOJPywP++esPS\neEXEU1h4fg7+90nA74FLKPcsl9YWoEYtM79ddwxNYgKtuVas/rt19RpuLe5gQcCluxWUOqMqdP3t\n6qVmcH18f/krZXnfcW222Z5FEzHqXVOAwaYBW7fZzt/Q5vi8Dyz6yk2UEghXUOqdHQpckZnzao1K\n45KZ74iI5Shdj3ehrJgZrPk7hVILTQ0REddRluLOoZyjF1Pq2F1hMwH1OxNozfW8ugOQ1JZFrfvL\nMcDXIuKvw81IiojXUpbiOg2+ATLTzlJSb1sfuMrl1P2jSn6eBpwWEU8A3khJpj0GXFQ1cflmZp5Z\nY5ganeMpSbPfV+VnpCWGTQT6XETsnpnfqTsOaUkTEUt74d9fIuIwyvKTyynFce8DVgNeTlledEhm\nHlZfhJosVRmEtwO7Z+aL6o5H7UXExcAOmXl/3bFIGptqKeCbgV2BTTJzas0hSdJimUBrqIhYGjiQ\n8vTmUUqtrK9k5kD1+cuBrwIbZKbLT6QaRMTTKR1VT8zM+6vlC4dRlozdBRyZmb+oM0aNTUSsD+wF\nvBJ4CnAvpYPYNzPzqjpj08RUjVt2onSJ24qyfPOMzNy51sA0IRHxRODfPtCQel9EvD0zv1t3HJK0\nOC7hbK4jgb2BU4B5wKeB5SPi88AXgQ9Qut1sX1eAGruIWBW4e/BCPyJeRrmRuws4NTMtkNwQEfFS\nYCbl2P2E0jHsJGBn4Ojq/SnVxeLP6opTY5OZvwV+W3ccmjwRsSklafZmSh2eAUotl6My8191xqbR\ni4gdgHcDe2fmbRHxbOCHlBmicyLiGOATgw8aJXVXRLyNlgf/mfmTls/WpHzv7gSYQJO6LCLWoiyp\n/kb10H8a8DkWfeh/Tp0x9goTaM31ZspF4skAEfFj4GRgbcqP0ycoF/+uS2+AiFiBkgx9HfAi4JqI\neAfwTeBWYDbw6YjYLDNvqS1QjcVhwI+A92bmQETMoPwwnZCZBwJExO3AQYAJtIaIiHUo37EvZGFn\nzr8Ap2XmNXXGptGLiGcBu1MSZzOAq4FjgdMpMwpPMnnWHBGxM/B/lBvvR6rhHwLPBnYEHgBOoNwE\nfLmOGNUZERGZmXXHofYi4lPAJ4FfUx78fy8inpqZJ0TEBynXTA9TkuCSuqhauXYB8C/g+5SH/N+m\nXO8eSfkN/XZE7JmZZ9UWaI8wgdZcqwDnD77JzPMjYjXKsqKXZea1tUWm8TgEeBawKZBVcdWvUG7k\ntsjM+RFxPPB54G31hakx2JhSy2NwtsPrKDNbvt+yzSWU4vTqcRGxDKUD57uAGykJlwcoM5b2Bg6N\niBOA9zvDpRGuo8zSPgY4OzP/OfhBRNQWlMbtQ8ABmflVgIh4JaUu4UGDT8wj4mOUGfom0Bqimh36\nBsqMpVOrGcCDn61AWX2xHzCtlgA1Fu8APpSZRwNExJuAz0fEc4EPUn5fD87MB+oLUaMVEZuNdtvh\nGi+p5xwGnJKZ+wBUM7h3Bo7LzI9VY3cCHwdMoNUdgMZtGWDukLF5wL4mzxrpTcCemXkZQERsS5nd\ncmxmzq+2ORk4u57wNA7LUtp7D9qaMlvpspaxZYD5qAk+Drwe2C4zfzn0w4h4DfAd4BpK/Un1tu9Q\nbsw/BmwSEWcCZ2XmffWGpXFah0Vn8m5HVcOuZeyvlNmGaoCI2JuSVPkn5fr2QxHxlsw8LSLeUH32\nZEpSVL1vDRY9H08HfkCpE7tpZl5eS1Qar5nDjA3w+A70A4C1uHvfRsCHW96/lnLsftAydgllpv4S\nzwRa/7mx7gA0LqtRZkQM2prS1ru1wPztwBO6GZQm5I+U+nXXR8TKwGsoy/xaC1nvBvypjuA0ZrsD\n+w+XPAPIzF9GxP8C/4MJtJ6Xme+omnq8jrK0+njgmxFxKeUGYKU649OYzQOWa3m/DXBLZv6tZWw1\nykMMNcP/AF/KzI8ARMS+wCER8UzKkqKzgQ9k5g01xqjRm0pZoglAZi6IiLmUcjQmzxomM5caOhYR\nDwHrZub1NYSkiZnKohNztqassmh96L8sC0skLNFMoDXXALBatayo1arVD9J/ZOZt3QtL43QrpVbL\nTRExhXJTd8WQ2RAbATfVEZzG5TPAqdXMpJdSztnDASLiRZTaSx+kTJFW71uTsqS6nYvw6VxjZOY8\n4DTgtGrZ/BspybTHgIsi4lxKd9UzawxTo3MB8F7gg9XyzU0oSZZWH6Y8QVczrEWpAzvom5Ql1x8H\nds3MH9YSlSbb1XUHIImrKA+evh4RT6M89P9JZi5o2eat+NAfMIHWZFMo/7MPHbuUcqM++N6ps83w\nXeArEXEwZdbSmsBHBz+MiHUpnVDsTNQQmXluRGxJ+cG5lXIjPnihuBdlidHbM/OMxe1DPWUqpZlH\nO3OAFboQiyZZ1eH4e5TC1k+hNOrZFTiVcuzV2z4KzIyIXYEnAf9g4QOLNwH/CwSlNqWaYTnKDAgA\nMvORiJhDmXVm8qx5Blh4f9JuTFL3HQL8tCoh9BLKg8TB39B1gD2B91MeNC7xTKA11/PqDkCT6jDK\nkqGTgAXAJzPz+wARcQRwAGW5wmdri1BjVhU8/u0w4x+iFL1Wc3ihv+SYnZnfAL4REavXHYxGlpnX\nRsTzKU/NFwC/yMzB2fgrA1cCb7NGbF8YaSawetMU4PYhTVqmAP8c2rglM33wL3VRZp5XNYbYjVJS\n6FstneV3B15NmflrLW5gysCA9wNSL6sy/8tk5tAZh+phEbHGaLd1mXXvi4gFlCWa7eo/LEsphuzF\nfwNExIaUAuTvbrlQJCJOBZ5O6aj6u7rik5ZkEfEYsFpm3tUy9iClxpJ1zxomIjYf7baZeWEnY1Fn\nVDXQXuL5qX7nDLSGiohfAju3tnuOiJ2BczJzdvV+FWBWZi5fU5gapYg4jVLD5cLM/HPrZ5n5nkqi\n6wAAIABJREFUl3qi0gTdwsgzllxm3Ryjnf15cUej0KSIiFcB5wPn8PiluV+mFDC/MCI2zczfdzs+\njU1E7DbabTPzlE7GokkzBbiySqQNegLlvHy0dcPMfHZXI9OYmRTrLxFxAY+/xp0OnFIttf6PzNyq\na4FpQiJifeBPVY1YIuL1lIYCdwInZeYtdcbXK0ygNdfWLNpxCuBblGLlg91PpgDTuhmUxu1eSgHk\noyPifspN+IXV66rMdKpo87jMuo9k5sF1x6BJdShwXLWcehGZeQlwSUR8g7K8fvtuB6cx+8IotxsA\nTKA1w551ByBpsWYOM2aStKEiYlXgXEr9sxcCGREfpzRE+w2lHuUHImKzzPx7fZH2BhNo/WXKMGMm\nXhogM98FEBErAa+qXtsABwFLRcQlVAk1lxQ1Q2ZeV3cMmjzVDJefZOZil3BGxIrAFzJz3+5FpnF6\nJaUgbjtfA37dhVg0QZm5Zt0xaHJl5rfrjkHSYp0E3DKkS6Oa67PAQ8BamXlrRDwZOBg4NzNfBxAR\nh1Ia2r2+vjB7gwk0qYdk5oPAL6sXABGxBfBu4NOU6dEu92uQiNiB0rXmhcCKwIPAX4EfZeZ5dcam\nMfku8CvKNHYAIuJe4BUt9T6Wp8wkNYHW+xYw8jXQPIZ/MCWpwyJiaeBjwE6U2pM/BY7MzPm1BiYJ\n4AZgdVquidRorwV2ysxbW94vC3y9ZZvTGfnB4xLBBJrUYyLi2cCW1WtjSjHrPwHHM/yUafWgiHgC\n5cdmK+AS4A+UKdArUaZI/zwifg68ebDWgHracImUqYsZV++7HHgL8Kk22+wGWIOyASLiH6PdNjOf\n38lYNGk+SalF+H/Ao8D/As+hPFBUw0TES4bW+F3Mdh/MzKO7EZMmxGuf/vIUoLWh2auB+Sw6C/8B\nynXvEs8EWnMN8PjlmcONqQEiYncWJs2eDvyRkizbD7i4mpmmZjkMeBawTmZePfTDiHgBcDZwYLWt\npO75HPDriJgLHJOZDw9+UCW/9wc+Aryhpvg0Ns8ClqIkRs8E7qk3HE2CtwO7ZuY5ABHxE8qDp30y\n89H2f1U9aGZEvDYzrxjuw4h4LnAysCFgAq0ZvOfsH9cBLwZuioipwOuAma3XRpTSQpanwQRak00B\nrhimO9H5ETE4vd3j2xwnA7cCRwAnZuZD9YajSfBm4L3DJc8AMvOaiPgwcDgm0KSuyszLIuJtlOUJ\nn46IayhPV58MPB+4H9gzM39eY5gavacB/0VJeH4cuIoyA/inmXlTnYFp3NakzNwedDFl9sNqlC7X\napazgfMi4g2ZuUhtyYj4H0qx8juA7eoITuNyekQsti7sILtwNsLXgeMj4khgM8pv6pcBqoTa9pQ6\naYfXFmEPMcHSXE5h7y+fALagfDl9OCIuBC6gZP/N9jfTqpRaZ+38AXhmF2KRNERmnhoRvwR2pCyr\nfhJl5tLvKYVzH27399U7MvN+4HvA9yJiOeA1lGTaJyLiZkoy7XS7hzXK0sB/HhJn5oJqxuiy9YWk\n8crM3SPiCODsiNg1M39azTo7idI462jgk5k5p9ZANRaXA/+uOwhNXGYeExEAe1BqxO6Rmb+oPv4K\nJe9wAs4OBWDKwICzL6VeUWX5N6Ak07akTGW/m7KccyYloXZ9TeFpDCJiAbBaZi62wGrVNvq2zLQx\nRI+rjufnWfRi8ZPAV4F7q/crAB/xeEq9ISKWotQSfQPwTuD2zHxBvVFpNIb7DY2Ih4B1vQ5qrmrm\n/WeB71DqTF4DvDsz/9D2L6qnjOYaV/0hIp4BzMvMu+qOpVc4A63hImIdhu/w95PMzDpj09hV3aUu\nqV6HRcSylCTaWylPAJbHLpxNYU3C/nIZsOmQsd9REt5Dt5NUs2om2jaUGYb/VQ1fVV9EGocPR0Tr\nQ4tlgf2rDsj/kZmHdjcsjVdmHhERdwDfBC4Fts7MBTWHJS3RImIt4ObMfNx9S2beUm2zHPCmzDyl\n2/H1GhNoDRURywDHAe8CbgSuZmGHv/cCh0TECcD7hzsZ1LsiYk1g/ZbXy4E5wLmUGiBqhuHqFA7l\nd3BDZOYmdccgqb2IeBqwA/B6YGvKktwzKctSZlYPqdQMFwHrDRm7DFh3yNgAYAKtQTLzuxFxJ/Bj\nykzuT9cbkcbhQmDE+mdqjBuA1YHWGb/nAO/KzH9VQ08CvguYQKs7AI3bxykXiNtl5i+HfhgRr6FM\nj76GssRIPSwiDqIky9YDVgFuolw8/h+lEP0/agxP42OdwiVMRLwYOCAz96o7FmlJEhEfpcw0W48y\nC/8M4BCXhTVXZm5RdwyaPBFxA8PPyv9kROzJovXunt21wDQumbnlaLaLiL0y88ROx6MJmzLM2GbA\n9G4H0gQm0Jprd2D/4ZJnAJn5y4j4X+B/MIHWBLtQZpf9ALhocLqsmiszv1V3DOq6p1NmuphA63ER\nsT9wQWb+pe5YNCkOp8yGmAnMAtYA9q6KIi8iM9/TzcA0MVWh+RtbZw9GxFbArZYqaZRDsKxF36hW\nQn2UUkboUcpswiMHVz1FxHqU+89XAibQ1FdMoDXXmsBvRtjmIuDYLsSiCcrMFw/+OSKmVBeMK1OW\nn1xvfQhJmlTvB46OiPsoDy9mUpak/NGyB410CgtvzqfVGYgmR0RModR+3Rd4NeX8HLQ/sENEHA18\n2HO292XmyXXHoEl1FGWlxXeBeZSVUdMj4nDgSGA/yiqobWqLUOoQE2jNNRWYPcI2cyhd4dQAEbE8\n8ClgT0rybArlhuCeiDgJ+LTtvSVp4jLzeRHxVEqTlldRlv8dCjwWEZewMKH2Bx9g9L7MfFvdMWjS\n7Q/8N/CGzGxNnpGZb4iIHYCTgX8Cx3c/PI1FRJwIfCAzH2oZ2xi4MjPnVe9XBi7PzOfXFKZG702U\nEjPfAYiIUynJtLUpdSj/F/hKZrarAyw1kgm05rLDXx+pkmcXAU8DPk/pwnkfZRnKesABwFYRsZlJ\nNEmauMy8GzirehERSwHrUDqrbkEpbP0YpXCupO56D7BfZp493IeZeVZVquQDmEBrgj0oS/4eahn7\nOfBS4Prq/TLAc7ocl8bnaZQHTQBk5syIWJXS5GPdzLx+cX9RPWvDalb+oKWA9SPiGdX7p9QQU08y\ngdZcU4AfR0S7DijLdisYTdhHKefjOpn5YMv4tcCFEfF14ALgI9itSOq6iDiPkR9aPLUbsWjyRcRz\ngC2BjYGNgBnAn2m5QZDUVTOA346wzQXAMZ0PRZNguCLlw42pGZYB5g4Zmwe8z+RZY50+zNjQjptO\n3sEEWpN9dpTbXdzRKDRZdqFMbX9wuA8z86GI+BjwNUygNUJEfIPSkfHfLWMbAFdl5iPV+5WBizPz\nhTWFqdG7YpTbndPRKDQpImItSsJsS2ArSvv2P1ISZgdQzsthv48ldcUdlCTajW22eQalVqyk3nBT\n3QFo7DJzqbpjaBITaA2VmQfXHYMm1ZrA30bY5hpKlz81wzuBg4B/t4ydx+OXKzy+TZx60c+B32bm\no3UHokkxC7iV8nR1H0yYNVpErJyZJlL6y+nApyPiNa0dOAdVXQA/Bfyi65FJAnhGRAxt2rJGRCxy\nnZSZJtXUV0ygNVREbDTabTPzsk7GoklxB/B82j+5CeC27oSjSeByhf5yMWWW0p11B6JJcR5lqeZb\nKQ8mVo+I81160ljXRMSBdvrrK58Bfgf8PiKOBa4EHgCeDLyC0uVvJWD32iLUWCyudrNLwprrd0Pe\nT6HUcx5oeT8ALN3NoDR2EXEBozsXBzLz1Z2Op9eZQGuuS0b4vPUk8Iur9/0Y+FxEXJKZQ2sKDDYZ\nOBz4ftcjkwQmP/tKZm5bzWBZn7KMcxfgmIi4m9J98wJgpgm1xvgq8LWI2IPSGe4fdQekicnM+6uy\nB18AjgSeUH00hZJI+wGlO/kdNYWosZkCnD6kdvN04JSIGGyOZe3m5nhW3QFoUs1s89lSwNspS+qv\n60Ywvc4EWnNNbfPZdsCxlM5hn+hOOJqgzwDbAldFxNGUJ633AatRnrQeCNxO6dApqR4+Ke8j1XLc\ny6rXZyNiWeBVwObATsDREXFvZs6oL0qNRmYeEhEnA0cBf4qILwCHD9abVDNl5r3AuyPifZTujE+i\n1Dy7LjMfqzU4jdUhw4xdOMzYeZ0ORBOXmYvUJoyIqZQujfcOt+RavS0zhzs/iYiXU7ocrwEcRpnM\nscSbMjDg/UC/iIg1gKOBNwHfAw7MTJcbNURErED5cnoHZVnCAOWJ3b3AicAhmflwbQFqTCLiMWC1\nzLyrZewh4CWZeUP1flXgtsx0lmiPi4gFwA3AiDdtmfn8zkekyVQ19Fi/eq1HqVW4LHBJZu5UZ2wa\nm4jYCvgSZcbSl4A5rZ9n5tCuYpKkcYiIfYB3A+u2DP8Z+EZmHl9PVJqoiFiR0rBwH+B8YL/MvLbe\nqHqHCbQ+EBFLAR+gPN25Gdg3M4d7qqMGqI7n86me5ADX+qS1eaqEy0VA6wyILSndHFuXK2xqAq33\nVcfzQ8CIheYz81udj0gTERGbsGjCbAZwC6XW3UWUpgJX1xagxq2aCfEBypPy+4F5LR8PZOZatQQm\nLcEiYnfgh5k5r802KwJHZuZ7uheZxiMilgbOBDYFTqaUFrqPMlNpPWAvSuJlx8xcUFOYGoeI2JWy\nbH4AOCAzf1hzSD3HJZwNFxEbAidQprb///buPF7Xud7/+GttQ0WEOseYqeF90ilTlHksSgoZi23I\nT5OkoiSzSig6Gs+RiIPqFNlbGTpmkRJS4R3KEEWxTXFMe/3++F479177XtPea93Xda31fj4e67Hd\n13Vtj/fDba11X5/r+/18Pgd8KVPiWm9F4NXAIpRmuU+SsdBt9AXm3PJ3XZfrrupBlhgbZ2ZV74Rx\nJWDK99/hlILZ3UP/lWg6SdtTVp29lNJk/mTbeVIcUb9TgQvpGMQj6TFgtY5ekwtRJpingNZ8+wOr\nAK+3fe+Ac9+tttFfSnmYcWKvw8XoSXot8A1KG4uvA4fafrzeVM2UAlpLSVoCOI6y3e98YOuMCW63\natvJicC/M3vD8n5Jv6Y8BRhueEQ0x+EjWTkoadlehImI2SzZub062k3S64GTgI0pLQ8Osv1QraEi\nolMmk08sewCf6lI8A8D2vZI+BRxFCmiNJ+lzlF0W9wPbAzcCi0tafOC1qTekgNZmf6CsTrqb8jTn\nEEldL8xS6OaT9DbgJ5Qpmx8BbqFMmVqU0ldgL+B/JW1i+9ragsZonCdpu6GaWEvai7JMeo5fUNE4\nZzKgl1K02rGSPtb5dFXSesD1s7YYVX3Rrk1Pu1a4idJ3Z13b3Vb6RkTE2HkV8MthrrkeWLkHWWLe\nHVz9uRJwziDX9FF21kz6tjMpoLXXhbywPewldQaJMXEYcILtTw84PoMyWvhySQ8DhwBb9ThbzJ01\ngIskbW37ic4T1aqzkykTc/+njnAxOrZ363a86re0CvB32/f1NlXMg92Bg4DO7QkXUIYHzNpOND/l\nJiGa72PAN4fbrilpadt/6VGmiIiJ6hFgWcpCjsEsD2SldzusVHeANkkBraVs71p3hhhTqzJ8z4dv\nk/HebbIucDFwqaQtbM+A2VadPU5prnp+jRljFCR9lDJtamvbd0taEziP0jS3X9L3gT2GWnUYjZHt\nRBOI7W8Mdk7Si4BtKUXTzYEFepUrImKCOh84XNKW3R5cSOoDDqV8RoqGSw/Y0UkBraUkLTPSa23f\nP55ZYkwsRJm4OZS/A//SgywxBmzfVW0J+ylwlaT3Uyblbk5p0nnwwJVp0VySPkwZ6f0lYEb14fBs\nYCbwBsqW67Moq0QPqytnRBTVz9/dgR0o7RBupTS+joh6HCCp83PPgsB+1Q4LKMM/oh0Oo2zhvFTS\nFynbNWcASwFrUopnSwBZ8NECkr4z0mtt7zWeWdogBbT2+jNzTvgbKHuV26OPciM+lH6yQqJVbP9N\n0sbAucA1lKl/69v+Ra3BYm58APiQ7TMBJG1ImZa7v+3fV8eOBv6LFNAiaiFpBWBq9bUyZZvRosDO\ntrNdPqI+VwJrDTh2DWUHxsDrouFs/1XSusDXKA+KO82kfO59t+2/9zxczI3cX45CCmjt9Zq6A8SY\n27Ea6T2Yl/UsSYwZ2/+Q9A7gu8AmQFadtdNrgZ93vH4bpajduQX3D8DSvQwVc62f7g+hhnswFQ0k\naU9K0WxDyhSxaZRGyFdQhn/8vr50EWF747ozxNiy/WdgG0lLUvr+Lk7ZTXN9CmftYnvPujO0SQpo\n7SXgymwBmzDuoYwPHsl10QKSDh5w6FZgU+AKSf8BPDfrhO0v9DJbzJXHmb2IvSVwu+0/dhxbGXio\np6libvUB50rq7Ff3EuAsSbOmrS7Y+1gxl04B7gCmzlolOstgE8ojovckLQI8b/vJLueWAo6zPbX3\nyWJu2X6AMoQnJpjqe3I94EHbV9WdpylSQGuvc4D5JN1EecJ6OXCV7UdrTRVzxfaKdWeIMff2Lsfu\nqP58a8exfiAFtOa7APhMtdJlC8rT1n9u1ZS0YPX6f+uJF6N0ZJdjV3Q5lsEt7bAXsDNwmqQTgZ9Q\nthBdXGuqiABA0nLAaZSV+Ei6ANjN9gxJ8wEfp/wOzRCeFpD0J0a2YrvfdqZZN1w1Uf7LlN+lq9u+\nvdo9M6v1wXOSbgW2tP1IXTmboq+/P7sV2qi6WVsTeEv1tQ5l69BveaGgduWsyX/RbtXQiN0oT9df\nX3eeGDuS/tX2g3XniKFVT+EupAwM6KP8nN3S9tOS/h/lg38/sJ7te+tLGjF5SfoXYEdgJ8pT86co\nKws/Cpxs+9ka40VMWpJ+DPw7LxTJDgJ+BxxM2XK9GmUl6cG2s5K74STtPsTphYEDgBWBa2yv35NQ\nMdckHQrsA3yaskhnJnA3ZVfFBsA/KIOy/mp737pyNkUKaBNIVWRZB3hz9bUGcKft1WoNFnNF0ouB\n7ShTxDal3JyfZ3uHWoPFPKue9Lyb8t5uYTtbxVpC0urATNu/6Ti2PbAS8J188G8HScuP9Frb2Trf\nQpJeSVmVtjOwOuVG4Azbn6g1WMQkJOkhYEfbl1SvXwXcAPyR8lBqb9vX1xgxxoCkdwEnUYpon7Y9\n4umOUR9JBg6wPb16/XbKSu69Z72HkjYAvm97mfqSNkO2cE4Q1Yq01wL/BryecjP3NPCnOnPF6FU/\noHYHtqdMD+sHTgBOsP2XOrPFvJH0Zsp7uxOwGKXp/IG1hopRsX1jl2M/BJC0pqTDbe/X+2QxSneR\nSdYTWrUS9HjgeEmvBXah/OxNAS2i9xYDbpn1wvad1b3LXZTCWlaHtlg1AfkkYCvgVErx7OF6U8Uo\nrAD8puP15pTPP50TVu8BluhlqKZKAa2lJM1PWWW2CbAZZRvnk5TxzxdTlkTfbDtLDFtA0kqUCWK7\nU5Y83wp8ldLD5Trg1BTP2qnq+7Eb5f19LfAYpTC6q+2z68wW807S0sCulO/dVYAHgRTQmm+lugPE\n+JD0Isqk8kUoP29vt/0HSt+7br3vImL89QHPDzj2HHBEimftVd2PHggcAtwObGD72npTxVz4G6UV\n1KwV9+8AbrL9145r3gDkXpQU0NrsEUpvjyuBHwP7k4JZm91JaTB/EnC+7VnN5jNBrKUkzSqabUop\nqkyjfJ9eSil2/2bwvx1NVt2gb0spmm0OTAGuBd4L/KjGaDFyawHTbKdh9QQhaRXgGMqQjwUoN+wA\nT0uaBny283drRDTC43UHiLkjaWPg68CywGeBk2zPrDVUzK0fAV+UtB9l0JkovUOB0q+ZMvBsej3x\nmiUFtPZ6AFgGeDmwePW1AJle01anA9sAnwHWrz7sT88QiFb7LqUoOtX2mZ0nUhRtJ0nrUYpmO1BW\nEf6S8qHx88A+tm8Z4q9Hs5wC9FeNrc8ELskH//aS9CbgMkpPpb0pW8UepXyfrgrsAfxa0rq2f19X\nzohJbkdJj3W8ng/YTtJsg5Rsn97bWDFakv6bsi3+LuBDwH2U+5c5rrV9ZU/Dxdw4hHIvehNl6+Z3\nbH8dQNLBwKGU36uHDfpvmEQyRKDFqga5m3R8/Stlu9/llA+Sv8jT9faoVrVsRWl4vBWlIPpzyvST\n9W3/osZ4MUqS9qa8lxtTlkafT9mSewnwBLBqCi7tIel2YCnKz9efUFYv3V+de5a8n61S/bx9B6UY\n+k7KhKkfAGfa/mWd2WL0JF0M3G97jyGuOQuYz/ZOPQsWEQBIuovh+04C9NteeXzTxLySNNIHTv22\n00e0JSQtSnnPHu84thGl99l028/VFq5BUkCbQKo+WpsAG1H6o72SUkTbrNZgMWqSFqZsEduZspS2\nD7gQ+LbtaXVmi9GRtBSlcfVOlF6FT1CmE32Y8n4O7AkSDSTpHsrT8isoW+dTQJsgqonHW1GKaVtR\nVnifDZxl+9Y6s8XISHoE2KhzOm6Xa1an3AAs17tkERERMZGkgDaBSHoNsDalt8tqwBrAn2yvWmuw\nmCeSlqBM5NyFshJtgZojxVyStCLlfdyZ0ozzQeB025+qM1eMjKT1Ke/f9sArKNvFfgwcAbwxxZb2\nk/QSShFtW0ovrXtsr1FvqhiOpOeB5YYatlMN/Lgnv0Mj6lOtcHmic8u8pDdQvjcfrS9ZxOQl