{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## __Intro to Data Science:__\n", "### Testing Intuition w/ Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# How data science workflows are supposed to go:\n", "\n", "### 1) Get data.\n", "\n", "### 2) Look at numbers.\n", "\n", "### 3) Do Math!\n", "\n", "### 4) Visualize results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# How they actually go:\n", "\n", "### 1) Figure out how you're going to get data.\n", "\n", "### 2) Spend a lot of time cleaning data.\n", "\n", "### 3) Look at what are supposed to be numbers.\n", "\n", "### 4) Spend more time cleaning and getting data that you found out you need.\n", "\n", "### 5) Visualize.\n", "\n", "### 6) Clean + Splice _creatively._\n", "\n", "### 7) DO MATH!\n", "\n", "### 8) Rinse and repeat steps 3-7 until deadline,\n", "\n", "_For everyone's sake, we're not really going to get into steps 1 and 2._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## So the first (and usually hardest) step is to pick a problem. Make it one you're interested in - but don't tie yourself down to it. \n", "\n", "### A good problem changes as you dig deeper into it. \n", "\n", "\n", "I'm a (recovering) NBA addict, so I'm picking something basketball related.\n", "\n", "### What is playoff Lebron?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Get the data.\n", "\n", "### Forget what I said earlier - this is the hardest part.\n", "\n", "## Thankfully, smart people are working on problems like this, so for the purposes of this talk, it's going to be solved by nba_py: https://github.com/seemethere/nba_py" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import nba_helper_functions\n", "from nba_py import team, game\n", "import pandas as pd\n", "import numpy as np\n", "import plotly.plotly as py\n", "import plotly.graph_objs as go\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import nbashots as nba # this will throw a warning if using matplotlib 1.5\n", "import requests as r\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cavs_id = 1610612739" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 2: Splice and clean the data:\n", "\n", "Writing helper functions counts as cleaning." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def lebron_data(season, season_type):\n", " \"\"\"Gets info on all cavs games, and returns dataframe with only Lebron's statistics\"\"\"\n", " val = team.TeamGameLogs(cavs_id, season=season, season_type = season_type)\n", " game_ids = val.info()['Game_ID'].tolist()\n", " data = pd.DataFrame()\n", " for id in game_ids:\n", " all_players = game.PlayerTracking(id).info()[['GAME_ID', 'PLAYER_ID', 'MIN', 'SPD', 'TCHS', 'PASS', 'AST', 'CFGM', 'CFGA', 'UFGM', 'UFGA']]\n", " lebron = all_players.loc[all_players['PLAYER_ID'] == 2544]\n", " #this gets some player tracking stats; average speed, touches, passes, assists, and some shot info.\n", " data = data.append(lebron)\n", " return data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df_playoffs = pd.DataFrame()\n", "playoff_seasons = ['2014-15', '2015-16', '2016-17']\n", "for season in playoff_seasons:\n", " df = lebron_data(season, 'Playoffs')\n", " df_playoffs = df_playoffs.append(df)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df_regular_season = lebron_data('2016-17', 'Regular Season')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GAME_IDPLAYER_IDMINSPDTCHSPASSASTCFGMCFGAUFGMUFGA
130041400406254446:423.85127759918415
00041400405254444:464.021197311924610
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" ], "text/plain": [ " GAME_ID PLAYER_ID MIN SPD TCHS PASS AST CFGM CFGA UFGM \\\n", "13 0041400406 2544 46:42 3.85 127 75 9 9 18 4 \n", "0 0041400405 2544 44:46 4.02 119 73 11 9 24 6 \n", "13 0041400404 2544 40:55 3.84 118 80 8 5 13 2 \n", "13 0041400403 2544 45:60 3.68 111 56 8 9 24 5 \n", "0 0041400402 2544 50:20 3.89 131 73 11 4 22 7 \n", "\n", " UFGA \n", "13 15 \n", "0 10 \n", "13 9 \n", "13 10 \n", "0 13 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_playoffs.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've gotten a good chunk, it's time to clean!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Filtering out rest games\n", "df_regular_season = df_regular_season[df_regular_season['SPD'] != 0]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def hh_mm_ss2seconds(hh_mm_ss):\n", " import functools\n", " return functools.reduce(lambda min, sec: (min*60 + sec)/60.0, map(int, hh_mm_ss.split(':')))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df_playoffs['MIN'] = df_playoffs['MIN'].map(lambda x: hh_mm_ss2seconds(x))\n", "df_regular_season['MIN'] = df_regular_season['MIN'].map(lambda x: hh_mm_ss2seconds(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 3: Numbers!" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PLAYER_IDMINSPDTCHSPASSASTCFGMCFGAUFGMUFGA
count59.059.00000059.00000059.00000059.00000059.00000059.00000059.00000059.00000059.000000
mean2544.040.8601693.77169595.45762760.8135597.9661026.77966113.1525424.4576279.644068
std0.04.8329490.11303316.68606911.0757182.6520402.2974334.5098111.9767793.325776
min2544.028.1333333.57000057.00000037.0000003.0000002.0000005.0000001.0000004.000000
25%2544.038.9666673.70000086.00000053.0000006.0000005.00000010.0000003.0000008.000000
50%2544.041.2500003.77000094.00000060.0000008.0000007.00000013.0000004.0000009.000000
75%2544.044.7500003.840000104.50000067.0000009.0000008.00000016.0000006.00000011.500000
max2544.050.3333334.130000140.00000086.00000014.00000012.00000026.0000009.00000021.000000
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" ], "text/plain": [ " PLAYER_ID MIN SPD TCHS PASS AST \\\n", "count 59.0 59.000000 59.000000 59.000000 59.000000 59.000000 \n", "mean 2544.0 40.860169 3.771695 95.457627 60.813559 7.966102 \n", "std 0.0 4.832949 0.113033 16.686069 11.075718 2.652040 \n", "min 2544.0 28.133333 3.570000 57.000000 37.000000 3.000000 \n", "25% 2544.0 38.966667 3.700000 86.000000 53.000000 6.000000 \n", "50% 2544.0 41.250000 3.770000 94.000000 60.000000 8.000000 \n", "75% 2544.0 44.750000 3.840000 104.500000 67.000000 9.000000 \n", "max 2544.0 50.333333 4.130000 140.000000 86.000000 14.000000 \n", "\n", " CFGM CFGA UFGM UFGA \n", "count 59.000000 59.000000 59.000000 59.000000 \n", "mean 6.779661 13.152542 4.457627 9.644068 \n", "std 2.297433 4.509811 1.976779 3.325776 \n", "min 2.000000 5.000000 1.000000 4.000000 \n", "25% 5.000000 10.000000 3.000000 8.000000 \n", "50% 7.000000 13.000000 4.000000 9.000000 \n", "75% 8.000000 16.000000 6.000000 11.500000 \n", "max 12.000000 26.000000 9.000000 21.000000 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_playoffs.describe()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PLAYER_IDMINSPDTCHSPASSASTCFGMCFGAUFGMUFGA
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mean2544.037.7646403.75513588.74324359.4729738.7297305.8108119.6351354.1351358.527027
std0.04.5924020.14054014.46494211.9223783.4014392.1813393.2878952.0294032.800308
min2544.027.2666673.33000050.00000030.0000002.0000001.0000003.0000000.0000003.000000
25%2544.035.4083333.66000080.25000054.0000006.0000004.0000007.0000003.0000007.000000
50%2544.038.0833333.75000089.00000058.0000008.0000006.0000009.5000004.0000008.000000
75%2544.040.0000003.85000097.00000065.75000011.0000008.00000011.0000005.00000010.750000
max2544.051.6500004.080000136.000000101.00000017.00000010.00000018.0000009.00000017.000000
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" ], "text/plain": [ " PLAYER_ID MIN SPD TCHS PASS AST \\\n", "count 74.0 74.000000 74.000000 74.000000 74.000000 74.000000 \n", "mean 2544.0 37.764640 3.755135 88.743243 59.472973 8.729730 \n", "std 0.0 4.592402 0.140540 14.464942 11.922378 3.401439 \n", "min 2544.0 27.266667 3.330000 50.000000 30.000000 2.000000 \n", "25% 2544.0 35.408333 3.660000 80.250000 54.000000 6.000000 \n", "50% 2544.0 38.083333 3.750000 89.000000 58.000000 8.000000 \n", "75% 2544.0 40.000000 3.850000 97.000000 65.750000 11.000000 \n", "max 2544.0 51.650000 4.080000 136.000000 101.000000 17.000000 \n", "\n", " CFGM CFGA UFGM UFGA \n", "count 74.000000 74.000000 74.000000 74.000000 \n", "mean 5.810811 9.635135 4.135135 8.527027 \n", "std 2.181339 3.287895 2.029403 2.800308 \n", "min 1.000000 3.000000 0.000000 3.000000 \n", "25% 4.000000 7.000000 3.000000 7.000000 \n", "50% 6.000000 9.500000 4.000000 8.000000 \n", "75% 8.000000 11.000000 5.000000 10.750000 \n", "max 10.000000 18.000000 9.000000 17.000000 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_regular_season.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 4: Some more splicing:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PLAYER_IDMINSPDTCHSPASSASTCFGMCFGAUFGMUFGA
count-15.0-15.000000-15.000000-15.000000-15.000000-15.000000-15.000000-15.000000-15.000000-15.000000
mean0.03.0955300.0165606.7143841.340586-0.7636280.9688503.5174070.3224921.117041
std0.00.240547-0.0275072.221127-0.846660-0.7494000.1160951.221916-0.0526230.525468
min0.00.8666670.2400007.0000007.0000001.0000001.0000002.0000001.0000001.000000
25%0.03.5583330.0400005.750000-1.0000000.0000001.0000003.0000000.0000001.000000
50%0.03.1666670.0200005.0000002.0000000.0000001.0000003.5000000.0000001.000000
75%0.04.750000-0.0100007.5000001.250000-2.0000000.0000005.0000001.0000000.750000
max0.0-1.3166670.0500004.000000-15.000000-3.0000002.0000008.0000000.0000004.000000
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" ], "text/plain": [ " PLAYER_ID MIN SPD TCHS PASS AST \\\n", "count -15.0 -15.000000 -15.000000 -15.000000 -15.000000 -15.000000 \n", "mean 0.0 3.095530 0.016560 6.714384 1.340586 -0.763628 \n", "std 0.0 0.240547 -0.027507 2.221127 -0.846660 -0.749400 \n", "min 0.0 0.866667 0.240000 7.000000 7.000000 1.000000 \n", "25% 0.0 3.558333 0.040000 5.750000 -1.000000 0.000000 \n", "50% 0.0 3.166667 0.020000 5.000000 2.000000 0.000000 \n", "75% 0.0 4.750000 -0.010000 7.500000 1.250000 -2.000000 \n", "max 0.0 -1.316667 0.050000 4.000000 -15.000000 -3.000000 \n", "\n", " CFGM CFGA UFGM UFGA \n", "count -15.000000 -15.000000 -15.000000 -15.000000 \n", "mean 0.968850 3.517407 0.322492 1.117041 \n", "std 0.116095 1.221916 -0.052623 0.525468 \n", "min 1.000000 2.000000 1.000000 1.000000 \n", "25% 1.000000 3.000000 0.000000 1.000000 \n", "50% 1.000000 3.500000 0.000000 1.000000 \n", "75% 0.000000 5.000000 1.000000 0.750000 \n", "max 2.000000 8.000000 0.000000 4.000000 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_playoffs.describe() - df_regular_season.describe() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (We're skipping step 5 for now- it's not fun.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 6: Time to clean+visualize (again):" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "court_shapes = nba_helper_functions.court_shapes()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "playoff_df = pd.DataFrame()\n", "\n", "for season in playoff_seasons:\n", " df = nba_helper_functions.get_shot_info(season= season)\n", " playoff_df = playoff_df.append(df)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "missed_shot_trace = go.Scatter(\n", " x = playoff_df[playoff_df['EVENT_TYPE'] == 'Missed Shot']['LOC_X'],\n", " y = playoff_df[playoff_df['EVENT_TYPE'] == 'Missed Shot']['LOC_Y'],\n", " mode = 'markers',\n", " name = 'Missed Shot',\n", " marker = dict(\n", " size = 5,\n", " color = 'rgba(255, 255, 0, .8)',\n", " line = dict(\n", " width = 1,\n", " color = 'rgb(0, 0, 0, 1)'\n", " )\n", " )\n", ")\n", "made_shot_trace = go.Scatter(\n", " x = playoff_df[playoff_df['EVENT_TYPE'] == 'Made Shot']['LOC_X'],\n", " y = playoff_df[playoff_df['EVENT_TYPE'] == 'Made Shot']['LOC_Y'],\n", " mode = 'markers',\n", " name = 'Made Shot',\n", " marker = dict(\n", " size = 5,\n", " color = 'rgba(0, 200, 100, .8)',\n", " line = dict(\n", " width = 1,\n", " color = 'rgb(0, 0, 0, 1)'\n", " )\n", " )\n", ")\n", "\n", "\n", "layout = go.Layout(\n", " title='Shots by Lebron Last 3 Playoff Series',\n", " showlegend=True,\n", " xaxis=dict(\n", " showgrid=False,\n", " range=[-300, 300]\n", " ),\n", " yaxis=dict(\n", " showgrid=False,\n", " range=[-100, 500]\n", " ),\n", " height=600,\n", " width=650,\n", " shapes=court_shapes\n", ")\n", "\n", "data = [missed_shot_trace, made_shot_trace]\n", " \n", "fig = go.Figure(data=data, layout=layout)\n", "py.iplot(fig, filename='Lebron Playoffs Shot Chart')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "regular_season = nba_helper_functions.get_shot_info(season_type = 'Regular Season')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "missed_shot_trace = go.Scatter(\n", " x = regular_season[regular_season['EVENT_TYPE'] == 'Missed Shot']['LOC_X'],\n", " y = regular_season[regular_season['EVENT_TYPE'] == 'Missed Shot']['LOC_Y'],\n", " mode = 'markers',\n", " name = 'Missed Shot',\n", " marker = dict(\n", " size = 5,\n", " color = 'rgba(255, 255, 0, .8)',\n", " line = dict(\n", " width = 1,\n", " color = 'rgb(0, 0, 0, 1)'\n", " )\n", " )\n", ")\n", "made_shot_trace = go.Scatter(\n", " x = regular_season[regular_season['EVENT_TYPE'] == 'Made Shot']['LOC_X'],\n", " y = regular_season[regular_season['EVENT_TYPE'] == 'Made Shot']['LOC_Y'],\n", " mode = 'markers',\n", " name = 'Made Shot',\n", " marker = dict(\n", " size = 5,\n", " color = 'rgba(0, 200, 100, .8)',\n", " line = dict(\n", " width = 1,\n", " color = 'rgb(0, 0, 0, 1)'\n", " )\n", " )\n", ")\n", "\n", "\n", "layout = go.Layout(\n", " title='Shots by Lebron 2016-2017 Regular Season',\n", " showlegend=True,\n", " xaxis=dict(\n", " showgrid=False,\n", " range=[-300, 300]\n", " ),\n", " yaxis=dict(\n", " showgrid=False,\n", " range=[-100, 500]\n", " ),\n", " height=600,\n", " width=650,\n", " shapes=court_shapes\n", ")\n", "\n", "data = [missed_shot_trace, made_shot_trace]\n", " \n", "fig = go.Figure(data=data, layout=layout)\n", "py.iplot(fig, filename='Lebron Regular Season Shot Chart')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clearly, that showed everything that we were looking for.... so time for some _math._\n", "\n", "#### 2-Dimensional binned statistics (a fancy way of saying 2D histogram) are useful for situations like this. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mean, xedges, yedges, binnumber = stats.binned_statistic_2d(x=playoff_df.LOC_X, y=playoff_df.LOC_Y, values=playoff_df.SHOT_MADE_FLAG, statistic='mean', bins=35)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = [\n", " go.Heatmap(\n", " z=mean.T,\n", " x=xedges,\n", " y=yedges,\n", " colorscale='YIOrRd',\n", " opacity = .5,\n", " reversescale = True\n", " )\n", "]\n", "\n", "layout = go.Layout(\n", " title='Playoff Lebron Binned Heatmap Last 3 Years',\n", " shapes=court_shapes\n", ")\n", "\n", "fig = go.Figure(data=data, layout=layout)\n", " \n", "py.iplot(fig, filename='Playoff Lebron Binned Heatmap Last 3 Years')\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_reg, xedges_reg, yedges_reg, binnumber = stats.binned_statistic_2d(x=regular_season.LOC_X, y=regular_season.LOC_Y, values=regular_season.SHOT_MADE_FLAG, statistic='mean', bins=35)\n", "\n", "data = [\n", " go.Heatmap(\n", " z=mean_reg.T,\n", " x=xedges_reg,\n", " y=yedges_reg,\n", " colorscale='YIOrRd',\n", " opacity = .5,\n", " reversescale = True\n", " )\n", "]\n", "\n", "layout = go.Layout(\n", " title='Lebron Binned Heatmap 2016-17',\n", " \n", " shapes=court_shapes\n", ")\n", "\n", "fig = go.Figure(data=data, layout=layout)\n", " \n", "py.iplot(fig, filename='Lebron Binned Heatmap 2016-17')\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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iIooBBv5ERERERDHAwJ+IiIiIKAYY+BMRERERxQADfyIiIiKiGGDgT0REREQUAwz8iYiI\niIhigIE/EREREVEMMPAnIiIiIooBBv5ERERERDHAwJ+IiIiIKAYY+BMRERERxQADfyIiIiKiGGDg\nT0REREQUAwz8iYiIiIhigIE/EREREVEMMPAnIiIiIooBBv5ERERERDHAwJ+IiIiIKAaEbDZr9nfT\nPxIRGXlu+3t+FyESli6e5ncRiCjcBL8LQMHBFn8iIiIiohhg4E9EREREFAMM/ImIiIiIYoCBPxER\nERFRDDDwJyIiIiKKgTK/C0DucnsmFc4oQkRERBQNbPEnIiIiIooBtviTKS/mYmcvAhEREVHpscWf\niIiIiCgG2OJPRAC40i4REVHUMfCnkuMAZCIiIqLSY6oPEREREVEMsMXfR0ytIKdYd4iIiMgutvgT\nEREREcUAA38iIiIiohhg4E9EREREFAPM8ScqAebkU1BwUT53cHYyIgojBv5EGgzSiSgK+HBCRFqO\nAv8wtBgxeIsP/tZEREREhbHFn4iIisKW5eKxAYOISiEwgT8vekRE5BXeY4oXht5+IjIXmMCfiIjy\nMWAlihY+QJGfOJ0nEREREVEMsMWfiIgChb0c8cHxIUSlxcCfiIiIIoEPjUTmmOpDRERERBQDQjab\nNfzj/fffb/xHIiIiIgq8v/3bv/W7CFRagtEfCqb6BLGy3H///YEsF1Ehpai7PD/IK6y/RMaCWnfv\nv/9+v4tAAcJUHyIiIiKiGGDgT0REREQUAwz8iYiIiIhigIE/EREREVEMMPAnIiIiIooBBv5ERERE\nRDHAwJ+IiIiIKAYY+BMRERERxQADfyIiIiKiGGDgT0REREQUAwz8iYiIiIhigIE/EREREVEMMPAn\nIiIiIooBBv5ERERERDHAwJ+IiIiIKAYY+BMRERERxQADfyIiIiKiGGDgT0REREQUAwz8iYiIiIhi\noMzvAviluaUVj285gJOnezCurgorl81GU2OD38UiIiIiIvJELAP/5pZWfPfn+9A3kAYAtJ/uwXd/\nvg8AGPwTERERUSTFMvB/fMuB4aBf0TeQxuNbDjDwdxF7VYiIiIiCI5aB/8nTPbZeJ/vYq0JERBQM\nz21/r6jPL108zY1iUADEcnDvuLoqW6+TfWa9KkRERERUerEM/Fcum42KVDLntYpUEiuXzfapRNHD\nXhUiIiKiYIllqo+SasL8c++Mq6tCu06Qz14VIiIiIn/EMvAH5OCfgb53Vi6bnZPjD7BXhYiIiMhP\nsQ38yVvsVSEiIiIKFgb+5Bn2qpBfOJUsERFRPgb+RBQpnEqWiIhIXyxn9SGi6OJUskRERPpK2uJv\n1v3OrnkicgOnkiXyHu/ZROFUssDfrPsdALvmicgVnEqWyFtMpyMKr5Kl+ph1v7NrnojcwgX6iLzF\nezZReJWsxd9J9zu75onIrqbGBhx4twPP7TiCTCYLIDcoCXKLJNMnKAyYTuc+nvtUKiVr8TfqZh9X\nV2X6NyIiO5pbWrFt19HhoF+hpCM0t7T6VDJzSvpE++keZBH88lJ88Z7tLp77VEolC/zNut/ZNU9E\nbtFLQ1AEOR2B6RMUFrxnu4vnPpVSyVJ9rKzkym4ucgu7TeNLb2Cv9u/NLa2Bqw9Mn6Cw4Mrs7uK5\nT6VU0uk8zVZy5Sqv5BbOOBFviYSQl+ajFcT6wNmIKEx4z3YPz30qJS7gRZHDbtN4KxT0A8GsD0yf\nIIonnvtUSiVt8ScqBXabxlu9QeuZVtDqA9MniOKJ5z6VEgN/ihx2m8aLdjzHwlnjseX3h5Et0PCf\nBXDHtzYDALq6B3JutnpjRADvb8xMnyAiIi8x8KfIWblsdk6OP8Bu0yBobm7GSy+95Mm2pwKYOhJA\nGmh7HWistbmBoc++9Ox2vPRs/jZfena77mvKe912xRVXoKmpyZuNE5EvjCad4Lg0KiUG/hQ57DYN\npqamJteD2VVrt1pK67FDEFCwt0BRX1eFx9Zc4+r3E1H0mAX3ZuPSeN8itzHwj5m4THPJlIl48CJP\n32rQ79X3E1H0mAX3xYxLi8s9ndzDWX1ihKsDUtT4PW7D7+8nonAwC+6droTMezo5wcA/RjjNJUWN\n3jR4brC6TY4bISIrzIJ7p9N58p5OTnie6tPc0op1G/ejs3sAAFBbncLdK+bmdEWxq6o0OM0lhZnR\ndeKFPxzGvrc6LG8niUGMSZ1GZaIPSSGDDBIYyJTh1GAd+jIVAIAlCyZj8/bDptupSCXw4PrdeHzL\nAV6ziMiU2aQTTsel8Z5OTnga+De3tOKRp/ZgMP1x0mxn9wAe3rAHADiavcQ4zSWFVXNLKx7esAfp\nocW52k/34OENe2wF/dWJbowvP4nRqTP4cHAkutPVSGeSSCCDikQ/ZlW/iZ5MJdr6x2Hz9iwAQXc7\nyuDfvoFMTlkAXrOISF+h4N7JuDTe08kJTwP/x7ccyAn6FelMdni0Okezlw6nuaSwWrdx/3DQr0hn\nshaD/izOrfgAY1On0NY/Dq91zcFgNv/Sd7RvEurKzmBSRRvqyzvwTvc0pJGf8qM3+DedyWLdxv28\nZhGRIbcnneA9nZzwNPA3625S/sauqtLRa3FYOGs8Ht9yAA+u3800K/KdUTqPkipoXxZTKo+iOtGD\nN86KugH/x+9M4NTgGJwarMOUyvchjngLB8/OQEYn+NfjvIxERPZx6mpywtPA36gbSvmb2XvYVeUN\ndYsD06woSMzqo1MTy9swItkNyUYADwg40nsuplQexfnV7+HN7vNglPZDROSnUk1d/dz29zz/DrJv\n6eJptj/j6aw+K5fNRllS/4bZfroHq9ZuxcJZ4x2NZqficUYAChKj+vjQUP68XQmkMbGiDW93T7cR\n9CsEHOmdjJQwgNpkl6VP1FanTP/+6NN7sfybz+DG+zZh+TefwaNP77VZJiIiouJ42uKvPIWqZ/VR\naz/dg227jmLJgsnYebCNXVUusTpLklFvDNOsyA9G9S6TsbGilsrY1Cl8NFiL/my5wxIJaOsfh/Hl\nJ9HZU2v6zrKkgLtXzB3+f+05eM7Y6pzxCJlMdnjWoHv+7BKH5SMiIrKnJCv3VlaUoat7AEJCyLuJ\n9w2ksfNgG5e9d4nV9B2zBT6yAJZ/8xksXTQF9/zZJZxulVxlVJ/MUgPty2J8+Ukc7i2unp4aqMPk\niuMoF/oNHyASCQGD6WxOT5n2HDTar83bD2PnwbbhHk6z84znIdnFOhMN/B3JTZ5P56m+AWYNWu7Y\nwuweq7MkFUrnUVok32/vwsHDZ0o2DoAXuGgzezDVm6HCqYpEHxJCBl3pEUVtJ4MkzgyOwqiyj9A+\nME7/PaopRh9YvxupsgQGBjOWv6P9dA8eeWoPslnkTFeqPs84HofsYp2JBv6O5DZPc/z1glA9HMjr\nHquzJFl92Nr3VkfJxgFw+fHoK/RguvqWeah34XqQEgYxkEnBjUG5/dkUyoRBy++3E/QrBtPZvOlK\n1ecZx+OQXawz0cDfkdzm23SeCg7kdYfSUm6UDa19uCo2rcKLXhqu6RAOmUwG69atw9e+9jXLn1Hq\np9m4kkef3ovndhxxnNOvJiCLrEsz8WSzAgSh+DI5YXXa41/96le45JJL0NDA84Rkbk+Vzd7Y4qmP\nYc3QZACd3QNIDKVB1+scV055Tm6zFfjbPfGNgkulkicSQs6Ta1AuImG7wGm7ArXKkkLew1WxaRVe\n9NLwAhcOgiDgxIkTyGazEITCwXWh+gnI40qUwa5uGMyWISkUnzIEAGVCGv1Z8xl7vJIFcON9mwz/\nrpyHp06dwuCg9V4Jij43p8pmuknxtMdQPeGJNl1w3cb9uHvFXNOxT8yUIKcsp/o4ScNYOGu87utz\nzxuDilQyp7IHJaUjjOkmhVKq9FYaVdIqEgnzwG3ejLElm27V6EImJIRAH/+4EQQBiUQC6bR5YN3c\n0opVa7figfW7Xcnbt6MvU47yxABSQn+RW8piZNlHOJuudqVcRsqSApIFzkUt9XmYTqeRSHiauUkh\ns3LZbNeu3Uw3KZ7V1GdAfihQ4g43f0ciwEbg7+TE33mwTff1/e+cCuxFJIwXuEIt4ulMVrf8TY0N\nhgOuAeC6xVOx9p5PDeddCwDq66qw+pZ5nrTy6F3gALk1JOgPX3EzYsQIdHd3G/5d/QBtptCDp1MZ\nJNExUIf68o7CbzYhz+EvFD1I2Ex9XRX+71vn4xu3zR8+z8zonYfd3d0YMcK7MlL4qMfMFHvtZm9s\n8eweK72xT17fgykeLKf6ODnx7c7LHYSLSBgvcFby9Y3Kb/TZ+rqq4fnFS7UyoPIdD23YozvtK3P9\ng6O2thadnZ0YOXKk7t+ttG7V11V5el6194+DWP0WjvdNQNbhPAb15SfR1j8OXq3cKwA5Uxkr9dss\nveeZB5bnvdbZ2YnaWvO1Bih+3Lp2M92keE7G1SnXx1LdgykeLN8NjU5wsxPf6G9GrXxBuIg42U+/\nGbWUqxmVP2jdiGa9EEF++IqbmpoadHZ2Gv690G+l1DEvz6veTCXOpqtxTsUHjj4/quwj1CTPomOg\nzuWSfczuNVLv9b6+PmSzWZSXO12ojPyipMPddN8mrFq7NbC9mkG7T4SRlfu0VpDjDgovyy3+eoNB\nC534Rp9ZsmAytu06mtci2H66B6vWbvV1MK2T/fSbcqyMZk0xK7/6s1YHMze3tOasxlxbnRoeiGT0\nfjcGhfMiGBxKi7+RQq1bfQNpPLB+txdFy/Fu7xTMrn4T6WwSH/SPh9WW+5pkF6ZVHsFbPdORgb2b\ntR3tp3twy/96Fn396ZxzY+miKbqDnZcumpL3WldXF2pray0NtKbgCNOAWSf3CcqlPYbqWX0EIX8s\nXtDjDgovy4G/kxPf7DOzp4/VDVT9vviF6QJnFFDbDbTtdCM2t7Tikaf2YDD98VWqs3sAD2/YgwPv\ndmDnwbac7wXyVzEt9PsunDVeN+gxGixOpTdy5Eh8+OGHhn93czGuYqSzZZC6z8cF1e+gItGH430T\nDVfgBYAE0qgv78DE8ja80zMVZz3M7Vf09uefG0qanTK9aSIhDK+krfXhhx8yzSeEwjZ9MdNNimd2\nDMM2myCFl63pPJ2c+EafUV5ftXZrXvDv98UvDBe4Qq1F6vIr3cluXFAe33IgJ+hXpIdW+lUo5SlP\nJXRvbus27je8yBkNCt95sA33OCo1uW3ChAnYuXOn4d/NxmuU2kC2HAfPXoBzK45jzggJXekRaB8Y\nh7PpKqSzSSSQQUWiH+PKOzAmdQadgzWQumegN1NZ8rKqr333/NkluoG+1vHjxzFx4sQSlI7cFMbx\nZOSdMMQdFA2eLuBlBS9+zlhtLXK7O9nO79I3kDZs8e3sHhhOFdKWiXUi+M455xwcO3bMdC7/psaG\nkqTzWJFBEq19k/F+3ySMSZ3BpPIPUJHoQ1LIIAMBA5kUTg3U4fUuEQMmPQKlYLeeHz9+HDNnzvSo\nNOQVpjQSkR98n/g5jINpg8BqcOz29KRe/S7qMrFOBF9tbS3KyspM030A76brdCqDJE4OjMXB7pnY\n1zUXuzvnYW/nxXj97Gwc75/oe9AP2K/nx44dwznnnONRacgrHDBLRH7wvcU/jINpg8Bqa1GhBwS9\nJcS7ugcMU4JWLpudl+NvprY6hf6BjKVcb2Vwt90ByuSPSZMm4dixYxg9erThe/xO8wmbZCJ/lW0z\nPT09OHv2LMaOHethqcgLYRpPRv5h7j+5zffAnxc/Z6w+MJk9IJgtIW6UEqT8t3ZWn8vnnZM3U1NF\nKom7V8wFkPv79vYN5nyXmtGaAqwTwTN58mQcPnwYc+bMMXxPvYO5q6OsIpXE+LpKtLad1f273Yl5\njhw5gnPPPbeoGX0YWPiHed1kJkwzP1F4+B74A7z4mTG6KVt9YDJ7QCi0yJLRIGuj30uZqUmvPGbj\nDszU11XlLHBE1hQbzFn5/MyZM7FhwwYsXbrUMPB0OrtPIiHgL2+bPzxLVVDGChSjXjPzlt7A58F0\n1tbEBpIkFZXfz8CCqDScXJPDNvMThUMgAn/SZ2XmnkInv9kDwoMWgik7Aw2tPsDplcmoVZgDep0p\nJpizGgyOHy9Pr9rW1oYJEybobkv7W1tN/MlmsjkPjWEL/AXor7CrMDv/rNb5TCaDQ4cO4fLLL3dS\nRAAMLIgRQsCTAAAgAElEQVRKwekDNie6IC8w8A8wt27KRgG5lSXEvRpQqy2TUW4/B/Q6U0y9sVrv\nBEGAKIqQJMkw8Adyf+vl33zGUt6/9ndPJIRQjRewUm+LndXl/fffx4gRI1BX53xlYQYWRN5zei/n\nzE/kBQb+Aeb1TblQGobZgFq384L1Fu0y+n7mJDtjtd4YvU8ZfK0+7qIo4vnnn8enP/1pS9u2Erzr\n/e5GK9kGUSIhoLdvEDfdt8m0fhY7scHBgwchimJRZWVgQUEXheu903s5Jz8hLwQm8I/Cye02r2/K\n2jSM8lQC/YMZZLNy8LJkwWTd36DYvGDtb71w1nhs23U0731632/3u1mvPma13pj1BCmvK8f9f3x2\nLrq6unDixAnTVn9FocG+RvVOu5KtWmV5cnj12yDIZLI5a1Q8sH43Hli/O2/13abGBvzXC1LOQN/x\ndZWW6mc6ncYf//hHfOELX8j7m506z8CCgiwqY1AKTbJRaGyc9n75+JYDeHD97tjf08iZQAT+UTm5\n3VaKm7KShqH8BtmhmCqTyWLbrqOYPX1s3m9QTAqS3m9t1JKrt1Kvne/2sl4F/YGiIpW0XG+MHsQK\nDcjtG0jjiV9L+OLljfjDH/6AG2+8sWC5Vi6bbZqvb1bvZk8fi5f3HcubESobkgygzNDq1u+3d+FY\nR7duINDadhY33rep4ExWBw4cwLhx44bHWSjs1nnOqkZeKvY6GZUxKHo92gBwztjqguerOlWSsRK5\nwfcFvAD3F5mKiqbGBqy+ZR7q66ogQG4tXX3LPE9OcDu/QTEpSIVmEiq0PTvf7VW9Ui6+7UODVZWL\nb3NLa1HbdZPVeqO3L9t2HcWSBZNzPm/k5OkeNDY24o033kBvb2/BcjU1NqB2aL0II3q/kVJOvWlg\n+wbSgVsozMy+tzoKjq0pVKd27tyJhQsX5r3upM43NTbgsTXX4JkHluOxNdcwgCBXuHGdjMoYlJ0H\n23Rf3//OKVvnK2MlckMgWvw5o4uxUk11aucCW0wKkp3fVG97dr7bq5tGGFqhrNYbo33ZvP0w6uuq\ncO8dl6KpsQF3fGuzbtA9rq4KNTU1mDFjBvbu3YtPfOITBb/z7hVzC87SY2UFarVMJotkQkA6RAOA\nCzGqUydOnMDp06d18/ujEijFWdB7E61y4zoZlTEoRuef0Zgnu+cxz2+yw/cWf7On/7Cd3GFmdKxr\ndFpni1lq3upvarQ9O99t9F3F1qsoXXzNyqy00D369F709A3m/V29yuxll12GHTt2YHAw/31aVlr9\nra5AraitTtle/CoM9Pb71VdfxYIFC5BMJvP+5lWdp9IIQ2+iVW5cJ4u51wSJ0fln1FNp9zzm+U12\n+B74m3VRhe3kDrOVy2ajLJl/EeruHcy76RSTgqR3IQeAilRCDt4KbM/Ody+cNT7vNTduGnYvvs0t\nrVi1dituum/T8P8HRaEbRt9AGs/tOILBdH7LVHVl2fBxb2hoQH19PVpaWix9790r5urWA8B4BWoz\nnd0DumUMOyEh5NSXEydO4O2338aiRYt03x+VQCmuopTK4UaQWsp0Vy8ZnZdLF02xdb7y/CY3+J7q\nY/b07/bJ7UcXapC7bbVlSyaEvOApndFfSdRpCpLymXUb9+ekjvQNZAAIw6klhbZhZRCx1ZmC7LIz\n6FpvleJSDsYqVP+srKxr1B3dpUn9WbJkCZ544glccsklqKioMC2XelBp++me4Xn6tavbKn+PUmu+\nAFheyCyTyebUl23btuHyyy83PL5uDNb14poV5OtgkESpN9HoOrlw1vi8aYHN6kKp0l29ZHZemq14\nb2c7YbV08TS/ixA7vgf+Rjl8ZgMKnfBjNHyQR+A3t7Tikaf2DAf6ZoMN7dx0rNzgmxob8PiWA3k5\n427myRvlhOvNFGSXnYuvn+MBrNQ/bQCux2jxLG3L3YQJEzBjxgy8+uqruPLKKwuWz+yGri17WGbu\nsUQA6kcXXjxPodSXaWPTaG9vx+c+9znT9xcTKHlxzQrydTBoopLTDhhPRameMSxOdcHovLR7vkbh\nQYj85XuqT6m6rvzoQg1yt+26jfstp0ZYvenYyU/1umXL6+1bnQnFzxY8q/VP2Zf77ri06O7opqYm\n7Ny5Ex9++KHrZY+KbBaGx9vIydPd2Lp1K6688kqUlXnXXuPFNSvI18GgiVoqh/Y6ufNgG+sCkc9c\nvYM8+vTe4QV2tIvVGClV15UfAViQu231ZmjRY+emY6d126hlS0gIBVc8tcLNlrPmltac1KTa6hTu\nXjHXUtmclqPY1Ijmllbbs2W50R09evRoLF68GM888ww+//nPQ7CZo6NO7wkzs3QeZUCf3vHu7RvU\nPTfPG3UalZWVmDt3rkcllnlxzQrydTBoopjKoca6QOQ/1wL/R5/em7NAhbJYDQBLwb/XFzY/ulDD\n2m1bX1fl6KZj56JulFuupJQU2wXs1uJn2pQoQH5oenjDHktlc1ION1IjlPfrMat/bnRHf/KTn8TB\ngwfR0tKCBQsWWPoMoD8ewg9GqU12Pr/p327KuyYqli6aMvzf2uOqdwxGlvdjfKoNN930VdsPUnaZ\nPZA7HZQe1uugX6KcysG6QOQ/11J9nttxxNbrpeZHF2qQu22NplOsrU45XszHziwO2tka9KY1K6YL\nuJjZINSz8Dy0YY9uSpQy6NluOQAULIcbqRFGwXNZUvC8/iUSCaxYsQK/+c1vcPr0acufC0p6j15q\nk93PA3KDx3WLpw7X7URCwHWLp5o2hOTV29EVuHTCCSy99mqMHj3acZmsMpp1Sz3I2I1tBuU6SKXF\nukDkP9da/I1ayIppOXNTqbpQtSkaSxZMxs6DbYHrtr17xVw8vGFPzoJHyYSAu1fIqQRWUk3U76mp\nTqFfJ2gzu6irW7aUqS61iukCdtJyljeo1KT+Wi2buhz33783Z/l1vWNstF2lpcxJSp2iVINk6+vr\n8Sd/8ifYuHEjVq5ciZf3HjOsT07Se5TZfwDg4Q27kc7k/33hrPF4ed8xy2ltCiUPWRDsHS+932L2\n9LHD5//YUZWYPX1swe2o68uLL76IY8dGY/78+bb2wSnlex/asCfv2t03kAYcNMxGPX1FjbMXmfO7\nLvD3IXIx8DfqHjdaoMIPXneh6qVobNt1NJDzDptdgK2kmmjfoxdclSIX3m12Wp2LKZvZMTY6FgCw\n5tHfYd9bHcP/byelDjCentULixcvxuHDh/HYE0/j1wdH6O4rAEfpPeq6WpZMIp3RT6XSm9K1EOXY\nWwn66+uq8Niaa3T/VmzK1uuvv459+/bhK1/5iucpPmpNjQ14sMDKyk62GbRroNs4e5E1ftUF/j5E\nMtdSfdR5q1Zej6KwzV5hNDONlf2wEiBXVpRZvqAGpQvYaiu+etVaJ8yOsdl21UG/mjalzixVpVQD\n6RKJBD772c/ivcOHMRIncv6m7KvT9B6lLpodR69ThwrVz2KuB8ePH8fmzZtx2223oaampuiy2sWc\na/vCdv2PG/4+RDLXWvyV1kanKQhRUChFIyysDNK1EjzaCTD97gJWGA5uVKV9qHsynHYdmx3jpsYG\nPGCzxVXb27b6lnm66RqAtaDOrS7xiooKHOqcBnHEm+jNVKAzXTv8NzdmivFjlhABsHRMnJatq6sL\nGzZswPXXX49JkyYVU1THjAalkzGz67+dBau84uScjlJqDGcUIpK5Op3nPX92SawCfS2zFI3mltbQ\nXDCtpN2Y7auiPGWvQykI6QBGAY9eulYxXceFjnG9heOrpk2pU77fycxGbneJ144ejXc+morzqg7j\nUPf56MnI+6jsq5MHY+WzhY6j2w/dZqk9WjXVKd0UuBqDgfUA0Nvbi5/97GeYP38+5syZ47icxTJ6\nEH/p2RbfyhR0ZtdE5XW/0kucnNNRS40JSjopkd98X8ArSgp1+7tNPfvMqrVbHU+3p2Ul7cZo9g+1\n/sGM6d+DyM5sQMV0HRc6xlaOr5peSp3TmY3s7JeVOrhy2Wz0J0bjSO9kXFD9NioTPcP7anc/gcLH\nqZhtW/1eL/T19eHJJ5/E5MmTccUVV3j2PVZZXaSOZFbrmx/pJU6uVVFLjQlKOqmaV/dwIjPeLQEZ\nQ2YpGm53J3rZGmMl7Ub9HqNWrlLNIOM2qz0PxXQdFzrGen83a702mi3GSS+K1f2yWgfV+3K0M4tZ\nNe9g0eXX5bxHPTsUkDtYXBCA8rIE+gcylo6Ttq7aTZtS1rFQytLVPeAozaHLYDYhvdd7e3vx5JNP\nYuLEiVi6dGlJB/OSO+ycs6VOL3FyrYpaakxQ0kkVUetRofDwJfCPUt6gllGKhtXuRKvHxs4quU5Y\nCRiV9yz/5jO+z+jkR50qtuu40DFW/q7smxn1YNepAFat3Zp3DKweI6urKtupg+p9feONN7B582bM\nu2AsGhoaDI+DurwjaypyZvJRcqaNgnP1Z+0syJVICLqpPGse/R0eWL97+CGiYfwI9A5kTI+l1frR\n1dWFJ598ElOnTsW1115bMOh3q65bnRZW/X2NI8OVtlhq2rq8au3WQKSXOLlWhTk1xugcCUI6qcLr\neziRkZKn+ihPue2ne5DFx0+5UeniKqY70c6xCVJrjN8zOvlVp0rRdazeNzPKPmtziZVjYOcYmS3i\npP6s09bMOXPmYMWKFdiwYQP27Nmj+x6j8j769N6c1zu7B9DZPWD6Hjtriei9VzuFKgC0tp0teCyt\n1I9jx47hhz/8IWbNmmU56HejriurCiv7q0wL++jTe02/D0CkrtdeC0p6iZNyBKXsdoUlxgjSPZzi\nxVbg70Y+WtTyBrWKWTHWzrGxs0qu15ysUOomv+pUMb+1VVanpEwkBNNjYOcYaffLaFVlox4dK3Vw\nxowZ+PKXv4xXXnkFW7ZsQTqdWzaj8j6344jp8TB7j7p+GtH7m9EUqtrv1R7LQvXjj3/8I5588kks\nXboUV1xxhaX0HrfqutWV1t36vrjmMpfiGuFVOYJSdrvCEmME6R5O8WI51cetfLRCsx5EgdPuRDst\nAAtnjR9euEn7uh/8nNHJz5YTr7uOrexDRSppGAw7nfZSvV9GqypnMtm877bTIjhu3Djcdddd+MUv\nfoGf/vSn+OxnPzs8Z71Ruay03hu9J5vJ4r47LjUdl1LMSuNW61s6nca2bdtw8OBBfPGLX8T48dbP\nWbfqutWV1t34vrjnMgclvcRJOYJSdjvC0pJuNINc0HtUKPwst/i79RRt1NoWpBV+/WKnBWDnwTbd\n9xq9HmVRbjkx2odEQshphasvcAyKOUZG71F/t9MWwcrKStx+++1oaGjAD37wA+zfvx/ZbNZ0vwsx\nek9Ndapg2pTRcbRCW2a9lIMfPb0dDz3yPXR0dOArX/mKraBf7zsKvW7E6nXYje8LSwssRUNY7gdh\n7VGh8LMc+Je6pSmO7ORUhqVVoxTCmotqhdG+/eVt83OmWXQyPajVY2T2WTemfEwkErjqqqtw++23\n4+WXX8ZTTz2FW6+cqvudSxdNMZ0y0eg9yv+bpQkZHY95M/RnTCr0WXXAKyCDcyuOY1r5mzjcNRa3\n3XYbqqrsByJu1XWr43Lc+D5eq6iUwnQ/4JS55AfLqT5ujPBvbmk1nGGjmJa2qLAz3ViYZ1yww8oM\nJk2NDTjwbkfODCVLFkyOxEXUap1Qvw9p+XwymvayfWimG3Wra6FcXytlKHa2mXPPPRd33303fvvb\n36Ll1WfwpwsuxrYDZTh5pi9ne7Onj82b/lM7q4/6PcrrD5pM66k9Xmpr7/kUvv4vL6C17ezwa2Nq\ny5EsSxrua3NL69D5mcXIZCcaKo+hN1OB18+KSGdTjqfrdGtKQrOV1rWz/cw9bwyOdXQPB+p2WyXj\ncq2iYAjatJ1Gojy7IQWb5cC/2Hw0pdtbL+gP6tO4H6zmVMYhP9BqbnBzSyu27TqaM0PJtl1HMXv6\n2EhcSK3WCeV999+/XXdKSmUb2mP6wPrdWLdxP+5eMdfwewpNuakN7JzmcZeVleGqq67ChRdeiBde\neAHzRp5E001NmDt3LhKJhGlZCpXXKLe/0Gq8zS2taDvdm/Pa2d40Vt9ykeEx+e7P92FE8iwmVxxD\nmTCI9/sm4czgKAACaqtTw9OROrnhu5V3rTcuR5ntR5HJZLHvrY7hwfr337/X9nfH4VplhMGdP4I+\nNiHu417IX5YD/2Kfoo1mJ0kkBOa1ORCWVo1iWJ3nmPMhW2d0HnZ2D9i+8WhvXlraWYXs1NMJEybg\nzjvvxOHDh7Ft2za8+uqruOKKKzBr1qzhBwC79AJQAOg825+zPoHeA4PV+pXNZrFh8x/QUHYEVcke\nHOubiI6BMQDkFv6ypIDu3sHhBcqUB68D73Z4MjjebuC55ff5EwYoryuLxJkdKz12rlXKbD92vyOI\nGNyREd6zyE+2FvAq5inaKJ8zm8myojsU9FaNYlnNDWYOsXVmx8TujcfKVKNKsOM0+Jk6dSq+/OUv\n49ChQ3jllVfw3HPP4dJLL0VjYyNqa2stlVOhpIRpZ8Pq7Tcvm5X61d/fj9deew27du3CmMEOnEjX\n4+2eachqhlFVVZTlrEqs2Lz9sOs9VE4CT6PVtrNZuadobhVy5kY325aalWuVUl6n3xE0DO7ICO9Z\n5KeSrdzLPM/CwtIt7FY5C23Hap2Jat2yurKqHUbHSmHnxmPlvUbrC6zbuN9yHRIEAaIoQhRFnDhx\nArt27cL3v/99TJ8+HRdeeCFmzJiBioqK4ffr1SvAONVHWzZtYGZYv0ZX4N1338WBAwfw2muvoaGh\nAVdeeSX+acM7aO/qzXt/bXVKN+hXPLRhDx5cv9u1c9/twLNvIA1U5f6/m0HscHk9/I5SYnBHRqJ6\nz6JwKNnKvWEaae+HsKw26FY5rWzHap2JYt2yurKqXUar8irs3HgKvbcilTScrauze8BRHZowYQKu\nv/56fOMb38D555+PvXv34sEHH8QTTzyBHTt2YMtvX8d3f743Z9sPb9iDR57aY3mtEG1gpj5mZcIg\nxpSdxozqwzg/uQcvvPACRowYga9+9au4/fbbccEFF2DldXPyjrGS4mNGuzJysee+k8CzImXvluBm\nEBu1QDks00pS6UXxnkXh4XmLv7r1raY6hfJUIm8GDgpPt7Bb5bSyHbPcYG2r7pIFk7HzYJvpLCth\n6E1RmK2sqm71N2rdNqLs87qN+/Nan5MJwfTz2u9aOGs8tu06qpvuo8ySY6WVHZB/+wfW78bjWw6Y\n5n9r9/XOOxvR39+Pt99+G4cOHcKuva9jdkUG3akqnE1XoztdjZ5MJfrTKcjtHIVn0xlXV4XBwUF0\ndnaio6MDibPHcOX0k/jggw8gZAfQJ4zCJXPn4IarFxmmG5WnEsPHpXZo5iGz1n6941Hsue+kVXH1\nLZfgwfW7oX5cEyCvgaBXfjeD2Ki1gsZ5UDOZi8MYPQouTwN/bY5pZ/cAKlJJ3HvHpazgGmFp7XKr\nnFa3o5cbrJe7vG3XUcNB4mEcZGdlvQuj/ZpbIE5S9vmRp/ZgMP3x9pQZJo0eJvSOeaEHLu3nCjEa\n7FroN5w9ezZmz56NH/8WKBMGUJ3sRnWiB2NSp1CV6EMqIQetA9kyDGRSGMwmkYUAOayV/ysppFGe\nGERNIoN//uc/oKamBnV1dZg0aRKu+OQCTJo0CWPGjDGdilNvwHP/QMby/qsVe+47CTyNAhIAw8fb\n6raMGD2EK+V14zuCgMEdmYn6GD0KLk8D/7C0YgdBWFq73CpnMduxW6/CWA+N1rtQr6xqtF+w8FM8\nvuVATtAPAIPpLNZt3J8TqCoBtroFW/1dOw+2mU6FqRf89PYNFmz91g52tfobyvUK+HBwFD7EqJz3\nJ5BGKjGAlDCIMmFwqO0/C0BAFkBtTRWu+tQsXLloBqqqqhzNtW9UTqPfEzD+rYs9950GnmYByUvP\ntkAYKpuTINbKQ3ix3xEkDO6IKGg8DfyNWqzaT/dg1dqtob+ou8nPbmE7aTBulbOY7djtdQhLb4ra\n0kVT8mafUV5XFFN+o8/qBeR9A2nDFmv1w5tRPdIGP4WmAVWog3qrv6FevUomBAgCMJhOoi+TRJ/O\ndgQAT3xruWl51Iz21aicmUwWFalkXn1ffcs8APm9Im6d+24Gnk2NDXjpWeCZB6wfJ61CD3BufAcR\nERnzNPA3m0EkDOkWpaSXe11uc6CdE3otcGYLOrnVfV3Mduz2FoSlN0XNbGVVRaEZeow0t7RCSAjI\nGrRAO9kekJ8KZHR+q397qzMMWf0NzVJVzL5PSAhobmm1VP/MWq2Nyqke82BU3+OQEhLGh3AiMrd0\n8TS/i0A2eBr4Gy2Yowh6uoUf+gcyw//tZFElu5ws6ORWK6LT7djtLQjrIDu9lVXVjPbLTKEVtMtT\nCd1Wf7OpKB9Yv1s3XcXs/FZ+++aWVjywfrfudtVBvZ3fUF2v1CsLq9OktDKZrOm5pm7hF0z21ayc\nZvU9LikhYXwIJyKKEk+blJsaG7D6lnmoN7mos6XnY2bd4F6xsqBT0KjrlQC5NdVs9We77w8Lo/0y\nU2gF7btXzNWdZu7uFXNNt2uUv17o/G5qbMB1i6fq/m3hrPE577P7G6qnjDUro8KovmunnjXajvI9\nUaxrbuE0hkRE/vJ8Ok+lJWvV2q1s6SnAj25wNxd0KiW7LaRRbVHV26+XnjV+v9UVtPXSTqxOzalm\n5fxWejW0Yxq27TqaM8DX7m9oZWVhLb3jY2c73/35Pqy+ZZ7pgOc440w3RET+KtnKvUFLtwjivO5+\ndIMXSseqqU5h1dqtgTpO5JyVOmY0hWpvn/kCVFqFzm9t+oxWMamAzS2tjsY/6J1rdh5+nZY5iNcj\nhbpsjSNheSyEEb1ULPWKxURE5J2SBf5BaukJ6rzubj4cWQ0kzBZ0AuRcf+X1oBwncm7hrPG6swWp\n02q0rM7Co7AyFaN2m0YDjZ30OCmrHjuhdxzsDqK2W+agXo+aW1p1rwtulc3pOhRBFuQHOCIioISB\nPxCcdIugzuvu1sOR3UBCPdCyUDpHEI4TObfzYJvh6/cYfMZOqkttdQrr//66gu+zuk27vV3NLa2O\ng35A/zgYPZAbDYS2W+YgXo/MHvbcKlsx61AEUVAf4IiI1Eoa+AdFkKeUs/NwZNS65DSQKDQeQxGE\n40TmjNKznNR9q793WVIoOAjYzjad9HZZGYxeb9KCr1cuowfyA+925D1kOClzqa5HdlqjCz2YuVG2\nqF1HgvgAR0SkFcvAPwpTypm1LhUbSBR6X5iOU9woc+or9Vvb6uik7ht9prY6hcqKMke9U0bbTAyt\nL+C0t6tQ3a2vq8Jja66xPdmA3iJk23YdzXvfkgWTbZe5xmCq1JrqlK3tmLHbGl2Ka4DTdSiCKsgN\nSkRECu9XiAqgKEwpZ9a6ZLaQlRVm7wvbcYobvRZv9TSVTuq+0WfuXjEXj625Bs88sByPrbnGVsBr\ntM2/vG2+o+0pzOpuWVIY3k+97wfMxzqoGbWIG6VS+c3uVMGluAYY1YGwKva6S0RUCrFs8S+USx/U\nAVrqchnNSH7ydA/uvePSogYJG830U1ud0l3NN4iK+Q29/v29nCXp5OkeTB2p/zpgfRyJ9hgsWTAZ\nOw+25X3G6bHyarC/Ud1NlSVQWZ7Eg+t3Dy+0NWvqaOx7qyPnfcoUooXKZtSK2366x/asN0YLoxm9\n7oTd1miz2b7cWpfAqA689GxL0dv2QzGTMwT1nkNE0RPLwB8wzqUP6gAtqzOrjKurchxUqW8+NdUp\nlKcS6OoeCN2NqJjf0Mvfv1AajhvG1VUBOlWk0HSd2nJqj8G2XUfzAr5ij5XTwf5mQZJe3V84azy2\n7TqaMzvVI0/twWA6//G5byCNdRv3o38gY7pfZmkqdn9TvVWPldfdYjfFyzgo3+vqdcDuOhRBVsx1\nN4j3HCKKptgG/kaCOkDLyiwo6tYlu0GV9ubT2T2AilQS995xaehuPsX8hl7+/o9vOQDtGrVu1y05\nONue85rd1Ayrx8CPc8VKkKSt+6vWbs0rp17Qr9Bradful1mLuN1jYLQScKGVhu1w0hodpaC8VJw8\nzAb1nkNE0cTAXyOoA7TMvt/KvOmFROnmU8xvWMxnC3XXF0rDscPou5oaG/DSs/IgVqdpA1ZnvPHj\nXHFST90qj3o7ync9sH530d9pNMtQvYu54UFaR4VyBfWeQ0TRxMBfI6gz/hiVS5mlpFhRuvkU8xs6\n/ayVlmgraThWWPkup3VCSUfSoy2nH+eKk3rq1uwx2v1Sps4t9hiUalXzoKyjQrmCes8homiK5aw+\nZoI6408x5WpuacWqtVtx032bsGrtVt3gzu6MFFa26ZdijpXTzxq1RD+0Yc/wsdHbhtO56u3M0GJ3\n20a05Vy5bDbKkrl56OqZc9zW3NIKwSDv3SxI0vtNy5ICkjZy6I1+J6Nt9/YN4qb7NuGOb23GHd/a\nbHqeNDU2YPUt81BfVwUB8sO8WwNoKfiCes8homjyrcU/SLMYWJ3BxE9eDxyz0+potM0D73YE4rgV\nk9bg9LNGLc6ZTDbneBebhmP2XV4vqqRXzmzW/P/dotQ5vbx3K7nqQP5vqn3NrFfAKBDXbrumOoXu\n3sHhcQLq8QJmgzbZGh9fTMMiolLyJfAP0iwGVmcwCQIvB47ZufkYbVO9iqnfM1MUE0g5+axZ4Kg9\n3sWmZnmZGmCWUqb1+JYDSGsC8XQmq5tvX+yDvtHg9kRCsHSuGv2m2kHARvtutn31tlet3Wo6DWdY\nx82ETZAalqzggx8RlYovqT5epiqEuSxesNM63NTYYGlBJqsty1E6joUYLQilcHOFUi9TA+xs22rd\nUh6u24fWn1AeCu2khxl9VzaTdS1gMlq8y+qiXkBxA8jJHW7UNyKiqPIl8A/SQNIglcULXqwmaeez\nUTmOhSh52kbcnJPdy5xwO9u2WrfceLguxaqoRqvu2lmN1+oAcvJO1BtziIiK4UuqT5BmMQhSWeyy\n0iGpeeEAACAASURBVJ3txYwhZnOYa9VUpzxdqTZImhobDKd3dHNOduW7vDqOZovbaRfG2vqHIzlz\n4usN7nXj4boUM9+YlbO5pRXrNu4fTuMxWsW60LnBQZvei3pjDhFRMVwP/P0KRp0KUlnssDpOwouB\nY2aro6qPY1lSyBno6Hfev9v0gsHa6pRujrebc7K7yWoutF59+/WOI8hoRvPqDe41erjOQs6Jt1If\nvajH2n2vMfjtaqpTeHjDnpzxDJ3dA3jkqT05ZdMrZ011CgBCuQJ2WFltzAnbOAAiIje4Gvj7GYw6\nFaSy2GFnISMvWof1tjl7+tic49jbN5gXSEVlcGNzS6tuMJhIyNNEql8P6oOk1fO1uaUVD23Yk9dr\noR3Yq7ym/X3NWsHtPAy6WY/19j2ZEFCWFHJ6MJTxDnr7OpjOYt3G/YYLqbmNgao1VhpzgjTBBPmH\n5xTFkauBv9/BqFNBKotVQezO1h7Hm+7bpPu+KHS5681oA8gpPbXVKVRWlAX+ZmLlfDWbRtOI9vdV\nP1zrtcRafRh08yatt+/K71lbncppoX/QIH0LkB/2StGjxUDVOiuNOVFaqbwUohgg85yiuHI18A9i\nMBpVYRibEIYyOmVWp7u6B7D+768rYWmcsXK+Gk2jaUbv91UeCm+6bxP0HiEKXSPcvkmbfV//QAb3\n3nFpwQcWPV4FjwxU7SnUmMN7lXVRDZB5TlFcuTqrTylm3iBZGFZ7dKuMQVwl2KxOh6W+WzlfzQKh\nZEKAIOS/Zvb7Or1GFJqpxW4dMfs+7QwwK5fNtrXKb7HBo96+MFB1F+9V1kV1liSeUxRXrrb4h3Wg\nbBh5PTbBja5dN8roR2uT1QHq2hx/QH9WG6vbL3V3upXz1ajXJpEQcO2iKXmz+mgfBJx8p55CM+7Y\nrSOFZt9Rf5+yDfVAbjPFBI9G+2I08LjY7yq0mnEUUjr08F5lXVQD5Cj3SBOZcTXwD+tA2bDychCh\n1UCqULBabBlL3R1rd4C6lSketfS2f+DdjpxZkZw84Ci/xVRYmy3HyvlqFCCtvmUeHt9yICfoB+QB\nr2a/jdNrhNlN2kkdUV7XG7SsbFf7fvXqvEapP8UGj0b7Up5KoCKVdC1Q1avnD2/YA0HA8G8alZQO\nPbxXWRfVAJkPfxRXrk/nGcaBspTLaiBVitb4Urc2lWKAut72n9txJC8A1RtoaxSoqH+LqSOt/xaF\n9sEsQDJas6DQb+PkuJndpI0G3xqVQ30ca6pT6O4dtDULk9n+2V1ITfubGj1QdHUP4N47Li3J4Ga1\nKOc8K/VQ+Q0eXL8bj285wAcAjagGyHz4s27p4ml+F4Fc5MsCXhRsVoPtUrTGl7q1ya9ubaNZc5Tv\nLfSQ5eVvoReom+XQe/HbmN2kjQbf6pVDexw7uwdQlhTyZvIxO2ZGdbK+rqroNDaz73SzUcXqYGUg\n/CkdZqI6cNVNUQ6Q2VBJccTAn/JYDbZLESSXurXJr27tREIwTTkpFNj70TNixKvfxugmbaeO6B3H\nwXQWlRVllmdicqtOWp0xyYv6blTf9IQ9pcMMZ3axhgEyUXS4OqsPRYPV2XhKMTNGU2MDVt8yD/V1\nVRAgt6raTaewoxSzJeltf+miKabfWyiwL/UsJWYPFKUOEOzUETsPSEYzBTU1NmDJgslIDM30k0gI\nWLJgsu39NjuGXtb35pZWy0F/FFI6zER14CoRkZFQt/hHcVERL9g9Tla7dkvVGl/K1qZSdGsrA2O1\n29eufKz+3kI9EUHpGan3qXXYah2x2qNjlgICANt2HR0OnjOZLLbtOorZ08faqidmx/CxNddY3o4d\nyn4ZCcvic27xuoeP9ygiCprQBv7MzbTG6XGyEkhFNffT6wcNo+2bfW+hwF79WyAtB49e/hZhHfBn\ntdyF5i53Iz3Ej2Noll5UkUpampUqSrz8DXiPIqIgCm3gz9xMa7w+Tsz9LA0rD1nKb3H//ds9azG2\nU54gslpuo8Gv7ad7YLRUgd30ED+OoZszEkWBl78B71FEFEShDfyZm2lM3b1slMnL4xQ+bjxkNbe0\nOlp7wKvyKGVyO/Ay22Yx5U4kBIwdVVl0eoi2fPfecWlJgkG3ZiSKEm19UMZ2FFsfeY8ioiAK7eBe\nLrmuT+lebjcJ+gEepzhqbmnFI0/tyVkBtrN7AA9v2GM6PafXZVLXVyUdopjyFLtNs/dlMtmiB4B7\nsc9WlWLwepi5+dvwHkVEQRTawD+ONzCjWUbUrE4R2H66x3AbFE16K+0C8sJNZtNzeqlQLr1V6nPj\ngfW7i9pmofc9vuUAliyY7HjmHbf22YlSz5IVNm7+NnG8RxFR8IU21SesOcZOWR0oZqcbOWiDzTgD\nhrfM6oZf6QdupENozw2732V19VxF++kebNt11DRgNqvLfqeAcFyOMTd/m7jdo4goHEIb+APxuoFZ\nHShWaJpF7d+CMtiMM2B4zyyo9Sv9wI3pFK32cllZydfqirZm502huuzXInFUmNu/TZzuUUQUDqFN\n9Ykbqy1RZt3Lfrc0mvEz/SEuVi6bjbJk/pw0yYTgW/qBG+kQVuuv1ZV8i/3eQnWZKSDBxd+GiKIu\nEC3+UUvx8GJ/rLZEmXUvP77lQGBbGot9KIlaHfKCcjy+9/Q+9PZ/HJheu2iKb8fKjXQIK+k5tdUp\n3W2afa6+rgonT/dASAi6K90anTeF6rIfKSA8P6xheg4RRZ3vgX/UUjy82h87C80YdS+7tViNnw82\nRuWJUh1SeBWsZTUxrJNVZ91UbDqEXr3WunzeOXmvWRnYfu8dlwKArfPGSl0uZQpIVM8PrzA9h4ii\nzPdUn6ileHi1P27MxuHGNryairCYLvao1SHAu+McxWOlrtdGdh5sy3ut0D6rA2Q7503Q0kWi+JsT\nEZEzvrf4Bznv3Akv98eNlqhit+HVapTFdLFHrQ4B3h3nKB4r4ON6fdN9m3TXr9DbPyv7rBzzx9Zc\nY/m4By1dJKq/ORER2ed74B+1GS6itj9afjzYFEp5Cesx92PKRy+PVRDyyO3sn5WxAYDzqRy9XH3Y\njrCeH0RE5D7fU32C1i1erKjtj1apV6O0kvISxmNeaL+8Os5eHSs/V6NVs7N/eu/V40eA7ObxDOP5\nQURE3vC9xT9o3eLFampswIF3O/DcjiPIZLJIJAQsWTA5tPuj5dYAYcBai6aVlBc7dSgIrdJKWc32\ny83jrOb0fCt03ArtT6mOu5390763pjqF7t5BpFUz+PgVILuZ6hW1aywRETnne+APRGsWheaWVmzb\ndXR4+r9MJuv7rCluciuIKHYlYu3rVupQkGY38XPKR7vnm5XjZrY/Vj5v98HA7P129k/7Xi8fUOxs\n2+1UryhdY4mIyLlABP5R4tWgzCBxI4godiViJ+kXQfptgjbloxkrx81sf6z0Bth5IPPyAc6rY263\nzMzLJyIiL/ie4x81nEHDGjdWIvbqO0shTHnXVo5bMStG251ustD7z549i+PHj+PQoUN46623AAC7\ndu3Chg0b8KMf/Qjf//73MTg4iAMHDuDhhx/GI488gu985zt488030d/fjyeffBKbNm3Ciy++OPz5\n9vZ2nDlzBlntIggW2d3HMNUPIiIKD7b4u4wtdda4sRKxV99ZCl7nXa9auzVvu07TWKz2ThjtT6EV\no+0+kH38ehYpYQAjkj2oTnaju7MK2WwWP/nJT1BWVoba2lpMnjwZM2bMwLhx4zBixAjU1NSgoqIC\nyWQS5513Hr70pS8hm80ik8mgpqYGiUQCCxcuRGdnJ7q6utDb2wsAePnll/Hee++hr68P5513Hm69\n9Va0t7cDAMaOHYtEwrwNxe4+Mi+f3BKUcU1EFAwM/F3m1aBML/h5Q3BjJWIvv7MUvEgrUWZ9UQJt\nJaXkwLsd2LbrqKP0GKvHzemK0XYeyDo6OjB91Gkc76xEOpvE7BGH0J2pwtl0NUbU1EAQBKxevTrv\nc9OmTct7raKiAhUVFXmvz5w5M++1m2++GQDQ09ODM2fOAADeeecd7NixA11dXZg4cSJuu+02pFIp\nJJPJvAcBJw+dQUn18pLeNYjcE6RxTUQUDAz8XRaWljq/bwh+HKeg/zZuPIg9vuUApmpe6xtID88y\npX3dyviGYo9boc+bPRhkMhkAwIkTJ/CLX/wC/f39uLDhHLQfKkNPfxn2dV0IQEBFKonV182zVJ5i\nVFVVoapKDtYXLVqERYsWobe3Fx988AGqqqqwe/duvPjii7jgggswc+ZMXHDBBUilUoF76AwCo2vQ\nXHaOuiZI45qIKBgY+HsgDC11Xt0Q7ASvfhynoP42bj2InTzdg6kj81/XBv3q91tR7HEz+3zeg8Ho\nStywcBROHd6Jf9/2M9x6662YOHEibr75ZkyaNAmCIGCmi71VxT5wVVZWDvcoNDY24vzzz8ehQ4ew\ne/duTJ48GadOncKoxEncc/OFeHLrm4F86PSD0TUIDPxdE6RxTUQUDAz8Y8qLG4LfvQhh5taD2Li6\nKiCd/3oiIegG/0EZe9LU2IDLZo9FKpXCkSNH8MILL2D+/Pn4zGc+g5Ej5SeZc845J+f9btQpL+rs\n6NGjcdlll+Gyyy4DAHR3d+PAgQM4evQoPrfgYnz601ejurq66LKHHYNP7wVpXBMRBQMDfwNRHxDl\nxQ2B3crOufUgtnLZbLz07Pac1ypSSSxZMDknx1953c1UEyfnTDabxdGjR7Fr1y5IkoRbb70V5513\nHu6++24IguBa2YyUos5OnDgRd9xxB86cOYPdu3ejrKwMR48exYcffohZs2YhmSy8enDY6dUNo2sQ\nuYcpZkSkxcBfRxxarr24IbBb2Tm3HsSaGhvw0rNAfV1VXgA+e/pYTxen0p4zD2/Yg3Ub96OreyDv\n+5SZdDo6OrBx40Y0Njbi2muvLWlLeHNLq2Hg6UWdHT16NK666ioAQDqdxs6dO/Hcc89h8eLFWLRo\nUWQfAIyup0YPo16WI8qNOXqCPq6Jgmfp4ml+F4E8FrrA/+DBg55/h5UFh8J+IfXihlCqbuUoHH8t\ntx/EHltzTd5rXo5v0Dtn0pksOrsHAOQ+PE8dM4ht27bhwgsvxOLFi7F69eqStO6rKcGoEa9TIaZO\nnYovfelLOHHiBHbt2gUAOHPmDEaOHFlwatCwMbqe7jzYhtW3zMs7l196tsX1MsShMcdIUMc1RdXg\n4CDKykIXWlGMhK52vvHGG55/h1nLdZRuIG7fEErRrRyl468W9pY5Ky3kfQODeO7ZX+KcOgFXXnkl\nLrroIgAoadCvPDQWSjE5Z2y17loIbpswYQKuv/56APJaAYcPH8aVV16JOXPmlPxhyCtm11O9a9BL\nz7pfBqYhktc++OADAIjcgztFT+gC/4ULF2L//v3IZrOe3RjNWq55AzFWiuA1ysc/zC1zZvnaFUIf\nasq60DEwFkfOjsU/rLndl7QW7UOjmX1vdQz/d6keLm+44Qa88847ePHFF/Hmm29ixYoVnn1XKQVh\ngCnTEMlrO3fuBMDAn4IvdDV08uTJAOTFc7yyctnsvFxTpeWaNxBzTY0NeGzNNXjmgeV4bM01rgdK\nPP7BpHfOAFlMKG/DrBGHUCbIwXblyPG+5bLrPTRapTxcekkQBJx//vm46667cPXVV2NgYADPP/88\nenrCXbfNrqelYvSQwdltyA29vb0lyUYgckPoAn+llV95uvZCU2MDVt8yD/V1VRAgD5Rcfcs8NDU2\n8AbiMx7/YNKeM7XVKUyqaMeoso9w8OxMnOgf7/tsIsU+HFr5fHNLK1at3Yqb7tuEVWu3Dq+kbIcg\nCBgxYgSy2SwGBgbw6KOPQpIkJ0UOBLPraakE4eEjLtw4B8Jm3759mDFjht/FILIkdKk+APCpT30K\nLS0tOHPmDEaPHu3JdxilXXB6NH/x+AdXU2MDPj3/XLz66qs477zzcPDoHPz01xL6u3tRH4AxC8VO\nH1no4dLt8Sfl5eW47rrrMGfOHDz77LMYN24cxo4da7/gAeB3GlvYx9CERVTHYJnJZrPYuXMnbrzx\nxtCenxQvoQz8lyxZgnQ6jR07duDaa68t6XdH7QYSthlyonb8o6StrQ2bNm1CZWUlLrroIlx12Tm4\n6rJpRW3Tzfpp9NC4ZMFk7DzYNvwdC2eNd7TmgVfjT6ZNm4avf/3rSCQSeOWVVzBmzBjMns0HXbv8\nfviIgyiPwTLy5ptvory8HFOmTMHUqVP9Lg5RQaEM/AFg0aJF+MEPfoArrrgClZWVJf3uqNxAwto6\nE5XjHyWZTGZ4Pv5LL73UlYH3btdPs4fGezTvdbLmgZfjT5QBgw0NDfjv//5vHD16FEuWLOFAQgqU\nOI7BevXVV7F48eLIzMJF0RfawH/UqFGYOXMmWlpa8MlPftLRNsLW2m2V1f2KY+sMuSubzaKlpQXz\n58/HXXfd5Wog6kX9tPrQ6OThshSz10yZMgVf+cpX8PTTT2PHjh1YvHixa9smKlYQZnAqpWPHjuHM\nmTOYM2eO30UhsizUzUWLFy/Gjh07kE7bn6lDaU1sP92DLD5uTQz7QCQ7+xXH1hlyT29vLzZs2ID9\n+/ejv7/f9dbnsNXPUg0gra6uxuc//3ksXLgQJ06cQHt7u6vbJ3IqboOot2/fHulVtymaQtviDwAT\nJ05EfX09XnvtNcybN8/WZ6PU2q1u4RcSAjKZbM7f+wbSWLdxf14vQNxaZ8gZvR6kP5k7AT/+8Y8x\nbdo0fO5zn9O98RXboxa2+lnK8SeJRAKJRAInT57E5s2bcdNNN0EURde/h8iOOI3BOnPmDN5++23c\ncMMNfheFyJZQB/6A3Or/wgsv4OKLL7aVYxe21kQj2jzorCboV3R2D6CzewDAx70ASxZMdjSI0UqZ\n4nDhjwO9PPtHf94CoBHLly8fXlfDyufs5ueHcQanUo8/ufDCCzFq1Cj813/9F86cOYNFixaV7LvJ\ne2G8lsZlDNbvf/97zJ8/HxUVFX4XhciWUKf6AMD555+PbDZre0GvqMwH73RRor6BNHYebHN9fu2o\nplDFlbZ+jSr7EDMq3sATm/cbBv16nwPsL4IVhPnfw2Dy5Mm46667MGXKFGSzWWSz+g//FC68lgZX\nb28v9u3bxwdtCiXHLf5BaYkQBAGLFy/G9u3bcf7551v+XBhbE/UU00Nx8nSP660zUUqhotz6VVd2\nBlMqj+KtnunoTg9Y/pyV14342XpY6BoXlGsgAIwcORIjR47E7373O3R1deHaa6/lLCMhx2tpcLW0\ntGDmzJkYOXKk30Uhss1Ri3/QWiIuuugitLW14cSJE5Y/E5XWRKMeCkHA8H7VVqdsfbYYUUmhIplS\nRwRkMb68HYe6z8PZ9IiCdSfsPWqFrnFBuwYqFixYgPfffx9btmxhy3/IlepaGseVdouhrCHEGbUo\nrBwF/m5047uprKwMl112GV599VVbn2tqbMBja67BMw8sx2Nrrgld0A/IPRdlyfyWvYQg4N47LsVj\na67B3SvmlmymhbAHfJRr5bLZGFPRDQEZSN0z0JOptlR3wj67R6FrXNCugYrKykrceeedOHbsGF57\n7TVfy0LFKcW1NKgPsEG2f/9+jBs3DhMnTvS7KESOOAr8g9iqu2DBArz11ls4deqUb2XwQ1NjA6oq\n8jO20pnscBBSyt6NsAd8lOuc2h6ItUcwcXQCAgTLdSfsPWqFrnFBvAYqKisr8YUvfAEXXXQROjs7\n/S4OOVSKa2lQH2CDKpPJ4OWXX8bll1/ud1GIHHOU4x/EafYqKyuxcOFCvPzyy1i+fLlv5fBDV7d+\nvrU6CClVrnScpnOLug8++ACbNm3Cyi/caTqQ10iYZ/codI0L4jVQTZlp5Oc//zkuvvhiLFiwwOcS\nkV2luJYG+QE2iPbv34+amhpMmzbN76IQOeYo8A/qwNhPfOIT+Pa3v41Tp05hzJgxvpbFC3qDCQFA\nSAi603j6FYRYDfjU+1MzNA6hq3uADwsB8f7772PZsmWOgv6wK3SNC+o1UGv58uX4yU9+gnHjxjFY\nCSGvH56D/gAbJEpr//XXX2974HyQJgIgchT4B7VVt7KyEpdddlkkW/315kV/5Kk9yGaRt2CXYuGs\n8aUsoi3a/elU9Vo4mfOd3DM4OIjW1lY0Njb6XRTfFLrGBfUaqDV27FjcfPPN2Lx5M772ta+5vroy\nhVtYHmCD4LXXXsOI/5+9N4+K4lr3v7/VTYPMkyAiKkOCICAqgxMiapxIIsYhRk2M4cQM5+SudX83\nf9zfelfedZN7ff88555zb87xxBPNicY5xlkIEecJmTQ44oAIyiSiMtNDvX8k3aGbqu7q6hq792et\nrCRN1d5PVe3a+6lnP4O/v9Mf0Bu/v4JjF+st/0/WN4Lc8E7nqdRtfHe1+jP5YhqM9rN2lN9qxcdi\nCuUCjuoP2AZSKlm5cidomsbRo0fR39+PuLg4ucWRFUdznFLnQFvi4+Px/vvvg6Io6PV66HTMWb4I\nnodaPmDlxmQy4cyZM8jPz3fK2n+qssFK6TdD0rIS5ET1lXttcVdffz4+l0r20+Qim9ky4kr1V4Jz\nXLp0CU1NTSgsLJRbFIKAeHt7o7KyErW1tVi5ciWx/MuMklw/1PIBKydma7+zxhB7QdJKXp8J7o1b\nzv5Tp07F7du30dHRIbcogsHH51LJfppcZNNoKJJxQkKMRiPu37+Pt956C97e3nKLQxCYiRMnYmBg\nAKdOnZJbFI+GpNBUF2Zr/6xZs5z27ben3Ct5fSa4N26p+Pv6+iIrKwtnzpyRWxTBYErt5qWloNUw\nT0RK99Nkup7B+Oi0rLELxFIiPP39/TAYDFizZg1CQkLkFocgAlqtFsuXL0dVVRXa2trkFsdjISk0\n1cW1a9fg5+fHy/XRnnKv5PWZ4N5I7uoj1Rbn1KlT8b//+7/o6OhAaGio4O1LDZsvpvm3to5eaDQU\nTCYaETzvq5Tbz7bXw5TVx3xdtgSwVCKWCrHuk5zb/8XFxfD398crr7wiSX8EefD398f777+P4OBg\nuUXxWORKoakk9yK1wNe33wxT8DQA5E8bS+49QTYkVfyZMtOI5bM92OrvLr7+bL6YQimdUvvTc/Et\n/fOuahhtLP+9/QacqmyQZeIU6z652u7gRT0jCE7dn9raWjx48AAfffQRb/kJ6iEkJAQPHjzAgwcP\nkJeXJ7c4HoccKTTlmN/dAVes/YBzwdPkw4wgFZK6+ki9xTlt2jTcuXMHLS0torTvTihx+zkvYzT8\nhg39NjUYadnkEus+udKurc8wAM4+w0ajEceOHUNBQYGl6BPB/YmMjERlZSUePnwotygehxzVzZU4\nvysdg8GAEydOYO7cubys/WbyMkZjy2fzceiPBdjy2XxWpZ/EfRCkQlLFX+otzmHDhmHmzJkoLS0V\npX13QqkVHLlUJZYSse6TK+26sqhrtVoUFhZKXtzpVGUDCjeUYPGnB1G4oYQscBLj5+eHV199FQcP\nHsTAwIDc4ngUeRmj8cmKdESE+oICEBHqi09WpAtu3R38jjHtMADyz+9K5vLly4iKisLYsWNF74t8\nmBGkRFJXHzm2ODMzM1FWVoa6ujqPz0tuD6VWcFSaXGLJ40q7fD8aamtr0draipycHG5CCgRxO1AG\nSUlJePr0KQYGBkgWJ4kRO4Wm7TvGhtzzu1Lp7e3F+fPnsW7dOkn6U5LhrfjiAyycFit5vwTpkNTi\nL8cWp1arxZw5c3D8+HHQtP2CV56MHM+GC0qTSyx5XGmXbfG2t6ibTCaUlJQgKirKOUEFgFi3lMP0\n6dMBAC9evJBZEoKQOCqQCChjflcq586dQ1JSEiIiIiTpj88cTiDwRVKLv1xVAlNSUnDx4kVcv34d\nqampovbFhBqCdvIyRuNmXTuKyx7CZKKh0VCYmxmjCDm9dRrLIhbop8MHS9JkLXYDCD+GXWmXKXOE\no0W9uroaQUFBSEhIADB0jGYlRaL8VqsoY1ZJ1i2pUPIccOXKFTQ3N2P58uVyi0IQCDbXHgCgALfJ\nRiYGz549Q3V1NT7+WLq693zmcAKBL5Kn85SjSiBFUZg3bx4OHjyIpKQkeHlJd9lqcWs4VdmA0opG\nS+58k4nGsYv1OHaxnnd6UCFksp0MB/SmIcdIveiINYb5tmv70QDAoc9wb2+vJWiNaYwOLjMv9JhV\nmvuW2Ch9DsjOzsaXX36JR48eYdSoUXKLQ3ARe/EyEaG+2PLZfEH7UvLY5sPJkyeRlZWFwMBAy29s\n64xQ649cRlGCZ+KWBbyYiI2NRWRkJCoqKiTtVy1uDfa2huXKMODo3pFMCL8xOHOE+f/Z6O3tRU5O\njkXJ4+IWIOSYVZr7ltgofQ7w9vbGrFmzcPLkSblFIQiAvXEl9Dum9LHtLM3Nzbh//77FBQ5gX2c2\nfn9F0PWHS/YfAkEIPEbxB4C5c+fi3Llz6Ovrk6xPtbg1OJJHjsnc0b1zt0VHCnp6evDll1+iu7vb\n8hvXsSjUmJUqq4lSUMMcMGnSJLz++utyi0EQAHvjSuh3TA1j2xmOHz+OmTNnWqU2ZltnissekvWH\noEokd/WRk8jISCQmJuLcuXOSVShVi1sDm5yDkXoyd3Tv3G3RkYKzZ89i/Pjx8Pf3t/zG5dmbjxuM\nK9vccrj8yYUa5gCNRgNfX1+UlpZizpw5LuUtJ8gL23iLcGG8sb3rahjbXLl37x46OjqQkZFh9Tvb\nemIyMScLIesPQel4lMUfAPLy8lBVVYWOjg5J+lOLWwOTnLbwmcxdydfu6N6RTAjO0dPTgytXrmDW\nrFlWv3N59l5aymrMEjcr7qhlDtDpdLh37x5qa2vlFoXgAkKPN3vvulrGtiOMRiNKSkrwyiuvQKu1\nvh629USjYf44JusPQel4nOIfFBSE6dOno7i4WJL+1OLWMFhOJvhM5q4qh47unbssOlKh1WqxbNky\nBAQEWP3u6NkDgK+Pl9WYJW5W3FHLHEBRFKZMmYLy8nK5RSG4gNDjzd67rpax7Yjy8nIEBAQg+glB\n0wAAIABJREFUKSlpyN/Y1pmFU8aQ9YegSjzK1cfM1KlTUV1djdraWiQmJoreH5NbgxJToA2WUwj5\n2BaM/95VbenPGZmY/mbup62jFxoNZVmQbta1805HqcRn4yomkwktLS2W9J22mO/z4k8PgmkD27aC\nspLcrNTwvNTi2pSSkoIzZ86gt7cXvr7EcqlWhBxvjt51tYxtNrq6unDmzBkUFhYyurjZy7iTHBeu\n+LmHQLDFIxV/Ly8vLFq0CMeOHUN8fLyk6T0BdaRAE2Iyt+cbKdT1ms8XKh2lGp4NH+7evYvTp09j\n/fr1do/j6rOrFN9ed31ecuHl5YVPPvmE+PgTLCjlXReL48ePY9KkSRg+fDjrMWzrodo/egieice5\n+ph56aWXMGLECFy4cEHyvj3FTcLewiDk9QqZjtJdn015eTmysrIcHsfVfUopblbu+rzkhKZp7Nu3\nDwMDA3KLQlAASnnXxeDhw4e4f/8+cnNz5RaFQJAMj7T4m1mwYAE2bdqECRMmICQkRLJ+leQmISZM\n1QgHI9T1CpmO0h2fzdOnT/H48WOsXLnS4bFcC8kopeCMmM9LDS5EYqDRaKDX61FTUzMkwwkAFG4o\n8bh74sko5V0XGpPJhKKiIsybN88qfSeB4O54tOIfEhKCKVOmoKSkBG+++aZk/Sp961TIaoQ369qt\n3G4GE+CnE0SJ4JuO0pm2nHk2SlMYg4KC8M4773B2aeO6fa2EbW6x3iUluhBJOa6ysrLw008/WSn+\n5qB88/1Wwj1ROkqbC5zFVv5/Wz1ZVfLbo7KyEj4+PkhNTZVbFAJBUjzW1cfMjBkz0NzcjHv37knW\np5K3ToVM03iqsgGlFY2Mf9NqKPT2GwTph0s6Sq7319Vno7Q0lzRN486dOxgxYoQs/YuNWO+S0lyI\npB5X8fHx8PHxQU9Pj+U3pmsnblXsKG0ucBa1y2+P7u5unDp1CosWLSLxLASPw+MVfy8vLyxYsABF\nRUUwGu37iQuFklOgCanwsPneazQU/IZ5wWC0zh/Dtx+m+5k/bSyv++vqs1GawtjU1ITS0lK3XdzE\nepeU5vIl9biiKArvvfce/Pz8LL8p7Z4oHaXNBc6idvntUVpairS0NLc1iBAI9lC0q49U26SJiYmo\nrKzEhQsXMHPmTMHbZ0IJbhJMCLm4s51Dm+gh6SFd6Qdgvp8f82rJtWejNOXo9u3bGDdunCx9S4UY\n75LS3PHkGFfPnj3D+fPn8eqrrwL49doZbCNKcVEUEz5rkVDPTIx1kEubSpvLhKKxsRF37tzBH/7w\nB7lFIRBkQbEWf6Ztxj/vqsbq//cYryqw9qAoCvn5+bh48SLa29sFaVOtCFkN115bclbddaWasCOU\nVk3YExR/MVCaOx7b+Anw04nWZ0BAAGpqatDV1QUAjNeuFBdFMeHr8iLEXCCGuw3XNpU2lwmBwWDA\noUOHsGDBAgwbNkxucQgEWVCs4s+0zWg00ejs0YvibxgSEoLc3FwcOnQINM1UwsgzEFLhsdeWXIqV\n2H6rSlMY8/PzERMTI0vfakZp7nhrFyXDSzvUXaunzyCaz7WXlxcSEhJw584dAL8F8CrlnkgFX5cX\nIeYCMdxtuLaptLlMCM6dO4ewsDCkpKTILQqBIBuiu/rw3abksp04uGy4EDJkZ2fj2rVrqKysRGZm\npsP+3REhU7eZs/oUlz2EyURDo6EwNzPGqi2pM144Kj/vKkpKfdfa2orw8HBoNIr9vlc0SnLHy8sY\njU0HatBp4yJnNNGCjV0mxo0bh6amJqvftnw236U21Zbphq/LixBzgRjuNlzbVNJcJgStra0oLy/H\nhx9+6LYxTwQCF0RV/F1Jicc1RaOjCdAZGTQaDRYvXoxvv/0WiYmJCAoKcti/OyKUwmPO6mMy/bKD\nYjLRKK1oRHJcuKUPd8r7bkYpCmNxcTGys7ORlJQktygEARA6LoYLaWlpmDBhgmDtKTFNqiNcifdw\ndS4QI9bEmTaVMpe5islkwqFDhzBnzhyPXdcJBDOimgJd2abkup3oaAJ0VobIyEhkZ2fjyJEjHu3y\nIwRKzArhjn6rTJhMJjQ2NiIuLk5uUQgCIcfYpSgKZWVlaG5uFqQ9Jc4JjpDT5UWMvt3RhccRly9f\nhk6nw+TJk+UWhUCQHVEVf1esq1ysDIMnK7aATT4y5OTk4Pnz57h27ZpDGQjsKDErhKcsek+ePEFQ\nUBCpSOlGyDV2nzx5ggcPHgjTlgLnBEfIGe8hRt9Ki18Rm46ODpw5cwavv/46cfEhECCyq4+r25QR\ndtx9Igb5G9rbPuYjg1arxeLFi7Fz504kJCRY5bJWEkr3lVVaSkTA/fxW2fDz88PChQvlFoMgIHKN\n3ejoaMEUfyXOCVyQ0+VFjL7dxYXHETRN48iRI5gxYwbCwsLkFodAUASiKv5rFyVbKeSAcxYqtvNt\nrRP2to/5yjBq1CikpaWhuLgYS5cu5SSvlKjBV9bV5y8WnrDoaTQaJCQkyC0GQWDkGLvR0dG4ePGi\nIG0pdU4guCdXrlxBb28vpk2bJrcoBIJiENXVx9UtRa7n29s+dkWG2bNno6GhAbW1tZzklRI1+Mp6\n2payktixYwcePnwotxgENyAiIgLr168XpC0yJxCkorOzE8ePH8fixYtJZjMCYRCip/N01ULF5XxH\n28d8ZfD29kZBQQH27duHjz76CP7+/k63IRZK9ZVlcj/ikv7PntuS0l2ahELI62xtbUVUVJTAEron\nnjK++KLRaFBXV4eQkBBB2nPXHTehxhGXdsiYtQ9N0zh48CCysrLIPEgg2CC64i8FYm4fx8bGYsKE\nCTh8+DBWrlypmOAgJfrK8nU/snceAMW7NAmB0K5bwcHBJLCXA2pwmVMCt2/fRmhoqNxiKBahxhGX\ndsiYdczly5fR19eHmTNnyi0KgaA43GL/S+zt49mzZ+PZs2eorq4WpD0hUGJ2Gr7uR/bOU4NLkxAI\nfZ1Tp04VQiy3x1PGl6tERkbiyZMncouhWIQaR1zaIWPWPm1tbThz5gzeeOMNaLVaxycQCB6GW1j8\ngd+2j81boH/aUWUJ7nX1A8DLywtLly7FP//5T8TGxioiO4ASs9PYcz+ytzXNx21JDpcmMbfXhXbd\nysjIcEUcj0GpLnNKIzAwEHfu3JFbDMUi1Dji0g7bMW0dvVj86UFFrAVyYTQa8cMPP2DOnDkIDw+X\nWxzVUnzxAQBg4bRYOcUgiITbKP6AuFugkZGRyM3Nxf79+/Hee+8pIlhIab6ybO5HAX46u8/FkduS\nElyaxN5eF9p1q7q6GpMmTXJVLLdHiS5zSmT06NEICgpSZKIDJSDUOOLSjr2q9jQ82/Xn5MmTCA4O\nJoW6CAQ7yK+9CojYW6BTpkyBt7c3zp49K0h77gab+xEAu89l7aJkeGmtYye8tBTWLkpWjEuT2GNL\n6OtUwoepGlDK+FI6vr6+8Pb2llsMwWEr/OgsQo0jLu0wHWOLJ7r+1NfX4+rVq6RQF4HgAFEs/nJl\naBF7256iKBQUFOCrr77CSy+9hFGjRgnSrrtgfo6bDtSgs0cPAPDWaSz/bcvg50LT1n8z/7/QLk18\nx5/YY0vo6wwMDBRELndHiS5zSoSmafztb3+TWwxBEXIXT6hxxKUd22NoxpY8y12tr68PBw4cwOuv\nv66o7HsEghIRXPGXM0OLFNv2QUFByM/Pxw8//IAPP/zQLa1grjKgN1n+m03pB357LluLbsJosl6+\njCYaW4tuWtyZhBgfriz0UowtIV23goKCBGnHE1Cay5wS0Wg08PX1RXd3t9yiCIa9XTw+40GoccSl\nncHHFG4o8Xh3teLiYiQkJCAxMVFuUQgExSO4P4CcGVqk2rZPSUlBTEwMfvzxR6fPFWprWakwPWMm\nBj8XqQIsXRl/anMJGT58uNwiENwMd9tFcpfAbrXNTUJz7do1NDQ0YP783+rFcF1n3X09JhCYEFzx\ntzeZSuEuIVVVyPz8fDx48AA1NTWczzFbnNt+3Z41W5zdabKx9yzZngubZUpoi5Ur408tFUeNRscf\nXQQCH7KysuQWQVCkmnfERi1zkxi0t7ejqKgIy5Yts+y+c11nPWE9JhCYENzVR+4MLVJt2/v4+GDF\nihXYtm0bRo4cycnCKvTWMlekrPLI9vwjQn1ZK/iKWYCNi2xcx58aXEIMBoPcIhDclMmTJ+Pw4cNy\ni8Eb23kwKykSpRWNos87UqCGuUlo9Ho99u7di7y8PERHR1t+57rOyrUeEwhyI7jF3962o7ttSUZF\nRWHu3LnYs2cP9Hp2X3YzYu54sG1ZSm3V4POMpbJYudv4Y8JkMjk+iEDgwdGjR+UWgTdM82BpRSPm\nZsZ4pKXcHSguLkZERAQyMzOtfue6zrqLqxeB4CyCW/y5ZCUQ2vospUXblkmTJqG+vh7Hjh1DQUGB\n3WPFChC1F7QqtVWDb3YLKSxWnpDBhSj+BLHo7VW+QsS2FrDNg+W3Wll3IgnK5erVq6ivr8f69euH\npO7kus6SGh4ET0WUdJ72lDihFTyxCys5gqIovPrqq/j6668dFk0Sy6XFnnIvh1WDzzOW6uNN7i3x\n4OBgfPHFF6L3I0UfBM9E7LEVHBzM6zx7awGx7roPbW1tKCkpwdq1a+Hj4zPk71zXWalcTAkEpaH6\nyr1K8NPz9vbGihUr8M9//hPR0dEYMWIE43FiWZztLWpi7jIImVtfyI83OXeAHPGv//qvorbf29uL\n//mf/8G///u/i9oPwfPYs2cPUlJSkJKSIrcojNhbC4h11z0YGBjAnj178Morr7i8znrCDjCBwITq\nFX+lWHIiIiKwYMEC7N27F+vXr2e0RADiWJztLWpiWDWEVtSF/HiTewdIbjQaDXH3IYiCyWSCVmu/\nYqyc2FsL/m31ZGLdVTk0TePo0aOIiYmxu7MOcF9n5d4BJhDkQPDgXqlRUkq2CRMmYOzYsThy5Aho\n21K0ImIvaFWMwFmh6zEI+fEmdq0IpUMUf4JYmEwmaDTKXTLsrQWenPLSXaiurkZzczPy8/PlFoVA\nUDWqt/grzU9v4cKF2Lx5M8rKyjB16lRJ+nS0ZSm0VUPoXRYht+GVsgMkF15ev7zSAwMDpKo0QVB6\nenrg66tc1xhHawGx7qqXx48fo7S0FO+99x50Op3c4hAIqkb1ij+T0puVFImtRTfxpx1Vkvvt6XQ6\nrFy5Eps3b0ZkZCTi4+Ml6VfKRc1ZRd2Rz72QH2+e7stLURQCAgLQ1dWFsLAwucVxK6SIHeHSh1wx\nLF1dXQgICBCkLb7XYO88RwYQJcf+yIUa7klnZyd2796N1157jVdFcjVcI4EgJdrPP/+c9Y+nT5/+\nPC8vTzJh+BIbHYyC3ASsWpCEYH9v7D5+By+6BwAAPX0GVN1qRWSoL2Kj+WWLcBZfX19ER0dj3759\nSEpKUrSVjA/B/t6outUKo+k3dyYfnRbrC1KH3GOzz7295xEbHYzIUF/cbXyG3j4DIkJ9sb4gldfk\n7Ixs7sqNGzcwatQohISEyC2K28BlHEvRhxRyMEHTNI4fP465c+e67O7D9xq4ziXmtaAgN0H2+6Zk\n1HBPDAYDduzYgZSUlCH5+rmghmuUgtOnTyMmYaLT5700mqwhKoY1/ZpyHTZ5ohQf79jYWMyaNQu7\ndu1Cf3+/pH2LjTP+slyfR17GaGz5bD4O/bEAWz6bz9siQ3x5gcDAQHR2dsothlshxbzCpQ+55ree\nnh74+PhYXMlcge81uHLtSlkXlITS74k5mDcoKAi5ubm82lD6NRIIcqB6Vx9blOTjnZWVhZaWFvzw\nww946623hhQaUTNcXYtcfR58tmk93Zc3ICCAKP4CI8W8wqUPueY3Id18+F6DK9eupHVBKSj9npSV\nlaGpqQmFhYW8106lXyOBIAduZ/EP8GMO/GH7XWwWLVqEvr4+nDx5Upb+5caVrEvmbdq2jl7Q+C01\n56nKBoGldC+IxV94pMgexqUPubKYdXZ2IjAwUJC2+F6DK9eupOxvSkHJ9+TevXs4f/483nrrLZeS\nFCj5GgkEuXA7xV9OTlU2oHBDCRZ/ehCFG0pwqrIBWq0Wb775JmpqanDt2jW5RZQce6lGB8N071zd\npmVq0xMIDAxEV1eX3GK4FVzHsdh9SCEHE0Iq/nyvwZVrl+u+KRml3pP29nbs378fy5cvdzlOSanX\nSCDIidu5+nT16J36XSgcFY5auXIltm3bhvDwcIwcOVJUWZQEl+qITPfuz7uqrQJ0B9PW0YvFnx60\n6/rjyYW8QkND0d7ezvp3kuXCeaSo8smlD7mqjba3twsWLM73Gly5djHvG5/3Sa530LbfuZkxKL/V\naiUHABRuKJFlfujv78euXbuQl5eHsWPH2j2Wyz2U430h8ytB6bid4h/gp0Mng5IvtquPo+qzUVFR\nePXVV7F79268//77gvnLqgFHPvdM945N6Tcz2PXH3IejNvlWA1YbUVFRaGtrg9FoHFJp1ZM/iFxF\nitgRLn3IEcPS1NSEKVOmCNYe32tw5drFuG983ie53kGmfksrGq2SH8g5P5hMJvzwww+IjY11mMHH\nGTmlfF/I/EpQA8TVRyC4BBGNHz8ekyZNwo4dOzAwMCCVaIrHlUArNtcfTw7q8vb2RkhICFpbW4f8\njWS5IDgLTdN4/PgxoqOj5RZFcfB5n+R6B5WcNYqmaRQVFUGv12PhwoUOj1fqPKZUuQiEwbidxZ+r\nq4+97Tg+W3VcC0fl5ubi+fPn+P777/HWW2+5nBPbHWC7d1xhUuY9vZBXdHQ0Hj9+PMStjOsHEdmu\nJph59uwZdDqdR+1ScoWPgUEuo4SSs0ZduHABDx8+xHvvvTdkl9IZeeQ27ChVLgJhMG6ndbK59AxW\n+Oxli+GbSYZrEBFFUXj11VctOYpp2r5LiyfAdO+Y0GiYU7oxKfOeHtQ1cuRINDU1DfmdS5YLkk2J\nMBhi7WeHT9YYuTLNsLUf4KezJEGgnJhjhaKmpgaXL1/GmjVrMGzYME7nKDVbj1LlIhAG41aK/6nK\nBvT0GYb87qWlrBQ+e9txfLfqnCkcpdVqsWLFCjQ1NeHs2bNOXKF7YnvvAv108NJaL0A+Oi0WThnD\nWZn39EJeZou/LVw+iMh2NWEwRPFnh4+BQS6jBFO/Wg2F3n6D5SPfxBBbJaZsdXV1KC4uxpo1axAU\nFMT5PKUadpQqF4EwGLdy9dladJMxKNTXx8tK4RNye3YwzgQReXt7Y/Xq1di8eTOCgoIwcaLz5bTd\nCdt7x+ZqkhwXztkFxZMLeUVFReHJkycwGAxW1Va5ZLkg29WEwTQ1NWH69Olyi6FI+GSNkSszE1O/\nff0GxmQYGg0F2kSLKltrayu+//57LF++HJGRkU6dK9c9VKtcBMJg3ELxNyuJbH7iZv9+83FszjU0\nfpvwbBFjqy4gIACrV6/Gt99+i8DAQCQkJAjeh1phU9o9WZl3Bp1Oh+HDh+PRo0dD0uI5uoeeFh9B\n4hnYMRgMxOLvAD5zklzzmG2/iz89yHgcbaJx6I8Fosnx4sULbN++HQsXLkRcXByvNpS6FihVLmdZ\nOC1WbhEIIqF6xd82fRYTw0N9OR0HMG91ajWUaFt1ERERePPNN7F792688847iIqKEqUfexDFxz15\n+eWXcfv2bYf5sG1Zuyh5yLvirtvVJP2eferq6hAZGQk/Pz+5RfFYxJyf5fjI7+/vx44dO5CVlYW0\ntDTe7ZB1i0Dgh+p9/Jn8kQdjVlgcHWcPijneSTDGjBmD/Px87Ny5E8+fPxe3MxtIIKf7kpSUhNu3\nbzsdQO5J8REknsE+t2/fxrhx4+QWw2MRe36W2ifdaDRiz549GD16NGbMmMG7HbJuEQj8Ub3F357f\nccQgK8CfdlTx7sNgpEUv/JSSkoLOzk5s27YN69atkyx1nicXunJ3oqKiYDAY0N7ejuHDhzt1rrts\nVzuCxDOwQ9M0amtrsXbtWrlFEQ2lW43Fnp+l9Ek3F+jS6XRYtGgRKBcsamTdIhD4o3rFn22rMiLU\nF1s+m+/wOI2GYnTvsUUKRWDq1Kno6+uzKP++vuL7VBPFx32hKAqJiYm4desWcnJy5BZHkXhaPIMz\nNDU1wdvb2+mPRrWgBjcvKeZnKT7yaZrG4cOH0dfXh1WrVrlcv4asWwQCf1Tv6sN1q5LtOKYUkUxI\npQjMmjULCQkJ2L59O/r7+0Xvj+Qddm/GjRuH2tpaucVQLCT9Hju3bt1yazcfNbh5ucP8bK7K297e\njpUrV1plGeOLO9wXAkEuVK/4c/VHZjvu4+UT8cmKdAzzZlf+2RSBU5UNlsInhRtKBPEvpCgK8+bN\nQ1RUFHbu3Am9nrkSsVAQxce9iY2NRWtrK7q6uuQWRZF4UjyDs9TW1rq14q8Gq7E7zM8nTpxAY2Mj\nVq9eDW9vb6fPZ1pn3eG+EAhyoXpXH4D7VqWjFJEbv7+C4rKHVq4/Gg2FuZkxQ84Tc5vYXN13//79\n2LNnD9566y1OZcz5QPIOuzdeXl5ITEzEtWvXMHXqVLnFUSSeEs/gDK2trejp6UFMTIzcooiGEty8\nHMUYqH1+Pnv2LG7fvo1169Zxrso7mFOVDfjzrmpLfZ62jl78eVc1/vWtSfhkRbpq7wuBICduofgL\nxcfLJyI5LtxKoTeZaJRWNCI5LtxqUhE7uIiiKCxZsgR79+7Fvn37sHz5cpf9Itkgio97k5GRgcOH\nD2PKlCkuBdQRPIfLly9j8uTJos05SkDutLVcjUdqnZ/LyspQXV2N9957j3c62E0HaoYU5TSaaGw6\nUIMd/5WvyvtCIMiN+87qPOHq9ynFNrFGo8GyZcswMDCAQ4cOOZ2WkUAAfkkXq9Vqcf/+fblFIaiA\nvr4+XL9+HRkZGXKLIipyu3mpIcaAL9XV1bhw4QLWrl2LwMBA3u0wVRW29zuBQHAMsfjbwFWhZ9sm\npjQUFn96ULCtRy8vL6xcuRLfffcdjh07hvz8fGK1JTgFRVHIzs5GeXk5qQ5NcMjVq1eRkJDgksIm\nJkKm4BTamu6MbGqIMeDD9evXceLECbz77rsICQmRWxwCgWADUfxt4Or3ybRNDPxW+VcIn//Bi0hE\nyAikvKgDVVTkcg5kJaD0/NnuRlpaGkpLS/H8+XMEBwfLLQ5BodA0jfLycrz++utyi8KIklNwOiub\nEmIMhObatWsoLi7G22+/LUga2EA/HaN1P9BP53LbBIKn4tGuPq5kC7DdJtZohirirmzb2lYmbH2m\nx6WmGNy+W48jR46o2u2HVF2UHm9vb0yYMAEVFRVyi0JQMHV1ddBqtRgzZozcojCiZPcYZ2Vzt8w0\nP//8M3788Ue88847iIqKEqTND5akwUtrvbZ6aSl8sCRNkPYJBE/EYy3+bNaZT1akc84WMDjjApPl\nxtzuqcoGp61RTItIrx649jwWIU+acejQIbz++uuqCL6zte739RsYF8hNB2pkt9q5M1lZWfjmm28w\na9YsQXJpE9yPy5cvIysrS5YdRS67gEp2j3FWNrVn7BnMlStXcOLECaxduxYRERGW313d2XWne0Qg\nKAWPXf3tWWe2fDaf08Ri+/HABp+taLbFou3ZANb8+xrs3LkTBw4cwJIlSxSt/DN9YLHR2aPn9ZFE\n4EZ4eDhiYmJw+fJlTJ8+XW5xCAqjqakJjx49wtKlSyXvm6ubjJLdY/jIptaMPYOprKzEmTNnsHbt\nWiv3HqHcstzhHhEISkK5GqPICGE5Yvp4YILPVrS9yoTe3t5YvXo1uru78cMPP8BodCyDXHC9R4OP\nJ4jH3Llzcf78efT19cktCkFhHD9+HLm5ubyKLLkKVzcZJbvHKFk2sbh8+TLOnj2Ld999d4hPv5Ld\nsggET8ZjFX8hSn4785Hg7Fa0o0VEp9Nh1apV6O/vx759+xSr/Dt73UrYsndnIiIiMG7cOJw7d87l\ntsSoXE2Qh3v37uHZs2eYPHmyLP1zNcTInYLTHkqWTQwuXbqEixcv4t1330VYWNiQvyvZLYtA8GQ8\n1tVHiOItbFu7TDib5pOLb6M51efevXuxd+9eLF++XHG+26xpTymAKT5ZCVv27k5eXh7+/ve/Izs7\nG0FBQbzaUHJ2FYJz0DSN0tJSzJkzR7QK4Y5wxk1Gya4fUsomZ2a08+fPo7KyEuvWrWPNEqZktywC\nwZNRlpboAL4Tnb3zuLTHdj7Tx4NWQ4GiAIPRWqs12ZQcB5gVJHNfbR290GgomEw0IuzI5uXlhTff\nfBP79u3D7t27sWLFClm26tlg+8CamxmD0opG2apmejJBQUGYPHkyTp06hcWLF/NqQ4jK1UIoLiQt\nrOtcv34dFEVh/PjxsskgdxVdtSHXhzdN0zhz5gxqamqwbt06u4YD8kwJBGWiGsXfmYlusDIQ4KdD\nb7/BoojbnudokuTSr63iMfg3MFi2zSXHmeQe3BfXmgBarRbLli3D4cOHsW3bNqxatYp3iXShsfeB\nlRwXTpQ2mZgxYwa+/PJLtLW1WWXh4Iqr2/hCKC5k18F1jEYjTpw4gddff93pTD5CF9ICSPYWrgjx\n4e0sJpMJxcXFePjwId59912HBd74GtcCfs3R39WjJ+OAQBAB1Sj+XCc6W2WAqfiHMxOko37ZPh7M\nv73+6UHGdpnkshcI60hmrVaLgoICHD9+HN988w3efvttxRRqsnePyIQuD76+vsjJyUFRURHeeecd\np5U+V7fxhVBc5FB+3I0LFy4gPDwccXFxTp0nxkcXmQ+4I7X/vMFgwIEDB9DV1YV169Zh2LBhnM7j\nY1wbvDaSj3kCQXhUE9zLdaLjmkWG6wQp5QTrqE1H8QQURWHevHmYNGkSvvnmG7S1tQkpHsHNmDJl\nCvr7+1FZWen0ua5mMBHivSLBg67R0tKCS5cu4dVXX3X6XJKxRV6ESE7Blf7+fuzYsQMmkwlvv/02\nZ6WfK47WbDKuCARhUY3iz3Wi47roc50gXZ1g2UqLM/0ewKEMOZfMKdOnT8fs2bPx7be5cLt4AAAg\nAElEQVTfoqGBZFohMKPRaLBkyRKcOHECHR0dTp3ragYTIRQXKZUfd8NoNOLgwYOYO3cuQkJCnD6f\nfHTJi1SpQ7u7u/Htt98iNDRUtOQRXMYMGVcEgnCoxtXHUaCQ2UeQIVHMEJyZIO31y8XH9YMlafjL\n7mqrYF8vLYWZ6dEo3FAyJDbAEYPdGOz1n56eDj8/P+zatQsFBQVITEzk1L4SIQGc4hEREYEZM2bg\n4MGDePfdd51y+XHFNUOIwD8lBg+qZayeO3cO/v7+mDRpEq/zScYWeZEiJqKjowPfffcdUlNTkZeX\nJ1o1Zy7Z8ci4IhCEQ/v555+z/vH06dOf5+XlSSaMPWKjgxEZ6ou7jc/Q22dARKgv1hekIi9jtMVH\n8EX3AOO5Wg2FAF8d9HqT1Xmu9AvAqs+ePgOqbrUiMtQXsdHBVudHhflZnZ+bHo3SisYh5/b0GxzK\n09tnwKoFSUOuman/8PBwjB07Fvv27YO/vz+ioqI4XbOS4HKdBNeIiYlBVVUV9Ho9YmJiJOnT3vss\nZRtCopax2tzcjKKiIqxevZq320awvzeqbrXCaPrNoOGj02J9QaqirlXtnKpswH9uKcPmg9fwU/lD\nBPt7W+5vbHQwCnITsGpBEgpyEwS9783Nzdi2bRtmzJiBGTNmiKb0A8Dj1k7caXzO+ncyrlzn9OnT\niEmY6NQ5L412fieQoCi+YPuDaiz+ALuF0Z6PoL1UmK70W7ihhHNgoe35bOea03faw2z54BrYGBMT\ng3fffRfbt29HV1cXpk+fLuokLjQkgFN8zC4/mzdvxssvv8xYjEcMhAjmVFJAqBrGqtFoxIEDBzBv\n3jzeNRwAkoVHCuTKWvXgwQPs3bsXr776qiQpXstvtbL+TYj1m0AgWKMqxZ8NNv8/CsCWz+ZL2qcr\n/oomEw0fndZuoJPZjcGZ/iMiIlBYWIjt27ejo6MDixYtkq1Qj7MQX2JpCA8Px6xZs7Bv3z6sW7cO\nOp3jeBOCNWoYqyUlJQgJCUF6errLbSnpo8sdkeND8sqVK/jpp5+wfPlypzM98UWO9ZtA8GRUE9xr\nDzmC/Fzpk+0Yc4CkRsNskQ/001kmfGf7DwoKQmFhIZ4/f47t27ejt1c5yog95Hi2pyobULihBIs/\nPYjCDSWcAqrdgezsbISFheHQoUOgmcoqE+yi9GDjqqoq3Lt3DwUFBara9fNUpPyQpGkax48fx5kz\nZ7Bu3TpBlX5H86nS3xsCwd1wC8VfqgwHQvVp79y8jNH4P29NYvz7B0vSXOrfx8cHq1atQmRkJDZv\n3oynT586lFVupH625u31to5e0Phte90TlH+KorB48WI8ffoU586dk1sc1SHHPMSV+vp6nDhxAqtW\nrYKvL1Go1IBUCvHAwAD27NmDhoYGvP/++7wK+rHBZT5V8ntDILgjqgnutYccQX5c+2QKzsrLGG03\nUHlr0U286B6ARkOBpgGNhoLBaMLdxmeW4C5Hwc5sAWEUReGll16CRqPB/v37ER0dzSudn1RI/Wz/\nc0vZkCBxo4nG3cZnKMhNEKVPJaHVapGYmIjDhw8jJCTEaSXA3thzd5QWbGzGnJ3ljTfewKhRo2SV\nRQmoZYw6E0DN95pevHiBbdu2ITg4GCtWrICPj49L7dnCZT5V6nvjTvAJ7r3b+MzyDwn0VSXuEdxr\nDzn8TR316Sg4i+kjYfDx5kBf87+ZznfUBltAWGZmJsLCwrB371688sorvNP6SYGUz1YNftpiExgY\niJUrV2LHjh0ICwvDiBEjOJ0nVzCiklCa33t/fz927dqFmTNnIiHB/T9cHaGmMco1gJrvNT1+/Bi7\ndu1Cdna2VeYeIe8RW5pO29+V9t4QCO6MW7j6KBVnq1tyqTrsqIqhM33Gx8fjvffew9mzZ/HTTz8R\nv24Qf1Mzo0aNwqJFi7Bz5050dXVxOodUc1UWJpMJ+/fvR0xMDLKzs+UWRxGobYzmZYzGls/m49Af\nC7Dls/mcs9o5uqYbN25g+/btWLRoEXJycqxiPoS8R2zxamy/EwgE8XEbi78ScdZ6zNWqbO84Z9se\nPnw43n//fezevRt79uzBG2+8AW9vb05yuCNKLAolF6mpqWhvb8d3332HtWvXws/Pz+7xZLdkKHIV\n9KJpGocPH8bAwABWrFhBgnl/xR3HqDPXRNM0zp07h4qKCrz99tsYOXLkkDHKZqXnc4/Y0lM7SltN\nIBDEgyj+ImKvuiWTQsClgqH5fD59suHn54d33nkHR48exebNm/Hmm28iPDzcoRzuCMlPbk1ubi4G\nBgawbds2rF271m5gKKnmao1cbiU0TePIkSPo6OjA6tWrVZO6VwqkHqNSfPhxvab+/n4cOnQIHR0d\n+N3vfoegoCDGMWqvH0fYXm+gnw6dPfohx0V46JxAICgB4uojImzZCrKSIhkzHWQlRQ453hZH1me+\nGRK8vLywePFiZGVlYcuWLbh165b9i3NjuGyvewoUReGVV17B2LFj8d1339lNA6vG7Bxipm6Vw62E\npmkcO3YMbW1tWLVqlUfv3jEh5RiVKkMYl2t68uQJvv76a/j4+KCwsNBSvI2LeylTe0wwXW9PnwFe\nWuvdJqXPCQSCu0MUfxHJyxiNT1akIyLUFxR+y9NffquVUSEov9U65Pj8aWOHnG9PEWXrk4vySlEU\nMjMzsWrVKhQVFaG0tBQmk8mle0BQPxRFYcGCBRgzZgy2bt2K7u5uxuNcGXtyILZiJrVbiclkwqFD\nh9Da2oo1a9ZYMrQQfkPKMSrVh5+ja7px4wa++eYbTJs2DYsXL4aX128b/fbGorP3iOl6jSYavj5e\nqpkTCARPgLj6cMCV7Vpb15GtRTft+lAyZTf42El5Xc2QEBMTgw8++AD79u3D9u3bsXTpUvj7+/Nu\nj6B+KIrC/PnzcfLkSfzzn//E2rVrERgYOOQ4NWXnELsyqpRuJUajEfv370dvby/WrFmjGku/HDEQ\nUo1RKT/8mK7JZDKhtLQU169fx5o1axAdHT3kPLYxGhHqy1g1l+l53axrR3HZQ1a//a4ePXb8Vz7P\nKyMQCEJDLP4OcNUqyHQ+G0ryhfb397cEf/3jH//Ao0eP5BaJIDMURWHOnDlIT0/H5s2b0dTUJLdI\nrHBx4RFbMZPKraSnpwfbt2+HXq9XlXuPuxfLkzNDWHd3N7Zt24bm5mZ88MEHjEo/4NwYZXpef9pZ\nhWMX6+0G6yppXSMQCMTi7xA2q+B/76oG4DhIj6sPpZeWspps5coGwtTvggWjsGPHDsyZMweTJ08m\nGUI8nJycHISFheG7777DokWLkJqaKrdIVnANqhXbIi9FoHhLSwt27dqFlJQUzJkzBxqNemw5Yu+4\ncEWsuVauDGGNjY3Yu3cv0tPTkZeXZ3dMODNGmZ6XowzQxJ+fQFAeRPF3AJv1z2SiOWXo4Go9HDyB\nypUNhK3fT1ako7CwELt370ZjYyPy8/Oh0+lEk4OgfMaPH4+wsDDs3r0bzc3NilI6uSqUUihmYrqV\n3LhxA0ePHsXChQuRlpYmSh9iooTUmmLOtVJnCKNpGuXl5Th9+jQWL16McePGcZaTi0zOPpcID8+I\nRiAoFWWs1ArGnvWPS6AWV+uh0URb2pKryIy9fsPDw/H+++/DaDRi06ZNaG5uFlUWgvKJiorC+vXr\n8ejRI+zcuRN9fX1yiwSAu0KptmBkMzRN4+TJkygpKcGaNWtUqfQDyiiWJ/ZcK1WGsJ6eHuzZswfV\n1dX43e9+x1npdwZnnotGQ3l8RjQCQakQi78DmKyCg3FkBXF0PlNbclnCHPXr7e2NpUuX4urVq9i2\nbRtyc3ORnZ3tka4/crliKQ0/Pz+8/fbbKCkpwddff40VK1ZgxIgRssrkjAuPmoKRAaC3txebv92F\nRy0duN05Bj9vuYa1i4yqugYzSiiWp4RdB1d58OAB9u/fj/Hjx2PZsmVWWXtcwXaOy0qKRGlFo9Xz\noihmd5+FU8YIIgOBQBAeovg7wLyg/veuasYAJkdWEKbt3r5+A2NRE3NbchVC4tpveno6Ro8ejX37\n9uH+/ftYvHixW2X9caTUy+WKpVS0Wi0WLVqEq1evYuvWrcjOzkZOTo5shaOUoFCKwc2bN3Hg4GE8\n7g5EfU8caGhkHXuufvwqoViemovOGY1GnD59GtXV1SgoKMBLL70kWNtMc1xpRSPmZsag/Far1cdA\n0cV6DF4ZKQDJcZ5ZAJJAUANE8eeAeSHiq0zYWhU3fn8Fxy7WWx0zuK2spMghfzf/LibOKExhYWEo\nLCzEiRMn8NVXX2HJkiWIj48XVT4p4KLUSxGUqMYdhfT0dMTGxuLIkSP4xz/+gSVLliAqKkpyOZSg\nUApJd3c3ioqK0NTUhIf6eDT2WMfXyBUQK8THrxA7Lq68K2r9SOzo6MAPP/wAHx8ffPjhhwgICBC0\nfbY5rvxWq1Waz8INJbA1h9G/nq/W941AcHeI4s8RoZSJU5UNKK1oHPL73MwYS1vlt1oZzy2/1ep0\nTn9ncPYatVot5s2bh/j4eBw4cABpaWmYM2eObJZeIeCi1IvtHqDmHYXg4GCsXr3a4g6WmZmJ3Nxc\nyceE2lx4mKBpGjdu3EBxcTHS0tJQUFCAZf/3GOOxUrumKCkjjyvviho/EmtqalBcXIycnBxMnTpV\nFFdLrnOcO7hKEQieBlH8nUAIZYItvedgpV7OyZTPNSYkJODDDz/EwYMHsWXLFixbtgxhYWEiSSgu\nXO692O4BSlGq+EJRFCZOnIiEhAQcPXoUmzZtwmuvvYbRo5Uvu1J4/vw5fvzxR7S1tWHlypWIiYkB\noBzXFKUofEK8K2r5SBwYGEBRUREaGhosNVbEgus4U8p4JBAI3CFZfSSGq2LJhJInU39/f6xatQoT\nJkzA5s2bUVlZCdpRkmcFwuXei12YSSlKlasEBgZi5cqVyMnJwffff4+dO3eipaVFbrEUTXd3N378\n8Uf8/e9/R0REBD788EOL0g9IVxTMEUqZo9zlXXHEw4cP8dVXXwEAPvjgA1GVfoD7OFPKeCQQCNwh\nFn+J4WIhUavfKUVRmDJlCuLi4nDgwAGcL6tGTfsItDwzqWILHeB278V2D3AnKxpFUUhLS0NycjLK\ny8uxbds2JCQkIC8vD6GhoXKLpxj6+/tx8eJFXL58GSkpKfj973+PwMDAIccpxTVFKXOUO70rTBgM\nBpw4cQI1NTXIz89HcrI095frOFPKeCQQCNwhir/EsKX3HBy4y2cy3fj9FRSXPYTJREOjobBwyhh8\nvHwiAOkDRSMjI/HSpAX4/uCPGKH9GXpdNNo6QmXxU3f22p1Z8MS6DleVKiUGBnt5eWHatGmYPHky\nLl68iH/84x9ISUlBbm4uo4LrKRgMBpSXl+P8+fNISEjA+vXrHX4QKcE1RciYJ1faUMoHiBg8evQI\nBw4cQEREBD766CPJM6dxHWdKGI8EAoE7lD13jC+++IL+j//4DwnF8QzYsvrwLR7E1B4A5E8bi+S4\ncMaFUexCRYUbStDW0QtfTQ/ifB+i3+SNh32jERISZJUVQkxsA/8Aaa5dCPgqRGq55u7ubpw7dw5X\nrlxBUlISMjMzMWrUKLnFkoznz5+jsrIS1dXViI6Oxpw5c2SvfyA1Qo1VJX7ouoLBYMCZM2dQVVWF\nBQsWIDU11SNrpRCE44svvsCU+e/yPn/htFjhhCFIBeukQSz+MsCUtceV4M3isoesv5ffapUlUNTs\nY9tr8sPN7kSM9GnBeP/baOyKBk3Tkixkag6S5WtFU8s1+/v7Y8GCBcjJyUF1dTW+//57+Pr6IjMz\nE6mpqfD29pZbRMGhaRr37t1DRUUF6uvrkZaWhnfeeQeRkeKm6VUqQo1Vd7I4P3r0CAcPHkRYWBg+\n/PBDj94NIxAI4kAUfxkQOiCNqbCY+Xch+uJjURvse0tDg8f9I9GhD8bLAY3YuXMnXnvtNQQFBXGW\ngQ+eEvg3GLVds7+/P3JycjBjxgzcvXsXFRUVOH78ONLS0pCRkYGIiAhZrJ1CWpG7urpw9epVVFZW\nwsfHB5mZmVi6dKlbftw4g9rGqpjo9XqcOnUKV69exZjELBRf7cOOz0+oYgfD3XZcCAR3hyj+MiB0\nQBpb2XSNhkJ48DCX+uKbJ5vJ99akDcTc/Deh7XmAr776Cnl5ecjIyIBGI05yKXcP/GNCjddsrTiE\n481ZE+Gtb8KOHTug0WiQmJiIxMREjB07VpJ6AK7mhqdpGi0tLaitrUVtbS3a29sxbtw4LF26FKNG\njVKt24bQCp6YY1VNymhdXR2OHj2KqKgoTJi+GJsO1Qpaw8P2XmQlRVpV33XGjdD2ngJQbc0RAsFT\n0X7++eesfzx9+vTneXl5kgnjKQT7e6PqViuMgyz1Pjot1hekIjY62Km2TlU24GJNE+PfFk0di1ey\nxrjU139uKcOL7gGr34wmGncbn6EgN4H1vNjoYESG+uJu4zP09hkQEeqL9QWpmJ05BrGxsXj55Zdx\n/vx5VFZWIjo6WpQtbSHvs1pQ2zWblWzzGOvpM+Dne88wZfJ4rHxjPmJjY/HixQtUVFSgtLQUzc3N\nMBgMCAwMhE6nc9A6P/iMeb1ej7q6Oly8eBHHjh3DjRs3EBQUhMzMTOTn52P8+PEICgpStdJv+5yq\nbrUiMtSX97gSa6yKIasYdHV14ejRo7h06RIWLFiA3Nxc/H/fVvKab9lguhd3Gp+jp89g+X8u94bt\nnl6504aefoNg8hLE4fTp04hJmMj7/JdGhwgoDUEivmD7A7H4y4CQGTH+e1f1kJLpAKDV/BJLUHSx\nHt46jWVXQKOhrKoEO4Jt272to9ehVc2e721kZCTWrVuHK1euYPv27UhJScGcOXPg4+PDSS4ueGKq\nObVdsyM/76ioKERFRSE3NxddXV2ora3FjRs3cPToUfj5+WHkyJEYOXIkoqOjMXLkSPj5+bkskyMX\nFL1ej+bmZjQ1NVn+aW9vx8iRI5GYmIg1a9Zg+PDhilPyXbGCixE7ItZYVXqcC03TqKysxMmTJ5Ge\nno4//OEPFrcvph0QgL/7E1vByMGw3ZvB44XSUENcSvv1Rta2PdFdi0BQC0TxlwlXA9LMFhg2/36j\n6bdFpF9vsvxuMtEorWhEclw4p/7ZtuMB4C+7q2Ew/tI/ny1eiqIwadIkjBs3Dj/99BP++te/YsGC\nBRg/frxgSpM7Bf5xRU3X7Iyfd0BAACZPnozJkyeDpmm0t7ejqakJjx8/xtmzZ9Hc3Ixhw4YhKioK\nwcHBCAgIQGBgoNW//fz87I4tmqYREaLD8xed8Kb00FEG6DR66Cg9AoeZsHHjRjx9+hQREREYOXIk\nRo0ahaysLERGRsLLS7nTqavuS2L544sxVpUcO9Dc3IwjR45Ao9Fg7dq1VpmcTlU2sJ7H1/2J6zXb\nHmc7XmiWdYYNJbsWEgiejnJXKoJduFhy2HDG+rV2UTL+uKOK8W9mpZ9Pu4Px8/NDQUEBHj58iCNH\njqC6uhr5+fkICwtzqh2C+uDr501RFIYPH47hw4cjLS0NwC9K+9OnT9HS0oIXL16gs7MTT548QVdX\nFzo7O9HZ2YmBgQF4e3tDo9FY/qFpGiaTCSaTCXq9HrEU0OunxYDJC3paB73JCyaNDzLSE5CbnYSI\niAhFK/lMuGoFV1PsiBJl7e/vx8mTJ1FTU4O5c+di0qRJQz5AtxbdZD2fb10Ce4Yb2+NsZeGyvgT6\n6TCgN7llHQUCwV1R1+rlgbBtz7tqvXrCwVUH+MUix6b4s7XL9RpsGTNmDD788ENcunQJX3/9NaZM\nmYIZM2aoTskicGftomT8eVe1lZ+3VkPxUhwoikJ4eDjCw8NZjzEYDNDr9TAajRZlf/BHgJeXF3Q6\nHU5XNarGXYoLrlrB1VQoS0my0jSNmzdvori4GAkJCfj973/PWojL3rPgO/bYCkYOhunecPlY8NFp\n8cGSXz665X5X1BTMTSDIDdGoFIy97Xk2S45GQ8F/mBc6e/R22w7w03He+o/gaDUyy8X1GpgmZq1W\nixkzZiAlJQXFxcXYuHEj5s2bh3HjxinOZ5ogDLaPVczH7OXlxelDUgp3KSmVFVet4GqKHVGKrC0t\nLSgpKUFnZyeWLVuGsWPH2j2e7RlFuLBTwXQvHGX1sedypNFQoE30kPPkHAeuurER2CGFu9wTovgr\nGHvb82xWrU9WpAOAXSuPj05raYupbdvJkqkvrYYCRVm7+zBZjvi6GISEhOCtt97CvXv38OOPP6Ks\nrAwLFixAVFQU6zkE9bG16OYQlzGDkVZMIKZYSK2sCGEFV1PsiJyydnV14eTJk7h9+zZyc3ORkZHB\nKQ2tWDsVTPfiYzvH23M5+j9vTVLcGFB6MDeBoDSI4q9g7G3Pmye0TQdqLNZ9b90v+fDzMkbjZl07\nisseDgn+NWf1KbpYz9h2W0cvXv/0oOX/I3617HyyIt1iNQrw+yWNYmePHppfsz1EsFjVXHUxSEhI\nwEcffYSqqip89913ePnllzFnzhxS0dJNcJQ1yl0XbqmVFaVYwd0Zg8GAS5cu4cKFC5ZsPb6+3K31\nrjwjIXePXHE5ksPlRsnB3ASCEiGKv4Lhsj0/MChjT2ePHl/uvYqbde0orWhkzPhjzurjrdNYZfth\nw2yJ/GRFOrZ8Nn+IpdJkoi1WKaYJXohAO41Gg8zMTKSmpuLs2bPYuHEjpk6dimnTpomWy50gDfaC\nD915u14OZUVNFns1QdM0bty4gePHjyMqKgq/+93v7MaZ2IPPMxJ694ivy5FcLjdKDOYmEJSMOCVT\nCbw4VdmAwg0lWPzpQRRuKEFWUqTFLcfM4K1fNqthcdlDu8Fc/XojBgyOlf7Bx5u3f+1ZKplYuyjZ\n7jU4w7BhwzBv3jysX78ezc3N+Otf/4qamhrQTGWLCaqAaXyYsTeu1A6bUkKUFXXx6NEjfPPNNzh3\n7hwWL16MlStX8lb6+eLsnOyItYuSodVYB9pwCbgXWg6uCLnGEAieALH4y8jgbdEAPx16+gyW7CZt\nHb0orWjE3MwY1kAsNusgW27/wTirK5v7ctZSabt9bXYT+tOOKkusgrPWoNDQULz55puor6+3+P/P\nmzfPYfAcQXmYnz1b5iguFnA1ZvRQUuYZgvN0dHTg5MmTqKurw5w5c5Ceng6NRh47mhi7R3wC7uVy\nuSFubASCcxDFXyZst0WZsvD0640ov9WKLZ/NZ2zDXmYfR8o/l2MGY44fYOvTrNAzYd6+FnoreOzY\nsVi/fj1+/vlnHDhwAOHh4Zg9ezZGjRrldFsE+cjLGI2tRTd5bderNaMHUVbUyYsXL3DmzBncuHED\nWVlZeO211yxVd+VCaFcXvgH3crrcEDc2AoE7xNVHJrgWSLFnLWHb4lw4ZQyr+8TgY5yhX2/CqcoG\nrF2UDC/tUPNPT5/Bbho4QJytYIqikJ6ejk8++QRJSUnYs2cPdu3ahZaWFt5tEqSH73a9XO4FQpCX\nMRpbPpuPQ38swJbP5hPFRcF0d3fjxx9/xMaNG+Hj44NPPvkEs2fPll3pB4R3deFruScuNwSCOiAW\nf5nguv1pz1piz2qYHBc+xL2mq0dvdczZq48d5vsfzNaim9jy2XyrTEJmjCbHFiExt4K1Wi0yMzMx\nceJEVFRUYNu2bYiLi8OsWbMwfPhwl9sniAtfCzjJ6EEQk97eXly4cAGVlZVITU3F73//e8VlFBN6\n94iv5Z7sYhEI6oAo/jLBpZQ6F2sJ2xYnl63PD5akOazqOBizMtXF8rFgrgb85d4rnDIGmaE0lGCp\nG728vDB16lRMnjwZZWVl+Oabb5CYmIhZs2YhJCTE5fYJ4sFnu55k9CCIQX9/P8rKynDp0iUkJSXh\ngw8+UPT8IaSriyvxJ8TlhkBQPkTxlwmmydVLS8HXx2uIZV5IbAMhzcHDXCrzmpUpe37+f9pRBWdz\n7JhMtOB+2d7e3pg5cyaysrJw8eJFbNq0CSkpKcjJyUFwcLAgfRDkhwTJEoRkYGAAFRUVuHDhAuLj\n41lTc6oxoJwrxHJPILg3RPGXCTkmV6ZAyNKKRktxLnvK/2Blik3ZAuC00m9GrOJFw4YNw+zZs5Gd\nnY0LFy7gq6++QmJiImbMmIGIiAhB+yJID1FSCELQ09ODy5cvo7y8HLGxsVi7di0iIyMZj1VrQLkz\nEMs9geC+EMVfRqSeXO0FQtrzibatysumbP2JJSUjV8T0y/b398e8efOQk5OD8vJyfPvttxg9ejRy\ncnJIFiCVQ5QUAl9evHiBCxcu4OrVq0hOTkZhYaHDPPxSV10mEAgEISGKvwdhLxDSXrVGpnSiTMqW\no10DR9hLCSoUvr6+yM3NxbRp01BVVYW9e/ciLCwMOTk5iIuLA8UlYTWBQFA1T548wfnz53H79m1M\nnDgRH3/8MYKCgridSwLKCQSCiiGKvwdhLxBSCF9ps9Wfr7tPV68eiz89KIm7hk6nw5QpU5CZmYlr\n166hqKgI3t7emDFjBpKTk93yA8Cd/ZIJBC48fvwY586dQ319PbKzs/Ev//Iv8PV1LhCcb0A5ef8I\nBIIS0H7++eesfzx9+vTneXl5kglDEJdgf29U3Wq1VAcGflHu1xekIi9jNCJDfXG38Rl6+wyICPW1\n/M7GqcoG/OeWMmw+eA0/lT9E+ssRmJY2ElW3Wqz6cJaePgOqbrUiMtQXsdHiBuJqNBpERUUhKysL\n/v7+OH/+PC5evAiKohAREQGtlr0egpow+yW/6B4AIO09JhDkxGQyoba2FkVFRSgvL0dqaireeOMN\nJCQkQKdzfpeRaR4Ffnmnjpc/RLC/t9U7daqyAf/PxvM4VfUIPX0Gy7FM75/tnGrbFoHAh9OnTyMm\nYaLT5700WrmZrAgO+YLtD8Ti70E4CoQcXGF3a9FN/GlHFbYW3bRY/Qefl5UUidKKRqsAt7/sroav\njxcG9CZEhPqir9/AWCeAS9VgqX1mKYpCUlISxo0bh/r6ely+fBknT55Eeno6su35EpEAACAASURB\nVLKyEBYWJokcYkH8kgmeRl9fH6qrq1FeXg5fX19kZ2cjNTXV5Y/5wfOoreXfNtDXNhB4MLbvnycE\nDRMIBPkhir+H4SgQkmnx+cvuatA0LBauto5eHLtYP+Rcg5G2KPptHb3w0lLQaqghOwxzM2OsPhrY\nkMNnlqIoxMbGIjY2Fs+ePUNFRQU2b96MmJgYZGdnIz4+XpVuQMQvmeAptLW1oaysDNevX8fLL7+M\npUuXIiYmRtA+zPNo4YaSIcr/YIXeUYX2we8f+TgnEAhSQBR/ghVMi4/ByM9tx2CkEeinwzAfL7uV\nhSmWHQC5izCFhITglVdewaxZs1BTU4OffvoJRqMRWVlZSE9Ph4+Pj6zyOQMpdEVwZ0wmE+7cuYOy\nsjK0tbUhIyNDkiq7jj6oHX1YD37/yMc5gUCQAqL4E6wQepHp6tFjx3/lD/l98M4D03a4koow6XQ6\nTJ48GZMmTcLDhw9RVlaGU6dOYcKECcjIyFBFPQBS6IrgjnR3d+Pq1asoLy+Hv78/srOzkZKSIlls\njqMPansV2m3fP/JxTiAQpIAo/gQr7C1UfNtzhFqKMFEUhbFjx2Ls2LF4/vw5KioqsHXrVoSEhGDS\npElISUlR7C6AWu4xgeAIk8mEu3fv4sqVK7h//z6SkpKwbNkywd15uODog5rp7wAQ6KfDB0vSrN4/\n8nFOIBCkgCj+BCuYFh8vLWXl4w/85qtffqsVTzp6EeCnQ1eP3iqVp1ZDcV60bGMPTlU2oHBDiWKV\n1ODgYMydOxezZ8/G3bt3UV1djZ9++glJSUmYOHEixowZo7hYAFLoiqBmnj59iurqaly9ehVBQUGY\nNGkSCgoKZP3Y5pIwwd7fnWmLQCAQhIAo/gQr2BYfpt/yMkbj41/PO1XZgL/srraKB+Cr99rLbsEm\nh1xoNBokJiYiMTERXV1d+Pnnn3HkyBGYTCZMmjQJ6enpovsZEwjuysDAAG7evInq6mq0tbVhwoQJ\nePvttxEZGSm3aBZs3RY3HajBH3+tYm627DMVQXTUFhOkFgCBQHAVovgThsC2+NhbYLYW3RwSBGww\n0rwyUrBlt9h0oAYDepNi090FBARg+vTpmDZtGh49eoSqqir87W9/w5gxYzBhwgQkJibyyhtOIHgS\nNE3j4cOH+Pnnn3Hjxg2MHj0aU6ZMQWJioqLrapyqbMCfd1Vb7Yx29ujxl93VAFyfo0i6TwKBIARE\n8ScIgpAZKdjOYaoJIHS6OyEsahRFISYmBjExMVi4cCFu3LiBqqoqHD58GImJiUhJSUFCQgK8vMjr\np1SIZVVaaJrG48ePce3aNVy/fh1+fn5ISUnBxx9/jKCgIMnl4fP8txbdZCxcyNcAwtQ+SfdJIBBc\nhWgeBEEQMiOFswHGQmUiEsOi5u3tjYkTJ2LixIno6urCzZs3ceHCBRw8eBDjxo1Damoq4uLioNFo\nBLkGgusQy6o00DSN1tZWXLt2DdeuXYNWq0VKSgreeecdWTNl8X3+9uYhIeYoku6TQCAIAVH8CYIg\nZEYKtra8dRpGqz/TxwVfi52YFrWAgABkZWUhKysLL168wPXr13Hy5Ens378fycnJSE1NVWRQsKdB\nLKvi8uTJE4tlX6/XIzU1FStXrsSIESMUMfb5Pn97BosAP9dd/Ei6TwKBIARE8VcYanUxEDIjhW1b\n5kWTSeln+riw9bVt6+jFn3c59rNlW7TNFjUhns3QNhYgPT4A165dQ1FREXp6eizBwnFxcSQmQAaI\nZVVYaJrGo0ePUFtbi9u3b6OnpwcpKSkoKCjAqFGjZFP22d5ntufc1tGLwg0lluM2fn8FxWUPYTLR\n0GgojBrux9pXT58BpyobXJrL1y5KHhJD4EzmNAKBQACI4q8o1O5iIGS6SHNbTMW9zESwKN+bDtQM\n8bU1mmhsOlDDKt+pygZWWYaH+grybNja+GRFOvJmzsTMmTPR3t6O27dv48KFC/jhhx8QGxtr+RAI\nCAjg1A/BNYhl1XX0ej3u37+P27dvo7a2Fn5+fkhMTMRrr72GUaNGye7aZu99tme5Nx93/HI9rt5t\nt/xuMtFoaO1m7c9oEsbP3/YbSQEbJAQCQWUQxV9BuKuLAZtljYsFnemeAL8o/Wwp8ph2Buz9bu6H\njbWLkgV5NlzaCA8Px/Tp0zF9+nT09PTg7t27qK2tRUlJCYYPH45x48YhMTERkZGRinCLcEdIISV+\ndHZ2ora2FrW1tXjw4AGio6Mxbtw45OTkICwsTG7xrLD3LrIV3Rp83GClnytcd4zY5kUhM6cRCFwo\nvvgAALBwWqycYhAEhij+CsIdXQzYLGs369pRWtHI+Lu5KJg9y5vQ98Ree3kZo/GnX/NyuyKHs8/X\nz88PEyZMwIQJE2A0GlFfX4/bt29j586doCgKCQkJiI+PR2xsLPz82N0MCM5BCilxw2AwoKGhAffv\n38f9+/fx9OlTvPTSS0hNTcWSJUvg66vcHRJ77+Lg5y91FXN7OxHuuD4QCATpIYq/gnBHFwM2y5rZ\nN9b292MX6y3/b2/RtXdPAv10jNb9QDsBdmz3PuLXfoR4Nq60odVqER8fj/j4eCxcuBCtra24f/8+\nqqurcfDgQYSHhyMuLg7x8fEYM2YMiQ1wEVLleCgmkwlNTU2oq6tDXV0dGhsbERkZibi4OMybNw+j\nR49WdJ79wTh6F83Pv3BDiSDKP9cdI3s7Ee64PhAIBOkhir+CcEcXAzZrlK3S7wyO7skHS9KGVBH2\n0lL4YEnakGPN2+r2fHoLN5QgKynSaofCLEdWUiQKN5RwsgwL9XwpisKIESMwYsQITJs2DUajEY2N\njairq8Pp06fR3NyM6OhoxMfHIy4uThE+1QT1QdM02tvbcf/+fdTV1eHBgwcIDAxEXFwcsrOzsWLF\nCgwbNkxuMXnB9V105PbDBR+d5pc4Hg4fkvas+v+2erLbrQ8EAkF6iOKvINzRxYDNSqXRUE4p/xGh\nvpzvCdf7aC9weDBtHb0orWjE3MwYKzck248BRwG/Yj1frVaLsWPHYuzYscjLy0N/fz/q6+tRV1eH\no0eP4tmzZxg1ahRiYmIwevRoxMTEqFZhI4iHwWBAU1MTGhoa0NjYiIaGBmg0GsTHxyM5ORn5+fkI\nDAyUW0xB4PoucnX70WgoLJwyBgCsMv0snDIGHy+fiFOVDZwMBPas+u64PhAIBOmhaJpd+friiy/o\n//iP/5BQHIK7waRc++i0mJsZM8SCzoa9QF5XYNvGZ/sosZWD7Xyx5OVLT0+PRZFrbGzEo0ePEBIS\nYvUhMHz4cBIs7GF0dnaioaHBMi5aWloQHh5uNS5CQ0PJuPiVxZ8eBNNqSQE49McC1vPY5kCmXQBn\njiUQuPLFF19gyvx3eZ9PgntVCevETSz+HowUNQPsWamS48KtfmdzpxFrK9tZNyTb46UKPHYVcyrF\nxMREAL/4are0tKChoQF1dXU4c+YM+vr6EBMTg1GjRmHkyJEYMWIEgoODidLnJvT09KClpQXNzc14\n/PgxGhoa0N3Thxd6X3T0DYPWLwzL58/G3CnxcouqWPj62DuTEYxY9QkEgtgQxd9DkbJmAFugJNPv\nth8DbC46QiyMzrohDV7gHeX9dwapi7ZpNBqMHDkSI0eORHZ2NoBfrL/m3YCKigo0NzfDYDAgKioK\nI0aMQFRUFKKiohAREaGaAE5PhKZpdHR0oLm5Gc3NzRZlv6+vz/Is4+Pj4Tt8HLYU1aFfb/rlxAFg\n4/4b0HrpiJLJAt8YHWez8ZDAcgKBICZE8fdQlFozwNGiJ+QHC9tCzuSGZLvAO8r7b4/Bin6Anw49\nfQarKsNyFG0LDAxEcnIykpN/k72rq8uiON6/fx8XLlxAR0cHwsPDLR8B4eHhCA8PR2hoKLy8yHQi\nFTRN4/nz52hvb0d7ezva2trQ0tKClpYW+Pr6Wj7WJk6ciBEjRgxx2fnfDSW/Kf2/ooT3X8nwtcaT\nbDwEAkFJkJXaQ1FrTmghP1iccUOyXeAd5f1nw/bDhSntqFIUsICAAAQEBCAhIcHym16vR1tbG5qb\nm9HW1ob6+nq0t7fj+fPnCAoKQnh4OMLCwiwfBOHh4cRliAEuuzw0TaOnp8ei3Le3t+Pp06eWf/v6\n+lru8fDhw5GSkoIRI0Zwyp8v5vu/8fsrjAGu7gAfa7w7ZmsjEAjqhSj+HoparVBCKyzOuCENxlHe\nfzbYKhHbotQPMJ1Oh+joaERHR1v9bjQa8ezZM4uC2traips3b6K9vR29vb0ICQlBUFAQ6z/Dhg3z\nmI8D88efXq+Ht2YAfS868d0PTai/E4bwAAqdnZ14/vw5nj9/DgBWH1EpKSmWjytvb2/eMoj1/m/8\n/opVLQ6Tibb8v7so/85C/PYJBIKSIIq/h6JWK5RSPliE9ve1RekfYLZotVqLcmrLwMCARZF98eIF\nXrx4gUePHuHmzZuW/zeZTJaPgICAAPj6+sLPz8/q34P/29vbW3EfCgaDAT09Pejt7bX82/a/u7u7\ncf3OIyT79EMzzIQBWge9SYcBkzeu1g7grYXpePnllxEUFITg4GD4+vqKcp1ivf/FZQ8Zfy+6VG+V\nCtfTFF/it08gEJQCUfw9FLVaoaT6YPn/27vf4KjK++/jn7PJbhKSgEnISlJDQCFCUQMkMVDFoClo\nKSpttVandlqc2qF1+uQ397N7ptO5+7S/R3frTB3pFDuOnYoF1PIrM7QUZQomEfwDSqxY0WYjYAJJ\nSEg2yd4PvJOGkN