6TK6\nrxB9ltJ3/UbKts4Hu1wz6aSA1lLVqpa1eaFg9ibgpZQbuquqr6vTQ2tikbR0pnFODJJeR2k6v6Pt\nNEVrEUnzUYYH7EwptCwK/A44mbIFMKPbW6p6bzeh9KR8JzDF9vL1porhVNuJlhrqw72kJSnbPLOd\nKKIGkj5BeeC0pe1rOo5fDKwPfNr2V2uKFzFpSTp8kFNTgMUoO9teQ5myOul3W2SIQHvdT5nk90vK\ndqLjgGttP1lrqpgrki4FtrP9SMexXSjbxP5Rvf5X4G5gwXpSxliyfauk0yhPd6JFqm23FwEXSfog\nL/Qu/CLlZ/FLaowXoyRpQcpqs+2ArYGZwA+B3WxfVWe2GJV1JA310HCJniWJiNlI2hU4Gvg05WF/\np22A91OmAD5o+/u9zhcxmdk+crhrJH0NOJbyOWlSSwGtvdYFfm07N98Tw8bMWRj7T8pQiD9Wr/vI\n9+xE82rgcOCouoPE3LH9NHAOcI6klwLvrjlSjICkhSiFz/cAb6f8fD0PmApcnEa5rXTuCK7JtouI\nenwc+Jjtbw88UT38/2r1MOMAIAW0iOY5BfjfukM0QW7GWyoTGSeFvi7H8uE/oiaSFgf2A77ZuVVM\n0tHVP37J9pm1hIvReqj68yLg/1Gayz9VY56YB7an1J0hIoYkyhTyoUyjbPGMCaDqbXeg7al1Z4kx\nMYPsggLKvtaIiIgYgqRlKFvm9waWGXD6YcrKpeuqPkvRfB8Blra9je0fpHgWETGuZgD/Osw1iwGP\n9yBL9MYywPvqDhFjZgvgtrpDNEFWoEVERAzv88BdwLsH9pq0faKkU4CfUnq87NP7eDFKzwFDFs0k\nLQJ82Xbez4YbYoLYQP22NxvvPBExhwuAAylTrAdzIGUIWkT0kKQNBzk1BXgZsA7wUWDPnoVqsBTQ\nWkqSbLvuHDFm+pnzw3+3Y9ESkv5rBJe9ctyDxFh5G7DtYINabD8m6RDg9N7Girl0KnAh0LkV9zFg\nNduz+k4uRGlsnQJa810+xLkpwG7AisCdvQgTEXM4Crhe0gXACcD1wKPA4sCalB5pa1OmcUZEb10+\nyPHngEeAm4H32j6vZ4kaLAW09vqNpC8CX7D9TN1hYp71UT5YPN9xbGHgCkmzmlnn+7VdRjKJ8e/A\nWeMdJMbEopT3ayh3U24Govm69ZjsdixaYLAJYpLWAL5J2Ur0OeALvcwVEYXtP0vaAPgG5eHFQBcD\n69u+tbfJIiJ9REcnN+Tt9QHgGGBnSR+0fXnNeWLeZEnsBGN7t7ozxJi6BdiQF6bidrMh8KfexImI\nwVTbbz8PfAi4FHiD7dvrTRUxuVXfg2+VtCzwRkrPs4eAG2wP94AqGmSE2+Zf3ossMb4kLQzMZ/ux\nurM0RQpoLWX7u5LOoUyruUjS2cAnbT809N+MJrL93bozRMSQvgEcJ+kW278ceFLSWsBxlAcbEVET\nSbsAX6bc3O1q+/s1R4qIDrbvA+6rO0fMk8tHeN054xkixo6kNwM7VC/PAm4Cvk0ZktUn6SJgt9Qa\nUkBrNduPA5+U9J+UG7fbJH2LAY2RbWfLQsNJOmyk19o+ajyzRMScqocWawLXSvo58Ctm79+yLvBd\n21+pMWbEpCXptZRC90bA14FDq89JERExhgbbNt9J0oLANj2IE/NI0m6UYtmlwD+AS4CfAWsAu1J6\niR5CaYXwoZpiNkYKaBPDw8A9wDuAtzN7Aa2f9PxogyOAmcCNlBHeg/Xi6ac0Yo2IHrO9X7Xydyqw\nMS9sP/k18BnbP68xXozeAZKe6Hi9ILCfpIer1y+tIVPMBUmfAz4J3E+Z8ncjsLikOXoS2r6nx/Ei\nIiYNSesAuwM7UiY4/qDeRDECnwH2mbUjStJ6wJXANranV8fuAX5ICmgpoLWZpPmB/SkV4b8C77R9\ncb2pYi59mPKUZh3KD6wfA+elJ0R7SXp5ljlPPFW/yctrjhHz7kpgrQHHrgFW7XJdNN/B1Z8rMfiW\noT7KQ6j5epIoImKSkPRKysPFqcCrKYsB/psyxCWa79XAZbNe2P65pGcBd1xzB+lrB6SA1lqStgRO\nBJanrDA7PtM428v2t4BvVY2PtwK2BY6X9FvgXOBc23fXmTFG7TZJB9o+re4gETE72xvXnSHG1Ep1\nB4iIkZH0IuA1wCLAY8DtuYdpH0kLUVb87k7ZOv8MZdvfq4ANbd9cY7wYnfmB/xtw7FnguY7X/ZSt\nnJNeCmjt9VNgGrBlCisTR9Wv5XvA96reAZsD7wYOlPQApZB2dJ0ZY8S+Bnxd0u7AB2z/oe5AETG7\n6qHF87af7HJuKeA421N7nyxGY6SfgyQtM95ZIqI7SatQBu1sASzAC6tCn5E0DTgk03JofEfmAAAg\nAElEQVTbQdJ3KQ/7nwEuBHYBfmr7H9XKpeeG+vvROP3MOVW127EA+vr789+ljSS9w/ZP684R40vS\nFGB9ShFtb2B+2wvXmypGStIKwAmU/oTHAl/IU9aI+klaDjgN2KQ6dAFlutQMSfMBHwcOA56x/Yp6\nUsZISfojsFbntnlJBwHfsv1I9XpJ4H7b2cIZ0WOS3kTZInYDcDJwC2UQz6KUrfN7AKsD69r+fU0x\nY4QkzaRs6fsqcJnt33WcexZY1fYtdeWL0anez3uB5zsOr0CZljurGDo/sGx+h2YFWpstJmnBoW7G\nqyfrx9r+cA9zxTyS9FJgS+BdlKEQAD8B9gQuqitXjF61KuI9kjYFjgd2lnQ8c07KPauOfDFy6Wk3\n4XwNWBHYjfIE/SDgREkHU1Z3rwacwgu9taLZVmTO3mYHU5pXP9JxbLABPRExvr4A/Mj2Hl3O3Qic\nJuksyoOLnXoZLObKysDOlIf7X5F0N1X/ZrJqqY32rDtAm6SA1l5nAP8LPDjrQDU5bE3bf6oOLQR8\ngNKgPhqsWg3xruprI0rFfxqlt8DVtp8f4q9H810FnE35AHkM8HTHuX4gBbTmS0+7iWUDYEfblwBI\nupGyMmJVSpHlLbavrzFfzLtuxbLc2EXUY23K59uhHA9M70GWmEe27wK+CHyx2pq7C6XwuX91yYGS\nTrJ9Y00RYxRmTd+MkUkBrb26fTBcYJDj0Xx3U5o1XgkcAPy249x6kv75wnamwrWIpO0pHwpfCuwL\nnGw7N3Htk552E8tilC1EANi+s+o7eRelsPZsXcEiIiagReh46D+IvwJL9iBLjKFqq+ahwKGS1qIU\n03YAdpd0k+01ag0YMcZSQItohj5g1tCAzYe4rp85t6lEA0l6PXASsDHwHeCgbAFsL9tHSjqN0tPu\nN5LS067d+pi91weUPh9HpHgWETHmuv3MHWgmmfLXarZ/BfxK0ieBDcl23JiAUkCLaADb+cAw8dwE\n3ExpiHtd3WFi3qWn3aTweN0BYq5kglhE860jacYQ55foWZIYE5LeQHn4dFvn7grb/dV7/frawkWM\nkxTQIiLGx8eAbw63XVPS0rb/0qNMMTbS025i2FHSYx2v5wO2kzTbNiPbp/c2VsyFPuCvne0OqmN3\ndBzrIwW1iDqdO4Jr8j3aAtUui3OAV1eHfifpnbbvrYbYHUPpw/2nwf4d0RyS9qNMU/3tsBdHCmgt\nt7+kJzpeLwB8uBomAKXnUkTUwPY3Bjsn6UXAtsDulC27C/QqV8yb9LSbMO4BPjng2APARwYc6wdS\nQGu+TeoOEBGDy06LCeck4DHKQJ5ngKOBkyQdAvyUsprwMODLtSWM0fgoZZrqDMpD4suBK4Cb8hl3\nTn39/flv0kaSrmaET2lsbzDOcSJiBCStRyma7QAsCtxKWaX29VqDxbDS0y4iIiICJD0KbGn72ur1\n0sCdlEEQt1GGLd1bY8QYJUmvANYB3lL9+SZK38KreaGgdoPtmXVlbIoU0CIixpGkFYCp1dfKwCOU\nCYA72/6fOrPFyEl6ltLT7sPpaTfxSVoG2A2Yajs9XBpO0mEjvdb2UeOZJSLmJOkyuj/4f5byuehG\n4Du2h5vUGQ0gaSawtO0HOo49CZxh+wP1JYuxImkK8AbgzZSHx1sDz9terM5cTZAtnBOYpH8HPmF7\nr7qzREw2kvakFM02BO4HplH6RVxBaTr/+/rSxVxIT7sJTtKLge0oq0Q3pdzsnVdrqBipbls41wd+\nzexDPvqBFNAieu/yQY5PoTxU3AY4UNIGtm/pWaqYFwM/Dz0PfKWOIDG2JL2K8nt1PWBdYEXKQ+TL\n60vVHCmgTWzLUm4EUkCL6L1TgDsoK1jO7DwxoNF1tEB62k1ckjagvHfbU7ZW9wMnACekGNoOtuco\noEl6HHiv7T/WECkiOtg+crhrJH0NOJay0iXa6enhL4mmkbQ8pWC2CeUB4tLATZSC2SeAq2w/Nui/\nYJJJAS0iYnzsBewMnCbpROAnlAlUF9eaKsbMID3t9q81VIyIpJUoK0R3pzxZvRX4KuV79Drg1BTP\nIiJ66hTgf+sOESN2wIBhdgsC+3UMswOybb4l7gLuo0yR/xApmA0pBbSIiHFg+zRK8exfgB2BnSg3\n509RtixsLOl228/WlzJGa5CedouSnnZtcydlhehJwPm275h1IitEIyJqMYNShInmuxJYa8Cxa4BV\nBxzLtvl2+Bllq+b7KDvYlpZ0aVZwd5cCWkTEOLL9N+DrwNclvZKyKm1n4GvAkZLOsP2JOjPG8NLT\nbsI5ndJz5zPA+pKmAdNtz6g3VkTEpLUFZYJjNJztjevOEGPH9haS5gfWpmzj3Bk4SdLfKZ9zLwMu\nT0GtyBTOlpL0M7pPs+n0CmBV2/P1IFJEjIKk1wK7ADvZXqXuPDG0auLUHcCRXXraPUv5WZvGxy1S\n9a7bivJBcStK77qfAxsA69v+RY3xYh5JeozyffmnurNETHaSNhzk1BTgZcA6wEeBPW3/oGfBIqIr\nSQsCbwE2okzi3BB42PaKdeZqghTQWkrS0SO91vah45klIoZW3ai/BlgEeAy43fYz9aaK0ZC0B6XQ\nshllm0lnT7vHSQGt1SQtTBkEsTPwVqAPuBD4tu1pdWaL4VUF7oEfaPu6HCMPFSN6r/oe7eY5SiuE\nm4Gv2s7k4xYY5GcuvPB+3kgZxJO+vy0k6eWU1WhrU7bqrkbZXn217e3qzNYEKaBFRIwTSasAx1C2\nJSxAuaGDMqVoGvDZzt5L0XwDetqtR9m++RLKk/OT09Ou/SQtQZnIuQtlJVqmqjacpI1Geq3tK8Yz\nS0TERDfEz9wpwGKUlUsfAnbNQ6jmk7Q+sxfMVgT+DFxF6Xd3le1bawvYMCmgTWCStgB+mqetEb0n\n6U2UngE3ACcDtwCPUhrOrwrsAawOrGs7/bNaaEBPu9WBh4D0tJsgqkLaVrbPqDtLREREm0jaD3if\n7TfXnSWGVq0oNLMXzO6uN1VzZYhARMT4+ALwI9t7dDl3I2VC51nAYZTVTNEytu8FjgeO7+xpB6SA\nNjGsBZwGpIAWETEPJI24+bjtlcczS/TMRcDn6w4RI7JkNfQsRiAFtIiI8bE2pfHmUI4HpvcgS4yh\nQXra/QE4svqKiIiIFyxLue+8FjgPeLDeONEDfUD6/bbDsZI+ZvvxWQckrQdcb/vp6vXLgWttv7au\nkE2RAlpExPhYhOE/IP4VWLIHWWIMDNXTTlJ62kVERHT3Csq0422Ag4HfUQbxnJtJuRPWB4Dr6g4R\nI7I7cBBlKNYsF1CGB8xaPTo/8Koe52qkFNBaStIyI7jsFeMeJCIG0wc8P8w1MykNV6PhBvS025vu\nPe1+LSk97SJ6TNJbbf+s7hwR0V21suV7wPckLUiZaL0NcI2kB3ihmHZzjTFjhCQdNsipKcDLgHWA\n1wEb9ypTzJO+ER4LUkBrsz/TfXxwp64j3COiZ9aRNGOI80v0LEnMq/S0m0AkTR3BZW8c9yAxVi6U\ndDbw8fRxiWg2289QVrdcIOmDlImN2wJXSvq77VfXGjBGYpNBjj8LPAKcD7zH9n29ixTRGymgtddr\n6g4QEcM6dwTXpMjdDulpN7GMtFfdPeOaIsbKRsBJwG2SPm3723UHioihSXoJpSXCuyjbO5+n9EiL\nhrM9WAEtYsJLAa2lbN851HlJC1B+Ie1e/RkRPWQ7WzMnlvS0m0Bsr1R3hhg7tq+WtCbwQeAYSbsD\n+9i+teZoEdFB0tLA1sC7gU0pvzfPA3YGrrQ9XOuLaBBJiwDP236yy7mlgONsj2TFd9Srn+4P9POQ\nv4sU0CYYSWtTimY7UbaH3VRvooiICSE97SYgSa8G7rb9bMexTYH7bLu+ZDFatvuBb1ZbqQ8FfiVp\nOvDUgOv2qiNfxGQm6RDKA/01KG0PzgM+k55n7SRpOeA0qq2cki4AdrM9Q9J8wMcpLS0yhbMd+oBz\nJXW+Xy8BzpI063fogr2P1UwpoE0AkpYFdqMUzmaNlv0hcKLtX9QWLGISk3QZI3ty0297s/HOE2Mi\nPe0mCEl9wH8AH6Y0s76i4/R+wNaSvgIcUBVmoj2WB1bhhUm5aYQcUb+jKMWUy4F7gZWB/SXNcWGK\n3K3wNWBFyv3nM5QJjidKOhiYRpneeApl4mo0X7e2Fld0OZZhPaSA1lpV34DtKEWzTYF/AD8FDgfO\nBI60fUt9CSMmvcuHODeF8qFjRWDI7djRKOlpN3HsR1mpvY3t2T4k2t5G0taUp+t3AN/sfbwYLUlL\nUIZ9vJ/y8/eNWUUY0RinM/vvxxS2220DYEfblwBIupEypXxVynv7FtvX15gvRsH2SPvCBimgtdkD\nwEOUKScnAJdWU22QdGadwSJi8F9Gktag3JAvA3yOcsMXDZeedhPOPsC+ts/vdtL2dEmfAj5GCmiN\nJ2lfyhP0p4BdbX+/5kgRMbu9bT833EWSXtmLMDHPFgP+uVDD9p2SFgTuohTWnh3sL0bzSFp+pNfa\nnvTDlVJAa6+bgTcBa1JWnz0GXFNroogYVNVo9fPAh4BLgTfYvr3eVBGT1orAL4e55jLKZMdovhMo\n79URtp+oO0xEzGG6pG1sPz3YBZL2AY6jFGei2br1hX2O8jM4xbP2uYvhd1D0VdfMN+5pGi4FtJay\nvX71lGZnYBfgU5IeBKZXl2RpdERDSNoF+DLlF09WR7RQetpNOA9Qimh3D3HNcpSV3tF8q6VtRUSj\nvQH4maR32n6s80R1P3MKsDlwdh3hYsw8XneAmCuZTD4KKaC1mO17geOB41W6cO5CKajNB1wm6Qzg\nlHyojKiHpNcC3wA2Ar4OHGo7Hy7a6fIhzqWnXfucCxwh6W3dnpZLmp/SU/SinieLufEmSW8ayYW2\nTx/vMBExh3UpP08vlbSF7Yfgn6vOjgceBt5h+8IaM8bo7Cipsxg6H7BdtaDjn/IztxXWAqbNagcV\nQ+vr70+/44lG0uqUYtpOwHK2J/1Sy4hek/Q54JPA/cAnKGPbu0o/gfbq6Gm3KmXryRds/1+9qWI4\nkhYDfkXpmfVV4HrgUWBxSmuEfYFFgfVs31dXzhgZSX8a5pJFKO8t+UwUUY9q0MdPgZcBewNHAJtQ\ntl8fYvvJ+tLFaEi6i5Gvyl95fNPEvJL0KOX9/DFlGOEltmfWm6q5UkBrKUnbA9OH6iVQXbee7Z/3\nKFZEVCR1/uIZ7AdtH+XDRW7oWqZLT7t909OuXaqbuWMpD5sWrg73UQpp36P0cnmgpngxBiRNAT4M\nHA38DfiI7Z/Vmypi8pK0EPBDYAvgVmBP27+qN1XE5CbpRcA7gB2Ad