1sds/udfZc79dMRiEk55vzZ/M5117X98w2FcPt+b5TZfoGLNuLiUOhkCorK1VZ\nWTm5/T2vv6cLvTEtLAvre19bqfW3hNXX16dLly7p8uXLk2H53Llz1wTowcFBxWIxFRUVqaCgQMFg\nUMFgUPn5+ZP/P/XPE//Ny8uT4ziTH5Im/xuLxa76GB8f1+joqKLR6OTHxJ+n//3IyIiGhoY0NjYW\n94aluLhYCxcuVHFxsfYedzQSC2k0lqepHdecK5pcbJ1pic7fdM6PeB2xYrH/dMEytY4FAEDwt1ou\njkJl44Yl2QXEbs33zc9zVFSQr4HBaMaDeDa7Oc1t+1/0KZ+4OZhNNBrV0NCQhoeH4wb0qX8eHh7W\n2NjYZLCX/hP2p94ETHwEAgHl5+erqKhI8+fPT3hjEQqF5vQuRPGCjzXogXetZjp/0z0/kn0wn1fW\nsQCAbQj+yDmZvmHJZMejTN64TIzUnu8dmgxgldO+v+luTrNtP9nR5onwna5sv/sheXuaXbrnx33N\ni6+a45+IV9exAICfEfyBaTLd8SgTNy7TR2rH47QHNd3NKdH2s/1uhKl3P7w8zS7d82NiAe/Urj7B\nPOea1qFS7q1jAQA/IPgD07i9gHj6qHLTinDKCx3jjVAn6hY0dcQ2mZ8tk6Pgibaf7XcjEm1v4vOZ\nCuZenWbnxrm/46HVV3XwmX6DJV37DoeJd17i8VItAOC2gOkCAK/53tdWqiB49dNpU52KMRF6zvcO\nKaYvRpX//I+Pr/rz//3jWwmfBJzoe0187WwLhidGbJtWhGf8/MTfJ9qGGxLt22y/GxHv+078zJna\nB17m5rk/YWNDjZ56uF6VZUVy9EXL26cerp8M05k+5+bCS7UAQCYw4g9M4+ZUjGT69s82qj117n68\nr51tUWVM0oP/a1/cf9P2/jntiFOvm6PgifZtvJ8xU1NC4o1uBwKOJ59qnQ2ZmoaU6B0O0+tOvFoL\nAGQCwR+YgVtTMZIdrY7372aaJjHT187eRyV+q8Wp259tFNyN+fDx9m22F73G2168fW3LYtRsT0My\nve4kmW3acuwB+B9TfYAMSna0Ot6/S+Ydg4VlRbM+MTjZ7cerI9EouFtmmxLitnjbi7cvWYyaGfH2\nq4n97aVaACATGPEHMmimUeXpEo1qzzbSOPVrZ9tOMt/D9Ch4tkeb423Pq+02/Sjdd3rcXIzr5Var\nAOAGgr/H0WEit21sqNF7H31+VXvDW28sV9fng0kd00RP+p3eo1+6em72leFR9Q9GE9Y3/XtM/Pc3\ne96Z/NpQMKBQMDDj98r1kdBE1xfX3dyl8nqVzv52uyWrjcee3zGAXQj+Hmb6KatI36GOT3Sw/dPJ\n+fXj4zG9//HFpKewxBuBnOnrp49eP/3iibgPU4r3PSaMTOm73j8YVX6eo7yAo7Ep6wRyfSR0tuuL\na2xu0nm9SnV/Z2Ixrk3Hnt8xgH0I/h5Ghwn3ZXt0K91jmM4IZNv752b8+0DASRj6Z6p5dCym0nlB\nFRbk+2ZkkOtrZqleIyb2p82Lcd14LeMaAOxD8Pcwm3+pZYKJ0S03jmGqI5DxthEbjyX8fvG+bmAw\nquf/z5Y51+FVXF/XSucaMbE/3X7YXq5w67WMawCwD8Hfw2z9pZYpmR7dmmkEzuQxTHXbtpx3tvyc\nczGXa2T6+V4yL5j1dSC2LsZ167WMawCwD+08PSwTT9G0WSZHt+I98bNpRdjYMUz1/Jnt6b5+wfV1\nrWSvkZnO98Ero8rPc676d5nen9luAesVbr2WcQ0A9mHEP0XZmCtuY4cJt009Tk7AUWyGh1i5MboV\nbwSu7f1zeurheiPHMNXzJ97agLb3z2llltZIJLq+3Lr2bL2+nn7xxGSXqQmVc3yHaqbzfWz82nUg\nTSvC2rX/Pf33829m9HXS78dsOjdH6kPBwOSxLJ0X1JPbbrVuf0K6b/0S0yUgSwj+KcjmXHEbf6m5\nZfpxmin0uzW6lWgEzuQxTGXb2Xh6byKJri9JrrdvtOn6itfpaWI/tjbeoIPtn846dSaZdSB0jMkc\nN6Y4zfRU8KndvAD4E1N9UpBofiW8I95TbwMBx/VpAX564qfJp/dKia8vrr30/M+xs3E/N/Udqtmm\nziRzvnOsMseNKU4cH8BOjPingE4IuSFRV5t9v3zQ1W25NQJnatrJ1G2XzAvO2LN/tqf3ulV/KtdX\nOteeTQ8wGp/hXa+pJqaP7PzfmxP+u2TOd7+8Tnr1/Ej33Sq/HB8Ac0PwTwGdEHJDNo9TuvPFTU6L\nmL7tiQd2lc4LamAwOvmz7Nr/Xtz96Wb9sx03N49ppvd7sqExW+EyEHBmDf/J/PzJnO9+eJ3M5elK\ns51Tfjg+AOaO4J8CW1vI5ZpsH6d0RuBMPkgn3gO7Cgvyr+nbH29/uln/bMfNzWOayf2ebGjMZri8\nr3lx3Kc5T0j255/tfPfD62SuPuAqmXPKD8cHwNwR/FNgazeQXJNLx8nk2+7JbjvR/vzv59+c0/dO\nJJnjluhzcxk9d3u/T+8iNX10fabQmM1wueOh1ZJ0TVef6dw473Lp+osnV6fDJHNO+eH4AJg7gn+K\nbOsGkqty5TjlyoO+4u1Pt+tPdNwSfW6uo+du1p1MFynp2tCY7XC546HVkzcA239xIKPnXa5cf/Hk\n6nSYudzM5/LxATB31nb1OdTxibb/4oAe+K+92v6LAzrU8YnpkmAxkw/ScWPbXnkQ0Fw7lbhZd7wu\nUtNND40mO0J55bh5Va7uHz91GQPgLiuDf7ynrBL+YYrJJ5C6sW2vPEF1rqPnbtadzAj9TKHRZLj0\nynHzqlzdP7l6wwIg86yc6pOrC7bgb7n2oK9MfI90pTI1w62642078P+fGB1vDrXpudZeOG5elov7\nx/Q5BcC7rAz+ubpgC0BiJjuVxNt2MiPEuRgu4W2cUwBmYmXwz9UFWwASMznSySgrAMDrrAz+9C8G\nvuDVp5KmI9enTLnJj8cXAJA6K4M/I3NAbj+VFLPj+AIAprMy+EveG5kDso1F7v5m4/HlHQ4ASMza\n4A/YjkXu/mbb8eUdDgCYnZV9/AHwkB+/s+34zvXhbQBgI4I/YCke8uNvth1f297hAIBUMNUH8Ihs\nz09mkXvycnHueLaO79R9UzIvKEkaGIxmfT/RphkAZkfwBzzA1PxkFrnPLpfnjmf6+E7fN/2D0cnP\nZXs/0aYZAGbHVB/AA5if7F0cm/hm2jdTZXM/bWyo0VMP16uyrEiOpMqyoqSemgwANmHEH/AA5id7\nF8cmvmT2QTb3E+9gAUBijPgDHmBbB5ZcwrGJL5l9wH4CAO9gxB/wAC/NT/bSQlYv1OKlY5NNyez7\nmfbNVDbsJwDIJQR/eJ4Xwl+mZbPDTqL96aWFrDPV8svn39Qvn39TlVk8D2zsfpTseTB935js6gMA\nmB3BH57mpSCaadmYnzzb/ky0kDWd2lK5eUu0cDTb54Ftc8fnch7Ytm8AIJcxxx+eRkcVd822PzOx\nkHXiZuN875Bi+k9oP9TxScKvm22bnAeZw4JmAPAngj88jQDirtn2ZyYWsqZ685bMNjkPMoMFzQDg\nT0z1gafxNE53zbY/M7GQNdWbt9kWjkqcB5li64JmwM/uW7/EdAnwAEb84Wnf+9pKFQTzrvo7Akjq\nZtufmXgIUqqjx1NrmQnnQeakch4c6vhE239xQA/8115t/8WBWadyAQCyjxF/eJqNHVUyKZn96fZi\nzXRGj6fWYkN3Jy+Zy3lg0yJ8AMhlBH94Hl1D3JXt/enWzRvngXdlqhsUAMBdBH8AGUdo9zcW4QNA\nbmCOPwAgLXQBAoDcQPAHAKSFRfgAkBuY6gMASAuL8AEgNxD8AViDzkCZwzoOAPA+gj8AK9ByEgBg\nO+b4A7BCopaTAADYgOAPwAq0nAQA2I7gD8AKtJwEANiO4A/ACrScBADYjsW9AKxAy0kAgO0I/obQ\nVhCp4LxJDy0nAQA2I/gbQFtBpILzBgAApIM5/gbQVhCp4LwBAADpIPgbQFtBpILzBgAApIPgbwBt\nBZEKzhsAAJAOgr8BtBVEKjhvAABAOljcawBtBZEKzhsAAJAOgr8htBVEKkycN7QQBQDAHwj+AOKi\nhSgAAP7BHH8AcdFCFAAA/yD4A4iLFqIAAPgHU30AxLWwrEjnZwj5Ey1Emf8PAEDuYMQfQFyJWohO\nzP8/3zukmP4z//9QxydmigUAAAkR/AHEtbGhRk89XK/KsiI5kirLivTUw/Xa2FDD/H8AAHIMU30A\nJBSvhSjz/wEgN9y3fonpEuARjPgDSMnEPP9k/x4AAJhF8AeQkkTz/wEAgPcw1QdASiam/9DVBwCA\n3EDwB5CyePP/AQCA9zDVBwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADB\nHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEf\nAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8A\nAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAA\nALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAA\nsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACw\nAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAA\nwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADB\nHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALAAwR8AAACwAMEf\nAAAAsADBHwAAALAAwR8AAACwAMEfAAAAsADBHwAAALBAvukCACAbxsfHNTAwoJGREY2Pj09+OI6j\nQCCgvLw85efnq7i4WMFg0HS5AAC4juAPwBdGRkb02Wefqbu7W319fRoYGNDAwID6+/s1MDCgoaEh\nzZs3TwUFBQoEApMfsVhMY2NjGh8f1+joqAYGBpSfn6/S0lKVlJRc9d/KykpVVVWpuLjY9I8LAMCc\nEfwB5JyRkRF1d3erq6tLkUhEkUhEvb29qqys1KJFi7RgwQLdcMMNKi0tnQzuxcXFCgRmn90Yi8U0\nNDR01U1Df3+/Ll68qM7OTkUiERUUFKi6ulpVVVWTHyUlJVn4yQEASB3BH4DnxWIxnT9/Xp2dners\n7FR3d/fk6Httba3WrVuncDisvLy8tLflOI7mzZunefPmKRwOz1hLb2/v5E3HP/7xD0UiERUXF6uu\nrk51dXVavHhxUjcZAABkE8EfgCeNjY3p448/1unTp9XZ2alYLKa6ujrdddddWrJkifLzzbx8OY6j\n8vJylZeX65ZbbpH0xc1AJBJRZ2enDhw4oIsXL2rZsmWqq6vTsmXLVFhYaKRWAACmIvgD8JTu7m61\ntbXp1KlTqqioUF1dnb7zne8oHA7LcRzT5c3IcRxVV1erurpaGzduVF9fnzo7O/X222/r5ZdfVm1t\nrRobG7Vs2TLeCQAAGEPwB2BcNBrVqVOn1N7err6+PjU0NOjHP/6xSktLTZeWkvnz56uxsVGNjY0a\nGRnRyZMn9fe//11//vOf1dDQoDVr1rAmAACQdQR/AMb09PSovb1db731lqqqqnTnnXdq+fLlvhoV\nD4VCWrNmjdasWaOuri61t7frV7/6lW666SY1NjaqtrbWs+9kAAD8heAPIOt6e3t16NAh/fOf/9Tq\n1av1xBNPqLy83HRZGVddXa0HHnhAmzdv1ltvvaVXXnlFRUVFam1t1ZIlS0yXBwDwOYI/gKwZGBjQ\n4cOH9e677+r222/XT3/6UxUUFJguK+sKCwvV3NyspqYmvfvuu9q7d68qKirU2tqqqqoq0+UBAHyK\n4A8g465cuaIjR46oo6ND9fX1+slPfsJDsCQFAgHddtttWrVqlTo6OvT888+rtrZWd999tyoqKkyX\nBwDwGYI/gIyJxWJ64403dPjwYdXV1elHP/qRFixYYLosz8nLy9Ptt9+uj473DQAADJNJREFU1atX\n69ixY9q5c6e+/OUvq7W1lVagAADXEPwBZMTnn3+uvXv3ynEcff/731dlZaXpkjwvFAppw4YNamxs\n1MGDB/X0009r69atWr58uenSAAA+QPAH4Krx8XEdPXpUr7/+ulpaWnT77bfTtWaOioqKtHXrVp05\nc2byOQD33nuvioqKTJcGAMhh/umZB8C48+fPa+fOnfrggw/0wx/+UM3NzYT+NNx4443asWOHQqGQ\nnn76aZ0+fdp0SQCAHMaIP4C0xWIxHT16VK+99pruueceNTQ0EPhdEgqFtGXLFq1atUp79+7VqVOn\n9PWvf12hUMh0aQCAHMOIP4C0RKNRvfTSS3rnnXf05JNPqrGxkdCfAbW1tdqxY4cCgYCeffZZ9fb2\nmi4JAJBjCP4AUnbp0iXt3LlTgUBAP/jBD3TdddeZLsnXgsGgHnjgAa1du1bPPvusPvroI9MlAQBy\nCFN9AKTk448/1osvvqj169dr/fr1jPJnieM4am5uVjgc1u7du7VhwwYWUAMAksKIP4A5a29v1x//\n+Ec9+OCD+spXvkLoNGDp0qV64okndPz4ce3bt0+jo6OmSwIAeBzBH0DSYrGYDhw4oGPHjmn79u1a\ntmyZ6ZKsVlZWpu3bt2t4eFjPPfechoeHTZcEAPAwgj+ApMRiMb366qs6e/astm/frvLyctMlQV90\n/Xn44YcVDoe1a9cuDQ0NmS4JAOBRBH8AsxofH9fevXt1/vx5Pf744zxIymMcx9GWLVtUW1ur3/3u\nd7p8+bLpkgAAHkTwB5BQLBbTvn371NfXp+9+97sqKCgwXRJm4DiONm3apLq6Ou3atUuDg4OmSwIA\neAzBH0BcsVhML7/8si5evKhHH31UwWDQdElIwHEc3X333Vq+fLmee+45pv0AAK5C8AcQ11/+8hdd\nuHBBjz32GKE/RziOo9bWVi1ZskS///3vFY1GTZcEAPAIgj+AGbW3t+vDDz/UY489plAoZLoczIHj\nONq8ebMWLlyoPXv2KBaLmS4JAOABBH8A1/joo4906NAhPfrooyosLDRdDlLgOI7uv/9+9fX16fDh\nw6bLAQB4AMEfwFV6enq0e/dufetb36JlZ47Lz8/XI488ouPHj+vUqVOmywEAGEbwBzBpeHhYL7zw\nglpaWrR06VLT5cAFJSUleuSRR/Tqq68qEomYLgcAYBDBH4CkL3r17969W7W1tWpqajJdDlxUVVWl\nLVu26A9/+IMGBgZMlwMAMITgD0CS9Prrrysajeq+++4zXQoyYNWqVaqvr9fu3btZ7AsAliL4A1B3\nd7eOHTumb3zjG8rLyzNdDjKkpaVFo6OjamtrM10KAMAAgj9gubGxMe3Zs0ebNm3S/PnzTZeDDAoE\nAtq2bZsOHTqknp4e0+UAALKM4A9Y7vDhw1qwYIHq6+tNl4IsqKio0F133aU9e/ZofHzcdDkAgCwi\n+AMW6+rqUkdHh7Zu3SrHcUyXgyxpbm6W4zg6duyY6VIAAFlE8AcsNTo6qj179ujee+9VaWmp6XKQ\nRY7j6MEHH9Rrr72mCxcumC4HAJAlBH/AUkeOHFFFRYVuueUW06XAgPLycm3cuFGvvPIKXX4AwBIE\nf8BCly9f1rFjx7R582am+FissbFRg4OD+uCDD0yXAgDIAoI/YKHDhw/rtttuU1lZmelSYFAgEFBr\na6sOHjzIQl8AsADBH7BMT0+P3nnnHW3YsMF0KfCAuro6FRYW6u233zZdCgAgwwj+gGX+9re/ad26\ndSouLjZdCjzAcRx99atf1aFDhzQ6Omq6HABABhH8AYtEIhH961//0rp160yXAg+pqanRokWL9MYb\nb5guBQCQQQR/wCIHDx5US0uLQqGQ6VLgMa2trTpy5IiuXLliuhQAQIYQ/AFLfPbZZzp37pzWrFlj\nuhR4UGVlpW688UadOHHCdCkAgAwh+AOWaGtrU0NDg/Ly8kyXAo9qampSW1sbff0BwKcI/oAFrly5\nopMnT6qhocF0KfCwmpoaBYNBnTlzxnQpAIAMIPgDFjhx4oSWLVumkpIS06XAwxzHmRz1BwD4D8Ef\n8LlYLKb29nY1NTWZLgU54NZbb9XZs2d18eJF06UAAFxG8Ad87syZM8rPz1dNTY3pUpADQqGQbrvt\nNrW3t5suBQDgsnzTBQDIrI6ODjU2NspxHNOlGBWLxdTb26tIJKLe3l6Njo5qdHRUgUBAwWBQxcXF\nqqqqUjgctn4BdFNTk3bu3Km7777b+n0BAH5C8Ad8LBqN6syZM7r//vtNl2JEV1eXTp48qa6uLkUi\nERUUFKi6ulplZWUKBoMqKCjQ+Pi4hoeHdeHCBR09elS9vb0Kh8NatGiRli9frrq6OgUCdr05WlFR\noeuuu05nz57V0qVLTZcDAHAJwR/wsTNnzqiqqkpFRUWmS8maaDSqd999V+3t7bp8+bLq6+t1xx13\nqKqqSsXFxbN+/cjIiD777DN1dXXpyJEj2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.offsetbox import OffsetImage\n", "\n", "grid = nba.shot_chart_jointplot(playoff_df.LOC_X, playoff_df.LOC_Y,\n", " title=\"Lebron Last 3 Playoffs\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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Qp8uyMuBSlmVE0zxKPG4HKstLUFbiRqnPjTK/G6Ul6k+fG2Xqv8pyL6rKS1BZ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\nVrCxjn6dr9Ki4XG5Y1j1q+3w9sxk9+vkfNKy2q8Hk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = nba.shot_chart_jointgrid(regular_season.LOC_X, regular_season.LOC_Y,\n", " title=\"Lebron 2016-2017 Regular Season\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time for some math!\n", "\n", "### Everyone knows that _guassian kernal density estimation_ work well for low dimensional vectors, right?" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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hRYuq9jgPnDl2jC1z5rBp1izMhQtxOZ3U7dKFli+8QJnatXN1Xwrwc1eK08nv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\n8sRtk0mPkXyu7823c6jYzhXZOlpbISOw5ZSaYfEuYvXu+uV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jGuaNsHPfDDO5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csx6pNBX+kya5kTXSUBsq2DvpMn49GDB/Hz3Ln4IjISMzdvxoC5c3WeT+eq\nl8zHBzIfH4PO/WFDklbnXoMxOtKWLKxUqTtdf/rjj3Ho2WfhM2wYFu7b1+Ubjo5tMDWOtvCcEAgE\n7ajVahz9z3/gERyMqCVLuBaHYCJWnWRrTXVouURXwqCxpf/owNDqJMYmnFpi6TJT4UIHAePGYdXZ\ns/AIDcUv8fFIXL/e5Fr5TGFI/w3VUVc6VqlU+P2FF3DomWcQMnMmlh45YpRzb0gb5kCeEwLBdilI\nTkbp2bOIffFFxvffIDCHVTv45EuKHnQlaQoE2uORmUzqNHTsdMlg7HFrhCsduPr7Y/mJE4heswZp\nH3yALXFxqCkrY7RNYzCk/4bqSJ+Om2pr8cu8eUjduBFD167FvJ07Tdr5l8lxJM8JgWC7HH3nHTh7\ne5PVewvHqh188iVFD7rKfU2K8WO9DJghY6dPBmspXWYOXOpAJJFg6iefYM4PP+BmRga+GDIE10+c\nYLxdQ9Cml7YYoyNdOp7uXolNYWHI2b0bEz/4AJP/9z+TV8iYHEfynBAItklJZiYKjhzB6HXrIJJK\nuRaHYAZWHYNvbEUOgnb0JT6GBrjrTYiku8KNtjEFADuJEE3Nyi7bsIbSZebClg70jeWgRx9Fj0GD\nWpJvx43DhP/+F8PWrTOrzrKpCfUdk7YlYgFq6+VwtBcDaMnzEAioduF9uu6bklmCL/dkd8oN8ZSp\nMDTnF5x/50e4BwdjxZ9/olDqi8ffOmzyGOgaR6Cl6o05Y9v23lC2JG7b2nNCYA5S/IK/pPz3v7Bz\ndsbwVau4FoVgJlbt4BNnjj50JT7qS4g0NsnZkPNjI32Rc60SB1Ovt7tWrQbWLxpi0NhacukyumBa\nB4aMZY+wMKzMyMCeZcvw+/r1yNu/Hw+/8w56RUcz0p4h19XUyyEVC1vnkjH3Tcks6VQaEwBci88h\n6MSXuHXnFka88ALGvfkmTl6uoKUAQMdxpLOwgObeb7yRSnZvJdAGKX7BX2orKnBh1y6MevppyFxc\nuBaHYCZWHaIDtBiMza9MwL6NM7H5lQnEgLCIsUnOhp6fnlve6VqSPM0vDB1LOxcXzN+9G1M+/RTl\nFy/iq6FD8fO8eagsKGCkPWOvM+a+Ww/ltHPuBU118E/6BH12/hO1KhEeP3UKE/77X4hlMsYKAJDC\nAgS+Q+Yof7nwyy9QKRSIWrqUa1EINGD1Dj6BO+iqZNPxOEme5j/GjBFFURj61FN49upVjH39dRQc\nPIhPQkNxICHB4CRcU+dEV9cZc9/WYyolXPNPYcCWZ+B+6SjKoh/BxYXvwScmxmx5u4I8GwS+Q+Yo\nf8n88Uf06N8fPcPDuRaFQAPEwScwBl2VbDoeJ8nT/MeUMZI6OWHcP/+JZ69eRXRCAs5+/TX+17cv\nUj/4AEqFgvb2DLnOmPt2d7WDc2EG+n//HPoceBdKqQNyF76Dm6OXwN3DpcvrDZG3K8izQeA7ZI7y\nk6qiIhSdPIkhjz5qVi4UgT8QB5/AGMZW4jD0fFLhg/8YOkYpmSVYsSEJM57fixUbkpCSWQLHHj0w\n5eOPsTY3F71jY/H7+vX4YvBgZH33HeSNjWa1Z+x1ht63JC0NYXteR989G0Ap5Sicsh6Xl3yAeq++\nEAoo1uYweTYIfIfMUX5ydts2AMCQRYs4loRAF1adZEvgFmOTnA09nyRP8x99Y6SpoHGnwyv5O3cb\nsHHbWWzcdra1asui/fuRs3s3/nj9dexdvhyH//Y3RK1ejajVq+HcsycAYNPOc512VTa06ktHOTWV\nc97fdhZbD+Vg6eRQrI0P1znXKvLykPzyy8jZtQsOPXqg70tv4TdqIGqaWmRxshdj5aww1uYweTYI\nfIfMUX5ybscO9B45Et169+ZaFAJNEAefBWy5JJix1VoMPZ9UwuEPuua3tjHqWEFDF+0qazzyCELn\nzMG1o0eR9tFHOL5hA/58+20MmDcPNwZOxuEKp07XR4d4Gjw/NHLqqu6xNj68XRUZpUKB6ydO4Pz3\n3yNr82aIZTLEvvEGhq9fD6mjIx41qFXm5jB5NqwTa/oeIXOUX9y/dQtlFy5g6jvvcC0KgUaIg88w\npCQYwZoxdn5rq6ChC01ljdhIX1AUhcC4OATGxaHyyhWc+eQTZG3ejOZt29DPux/u9YlBXc9+qOsR\nBLVYisTTxUiYG2FUX/RV9xga4IAriYnIP3AAVxIT0Xj3LgRiMaKfegpjXnkFjp6eRrVFIBgD+R4h\nMElBcjIAIHj8eI4lIdAJcfAZRp/TQAwzwdIxdn4bWylD2/nuQUGY/OGHGPfmm3hq1vPwuPA7fP7c\nCgBQC4So9whAbc8QZP9UD98RI+Di62tQ0pimLUFzA8R1VRDXVMHhVj5cr2Xgv6/nQa1SwcHTEyEz\nZyJ42jQEPvww7JydjeoPgWAK5HuEwCQFR47Avls39IwwblGEwG+Ig88wpCQYwZoxdn53d5N1ir3X\nh77KGnbOzqiMnI47g6dBVF8Nh7I8OJTlwfFmLrpnH8auhQcAAFJnZ9i5ukLq4tLybxeX1n9LHB1R\nX1GBmhs3EHY+H4LqCgib69u109wzCKNffhnB06ahZ1QUBAJSm4DALuR7hMAUarUa+UeOoG9cHLFt\nVobJDj4d28JbehyhIehyaCy9JJi549j2ek1iY2293CbmhDWhb35rmyNLJ4caFIMPGFZZY1KMHw6m\nXofC3gXVfYaius9QAMDkob0wq68AJadOoTI/H03376OpuhpN9++j9vZtVBYUoKbyLppqaqCQOkLt\n6gHngCDcVAxCg70b5I7dIHd0R0M3Hygcu+GWRIalQm/4mPgFaGt2z5ZhYqyt9XuEwD0VBQWoLi1F\n37g4rkUh0IxJDj5d28LbQhyhNofG0kuCmTuOHa+vqZe3fmYLc8Ka0DW/o0M8dSas6qpKY4pjpImz\n11TREQgoTIrxaz3ec8gQrddpS/aVioWIi/JBem45qrRU+DF1Xtqi3bNVmBrr6BBPHEy9rvU4gWAO\nhX/+CQDoExvLrSAE2jHJwTc1HpDtOEI+rJpZSkkwY3Rl7jh2lWhJYkstB13zW98c2fzKBK1ja2pl\njYS5EbQl1KbnlmPzKxOwYkNSpxVTU+cliZ+2HZga6/Tccp3HE0y+K4EA3Dh7FlInJ3Tv25drUQg0\nY5KDz9S28HTCp1UzvpcEM1ZX5o6jIeeR2FLLQdv8fn/bWa3n8mVcu5rDdNoqEj9tOzA11mQOEZii\n9OxZ9Bo8mMTfWyEmjShT28LTib6VFEJ7jNWVueNoyHkkttSy4ft29F3JR6f8fNcFgT6YGmsyhwh0\nM3zlSqiUStw8dw4+OkIZCZaNSQ4+U9vC0wlZ8TAcY3Vl7jhqu97UexH4Cd+3o+9KPjrl57suCPTB\n1FiTOURggvK8PMgbGtCLOPhWiUkhOqbGlbMZj06qDhiOsboydxw7Xs9kFR0+5GFwCVf9Z/NZN6WP\nbeW7c7cBAgHV7q0VnfJbSh4OwXyYGmsyhwhMcCMrCwDQa/BgjiUhMIHJZTJNjStnKx7dGqvXMIUp\nujJ3HNmYB3zKw+ACrvvP9zHWfK7verrk53seDoE+mBprMocIdFOemwtKIIBHcDDXohAYwGqzKmIj\nfbE2PhwebjJQADzcZFgbH04MpBasVVe2nodhC/03t4+2oCMCgUDQRsWVK+jWuzdEEgnXohAYwKp3\nsiUrHoZjrq74GApjC3kYHfXu3+YzW+g/UxWdrElH1gofbA7TMrDVRz7oksA+FQUFcA8K4loMAkNY\n7Qo+gT00YRJ37jZAjQdhDimZJZzKZe2VJ7TpXXMcsP7+A8xVdLImHVkjfLA5TMvAVh/5oEsC+6jV\nalRcuQIPUv/eaiEOPsFs+BrmYO2VJ3RtGKbRu7X3H2CmopO16cga4YPNYVoGtvrIB10S2KeuogKN\n1dVkgysrxqpDdJiGvNZsga9hDtZWeaLjfNNW+Qh4oHcu+s/2M8FURaf3t53F1kM5rMwXYkeMIyWz\npMu5b+h9zNG7rrbu3G3Aig1JZo+nrj7qOm4qfLXfBGapLCwEALgHBnIsCYEpiINvIlxXKOETfC5J\nai15GNrmmy7a6p3N/nP1TNBV0YkL+YkdMQ6NvnRhqM2hQ+/6fmRrjpszngIBBZVKrfU4nfDZfhOY\no7q0FADg6kvsjLVCQnRMhLzWfAAJc2AeXeE42uBK75b+THAhv6XrjG30PQfG2Bw69N7Vhn2m3leD\nNude33FTIfbbNqm+cQMA4NKrF8eSEJiCrOCbCHmt+QCmQkGMfYVuzaEO+uaVZqXPw00GKLlb+bX0\nZ4IL+S1dZ0yg7znWpxdjSvvSoXdtdo+O0CENHjru50Hzyrq1hTISDONeaSmEEgkcunfnWhQCQxAH\n30TIa8320B0KYuwrdGsPddDnPKhU6tYVt2MHUlmW7AGW/kxwIb+l64xuunqOdenLw01m1HNOl947\n2r0VG5JoG082N2u0llBGguFU37gBl169QFH0hnwR+AMJ0TER8lqTWYx9hW7toQ5dhQPwoa+W/kxw\nIb+l64xuunqO6dIXU3qn877WugEhgR/c/8vBJ1gvZAXfRMhrTWYx9hW6tYc6tJ1v+sIA/J3ZlKo9\nlv5McCG/peuMbrp6junSF1N6p/u+ZGWdwBS15eXo0b8/12IQGIR2B99S46BNkZsYX+bo6hV6x/Fy\ntBejpl6u83yu0WwaM+P5vWY5JbGRvvrDAAzLw2UMQ54JrmyEue0yJbcl2hGmdGFI6Axd+tJ2Hzr6\nxeV4Wur3L4F96ioqYO/uzrUYBAahNUTHUnfEs1S5rRl9r7q1jVdDkwLCDuXj+BLq0La0Hx3zy5LD\nOrh61gxpV985xEY8gEldcDm3LX2MLV1+Anuo1WrUV1WRBFsrh1YH35g46JTMEqzYkIQZz+/Fig1J\nnBoha4/ftkT0xZ9qGy+FUg17OxEv41Xpnl+WHJvL1bNmSLv6zjFFbj7ZODphcgy5nNuW/j1g6fIT\n2EPe0ACVUgkHsoJv1dAaomNoHDTfKp5Ye/y2paLrVbeucamtl2Pbv6YwLZbRMDG/LDGsA+DuWTOk\nXVNk0/UZ32wcnTA9hlzNbUv/HrB0+Qns0VxXBwAkRMfKoXUFX1e8c8fjfFtpMFRuAj+wtPGyNHmZ\nhCtdGNKuvnOMlZtvNo5OrHU+W3q/LF1+Ans01dYCAAnRsXJodfANjZ/k20qDJcc02yKWNl6WJi+T\nMKULtVqNqqoqFBcX49KlS8jPzwcAnDp1Ct9//z362+dioGMuADXcRHcR5ngJYY45CLG7jGvXrqGx\nsRFRnrfQ2/4mvCS34Shs+QJ0lCjw6MNBRsvNNxtHJ9Y6ny29X5YuP4E9mjUOPlnBt2poDdExtEQY\nm5u7GFJVgOlSdaSyQdcYo6Ouxotv+ta0fexAJiiAFzJxBR3PmkqlQnl5OW7evImysjL07t0b/fv3\nx44dOyCRSODk5ARf35b7+fj4oEePHnBwcEBmbjlunyhD1T0VKkTdMHtsH0T37wEnJydQFIXRwwfD\nya0UWTklkNc1Q+Ymw+BuJTid/BNcXFwwqb8nThW7oPpeNVxdHLFkykCdclvzBlaxkb7IuVaJxNPF\nUKnUEAgoxEX5WPx85nPJUj58j/EVvtl7Y9i081y752hSjB8S5kYw3i4J0bENaC+TaUj8JFs79BkT\nB8tU3Kc1x+LShSk60jVefNV3bKQvjh0A9m2cyZkMfMHYZ02lUqG4uBh5eXmIiIiASCTCrl270LNn\nT3h7e6NHjx6gKAoJCQmdrvXz82v991QvL0yNHaSznbCwMISFhWFJh+NKpRJ37txBbW0tnlgahOTk\nZJw+fRqX0gpxr6QXpk6dCrFY3O4aNnchZZuUzBIkZ5RCpVIDaNlJOTmjFKEB7hZv0/iY28KH7zG+\nwld7bwibdp7DwdTrrX+rVOrWv5l28ptJiI5NwMlGV2ytNOiLg2Xr4eeDDHyHTh0RfVsHjY2NEIvF\nKC0txY4dO+Dq6op+/fpBJpPB2dkZA4bNaLEff95Gd7f7jK7aCYVCeHl5tf4dFxeH2NhY3LlzB2Vl\nZRCJREhNTcXVq1cRHByMfv36GWXjLG0Fks1nzNJ0wwTEpumGb7oxZr4mni7WeZxpB7+pthaUQAA7\nFxdG2yFwC2c72bKx0sCHOFg+yMB36NQR0bfl0tzcjOzsbFy6dAk3btzAsmXL4OXlhdWrV8PZ+cEW\nvXxYtdM4/RrHf8iQIXBxcUF+fj6OHTuGp556CkP6umBI32HtZO8IH/piLGw9Y5aoGyYgNk03fNKN\nsfNV8wbM0ON00lxXB/tu3SAQ0JqGSeAZVj26fKgqwAcZ+A6dOiL6tjzu3LmD5uZmFBcXo6CgANHR\n0Xj++efh7e0NqVTayUHmY4UaqVSK/v37Y9asWXjhhRfg4OCAkpISbNq0CTt27EBhYSHU6s5f3Hzs\nS1ew9YxZom6YgNg03fBJN8bOV0GHjRm7Ok4n8oYGyFxdGW+HwC1W7eDzoaoAH2TgO3TqiOjbMlAq\nlbh8+TK2bNmCLVu2oKKiAkFBQViwYAFCQ0MhkUh0XsunVTttUFTLF/SAAQOwbt069OnTB3/88Qea\nm5tx7949NDSYV3ufa9h6xixRN0xAbJpu+KQbY+frpBg/o47TibyxkYTn2ACsheh0jE2LDvFEem65\nzr/piLXkQ1UBPsjAd+jUEdE3v1EoFFCpVKisrMSZM2cQFRWF0NBQCIXCri/+C1Mq1HAVyy2VShEV\nFYWoqCgAwLlz55CSkoKwsDCMGTPG5Go7uvrDRj/ZesasuRKRMRCbphs+6cbY+aqJs+eiio6ioQGO\nJMHW6mHFwdcWm9Y2e1zb39pi1+RyOfLy8oxqmw9VBfggA9+hU0dE3/xDpVLhwoULSElJQWxsLCIi\nIrBs2TKT7mVshRo+xXLHxMRgwIABOHnyJH744QcsmTQFn+68YFS1HV39yblWieSMUlb6ycYzZs2V\niIyF2DTdcKWbwsLCdn+bMl8T5kaw4tB3RN7YCKme3CCCdcC4g5+SWYIPfsoyOnFEWyY8RVFITEzU\n2Q4ffsUTCIT2KJVKfPXVV5BKpZgzZ0670pWmYOyqna7Y2I3bzra7H1s4Ojpi4sSJUCqVEAqFuJh+\nBFfuCFBU7QJ3N4cubZeu/mhWAjset9RqK3xanSUQ2qJSqbBv3752x7TN1+gQT2w9lIP3t53l1fxV\nNDbCzsmJazEIDMOog69ZaTI1K7xj7JpIJEJERAROnjyptR0+rNARCIQWFQ0wEwAAIABJREFUiouL\ncfPmTQwbNgyzZ8+Gp6dna3y6uRizaqcvZvvDn7Ja78c2mrCk+Y9Mw9GjR9G7rAgTJ05E//76ZdHV\nH1121pJj1snKNYGPXLlyBQ4ODqiurm53vO185bNfolaryQq+DcBokq22lSZj0Ba7polllcvletux\nxWoLBAIfaG5uxqFDh7Bz5044ODgAQOtmVFygL2ZbqVJzbic8PT2xYMECzJ07F/b29lCpVJ0ch7bo\n6o+u6hu2FrNOIDBNRkZGqy+iCz77JU01NbAjDr7Vw6iDb87Kka7YNde/SjtdvHixy3YseeWKQLBU\n0tLS0NTUhISEBISFhXEtTpcx23yxE76+vujduzfKysrwxRdfID09XWtpTV2VQybF+PGmogiBYK3c\nvXsXpaWlGDhwoN7z+OqXKOVyKJubiYNvAzAaoqMrq1yTLW5qFZ2BAwciPT0dERERoCiKVFsg2Bx8\nyzlpbm5GcnIyBg0ahNGjRzO6Wm9s32MjffHlnmzU1Mu1fs43O9GrVy+sWLECe/fuxeXLl7Fo0SKI\nxeLWz/XFpocGuPNqXhAIdMEXm5eRkYHw8HCIxWKMHTtW53l89UsUjY0AQEJ0bABGHXxdWeVr48MR\nG+mLhA7nd/xbF3PmzMEnn3yC4uJi+Pv7k2oLBJtCX2wnF1y/fh179+6Fn58funXrxrhzb0pc68pZ\nYfhoRxYUyvYr4kIBxUs70b17dyxfvhz5+fkQi8UoLy+Hh4dHq251xaaTmHWCNcKXePbm5mZkZWXh\nySefbGk7NlbnuXz1S+R/Ofgkydb6YTREJzbSF2vjw+HhJgMFwMNN1urcmwNFURg2bBhSU1MZbYdA\n4CN8iu1UKpVITk7GpEmTMGvWLMhkzK5Omdr32EhfPDt/MJzsH6yEO9mLsW7BYN7aCYFAgJCQEKjV\nahw8eBC7d+9ul3tEINgKfLF5WVlZ6N27N9zc3Lo8l69+CVnBtx0YL5NpyIqSKa/eIiIikJKSgsrK\nSri7u7OyctXVZl3kdTiBDfTFdvqzZLMVCgVOnTqFESNGYPny5awl0JoT12qpq9sUReHRRx/F/v37\n8e2332LBggVwJl/OBBuCD/HsKpUKaWlpmDNnjsHX8NHmKJqaAABSR0eOJSEwDaMr+IagefV2524D\n1Hjw6i0ls0TvdWKxGJGRkUhLS+NMzoOp142Wm0AwF10xnGzFdtbU1GDLli24desWVCoVq9VxuO47\nV4jFYsyePRvh4eGgKEpr8i2BYK3w4bnPzc2Fo6MjfH355bAbi6K5GQAgtrfnWBIC03Du4Jvz6m3o\n0KG4ePEi6uvrmRKvFUNKfvKlBBbButFVRYWN2M6mpiZ88803CAoKQnx8PCQSCeNttoXLvnMNRVGI\niYmBk5MTdu7ciaysLK5FIhBYgQ/PfWpqKoYPH85ae0yh/MvBlxAH3+phPESnK8x59ebo6IiQkBBk\nZGRgzJgxdItmtDzGnGdr8KUCgjWgr4rKsQPMtXv//n04Oztj8eLF6N69O3MN6cFSdzele/6PGzcO\n27dvR3l5OSZMmMDZHgMEduDCfvIpJJXr576kpAR1dXUICQkx6fpNO8+17jStqSKYMDeCZikNgzj4\ntgPnDr65paSGDx+O77//HiNGjIBIxFx3dMmp7TxCe/hSAcGaYDu28/z58zh69CjWrFnDmXOvgY9x\nrfpgYv53794dTzzxBLZt24aioiIEBATQJi+BX3BhP7W1eTD1euvnXNhwLp/71NRUxMTEQCAwPuhh\n085z7XSnUqlb/+bCyVeSEB2bgXUHX9uqQHJGqcmlpDw9PeHl5YXs7GwMHjyYKbG1lrzqiEZutldb\n+L46ri8Mi09yssGKDUm8GidD5k5mZiaOHTuGJUuWsB6SYw0wNf9lMhmWL18OgUCAkpIS9OrVyyQH\nhMBvuLCfxoSkcm3DmObu3bsoKirCrFmzTLo+8XSxzuNcOPgKsoJvM7D6baAtUTU5oxRxUT5mlZIa\nNmwY0tLSGE0801byaspw/05yAzApadhUTE1SZhM+VEDgGs148GmcDJk7CoUCeXl5eOyxx+Dh4cGZ\nrJYMk/NfIBBArVbjxIkT2LNnD1Qqldn3JPALLuwnCUl9QFpaGoYMGWLy4oZKpd0v0XWcacgKvu3A\n6gq+rpWI9NxybH5lgsn3DQwMBEVRuHr1KoKCgswVUyfaXhF23JxrxYYkVldbuF4dN2QFmK87+rHJ\n1kM58O9wjOsVsK7mTn5+Pvz8/LBo0SJO5LMWmJ7/FEUhPj4e27Ztw/79+zFjxgwSk29FcGE/SUhq\nCw0NDbhw4QISEgzdhrMzAgGl1ZkXCLh5RpXNzaAoCiKplJP2CezB6go+UysRFEVh5MiROH78OOfl\n49hebeFyddzQtwd8qIDANXx8i6FPposXL2L//v2oq6tjWSrrg435LxaLsXDhQlAUhca/NrIhWAdc\n2E9tbXbEFmx4amoqQkNDzdp3YlKMn1HHmUbR3AyxvT1ZBLABWHXwmaxlO2DAANTX1+PatWtm38sc\n2K7Xy2V9YENLnPJ1Rz824UMdZ0Pb7umqwKFDh7B48WK4u7uzLJX1wdb8l0gkrav3ly9fpvXeBO7g\nwn4aGpJqzTa8oaEBGRkZGD16tFn3SZgbgSnD/VtX7AUCClOG+3NaRYfE39sGrIboaEtUlYqFiA7x\nNDv58HjWDeRVuaHo292okoRh6ZT+nBgfXX1kaqWD7fbaYsyqtKVVPqGbpZNDcexAartjXK+A6Uwc\nl9chMHIEevTowY1gVgjd819faFxTUxMOHToEsViMvn370tYmgTu4sJ+GhKRaM6dPn0a/fv3g5uZm\n9r0S5kZw5tB3RPnXCj7B+mF1BV/bqkBclA+SM0rNSj7UhIoUVTtATCnQWHOHswRGtldbOrbnZC+G\nRCzA+9vOYsWGJEZ1wMdVab6iGX8+rYBp5o6TvRgAIIAKLqJq3Khzwfd/VPIqUZvwgK5C41xcXBAf\nH489e/agoqLC7LYAYMbzexm3J9ZASmYJVmxIIvqycBobG3HmzBmzV+/5iLK5mcTf2wisl8nsuCpA\nR1Lqg1ARCmXNPdBTegt59U6cJTCyvdqiaY/teslcvj2wVMxJJmeC2EhffLknG4Aa/rJiABSqFS5Q\nqtT4ck+2Tb914SuGJNb7+flh/PjxKCsrM3nfAo09CZOh3Q8JgOxfoQ2y34f1cPr0aQQHB6Nbt25c\ni0I7KqUSQlLu2CbgvGgyHcmHbc+tlLtBLJDDUVhrEyW82mJoTDxdkNh666CmXg4vSTnsBE0oavBt\nd5zAPwy1mYMHD0ZYWBgKCwtNKp/Jtj2xdIi+rIOmpiarXb0HALVSCaFYzLUYBBaw+J1sO9+DQllT\nyyr+XWkYTVJaBlxUarH12HrrQA17YT2u1AdAzf1vfkIXGGMz1Wo1Tp48icLCQowfP96odvhY+YnP\nEH1ZB2fOnEGfPn2stsCASqkkMfg2Auff5nSUAOt4jyp5N9gJmjEzxvzkGEuCxMQTjKWxsREu9gIU\nNgRArm7/2lYTm0/gF8bYTIqi8Mgjj+D8+fMoKTEuHpzYE+Mg+rJ8mpqakJaWhjFjxnAtCmOoyAq+\nzcD6Cr6m+sOduw2tG0BoEkNr6+UmVdHRnPugqoQ9Bg6Ixv1buQCiGeoJ/+BDTLwhG18R2EfXuCQm\nJuKhfirsvyCCQvlgDwmRkMLKWbb1BsxS6Gzv9D9n9vb2mDJlCtLT0+Hra/izqLEnbWHSnphbSc1Y\n6LZV2uyvSEihsUmBGc/v5ZU9JHZaO+np6QgMDDQ5b8USIA6+7WCUg2+uUeiYhKTZ3a2mXg6pWIj1\ni4aYbGQ6hooolUp8/PHHKC4uhp8fNxtKsI2xX/x0Q5LM+Imucam8XYLS69eRkJCAwNDbNvuFb4nO\njrGhcaGhoQgJCYFSqYRQqH8Do7ZtAMCxA5mgAMZ0o6k0owk7YsNuMGGrOtpfR3sx6hsVrbksfLGH\nxE5rR7N6/9hjj3EtCqOolUoIiINvExjs4NNhFLQlIWkwtnJOVwiFQsTGxuLIkSNYvny5zezaxmVM\nvCHVPQjso31cFMhKP44nHlsAiURis7kUtubsbN68GRMnTjR40SM20hfHDgD7Ns5kTKath3Lg3+EY\n03aDKVvV9jlasSGpU6I6H+whsdPaOXXqFPr06QMPDw+uRWEUsoJvOxgcg09HhYCuko3oTkYaNGgQ\nmpqakJeXR+t9CdohSWb8RLv+KVyuCULv3r3ZFodX2FLlE4qiMGrUKOzduxdyOX8qJHFhN9hok6/2\nkK9ycUltbS3S09Mxbtw4rkVhHJVCAREpk2kTGOzg02EUuko2ojsZSSAQYPz48UhOTjapTBzBOEiS\nGT/pqH9n0X30lJbB1dWZI4n4g605O6GhoejZsyf++OMPrkVphQu7wUabfLWHfJWLS1JSUhAeHg5X\nV1euRWEcEqJjOxjs4NNhFLRVf9DAVPJWUFAQHBwckJWVRfu9Ce2hoyISgX7aj4savtKbaIYTGRfY\nprMzadIkDBo0iGsxWtE2D5m2G2zYKr7aQ77KxRUVFRXIycmx2rr3HSEhOraDwQ4+HUah7cZIACAQ\ntMTFM7lBEkVRePjhh3Hs2DFevZa2RsjGV/wkNtIXIf4tK1Pu4ioo1EL08vGzunFJySzBig1JmPH8\nXqzYkNSavKkPW3R2HBwc4ObmhuzsbK5FAfAg14FNu8GGreKrPeSrXFxx9OhRDB8+HPY2UhterVZD\nYGCiPcGyMTjJlq4KLVwk8/Xq1Qu+vr5IS0uzmV/pXGGryZp8ZtPOczh/pRIAIIQKpU09UXe1Cpt2\nnkPC3AiOpaMHU5Nlua48xSW///47PD090aNHD07l0PwQY1v/bNgqvtpDvsrFNqWlpbhx4wZmz57N\naDu8q9RlI0VHbB2jymRaslF46KGH8M033yAyMtJmfqkTCACQeLoYACCiFCiXe7Q7bi0OvjmVQSzZ\nrpmKVCrF6NGjkZycjEWLFnEmh+aHWZgMUMP6qxgR+INarcbhw4cRGxsLMYMhK3yr1CV1dGS9TQI3\ncL6TLVu4u7tjwIABOH78ONeiEAisolKpIYQSAxxyIaGa2x23FmwtWZYOIiMjUVVVhaqqKs5ksKUq\nRgR+UVBQgIaGBoSHhzPaDi/nuNp6bD9BNzbj4APA2LFjceHCBdy9e5drUQgE1hAIKPSQlqNa4Yxm\ntaTdcWvBFpNlzUUkEmH16tXo1q0bZzKQH2YELlCpVDhy5Aji4uIgEDDrBvFtjtvKnkAEG3PwHR0d\nERMTgyNHjnAtCoHAGhOivOEpqcDNJq92xyfFWM8Oz7aYLEsHIpEIx44dQ1FRESftkx9mBC44e/Ys\n7O3tERwczHhbZI4TuMKoGHxDMCWZhM0ElBEjRuCzzz5DYWEhAgMDGWlDA+8Sawg2Q9u55+EqQU/X\nMCjqKECthkBAYVKMn9XE3wO2nSxrLvb29jhz5gwnm54tnRyKj3a0L2EsElLkhxmBMerr65GSkoIl\nS5awspq9dHJouxh8gCw+ENiBVgfflGQSthNQxGIxJkyYgMTERKxatQpChspF8S2xhmvIjx32aD/3\n1GioqUROnQueWxBh1Tq3xWRZOhg0aBCOHj2K+/fvw9mZ/c3POoYDk/BgApP88ccf6N+/P2vVo/i4\n+KAmD5lNQGuIjinJJFwkoISEhMDJyQnp6emMtcHLxBqO0Dicd+42tKuUYUidcoLxtJ17jsI6+NmV\n2uzcI3SNVCpFVFQUysvLWW9766EcKDskeytVajJXCYxQVlaGnJwcjBs3jtV2YyN9sfmVCdi3cSY2\nvzKBlMgksAKtDr4pySRcJKBQFIXJkyfjxIkTqK2tZaQNviXWcAn5scMubeeYp6QCd5q7A6Bscu4R\nDCMuLg5BQUGst0vsJIEt1Go1Dh06hHHjxkEmI/HvBOuHVgfflGQSrhJQunfvjvDwcCQnJzNzf5JY\n0wr5EmcXzRwTUXI4i2pQKe/W7jiBoI3k5GRcvnyZ1TaJnSSwRXZ2NhQKBQYPHsy1KAQCK9Dq4Gur\nZAEA0SGetF5DF2PHjsXVq1dRWlpK+73ZrOqRklmCFRuSMOP5vVixIYl3oS+GfImz0Qe+64kuNHNP\noRYhr64PlBCSpC5Cl3h5eeHMmTOstkmqHxHYoKmpCUeOHMGUKVMYL4vJdyiKglql4loMAgvQOtNj\nI30RF+XT6XhyRqlOZ8qUa+hCKpUiLi4Ohw4doj3pJDbSF2vjw+HhJgMFwMNNhrXx4bTH3llCfHtX\nX+Js9MES9EQXmrnn59qIRpWMsblHsC5CQkJw+/ZtxsIWtaGZqwAYtZME2+b48ePo06cPfHw6+xq2\nhkAshlIu51oMAgvQXiYzPbdzolZXW8abcg1dDBo0CJmZmcjKysKQIUNovTcbVT30xbfz5UuyqyoC\nbPTBEvREJ+GBjsiQleKTV54nG5sQDEIoFCIqKgr379+HI4vb2cdG+uLYAWDfxpmstUmwHSoqKnDu\n3DkkJCRwLQovEEkkUDY3d30iweKh3cG3lERbDZqE2x9//BEhISGwt7dnvE06sZT4dn0/dtjog6Xo\niS7y8vIQHBxMnHsLg+tysnFxcay1ZclwPU4Ew9Ak1o4aNcqkH63WOM5CsoJvM9AejGZJibYavL29\nMXDgQCQlJbHSHp1wrTs6YKMP1qAnY8jPz0e/fv24FoNgBHwII1OpVPj2228hJw6ATvgwTgTDuHDh\nAurr6xETE2P0tdY6zkKJhDj4NgLtDr4pSVN8SLR66KGHUFRUhCtXrrDWJh3wQXfmwkYfrEFPxjB+\n/HjGd2om0AsfyskKBAIIhUIUFhay1qalwYdxInRNXV0dDh8+jBkzZpiUWGut4ywUi0mIjo1Ae4iO\nKbu28WGnN4lEgmnTpuG3335DQkICJBIJa22bgzbdRYd4YuuhHLy/7azBuuTyVSQb48+HOaYLunVf\nUVEBR0dHiMViGqUkMA1fwsiCg4ORl5dH3gDpQN84WWNIh6WSmJiI8PBweHt7m3Q9X55HuhGIxVA0\nNXEtBoEFaHfwAdOSS/mwzXxQUBD8/Pzwxx9/YOLEiZzKYgxtdad5rahZedC8VtScpw1TrqEbNsaf\nD3OsI0zo/tixY+jduzciIyNpk5PAPN3dZLijxXlgO4ysX79+KCmx7DAEJtE1To72Ys7tKKGF/Px8\n3LhxAzNmzDD5Hnx5HulGJJGgqaaGazEILGDbBWG1MHHiRGRnZ+PGjRtci2ISprxWtNZXkZYAE7q/\nfv06AgICzBWNwDJ8CSNzc3NDfHw8q21aErrGCQCxozygqakJv/32G6ZPn27WW0y+PI90Q8pk2g6M\nrOCzAVOvQu3t7TFx4kTs27cPK1euhFDYeRMuPmNpVYxsHSZ0L5fL4ebmZvL1BG7gUxhZeno63Nzc\nEBQUxHrbbIW5mNqOrnF6f9tZrecTO8ouycnJCAwMNGiRQ9scAB6MraO9GBKxALX1cqsJuRJJJFAR\nB98msEgHn+mQkoEDB+LChQs4efIkxowZY/b92MSU14rW+irSEmBC97NmzSLlMS0UvoSRNTY24urV\nq6w7+GyFC5rbjrZx2nooh9hRjikuLkZOTg6eeuqpLs/VNgc+/CkLFAUolC0bX9bUyyEVC7F+0RBe\nPJd0IBCLoSBJtjaBRYboMB1SQlEUpk2bhrS0NFRUVNByT7aw1CpGtgoTuu/bt6+5YhFsnJ49e6Ks\nrIz1dtkKF2SiHWJHuUWhUGD//v2YPHkyZLKuf1RpmwNKlbrVuddgbWFWZKMr28EiHXw2QkpcXFww\nduxY7N+/HyqVirb7Mo1m63cPN5nBW7+bcg2BHpjQfW5uLn0CEmwSb29vVFVVQa1Wd30yjbAVLshE\nO8SOcsuJEyfg7u6O0FDDflAZM9bWFGYllskgb7Ce/hB0w+sQHV0xkrrCGtQA4v9xAI3NLb/KBQIK\nYYHdcLOy3qR4zujoaFy+fBmpqakYOXIknV3Tia4+GxMvaqlVjLiC69J2dOve1LJwBIIGe3t7PPfc\nc6yHehkSskbH88pUWCJbdpRrm8U3SktLkZmZiVWrVhk8Z3XNAV3nWgvEwbcdeLuCr28XOW2vQjVo\nnHsAUKnUOH+l0uSd6AQCAWbPno1Tp07h1q1bNPRKP7r6vGnnOavcUY8PWNNuhbW1tQAAV1dXjiUh\nWAOFhYUoLS1ltc2uwlzoel4tOZzGmmwWHTQ3N+PXX3/FlClT4OTkZPB12uaAUEBBJGz/A8FS5oWh\nEAffduCtg68vRrLtq1BjMTaeztXVFQ8//DB+/fVXKBQKo9szBl19TjxdTMqvMYQ1lQhVKlv6QRJs\n6SElswQrNiRhxvN7sWJDUjsHSt9n1kJJSQkKCgpYbbOrMBe6nldLDqexJptFB4cPH4aPjw/69+9v\n1HXa5sC6BYMxYagfBIIWGyoQUIiL8rGIeWEoYpkMKoWClMq0AXgbotNVjKTmVeiM5/fC2ChRY+Pp\nwsPDkZeXh6NHj2LChAlGtmY4uuRSqbT30JriArnCmkqEuri4cC2C1aCvygoAm9jQyMnJiZP9QPSF\nudD5vFpqWKI12SxzKSgoQEFBAVavXm3S9R3nQEpmCZIzSlu/c1UqNZIzShEa4G6Rc0Ubor8SkOUN\nDRCS3c6tGt6u4OuKeet43JTYOGOv0VTVyc7ORtH/s/euwVFVad/3f3enO0knIeTQOZFwDIcgR0NA\nDioIAwYFIsoIKkHRccThrntq5sNzv3X71sjzUPVWPVU6B2d0xntEB+XkgAIKaBQIygwgCWeBhJOQ\nQEhCSCCHTtKH/X6ADp1m7927u/d5X7+qqcH07rWutfbaa199rf+61k8/hV2fWPjs8kcTxF5PiEfs\nONMDlZWVaptgGISipGaJoCYmJvbIvrSCkZ7XSKE+uENHRwe++OILlJSUIC4uTpIyzfBs2wIcfMLY\naNbBF6uRFNLjcxGpni4hIQHz5s3D1q1b0dnZGfb3xcDX5scn9detXlTr6FmLG0xTU5PaJhgGoSip\nWSKoAwYMwJw5c9Q2oxdGel4jhfoAYFkWX375JUaNGoWBAwdKVq4Znm27wwGAHHwzoFmJjthTHYOv\ni7VbJcuiE8ywYcNQXV2Nr776CiUlJVG0jhuhNhcMSjNE1gStZX/Q0umh0aK1aKueCZVlxQwHGh04\nVY9NuyqRDWD56jJNPBdGel4jhfoAOHHiBJqamrBw4cKIvh9uhj4jPdsUwTcPmnXwAfEaSa7r/A/w\nifNNSE+Jl+wkutmzZ+Nvf/sbTp8+HfamHjHwtVmvetFAlDqlMlyM0LcAYCM9pWSUFhf0GqtA7yip\n0GdGoLyyBn/ZfAIPxJ0EGO08q/761bZBbczcBy0tLSgrK8PSpUsRExO+CyP0Hgr13BsBcvDNQ8QO\nvtYisYHI6Uja7XY89dRT2LhxI3Jzc9GnT5+o7TULoTIjqY2Wx7QY5s2bhyNHjqhthiEQEyXV81gJ\nJnjsd3Z50OX2wRMbAztzJ3uYlp5VQh9IPaf6fD5s3boVU6ZMQVZWVkR1Cr2H1rwxu+eaaGzW8rvk\n3N69AMjBNwMROfhajcT6kduRzM3NxcSJE7FlyxYsW7YMFotmtzJoCi3rG7U+psVQVlamtgmGQihK\naqQIKtfY9+NhY2DHvfTAWnhWCX0gx5y6b98+WCwWTJ48OeI6+Q638v892mdb6+8Sf+YccvCNT0Se\nqdZ3mivhSD788MOIiYnB3ru/honQaDn7g9bHtBgoiw4RCVxj3099t7PXf2vhWSX0gdRz6oULF3D0\n6FEsXLiQN6gmpk6+rHR8fw8Xrb9L/A5+d0eHypYQchORg6/lSCygjCPJMAwWLlyI48eP4/z585KV\na2S0nP1B62NaDP6DrggiHITGeJM7reffWnlWCX0g5Zza2tqKrVu34qmnnkJiYmJUdfKdK8P393DR\n+rvEarcDoAi+GYhIoqPlnebvbT6GGy332xbq5RSOZi7w2n59++PTzZ9h5euvaUaPr1X9n5azP0g5\nptXqf5/PJ3sdSqLVcWw0+MZ+ksOGvJg7wQsn9T8RJlLNqT6fD1u2bMGECRMwaNCgqOt08lzjlMh/\n0bJ/BAAx5OCbhogcfK3uNH9v8zHsPHD5vr/H2iyCx5CHo5kLvra2xQbEp+CDj9bhP1f+UnU9vtb1\nf1rVLks1poX6Pzk5GatWrZLOaB6UqEMpBgAY0AeAF9j35QHs+1Jti4xHTx8LXeM9IGv/0ynMxkOy\nObW8HFarFQ8//LAkdcrtv2jVP/Ljl+h4yME3PBE5+HJGYiOJ2vm/w7d5xu1lBcsIZ1Mu17W1LieS\nm3/Cnj17MGvWLEFb5SbcDcZyRkn1FIGVakwLZ2j4tWT2crF69Wr813/9V0Sp47TG8tVlvFE2f6YL\nQjr4ntU1a9Zg1qxZ6N+/v9om6hI9zYFSI8Wcev78eRw7dgy//KW44JmYOuVeSdbySjVAEh0zEbEn\nIEckNpLoc/B3uAilrQtHM8d9LYPq1jxknjyJAQMGYOjQoYL1yUk4bZEz2q/1lQQupBjTauovLRaL\nYWQ6WtexGg2+se/z+VRfldQrepwDpSaaOfX27dvYtm0bnn76aSQkJEhap9wryVpdqQYoi46Z0NTM\nHcnuc6EMEH5C7Y4PZ1Mu37V9+yZh4cKF2LZtG27duiVYn5yE0xY5d/trPZOAXKiZKchisRhmo62W\nMy6ZCa/XSw5+hJh1DpQCv+6+qKgIAwcOVNscQ8FYrQDDUBYdE6CpmTuSqJ2YiN7jk4SXl8PJ7iJ0\n7YABAzBp0iRs3rwZHo/nvu8qQThtkTNKatYIrJqZguLj4+EySFRGyxmXzITL5UJ8PP2oigSzzoFS\n8O2338Jms4nS3RPhwTAMrHY7RfBNgCxi3Uh1h+HsPvfXISS+sVgYPD6pP1Y8M06wXj7NHHBHC8zV\nDr72TZs2DXV1ddixYwfmz58PhpEmt65YwtH/ybnbn69sFnf6VEu8z4klAAAgAElEQVSaRClRU3+Z\nlJSE1tZWpKamyl5XNIiZH7SuYzUDLMuira0NSUlJapuiS7SeTUWrnDhxAmfPnsUrr7yi+PvTLFht\nNnLwTYDkDn40ukOxu8/F6O7nTh4Q0rEPJFgzF6odfG1hGAYlJSX44IMPcPjwYUycOFG0DVIhVv8n\n525/rrL9GF2Lqpb+0u/ga5lw5gct61jNgMvlgs1mM8SmbTXQejYVLXLt2jV8/fXXKC0thcPhUNsc\nwxJDEXxTILlEJxrd4fTCPKxcNBbOlHgwuJMxgyu9pRjd/eGzDWHbHqoOse2w2+1YvHgxvvvuO1y6\ndCkqO+REbH9HWzYXpEWVnsTERLS1talthiCkS9YPra2tFL2PAjnnVyPS1taGTZs24YknnkBmZqba\n5hgaq80GN2nwDY/koZlodYdionZiyopW5xhtO1JSUrBw4UJs2bIFr7zyCvr27RuVPXKlW5MzSuov\n9631Rzg/Jy2qtOghgk+6ZP1ADn700CqUOLxeLz799FOMGzcOI0eOlLx8ofenGVOZWmNjaZOtCZA8\ngq9E9gsxZUVbnxTtGDx4MKZNm4aNGzeiu7s7Ylv8sobGZhdY3JM1lFfWRFymEvjt5oO0qNKSlJSk\n+Qg+ZcfRD6S/J5Ri586dcDgcmD59uuRlC70/9fpujZYYux3d7e1qm0HIjOQOvhLZL7jqkLq+0uIC\nxFh7b/CJsTJhlztp0iRkZWVh27ZtYFnhfPx86FXWICSlIi2q9CQmJmo+gk/ZcfRDa2srEhMT1TaD\nMDgVFRWoqanBU089JcumWqH3p17frdFijY1Ft8aDQUT0SC7RCZX9QorlsOA6Eh13Dm5o63CLKjOU\nDeWVNXh/60l4vL0dcm+IA7O4YBgGTz75JD766CPs378/orRfUskalF6KFLJPSi2qGZdYuUhJSUFT\nU5PaZgiitVOwlULLtvFx8+ZN9OvXT20zFEWP90nPXL58GeXl5Vi+fDkOnGqQpe/lSr+tZ2JiYymC\nbwJkSY/ApzuU8mS/SLWNoWwQytDDssD7W0+GXW9MTAyeffZZ/M///A8yMjIwfPjwsL4vRbo1NU5V\n5LPbmRIvqXNv9tMi/aSkpKCrqwvt7e1hnfyoNFo5BVsptGybENeuXUNRUZHaZiiGXu+TXmlpacHm\nzZtRUlKCE5faZev7UO9PM6YyjbHb0XHjhtpmEDKj6EFXWlgOC2VDqAw9rR3uiOpNSkrCz3/+c2zf\nvh3Xrl0L67tSyBrU6Hsl5BhaGFNagWEY5OTkoK6uTm1TFEfL40DLtvHhdrtx8+ZNZGRkqG2KYujx\nPumVzs5OrF+/HlOmTEF+fr6sfS/0HjKrZDAmNhZdFME3PIomONZCBo1QNshpS25uLp588kls3LgR\ny5cvF51ZRwpZgxp9r8RhRVoYU1oiOzsb165dQ35+vtqmKCp30PI44LOhsdnFe5Ce2ly/fh1Op9NU\nOfDVHENmkgZ5PB5s2rQJgwYNwkMPPQRA3r4X8x4yS9/7sZJExxQoOntr4WS/UDbwfe4n6a7eP1IK\nCgpw+/ZtrFu3DsuXLxd9DHy0sga1+l7uNHFaGFNaIjs7Gz/++KPaZigud9DyOBCaU/x/15ocpK6u\nDtnZ2WqboShqjSEzSYNYlsX27dsRFxeHOXPm9Gyqlbvvhd5DZkxlGmO3w9PZCZ/XC4uVP2EJoW8U\nlehoYTkslA1CGXqsFgavloyO2oZJkyYhPz8fmzZtgsfjibo8MWih7+XAqO2KlJycnLAlYHKgtNxB\ny+MgVNYvP1qSg5jRwVdrDJlJGrR3717cvHkTCxcuhMVyz/3Q8vNrRKyxsQBAUXyDo6iDr4WT/ULZ\nEHwCq8VyJ8LgTInHrxePl8zW2bNnw+FwRJU+Mxy00PdyYNR2RUpKSgq6u7vRrvLErbTcQcvjgMs2\nPrQgKQLubLDNyclR2wxFUWsMaVleJiWVlZU4deoUlixZAput90q4lp9fIxJDDr4pUFxgKfdymBgt\nY7AN5ZU192lh17wxWzYbgTsbIp966imsXbsWe/bswcyZM2WtDzDuUqRR2xUJDMOgX79+uHLlCgoK\n1It+qSF30PI4CLZt+eoyzUqKOjo60NLSYtgNtkLvCDXGkJblZVJx7tw57N27Fy+99BJvhq9w+95M\n+xakJsZuB0AOvtEx1A4qsVrGwIkh0WFDR6enJ8e9kvpHm82GJUuW4IMPPkDfvn1RWFgoa316hCbx\n8Bk2bBiqq6tVdfBLiwvuSzdrpCX3aMel2v0jZP/58+cxePBgQ26w1aLeXe2xIDd1dXXYunUrFi9e\njLS0NEnK1OJ91BMUwTcHikp05EaMljH4aOrWDvd9B1gpqX90OBx4/vnnUV5ejnPnzilSp14w6zHi\n0eJ38H0+n2o2GHnJXYpxqWb/hLK/qqoKw4YNk90ONdCi3t3Iz8qtW7ewYcMGPPHEE8jLk649WryP\nesKvwadUmcbGUCEaMVrGUHnuQ5UlB6mpqXj22WexYcMGPPvss+jfv79idWsZoUncCC8/uejbty+S\nkpJQW1ur6ljSsmQmGqQal2r1j5D908Zm48KFC5g7d67idimBVvXuRnxW2tvb8fHHH2PKlCkYOXKk\npGVr9T7qhZ4IflubypYQcmKoCD6fZjHw72InAKX1j7m5uVi4cCE2bdpkyoOKuKBJPHKGDx+Oqqoq\ntc0wJHofl0L2X758GRkZGZo+CTkaxLwjiOhxuVz4+OOP8cADD/TkupcSuo/RYSUNvikwlIMvJtWW\nmAlALf3jkCFD8OSTT2L9+vVobGxUvH6tQZN45PhlOoT06H1cCtlvZHkOQOkYlaC7uxvr16/HwIED\nMX36dFnqoPsYHaTBNweGcvCnF+Zh5oTcntSWFguDmRNyey19ck0MMVYGSQ6bJvSPBQUFmDVrFj75\n5BO0tLSoYoNW4JvEi0ZkYPnqMsz/7TYsX12muibfn4VJK/YAd/Lhd3Z2oqmpSW1TDIfenQs++5c+\nPgJVVVUYPny4SpbJj5H17lrAf0ptenp6r4OsxBDOPEr3MTooi4450LQGP9xMFeWVNdhdUQvf3U2z\nPh+L3RW1KBiU1isNGqDto6nHjh2Lrq4urF27Fi+99BKSkpLUNkkVuO5V0YgM7K6o1Uz2BK1mc2AY\nBgUFBTh58qRsUTSzInYO0WoGKD77BztZnLbbkZ6ezvtdrbYpHIyod9cCPp8PW7ZsQVxcHObNmxe2\ncx/uPEr3MXJi4uIAkINvdDTr4EfywIvd/KaHiWHixIno6urCxx9/jBdffBEOh0Ntk1SBK3+4ljbe\nankjcGFhIdatW4eHH34YVjqOXFJCzSFa/eHnh8v+LVu2oLCwkNcx03qbCPVgWRbbtm2Dx+PB4sWL\ne51SKwYtz6NGhDT45kCzEp1I0mDpffNbMNOmTcPQoUOxbt06dHV1qW2OJtDaPdaaPYFkZmYiJSWF\nNtuqgN7S+LW1teH8+fMYN24c7zV6axOhDCzLYufOnWhpacHPf/7ziIIJWp5HjYjFaoUlJgZdlEXH\n0GjWwY/kgdf75rdgGIbBrFmzkJ2djQ0bNsDtdqttkupo7R5rzZ5gioqKUFFRobYZpkNvDsuRI0dQ\nUFCAuLtL91zorU2E/LAsiz179uDq1atYsmQJbDZbROVofR41Ila7nSL4BkezDn4kD7zWN79FshmT\nYRg88cQTSE5OxoYNG9Dd3a2ApdpFa/dYa/YEU1BQgIaGBsrKpDB6clh8Ph8qKysxceJEwev01CZC\nfliWxd69e1FVVYUXXnhB8MdhKLQ+jxqRmNhYcvANjmY1+FzHdwNA0YgM3u9ItYE2mo1kfN+NRr/K\nMAwWLFiA7du3Y/369Xjuuedgv6uhMxP+vu1ye2GxMPD5WDhV3uin9U3bVqsVDz74ICoqKlBcXKy2\nOaaBa/7SqsNSXV2NPn36ICsrS/A6KdskNMcaYSOv0WFZFrt378a5c+ewbNmyqPeIaeHdbTZi4uJI\nomNwNOvgTy/Mw5lLTdh54HKvvwdnxeH6XjQPNJcj/tb6I3hr/ZGQzqSQEx/tJiKLxYL58+fjiy++\nwLp16/Dcc88h9m4uWzMQ3Lc+H9vjXKjtGGh903ZhYSH+9re/4bHHHjPVmJGTUGPNP399degKfD6W\nM2WvVjh8+DCKiopCXielE8Y3TwIw5EZeIzmeLMvim2++waVLlyRx7qWCNoGHR0xsLJ1ka3A0K9EB\ngMNnG+77m9yburgccT/+CYNPWiPkxEuhX/U7+enp6abbeBtqg59/cm9sdoFF6HtlJpKTk5Gfn4+D\nBw+qbYohEDPW+FL2am08XrlyBU1NTRg5cqSo66cX5mHNG7Ox/a0FWPPG7IgcJ6Fn2YgbeY00N7Es\ni6+//ho//fQTSktLJXPupegjI44dOYmJjUVna6vaZhAyomkHX41NXaHKFpowhOyVSr/KMAyefPJJ\nZGRk4JNPPkFnZ2dY39crocYCTe7CTJ8+HYcOHUI7aS6jRsxY08N4ZFkW3377LaZPn46YGOUWc4We\nZSNu5NXDWBADy7LYtWsXampqsHTpUsTHS7f3Qoo+MuLYkZOYuDiK4BscTTv4amzqElM234QhZC/X\nJiLgTqQi3NNP/Rtvs7OzTePkhxoLNLkLk5qailGjRuH7779X2xTdI2as6WE8njt3Dp2dnRgzZoyi\n9Qo9y0bcyKuHsRAKfyrMa9euSe7cA9L0kRHHjpzYYmPRRRF8Q6NpB1+NnfV8jnggfBOGkL2BR2sH\nE8lyJMMwKC4uRm5uLtauXQuXSz8vi0gINRZocg/NI488ghMnTqClpUVtU3SNmLGm9fHo8/mwe/du\nzJw5M+xDiaJF6Fk2YjYVrY+FULAsiy+//BL19fVYunRpVNly+JCij4w4duSENtkaH+ubb77J++G+\nffveVPOY+4E5ychIicf52ha4Oj1wpsTjFwtGRb1hpryyBv97zSF8sO0Uvjl8BdcaWvHeZyfwwbZT\nOFfbgmljstHS3o2OTs9937VaGPzyqdEYmJPMa++pCzfQ7fYBABxxMSgckYmBOckYmJOMBY8MwbeH\nr9xXttfH4nxtCxY8MkR0OxiGwZAhQ9DU1IR9+/ahoKDAsNl1Qo2F5AQ7jpxtgPeu5hm4M7n/YsEo\nzntlRux2O7q7u1FVVYURI0aobY5uETPWtD4eT5w4gYaGBsyaNYv35Fq5EHqW5Zrz1SQ5wY7Dp68j\nYCggxsrglyXc7xEt4fP58MUXX6CpqQnPP/982Jv0g9+1yQl2zjZL8bwYcexEwr59+zAkKSnkdY3V\n1bhx/jxm/fd/K2AVISOr+D7QbBYdP1JnKOHaaR+Yqaex2YXdFbVYuWgsAOCPm47C47036TAMcOZS\nk2BGBL9zDwCtHW78YeNRvL/1JNo63EhPiUejhEu2DMNg9uzZKC8vx5o1a7B06VL07ds37HL0gNBY\n0Hq6Sq0wZcoUvPPOO2hoaEBGBn/K2WCMlAUkWsSMNS2PR4/Hg71792LhwoWKO/d+Qj3LWugnKWFZ\n4f/WIh6PB1u2bEF3dzeef/75sINH4WS1kep5MeLYkYuY2Fi4XS74vF5YIjh9mNA+mnfwpUYoS46f\nwM09gc69/7+DfxAETlpc5Xt9LFo73D3X8xHpki3DMJgxYwYcDgc+/PBDPP/882E5b0aBJvfQxMbG\nYtq0adi1axdKS0tFOXiUfu5+xIw1rY7Hf//738jKykL//v3VNsUUrN11pldkGrjzThCbIlkNOjs7\nsXHjRiQmJmLJkiURbcIONzW0Vp8XoxJzV2rV1daG+GRtryQRkaFpDb4ciI2SC2V0CCbwB0GkG6ek\n0ApOmjQJs2bNwtq1a1FTo78UbIQyTJw4EW63GxUVFaKuN0oWEAKor6/HoUOH6NAzBdHbJtu2tjb8\n4x//gNPpxMKFCyPOsKS3dpuNmLtyK8qkY1xM5+CLjZILZXTgwj9phfMdZ0o8mLv/v3LRWEmiF6NH\nj0ZJSQk2btyIc+fORV0eYTwsFgtKSkqwd+9eNDc3h7yeXtTGwOv1YuvWrZg5cyaSKWKnGHraZNvc\n3Iw1a9Zg+PDhmDt3blQbsPXUbjPij+BTLnzjYjqJDtdx68HEWJmeaHqoa/34J63S4gL8YePR+5Zk\ng3GmxGPNG7MB3NM3v73+CBIdNgDo0etHokPMz8/HkiVLsHHjRvzsZz/D2LFjw/o+YXzS09MxdepU\nbN++PaRUh2/fiNZf1LRvoDf79+9HYmIixo8fr0h91P934HrnaDG7S319PdatW4eHH35Y1MnGwQTf\n76IRGdhdUav5dpsViuAbH9NF8APTVTIAkhw2BPs2/g1Qwdc6U+Ixd/KAkKm4QsmaA68PPsGvtcON\n1g531Cce5ubmYtmyZdizZw8OHDgQ9vcJ4zN58mR4PB4cPnxY8Do9pp8z0umhUlBfX48ffvgB8+bN\nU2RjLfX/PbjeI1Kt2ErF5cuX8fHHH2POnDkRO/fB93t3RS1mTsjVdLvNTI8GnyL4hsV0EXyg92ae\n5avLejbA+gncAMW18adgUBpvZGrtrjP3bcwFAIuFAetjOa8XWiEQ2pQUCqfTieXLl+OTTz5BR0cH\nHnvsMdWyZhDaw2KxYMGCBVizZg2GDh2KlJQUzuu0nBGGj3A3+BkZvzRn1qxZ6NOnjyJ1Uv/3Rssb\nSKuqqrB9+3YsXLgQQ4aIT9McCN/9Pny2oWelmtAW/gg+5cI3LqZ08AMR0hfzLTELTdZ85bE+Ftvf\nWiD6+nCv4SM5ORkvvfQS1q9fj88++wwLFixQ9Fh6PaFlSYFctqWnp2PatGnYsmULXnzxRd6xoWUH\nhYtw9g1o+b5Lwe7du5GUlIRx48YpVmck8yqhPIcOHcL+/fvx3HPPoV+/fhGXQ/t09IeNIviGx3QS\nnWD4dMSJDltES8zhbiwSo2OOVuvscDiwbNky+Hw+rF27Fu3t7VGVZ0S0LCmQ27bJkycjOTkZO3bs\nAKuHBN0iEPu8afm+S8Hx48dx9uxZlJSUKLp6J/W8SkiLz+fDzp07UVlZieXLl0fl3AO0oVaPUATf\n+JjewefTFwOIKDVguHplruvFfjccbDYbnnnmGQwcOBB///vf0djYGHWZRkLLqSDlto1hGCxYsAB1\ndXU4ePCgJGWqjdjnUMv3PVpqa2tRVlaGxYsXw+FwKFq31PMqIR1dXV3YsGEDbt68ieXLl/NK88JB\nj/t0zA5p8I2P6bUafPrit9cf4bw+1JIjV3lFIzKwdtcZvLX+CCwWBj4fCyeHFv9Gswt2mwVdASfh\ndrm9eGv9EazddabX9ZEsczMMg8ceewypqan46KOP8PTTT2Pw4MHiOsrgaHmJWQnb7HY7Fi9ejA8+\n+ABOpxP5+fmSla0GYvcNaPm+R8Pt27fx6aefYtADU/Bf7x/rNRcdPtsguzxG6nmV4Cbc90BLSws2\nbNiA/v37o7i4OKo0mIEIvffeXn+EpFgahCL4xsf0Dj7ArS9eu+tMxKkBA8sLPgXUdzd9ZvBpoNML\n81BeWYM/bDzKWWbg9QCiOll03LhxSElJwT//+U9Mnz4dEyZMCPkdo6PlVJBK2da3b18sWrQImzZt\nwksvvYT09HRJy1caMfsGtHzfI8XtdmPTpk1I7zcMG79r7jVPCJ3CLTVSz6tEb8I9Ybq2thabNm3C\n1KlTMWnSJMklW0LvPTr9WnswFgts8fEUwTcwppfo8CHVkqNQlpzgpWmuI825rpdCVjBgwAC89NJL\nOHjwIL7++mv4fL7QXzIwWl5iVtK2/v37Y+bMmdi4cSNcLuNHVbV83yOBZVl88cUXSE1NRXm1LeQZ\nHkrLY4zW32oSznvgxx9/xIYNGzBv3jw89NBDsu/HMLL0zUjEJiVRHnwDQxF8HqRKDRhq6TnwczHL\n1FzRr3C+H0haWhpefvllfPrpp/j000+xcOFC2O32sMowClpOBam0bQ8++CAaGxuxbt06LF26FLF3\nl3KNiJbve7iwLIuvvvoKzc3NKC0txT/+vVPU95SUxxipv9VGjLyMZVl8//33qKysxNKlS5GVlSVY\nZiTST67vGFX6ZjRiExPpJFsDQw6+AFKkBuSTAAR+LvbaUPhPwQ2H+Ph4vPDCC9ixYwc++OAD/Pzn\nP0daWlrENugZLaeCVNq22bNnY8eOHVi/fj2ef/55Q//w0/J9FwvLsvj2229RU1OD0tJS2Gw20fOJ\n0vIYI/S3FgglL+vu7sa2bdvQ0tKCV155BUlJSYLlRSKr4ftOosN23/kygbYR2oAi+MaGJDoyI5Ql\nJ3hpWq1laqvVinnz5qGoqAhr1qxBVVWVKnYQ2oFhGDzxxBNITU3Fxo0b0d3drbZJBA8sy2Lv3r24\ncOECXnjhBcTdzY4RKkMXQPIYPSMkd2pqasLf//532O12vPTSSyGdeyAyWQ3fd/y2cNlGaAd7YiJp\n8A0MOfgyE3hMOXDnRFuA+9juaKNabRwRE7EwDIMJEyZgyZIl2LlzJ/bu3Wt6Xb7ZYRgG8+bNQ58+\nfbBu3Tp0dXWpbRIRBMuy+Oabb1BdXY2lS5f2SocZOPcwuDPnzJ08oNd/B89BhH7gur8rF41FVkI7\n1qxZg0mTJmH+/PmiDzaMRFbD91lbh5vTNhpr2iIuKYmy6BgYkugoCAMgLTlOUNfojEKmwwJYvros\nKk1rbm4ufvGLX2Dz5s3YsGEDFi5ciPh4eZdV6WRL7WKxWLBgwQLs2LEDH3/8ca8IsRFRYyxGWifL\nsti1axeuXr2KZcuWcT6nXHKYFZJZrh+MOscE3l+fz4fy8nLs+u44lixZgtzc3LDKiiSjlNB3wpVi\nGfUeaRl7YiJu/vST2mYQMmF98803eT/ct2/fm9OnT1fMGCPi1yjebr8jcejo9ODI2QZkpMRjYE7y\nfdcnJ9hx5GxDr2w6MVYGDMNAzCGjocoXg91ux+jRo3H9+nWUlZVhwIABSExMjKisUITbP4TyMAyD\noUOH4saNG9i9ezfy8/Nl/9GnBmqMxUjr7O7uxueff46bN2/ihRdeMOT9kAozzDEulwuffvopmpub\nsXTp0ohS3HK9e2JtVvxiwSjeforkO1yY4R4pxb59+zBEhCQLAC7t34+bP/2Ex/7X/5LZKkJGVvF9\nQBIdmeHTKP5+41HO49m5ll3/89nxmDOpf4+8x2JhMDY/rUf2E4wU6cisVivmzJmDGTNm4OOPP8aJ\nEyeiKo8PSqemDxiGwZw5czBx4kSsWbMGFy9eVNskyVFjLEZSZ0tLC9asWQO73Y7S0lJDr6hIgdHn\nmLq6Orz//vtwOp0oLS0NOxhTXlmD5avL8Pb6I7DbLEhy2ETLavhkQuFG3o1+j7RKTGwsPJ2daptB\nyARJdGSGT6Po87G8GQqClzbLK2uwu6K255Asn4/F2cstWLloLN5efwRcgX2p0pGNHj0aGRkZ2LRp\nE65evYqf/exnojWdYqB0avqiqKgITqcTmzdvxrRp02Q5MEct1BiLfHI8vr9fvnwZmzdvxpQpUxTJ\nZ24EjDzHHDt2DN988w2Ki4sxatSosL8fnAWntcONWJsVv3nuQdFOuhRZkYx8j7RMTFwcPF1dYFmW\n5hIDQhF8mRHSL4qNUAhFN/jKlzIdWWZmJl599VXcunULa9asQVNTk2RlK2E/IS0DBw7EK6+8gmPH\njmH79u3weDxqmyQJaoxF/6qcmL9XVFTgn//8J0pKSjB58mR6IYvEiHNMV1cXPv/8c/zrX/9CaWlp\nRM49oJ3IuRHvkR6IiY0F6/NRFN+gkIMvM6FS1YmJUAhFN5Q6GTIuLg7PPvssxo0bhzVr1uD48eOS\nlEsnW+qTvn37Yvny5ejq6sI//vEP3Lp1S22TokaNsejjObk68O9utxs7duzAoUOH8NJLL2HIkCGy\n2WNEjDbHXLt2De+//z6sVit+8YtfIDMzM+Ky+N4tjc0uTgmpXBjtHumFmLvyPsqkY0xIohMB4ez2\n9//99xuPcr7MgyMUgWX7D67i21sba7dKfjKkUNsYhsHEiRPRv39/bNmyBRcvXsTcuXOjOumUTrbU\nB3zjYtGiRdi/fz/ef/99zJw5E+PHj5cssqx0Vg01xiJf1iz//pqamhps27YNWVlZePnll0lvHwFG\nmWNYlsXBgwexf/9+UZIcMc+P0GFooQ65khKj3CO9EXP33d3V2opEp1NlawipYViB1CyrVq1if/e7\n3ylojvYJ1iwCdyINoTYWifke1zWhmDt5AFY8My6ClkRmo5/u7m589dVXuHz5Mp5++mnk5ORIYgOh\nPcSMi/r6emzbtg0OhwPz5s1DcnJ0mS8ifc70Bl87Vyx8AJ7mapw6dQrFxcUYOXKkilYSatPe3o6t\nW7fC5XLh6aefRkpKiuD1Yp+fUO8cZ0o81rwxW5pGEIqwatUqzM7OFnVt7ZEjOPi3v+G3x48jZ8wY\nmS0jZII3oqaJCL6e8t8KaRZDZRvwfz+4nf72R5L//qtDV+5z8Pn684339uP4+Xv6+bH5aVi9YlpE\nbbPb7Zg/fz5OnTqFdevWYerUqaQLjgA9jH0x4yIzMxMvv/wy/vWvf4Udzefqg0ifM73BNS8smJSK\nMz/sQFZWFl577TUkJCSobCWhJhcvXsTWrVsxZswYzJgxA1ar8OnEgPi53P/vt9Yf4SyHNrkam8AI\nPmE8VHfwgyMIjc0uRZcGwyWa3f5c2QYiidoHEiz74evPT7+tQk1De69rj59vwhvv7e9x8iNp26hR\no9CvXz989tlnuHTpEkpKSsghEYlexr7YcWG1WvHII49g+PDh2LZtG06fPo25c+ciNTWVt2y+PuB7\nHozocPjnhc7OTuzbtw+nTuyjqD0Br9eLvXv34sSJEygpKcHgwYNFfzecuXx6YR5vgIk2uRob0uAb\nG9U32WplF79YpN7tz9X+cAjOtsHXn8HOvZ/AiH6kbUtJScGLL76IrKws/PWvf0V1dbUY002PXsZ+\nuOPCH80fOHAg/v73v2PHjh1o5YkQ8fUBX3YZIzocHo8HBxkwBdoAACAASURBVA4cwJ///Gd0dnZi\nxYoV5NybnBs3buDDDz9EfX09fvnLX4bl3APhP7O0ydWcUATf2Kju4Ost/63UE2G07Xx8Un/Jyoum\nbVarFTNnzsQzzzyDXbt2Ydu2bejq6orYFjOgl7EfybiwWq2YNm0aVq5ciZiYGLz33nvYvXs3OoPS\nsQmdE2F0h8Pn8+Ho0aN45513cPnyZZSWlmLBggVwOBxqm0aohH8j7YcffoixY8fiueeei2hFNNxn\nVqoDqwh9YaMIvqFRXaLDt4tfq5E6qXf7C2UxSLqbRaetw41Ehw2d3V64Pb6ez/0bbAM1zIyFAcuT\nei8UUrRtwIABeO2111BWVob33nsPCxYswKBBgyKyR2mU1sPrZexHMy4cDgfmzJmDhx56COXl5Xjn\nnXcwdepUFBUVwWaz8faBM0CLH+n90Or+BpZlUVVVhd27d8PhcOCZZ55BXp76dhHq0tLSgm3btsHr\n9eLll18WlLb54RvjofZ8vb/1JFo73ADuvGceHpuDw2cbJH1WuOp5tWS0Jp5B4g4UwTc2qjv4pcUF\nnLv9tRypk+LkPj987efKrhPo3MfarCgYlHafhpnLubdaGHh5nP6x+Wm9/luKtsXGxmLevHk4d+4c\nPv/8c4wYMQKzZs2C3W6Pqlw5UUMPr6exH+24SE5OxoIFC9DY2Ig9e/bgwIEDGD9+PH4+PQ9///IC\nZx9EU6cW9zd0d3fjxIkTqKioAADMnj0b+fn5tDHd5LAsiyNHjmDPnj2YMmUKJk+eDIsl9OJ6qDHO\nt+frj5uOwuO99z5o7XBj54HLPf8txbNSXlmDP2w82uu909rhxh83HY2qXEJa/Br8borgGxLVHXyz\n578V0/5QWm0uDb/lbiQ/PSUenV2enihKIFYLemXRkZqhQ4dixYoV+Prrr/HXv/4V8+fPx8CBA2Wr\nLxrUyNpixrHvdDrx7LPPorGxERUVFThxeDumD8zA6cYE1LbYkZ7ikKQPtJSFp6GhARUVFTh58iQG\nDhyI2bNnY9CgQeTYE2hpacEXX3yBzs5OLFu2DBkZGaK/G8kYX7vrTC/nno9on5W1u85wBpU8XtZw\nmbD0jCUmBozFQhF8g6K6gw9IGxHXI6HaH4lW259dh8+5v3NNGEZGSHx8PEpKSlBdXY3PPvtMs9F8\ntfTwYse+VuUmkeJ0OlFcXIyZM2fi5MmTiDl8GAV93ZgwYQLGjAgtTQiF2vsb3G43qqqqUFFRgaam\nJjz44IMYN3UBNpVfwbofTiI95byu7qHRxp/asCyLyspK7N27F5MnT8aUKVNERe0DiWSMhzP+o3lW\npLKBkBeGYWCx2eDp7lbbFEIGNOHgE8IIabWFHHgAgp8pqfUeNmwYVqxY0aPNf+KJJ5Cfn69Y/aHQ\nsh5ei3ITqbDb7SgsLMSDDz6I2tpaVFRUYN++fcjIyMCwYcMwfPhwpKenhx3tVuN+trW1obq6GtXV\n1bh06RL69euHoqIijBgxAt8fu4b/0ek9NPL4U4Ompibs2LED3d3dePHFF+GM8ATRSMa40J6vcMqJ\n1LZoyyWkx2K1wksOviEhB18HCGm13996MqIy1dB6x8fHY8GCBTh//jx27tyJnJwczJkzB0lJSYra\nwYWW9fBakpvIBcMwyMvLQ15eHjweD3766SdUV1fjk08+gdVq7XH2+/fvL+qgHyXuJ8uyaGhoQHV1\nNaqqqtDU1IQhQ4Zg5MiRWLBgAeLj7zkyer6HerZdS3g8Huzfvx8//PADHnnkEUycODHsqH0gkYzx\n0uKC+zT4XET7rJQWF9ynwQeAGCujiTmVuIclJgYeynhnSEzp4Mu93Cx1+UJa7bd5TiDkwpkS3/P9\nohEZWLvrDN5efyQsG6VoW35+PlasWIHvv/8ef/3rX/Hoo49iwoQJUb3sokXLeng55Sah7qca0oyY\nmBjk5+cjPz8fxcXFqK+vR1VVFb799ls0NDTA6XQiOzsbOTk5yMnJQUZGxn1Ov9T3k2VZ3Lx5E3V1\ndbh27Rrq6upQV1cHh8OBoUOH4rHHHsOAAQN4f3yoLRmKBj3brhUuXbqEHTt2ICMjA6+99hr69OkT\n1veFnsNwxrj/s8DsNrG2O/Nul/uOZlOKbDdc9VAWHW1CEXzjYjoHX+7lZrnK59Nqi11ydabEY80b\ns6OyUcq22Ww2PPbYYxg9ejS+/PJLHD9+HE8++SSys7PDKkdKtLoXRC65Saj7qQVpBsMwyMrKQlZW\nFh599FF0d3ejvr4e165dQ01NDQ4dOoTm5mY4nU5kZGQgMTERSUlJSExMxGBnEt76VRESExNhs9kE\n6/F6vWhvb0drayva2trQ2tra82+/Yx8XF4fs7GxkZ2dj6tSpyM7OFp2jXMsSsFDo2Xa1aW9vR1lZ\nGS5fvoy5c+di2LBhYZchJltOOAR+h+sk9W63NJuztDqfEr2xkgbfsJjOwZd7uVnp5WyuZdpggpdF\nI7VRjrY5nU68+OKLOHbsGNatW4dRo0ZhxowZiL2bn5eQT24S6n5qUZpht9t7pDx+/E7/jRs30NbW\nhqamJly+fLmXk261WmG1WmGxWHqi7D6fDz6fD16vF263Gw6Ho+fHgf+HQnZ2NgoKCsJy5rnQsgQs\nFHq2XS0CU1+OGzcOr7/+esSJBeR8DrX4jBPKQhF842I6B1/u5eZoyw9XEhG8TJvosKHb7RVcbuWz\npbHZhfLKGt765Oo7hmEwfvx4DB8+HN988w3effddFBcXY8SIEVGVaxTkkg+Fup96kWb4nf4LDcDa\nfY240exGekpflBZPxvTCPLAsi66urh5n3ufzgWXZHoffYrEgNjZWVomYliVgodCz7WpQX1+PHTt2\ngGVZlJaWIjMzM6ry5HwOhd4FhDmwxMSQg29QTOfgy73cHE35kUoiwl0KFZL1CNUnd985HA4sWLAA\nP/30E3bs2IHKykrMnj074iwTRkKO5e5Q91NP0oxQz07c3QNd1ETPkgU9264ULpcL+/btw8mTJzFj\nxgwUFhZKctaBnM+h0LtAKNhDGAfGaqVNtgZFvV2NKlFaXIBYW++NcFIuN0dTfqgDraSCy0Yx9cnd\nd34GDhyI1157DUOGDMFHH32EXbt2oaOjQ9I6iND3U6n7LQVKPTsEEYzX68UPP/yAP//5z/B4PHj9\n9dcxYcIEyQ4yk/M5FCqDnh1zYKUIvmExXQRf7uXmaMoPZymWT8pTXlkTMnOB/99v8WTg4bNDyr4L\nJUWyWq146KGHMGbMGJSXl+Mvf/kLHn74YRQVFYlKk0jcD1efr1w0lvc+6EmaoRc5EWEszp07h7Ky\nMvTp00cSOQ4XYp7DSLNdTS/M430PhJJsEsbAEhNDm2wNiukcfED+5eZIyxe7FMsnRzhzqQllP1zp\nleO4tcONP2w82mNXoI1rd50Je+lXir4LR4rkcDgwd+5cTJgwAWVlZaioqMDs2bMxdOhQySJkZoCv\nz1cuGtuTXYkLvUgz9CQnIvRPY2MjysrKcPPmTcyZM0f2+UjoOYw225UzQskmYQwsMTHwkkTHkJhO\noqNlxC7F8skRvjp0hfMAE6+P5VxuVUuCEYmcIiMjA88//zzmzJmDsrIyrFu3Dg0NDbLaaSSMLmHR\nk5yI0C8dHR3YuXMnPvroIwwZMgSvv/46hg0bpmqwIdpnO1LJJmEQGAYsK3zwGaFPTBnB1xqBy6uJ\nDhvsNgvaOty8S618sgOfj/8hvXF3uTWwHuDOBG6xMPD5WDglkGCIWSqOVE7BMAyGDh2KwYMHo6Ki\nAv/4xz8wcuRIPPLII5o4DVfLGF3Coic5EaE/PB4PDh8+jP379+OBBx7Ar371KzgcDsnKj+ZAuWif\n7UglmwRBaBty8FUmeHm1tcONWJsVv3nuQd4Jnk+O4HfUuUh02O6rx4/Px/ZEO6N17sUsFUcrp7Ba\nrZg0aRJGjx6N77//Hu+++y4KCwsxdepUxMeTJIMLM0hY9CInIvSD1+vFsWPH8N133yE7OxvLli1D\nRkaGpHVEK7GR4tmOVLJJEIR2IYmOykSyvMonR3h8Un/EWO9fKrZamJ5y+ZBiKVZsW6SSUzgcDsyZ\nMwcrVqyAy+XCO++8g3379qGL9IT3QRIWghAPy7I4efIk3n33Xfz4449YtGgRFi9eLLlzD8gjsYnk\n2aY5giCMBUXwVSaS5VUhOULBoDTOLDpv8yy/iq1TDGLbIrWcok+fPpg3bx6mTp2K8vJyvPPOO5g6\ndSqKiooQE0NDHCAJC0GIgWVZVFdXY8+ePbDb7XjyyScxaNAgWeuUSmIT7bNNcwRBGAvyfhRASF8Z\n6fJqoBzBX/7b64/0nGTLVV6o0wm56nxv8zF8degKfD4WFguD0YNTca2pI+q2yCGnSE1NxcKFC1Ff\nX4+9e/fi4MGDeOSRRzBu3DhKrQnjS1ii0TETxMWLF7Fnzx643W489thjsm6eDRyrjIUByyGtDFdi\nI3asCz0nRp8jCG7aGhvVNoGQAdM6+Eo5A6H0laXFBb0+B8JbFuXS8AfS2uHGHzcdxeyJ/bG7opZX\npsNV53ubj2Hngcs9/+3zsTh+vqnnv4PbUjQio9f1fopG3FvWVqLfz9R2o+x8Kjpu+1D/5ff4ds8+\nPD57JkaPHg2LhVRpRiRaHTNhXq5cuYLy8nLcunULM2bMwAMPPCBrVpzgscrl3AO950256lbrOaEf\n49qBkk0bF1N6O/5JrrHZBRb3JrnyyhrJ6wqlr5xemIeVi8bCmRIPBndyEq9cNFb0ZMdVfjAeL4vD\nZxt61ZPksCHJYROs86tDV0LWH9iWw2e501b6/65EvwfW0e5NwI+3B+F0czb2fn8Q77zzDg4fPgyP\nxyNZfYQ2MHoaUEJaWJbFuXPn8OGHH2Lr1q0YNWoUXn/9dYwaNUr2lJdi5myAfz6Vum6lnxMl378E\nYWZMGcEXmuSkjiKI0VdGsywqVqd5o9kVdj1CaTe5bAjVViX6nauOm10OnGhJw6plBdi/fz+++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ezltwuVzIzMxEZmYmBg8ejEcffRRpaWmK/HijuVebiJEwBl6rFDRe1MEfwSeMiaIOvtKbW2kz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\nbqYX5mHlorF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap=plt.cm.gist_heat_r\n", "grid = nba.shot_chart_jointgrid(regular_season.LOC_X, regular_season.LOC_Y,\n", " title=\"Lebron 2016-2017 Regular