1L6q/8AONP2cP1iJ50U0Foq\nleKIZpO0wkivtT1UH6ZomAE97T6RnnbtVk0OexWlcfVDwJ22BzZHjpaptnR+E1gF+CJwbLanRNRP\n0nzAqcDbgLfZvrnmSBFRkfRiYCtKMW0rSs/Ys4GzbN9aZ7amSAGtpVIpjpgYJC1j+/66c8Tw0tMu\novkkLQocA3wA+BlldWh6E0bUSNJhAw71AR8EXkzZRv/crBO2j+phtIgYhKSXUIpo21JWjd5je416\nU9UvQwRaqtq6eS5w7oBK8SWSUimOqJmkPwJrzWqUWx07CPiW7Ueq10sC95KR0I03oKfd9pSedotL\nWnzgtelpF1EPSbsCXwKeBXa2/cOaI0VEsUmXY7dVf27QcawfSAEtohmeAR4BZgBPAK+oN04zpIA2\nAVQNq38E/GhApfgqSakUR9RjReYsjB1MWSn6SMexvl4FinlycPXnSsA5g1zTR/nwn4JoRA9Jeh1l\ndei6lNUsh9v+R72pImIW290KaBHRMFVbiy2A7YCtgZmUvoW72b6qzmxNkQLaxJNKcURzdSuWZR99\nO6xUd4CIGNRNwALAfcAawHRJXS+0vWkPc0VEB0mbAdd2TtyUtBPwiO2L6ksWMXlVwz22At4DvJ1y\nv3IeMBW42PZzQ/z1SScFtAkgleKIiPE10kEPkpYZ7ywRMYdjyMOIiMaq2s38gNK/eSPg5x2n3wrs\nIenHwPuqNjUR0Tuz2s1cBPw/YLrtp2rM02gpoLVUKsUREb2TnnYRzWX7iLozRMSQDgJeB6xu+7ed\nJ2zvLemrwDTgAODzNeSLmMw+Apwz6/NsDC0FtPZKpTii2fqZc0VEt2PRDiuSnnYRjSbpDcCewNrA\nyymflX4JnDrwpj0ieup9wH6DfR/a/o2kA4CjSQEtoteeA4asI0haBPiy7X16E6m5UkBrr1SKI5qt\nD/jrgD48fcAdHcdmNZ2PdkpPu4iGqFaEHg3cClxN6QW7DLA5sK+kQ20fW2PEiMlsWeCWYa65Hnhl\nD7JExOxOBS4EHpx1QNJjwGq2/1gdWgh4P5ACWt0BYu7Y/k7dGSJiSJk4FRHRA5LeDRwK7Gj73C7n\ntwdOlXSL7ek9DxgR91C2cA7VT1TAX3sTJyI6dHsgnB0Vg0gBLSJiHNi+ou4MERGTxCeBQ7sVzwBs\n/7Aa8HEAkAJaRO+dDRwj6Vrbjw48KWlR4AuUfs4REY2VAlpExDiQdNhIr7V91HhmiTGRnnYRzbUq\nsNcw10ynbPGMiN77IrAlcJuk71C2az4KLA6sSeld+Bcgn4ciotFSQJvgJL28c2pcRPRMty2c6wO/\nZvZGnf3kA2MbpKddRHPNBF48zDULA//XgywRMYDtpyVtCHwK2B34TMfp3wNfAf7Ddr5HI6LRUkBr\nMUkrA1tRJmf8xPY9Hef6KIMGjqRMooqIHrI9RwFN0uPAezsackZ7pKddRHNdDewN7D/ENe8HrupN\nnIgYyPazlAmbn5f0EmAx4GHbT8+6RtKCtp+pK2PEJHaApCc6Xi8I7Cfp4er1S2vI1EgpoLWUpG0p\n/QSeA54FviRpS9tXSVoLOBl4I/DfNcaMiJgQ0tMuotGOBK6S9CjwJduPzzohaXHgMEqBbb2a8kVE\nB9tP0bEaX9JbKCvTdiQP/iN67UpgrQHHrqG0Rxh43aTX19+f3SZtJOk3wG8oT1RnUraAbQ6cAJwB\n/A7Y1/Y1tYWMiNlUK9BWzQq09klPu4hmk7QFcBqwBPAHYAawFLACpbfSnrYvqy1gRMxG0iuB3YCp\nwGso37On2j6w1mAREUPICrT2ejWwS7UcGkmfBz4NfJMyyv142zNrzBcRMZGkp11Eg9m+SNKKwLso\nTcmXoDxBvw64IL2VIuonaSHgPZTVZhtXh/soE3K/0bmdMyJ6S9IiwPO2n+xybingONtTe5+sWbIC\nraUkzQSWsv1gx7EngINsf62+ZBExGEmPUVag/anuLDHvsqIwIiJieJI2oaw02x5YALgEOAeYBtxP\n+V16S30JIyYvSctRVnDPelh8AbCb7RmS5gM+TmmF8IztV9STsjmyAm1i6QcurDtERPyzyD3wCcXA\nqY0A2J6vV7kiIiYaSd8Z6bW29xrPLBHR1SXAHZQBZz+y/Y9ZJwZ+JoqInvsasCJlS/UzwEHAiZIO\nphS5VwNOAQ6uK2CTpIDWXv3MeXMO8Hyvg0REV5naGBHRG31djr0XmA483uVcRPTWUcDOlJvw/SRN\nA35s++Z6Y0UEsAGwo+1LACTdCNxAGSLQB7zF9vU15muUbOFsqWp1yzWUKvEsGwK/YvZ+PNjetIfR\nIiImhWzhjGiufH9GNI+kNYBdKNM2lwPuBpYH3mP7vDqzRUxWkp4HlrP9l45jT1F2tu04q+d6FFmB\n1l5Hdjl2Rc9TRERMXoOtBI6IiIgBbN9AWdlyoKT1KcW07YFzJP0e+Lbtk+rMGDEJ9THnLrbngCNS\nPJtTCmgtZbtbAS0iIsZBetpFRESMHdtXA1dL+iiwOaWYdgSQAlpEM6QFQhcpoLWUpKnA94ca91yN\nov2y7X16lywiYkJKT7uIiIgxZnsmcHG1Au2auvNETFI7Snqs4/V8wHaSHuy8yPbpvY3VPCmgtdep\nlH3J//yfuvqffrWOfh8LAe8HUkCL6DFJb7X9s7pzxNiwnS3yEQ0laflBTi0j6bnOA7bv6UGkiBi9\nfwe+BZxcd5CISeYe4JMDjj1AmZrbqR9IAa3uADHXuk2c6nYsIupxoaSzgY/b/lvdYSIiJrC76L7F\n+sqO433VP2eLdURERMX2inVnaJMU0CIixsdGlD4et0n6tO1v1x0oImKCWqnuABERERORpGWA3YCp\ntl9fd566pYAWETEObF8taU3gg8AxknYH9rF9a83RIiImmt2BL9l+su4gERERbSfpxcB2lN+vm1JW\ncJ9Xa6iGSAEtImKc2O4HvinpLOBQ4FeSpgNPDbhurzryxcilp11Eox1O6Z2UAlpEA0k6bASXvWbc\ng0TEkCRtQCmabQ8sSimcnQCcYPsvdWZrihTQ2u0ASU90vF4Q2E/Sw9Xrl9aQKSLmtDywCrAApQ9P\n+hW2T3raRTRXfqZGNNtIJ1lfOa4pImIOklYCplIKZysCtwJfBc4FrgNOTfHsBSmgtdeVwFoDjl0D\nrNrluoiogaQlgC9QpuFeDrzRtmsNFXMrPe0imm25asvJkDKFM6L3bI+0gBYRvXcncAflc+75tu+Y\ndUJSbaGaqq+/f+DQooiImFeS9gWOpGzX/KTt79ccKeaRpD5KT7ujgNtIT7uIRpA0kzmncA7UB/Tb\nzhTOiIaQ9ApgR2AKMC0F7ojek3QasA3wNHAVMA2YbnuGpGeBVW3fUmPERkkBraUk/Q44EzjL9t11\n54mI2Ul6hvIk5wjbTwx3fbSHpJdRetp9EEhPu4iaVQW0tYFht1fnM1NE70laGDgO2Kk6dAZli9g1\nwEKUAtoUYEvb2T0T0WOSXgRsBexc/bkA8HNgA2B927+oMV6jZAtne51N+SX0OUnXAWcB309vnojG\nWC1Payas9LSLaJZ+4B7bD9YdJCK6OpFS5P4IZdjHR4FfABcBe1G+h79OWbmf7Z4RPWb7aeAc4Jyq\n4L0tpZj2PHClpAuBb9ueVmPMRsgKtJZT2Zi8A2X5878Bl1BWpp1r+x91ZouYzCRNHem1tk8fzywx\nNrr0tNs3Pe0i6letQFsqBbSIZpL0ALC17V9Wr18BPAisY/u66thrgBtsL1Jf0ojoVH323R7YhbIS\nbYGaI9UuK9Barrp5+xxlJdrrKMW0g4D/lHQ+cGYqxRG1OHKY84sAi1f/nAJaww3oabdretpFNMqe\nwKN1h4iIQf0LcO+sF7b/LulJ4O8d1zxG2c4ZEQ1h+2HgvyT9kLK1c9JLAW0CqZpZHwUcJWl9Sv+l\nc4E0zI3oMdsrdTsuaQrwYeBoytSbj/QyV8y1E0hPu4imugxYciTTwtKkPKI2zw943c/wwz8iohnW\nAk6j9C+c1FJAm0AkrQC8B9iO8j/51cAHag0VEf8k6U3ANyn9s74IHGv7mXpTxQilp11Ec91F9xvx\nvi7H81Axoh7rSJrR8XoKsLak5arXS9SQKSJiVFJAazlJ/0YpmL0HWA34NWWgwA62/1JntogoJC0K\nHEMpaP8MeKPtO+tNFaP0pqoAOqz0tIvoua4rfiurURqYLwt8qTdxIqKLc7scO2vA66xIi4hGSwGt\npSQdTSmc/RtgylTOHXNTHtEsknal3LQ9C+xs+4c1R4q5k552EQ1l++6Bx6opYkcD+wJXAu+wfVuv\ns0UE2J5Sd4aIiLGQAlp7TQW+B7zP9k11h4mI2VVDPb4BrAt8FTg8k3HbKz3tItpD0g6UvoXzA3va\nPrPmSBEREY0kaeoILnvjuAdpib7+/qyUjYgYa5KeBhYA7gNuH+pa25v2JFSMqfS0i2gWSa+iPLjY\nDPgW8Fnbmc4ZERExCEl/Gum1gz1QnkyyAq2lJH1npNfa3ms8s0REV8eQXh4TUnraRTSLpAWBg4FP\nAb8F1rZ9Q72pIiIimi9FsdFJAa29+uoOEBGDs31E3Rli7KWnXUQj3UIZJHAXcAHwTknv7Hah7aN6\nmCsiIqIVJL0auNv2sx3HNgXus+36kjVLtnBGRIwjSW8A9gTWBl4OPAT8EjjV9m/rzBYjl552Ec0l\n6XJGtuJ3Gdsa5zgRERGtIakP+A9KT9/NbF/Rce7HwNbAV4ADbE/64lEKaC0naRHgedtPdjm3FHCc\n7ZE0BoyIMSbpIEpz+VuBq4EZwDLAmpQJuofaPra+hDFS6WkX0U6SXgxsC+xOuTFYoOZIERERjSHp\nY5Q2CO+3fX6X81sDpwGH2P5mj+M1TrZwtpSk5Sj/I29Svb4A2M32DEnzAR8HDgPS0DqiBpLeDRwK\n7Gj73C7ntwdOlXSL7ek9DxijlZ52ES0iaT1K0WwHYFHKg4z9aw0VERHRPPsA+3YrngHYni7pU8DH\nKMOzJrUU0Nrra8CKwG6UItlBwImSDgamAasBp1CqyRHRe5+krDCbo3gGYPuHkpYBDgBSQGu49LSL\naD5JKwBTq6+VgUcoxbNdbP+gzmwRERENtSKlvcxQLgNOGv8ozZcCWnttQFnZcgmApBuBG4BVKQMG\n3mL7+hrzRUx2qwLDTcCdTtniGS2RnnYRzSNpT0rRbEPgfsqDxHOAK4CngN/Vly4iIqLRHqAU0e4e\n4prlKJ95J70pdQeIubYYZeoUALbvBBakTKBaK8WziNrNBF48zDULA//XgywxBqqedjcAmwM3U27Q\nb69e/1rSp2uMFzGZnQIsC0y1/UrbH7F9ie3n6g4WERHRcOcCR0jq2iNU0vzA4cBFPU3VUFmB1l59\nwPMDjj0HHNE5ejYianM1sDdD99x5P3BVb+LEvEhPu4hG2wvYGThN0onATyg3BBfXmioiIqL5jgZ+\nRXkY/FXgeuBRYHHK4LN9Ke0QMpiQrECbiB6vO0BEAHAk8AFJR1bTcv9J0uLVTd7ewFG1pIvRGran\nHfBZSk+7iOgh26fZ3pIy5fhI4FWUAtrfKZ91Nx7syXpERMRkZvsR4M3AdcCXKQW02ylFtWOBnwNv\ntn1fbSEbpK+/P0PF2kjSTGA/4LGOw9+iTN58sPNa26f3MFpEVCRtQZmWuwTwB1cKqQIAAAXfSURB\nVGAGsBSwAvAXYE/bl9UWMEZM0qPAmrbvGOKalYCbbL+sd8kioptqWvkulJVpq1N6t5xh+xO1BouI\niGgoSQtSHkItRvm9eaftgbveJrUU0FpK0l3ASN68ftsrj2+aiBiMpBcB76IsgV4CeJjyhOcC2+l/\n1hKSZgAb2B60Gbmkfwcusb1k75JFxHAkvQZ4L7CT7VXqzhMRERHtlAJaRETEMCRNpzyFG7SnXbUt\n95W2t+9dsoiIiIiI6IUMEYiIGAeSvjPSa23vNZ5ZYkwcCVxVbeX8ku1/9puUtDhl+/zewHo15YuI\niIiIiHGUAlpExPjo63LsvcB0MuyjdWxfL2kbSk+7gyR162n3Lts315cyIiIiIiLGS7ZwRkT0iKTH\ngVVt/7HuLDF30tMuIiIiImJyygq0iIiIEbL9NPA/1VdEREREREwSKaBFREQMIz3tIiIiIiImtyl1\nB4iIiGiBvi5f7wMW7XI8IiIiIiImmPRAi4gYB5KW73L498DbgXs6D9q+p8u10XDpaRcRERERMXlk\nC2dExPi4Cxj4hKIPuLLjeF/1z/P1LlZERERERESMVgpoERHjY6W6A0RERERERMTYSAEtImJ87A58\nyfaTdQeJiIiIiIiIeZMCWkTE+Dgc+BaQAtoEMEhPO4BlJD3XeSA97SIiIiIiJp4U0CIixkemMU4s\nd5GedhERERERk1YKaBER42c5SS8e7qKsWGqF9LSLiIiIiJjEUkCLiBg/vxrmfFYstUd62kVERERE\nTGIpoEVEjJ83A3+rO0SMifS0i4iIiIiYxFJAi4gYH/3APbYfrDtIjIn0tIuIiIiImMRSQIuIGB8p\nuEw86WkXERERETFJpYAWETE+9gQerTtEjKn0tIuIiIiImKRSQIuIGB+XAUtKGvbCrFhqjfS0i4iI\niIiYpFJAi4gYH3dRViMN1NfleFYsNV962kVERERETGIpoEVEjI+Vhji3GnAisCzwpd7EiXmUnnYR\nEREREZNYCmgREePA9t0Dj0laGDga2Be4EniH7dt6nS3mSnraRURERERMYn39/d12GEVExFiStANw\nAuXBxQG2z6w5UoyCpOVHem162kVERERETDxZgRYRMY4kvQr4BrAZ8C3gs7azkql97iI97SIiIiIi\nJq0U0CIixoGkBYGDgU8BvwXWtn1DvaliHqSnXURERETEJJYtnBER40DSHZSiy13AGcDMwa61fVSP\nYsUY6tLTbt/0tIuIiIiImJiyAi0iYnz8Gbi3+ueNhrhuGSAFtJYZ0NNuz/S0i4iIiIiY2LICLSKi\nxyS9GNgW2B3YzPYCNUeKEUpPu4iIiIiIySkr0CIiekTSepSi2Q7AosCtwP61hooRSU+7iIiIiIjJ\nLSvQIiLGkaQVgKnV18rAI8BiwC62f1Bnthi59LSLiIiIiJjcsgItImIcSNqTUjTbELgfmAacA1wB\nPAX8rr50MRfS0y4iIiIiYhJLAS0iYnycAtwBTB3YYF5SPYlirtneeLBzA3rardyrTBERERER0Tsp\noEVEjI+9gJ2B0ySdCPwEOBe4uNZUMWbS0y4iIiIiYvJID7SIiHEk6V+AHYGdgPUo2zdfAnwUONn2\nszXGi1FKT7uIiIiIiMkpBbSIiB6RtBywC2Vl2urAQ8AZtj9Ra7AY1gh62q1q+5b6EkZERERExHhK\nAS0iogaSXgO8F9jJ9ip154mhSZpJ6Wl3ZJeeds+SAlpERERExISWAlpERMQwJO1BWTm4GTCD2Xva\nPU4KaBERERERE1oKaBERESOUnnYREREREZNTCmgRERFzIT3tIiIiIiImjxTQIiIi5lF62kVERERE\nTGwpoEVERERERERERAxhSt0BIiIiIiIiIiIimiwFtIiIiIiIiIiIiCGkgBYRERERERERETGEFNAi\nIiIiIiIiIiKGkAJaRERERERERETEEFJAi4iIiIiIiIiIGEIKaBEREREREREREUNIAS0iIiIiIiIi\nImIIKaBFREREREREREQM4f8DO0sr6w0KQ8kAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b9ae45d668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,6))\n",
"ax1=plt.subplot2grid((1,1),(0,0))\n",
"ax1.set_title('Top 10 Least Crimed Neighbourhoods')\n",
"sns.barplot(x=bottomten.index, y='Neighbourhood', data=bottomten)\n",
"ax1.set_xticklabels(ax1.xaxis.get_ticklabels(), rotation=90)"
]
},
{
"cell_type": "code",
"execution_count": 575,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"top10cc=pd.Series(topten.index)\n",
"top10cc\n",
"top10=data[data['Neighbourhood'].isin(top10cc)]"
]
},
{
"cell_type": "code",
"execution_count": 576,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1b9b1ce1908>"
]
},
"execution_count": 576,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ku4+GkPH7Z/jj+RBB5lk+uZrp1BsHbiyu++O9mRQpiQu0BdelGxBh3Aygwa4i8xkvd2ey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\n9ttvzzXXXLPasfnz56dr165Jki984QvNq8CSlUFgfX19+vXrl6qqqgw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LAAAAoBVUV1en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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b9b12300f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tmp=pd.DataFrame(top10.groupby(['Neighbourhood','Incident']).size(), columns=['count'])\n",
"tmp.reset_index(inplace=True)\n",
"tmp=tmp.pivot(index='Neighbourhood',columns='Incident',values='count')\n",
"fig, axes = plt.subplots(1,1,figsize=(15,15))\n",
"tmp.plot(ax=axes,kind='bar', stacked=True)\n",
"plt.title('Crime Category in the Top 10 Most Crimed Neighbourhoods')"
]
},
{
"cell_type": "code",
"execution_count": 577,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1b9b45fad30>"
]
},
"execution_count": 577,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AG0na3y/Cd6eqGi0iA4EPRWSqz2pPaNzfi0sQJnzuzSPAPz5plzNkf1HiT8fz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fsFUqlqeRwcHMjllIvx00Ywbfy3xMXF6RhpSh5ubkzt0z8xEQQwYuTu/fvJyh07H8Dpi0H0bf2y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\nSGqJJ957J/+OA+7BE8ORacYWilMUkIQwf/XEz8YMlHQ53p7iY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kBSK7wf6ILAaDOblnJI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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b9ae4017b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(tmp, annot=True)\n",
"plt.title(\"The Heatmap of Top 10 Most Crimed Neighbourhoods\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### At last but not least, let's make a bar plot and a heatmap together."
]
},
{
"cell_type": "code",
"execution_count": 578,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1b9b6425860>"
]
},
"execution_count": 578,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2448COwOvAiPc/aEKaTcFHuggL6e5+/ELkoeS+ay072X/51D4LczsJ8Ce7r52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klakBxftRF5O3d2slzhKmDjOm5tk7QEuT75YLIO/WKyY/5BYKOIuLVgeL1I+jb5gvNdwJ+BM8gl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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1b9b45ef978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f,(axis1, axis2)=plt.subplots(2,1)\n",
"yearly_incident=tmp.sum()\n",
"\n",
"years=pd.Series(yearly_incident.index.values)\n",
"years=pd.DataFrame(years)\n",
"\n",
"incidents=pd.Series(yearly_incident.values)\n",
"incidents=pd.DataFrame(incidents)\n",
"\n",
"year_dframe=pd.concat((years, incidents), axis=1)\n",
"year_dframe.columns=['Neighbourhood', 'Incident']\n",
"\n",
"sns.barplot('Neighbourhood', y='Incident', data=year_dframe, ax=axis1)\n",
"sns.heatmap(tmp, cmap='Blues', ax=axis2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Thank you for visiting!\n",
"\n",
"Notebook created by: [Susan Li](https://www.linkedin.com/in/susanli/)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Copyright &copy; 2016 [Analytics Toronto](https://analyticstoronto.com/)"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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