Season\",marginals_color=cmap(.7),\n", " joint_type=\"scatter\",joint_kde_shade=True)\n", "\n", "grid.plot_joint(sns.kdeplot, cmap=plt.cm.OrRd_r)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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2vUl/VA0zfG14QbeqZlmaJwXpqeZKXEqCd3nY2/jjeztQwDrv7fBu7yzdx3Fh\n2zcJ902og8N8dvJZn7WP75VCT4ZZZp04FAd3gPc70ed7MesWFA7W2TlXGaNqmBO56JPM96SuOJZV\n+sUIUFoJfma6qT1O9NYiJ8WbL5DkA+afbGqCt145oeDHBwSZ1qLIaj5lDdG5SxyyllkztK78OieZ\n16giIlKe+DPBL4on03vV1Cf5TTnkve9dpnhPBDJSCz9WQFBOQlm1rrfBxacBJijUtFa73KYl2+32\nlgu58reOZ2aYVvWs75SsJD7r54L62uTlDvB+t0TnfJ9k3eK35HynBIXlNBAFhvi0qgea15Tr58CS\nGUDB8Zgr2FklglknAZnpR3fLuhKRlgTpSWaZfUuGtMQjN54FhZqTuKxbtM+JXfa6k0w/NA0EUNqU\n4AtQnCU6Gak5Le+Hd3tbfrzLpPj8+4dEei/3VjEtA6FREOJtOQ+JzGlFD4k6uvpkTyYk7jM3UImF\niEhJ8E2Ci+LJzJM4JuZOIH23RcSaBD1xv+kbkFUC43jAycxJZj2ZgOOTSPssg0JyvkcyUk3H9bis\nfjEh+ZfZV3G9JxUBweWnZdrlhoASHHnNcUz5UVoSpCZ5+yEVcDK3f7M5oUtNLPg4IZHmsxJaxSyb\nnekzapnPLSSi5F6LSCV0bC34KYfNmNyLXs7dGTVhj/lD9xUaBZE1TCetqOqmM6rvJVqd1YuISJay\nfNVCipaZkXMSkOt2yJwAZP18pKspoVHeVv+Tcq4GRHrzhlxX67NKvKqaE7OyfkJW+p2zy/gbIqWl\n8Bb8Lx42QwruWQe7/zHJvK+s1veTWnkTeW/nxKjq5g9PREREKr6AwJwGvMJ0u9aU6h7ckXvUMt/b\n5qVmeaSy3SyBwTnJf2h0/vKpoDCzj8vtc3Pl/tm37Mvt9l4pyvTp++A7WloB67Lv+6z3fY79m8yx\nXW5v2VaQWfp2eM4bc7BPKVhgSNk/iZEyqfAW/BtcDtG1vaMunGxmAa1+MmxbYWriK8OoCSIiIlL6\nsvpVZJVxpSebUiDfddUamjLglEM5oxtllXele0c5chyfvgreJU7uPgyOx+yXnfQH5MxzknVzFbDe\ndz6UrG2Qk/wn7ss5tu/ISln9R4ricudP/uuckjNXS2Q1s8y637iLzgYEKCrBT09xCkzidelTRERE\n5Pg5Hu9JTIq3o3NyzslL9klMnnWpSRAY5O1zuD//xIkvO0rwBSiqREct9CIiIiLFz+U2JUSBwRBW\n5egfl1UgFpQtAAAgAElEQVSD7/GYKxeJ+yDBZ5AREYpowR83blzFn8lWREREpIJ48MEHzZ34bXBv\nPTj/f/Cfcf4NSkrKEa/YFDlMZvYHpQwZN25cmYxLpDCl8bnV34YUN31uRQpWFj+348b5JPIxdcDq\nCb+9Dxc+pM66lUwJDqIrIiIiIn7T6SrYsx7WLvB3JFLKlOCLiIiIVEQdrjTDl3/zhL8jkVJWfDPZ\nioj4WcrBg+z75x/2r1uXfYtfvx5PZibBEREERUTkWgZHRhJRsyb1unalVtu2uAMC/P0SRESKT3AY\n9BoLn9wLm5dD/VP9HZGUEiX4IlJu7V27lpUzZrD5xx/ZsXQpSXv35toeVacOsU2aEBwaSlpiIgm7\ndpGemEhaYmL2Eu9AA8FRUdTr2pUG3btTv3t36nTsSFCYJuwTkXKux43w9QSY+wRc+4G/o5FSogRf\nRMqV/evXs2rWLP7+4AN2Ll8OLhfVW7akxWWXEXvyyebWtCkxjRsTHB5e6LEcx+HQ1q1s/uEHNi1e\nzObFi5l///0ABAQHU7tjR9oMHEibwYMJq1q1NF6eiEjxCq8KZ46CuU/BheOgluXviKQUKMEXkTJv\n+7Jl/D19Oms//5y9a9YAUKdzZ8599llaXXEFVerUOa7julwuouvVM0n8wIEAJO3fz5Yff2TT4sVs\nmDePL2+6iW9uuw3rootoN2wYTc49l4BA/esUkXKk1y2w8EWYORZu+lIj6lQC+pYSkTJrz+rVzL//\nflbPno07KIiGZ51Fx1GjaPaf/xDTsGGJPGd4bCzWf/6D9Z//ALB96VJWvPMOf02bxqqZM4moWZM2\ngwbRbtgwarVtWyIxiIgUqyo1Tev9R7fCik+h3SX+jkhKmEbREZEy58CmTXxy9dW82Lo16+fN46yH\nHuLOPXsYOncunceMKbHkviC127en76RJ3LptGwM++YR6Xbvy2+TJvNyuHa9368b2ZctKLRYRkeN2\n9k1QuxV8OBbSkvwdjZQwJfgiUmYk7N7NVzffzAvNmvHX9OmcPnYsN2/YwFkPPkhodLRfYwsMDqb5\nxRczYPZsbt+xg77PP8/+deuY2qEDX4weTXJ8vF/jExEpVEAQDJgC+zfB14/7OxopYUrwRcTv0pOT\nmf/AA0xq3Jjfpkyh7dCh/Peffzh34kQi4uL8HV4+4dWq0XnMGG6ybTqPGcOSl1/mhWbNWPbGG3g8\nHn+HJyJSsGZnQsdB8M3j8O/v/o5GSpASfBHxq90rVzK1QwcWPfIIzS64gNErV3LRq68SXa+ev0Mr\nUljVqvSdNInrly0jrnlz5owYwRvdurFj+XJ/hyYiUrABL0D0SfDalZB80N/RSAlRgi8ifvPX9Om8\n2qkTSfv2cdU333DFjBnEWeVvCLdabdty9aJFXPrOO8Rv2MDUDh34auxY0pJU5yoiZUxELIyYDvs3\nw3sjs+cCkYpFo+iISKnLSEtj7m238dvkydQ/4wyu+PBDok46qViOnZmcTIJtc3jVKhJWrSLBtnEy\nMgiIiCAwMjLfMqRWLWK7dyekevUTel6Xy0XbIUNoduGFfHffffz6/PNsWriQKz/+uFQ7BYuIFKlJ\nV7hoPHxyDzTvBd1H+jsiKWZK8EWkVB3cupWZ/fuz9eef6XLrrZzz+OMEBAUd17Ecx+HA77+zZ948\nDvzyC4dXrSJp48bsFilXQADhTZoQEBpKRkICmYmJ2cu8qrRtS1zPnsT16kW1Hj0IjIo6rpjCYmK4\n8MUXaXbhhcwaNIip7dvT74MPaNK793EdT0SkRPS5E9Z+Dx/eDHXbQaNO/o5IipESfBEpNRvmz+ej\nAQPISE7mig8/pNUVVxzXcTISEtg2bRr/vvwyh7z17lFt2lC1Y0fqDh1KVMuWRLVsSfjJJxMQEpLv\n8Y7HQ2ZyMpkJCSRu2MDe+fPZ+913/Pvii2x49llcgYFU7dSJuF69qDd8OBGNGx9zjM3OP5+RS5Yw\n49JLee+88+g1YQLd7rgDlyaYEZGywO2G4e/Ck6fDixfCHT9BjZP9HZUUEyX4IlIqfn72WebefjvV\nLIsrZ8+mevPmx3yMQ3/9xaaXX2bru++ScfgwUW3a0ObFF6kzeDBBVaoc9XFcbjeBEREERkQQUrMm\nsV260Oy++8hMTmb/Tz+x97vv2Dt/Pv88+ijrHnuMOoMGcfI99xDVosUxxVvt5JMZ8fPPzBkxgm/v\nuovtS5Zw8RtvEBIZeawvXUSk+FWpAWO+hie7wgt94c6fIOrEyhWlbFCCLyIl7vuHHmLhuHG0uPxy\nLnnrrWNKcB3HYcesWWx45hnif/4Zd0gItfv3p8ENNxDTpUuxtogHhIVRvVcvqvfqBUDK9u2snzjR\nnFS89x61Lr2UpvfeS9X27Y/6mCGRkfT74ANqd+jAt3ffzd41axjyzTfF1udAROSE1GwGoz+DZ3vC\nlAvhlvkQEuHvqOQEaRQdESlRPzz5JAvHjaPd8OFcMWPGMSX3Kdu38/sll7D0iitI27+flk8/Te9t\n2zj1nXeI7dq1xMtdQmvXptXEifTatImm993HvvnzWdyhA7+cey77Fi3COcrRJ1wuF93uuIPBX31F\n/IYNvN6tG/vWrSvR2EVEjlrjLjDiA9i0BF4bAJnp/o5ITpASfBEpMb9NmcK3d91Fqyuv5KLXXsMd\nEHBUj3Mch81vvsn3LVuyZ+5cWk6cyNkrV9LkttsIrlathKPOLyQujuaPPEKvTZto8fjjHPzjD346\n80x+6dOH5K1bj/o4J/fpw/Dvvyf10CHeOvNM9v3zTwlGLSJyDNpdDAOnwF+fwyv9ID3V3xHJCaiU\nJToLlm7hna9Wszc+mbiYMIb2bcFZ7cv+pDoi5cnyt97iy5tuwrroIi57992jTu6TNm3iz5Ej2TN3\nLrE9etD2tdeIbNr0mJ47Y/8+Ulb/Rcrqv0ldsxInIx13RCTu8AizjIjEHRGBOzySwBo1CW/fGXdI\naJHHDapShZPvuotG//0vm6ZOZc1997HwlFM45dVXqX355UcVW52OHRm+YAFvn302b511FsMXLKDa\nMb4+EZES0eMG8Hjgg9Hw8iVw/WwIDvN3VHIcKl2Cv2DpFibPXEFqeiYAe+KTmTxzBYCSfJFi8veM\nGcwZMYLGvXvTb8aMoxoG0/F42PTyy6y66y5wHNpMmUKDG27A5S78QqOTnkbyimUk/bHEJPWr/iZj\n57bs7UH1GuIOC8OTmIAnMRFPUgJOWlquY7jCwono0oOoM88hskcvAqrGFPqcAWFhNL75Zmqcfz7L\nBg1iab9+7Ln2Wlo99xyBEUXXrtZs3Zph33+vJF9Eyp6zRkFQCLx3nanJHzVHNfnlUKVL8N/5anV2\ncp8lNT2Td75arQS/mOgKSeVmf/YZs6+6inpduzLg448JCi26ZTxlxw6WDRzIvoULievdm7ZTpxJe\nxORQmYcPcmDWdOKnvUnGnl2ASebD2p5G6MBhhLZoTWjz1gRE5R9dx0lPx5OUiCcxgdSN60hYMI+E\nhd+SMP9rcLsJa9eBqLP6EHnmOQTXP3IckU2bcsaPP2I/+CDrnniCfYsWcdr06VQ97bQiX7OSfBEp\ns7qNgIBgeHu4GV3npi8g9PjmBhH/qHQJ/t745GNaL8dGV0gqt11//cXMK6+kVrt2DPriC4KPojU7\nadMmfu7Zk9Rdu2j7+uvUu/rqQjvPpu/eSfz7b3Bg1jQ8iQmEd+pGjdv/R0SX7gRERR9VnK6gIAKi\nqxIQXZWg2nWJ7HYWzr3jSVn1lzfZn8fuZ8az+5nxRPY4h+pj7yakUcHjQ7uDg2kxYQLV+/Rh+ZAh\n/Ni1K21fe426V11VZBy+Sf77F1zAyN9/JzT66F6DiEiBFk89scdnzWp7+hAIDIE3BsEzZ8HozyFa\no3+VF5Wuk21cTMG1ZEdaL8emsCskUrGlHDzIh/36ERodzcDPPiP0KMalT1y/np969CB9/366zJ9P\n/WuuOWJyn7phHTseuoP1F3Rn/3uvEdm9Jw2nf079V96nSp8Ljzq5PxKXy0VYq1OoPvo2Gn34NY0/\nX0zcqNtIWvoLG684l52PP0BG/P4jPj7u7LPp8ccfxHTpwvIhQ1h5++04mZlH3D9LzdatuXL2bOI3\nbODTa6456pF5RERKXIf+cOMc2GXD451h21/+jkiOUqVL8If2bUFIUO7OfiFBAQzte2wT2EjBdIWk\ncvJ4PMweMoT4DRvoN2MGUbVqFfmYBNvmpx49yEhMpMv8+cR0Knia9MzDh9h+781svPwcDn3zGVUv\nH0TjOQupPeF5Qpu3Lu6Xki24Tj3irhtD4zkLqHrZQA589D4bLjqTfW+/giet4NElQuLiOH3uXBqO\nHs2GiRNZPnw4noyMIp+rQffunPP446yePZufn322uF+KiMjxa3M+3LYYPJnwVDdYNdffEclRqHQl\nOlllIqoRLxlxMWHsKSCZ1xWSim3huHGs/ewz+r7wAg179Chy/0N//80v55yD4zh0XbCAKq0LTtST\nV/7J9rtvIn3HNqqNGE3MoGsIjC18mEwnM5PMrRvJXLeSjPWryFi/GjIzcIWF4woNz14SFo4rLAJ3\nTHWCTu1KQI3aBR4vMDaOWveOJ+bKYex+7jH2PDeBAzPfo/p/7yKq9wX5rji4g4JoM3kyobVrs+a+\n+3DS0jj1vfdwF9HRuOttt7Hlp5+Yd+ed1OnUiQZnnFHo/iIipab+qXD3rzD5Aph8Pgx8Cbpf5++o\npBCVLsEHk+QroS8ZQ/u2yFWDD7pCUtGt/uQTFj78MO2GD6fT6NFF7n9g2TJ+6dOHgJAQunz3HVHN\nm+fbx3Ec4j94m93PPEpgXHXqv/Yh4e0Knj3Wycwkc8NqMtasIGPdSjI2rIFUc5Lpiq1B4MktcYWG\n46Qk4SQn4SQn4jm8AyclCZKTcJISSJn1OgENmxHUoQfBHXrgjs0/VXtIk6bUe+FNEn/5gd3PjGf7\nXTcRPmsatSc8T2BsXL79m957L+6QEFbdfjue9HTaf/AB7uDgI74vLpeLS958k6kdOjCzf3+uX7pU\ns92KSNkRUxfu+AFe7Q/vj4Tda+HSx8F9dEMgS+mqlAm+lBxdIalc9to2Hw8ZQu2OHbngpZeKnFn2\nwLJl/NKrF4FVqtBl/nwimjTJt48nOYkdD9zO4W+/JKJ7T2o/PLHAYSsdxyF92Q+kfPI2nt07AAd3\nnUYEdzmHwJNbEnhyqwIT9XzPt283aUsXkf77IlI+eo2Uj14j4ORWBHc8k6D23XFXqZpr/4jTz6Dh\n9C848PEH7H76Yf4dfBF1J71OaLP8J7FNbrsNd3Awf//3vyy5/HI6fPwx7sAj/9sNjY6m/6xZvN61\nKzMuu4zhCxcSWMhJgYhIqQqNglGfwYc3w7ynYcsfcO0HEFn6ExBK4ZTgS7HTFZLKwXEcvhg1Cndg\nIFfOnl3kcJgpO3fy+0UXEVilCl0XLSK8QYN8+2Ts38fWsSNIWfkn1cfeQ+yQ6wocBz9j/WqSZ75K\n5obVuGs3IGzYWH6lPm/N38TepcnEbUhjaEAKZ8UW/Trc1WoQ2qcfoX36kblrG+lLFpH2+0KSp79I\n8oyXCel1CaEXD8UVHJL9GFdAADH9BhPWqi1bx17L5usGUO/FdwlrdUq+4zcaMwZXQAB/jR7N6rvv\nptXTTxcaT61TTuGSt95i5hVXsGj8eHo+/HDRL0JEpLQEBJoZb+ufBtNHwYQOZkKs+qf6OzLxUek6\n2YpI8Vg1axYb58+n5/jxRNetW+i+nrQ0lvTrR3p8PB3nzCkwuU/bsolNwy8nde1q6jz9EtWGXZ8v\nuc/cvZ3EVx4j4Ylb8ezdSdjQsUQ9MIWfQ5rz/Jx/2BOfjEPO8KwLlm45ptcUULMOoRcMJOrBl4h6\n4EWCu/Ymdd5sDo8fY0p/8ght0Zr6b8wkIDKKLTcMJumPJQUet+GoUTS86SY2TJzItunTi4yjVb9+\ntB02jMWPPcbW3347ptcgIlIquo3wdr7NgKe6wq/v+Tsi8aEWfBE5ZmmJiXxz663UbNuW9tdfX+T+\nq+64g/gff+S06dOJbts23/bU9f+weeRAnMwM6r08LV+9vSfxMKlfTCf1+88gIIDQ/1xFSO/LcIWa\nztsFDc8a4znIprkf49kOTmY6rtAIM+V6SASEmKUrJByiq0ONhrnKi1wuFwF1GxE+dCxB7buT9M5z\nJDxxGyHnXUHohYNwBeWUzQTXqUf9N2ay5frBbLlxCHUnvU5Ep675XmOrZ57h0IoV/DFiBJEtWxb4\nPvjqO2kSG+fP5+OhQ7l+2TKCw8OLfJ9FREpVo05wz1JTl//mEPj3d+j3NAQUPXu5lKxSS/CLmt1U\ns5+KlB+LJ0zg0JYtXD5tGgGF1JQDbJ02jY3PP0/jW26hzoAB+ban79jGltFDwe2iwWsf5ZtQKnPL\nBhImP4hzYB/B3foQetEQ3FVz13vujU8m0pVKm5DdtAvZSduQXdQKTATA2R4LYZE4uzdBaiKk5Yzy\nlD3ifLU6uNqcjavFGbjCc4/fH9SqPVUefJnkmVNJ/WoG6St+Jfzq2whskBNnUM2TqP/aB2y5cQhb\nxwynztOvENn97FzHcQcF0f7DD1ncvj1LLr2U7r//TnC1I9ethkZHc8lbb/FOr158d8899J006Yj7\nipQ0fUfLEVWpAWPnwaw7Yf5zsHkpXDsDYur4O7JKrVQS/KJmN9XspyLlx7516/jpqac45aqrihzK\n8dCff7Li2muJ7dGDFk88kW97Rvx+towagicxgfqvf5gvuU//63cSp07AFRZO5D3PEdiwWa7tjuPA\nP7/xcM0faOneToDLIckTyF+pNZiTYLE5tAGP3dovV+u84/GYJD8tCVKScHaux/l7Ac6C93AWf4Cr\nSQdcbc6GBq1wuUyJkCs8gvBhtxB0ajeS3p1EwoSbCTl/AKHnD8AVaFqqAuNqUG/qdLaMHsrWW0dS\n54kXiOp5Xq54Q2vVosOsWfx05pksGzSIzl9+iSvgyCNQNO7Zk05jxvDr889jXXwxjXv2LPT9FikJ\n+o6WIgUEQf9noVFneO9aeOxUGDEdmvfyd2SVVqnU4Bc1u6lmPxUpP+bdeScBwcH0fvLJQvfLTE1l\nyRVXEBwTQ/sZM/KNA+9kZLDtlutI37GtwFFo0pYsJnHKQwTUOImogpL7w/vxzH4Sz2eTsEIPMjup\nFXfv7cmQnZcyIb4736U359zzTs83so/L7cYVGoGrSnVcNRrgPqUnAYMexj3sCVxte+Ns/hvPrAl4\nXr8Fz5IvcNJzJrUKOqUTUQ+9TFDHs0j9fBoJE+/GScm5IhAYE0v9V94nrGUbtt05msSfF+V7X2JO\nP53WkyezZ+5c/nn00cLfbOCcxx+nWrNmfHrNNWSkFjzBlkhJ0ne0HLWOA+Du3yGyOkzqDV+OB4/H\n31FVSqWS4Bc1u6lmPxUpH3b9/TdrPv6YrrffXuQY7RsnTSJx7VravvEGoQXMbLvv9Skkr1hKrQef\nJPy03LPYpq9aTtLrTxLQuAWRdzyNOyb3OPOeNT/heecu2Loa19lDCb3pJeJbns/ajBpk4sbk9A7P\nTFvGNePnHlVnW1dcPdxnD8F9/RRcF9wEUdVwFr6PZ/pDOAd3Z+/njogiYsQdhI+4k8wNa0h86RGc\n9LTs7QFR0dR98R1CGp3M9ntvJn3n9nzP1eC666gzcCBrx4/nuxnfcs34uVx026cFxhocHk7fF17g\n4KZNrHj33SJfh0hx03d08VqwdEuhf/Pl3kkt4O7foOMgmPM/mHIBJOzzd1SVTqkk+EeaxTRrfVHb\nRcT/HMdh7u23E1KlCp3GjCl039Rdu/hn/HhqXnghNc49N9/25L+Ws/fV56nS92Ki+16ca1vGvzaJ\nLz2Mu1ZdIm56KLsjLYCTnIDn8+dxvpgMMSfhHjoB92nnsXD5dr5bshWPx/HGCk5mBp1rHmJg3XUE\nrJ7D1sUf4Vm3AGfTrzjbVuDstnHiN+GkHMr1/K7AINzNuxJw5QO4L70DDu3B8979OP/+mWu/4M5n\nEzb0ZjJWm5MRJzOnhTMgIpLaT72Ik5bGtjtH5zoByNJq0iSIiGLzLaPYuy+h0NF/mvTuTe0OHfjh\n8cfJzMgo9L0XKW76ji4+WeVOJzriV5kXEgFXvwuDXgJ7Pjx6Kmz81d9RVSqlkuAP7duCkKDcdaa+\ns5sWtV1E/G/NJ5+w/ptvOPvhhwmPLXyA+TX3309mcjItJ07Mt82TlMj2+24hsHpNat6Te4z3zB1b\nSJz0AO6oqkTe/Cju8Mjsbc7GP/C8fSfOP7/jOqM/7gEP4ooxVxGySgjCAzM5s/YB7jp1M++ds4Z7\nTttCxxqHaRiVTFTCBvj3Z5x/vsNZ/QXOn7Nwlr6P88NkPCs+wjmwNV+srsan4h48HiJj8Mx+As+v\nc0zdv1dItz6EXjGS9GU/kvze87m3NWxCrYeeJOWv5ex+9rF8xw6pXp1fe19P3I5/aL3ss+z1BZU+\nuFwuut97L/Hr17Nq5sxC33uR4qbv6OJTqcqdXC7ocQPc8aOZ7fbp7vD9ZNMCIyWuVDrZFjW7qWY/\nleKk0R6KX1piIl/dfDM12rSh4+jRhe57cPlyNr/+Oo3HjiWyWbN823c/M570rZuoN3UaAVHR2es9\n8XtIeO4+cLuJGPso7qrmJMJxPDgL38dZ+hXE1cN92Z24ajTMfpyTmYEVspMb2h+gbVwiQW6H/SmB\nfLe1Kj/trMLK+Ag8jqnDn/P0RZCZBunJkJ4CGck48Zthy1KcPWtxouviatAZqjfLrt13xdTCPWgc\nzjdTcX74AGfXBtznXY8r2LRehva+FCfJDOPpCo8ktN+12Y+t0vsCkgctIX7am4S160CVPhfmei9W\n1O1EjSad6PjjNDY16cwh7wlLQaUP1sUXE9eiBYsfe4xWV16Ju4AJwERKgr6ji0+lLHdq0AHuXQpv\nDYMZY2D9j3DVVDMrrpSYUhsms6jZTTX7qRQHjfZQMhY9+qgZFvP99wsdFtNxHP4eO5bgatVo9sAD\n+bYfXvgtB2ZNJ3bY9UR06JK93pOUQMJz9+EkJxJ5+xME1KidfTxn/ts4f8zD1a4PrjMHZ49aA+Ac\n3o3z9yfccepediUF8fm/sfyyqwr2gTAcXPmef+GyreZzEBgC3uoCV2wjnIZdYNsKnM2/4fw5C8Jj\noUFnOOkUXO4AXEGhcMEYqNUEZ9E0PNO24b7oVlyxJiEPvWgITlICqfNmmyT/goHZz1lj7D2k/L2C\nnePuIqRp81wjBcXFhvNDz+vp//YYesybzOdXPAIud4GlD263m+733MPHQ4diz5lDi0suOeLvQaS4\n6Tu6eMTFhLGngGS+wpc7RcTCjZ/C3Cfh0/tgy3K4fhbUbuXvyCosNQFJhVKpLn+WksM7d/LzxIlm\nWMzu3Qvdd++337J/0SKsceMIqlo11zZPSgq7JvyPkKbNiRt1a65tyTNewbNrOxGjHySwfk4C7Cz/\n2iT37S/A1XNY7uR+73qc39+G9GQmLKvHyIVNecuuxZoD4QUm98ARPweugGBc9Tvi6nojrtYXQ0Aw\nzuqvcH6einPQdJJ1uVy4O1yAu9+9kHQIzwfjcPZtzd4WduUNBHXuScqn75C+cmnOsYOCqf3kFFzB\nwex89L5cZTxD+7YgM7YGv/QYTu2tK2mw/rdCSx9aDxxItWbNmH/ffXg0MoVIuVOpy53cbjjvbhj7\nHSQfgMc7afbbEqQEXyqUSnn5s4T9+vzzZKanc2YBLfJ5bXjuOYJr1KDeiBH5tsV/+A4Zu3ZQ444H\ncAeHZK9PX7OC9J+/JeTcfgRZp2Svd7b/g7NwGjRpj+vMQbnHst++AmfFhxARi6vzCNan1YQCkvrY\nMA+Xtklh4KnJnN8iBavqQZyE7Tgp+3HSk3A8uU8GXW43rlqtcHW6Gle7/uB4cJZNwzmQ0wHOVb8V\n7gEPgtuNZ9YTOEmHsh8bPvRm3CfVI+ntZ/EkJWQ/JqjmScTdcAvJS3/NNXTmWe3rcdMVbdl/xoUc\nrlKD9is+46Yr2h6xpTQgMJCzH36YPatWseqjj470axCRMirrb756TBguoHpMWKF/8xWSdRbct9yU\n7rw5BN6/wZRMSrEqtRIdkdJQaS9/lpDUw4dZ8tJLtLjsMqo1bVrovgdXrGD3l1/S7KGHCAgJybUt\n8+AB9r02mYiuPYjo2DV7vZOeRvL7L+COq5WrrMVJPozn8+chMtbUu3uTe8dxYOOPOBsW8feBKoz/\nJobIeT/RsXkNvvplE44DLhxOqZ3Bec1T6Vw/nYA8zRjOprm5fk7yhBFevyNUacTCZVtz1Rlfe+45\nnJI2D/ev7zN+SX12OnHZtcfuS2/HM/0hPF+/hPvSO3C53LiCggm/+jYSHr+V5BmvEHH1bdnPU/Wy\nAex/Zyp7Jj9FxOndcXlr6LNKHzZE38PKW26hbeYO4Mhf9i379aN6y5YsHDeOlv36qRZfRMqf6JNM\nS/6n95mynU1LYORMiGvk78gqDCX4UqEM7dsiVw0+VKLLnyVg2euvk3LgAN3uuKPIfe0HHiAwOppG\n//1vrvULFizgwJSnsA4fYlZIDAfHjcve1vnQFk4/vI2PqzVn84THvWsdBoRuo2FAEm8n12fHE2Yk\nHhdwfpMATqvlZsVuD5+v20eriH2QCbtXwhnV3LRtEMFpjaOoFhVEYmomv/6TwLINCRxIyiAs2E1E\nSEDOMsQsrdqphG1dxNZ981j/ZzwNMlNpUAXIhHlf/szPQXBV60Ae7LCRGavXsfDzn1n4uYn0tMBY\nzt+4gu8mjOXH9GrZr6tLxEl0+vlb3l67hX9DY7LXN6zViM7LFvPGDdewtU7uL7IeHTsSGB3NhokT\naT9jxhHfZ3dAAGc+8AAfDRjAqo8+onX//kX+bkSk9BU04AOgfmJZAgLhsiegSTd4ayg8dhoMfwdO\n+Y+/I6sQlOBLhaLRHopPZno6vzz7LPW7d6du586F7hv/22/smjMH65FHCI6JybWta9MmbNz0D1Uu\nvsDVtwwAACAASURBVIKxDz2Vc/wdWzj8yCiCOp3F1dfelb3e8+unOD+sxdXraka26w2Ak5mG89cn\nsHcdX2yrxdQ/Y8kqyYkJ83DZKSmcZ6USHAgrdwby1tIQfvo3iAxP7gmyCuLCoW/LTPq3dXP12SH8\nsCGIt5eEsTshp052+c8ZPNzxX/q3SGPCsnpsyazBG/f3MZ2Av5jM2Wt/oddV1+OqbzqMORnpHH5k\nNJekxVPlrgnZY/k7mZlsvLIvZ+/ZTKMXX8OVp8PyqpEjWT9xIi3+/Zfwhg2PGLNa8UXKtiMN+BAc\n5D5iP7FK+z3V9iK4dxm8egW8eBGcezdc9Ig5AZDjpm+FSqTCz57ndVb7erxxfx/mTLyYN+7vU3n/\naZ6glTNncnDzZrrdeWeR+9r/+x9B1arR+Oab823bO+VpCHATNyqnXMVxHJKnTcEVHEpY/5E567eu\nwfnxQ1zW6bjanuPd14Pzx4ewdz2u5ufy6p/VyEru60RnMvGiQ1zUKpV5a0MYM7sK934ZxaINwWR4\nCu5om5eDiy9XBXLDzCpMWxZKh3rpvHj5IQaflkyAy3SIPZgWyP2/NWRLQgj3tt9CvQAzs63L5cLV\n51qoWgvPF5Nz6vEDgwi/6r84+3aT8llOJzJXQADVR99G2r8bOPj57HyxNBozBpfbzYZJkwqNOasV\nX7X4ImXTkQZ8OJyUXuD+R9NPrEJ/h1dvbMbL7z4SvnkcJp8PyQf9HVW5pgS/kqg0s+dJsVn+xhvE\nNGlC0/PPL3S/hLVr2TN3Lo1vuYXAqNzjGqfv3sWhuZ8T038oQTVqZa/P3LDm/+ydd3gc1bm435nt\nu1r13t3lXmTjjg0GXBJK6C0kODcQQgoJIblJyC8kl+QmN4FAIDiBQMA007HBBRvj3qssF9mWi6xu\n9bZ9Z35/rHZXq92VVra6930eP/KeOTNz5syZc77zne98H46TeWhvuh8x0qXxl2UZafObEBGHcMN3\nvZtqSw9D3QWE0UsQ0nM9+ymMGonfXN+MQoQffRLJy7v1XKj39U7RFYxGPe8d1vHIR1FsP6fmzkkW\n/vi1JmJ0Lm81TXYlv2kV8h+fVOqJgCuodYg3/hjMTch7PvVcTzliHOpZ12Pd9BlSY50nPWL+DWhG\nj6N2+b+Q23nC0WVkkPyNb1D61ltI9sCCgJsxt99OzLBhHHj55Ut+5jBhwvQMXXXs0Nk+sStiDFdp\n4b5/wTdfhZOb4C9zoPZCX5dqwBIW8K8Qwu4jw3SF5spKzm/axPh77unU/KP49ddBFMl88EG/Y42f\nfQhOJ9G33uOTbt38GWj1qGfd4E0s3AeV5xBm3eYJIiXbzchntkBMJqS6POw8sHg0eo3If1/bQpxe\n4g9fRlBUF1iwz05Qct+cCJ66I4YfLY7k/rkRLJ6kY/pwDSOSVcRFiIit8wi3+7pak8hzWw38+SsD\n2TFOfnFtM0rRpclvcSh4/mgWOpWAfHQVsuwS0IWETISxVyPnfYncWO25v2bRneB0YN3kjVQrCAKx\n930H27kztOze5lfm9G9+E1t1NRWrVnVY76JCwYT77uPcV1/RVF7eYd4wYcL0LsEEdqNedUluMq+o\nMXz2UvjROpdw/6fpUHSg83PC+NHjAv7mA8Xc+5s13Pj4Sm58fCX3/maN34xzUC879RPC7iPDdIXj\nH36ILEmMveuuDvPJTicly5eTuGgR2tRU32OSRP3K99HlTked5d1QKjXWYz+wDfWs67y26ZKEtOMD\niElBGDPHk7d092okm5kfr1LxnT9sYPOBYuZNSeeJBTbGpTh4YbuBU1X+dprRBpFHF0byt2/Fcdes\nCGINIpOz1dw23cAjN0Tx61tjeOaBOP7z/UReeySBSVlq5udmsGBquucaO8+r+ft2A6OTnHx7mus7\nEQQ436DkjTPpUH8Bzu/y5Bdm3up6ll1e0xtFcjqqiTOwbfoM2eL91iJv+BqK+ATq3n7Nr+xJS5ag\ny8zk/D/+0WHdg8svPrLM0Q425YYJE6b3Cebv/qFbxl+Sm8wrbgzPWQA/3wlKNTxzNRz5rPNzwvjQ\nozsYNh8o5vn3DuFwegO7NJnsPLfiEOCylQ5HHu0dwu4jw3SFo++9R8KYMSSNG9dhvqoNG7CUljL2\nuef8jpkO7sFeXET8w4/5pNu2rwOHA828r3vS5FO7oaYU4es/QhBdg+K+PXlMspxiTVEs55u1gJnn\nVhzCXHaYhUObeO+Qlq1n1T7XVivh5qkGbpthQK0Q+PxACxv2XSBCvoiIRJ0zBq1GR1SEivgIkZRI\nJ3MmJvPUnTF88Ol61u32/UZ2nFOzKsHBTeOsnKxSsq31fitP6Rmlj2Qm21AkjUHQxyBExiNMvA75\n0HrkaTd6otxqFt6B/fAubDvWo1lwM+AKfhVz5wNUv/QM1rOFaIZ6g3sJCgVZ3/seBb/6FU0nTmAc\nHVyzl5CTQ8qUKeS/8w4zH3ssaL4wYcL0Lp05fOiqfHNFjuGpY+EXe+ClG2HZLXD3izDvkb4u1YCh\nRzX4y9ee8BHu3Tgl2bOsdEUtO/UhV3T0vDBdorG0lAvbtzPu7rs7zVv8+uuoYmNJutHfrVnDJ+8h\nRhgxLljsSZOdTqxb1qDMmYQixTXAybKMvGclxKYijLzKk2Yo3kyzXcE7pxM9509Js3L9kBq2n1Px\n7iGtz/2uHq3lpe8k8M2rjeSdt/HYa2Xs3rsPtbOeEksaR1tGU2pJ4UxDNAdLDaw/qeONfRE8vrya\nXceruX1mFH+6J5K4CN9u8fV9Oo5XKvjB7BYyot19lcC/TyRjc4J8eqMnr3DVzaBQIe/0bnxVDhuN\nYtgYLF9+jOz09nXRt92LoNFQ946/Fj/zO99BVKspWrass1fA+Pvuo2zfPmpOn+40b5gwYXqP7nT4\ncMWO4VHJ8NPNMG4JvPt92NJ5nxjGRY8K+B0tHbmPXXHLTn1EoOh5C6ams3ztibBpVBgfjn/0Echy\np+Y59sZGKj79lPT77vMPbNXSTNOXa4hccgui1iuIO44dQK6rQn2NV3tP0RGoLua1iqHc/LPPWPr0\neo7u3klOdAtvnkykxeEa1OL0Eo/Pb+FMtYLntxqQWz3paFQCv709hp/dGE2zReLXK2p5dmUl0fYC\nLtriKTQPpdFpJFCkW4BGm5Y/r3by4upKhiSqef7bsaTGeAdSpyzwl68iMNsFnrimGbHVs06tVcX7\nhfFQdcoT6VYwRCHkLkI+uQu5ptRzDe3CO5BrLmI/vNOTpoyNI3LJN2hY/THO5iafMmkSE0m54w6K\n33gDp6XjCI/j7roLBIGjK1Z0mC9MmDADlys6Aq7GAA9/5PKP/+73YdsrfV2iAUGPmugEW1JyH+so\nz6Beduoj3BEzIbiPXne+MFcup9esIT4nh/iRIzvMV7N5M5LVSvKtt/odMx/ch2yzYbx2kU+6/eg+\n0GhRjb/Kk1a24ysiJRVrqpM93iFM505RG6lkY4nXp/7tEy2oFPCXzQZsTq+wfu/sCCYPUfOvDY2s\nPWwC2ckYw1nKrUlU2Tv3g+9m/TGZs5Xl/P7uJH57ezQ/e6uWJnOrMG8WeWWPnp9f08LMbDs7zrlM\ndT47H8cDYxqQSw8jRLu+G2HyIuS9q5ALdiHMvh0A5YRpCBGR2PP2oM6d67ln1JJbaPhkBaZ9OzFe\ns9CnPGn33EPp229Tu307CdddF7TckWlppEyezNmNG5n3m9+E/LxhwoQZWLQdw3uUbf3UM9eYhVB9\nDt5+CM5sdwXIupKY+1DnedrQoxr8BxaPRqkIrDWrqjOz9On1TMtJvDKXnfqYsGlUmEA0lZdzbuNG\nRn79653mrf7qK0SdjpiZM/2OmfbvQlCp0U3M9Ul3nDiMcsR4BKUKcG2u1Zfns9+SggNXPxChcjAp\nvomt5VFIrVr3eIPE9SOtfHlKTWWTt79IilLw9Sl6vso3s/qQCUmGeHUNJknXJeHeTWG1iudXFRNv\nVPDkN2Jo2zXtOq+iuF7kjokWwCX4a7QaSB4NFwuQHTbApcUnfTTyqd3IssyyDw9zyy9Ws82SRM2e\nHSz74KDnmrqJuYiGCFp2bPErS9z8+YhqNRfXreu03Nnz51Oyezf2TrT9YcKECTNgUajg6u+5+tzd\nb8LZ3X1don5Njwr483Mz+PFdkzHqVQGPV9WZ2bi/hAVT06/MZaceIFSPRMFWVsKmUVc2B15+Gcnh\nIPfhhzvNW71xI7Fz5viZ5wCY9u1CO36Sj3mOVFuFVFmCcvQkb8by00QKFvZa0jxJM5MaUYkyW8ui\nPGm3T3C1yw/yfFf27p8bgSTDW9ubW1NkElU1XLR1Xbh3s++Cjo825jM6Xc1jX4vyGPZIssCHeVqG\nxDqZlmFHqRB46JbxCCkTwGmHiwWe7++f+TqoLeOFl1axZlcRkiSTp8wkUrZwcsd+ln14GABBpUI/\nfTbNO7cgy777lZQGA7Fz51L1xRedljlr3jycViule/de8nOHCRMmTL9HoYJ534ekkbD7dag81dcl\n6rf0ShxgrUZJs8mOIApIku8gZrU72VdwkdeevCHI2WFCJVSzm45s7WXg5idWsWh6Jo/cPonNB4qD\negEIM7hw2Gzs/+c/Gb54MXHDh3eY11pZSdPRo6Tdd5/fMWdTA5aTx4j77g990o+u+4pM4PHV9Zj3\nrOeBxaO5uvkADlnkoNUbBGteagMlzWrONLomB3qVzDXDbWwuVFPd4tVJDE9WMm+Mjvd2NlPb7PJH\nH6loRkKg2WkAIMaoYuG0ZCYPj6Gs2kxpm3/ltWbsDn8nABIiWwscqA2l3DonjaMXbKw97JpgbD2r\n5p4pFu6eYqWgRs+z7xxkeYyWv88yYju1jxfXJWG1O9klpvNd+SDxVfnAeADylRlICEx0XODjXUmM\nHhIHQF5dAgvLS3niF8v5+l3X+nxfTeNmYN34B+556FV0mRlBv7+suXNBEDi/eTPZV1/d4bsLM3gJ\n99cDn/A7DAGl2iXkr/0j7Pg3LH4SdJF9Xap+R4+7yWwrcMqS/2AKYa1xd9GR2U3bDqIzMxxJklmz\nq4jSqmYKiup7zU4/3LH1LSc+/pjmigqm//CHneat/uorABIWLPA7ZjqwFyQJ/dQZnrTNB4qx7NxB\nlKCjWIxFrjPz4geHyc3cjTV2GM5qHdidxGvtjI8z8c7pBNybYucOtaFVwRcnfVcKHpwfSX2Lk4/3\ntnjSolUN1NhjAYG0eB2/+/ZYkmK0XLhoYvKIaK7LTfLklSSZqnor+ecaeGlVoY+wX2OPYV/eKUZm\nJXDnrAg2HjVjc7i0+CuP6Xh4RgtDo83kmVRU1Vn46ISOb46qJFoZSaVdTYOk5ZgtgdnaYt5tGgcI\ntAhaTiuSXAK+ZhrPv3cIWQajdhgLgYTzh3nxA5fQ73Yh/H5TMjcDaecPcdIYH/T708XEkDxxIkVb\n/E19wlwZhPdVDXzC77ALqLQw92H44n9dQv61j0EnQRmvNHrcTWZ7gTMQ4Q213UOoHolCnVDlFdb0\nmp3+FRGGu59z8JVXiBk6lGELF3aat3b7dpRGI1FTpvgdMx85CEoVuvGTPWnL154gx15KviIdWXAJ\n7kapCb25mthJszzeIXITXN5ktpd7zXNmZtkorhc5Xe01iM9OUDI+U837u1ow27yCuVJwYJdcJoFP\n3DUKtUrksX8c4tHnD/LtP+/jzt/t4rF/HOIv7xXw7qYLnK1o4brcJBZNS/F5BrusQik4eHdHM3ER\nCmaM8JoarS9QUWsSWDjK6knb3GpOND2p0ZO2y5xOuqqJZIV3ApKvyGCoVIVWtuFwyjglmXpdLBf1\niQyvO+3zfS1fe4LKqHRMhhhSS44CHX9/mXPnUrJ7N5IkBTweZnAT3lc18Am/wy4SkwbT7oHKk3D0\n874uTb+jRzX4oQiS4Q21l49b8x14fcR/AtWRd6NQ6IkVl1BXH8L0DM2VlZzfvJm5v/41YhAtSHNz\nMx9//DEPPPAAjUePYhw/HkGh8MtnKzqLOiMTUaP1tE1TbR3RsokLCq9tfLrSJcyvOm7lP3mHkCSZ\njGQrZodIaYs3gFVWrJNDJSraurkck+46vqfQd1OpgIyMQO7IGIalRvDcR6c4U+YVsM02J2fKWnzS\n/vq9idwwNYnPdpV50mRZQBBkjhXbaLFKjE1Xs/WE614OSSC/XMW4ZDsuozaBaouaGouSIUZveQrt\nsa7yq+qpcEYAUCK60lKkes4pvP79yw2ppLS47u/jQlgQqInPJqbGO9F1H//qq69ITU0lJycHgOSJ\nE7GbTNSfO0fssGF+7yXM4Ka7XU6HV1QvH3cdVtWZEVtNlN17EptNdr96DbsNvwSGzYaLpyF/DSTl\nuGzzwwBd1OCHuoHTTTDNvCgKnr9uIa4/aWq7+px9SVvNdyCUCsFvAhUoYEZX6IkVl3DH1rcc/+gj\nZEly+VQPgizLVFVVIcsyTUePYgwS5dZ+4TzqjCE+bTPVWQdAmRjtyZeqcAn4H+eZPHtz0iOsrcJ9\nq5ZfIxGrlymq922vo9NUVDc5qWr01VY7ZAUKwcHtV6dTVW9lS15Vp8++fn8F2ckGRqZHeNIUghOn\nrESSoaDUzph0X0cBBRcVxBlk4g3eafX5Ji3ZkV6tfrHDZROapWzwpJW3Pn+KVO9zvSpDInHmahSS\nAxm48fGVngl7XXwG0TUlCJJrAuz+/urr67HZbJ5rJLa+j4tHj3b6zGEGH8H65Uvpr8MrqpdP+7HZ\n3cc1mew0meyeen3mnYOeTffd+Q6vKKbdC/poOPwJyMFUnVceIQv4l/LBT8tJDJg+fmgsGpXC0+D7\nU+cx0Dq2zsygArV1d8AM90QrGBOHx/WaC9NgHVhEEA9MYbqXY++9R8KYMSSOHRs0j0KhwOl0Yq2s\nxF5bS2QAAX/zviKaz55lzTkHf1txyNM20yS3gO/1a5+qbMIsKamTvOYvGQYrxc1eW/vMGNf5F+ra\nC/hqCkpttMfk1DMxW8u4IVF8sr00YCTt9mw7Uo3Z6uSGqd6NvlHKJkxOV5s8XmIjK0FFhNb7vZy8\n6Fr8HJ3o8KSdb9KQEWFF0RoIyyKrqHAYyFJ5BfxKMRInAilSPUqFgKL1G6zUJ6GQJeLM1X7lq4vL\nROm0YWyo9Pn+nE6nz2pLwpgxQFjAv1LpzkinYVORyydUE2WANbuK2Hyg+MqNVnu5KNWuSLfVZ6Ei\n3EbdhCzgX8oHv6/gYsD0/LO1/bbzGGgdW2cabqckByz7/NyMoJueAZbMzOLpR+b0WuS8YDETTBZH\nv51cDRYay8oo2rat08i1Wq0Wq9VKQ55r05ex3WRg84Fi3nxrKyrJTpU+wcdjVqpUjxUl1YLRm6Zs\notThjTCrUziJ1zl8BPysVgG/qNY76MVFiCRGKThRavcrY409hsVzcmhssbF+f0VIz2+2OdmWX8XV\nExLQqRWATIK62uNq83iJayIxOs1rNnS+VoHFDqPaCviNWlSiTJrBq8UvskeT2UaD7xQUXBQiSZXq\n+fFdk3ns7skkxOioNrg2/ya2VPqVrzYuE4BsS6XP99fS0oLBYPDk0xiNRGdnc/HYsZCeO8zgojsj\nnYZXVC+frtaV2xz1io1We7kMnQX6GDjyWViL30rINviX8sEHO9beVWYo1+otBlrHFoo9fbCyBzs3\nIUbHI7e7fJX3VuS8+bkZvPxpPk0mX6HNPUEJd3A9x/EPPwRZZuydd3aYTxRF9Ho9NYddy8ntTXSW\nrz1BZKNLqK7WJfgcS5XqKBejPRtswSXgn7LFeX6nGVyCdElbDX60kyarQK3Ze15Oq6B9IoAGPz3R\nyKjh2azcdAyrPfTNpuv3V3LD1GTmjI9n1+EzCMg0tdrNn66wY3fKjE1Xse+MS3h3ygKnq5W+An6T\nayViSKSFC82u/xc5opiqLUOFE3trIK8KMZpkqZ4JrW16fm4GknkOp2b9lUSTv4BfF+fK962xKka2\ndaHZ1ITRaPTJmzB2LBfz80N+7jCDi+7qr8MR5i+fru51c4/TvRatdrChULq0+HvfdmnxU8b0dYn6\nnJA1+JdiG9aZDX5XrtVbDDQbuFDs6YOVvb8tBzab/DWy0H8nV4OFU599RsKYMSS0btbsCKPRSOOp\nUygjI9Ek+prgVdeZibK5tNX12hifYzGyiRoxAo1K4dlkFiVafcxzItUuYbnO5tU7RGpl6k0CbTfY\nRutd3VZ7+3uA5FjX9SqKT6EVQ4/qerqkCackkxKrIUNbykWb102nzQE1TU5iI3y/lcomkVidtwxV\nFtdzRau9Qv9Fpx6FIBMlerX6taKBWHzbtKjT06wyEG31tc0HkLR6NElJmIuKfNKbm5uJiIjwSUua\nMIHqggIcNv/JT5j+wUDY49XfxoaBSFf3uvVXGWNAMXQWaCOhcHtfl6RfELIG/4HFo338s0LnH3yw\ncxZMTWfj/hI/U5iqOjNLn17fp7v1L+U5+xJ3Pbl36reno7K3PTdUTwmbDxT7aNqNehUP3TI+6Dld\n8cQQ1hr1PjaTiaJt27jq0UdDym80GjGXlaFJSfE7Fh+jQ1PiEmStCl+f9UqcOBCx2p1B7VKdskug\ndtuwA1gdAup2vVSTxSVUR2gFGky+x4qrXAmKyGxG6PdyqmU4Vtk/0m57oiPUKEQBwVKG2amlyh7n\nc1ytFLC2C4olCt4yA7h3xbZZpMApi63P5J0I2FCikh0sfXq9z3cRZYhA7fBOBNwsmp6Jak0ctpoa\nT5rVakWWZTTtoggnjR+P5HBQXVBA8oQJnT53mN5loPg5v5SxIYwv7cdmtxcdjUr0W13szzLGgEKh\nhKRRLq86YUIX8C/lg+/onNFD4gIKpX3d4Q2Uji2Y4NxV12ZdWQ7cfKCY59875LNxsclk57kVhzhx\nroZ9BRd97gt0aTCblpPIml1FAdPD9AxFW7fitFpD8n0PLgHfWlFBZHKy37EHFo/mcP4aAKwKrc8x\nlew1UXHjdmnpxivge/PYnKBR+grWzW4BXyMCvpOFyloLVruTuLgEdliTGGU4TbEljXpHtM+9fJFJ\nj3Fds6beQpElE9rl1aoELHbfcihEaGttKLWe0/ZMZ+siqYI2Ar6gQCE7PX2f+7v4rcFApkHhEQRE\nUfBElN7x9zjsbQT8xsZGjEYjguBbzsTxrqi5F/PzwwJ+P2QguQMOm4pcPsHqMOyCtAdJGApF+6Cl\nFgyxfV2aPqVLfvAv5YMPdo47fenT6/2E/L7u8Pp7x9aZFqht2d3Lwd3RkSxfeyKgVxJna+RbN+7y\nqFViwMHs5U/zA3ZuwTZl7yu4yCOXVOIwnXFm/XqUWi1Zc+eGlD85OZmyyko0Acx55udmEDEyCvmU\ngE2h9jmmxIlD8F+ubtua3E3LT4OvaC/gu35H6PwFdkmGkiozmUkGqu3xWCUNqZoKMrRlVNtjqbHH\ntAbCElAIDqKUTSSoqxmd4NrIeqw6EhmT33U1KgGrvb0GX/YR8GWPBt+b6GjV4CvbaPDtKFEiIcoS\nkuA6brU7qbQIjExTsvIvN/ndXx0XR0thoed3eXk5yQEmWfGjRiGqVFSG7fD7JQNtj1eYnqG/yxgD\nmvihrr9VZ8ICfl8XINzhdZ1QtUDdvRzclXfSkSmG2w9w+zKF20Lvc+aLL8i6+mpUutDMoFJSUiit\nrUUTQLgEyIhS0GAw+NqpAEokHH4afF+cUmATHY0S3AGlwGuiY9QG3kJUVGliwlBXZNkmp5GTJiM6\n0UyCupqR+jMoBScCMg5ZQYtTT6klhREa16BQ0+Bvu64UQSEGEvAhUNBYXw1+6zO1mcrYWyc6KpxY\n22yDapFVSOYWAqGOi6Nuzx7P7/LyclICmEkpVCric3LCG237KWEzxDBhepiYDFCooOY8ZE/r69L0\nKV0KdNUTDLRNrf2BUAXh7nb52VPvxF2mcFvoXRpLS6k6fpxhN9wQ8jlxERGIViuq+PiAxyWTCVGn\n99tIr5RdNvjtaZvL0Wqi01Zjb3W4TGHUbeYGzWaXVB0TEUzAbyE+SkNGgrfdmCUdFywZ5DeP5VDT\nBA42TeRI8zjOmIfS6IwkK8mA1eak0eTwu56hdSLR3gZfpWhngx+AQDb47omOSm53L60OqSWwgK+K\ni8NeW+v5HUzAB5cdftgXfv8kvHk1TJgeRlS4BHw5tBgEg5k+1+APtE2t/YFQtUCdTQTa2gFGdBA+\n280Di0f72eB3hFGvwmaXQgr2UVVn9nhXaUu4LfQcRdu2AZA9f37I5whW1yZQUxA/w4JCgex0+rnC\nbRE0GGTfDaR1kpZY0dtGK00us562fuQvtEawHZHg4FiFq300WWTOV9mZOULLJ3v9zWk251Vxy5w0\nfnXfaH72zzxaLB23v2GpBhZMSWLDAX8XlQCTsl3lOlnW1suTzPB4B0crvF1ost6l/a8ye9txjML1\nfA1tvAXpZFc+q+DNpxAFsuJ1CEG83wgKBXLrcoEsy5SXl5Oamhowb1RWFk3vv48kST6BsML0PQNl\nj1eYviFsm98NyDLYLaDUdp53kNPnAn64w+s6oU6KOpoItDffaet/Ppgpj/v/7b3ozJ2Y6ucVSaNS\n8NAtrg1/bd+txerw83Xvpn16Zx56wlwexTt2oDIYSJo4MeRzpFYBv665OeBxUadHMptIaNf26gQD\nMbKvdrrMYSRN2eT53eJQUG5SMTzK697yWIUSSYbxKV4BH+Cro2aWXhNJeqyCklpfAb620caf3ing\nD98Zx+N3juLpN48TLKabKMKjtwynscXO6+vOBcwza6SW6iYnp9oI+BnRErF6mbxSb5myja5yFzV5\nB5YkRQt2WUQXFw8XXfURKZtpQY1d8Ha/ggCiuQVFlK9fezeyw4GgdOWvqKggIiICXRCzqoikJCSH\nA0tdHfq4uIB5woJE3xG2vw4TiIHiYanfIzlAlkDZufe0wU6fC/gQ7vCCEWwQDnVS1NFEoLMw2sE2\nOgd7V26vSIHK09G+gI7QapThdnEJhLqp+sKOHaRPn45C6e0GOhP8pFYNc0Ubjy5tEXQ6ZIuZ2ZwB\nrAAAIABJREFUBxaO4sWP8j3vuU40kC7V+uQtcxjJ0VfT1r6+xBzBlFQbn91/Mzc+vpIWm8jZGgXj\nkx2saHPu5mMWvjXPyILxOt7Y4j/ZOF7UyL8+P8ujNw/nvuuyeHNDEQpRIClGQ0ainvR4HekJeoak\nGBiWGsGfVxQE1PTr1AK5QzWsO2zy2RA8MdUl7OeVeesuy2jFLgmUtng3GKepmrHrY/nH92/w1G1k\nmZlGwVc4dzhl6i7WEJsaOBaB7HAgtr6nU6dOMXLkyID5AAxJrqi4zZWVAQX8sCARJkzPcikT6IHk\nYalfY29VEKnCGvx+IeCH8ScUTzmdffQdTQSefedgp2XoyubWUCdpgcoULNpfeHNt13AHzGnvfhH8\nBTdrUxOVeXnM/fWvfc7vTPBrq8E3mUzo9Xqf64o61++rxyWAONHznmsFAxOkC67l09YNuOXOCPSi\ng2jRQr3kCs1+1fRJyIWbkG1e05v8ciVfH2NFrZCxOV3n1psk9p+1cs1YHW9ubQ6ooV+3t4JhKQbu\nnJ/BrLFxJMVoUSm9Jis1jVZKqsy8vu4c2/OrA9Zp7lANaqXArlO+QbMmpjoobxSpavHaU2cbLZQ2\nq/nkr9/wpDnf2gu6NE8dzs/NYNcjK2gU/bXvSqsZMSIyYDlkhwNB4brXyZMnuaGDfRMRrQJ+S2Ul\njPGP5hgWJMKE6TkudQIddjLRTTSUu/7qo/u2HP2AsIDfT+muQTiY4B1KGO2e2tzavkyBXKX25P0H\nK8vXniCrXVqwNlOyZw+yJJE5e7bP+Z21ObeAn5SWxunTp5nYzrzHLeBLZpPPe/7nj/LQ2h3osGHG\ntXRa5nCZo6Qqm6m36Vzv29jqnaep0uMPPr9cxTfGW8lJdHCk3GsSszHfzPThWiYPUXPgbGDb9X99\nfhaAqAg1u47XUFJlprjKRGmVGZO181WkWSM11DU7OVHqNc8RBZlxyXa2nvV1BZpltHKmxcjQtokN\nFxGSh/vkixWsFOE/+OglC2K7yLRuZKcTQamksbGR+vp6MjKC9wEeDX5FRcDjYUEiTJie41LH7rCH\npW6i9AiISkgO790LC/j9lJ4ehAOZ77Slo82t3W2/GyjAVbD7h22Hg1NdZyYrgAI4UJsp2bULgPQZ\nMzrMB94I09V1ZoabirkGSE1P5+TJk/4CvsEloDobG1DGej3tVOFKT5Y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EAAAg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D9YA7nJWT5G7/P3d8C+HRvIXsbP91m0VRREdHB+x2e79g21sQ7nQ60dra6gnee/4H9A/4BUHw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\nPfPMM2ppadHRo0dl27a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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "cmap=plt.cm.gist_heat_r\n", "grid = nba.shot_chart_jointgrid(playoff_df.LOC_X, playoff_df.LOC_Y,\n", " title=\"Lebron Last 3 Playoffs\",\n", " joint_type=\"scatter\", marginals_color=cmap(.3), joint_kde_shade=True)\n", "\n", "\n", "grid.plot_joint(sns.kdeplot, cmap=plt.cm.OrRd_r)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## So we're seeing a lot here, but we're still not seeing a pronounced difference (based on my hunch that there is one). \n", "\n", "#### One might argue that this is classic overfitting, but that one isn't the one talking through this." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": true }, "outputs": [], "source": [ "reg_season_fourth = regular_season[regular_season['PERIOD'] == 4]" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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FEPvG8Hr4yb/DgqfCca9tdTT71nGvU4n+T9+lrtorhBCzmGM7mIaOYar+e8PY\nmi5aTkIDldyXi+WJ+yvlChXNYbgcNEqVMnHHJvQrRGFIzDC36ckPwohSaWvv/WipQjnSiYVV6oaq\n5odhXa3XjKNZ1kSSP840dMwYR+yFzZ8TJMEXQux99Tpc+WaIAtWyEtNbHdG+FdPh9PfDWL+aPUgI\nIWax8b74MAifkFiXhzdRDDUGyhGhEWcwX2qs6c+zrn+QFStXMlIqa5uLAev6BihEFpGZoljxicw4\nTjyOaZp0dLaTyWYxkxnqVgInmWF0bJRi0Ji4sm2kbz0gsAyDUDexta1zv9i2RUwzZPaC7ZBpMoUQ\ne9/N3wbvb3DG+yG3sNXRtMY8F456Bdz8LTj+DbDsxFZHJIQQ04o7qgXGiieI22A2B7oWhreQN2wS\nSbAqZWJWjGKlpjmmTqNaJqOBXi6pF4mB7RfQGyZBHbAMKnUDX7MorF0HpkV+tLjNeoMwYjSqo1kO\ntbDOGFCrVvAbMeqBT8y0qPsBoIpEQRQevo92yX5HKvhCiL1ryyr41QdhyXHw1Be1OprWOunfINUN\nP75Anc0QQohZyDQt0rZJPfRJ6qpqbhHh11UrTiMMsEwDrFTDcuI0ooBM3EKvqwtVmYaOQzjxek48\njmVqWPUqtl9g4bxOujNxFna20ZM01aw5eoykrf4d1yJsI0YQRYS6Ra2qLpplRAG21sAhwrFtrLjd\nbZvWAVo12jFJ8IUQe0+9Dle+BbQYnPnBuXW12t1hxeG574ZND8FfvtDqaIQQ4gls01oYty2CICQT\nt/DRMQyTuuFQ9iPyvkr4/SCkWBzVNL+Ek0hjJbN0zl+sfnrmEe/uJZVtx06kMXQDM56mo7ubTEcP\nuh3HSWXoaEvTs2A+yxfPZ0GXatsx4kl1sUDA1FWlfiiAQkO16cRMi1hz6k7Htoib5utbs6dmN2nR\nEULsPTd+Ax67GZ73IUh3tTqa2eHgk+CQU+B3n4RjXg3dy1sdkRBCTIjH4/PjhGRyaWj4hLUKhmES\nc5KMVLfQ5hhkLAhDNcA2k3JIpi1MwyBmbb06bcZwCMsFisUKUczBTjjU/RqpTBJIAmrGnRi1iedY\nlQp2TM2kM1Jv4GsNalWfjGMxWvXBstR0mbqFoasU1rLs4/bd3tl/SAVfCLF3DDwGv74Ylp4ARzy/\n1dHMLqe+E3QDrroQdnw1cSGE2KcqlUofQOCreed9NeaVcqWKbRgkLJ3+sRoVzcFId6I5bdiJJDHL\nxnAyjZiseDyvAAAgAElEQVThNG+thpHIkkrFMWMRtTCGlelqAMQMR/1YFnVs6tgkEhaZjh6sZJpY\nIkvdimM1e//tGKQMjYofEEwafGvoBmEQSfVoGpLgCyFmXj1Ss+bEDDjjfdKaM1WqE551AXh/hdt/\n3OpohBBiQi3wN5qWRap5Ham6YaMZJqs3bSZnqe9yX49TaFg8NlxmcyzVuGNjlUdGjcbtK9Zr/fka\nWzYPaGs39BMzrIaV6WqYiTQAhm5rMWPrBQ7LxTJGKkP/WIXHRmDNSJWqnmRdMaK/keTBkkk92THR\ne1/liTOw2bb04E9HWnSEEDPvb1+Dx/+hpsRMSXFlWk9/CTx6PfzivfDUF6ikXwghWuTko49q1Ktj\nlIOYN78jRQ2IGyqhHhguYBsGMSfOaABmGLF603rCMOQfd9+rtWWzAFo6mSTf30d3e5ZKUNfSqQTd\nHZ3EHR/LTk+sq1L1CcpjbBgaZWTNemqaRf9Ylf4tW4g7DiOFPGEU0dXegZl0GHGyRLUyRiNGOQwn\n2nPCKMRK2Mtt01po6ObRpWrpd/t+z81OUsEXQsys/hXwm0tg2Ulw+PNaHc3spcXg9PepC19d84FW\nRyOEOMCZpkGtXKYroblhEG7z2FilRjpuo5lxIitOWypBby7JsUvnsziXYKxYZMvQMJv6+xkcK1Eu\nFYmbMUYGNlEtbSFmWI0wqjXCqNaoh1Vqo8MUKz6NMKBaLlMq5Fm7YT0AW4aHqNZ8zMAnXlcXw0qZ\n6sxB3HEIw21jA7B08+5cLn1dNpE8fy/vpv2G1thx/6c0hwohdl49gstOhr6H4LzvQ6qj1RHNfv/4\nHtxxFfzHX+Gw01odjRBi/7Zb/ZBJJ/ni5y7vum5BVxt9BZVU64aJrxlUG6qKn6HGkiVLSdlmoz1h\nakYqw+Z8iZG+9YRhQBDVKRTLaLUSpqGTy6TIZdJk4ibJTAaAOjZaWGBzf55Ktcrq/hFKDZ2iH1Kr\n1lg2v4t5HW3Ytk2ppObIb0+YrCvUGB4t8/CqdaQ6u6hUq6r/PgpxiCgVyxTrkEzE2bh5s/SEIi06\nQoiZ9Jcvwupb4fmXSHK/s44/D1bcBFe9HT5+v5pKUwgh9qFM3HlOIpWBwEc3TMohEEJzNkraTFje\n042h1Yg3fO3qP93Hss4Uhx16KEE8y+oNfSRMHdu0sbId9ObijE+fSSyi0XZQXQ9KMfwqg+VEo+gP\naeVA1ZBNXaerPUNX0iKXjNMIa6xaN0DcsjCMGP1DI8S1iJwV54jFPawfrW5t0QlDStUKccsgDlCX\n64uMkxYdIcTM2PgA/PbjsPw5cNgZrY5m/2HYcPp/wJbH4I+faXU0QogD0LyO9pe2t+VoBFUSlo6N\nSpTHW3XSekiloqbFfHjtZmwjRn9gcP3KAX503Z+55Z4HuOfxtWwslKiGEUPVOk4iTcqoYegGelCK\nhcVR1ZpTHNXKNZ9yqXnFW8MmZlgcedxJ9QeHA27dVOb+gSL3bdjCg2s3M1wYo9LQyZerAJiRmt0n\njLa26sRtk7itjkZymeyx+2SnzXJSwRdC7LnQhx+8EewknP5emTVnVy1+hhqv8KfPw7GvgYVPbXVE\nQogDyLKerBsNb8SxbQYLo6TTGYaHxrDTbWSoYekGTq6bhzcPEzRs/rVukL4NN/KHX1zHww8fzb2P\nrGD1+g3888FHeNuZJ1Kq1ijodbRwlEgv098/QBgG1Go++YrPxnwZQ48xUgl41rOPY+2qx7BSmdii\nBfNZvGhhY0vfJq0wVuSk45/J+z71Oeb3aPSmbZKmTkcmydBQCcMwSNQD4uk4aUtnzI9IppIUg9I5\nwJ2t3qetJgm+EGLP/f5TsOFeeOmlkMi1Opr90ykXwZrbVavOB/4OMTnBKoTYN4ZLQf7QnmyuWKli\nGjpW8+unWtdI1gPqRopaqFpqUia87riDeelJp9KeTZNesJTyUD/LOtKcfPjBLO5dRK6zi0ceuo8F\nKYMwjFjUlkTPZjBjYI+MsmqwyJgfUWtoPPzQgxzlHsLGvj5WrF7LDbfepjlELOnu5Bc/epDD5rVh\nJBNEuk46nWQ4P0LK0KgCMcuiUvNJWzpWTKNQLBE1kD9CSIIvhNhTq2+H//usupjVwc9udTT7r3gW\nnvPv8KfPwS2Xw3MubHVEQogDRHvSzGWySVIJm9XDfWDWiXSLKPBBhyCqE3MStLc1KI+N4Yc1zjrp\nGei6RaEWkF2yAICRuMW8efNw0hlsI0YYRiSsZqoZBeRLIYZhYhsxtJhBreLTMb+Xgfwo/qZNHLd0\nAcf15sCMU+hfR2gkiJkhG7YMsWBeNz3dXQznRybirjcvxgVgGzHitknBlz58kB58IcSe8Mvwg/Mg\n3QWnvqPV0ez/Dn+eatf51Ychv6nV0QghDhC9Cxagp9qp5DdwxhGL2DJWItItgrERdMMkkUxRKxbo\npMxTF3bylOXLSWdzpNrbSRkNGmGApcc4fPmhVAY3sf7Om8gaDRa1JZmfUwcOpmliGjqxsMrSrEWP\nrRG3TB64525W9/XTu2AB/Vv6KZWK2H6ehG1hOHGWZG3OPPJgluZsNm3cAEDcUv32w0GDbNwiacbo\nTtkcfcgSan71jlbuy9lCEnwhxO779cUwsBLO/BDYqVZHs//TNDjtPyCows/f0+pohBAHiGWL5lEa\n2Eg818vqik5Fs6hUa7TFTTqzKcywzOK0zsGHug3HMojHStRGh6nlt9Cetnm6u5iDeueTiRUx/TES\nlsGituTE6ydNVcW3DI14KoWvqd+7LZWg65VRhtZ6PPuIxRzzlINpz2boasuytDvL0gVdpCyd9kwS\nK6bGdxlRMDEf/pJedSHbIKqjJ3No0L4v991sJQm+EGL3PPpXuOHrcNQrYPExrY5m7mjrhRPOg7uv\ngfvlooxCiL1veMNqNm0ZomEnqIV1/DDCMAxStkksrGLoMSrVGhU/1GKWhZPpINOeo6czQzqVAMA2\n6vRt3EzK0OhI2gD4ky5KlY3VSdompmliNdT9lqFjGzEMXaWjQwMDjA7nSaXidHXm6OzMqJ/2JAnL\nIGHF8Ovbxr56aJSkbWIk0mxYuxrLso/bB7ts1pMefCHErqsU4Mq3QNsiePYFrY5m7nnGueD9Da6+\nCA49FRw5OyKE2HvWbt7Cg5vLOHYfvQvmc2NYp8eKSCccUskE1VpAR2eWUgCxsEFpsA+9HrKlDvVq\nBScRJ9Oe4cSTT6d/cDMr77mDuuHQmbFJmgZ2Ul3fwwaG82P0tKVhZIyBckjSjJG0TQ6a34ER+VhG\nRKFvw0RsoW5Rj1n4UYNCYZRauYJfb2AYBkYUka5XCPUka/u2UKkFLOzseFqLduOsIgm+EGLXNBrw\n03dCfiOc+3UwnVZHNPfoJpz+PvjZu9S1Bc75cqsjEkLMYT2dHWwaGMIbGKNn0WISRoyM0aDsR1Rr\nAclcB+Ww0cjmV2mJdBtaLkHcttHtJJn2RVTLQwwPbODhRx9lsG8dMSBjbn997ZkkfhBSiqoEUZ3h\nSsCqoTJnnXQkAFbvQVQKWwCo1GoMbOhHD0JC3QIq1BoaWS2kCpRqISOVPI9uHqE76bBl06bv7/Ud\nth+QFh0hxK657Ydw+4/h+DfC/CNaHc3cteCpcOTL4Iavwdq7Wh2NEGIOGxorc9jSXroTBkEQYRk6\numFixTQMQwegM1HXOttzpFMJ2rt7iWe7sJwE1fIQqx64l8HBUUIjTsaEVNzBMvWJ6r2dyVC3VdtO\nzLQYHlUXuUraJvOTOj1ph8HRMvc9/BhjxTJ+tYxuJ9HtJHHbJtmWwTINskaDpG1ga41t4h8eq9Cd\ndGhPx2nA8L7de7OTVPCFEDtv86OqbWTRUXD8G1odzdz3rPPh8X/Ajy+Ai+8AXb6yhRAzrxjUMQyb\ngxbNZ+3mLdiTyr96PSJRGcLsWkLX0uMBGN70AMXRYUbyZaIwxO5ZzvyOTlY9eDs60JawyczvIZ7t\nwkl0cMgpp7Pypr8CkCsPkRnYwOjwKO3lCsVKFScIKQ+XWTtSY0PfvZz23FOIx9R0l1XNIdUxD8M0\n6alUKdUCSrWQsUjFZ6RzUCjT2Z6lVgfNMO7dl/tutpIKvhBi5/gV+O65oFvw/I9CTG91RHOfnYJT\n3gnr71GVfCGE2Atuuu+xy+YnNTIdPYTVCnXdphyCYcQIQ5Voa/UqeSPGxg2P0rd5iIHhKkE9Rmbe\nEuKJOGOVEg07PZHcA+TXP85I36M88MefMzq8ntHh9QwPbCDfP8hoYQzLVH9HanUNP2aRTqdJdPWy\nauUKKnWTWizZqPs1YoaDk+nAMgyCqI5tqPTV0HVW9w8yL5vAiAIahkV+tHDAX8UWJMEXQuysa94P\nG++Hsy6GVGerozlwHPIcWHaS6sUfXNPqaIQQc1AlCn9eChoM5UdpSycIghoAVgxqNV/1y5cqMNxP\nPaxiOyYN3SKZSpHNdtCeayMdT5JIpBkp1xjt66c2Ospwfoy+dRvJr3+cqFaivKWPYDjPIxuH6Rur\n4gcRY7WITfkSthEjZlpk02lSmRxDg3nGhoc1gHpYJWY4VJuNJ+Oz7oRRhBmoi13ZRgyn7k+3eQck\nOd8rhHhyd/8Sbv6Wmt2leYpW7COaBs99N/zwLfDTd8A7fqfuE0KIGZIfLdyZTSQvOPvYQ75LqJLk\nSkNXU1LGTPrGqmSyAcP5EYr5KhuGRlmycAF6PaBQGCKZSjUqfqh1zetuDDtxbfXG9TzyWB/JbI7e\npQc3/vXgXVqKtZRqAQ8PVehdsoxNG9dz67oRlrSnWZBJgGGRCkfRKzFCI0epNELZMNB1AyhTqPjU\nm2cTwmjrXJkVTcevNwgbOpuGi9e0YPfNSlqj0djR4zt8UAhxABhcDZ85GrIL4JyvqhlexL539zVw\n0zfh/J/Bsee0OhohxOy0x0f/5595YuPBvjzFoMHyrEkUBnSkHJYvmsdjQzXWDY+xtHc+3bkMTiyG\nbUBleDMAlVJRvYhhUtNsEu3dFDEb5fyQ1gh85mdTjVX9Q1o1jHAMHb9cpFYYxNRjmIaOpcdIJBPE\nU1nsVJZG6LMhX8HWNRp+mcf6Bkk2fIYrqgd/sFSjM2mzIJvghocel8rHJNKiI4TYviiA770W6hG8\n8OOS3LfSUWdDz2Hws3dDaaTV0Qgh5qgf3XhX76PrNh0Xd2zKVdWqU/brVIIG64bHyLW1sbg9hxOL\nYcbjDA0NUqnViEKfYR+GfXh8sMy6QpW1A8Os9h7RhkfyE6/fXyjiGDqF0QI1dEYinXyokQ80CqFG\nMWiQL1WohQ00w6ItFcc3HMxmW06gW4TNv0VRFFFF56GNI1K5n0Iq+EKI7fvlh+Avl8GLPgGHntLq\naMTASvjJv8Oz3wqv/06roxFCzD4zVsXuzrX/4qRDF76qHELCACeRIJZqx53Xyb2Pr2HUr5NNJWj4\nVTKaT6FYJgoD4pZFJp0kmevCNjRqlTJEAflSBc1K0PDLaFaCrGOQHx2lb3CEIIrU9Jj1BrZj46Ta\n6MylcQydRDpNI/CpBz4PPb4KyzAYrgQMlyqEYUQURcfJwNonkh58IcT07vy5Su6f/lJJ7meL7kPg\nmFfC3y+HZ74BDjm51REJIeYoXdNWa8kcpc2bSKQTtLe103BSVOt1CqUKR7rLcUydmF9tFAtDWtaO\n4WOSybURGHHSXT2NnBlrWKlMbGjtKtonvXa1XieqFElEddK1iCiokbJVVb5YCzC1iMD3KZQilqbT\naKaF34gRRA0sAwYKRRzbolbzCfxwXmv20OwmLTpCiCda8y+48k2w8GlwyjtaHY2Y7MQ3q/EQV7wR\nqmOtjkYIMUeVa9UVo36dmJPG1wxMwyQXt8hXfLLJOCPVkLUDw2wu+9oYNhtHA/KVGgMjo9SKBcaT\ne784OjEi1q+WGwBOLEauswcn16XWFaKq8pUAv64G+AKM1QIs26Hih8QtVZMeHCsTRRGO7aDrOmEU\n3LPPd85+QBJ8IcS2RjbC/7wM4jl48SfBsFodkZjMjKupSofXwS/e2+pohBBzVKFc+l6ckDE/xNs8\nQjFqgJMk19bGvHnz8CslKqUit9xxJ/985HGe9eyT6ycecySHzOvAXbqIarkUyzaq6EEplsvEyTga\nCUPTotIwxcIg+cF++lc/ih752AR0pRMcdvgRbBircfuDj2ClMhx7xKH0D+fJplM0Ap9qzGKwVCOZ\niAPQ8KObaoG/scW7alaSFh0hxFZ+Gb71MqgW4NyvQ6Kt1RGJ6Sx8Ghz3WvjH/8LTXgxHvbzVEQkh\n5qDH+odY3tNB1N3JitXrySSTOKaOEU82sqA5Wp3Tjj6CoFpmxf13xZ71opdz+quPBmD+sl6czHyq\no304mfn0r10JQM+SQ1h977+Yv6yXvlUbmL+sl3/+7WbyQwV++cMfcHxvO/n2BBktxK9VAfBrVdb0\nD1GpVnFsC8d2CKOQeiP8Q8t2ziwnCb4QQqnX4Yo3w7q74WWfgc5lrY5I7MgJb4I1d8CPLoBlJ0Km\np9URCSHmoHQiTn+hSLWu5l2J+dVGKpPUymPDWI7NWBUsw2RBZ45Hf/ZbVt17D+mOzvpxzzo9dsyZ\n8wGo1bbO2VKrNUi05SiMFFm9ZhX33HUPd99+B+tWPYYVU2OERyo1FgB2IySTyTI82M9AoTjxGmEU\nAhDUeXgf7Yb9jsyiI4RQrvsE/P6TcPKFcOy5rY5G7IyhNXDV2+GI58FFv5ULYAkhZvRLYOG8eY10\nKsXyng7ueXwtS3oXceQhBwEwL+ngV8uNIAq1gZFRAA47qJdcysay0/SvvJtinwbzbQ57zlnkOrLk\nkj2sWbeCVffeg++tB8CYbxL2BawMhsmXq5SCiGQ8wcELu6lh0FesMTg8QqVaY6Sgptt0bIfNWwYp\nlYvypbcdkuALIeDOn8H3XgNPeT6c+SFJFPcn4xfAev3lcPIFrY5GCNFaM/rlnctkjz1k6UH/CsII\n09AZK5VY2NNDT1uGnrYsXbkMpf61DFdCKkGd7rYM8zuyJFOpRleuXes84gSikUFG+h5jZKwEQFs6\nieHkAFi1bgWrVq6gVK3x+KYBTDsBYY35nW34epy8KtSzYtUa8qOjRFGEbatxYbWaT360IH+stkMG\n2QpxoFt1K1z5ZtXXfdp7Jbnf3xz9Clh8jBpwO/BYq6MRQswhlUqlb2BoiGqtSqV50atKzQegf6RA\nX8lv+I0YvR1tZB2DWthgtNrA0G1tZKxEftWjABhOjq6uhXR1LcRwcoTVPPnRLYRFVfkPaxXqukrc\nE45NIpkiH0JbMs7g8AhhFBJF0cTg2jCMCMJoX++O/YpU8IU4kK2+Hb5yJsSzcO7XZFDt/mpsC/zo\nrbDgKfCBv4Muw6uEOEDNeIXmuCOPnMgFh/MFqrUqC3p6OOEZRzeGBvq1nrYsi7MW5WIZ3YmzYuMA\naccmkU6ztDvbMHRbKxSGqPs+VT/EaU53WfVDNgyNsH64yNjYKG2OweKOFD4m92+pELcthvIFAMaK\nRYpldQagVvPV9Ji12gWFcul7M729c4Uk+EIcqNb8C75yBjhpeNWXId3V6ojEnvD+Bn+4FF7yKXjR\nx1sdjRCiNWY8wT96+SGPVmi46WSSgaEh4o5DOpkEIJNK0dOWYWku0UinElo8ESc/WsE24Npb7qSt\nq4diPo9pGozVApyYRhDUKAYNMuk0ehQQi2ocvrCLSq1GLhlnw3CRPDZD+QJhGGIYBn0D/cDW5B5g\naGRYTjfvgLToCHEgWnsXfPV5YKfgVV+S5H4ucE+Dw06H330CHrm+1dEIIeaY4XyBtmwOx3ZYt2kT\ni+Z1k00lGClVKGvmRLI9vzPd6O7oZGE2OZHcV+samVSKar1BW1cPHbZGux0jbWkctawX24jR3dGO\nj04NnUrNJwxVA361VqVW86nVfGzbwjB0HFuuz/JkpIIvxIFm3T3wldPBdFRyn5GrfM8ZfgV+epG6\nwu0ld0HHklZHJITYt2a8qj2/reO/jzrqaR9cvX4Dju0AMFLIE3ccFvb00D84xKEHLaLiBxy1dCFH\nHNQLQKU81hgbHtaGy0HDr5W1LWNqTvu4qXr2a7UKth0nilRP/9BYhf78KFsCgzUbNhJ3HMZKRcIw\npFSuoOs6hqHTCKJrBvLDr57p7ZxrpIIvxIFkw32qLcew4JWS3M85Vly16IRV+PYrVMIvhBB7oFyr\nrnCIGCsWJ6rqccehUq3SPzjEogXz2DKwBYeIrBWjNDpEUPOJJ9Jaur29kU4ltFIIibhDIu4wP5ck\nkUowr6cNMxbRnrZxTJ386CiaGacRqMG8YRQSdxyqzcp9tebj2Dalau3KVu6P/YUk+EIcKDbcD18+\nHXRTJfdZSe7npLZFcNZHYP3dcPVFsOOztEIIsUNhnc0AXR2dExX19lwbhm5QqVYZHB5hzA9ZPTBC\nLYRaPYY5qYVmZGATSQPMRkhbMtGYt7C3AVAph6QySfKFMUrFIrU69BeKDJeqVGtVgiCkUq0SRRFh\nGJFKxjF0A9MyNrdoV+xXZKoFIQ4ED/wB/ve1YNjwqi9CbkGrIxJ708HPguPPg1uvgKXHw3MubHVE\nQoj9WOD79OaSjBWL9A0MUKlWMU0DQzcIwohEPE4Q+AwXCqxatYIlPZ0ctOxQNm/coLV1L8A2NB7y\nVmKZhrZl8wBmLKIaRIwMFij7ISs3DWHFUwRBiGnoGIZKT4ulMoCq3iN997tCevCFmMsaDfjzf8O1\nH4Gu5fCSSyHT0+qoxL5Qj+A3H1WV/PffBMtObHVEQoi9b6/MLHP08kMedXvb3ZpmoVkO/7j7Xtqy\nWRzbYVnvfNZvHgCgtz3DqF9Hr4xyytNdBko+KdtsFGuB9pSDVeV+9UBBi/nVhl8rayvXbsBJJKiW\ny4RmgjWDBSpVVcEHyI8WAZjX1QmApdVZtXFzby3wN+6N7ZxLpEVHiLnKL8P3Xw+/vhgOORXO+Zok\n9weSmA4v+CikuuA7r4KCnNUWQuy+INh6Yam2bJaRQoEtQ4M8/PhqTNMiCCPiyRSjxSKprnmUw0aj\nZ948OhYubsScBI+t3ajd9tDjmhOLYTkJTTMs2nsWUAxAS+YYrtUnXt8wjInkPpWMY5oGllanYUgV\nf2dJgi/EXDS8Hi47Gf71U3jW+fDCj6tZc8SBxUmrQbelIfjuORD6rY5ICLEfSseNPtPUCXyfhl/l\niIOXsnjBAhzbIQhCsukkHbksI6UKhyxaQCaTZXW+rI1FMDY0GKtXy5i60Vh+0BLMeJxqvc68xcvq\neb9OZMUZ9ets3NyHYRiYpkGxVMaxLeZ1ddLV3gEgyf0ukhYdIeaax/4B33kl1IqqgiutGeLRv8If\nPw3Hngv/dpWq7gsh5qK92qIDqpJftlL02BqjDYMVa9YTRiHpZJLhfIGDehdiWSa+H5BNJXAPXkqh\nbz19+SKFUoWlvfOxbAfH0Fk7MEShWKZ/cIiRQp5qzccw1PfT4gULCMKIaq2KFvrYMajVoW+4cFx+\ntHDn3tjOuUQq+ELMFX4Frr0EvnSqminnNd+U5F4oh50OJ78d7vwZXP0OmVlHCLHL7GbGaJo6ul+h\nFjWw6wE9nR2MFVU7TXsuy1C+QN/AII2ghl8cpX/9WmqaGjSbMHUyySSFsSL9IwUqfsDG/n7GSsWJ\n5L5W81m8YOtEEAkjRtxxiFn/n73zDpejqvv4Z/ps39vvTSWVhBZKpPdeRRSUIiLS5AUBAQVEUUAQ\nFBQp4gvIS7OCIFIiJYCRiIBIKIFAIEDqLbll6/SZ94+ztwQipCeE+TzPec7uzuzZs7P77H7P7/yK\niSGDHHCNoenDU2bqUEPTh6/zC/EpIbbgx8RsDMx+TKREXDoPNjsQ9vgf4Z4REzOUZ2+FF38HB14E\nX7hyfc8mJiZmzbPGLfgpM3XoDltNfmhkWkFTZLwgxFUSANh+QF06SW+5ysKeIqVKBVVRyWbE/0/C\n0Ik8h75ikWENdVRrfvw9FZveQh/NDQ3Mm79goDJtXS5PwjTw/GAg574f+CRVsboIXZtSIGM7Nqqq\nsqSji1FhjmGbNTzzyrvzf2vo5vZu6N8SW/hjgf/pw3Og2guVHrD6hBuGW/1o8x2RRSMKP9rLqrDw\nqrroFQ0UXRTJMTNgZERvZsBIQyIHqXpxXsyGRaEd7jsXXvw91I+Cvb8NI7de37OK2VCJIpj+C3jt\nIfjiT2H/76zvGcXExKxZ1pjAz2dzUyeM2eRFTdOpN2QaDEim0gBYXogTCIlo+wGSLmK8TE3ljfcW\nUCqXsR2bTDpNJpXClAenZYcRnd3dqIpKuVqhLpdDVVQSpkGpUiGpyriRjKqq+L6PLoXoNbcdu1rB\nCaHqh9iOQ7liUacr/OAYmWv+LHP9WUp4w7SDadlmytw/3fb98yt25eE1dT0+bcR58DcEqn3QMx96\nF0KpA4q1VhrSV3rEed7KVKaUhK+tJIEk15okhH7gQxR88hBDMXOQbhBZOTKNkGoUxZJyw0TL1/pc\nG2jGyo0ds3KEIcy8De6/ANwK7PR1mHqMWLTFxPw3JAn2PlsYBu7/LiTrYNeT1/esYmJi1gOGpg9P\nJBJtlmUtARiaenKb8RPmbDluzKZy4OChE/ouiWwGywuRNZ2cGbLAAiP08FwXvSbwrUqZzcaMxPZ8\nXpkzF8/z6ezuJmGaZFIpNE2np6drYA79qTaTiQRVS+ibfnHvVIpEqk7aFMZFQ4ZAkXBCsbBQFQVN\nHYwniroV+noNef7Sf7HfpJM2HXP5/Q/lkqlTCtXKbWv7Wm6IxBb8tU0YQmEJ9M6H7g+g5wMh5ns+\ngKXvQ+8CsIsffZ6eFH++yTpI5IdY1DNgpget7HoSVFMI6qG9ook/848jCoXQDwMIPWH1d63BXQCv\nKu47ZTFHqwh2AayCuG0VRHaO0P/o2OlGaBwLDZtA4xhoGFPrN4H60fECYFXxbHj+HnjiWuiYAyO3\ngb3PEdb7mJgVJfDgr9+HD/4NJ/8Rtjtyfc8oJiZmzbBCFvx8Njf1a8GYF3/tvglAU0Mdo0eMBEBz\ny+d4a+oAACAASURBVBgEeIEwAmpGkqQKuXSSZCpNJp2mVC4PWPETpkFvWRSkknQTUxO244SuEnku\nlu1QqloUqs4yc/A8B00zlukDRSdwhNDXVYWsrmJFCqFdAqDieABYrkelXKUcQlqGHxwj87NbNL5z\nqsedL47na6ffjGVZLOkU6YHTmSzlUpGZM/9yzewXH/7jZ8GFJxb4awLPga53oXMudL4NHW+L+z3v\nC6t84C17vpmBTAtkmkVe8kyL6NNNQtCn6kBLrJe3stJEkRD/5aVC7JeXilbqhGJ7rXUsuwiQJMi2\nCcHfL/4bNoGmcdA8QewAfNLi5LNGuRtm3AxP3yCubfMEmHo0TNwrvlYxq4ZnCyt+xxz45l9gy4PX\n94xiYmJWn+X+IRiaPvwb3zz/jNHy7yePK0pf2Hr3It85z+Cdpgx1SZPQLpHSFAx12dwrZcdDM5Lk\ndYlsJkUqlcYNQnRFxpNU+jzQfRsniJCMBJFjkcwsP/4r8lwkTSfyXKqlPgCKlosdKXieT8n1kQOR\nyjeVSKLVFgpOqXdgDCtSCF0bJwS/WmFx2aHNSXLDpYTf+iHyDZcS3jDtYI78n+/Irm1hWRYlSyw+\nyqUiTq8wqG6y6USemPb7v01//LaTN9aiWbGLzooSBsIC3y/gO+eKvuMtYYWPBgs0kKwTrioNY2CT\nHYV47xfymWYwUuvvfaxpJEn46CdyQqAvjzAQ4r+wRAj+QjsUl4j7bz4Bpa5lr5+eFNb/lomi+mrT\neCFom8eL6yp/hpI/tc+Bp2+Ef94u3LM22QH2v0BY7mNhH7M6aCYcfiX8+Ty4+fNw3P/CLiet71nF\nxMSsBW6+4+WF+XyWvdVb+Oc0mUxWQi1k0ZsDVLeEVhP3CUlY7XVFxpUNHD9cdqDAQ1c0dE0FNEzf\nAU3HwMVxLAxFoloqIRkJErpKNpUSPvp2GUcTLqSmKhOaSQDKHng1y77t2ORNTaTD9Bw0TcWUAtRE\nEqcWcJvwXNwhbjqaqoAD9bomg0e9rslbtk4kmRBuPZZlkUkkl3tNdtzz8ANbxkyYDkxak9d6QyEW\n+B/Gd4VwXzIbFs+GJW+I213vLmuJ11NQN1yI2ol7Qn441I2E/AjhQhMziKyIhU2mGZjy0eOBJ6zS\nhcXQtwh6F4n+g5fg1YeWve6aCY3jBgX/UPGfH/HpF/9hAO89D6/+FWY9KKyrsgqT94Vtvyx2PGJi\n1hRmGo76BTz8I7j7ZGHEOOzSePEYE7ORcPq3vnflKd+68qKRo0awYP5CkqMj/v1MAwef0UVOUamU\n+xjenMNBo8v1mZTVyCQMSl6E64bkkyZuOMSZQ9FwgxDw0TUYkVYJFDNaUihLCQ16y1VMVUH3bSJJ\nJ7QldCCdSkZlx5MADFWnatmUSiUyyTSuVcWKFJoyQjsZUkBbNknRctEjHx8wVBXH91E1Hdf3MWQI\ndZ20K4R/OuGw19Qc9U0FWvfajWw2S9Xqpm2YqN5etTwSicSA2M/V1VOyqmw1aeqme20+LkpJAftv\nHvGDh5ZuND77n10XncCrCfk3akJ+Nix+HTrfGXQnkWQROFq/iRDvdSNqIn64sNLHf4JrnzAQFv6+\nmujvWyj6wmLoWwzBkMqcqiEs/80TRN/v89/fb4hpI6NIvI/3XxCZTV59GMpdQtSPmAJjd4YJe4jg\n5piYtUXgw1O/gNcfhR2Oh+NviwO2Y2I+nUj5bG7qz29+5Lf5/OiJne0djJs4gXwmQknmycxs5KKT\nm/jW9wq8/Gya298psu2YVhaXAxqTCps3JSi44PkBFVcY1zorPkldIZ/Q0cwk6YRB2Q3JJXQCxYy8\nwJdMfCw/pKtkD2TXMRSJZMJEUzXShhZ5gS8BlG2X9xe3I6sieNf3Bl1467OD1nbPCwg8h+qHwvwq\nNZebpaUqwZKALXIae++nssN2PvNe7WXTS6r0tndQKA3qA7fm11+1PJIJDd1I0NdXxLUt3pz1Cge2\nXBT+4kZVPvE4hWOuXbBRiLvPhgW/vBTmvwwLXoYF/4GFrwoXmwG/cEmI9obRMHU7IQYbNoG6UfGf\n3PpGVmqZelph9HbLHgsD8dkOCP/aDsCi1+DNx4WP8VBS9bXF2nBh7c8PX7Zlm8XCbW1V+XQqIk/9\nwldgwSzRFr4ClaXiuJGGTbaHcbvA6O3jnaCYdYeiwr7nQ7ZVuIP1LYJv3i9c72JiYj413P7bZ996\n5KkFEzs6CriORXNrC8mEhKaFpNIRc1+RmTBC4e8P5Zi6Zzetb6pU3RArUhjbkETWNPTQAxQM38MJ\nQZcldBlcFDRElpu0DpYfksCWPFRsVBKqT85UKdg+rmpil3tIJkxcu0KYaZWcUglDlegtWwPivuRG\nJCRQtWXlqCFD/959UmVA5Pdb8X3PJXRdQGGLKTIvzJX58pddnnouYtPa81zHIpvNDozZL/J1I4Fp\naOTzWfr6YPLWU2AJ7LVTL1O3SJFLpk7eGKz4G5fAjyLxx7TgZZj/n1r/kgh07SfbKqy72315UMjX\njxLW35hPF7IyGN8wattlj0WRyPJTXFLz+R8S8LvkDZg7Qxz/MJJUC3SupQNNNwqRoydF4LOeFPUC\ntIRwFwoDsRsU+qIPan21p5butP91O0U6y34UXXwPx2w/GGfQOimuNRCz/pAkYb3PNMMT18DPdoEz\np0H9yPU9s5iYmBUkmWieuGB+O9lslswQcZswVWSvwuxFJ3P2z2/lzC83cslzDn/+VQtzih1M2H0z\nslmFwPFIGRrgoacT9FR9knpEpBqoqoYhh0iBi2KYJABdDkgqEm4k4/ugayqJICSBC5k0Pb09AKTN\nHlzbxQUWd3RQcgMakwYZXQVUEqqCpgnjmiGDE1K7bxB4zoDINwhwEOdZrs/UnMkxX7Q4/ByZD97V\nWdx3GpJXwnGXdUAxDQ3XscjnszTWJ/C8gHRKJDPJZEfw74dL8uf3TvHUCwF7mflbxyvNty6Q+0Z8\nmgNwP70uOlEE3e/D+y8OEfT/ERZdACTxx9Q0HponCh/t5glgZj9u1JjPEr4zmPWnvLSW/rMwJBVo\nQWQIciriXN8RuwJR+PHjSopwB0rWQTIvdg6SdZCsh0yT+E7WjVx7OwUxMavL/Jfg4R+KWKPjb4Ot\nDlvfM4qJiVkBnviHMFzJkU19g3B3kfBJJyUMXWb+EthZGccLTwjvhOempXhtpoG0R5rtRmSwJAXf\n83C9iMD3WdQ9mMZbVTVUVUFSDQw5JJ3NA6BLIYap4dgeJdvDjWTKtkva1Okq2SQ0md5SGc8LKFkO\nju9TZ6rosiTSYnoOuiyhqjLJhBDdXhBiVS3UWlafqhsQ+MKmX3Y83BD4oMyZp+vstbPNjTeKPPwj\nvvoA2203nq6lYge/Lq9StjTkyKZraQHdSNBY3y/sDXq6q9S1tvCnQ3NceIPGNVeJY3+Y4RCNSFIq\nFO/r7Os5aq19YGuRT48F3y6LnM3v/Uu0ec+JwEwQ/soNY2D052oBlxNEIKb+KUk1GbN+UI1B95wV\nJYqEtd53REC2rIjv30BfKygWE/NpZtR28OUb4G9XwK8+DzufCEddB4nYQBITsyGTTAj3cbsKmga+\n52PqEr4Phg6bb5Nlxo809viaw3Wn1rPNrmVem2nQvmQJ4bhGEo6DpWm4Xi1dpa7h1Gxaaq2oVOQ7\n+Mrg/5ys1gpRmRqW7aCoKrIGRdsdcNkpWi5WuYgbglrLpiObCbAtlJq41/RlPSkSyZrYd8UCwFW1\nmquOh+v7DDdV9trZ5uU3pfCwg0L57tt34Iu7TUXyStiORy6jU60GJJM6kAAKmIaGouno6kcNdclU\nxPsFlX3GaIBDuVohk8se2VbfNHdJT9eENfMJrTs2XIFf7IC5/4B3Zoh+0auDltO6kTBia2jbTLg1\nNIyJfeVj1g2SJNxoFA1ir66YjZnGMXDMzfCvO+G5O2HOU3DC/8Gme63vmcXExPwXclkJz4OqZVIo\nRrQ0CHGfSsrYtg/tRV6Y83WGPXsLr800OOfRDioln1vu0qhULBrr81ilCromoSaTeCFojovdL/Jr\nwj6QNMrFPupzWUI/hJrIb2rM07W0jyjwyMjQUXRIGAZNKZ0lXhINBopmOSFYrksmaZLWJNJJIUn9\nIKQQCGHfjxtG6LJE1bcpuz6O7ZAjTdVWueYSU37ypR7eG38Vba3QscAnl9FJJhXMhIHvBfj+YKRu\nv7jXlGDALWhpnwOoLJmlM/aQEqMfqOMlpx3TMMgm1fHjRm8SLVy8+FPlsrPhuOj0LoS3nhK+0XP/\nLrLZgLCytm0OwzavCfrJceBXTExMzLpk8Wx4/CrxO7332fCFn8Q7pDExGyALFhVx3BDfhwXtEnJk\nM3qkgaoKy76uyVTCNH85+2JOOfkWnvhDlqN+1c1JuVG82NLFnluMYZO2/MB4PX1V3CAC38Ov7U5r\nukl3qUpDJomqClGeSyfRVKhUBgNZQ9/Dsh18ZMqWQ8V28IIQz3XQdIOUMigxfd8jnUpiO4NpsauO\nK1xxhrC0WKW9t8g2lTTfOKPKDVfmmLR7mUy5j9P+VeL9Ob0Ui8GAld73/QGR/+68TrLZLE2NJr7v\nk8kaWNWAfHOOr49v5c93hxx3VD2/vbeHy8+o57fVdkblEnTXpmQaJn7g097R+akQ+uvPgm8V4e1n\nRKGjNx8XKStB+MgP2wI23QeGbyXcbeLAw5iYmJj1x7DN4bhb4Nlb4alfwuxpcOTPYYuD43TBMTEb\nIKoq3HUKfRG2p2ASIMkqENHUIjFs133J734TfzssxZFnlWhui8h0RfzzjffZeuIuWI6wnmsygITr\nC8u6qWto+CRViAIPL/CQFBHA6jqQSiWoFIu4VY98fT0l28NzLDKahBLJVAMNTZFpyIj4gN7eHtwg\nImnoJHUVVVHwg2BA6OsyVN0QVZXx/RBDlWn1ZNRygt2/WOCyK0IOOyjknttHRlYFSVUkPC8QG+2y\nB6qGpoFt+ejGoFHC0CMIAyzLJw+ksgqloijyZabFwiMtgxNJQERalZClEB9oSiUW8l8qBm9IrDuB\nH3jw3guDgv79F0QGEtUQ+b53P134fTaOiX2YY2JiYjY0tATsdRaM3QWm/xxuOlRUVv785aIQWyz0\nY2LWO919AQ15BUWRaGkISCUM5s+vMGpUCk2JqIYBQXuRQ87cm0fPM9hyF4eTd2jltufbOXmHVuZ0\ndTLnnUWMHtkIQCabpL27gh1CNqFTdX1AIZvQ8YZIyJLloaoqXl8ZEBqur1AiIfs0NKQoFavkTJVk\nCKBTqZQIZAVDhnwygecHFK3BvPX91nvfr4l7qwJagh7LY1JPA8mxQTTjfk265OIS2+/n8d74v0iF\njj4SCRVw0NUQWVEJhuwAuI6FaQiDcRBEJBIqiVo27WxXjp6uInWSTK5ZoqVVJrFYvD9VVWlNSlQj\nibSm0KPUMXrEiCgol+iqWBusNX/tCfwogo63hKB/4wlhrXdKgAQtm8LUo2HUVOF2E/vPx8TExHw6\nGL0dnHAnvPE3eP4euH5/GL87HH45TNh9fc8uJuYzTcVSyKRldEIMXSYKfdraUizpCGmsl0nokMnI\nlNqLLMz/inMePYnrDm6h0BkxejMf3mjmgRff5pT6FKqmYegq+B7NuSRFy6M+JwpGel6AgkhlaVsW\nHiq+76MYJlLgYvshPjKe42FbFmYigV2rOusGESlTpRpIqOkM+B6aaeJUbXzfw5F0vJq4T+qycNPR\nEqiqTKrXIjnWiK7/fZe073b1TH+rmwsP8bjwzYksnNtH52KbZFIRPvdRCJLQl9WqsM4bujBEaHrN\nMyQSiwq5qTma9+oHUkuTqD8zclyA9b5Pa0Kn1ZDodCUMOUJTJOr1iB5Xpa4+R7qxaWF9Kvf3UOH8\nvmLh3+voY14h1qzAdyowZzq8/oioiNiffz43DCbuKf4YRm4Tp6qMiYmJ+TSjqLDloTB5f/F7/8Lv\n4No9YNK+cMAFIhA3TgMbE7Ne8P0IvabuTFPFEdqWqhWR0KG31yeVlJl67JG4L53G0Wf28sAt9Rxw\nbJFbvl8PwDsLuxk/QlRQb6xPAZDyJQLHwkgKkT/g8hJ4RKFKQpMoWTamKmOqMlatsFTF9kHxcR0X\nzw9wQpHrPpCVAbcfAM1M4toOBCGabpDWXNwgIq1JuLJMnx0wgQxHHtUnSemIEfmAR2+SKcv70L2w\nPPD+PY+aJR80LcIbdOsfqG47vM3AciLy2UEZ/H4lIpNtBwaNzqUAfF8irQ3uUHZaAc0JhaQUkcPB\na6zbA3iRDcxtZ/UFftc88QP/2iPCSu87ohjQqO1g2y+LPj9s9WcaExMTE7Nhoeqw9RHCF/+VB+Hf\nf4Bf7idSz+7wVVE4a9jm63uWMTGfGQLPxQsMKtUQ05TQNZl0IiSfiXB9CduNUBWJUsmlNV/ilxef\nxvFH38qzDxmceFMfo8e1c/kZjTz48jw+11Ngt+02RdU0XF8BPBRVxQ98koaEVAuqTWWzqLZQ0XVp\nFct2BopUWY6DZppUKhaaqiBpGvW11Yei6gS+i4dKFHhEvoNOQNJQsG0bVRUFtwA+6C6xsKuPnF/H\nHl9zOWO3Bu6Y3sO3jtmNs5/6M1axQEenQzKp4Hmgagq+J1Y2tuVQKLlks1lsx0PTFFQVrCqUiiHN\naoWWydtIhdmzaB3eAvTSMrKPhK7SmlTxgwAXdcCFaIQho0ohvZZHIVIZYXg4fsjoESMit+q8U6xW\nv12xKw+v44/+I6y8wPddeOfZQVHf8ZZ4vG6kKIYyZkcRHBsHxsbExMR8NlANUR18yuHw7j9hzhPw\n+DXw2NUwclvY8XjhlplrXd8zjYnZ6PE8QIFyJcI0AgxdJpOKsFwJywrIpFVkRcX1Qr76myv5xYlp\nfjP/Ok4a1cLNTy2mpVVm6vw0L37QTVN9O5PGtOK7FhXLJZHSRfykIeRjKpVAU1W0tIqsGxR7+sil\nVVxfQZd9NLnm865JeCFkdXXAVSfwhYVeUkBSNFQlwNQ1/CAgn81QrtqYpkmxYqF1WxxUGcll9y/k\nyElNtE2Qoml3StLZT/2Z0Cp/6P0LYe/7fk3Mq7iORWN9gnRKZWmPRTabJpMM8D3xPsZPHsdrsx22\n28Wn0BnRMEynuSwxcpMkfVWHkhuQTKoYtRDRBbYEis6WaRnXD0hpMl3liJZ8Ynw+m3iopakJu1I9\npVCt3LYOPvLlsmICv9Ausia89gi88bjwpVc0ERy7xxkwdqeVKxYUExMTE7PxoRrCPWfTvaDaK1If\nv/kE3Ptt0do2F376E/cQfa5tfc/4043vCtdYt1LrqxC4g4X4hvaBu/zHAk8ItihcTh9CtJxjSINF\n/T7cZFlU8/7wcVUHRRffEc0Q/Yfb0Mc1E4z0YNPMOJB7JVAVsN0I3wswdB3TlJBksC3wg4go9FFV\nDQP4/EVn4r5zLYXA56ozmznr6i4u+eIIuiKf/8xrJ580QdXw/AC/WgUgZSQIfQU/8AdEvlX10cw0\nvu/gBxa6DHq/a4umoXgRSijEvdnvQ+T66KkUcuhSDDz8ICCpq1RdH98ftN5vRobFtkN+ikxvFPLT\nH9jSLy5vjLa5TJIWdi6b5z6ZFNZ7VVVRFbAscczzArJZo3ZbVPaFEN8fTNeZypWxyxLphEMqq4vK\nvbpJixFQdTxcP0BXFQw5pBTIaIoQ+APPlwLCIMA0DEzDuHV4a+uti9rb18sX9+MF/l8vEb70818S\n99ON4kd5zI7C9SbOgxwTExMTszySdbDNl0Tr/gDe/QcsfFUUzppxszineTxM2EPs+rZsKlr9yI3H\nfz+KwLMHBfgyYnwFe6f8X45XRVXt1UYaFOWSJK69JA3eHxDpQx7rf29RKHrCwfthuOz9SKQjXO25\nSnJN7KcGRb+ZWXYRYGbE9y5VL/pkPaTqlr29kXsXaJpotitEq+0p+KWQXEYmaUZ4WQPf8wkiFUOX\ncQoFWpsUfnDuedxXvpp7/6eBV57VOfCUxXDrMO4vvMfMOfOpS2g01uepAzTTpFjxUFQJTQ6JfImy\nrWCY4tp6voeqqBD5uJ6YRzKpo2pg6EmUWq78UDJpyIrnOLZKNqER+BIVyyXyA9KpJEUnZNQSCXT4\n3d87OWnUMJ58qZ03no048a8fSB0LelG1fikrhHa1GpDNiqBfZINq1anNQUHVFHIZHVVTgIimBokg\nlEg0t7HUb2D0OIfuxTB8IgSdGRgLDaZMf2YgTZHxgpARSZmF1ZCUYeAFIe+WQ5KqhCtLZHTA9ZE1\nnZJiMry1NSoXS+vcmv/xha5OVyLaNocx28MmO0LTuHgFHRMTExOz6oQBdM4V1ckXvgKLXwe7OHhc\nNYTwb5kEDaMh3QSZJkg1ij7dJAScnhTnyquQVjmKhOD07MHmO7V+yGNudSXEeXnZ89yqaFH4yfMZ\nimaCaop+oCWW/1j/7aHHFF0EQff3cq3y9tDH+qtxy+q6W0xFUW23wBd94ILv1W57g7sJ/c13wbNq\nzRa9aw0+NvR2//H+a/9xGGlI5msLgQZhuMy2QrYFMi3CjWxor326SpbPeG4pLc0GihzQb9T2A0in\nJHw/wvd8NMPEc2wkxSAKA0xTIj8sx8n6ZH5yWxfXXdTAL+5bij5e4axxw5iWWkA+l2abESIA1zRN\nsgkdM5HA8wLy+TSeVQKgWPGoz4sc99WqSyqbJZcQ3zHFSBE44vNxtTyhbyOrJn61AEC5bOFUS3ie\nR6Fs0dFXpm9RhWxXjvvKi/n7lSkWVxV6X+9F3ekOdj56XyzLRdUT2JYQ8aqqYln+QKGrRFKho71K\n19ICo0fVYyYMSkWH+gaDXCpCUSSqVsD7s97lJ186lj9P62ba4wmO/qrNvtvVM+XgRjyrSslyKFRE\nTk0vCIVbjqHR6QpN3GN5GDKMSA5a9BfYElVfFNtSVRXbcejo6lpnIvrjLfjffCDOeBMTExMTs+aQ\nFWidJNp2XxbCr9oLvQuGtIWiVsprDwvh/XEoek3cGkLoSjIQ1SzLMFCQPfBrrik18b6ywrsfSV5W\nXA8V2ImcEIqq+dFzlivUPzyOsfHWgZGkWkrstZwWOwzEYssuiYWjUxa9XRLNKQ3ernTD0nlQ6a2l\n8V4OZu0zHSr888NF3OFAG77B7AwkEipeINJBqioosgioVWSdUAoxExogMtnks1AsiXP6Fhc44uc3\n8ePzTuXWvy7l9L2HcfNTi9nmwCrBzEZmLeoj3MQka8ioioIbRChegKYpItA2lalVsfVo766QTYu0\nmsmkTdVLk0kL0a8YIiOPLOuRrOr4dlHyfJ/It8kkVZwquH6EpJv0LeqgzU3ylW918/wNaS67Is30\nxb1865iT+d65R9LdXsIPZFQgkVCwrGCZa2FZPomkWFzoRgJVVZHwB3z0PS9Ar+XFrx83iobm1iiZ\nWip1LZSR0h81fmvqsothLwhp1mU6XYn6hIYug+u76APnhaiKSpMSsMTxURWFtrqGny7p7f7umvm0\nP56PF/ixuI+JiYmJWZtIkrDIp+pFXNeH8Wyw+qBaALsA1T4h2Hx30K98aN8v7CWJgax1EjU/cKPm\nB17zB1e0Ib7hQ/uahXt5lnJFi3eyN2RkRSy0ErmVe57vioVmf6v01G73DN7ufl8sCpwP7RJIktgF\nqBsJ9aOWFf/1tceyrevke6NpEVY1wFBCNF3B8wKSKQ3dkLFtH02TUBQJUhqWI6FrwooNsO9x23PI\nme9wyeQc1z60hGP3aOa2R7toGSmj3DqMl2bOY/IuY0mqIrWlj4xtebQ2ZuktuaRrFn0CB9uySGkS\npWIVilVcO4mhqyQMkVmnUlkkqZqGbqbRVBU52YBV9VEMD7yI+f94l5HlBg48rsK2u0VccEqCJ1/q\n4Yyt67li0XUsnNsHskIioaBqUCoGGHpEEEI2q+B5IVpCwfd8kkmFQgmyGQXLFoG3VjXA1CSCmv99\nprGR5nyDpLdI9L2VBCrUSTLtfRUaDAndEDs5fs0679UqaPWLfICKM5iPs8OJcCOZEUYAqKQDsZ3S\nF8jfySdTS/uqlZ+u7e/CuqtkGxMTExMTs7JoJmitQiDFxKwtVF1Y6rMtn3yuW4VSZ611ib5cu92/\n8+TZyz5HS0DDJsLVuXGsaE21vnGMcDlbA+hKgKqolCoBTaaK50bICgR+hKaLCreuFw5YvH1f3Pfc\nAN3QCUslLnyzwFWTc9y3qJsTNsvz3Uv7uH7pe1y20zDefamLOXqVUVuORq/amIbGkg6PbDpJ6Hsk\nTCHgXccFQ+zWaDL4nke16uIkffxaYnpDV3F9HyOZwvFlZF1nzr/fQnlfYbie5qbCfGbfpnHBKXnu\nmF7glANK3NLZxfwFBSzLJZFKoCoSmiIs+J7roekRYeCjaiYwGPfRX8HWsgLKFZ9M1sB2xKLAdmDE\nKIkJe+9FVP4Hr74G7a9KtDSF9AKNdVmW9hbBMAAHVVXwhgbWGhpuEJJXFaqOR8kNaDEUxmQ1PF/m\nvZKPrGqEtaBhxTCuzmdzV/cVC2t1xRcL/JiYmJiYmJiYFUVPCrHesMnyj0eRcPnpXwAU20UrLIH2\nOSK7lFtd9jnZlproH7IA6G+5tpWKNVEVQNcIwghJllFkiSAYdDkJgxAQbiRROHh7KJXhJ3Lh7v/H\nHdML7LtdA9/8j8cl93Zx1tYjUMsJ3pw3n6mbTSCpRVTdmttLIASsHwQkDV1UrNUk+koio47teCih\nj1IT25WKhapphK6KoRu8+dps7FdMcorKL55azKMXGVx7fR1PvtTDRV9x2f5/7qG9vYTjfvRaqIpE\nv/08CCI0xScMfIJQQ1VVwMcLQFXCgWq2Mj6g0+9R07jp5ngVYZkvFSOyhsYiNyCUdZGT3/dAlnDD\naEDU68rgXHRFxlNkMjq4fkCy9j5tWUcKXRK6Rrm2Y6CqCoamD3c8d9EKf7ArSSzwY2JiYmJiYmLW\nFJIkXJzNLDSN/+jxKBJuZoXFQvT3LR68/eYTUOxkIHYEhGtZv/X/wwuAprHLWP/71wF+EKHIMYf8\nGQAAIABJREFUMlXHI5MxKZV8kgllQOgHfjSQHtJzAzRdqFzbBpMSlz95HXAdp7SZTK+4/P3KFEdO\nauK+8nuwUOOsrUfgV5bwulsmuVkTgaRRsR3KnhDIhuyTMAyKbkRXOWSJY2PIoFUjfEXGlAIkVcMq\nLCH1tkVHl8yEEQr3LeoG4MjhzXzrewWmV9o5YXgT/9fzDl1Ly8xfUCWbTQy4FfWLc1UBRZGWEfqO\nK5FIRESopFO1yra6hqYFaBowJAzHqsDE3bfgufsNWppCpv0txcSpLq+95WL7zaRMlZ4qpFIa1d4C\nqqqgqgq+L9J6JoGq6w8IfwDPD+h0JfKmhuvLVP2Q8dmI9qpEpVwlnU4vZC1Wv40FfkxMTExMTEzM\nukKSBuMEWid/9HjgQbFjUPQXlojbHXPh7b9/NFNQtgUax0HTWJTdfwmEhEEAKAOCX5YiFFVkjInC\nCLcmxE1TFcGmmkzgRwRBhOfLaCURdHxLp82XW/eI9pzyknTfIp8j08PIKSq/mb+YudNCnn24npf/\nBn5mCYm8Evn1SK/2+DQmDSYPT9BWl2Zso47rRdiWhetHWO92RGFfINk9Om1tEV+9uJvND4R5L6TY\nZ1gdI/IB9y3q5urDLO579iT+r+c6upaWcZ1lA+M1pZaJNVw2uLZf6KtKSBhESMqg1LWsQAQie6BK\nIv4gDHz8UpEJWzXzv6eWmLpLmmee0PjupT38fqZOe3OZloxBfRJcVLI58K0KbhiRTCXBc8VtXcUN\nawszQ6PLDrEiBR3I6Aq6qlCoumQUMDIJFpVd6lO5Z3oqhT1X8Zv0scQCPyYmJiYmJiZmQ0HRoG6E\naB/mw9b/oYuAN59E2UsYhE29P8BcHRDugR8hSxEoEmEQIksMBN8OvLQi4TohriOO9fWV+N70v0i3\nfekk2mf+gxv/tJRfntvCRTs085PnO5lwdAdjr0zxt7vqqSxQpewCOKBRBiuiXO2MFtGJ0yhJxlIR\n/R72BVJHlyzlFJ3Rm/mcdXUX+Sky86YnOOV4k/PO6uXgM0IevUqm7pD/47QfHEnX0jKlkk8QKiQS\nNb/+IepVkhWiMBjcnRjijiQrKhGiNsBQfC9A0lSCIEIesgCY+4HHlrv0sbCvjuEToVIUGYd0RUKT\nNUxVpVy1ccOITEIE3jqaju65AGQSBo7j4lruwJiGDIaqEkYKiuGCG+C6gdgBgD1W5quxMsQCPyYm\nJiYmJibm08AnWf8ZFLiKIqHIIUEgL3NM05WaHz6D56kSlbJHPq/S3e2j6QqVskcqrTFquMrVL9/F\nG3Oq3HHQbhxydCcHnxFy2YFNfPCGypZfyHP2z+fQulUEGZm500J6ugzeeD4lFXrEa+Q2Rxq7WZlh\nY10mHCTT90rIW68YnHdYG81tEQd+rYfplT4unAJ3/GHr6A/tf5f6+ko4vULcW5aHaYREYUAUgueD\npgnL/Yct+MvDG0xwM5CXPgx8+uMPgprlva97DDsf1MUf7wrIT5Ex7TzlpR149eOIZBXPsqjPJFBr\nvkFKGOC4Hmg6hgxOCIaho7s+ENKoAwTkdQ3DtSlqOgXHwzBVsD8Uh7GGiQV+TExMTExMTMxGgKzI\nBEGAbqi4nkiV2R9s63ohQRCioQwI/f40kSDEf6Ui7uuajB2EwvrvC0G92aQkN7S/RTGAMzf/Igcf\n+CwX3higpdqZdqfE2zfW8dpMg+a2iERdwMhxAcM3EbsDi95X+dtd9XQuETsLux7msNkOFX4zv4NH\nr4Jpf3SY1f1jrnz7WwCScMmJ8DwfkFBkCUmWgQBJVtDUQcXeb8Hv98uHQd98AE0JSJg1v3hPWPNV\nTcF3XYIwwvM8VFWj2lWibfcDyI+9hz33EouQSc0wa55F885NFEollGQGx7HJJsANIsrVgHw2gx8E\n2I5H3lSwbJu6TJIFtk0xFAG3xdBjeC6NU6hgyzqO56IqykDazbVBLPBjYmJiYmJiYjYCwiCsCd2I\nofGbruMjSwqKIrLqVL0Q0xQS0DRVKuVaCkdFIqhZ94e6vJgmFApQrpRJp+DiF+7nnpO+x8yL/sn+\ne77NwRf6HEwf86YneOlJhUXvq/x7pkS5lvEm26xGkye9L+12RJKdDwrJT5GJlkRcfZhNWf9KNPbY\nA6WTf3QkfX0lPF8aKFolKzKhH2G7EZoW4vmgG2A7EbqhEHgOiqwwVCcrioQfKcsI/n76XXV818IP\nZGx72QXO+MnjiMoSYzcr89YrBi2tMhTBdsVCRQpcosAjncti2Q5+EKArErqi4gchnh+QME36qjah\nYkDoUPVD3EhmaalCa1LF9QMsX1TdxXE/Msc1hRRFH63WNcBbz3zMwZiYmJiYmJiYmA2FBelt8WoV\nZvv7fh97RZFw3YBs1qBqBSQT4lgqrVEsuAPnADVXHY9sTqdYcMnmdLqX2uTzBqYpXsswJBKJNMUA\nHrnxKZa+NZvO1/5Mk7oYXV9MXVNIrjENQGFpmflvKTjeCDrtyWx19LGMnTKGvY/YDssqU66IzD62\n7VOp+uRzxjLzt50A01AoVQJSKZNi0SKbTRB4DkbCpFT2CAMfTRW7DamUSaVio+tC0ftBhKqplIoO\nqqoKNx0lJJPWsd2IdFJCliK8QOU/P2zh6PNSnHVMU3TkUX3SDVfmaP78JjSa8kDmHClwiRQdXQ4o\nlgddbfxArDSSuspT88XjxVKJtCaua78bT5/t4Xk+tmOzqL19rWTS+ViBf+mll8YCPyYmJiYmJibm\nU8IPj15rcZsfJfBhxq9g1gMweX84+Q+Qqlt3rx/zXxcHn+ii88Mf/nDNTmUNcOmll26Q84qJ+TjW\nxfd2TbzGS7fdxsOnnUbbttty7COPkG5uXkOzA7e3l/dvvJH3r78ed+lS6nfbjXEXXkjzQQchrYMy\n7uuKKIrofvpp3r36aroefxw1k2HUN7/J2HPOwRw2bI2+1nPXXcdj557LyJ124ugHHyTV2LhGx/+0\nfG9jYtY1n/S9/Z/9tieVb6CLFJMaEgAU3JA+yyVfV0dGgVTNZeTdgnCRaZB8mtLCtmpVfQw1wJMT\nLH1lPluPn89RPylz0Q7NIij16UO44Ilf0LVUWI3DIOTuO69fi+94OSgq7HWWSNP51HXwk8/BKX+A\n0VPX7TxiPsKKl0aLiYnZqImiiGcuu4yHTjmFcfvvzwlPP73GxH1QrTLne99j+qhRvH3JJeR33JGd\nn32WnWfMoOXggzcqcQ8gSRKNe+/NDo89xm7/+Q/NhxzCvGuv5akxY3j11FNxOjvX2GvtdM45fPne\ne1nyn//wm513pufdd9fY2DExMatOfSaBpOpMakgQaqIpnsPonMnoZMjIpjoyiRShnmZcTqNB8rH1\nBLIqfGASSRU1maO1PkVpaRfNI2wohbSMdVn8Xh+ZtiYcJ0KRN4Dfzy0PgaN+AU4ZfrozPHEthOEn\nPy9mrREH2cbExBAGAY+ccQYv/e//MuVrX+Pzt92G8uHEwatI52OP8frpp1N97z2GHXMM4y+6iOyW\nW66RsT9M6DoEfb2iFfsI+voIC7X7hT6CUhE5lULJ16PW1aPk61GG9tkckvLRsu2rQ26bbdj2979n\n0yuuYN611zL/1ltZct99TLr6akaddFItM8TqsdmXvkS6rY3fH3YYt+20E8c+/DAjtt9+Dcw+JiZm\nVXm3JDGlOUtBTtCcSiO7ZVJN9YSujW5k6OnrJdTTvNfVS10+B7kkrZHw25ZVEyeUycsOJc8g6PWZ\nsqtL3zyYOKWPGY9qjD1224HXGpr2cr0xbAv46i3wxDXw5/PhzSfh63eIQlwx65xY4MfEfMYJfJ/7\njzuO2X/6E7tedBH7XHHFGrGou729zD77bBbdfTepTTdlp7//nYbdd18DMxZEnofz7ltYr7+C/fos\nrNdm4S1eQGTbyz1fMk2UdJawWiGsVpZ7DrKMvsk4EltujbnF1iS23Bpj3KZI6ur/VKbGjmXLm25i\nkzPP5LXTT+e1U09l4Z13MuX220lPnLja44/aeWdOeu457jnwQO7ce2++Om0ao3fbbbXHjYmJWTWa\n81nKFQsyCaxKmdZsipI1+NvTIyXBC6nL5xhtSmiGjmUNSdjueOhmEqvqoJQS5Jol3pkV0TBMQ3Ka\nmbytuczrycoG4JRhZuHQS+HVh4Rv/uVT4MS7YLP91/fMPnPEAj8m5jNMGIY8eOKJzP7Tn9jvZz9j\nl/PPXyPjdj72GK+edBJOezsTfvADxl98MYphrNaYQbFA5bkZWK/Nwp79Cvac1wfEvJKvx9xiCund\n9kYbMQolV4eSz6Nk8yj5OpRcHbI5+GcYOnbN0t9D0Cua39tD0LMU+603KP/9SQoP3guAZCYwJ29J\nYqttMLfYmtTUHVHyqx5Elpk8mZ2efpqFd97JG+eey4wpU5h0xRWMOfvs1d49aJw4kZNmzuSOvfbi\nt4ccwglPPcXwqbEvbEzM+sBQJSqoBI6Hns9RKHTTGZroiXr67AjXqtKcTdNZLIOZoqevl+a0Qm+x\nhKyaGDIUqsIyX/ECpDaJWddnOPKsEr+9VGX4xOFALbVlKG8YrjoginFN+TwM3xIevRyuPwD2+w4c\n/mNQ9fU9u88MscCPifmMEkURD3/zm7x6zz3sfcUVa0Tc++Uyb37nO3zw61+T3mwzpj74IPnttlv1\nOYYh1Refo/CXP1J66m9ErotkGJiTtyT/peNIbDEFc8tt0IaNWKldB9kwkVva0Fralv+6UYS3cD7W\n67OwX30Z6/WX6fnt7eB7oGpk9tyP3Be+TGrH3VZJlEuSxMivf52mAw7gtdNO443zzmPJ/fevEWt+\npq2NE6ZP5/bdduOeAw7g6888Q8tacomKiYn573Q7IalkgpRRc3dMN6J74YCwRxMpJJuzafzQIdTT\ndJbLJBK5/zrmmy8bSG1l8tt8jvoJ2+D2lQnCAEUBw9gALPhDaRwDx/wKZtwMT/wMZk+DE+6A0av+\nnxCz4sQCPybmM0gURfztnHP4z623stvFF7P797632mP2zJzJrBNOoDpvHmPPO49Nf/xjFNP85Ccu\nB69jCYW/3kfhwT/hLVqAnMmSO+JococcgTlpC6Q1FB/w35AkCX3kaPSRo8kddDgg/PudN1+n+MQj\nFB95gNKTj6K2DiN32JHkDj8KffjIlX4ds62NqQ8+yKJ77mH2WWcJa/6VVwpr/mr45meHDxcif9dd\nuWu//Thxxgwa14AbUExMzIrzm/sfWmNjnfoT0V8yS/SXPVs70JBeY6+xVtBM2OfbMGZHmP5zuHoH\n2P8COOQS0FZvVzfm49nAlnsxMTHrgukXX8zz11/Pjt/+NntffvlqjRVFEe9dfz3P7bEHhCE7PfMM\nm11zzUqL+8hzKT45jQVnfp13D96Fpb+6Fm34SNqu/CXjH3+B1gsvI7HlNmtd3P83ZN0gMWU7Ws6/\nhHGP/YthP70JY+x4um+7gXmH7sb8046lMO1BQmf5MQD/DUmSGHH88ewxezaN++7LG+eey7+POAKv\nWFyt+daNGcPXpk8nCkPu2ndf+j74YLXGi4mJiVllxu4Ex98Ok/aDv10JV2wL772wvme1URML/JiY\nzxgzrriCZ3/yE7Y77TQOuPba1QqoDRyHV085hdlnn03zIYew26xZKx1IG0URxcceYt4R+7D4O6fj\nzJ1DwzfOYOxDMxj1v78jd9Dhy/jPbwjIukF2v0MYedNdjHvkWRpPPxdv4XyWfO9s3j14V3r/dDeR\n533yQEMwhw3jc3/9K5v/8pd0PvIIM3fYgfJbb63WPJsmTeL4xx/HLZW4c599KC1ZslrjxcTExKwy\nZgYOuAC+cBWUu+CnO8H9F4C3ckaRmBUjFvgxMZ8hXrz5Zp76/vfZ6vjjOeRXv1otce8VCjy/334s\n+M1vmPD97zP1gQfQstmVGsOa/QofnPBFFl/4LeRkiuHX3ca4R2fSdMZ56CNGrfLc1iVa23AaTz2L\nsQ/NYOTN96BvMpaOn/yA9446gPI/nlqpsSRJYsxZZ7HDk0/iLl3Ks9tvz9Knn16t+bVtvTXHTZtG\nub2du/bbD6dUWq3xYmJiYlaLMTvA126HzQ+Cx38KP94G5v5jfc9qoyP2wY+J+Yw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Yj+50P8EKjcjtz7KdJbb94/PBYx6mLwe5Br30R6AvuJqAS0k6+Fkj3Ib94yncd+zBQsfQfTNPcV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\n9dZbFRTEMfm+aNKkSRo7dqyee+45VvIBAJIo+AA64HK59Oqrr8r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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = nba.get_player_img(2544)\n", "\n", "cmap=plt.cm.gist_heat_r\n", "grid = nba.shot_chart_jointgrid(reg_season_fourth.LOC_X, reg_season_fourth.LOC_Y,\n", " title=\"Lebron 2016-2017 Regular Season 4th Q\",\n", " joint_type=\"scatter\", marginals_color=cmap(.3),\n", " marginals_type=\"kde\")\n", "\n", "grid.plot_joint(sns.kdeplot, cmap=plt.cm.OrRd_r)\n", "offset_img = OffsetImage(img, zoom=0.6)\n", "offset_img.set_offset((600, 584))\n", "grid.ax_joint.add_artist(offset_img)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": true }, "outputs": [], "source": [ "playoff_df_fourth = playoff_df[playoff_df['PERIOD'] == 4]" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from scipy.misc import imread\n", "im = imread(\"Lebron-James-Stare_one.jpg\")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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us8JvPuJc7rdJc1Zak7iKRAXbDdqilwsc6OB7V00TcS/L+7yEuvKmOWalEy0o\no5pOuWG78goZl5aiQx16bVEyXi9fH1A2fjwhGILw1qqZYDTJttAIc72SdItovFtZgRj59Ue1+bVS\nzUpGHRp56WDhWU4+Hq0+6JXVBKnDKoFGBduRhEZV7XSKxHY4e9vpYWXjeOq2fhCiwI9EImvL1V8K\nSahnXAgP+OX1Hs3acca94b5Phy/8b/jSe9d7NJFI5A6IEcdsR7GlK3QokGqObVOWO29tsaOlmFR1\nSLK1Cmk6zK6Ido8e89SP7DAahWalSg000Xutmzh5EMy1+OWE2wNq3DeNpA6w2RyC0fVrGbf/rIjq\n1ZVxxhNzR2LfS6gENOqIO15XP3S5bX7WstwMa3zsyzkBWpEkCVpbtEo47Yytt/djOibEJNtIJLJ2\nzN8Ab3kiTG6GR52A5TCPlPs9E677f/C+X4Uz7wfbzlnvEUUikTsQp+7oUAyFqWnPnmFNe0Kzc8sE\ndz99klOnNDturPn8tQP2o0FbRDVRa+UYb8U6Ev1eeTwCIihRGJpEWZFQTQeD6JWSlFqDlxVxb4xZ\nSd4FGGtcdbAIuIy2K7Xs4x9PwF2edDS/j84z3sBqVCJTKYUXw6jJlPIaP7IJqZCAPBqBUh6lLXhB\nlEIQCleTWo3xChFDXQqtNOFhP3tXRIVzHs9EgR+JRNaGuoS3/iwM9sNTLoP29HqPaO3RBh75+/De\nX4Z3PRNecuXJP6mJRCLHDVu3ToH3zC+UJHMVtA2THdg2nTDZ6jLRrUlEmPPCt3bXXDcUKhQtBbWM\nBDQYJaELrdYYHzrU1mMJtWY5CO/xXqib8pl+1CRrrAb96vrz46J8tVd/dMx4Y6rxZlXjlXWWVwKU\nR6tQMcc5t3I95UEMoPFeMNYRStZrQDU5vmp5UqIlNAXT2jbRfYs1CUo0KV062tLCsPHcCQ40GB2f\nRItOJBJZG/72N+HqL8BP/y5sPmu9R3PsmNwCD/0N+NEX4Yo/W+/RRCKROxA20VgLifK0UqHbNihq\nUuNpWWGqpdi5RXHeBsU5M56NiWOK0MAJccGOY1ZsKuDxyiMSHgdE3cWHB2BME2H3N18FGAnxcXvO\natG/7OEft+KMReXHxb7gQnUeXPDOy80rAmmt0cqOWW1WvP1KVq6vUcve/DAOViYJzqNEIwImSdAo\nZjoTaPGcCMQIfiQSOfpc+Xa48q1w4S+E+vB3NM69GH5wJXzkD+CCn4FTTqKqQZFI5PjFhU6yaUtx\nysQUre5BR/8OAAAgAElEQVQEiapopeBrRXfTBKk4tNZs3dJm9ppFdi+VfHsuoVc6vPcUQihtKSFJ\ntRaHMBL9wV6TaIMjdL9VIjgB0CSW5ao2I3RjtwkTBwGvQlddHaL+B1SxIZyf8RUAPSpdKSFpVsJx\n4QBWzqE8WllQPpxfgtfe1RKafOlQxx/ll61ATmpUrTB6VNYzNL/Ce4y1VK7EaI2mzzMecDee8rxn\no4xeWX2A4zaWHyP4kUjk6PKjL4ea8GdcCPd/9nqPZn1QCh7+W5B0glWn+U83EolE1pJBWTEYFLRa\nLTpdSzqdYrqWrZtm2bppitR4proG5SrOO22WR99zA4+52yaedX7KgzZa/tukcOcWbDXCjPIk4ki8\nwuBItMEqhR0FzZUCUaG5lIAWjxuL8qtmVcDTCH7RjLJwR/71UcRf/IpVx2jd1N+/eaUdH2Q+vqlV\nHxKFJVhvmmRaaMplShD2uqnHPyp3r5VghFDVp3mMrh8KCNWAB+9IdEVbe552nwt46sPuQ3vvtUi/\nAoIdabW4P5wE4mNFFPiRSOTosbAL3vqkYFO5IyTV3hrdDXDRi+DHX4GP//F6jyYSidwBcF7hnCDK\nL5eE9Fohrsa7EmOEVivFWE8nNWzdMMXObROcd8Y09zwz4a6ntbnXKW3OacNO6zjNaNpKaCNNbXkf\nIuXCch15rVYsPWaUfDuy5jTeeGlEfrC9r0TQVyO4pkGV4CU0qhLfWH+akpvAza05esV3v2zzWS6n\n2VTMUYJWofuuY2VMy3YfpZbtOUoJFqFlEzZPdzn7jFORvddibrgO+d5uvA9Wn9UcT6Uzo0UnEokc\nHVwN73gKLO2BJ7/pjpFUeyju/BD4wUXw0f8Bd3sMnHb39R5RJBI5ibHT25D+fnq9Hps2zOK1R022\ncVWBMYqpbhsY0mpvwPuSDVNTTHUStm9sc9rWKSpX451hz+55xBvmS+GaG+bpFZofzxdcNV+zVGvm\nKkffB1EfrDoeh6CcwY2i6IAXj5YgekcVbBBQWrPSFdeEiYj36KbSTRDZBhr7jR4TziqcDJpovxCq\n3ixH7x3BquMbW4/WzatWovvGjCYgwa5klUbjsYkl0YbUwHR3igefdRqnb9/E5NIurvvBgG46yea9\ne7D1JcjpG7HbOohurjNWSnQ0ARDlMcbcLNn4WKAOsZxw/Kw1RCKR45sPvgw+/vqQVHuXS9d7NMcP\ng3l473Ng9lT4vf8Am673iCKRyElK9cPLUF/7HP7H38V2EpiYRKY2UFy/m7qsKCtPmkxSFo7JqQ5z\nc/tY6PWZ6kwzNTuD1hZjOogIC0tDbGrQaYthf4nrb9zLTXvnGPQ8V+8asr/nKOqapVL49r4ewwoW\nlr3pmqEXKueAYJ1x4vGicIAoAS/B04/Ho1DSPPvmHFqFxluyUo1nJVFXo3XTUqs5SKHRCmrASHDH\nj+r7g8IYjdYG52qshGRirSExFo0ntQndxDDTskzZFueetpP7X3gPWlLirvk+G7ttDG12bMvYeuoF\n6DMy7Bk74cwZlNWotsLXDpyGuQLvKvRUG9U1oNUBFYBWsSbKP0bwI5HI7efrlwdxf7fHRnG/ms4M\nPPy34SO/HyL5j/vD9R5RJBI5SVE77oo/ezd64XpoWaTTQQOttI1VKb2l/Ux0E9K0RWIVRTmg6g9R\nE1N0JyfwaLTu4iammZ3p4+sSjaKdWpJWh4l2h7p0nLLJsTSA+cUePVeyeXfC/qUh80s1HihdzdDB\nvkJRiaOoDQM0Dhg4j4ii1oIiJKo6AaVDzXxlNE482kvQ7mik8btrHcpbKgXGa7wSlFZYZYLfXxQt\nLRgVavwLDo1GIxglWCWI0SRGYZsqQZNWsKnBpIYuwsbJFqdu28ZZp57K5plN9Pb+mFoKBsMarQr2\nz92IUV1mnWBNC6a6SGJQWy3Sc+iFAqlKpC6gqGB2GjVpkOTYRvGjwI9EIrePG78H73oWbD8PHvLr\n6z2a45M73R/Of0Tw4t/9cbDzwvUeUSQSOQlRqcZsPxW1cydUBdQOJIUusH+ByVaHRARrhN58j22z\nW9g4UVE6jyiFTVOcUtiZDfi6jakrlAvWk0QbZrftRDnH4t4hc/MDiqJgz/5dbN3QJUkt2g0YLu1n\nOByyNKyYX4R+KSyVMLdY4UUovcKh8JIyX1X0mkTdQmnmaqESqLXFePAeCvEkJkF83dhdXKhV74VE\nhWRepYRUa8BjRNPWYLWi9IahJ3SjVZA2vn2thHaqwVisNUxPdkmShDRRnLZ1O7MTk5yyZQMt67hh\n142UC/vwnZREG3btqllYmGNq33WcXs0x3dLIhhnUUhc1txhyCMohVkqcOMzENHLO6TCbRIEfiURO\nEIZLoVOtNvDoV0X7ya3xkN+AH38N3v1L8PKvQtJa7xFFIpGTDP2Nj+KrId4o6A1CSUproJWg2ylp\nVTOYm6O7YYb25DSuKOh0LG1lkarEaQPlENKb0Gna1J0HnXTwnSm0DbaXqQ5MbCqoFuaxUrCx62in\nmsWFgv2+jQmVJtmwvU3tC+oaFnqKsvDM933jg9eIpAxrT+2Cb32IxotiWHq0NXgvFE5hpEYDNhEQ\nS+GEXj1KdG0i8kZhbYLxocSniKNwCmU0WoMhWId844hxSiGJwbZbdDptkiRh4/QMOzZuwSSWiW7K\n/huvZ/dNu6gX++xfWqDdbjOReGQwQO/bjW95TtND2u2NTG7cSTXoY1ptNAXODNBaI4MOsjVF1RP4\nLZuX84HXmijwI5HIbUMkeMtvyuGJb4Cpres9ouOb9mQonfnhl8PHXguPefV6jygSiZxk+D3Xor0D\nPKJTnKvRpUO0QXdbuMUl6rrGDRy6K9S1o9XqggIlHlVVuMU+utMBA5QVoh3elejEQuHwyqBcinIl\nSgudVhvqhKocUNeeXr9kcXGA89DpKNqmmSiIo7Iaqz2V81hrsUDhasrKU4mmUoq6rqGtUSbU6akq\nDzptOuAKNZqqckxWil4ZEne7LQPeNc24LMZ4RBmM9+gkJLm2tKGqBdEhgVdZQ4FGJwktY2glCRun\nZ5s6/5p20uampRtYXJxHlQWmpVF1hUiJryu0qimKHoPFOaQCccJgacD07GbaeojWBSqxiHaoYQ+U\n4VhWzo8CPxKJ3Dau+DP46t/BA38FTr/Xeo/mxOCs/w/OvQT+5bVwzyfGqjqRSOSooq7LEWtRExtR\nU9tCtLiqYKEHArbTol0oVJJgrUV1WoBGmwQxNX5pgWJuP2ZCg+uj0y5uUOJ0gmEPsjhEVY7Ffo1W\nLZIkodvRLM0LrlJBQHtDuz0LBlpth/YKjIGuQFcz2fZUXnAuVLBplYKXkAA7cA4nYSW4qhzioU4N\nSWJJbULtCipReLEMC2F/r8J5YaJrm6h9EM8GDRjKOlT3qSUk0WoTmmFZrbHtNpWASyyzG6cxxjDR\naVPWDuU8mzdu4vvf+grDYYkWsJWjrjziFxgOHDOTU/zX9dewb98+Ep2wfesODJr+/oQtMzNMTnWR\n2oAdItdOoaY3I6efcsxsOlHgRyKRI+e7V8DlL4WzHwz3fsp6j+bE4qG/Hmrjv/vZ8LIvg4l/hiOR\nyNFBFhfRqcVPzqKURrXbqNQg+wdUe/Ziu9O0pidB1Xil0d0pvNVNU6kWXmk6lUOW+iCCmpxFJS2s\nTaFcANfH9wbM3zhH6YINJ03aKC0YY0hti5mNKnSPNZBoT12WaDTWavr9IU47EhWSZXGeJDFYaynK\nGoOiqh3DUjAeQGOMQTmPUDCRaqxJEe/Z72uGLQN40tSjtaFyDvEpxiQUxYC0ZSlrQakEtKalW6EK\njw5lM7VJsZ12SMhV0C+GJLbL9Mw22u0ue3ftpj8coJTQUcHqU1c1Xiv2LM3T7iT0ej06rRZaV2yY\n2gCqzVJP0LYiqRWq2odVDooav3seNs2izNrXzI+NriKRyJGx+2p4+5Nh0054xMtCOYPI4dOZgYe9\nEH7yNfjkn673aCKRyEmEoWkKVTvQIVIvrQ4ewdcOnbRRRlPXHtB4Y9FpKzTDAtAWZROUTkN3WBRq\nsoNMTqK84F2JUNNKEsQFL31RFBRFQelqnCcI9gTwLjSRakpVtlotWolFa42vXRir85RlSVmWeO8Z\n1kJvKBSVoV9plipHr/AUNVS1ULkQ+UcZaidoQvlJVwtOFFpbqqqi1y/wLqwoVF6Cx98BWiFWI1bj\nrQk/SzjvoHAMBo4kDWVCq6rCuwpRitqDF6GqXLg+QaAPhwX9YZ9hWVKUNYUrqMqSsiwohhWDfjhe\nekv4+ZuQa29E+tWyuF/LxrcxdBSJRA6fogf/63HgKnjM/4C0s94jOjG580MgfzD806vgHo+H7eeu\n94gikchJgC8EaofyCkwHki7YaezGM7Dd7fiyAJuQ1jXiSqSjEKMRZwGHTi2y1Edp0M4j++dRNoFh\nj2L3LtIkQU1M0CkMhUuoRVhcmmMwLPEKhsMhHocnCFuDYK3GosI+72lbg0ZRFBWCwxhDVTmGzjFw\nitop+q7G1QYRTVXXpDokzWrjmGwrkJLSQeEUOAVKoWuH957aadxyLX2PUxo0eA1FGQS7bXeYmpii\n9jXl0OGLAdambN08S+2EpV4BbsDiUh/vQWtN7T0WQ9pSVCWIVxR1RZK20DicKhGpqVxBVSUMiiG+\ndkzrhF5xE8lCxdTUdbgNOyBR6LZd0yh+FPiRSOTwEAkVYG74Djz+daFxU+S2c9EL4T2/BO95Drz4\ns6ESUSQSidwOVFXhfUiCRRJ8BbqucKWiHkLaPQ1SjXdDpD8P1qI0KF2jfYkUBdJtI70BCkW1by/1\nrptI2m16c3MwMY1uTzCxYQrfUmiVMDnYQl07vBb2795Lr79Ir7fI4tICxbBPK0nRRmgl4W9cXTq8\nrwFN2g6lI1VbkdQO6xSD1DPhFUXp8d7jaOGd4L1CaUIDLDH4SvASVh4sYJQhNQoSReEE3zS7qkTj\ngdo5nLIIUFUF/b3z4DyTk5Oc9lOn0GlPYE2KsZZud4a5/hKLvQJDSAxuWdN0qfVYrVBa07KWbreN\nthYx4Chw3jGoNarwKPEs9Q3dzgzOD/Bz16Ov+S9Y3IE/fSNmw9rJ8CjwI5HI4fHx18PX/i886Hmw\n8z7rPZoTn4mNoW/Ax18Hn7kMLvrN9R5RJBI5wfG1IHjwCq0Myis8Nd47rEnBzqBMglceryqsApRC\niUKMgsSjqgSplxATKswUS0sURRGsL8MeUjqmbBubdNGqRWo6JHWwzkzPCNZatLIMyor5+R79Xp/E\napLEYExoW6WUgPekLQ0CWikQQVyNBTwKaz3eQaoVTmtCR1wHWlACtm3xpSAiWGVIdbDNeCMUzqOV\nxovgELQxOOeom0ZaVSUoDcYYNm/aSrs1SavVxtWe2imchqKqKOuClkqgKQ8K4L2nZS0iQtqymERj\njUYIE5faOGoPRVlilEWVCcY6vAyZ7A/Qiz10uoi/qYuf6d5ah9vbRRT4kUjk0Hz7Y6G8Y3YR3OvJ\n6z2ak4fzLoH8U/Ch34O7Phq2nLXeI4pEIicwZeVJlUWlQSb7agk1FKyhsey0qAuwvgY6eO2AGqoS\nhQve/aSF1wlVrySZnKDv5hgMBigtSDWkKAf88Lo5tJ4mSSewrUmshEh8u9ViMOxhlCO1CZPdSZwH\n50tunFtibsnhtSVtGRLl6SSKVHmMApOakJxrFS2lcVVJp52QKk3la3CCsRpjBGUTnIK0gKIUnDgS\nrRElVGWFQoMSau+pvKEsPZWG2gt1XePFcPYpO9i2dTOtdpt2ZzLYcOqKyakZNmzaxFe/emUoIeoF\nJzAsqiDGPWDAWKHdDhV/jDEYr3G+QqEo1BBPaMbVLxK8S/BYkl3XM8MsutdHmy6q14GptfkuRIEf\niURunZuugnc8FTbfCS55cUyqPZooBRf/Nrzn2fA3z4UXXRHvbyQSuc1o20ESi/YKXwzxvT6mFCSd\nBZ2AK1F7duOUQnUMSrVQ2uBUH1P2Ee9BJWCnMUbYt2c/++dLBoOSTjehchVVrVgYOIpyL87vp9tt\n00lnSNMuVanpLSxSlkPm5xfwtWATi0lg43QX23bsWnDsXqxZKksWS5jqttDaM53AhFGk2jE7oahr\nix2CbYEohxghNaASDdQop0hEEKPwCIKglaKdJogTnDcUtWPohdpBz3sMhjTpcO65GVY0/d6Qbmca\npRRaPJPthM1TM+zYup1/278PbVpY6+lohSshVWASy2S7jbaGRCWkykAtlK6kHADGMzuhaCUViMa5\nAUpPolWCNXvA/Jj20jydzgy0Fck9t6/JdyEK/Egkcsv09sObHwsIPOY1kMSk2qPO1NZge/rXP4Mr\n3woP/tX1HlEkEjlREYtWCb4WVOGxFfiyRrWCV90g1KoCZTBYxI0quWg8CXiHKwWTzoCvYTBAvKao\nPLZyeAxKKbrdDkioU58a6LQsxkDtQkWcuqyoSkc18GBr0rYGLUy2k1AaWCv0UDMUx8KwBqBHzZTR\nTKSaYV0y0bIM67AvsQmJFTwgVUig9UqhtUJ7hzEJTgV70HBQB4++KJzS1E5RVBWuErZv38SW2Rmm\nrWIwdGhlSZIWLWtAPJumZtm8aTMbpqaDDUgbLIJVoBCM1hiCXccoSK1GO0CEUjwoj0FYHDi8GBKt\naGmLl7Lx79fgCwbDOfS+62i320AU+JFI5FhSFfCWJ8KeH4ZOtTNr80coQrDn/OCz8PcvhvMfAZvP\nXO8RRSKRE5Beb0haK7q1QG8RXxQIBjUYQmLwyQx6ajMiDueG0B+AqrDaUdcV2oNNNyAOrCnotNuc\ndvrZ7BCPUOFEMCYhaXcpywKrwDnB2i6g2bNvN+ImWFxU2EHJ/sUBg2GJ6mvSrgFdkVrNmVstRqXs\n2utxyqCMxtc1RSnUHpAhwzrUkKyWKtKWAakwJgju1BraqQFV07ZQ49DGUlWefg17+jWlV8yVjtp5\nptoTZGduZ2tL4b3Dze8nNV10kjDVSrjH+efiy4K2atOa3szMhlPY2GmxXwtWhBQFaQslnm47YXKq\nEzrxKtPkOHic89Te4SvwSwVuMpQFlS6US3tI0y7Me3qDIYmdoFc57LDgdO66Jt+FKPAjkcjNEQmW\nkas+A5e+HE67x3qP6ORGKbj4xfDe54SqOi+6AtYo8SoSiZy8LMw5ZmZTcAm+qFGVRqcpMhyihglK\n74buFChACqiWQjlJo1He4MuCur+HpKUpegsoXzE5OYtOu6hTz0DKGuVqxFfoRMALMujT2z/PYn+J\nVktgQmGMwdFmYmaKohSuu3Ev+xcW0FqzcaJDuw0o2DopOOVQyuNE4Ry0rEEns/TrMnjnS0faCisM\nw0HNwFVUImAqrLVUOMrSM+yXVALzQyicxbTabJtM6dqUHVNdprptlpaWqOsaZTSbpjbR7UyzoyUs\nXP0jpiYm8S1Fa1qjK89Uy7KnHNAKmcgYY2mlKdNTHTQeaxV1UeK0Q5TCiaeqimD3MVAUjmpYMRjA\nxESHoqoZ6oqJjqWnS6SGwb49nM7a5LXF/0EikcjN+adXw5ffC/d/dkgEjaw909vgwb8G3/80fPYt\n6z2aSCRyAtJbGoCygAIvoAyg8YXgBgV1b4gXB1IHO05V4b1HKlBJKBFJXeD6i7h6QGu6g0oBHKo9\ngZrciHS2YJJJlA5WGylrfFkgdc1gMMCmCa12wuYNXTbPeLbNerbNaqZaHTSKYVHRLzzeh6o3iXIk\nymG1oKlIDVjtcL4CPMYKrVZCO01I0zS8H1FoCbXpayd4VBDZdbDTdNuWiZbGKsfmjia1DlcVFFVJ\nUZXghanUsqlrSMqadiusBlTDPr52SFnS6baWqxdrrTGWsPLhS7QG5Twejx0FY3xogIV4VO2pqoqi\ndiz1B9RVxXA4ZFgOGFQDynLIUr/HnqWFNfsuxAh+JBI5kC++Gz76ajj/UrjP09d7NHcsLngUXPVv\ncPlL4S6Xxqo6kUjkiKjF0B/WTHmHL2ukVngGSNGm7PeZ3rITKgWqplzoo1H4ygM1KI9CU3mHuHm0\nVSRdg1iL1CCUwATaKmTokbKEYY+FG3cz3x+y0B8wPz9Pv9xDO7GcftoOtm/bgK+GbJ9N2LGvYnFY\nc+N8xcJCn96gROPBC1qDlyHT3RaVLyh7Qlk7tFJYoyiGfUBTFyXWaLR2OCd4J2it6XYSlKrpTnTQ\nqkVRK0SBiKItJb5fUnjNhGmRzkww0elgOoJKPLqdMjcYsP/6G1G02edTTkXo18F6Iy0bmnX9/+y9\nebil2VXe91t7+L4z3KFuVVdX9SipNbUkNAKSBRJgEAghLEbFQIAYsMEmkAQs7ABxTGJMsDEJDkNs\nwBDG8Cg2CmY0YJlBSEyWRGsWakn03DXd6ZzzDXvvtfzHvi2JJGAJUapu9fd7nu85555769597/2q\n6t1rv+tdThBfxbwXq0lBs0ifq7DPYowl4cXAecwKpkI3ZtKlNd4Ls8bo0wqLypUorCRetXthEvgT\nExPv5+2vhp/4m3Drc2q6y5To8pFFpCYV/cRX1mSdb3j1ZNWZmJj4oDlz01nEGThBQm1CzeueooI0\nDbl0xLBEx4FxA6uDI+Is0q2vkNIx2/OGthVKXsFohCuKb7aR5RLvB0q3wTYJ27/A/uUrdN2G+x48\n4NLxhlSE9zx4kYRA7nnbe97NxzxxzrndBTpklrNCEx03nNrm0vGcLgtHw8iDDx7QdT1iQog1J/+o\nT4Tg8NHhzchjAQqNE+aLiMdQgRaHCmBGEnCqIJkWIyWIrq02Ii2ICGdPXce8nZFEEB+5f73i59/4\nZjbZoUnxcc7NV66wddebuPNd7yZoJm0GSuOZ+UjbRnI2wlzYagPmjC4lDCOlEUMoBpY70li/Zsqw\nGjrENSyssF/WpNZxIXX4trlq98Ik8CcmJir3vRX+5efD3s3w0v8J/NWrLEz8OWxfD5/0tfBr3wW/\n+QPwV7/uWq9oYmLiEYIKOO8gF8QLBAEHLhoC+KZgqYecGFYd42A0MeBcYNZGjJEyjphmnIPUbWiC\nQ7Kgl+6CTYKjjlwc+/tXODg6oiuOSwfHjLlwpRtZG6gaDx4N0GYu7nZcv73AOcU7xzges2xb2iYy\n39pj1m6x7jbcfdd9HKxr1nzB1ZQfhbEopg5xRnSOKApAFMPUCC6CdwQxzBlFM6WAWkG8x8wj1MSb\n6/YWBN/w4OGGS5cu8O5Vx52Xj0jqQA0va3Qe2ela1t2GLQwvMGqhdQE5afB1zqEURGve/vvqMGLk\nlPFm2MnGwxyIObIpXSocjomxX7M/9OzubF21e2ES+BMTE7B/D3zfZ4EL8Ln/C8yu3j86Ex8ET3sJ\n/PFvwav+PnzMS+Ds46/1iiYmJh4BjNJCCAx9RhohhMBqs2YeA01waHdE2fQ455AATSuobjBSncrK\niBtHLFX/ey4dq7wmHF7GX7gE8wWpG7l0uObS0ZpLBx3roeHywZo+Kw8edxwkY1ShL8a71pmlDzzt\n9Ipb9xzLRnjc+VPstkZsHUfrY7bmhTRXzu+c4z0XVnSbwv7RyDCOBO+JzuOdAkIUJeDAlCbWabLK\niCPSnEyflTBDfI2rbFqhjQ1k48ypbdQGLh0c8MZ7D3nThQMujMJhyjgDZ9CKke/q2Gocvl9jTgii\nLJrIwmfGrPSjoJbYaVt2dud4HckpI2Lk0gNGlxNBHF4cUaCIoUXZX3Xc2XUcK0gzv6p1tEngT0w8\n2jl8AP63T4XVJfjC74adKQ7zmiMCL/q71arzY18J3/gfJqvOxMTEf5ZmscV63dGuC9EaAsqQlDk9\n0QvHVw6RuEvxHlOhXUTyOJBSTykDISQWoohkzIzVes26zwxDoml2mM0bvPdcunLE0WokpcLlSyNd\nZ3RFCRjHXWYsMAgcZ+GSGFdG48Z94ebtCFzh9G5LcMdIMURPvPJOOL9tpNZz3WzOUcp0o9H1I2He\nIGKMGDF4vA94L6SU8ICPgs+JNjq6NCA4Gmc0PrOcC4SGVcq8+4/v4Z5V4g2XjrhrYxQBL7AThCZ4\nnnTr9Rw8cJH1UeKUeIpTCkLOiShGmyGRWaRA0Xpi4FuHV6Ubesaxni5458jFkUrCxNNr4XhU7l3D\nsQWKc7QFMlfPBjsJ/ImJRzOrS/A9L4L9u+Hz/imce/K1XtHEQ2yfhU/+r+FX/wn8+v8Kn/GKa72i\niYmJhzkSG1yo8ZISoZk1tG1EUNQGfKMM2jMOSk7CcnsPPO/zimspNC0nA68G1t3AwSYzDpCOjpg1\nDrxDBJzLLKLj1us8bcjsHyuKoxUBMcYiJHWMljgaHcNYbSo3nTK63GPi0GzstYFFFMwLooYTEKfM\nI6CKRjup1AtWEkZTTyCsTqbFQ/DGzHuKc2RLzKLH+WpXyiUxjomDg8xbLvTc1WXe20OvSnDGThs4\n0wrLNvDiT/4EXvXKn0PUICimUr8WhnOBTKFLSgTGcWRsoQ2RnJWcDMShqmgGs4QWQ6UwmJBV6Eqm\nmCDikDKS8+TBn5iY+MtmvQ/f8+lw8V3wOd8BN12dYRsTHwZPfTG8+7Xwc98Ct39qbX6emJiY+DMo\nBMRHVJVudUAZPc5GpPEQhMUW9Acr0lgYRiFZD0BwAacN6kZW/Zq0WdNvBq4cZe7dL/TJKAbeZbwT\nGu9oFkLAAMf5rcyNc89RiTz2bGRT4IGDxOsuFDbZ0SncO2Qu5MJ7144boqONhYbC4/aUG3YdezNP\nVkhZETJ7yxm7i8B6iFxejZgI0TU4MRbBcAiDZULbUEqumw7J7MwCvqmV8XXfc+nSintWjrfsFx4c\nlc2Y6U4K506E1gs37S04v3uKZzz+Vv5NNxLFYzlTdxugKIfrjMeYzyI2dnQdzOOCdd9RckDE0/WJ\nIQ2YZiI1XjO7wFiU1ZDprG4sIiMxONbd5qrdC5PAn5h4NNIdwfd+Jtz/FnjZt0/C8eHKQ1adn/xb\n8MNfBN/6BmiX13pVExMTD1MuXrgMmtiaRa47syR4pV8N6HyBSWbImVF7ogv0NuLjDNOAI6CpR0si\n5WdzEl8AACAASURBVMS6S4yjcuFg5OL+wFBgTJFelVHhOIFR8N4zlJFVcRyNA8cEhlJnJYrAiIIK\n0XvGIpSiXMjG4ZBpnGPuPYfjyJ37nu0wcm4ZEcvcdMoTPYCQU+HGU0sUoV+t2d2asRUgeEefHF1K\nFBUeXA1skuFCwwNHA0eD8UCn7I/KCseoxk3nzvPkJ97Kb/3+G+g2CTFj2zvOLmfcsLeDTwd4qzGY\nztWTCjHDA4IHlHEstLM6a2CzKfggpJJYdwObISMiLELDaImxwJgzx6OwybVy34SCw5GLcpyHq3Yv\nTKbOiYlHG/2qNtTe9Xp46T+Exz73Wq9o4s9jvguf+c1w4V3wyv/uWq9mYmLiYczQjVhW2hApZUBM\na5Z7LhSMookogBSQXHPlnTHqhpR7zMpJ3rsAjlIM7xwOj/dC9I5ljHQ5c9/GuDQYt9y8xVMfO+dJ\nNy4oEhiKMRoUEbx4Ts8DNzaeLWcs8IgIRSEVpR8SR72yv04c98qdV0buOYRSDKiDpdrgic6IKE0T\noShmijMlegghsO6Ve4/gvQfG2x8cuPPyyF1HiQt94jgpFOXs9oKv+8q/wd/7u19NI6Wuaytwbhk5\nd2qPM9u7rA+PcAgOELGaFC1aW6BEUQF7aJ6VFUrROmxLM8E75jHQekcxJSNkhGQnTbZOaJzQSJ2e\nVbKgD03SugpMFfyJiUcTYwc/8DJ49+vgs/4BPP4Tr/WKJj4Ybnk2fPwXw+/8cLXtfOwXXusVTUxM\nPAzRPOe6s2cI4RIpFXIaUXGojox9T86ZMSdKgsY5SsmMw5pkSmyh5JE0bggm9FaIzrhudwZF2YxA\nqDnvvQrHR0bOyv/4Xd8ET7oJ2+zzHV/+P/Pmu2FU5babTvP1f+cFzLmIu3SJ1/379/JHf5J4zf2F\nlQkOYe5hL3haLxRVColchE2KLAME5xiCMWSjqKFZGVNiq2kYzdiYY5WNO64ob7yQaKJw817kaee3\nOOpHjjrjsU94Ip/8os/kBZ/2bPR44Fdf/Uv4PvNxT7qZrSCcC8ptZ89y9uxZXv+GNyGWEOfxCOLq\nKYXDcCZkq023BngfyaYE9TiEmTMkOFI2jnOimCMbrDMcj0p2noLSKXUIlxgxp6t2L0wCf2Li0cLm\nAH7gc+Bdv10rwk/6lGu9ookPhed/Bdz9+mrXedzz4PQt13pFExMTDzPec98+ToTHPMYToiPnTNcf\nM18ssKEwrFeUXJtW1xkCEfOB4hQXHN4SbRTcUCiN57rdhs1QAMdybrSzBu+Fx56f85SDjnuuwA98\n0/fwt3/9J/Fn9viWX/vnuLf9ESUb/vbHU1YX8XoEv/2bPOX6QDMYq+S54+LATus4P3fcsPCEkEkG\nXZpTTDm7G2hMq4UmehxKNyptIzTNjL4IfcpcGeDu/cTr7+m4NMBpiXzNy5/OM59/e1W4HfCsF2Ht\nFt3vv4Pv+/5/xevf9SC3XLfN827ZwpLSmuP6Uzs4ydxxx3tp2ojD8HVeWG04VqFInUwrUUipkMwI\n1NMIM6snJeYYNNOPRjJjKMr9Y6ETh0MJJ4k8OEFEcHb1jDSTwJ+YeDSwf0/13D/wDnjJt8Ltn3at\nVzTxoeIDvOR/gJ/6aviRL4VvfDVcxePdiYmJRx6pDKw2h5jtYaZEL8R2xjhkNI8oDtVCtkIQj2Co\nZsQgNo525vDZIcHjRdBlFdlmoMCidbQB8MbZ5ZLrTmXueOcRf/KjP8XNL3wW/slnsNtvxztADRcb\n7Fg5PDRe9YcjF45H3rF2rAtsCwQnzIMybzy7SyVlo0+J6BzZPDMJmNXoSTEFJySUrMLRINxx/8h7\nDzKXh2qd2e8Gfvxn38qXSOG6UztsbW3BH/whfZd53WvexpvuvEA3Ko+7YZc2GGLK9nKHpnGMllmv\n1zjxOKmDwZxIFe5iBO9RUUBxzmFS04eyKSKCeqGYUc1F9XscitKZUKg9Cd4JwQQRI7qaHnS1mAT+\nxMRHO/e9Bf73F9cK/ud9J9z6sdd6RRN/UU7dBJ/y9TU681e+Ez7rW6/1iiYmJh5GLJeBnd0WEaOk\nAYuB9SoxukzXdZzZmZFLj6kneAMSljPLRUPrCrNQPfLN0jOkTJRIq4oqiHeIFJxzBG9sbc24btvj\njgb+w0/8LAf/4me47Yk38rSPfzyzxZxh2HDPPffzO294gNe+7ZijAbIYJoUQ4DAp59QxqGdmmUXT\n4KOR2xY0cuGoTqV1YswXDnOBMRsHXWHVe+64nHnr/QlBOT0LzLxgBnfc2/PW730jHmHZeHBGMiWZ\nY2d7ybNv2uZZT9imFSU3sLPXsk6HPHD/JVwxnM+0wWFmeHHgPEUVESU4cEHwQXAo5jzOQTFFHZRS\nhX6PcV9SeoVkoGY0Wblut+E6U6LU3P/2Kk66mgT+xMRHM+96DXz/X6uV3pd/D1z/hGu9ookPl6e+\nGP7kD+AX/mE9ibntr1zrFU1MTDxMeODSMWd2l1WcusDYjagqh12PV8EIhOCxIsyjAwoSha1WaKKA\njrjGQWhZWMPYFqQUkha0QGganANPwbSAKrff3NBeUu6i4d67LvP6N9/H4WgkHKsxU8SxFR2gqAhq\nRvCO4ODiJpNz5tyWZz5TthqHM6GgHK2G2j9QYD16VJX7O8fl0bEq8I4ribUVnDkWAtseWhFcU1N7\nEMVFx3xrhrjC1qzh/O6MG04tObMM5G6AtgWMw8ND3nnnPdWe5BwOAQ9WDDXFXK3mOw9BHKhh3jHm\nhHOubgBCTdkpApcSbJKSXO0jEDNU4eC45wl7nsY5fCkEu3opOpPAn5j4aOUNr4If+RLYOluHWO1O\nE2o/KhCBT/0GeOBt8EMvh2/+j7Bz/bVe1cTExMMApYp418xI4xoTB6KE4PB4Uio4rX5w5wSnhjjq\nICytnnAzIzYBxTH2a5rWQYaE0rhqS3HekdJIKQUVx7ldR0vh4rp62g9H2Khwv3mKONZjYdvL+xpU\nE+C1kAVUHZtROe6rR30Wao6NiKBWLTJ9D6MKh5vMsXo2wGaoyUAiylAgBocXaIOwNRdmbUuIRmgK\nTROYh8z53cC8MYIJIUQ0OMaU6MaBw6OOghGdVE99VkY9ObHAIcaJ7ajm4qvWt9Vl1AnejCKejHKc\nElkMMShZ8b6Kf8XhlRq7qQUXJg/+xMTEB4sZ/Mb3wyv/Wzh/ex1iNd+91qua+MtktgUv/TZ45X8D\nP/hy+IZfh6t41DsxMfHIILQNnRaubBzd8SGUka15wMwoY2G16VgEaLxnGAZmQfAIFEWQOkwqeFQM\nnNLOPJYjWI8XT4yCc2AKY1EcHlUYu44owvmdyPXbDUebkbuPjVVvjEUJHrL3NWbSCkmFYh4vMGuq\nn33/WJGiLKOjnUWGIowFSvGkpKyScTQavXiOxkTBYSrgjeA8TWssA8yDcMNeZD6L+EaJwWOinNpa\nsNcKMJC7TGy3MRpKhne+4z5Wm4Qrgou1wda8I4rDYRQBs/ozkqK4Ak4UH07y8h2Uoqx6uLhKdAbq\nPVgdyFVQvBOSFTajMJsbi3kgyiTwJyYmPhj6FfzU18Af/DTc9vwahRnn13pVE1eDc0+CT38F/PI/\nhld+A3zx913rFU1MTFxjjrqRoy5z4dJlZi4xi8Js1nDl8gGpFFoXOH1uBy0bggVCVII3ghdc8BiK\nias5+Gp472haMB9ZrUbEPE7qwKrFrMHMGPqC854gnnWXWa8LXVJcB2fnkayKo1ACmNThVJuTdMhF\nK4QgOBEs1XhK8Q51wmiwToUmRFQDY8kYjnUp9AjmjEaqnSY42G4bZl7ZnQnbM0d0ma15g/cQnGcR\nFNEOEMwv2B9HimYeuNTxwMVjJCtthIVAwTCt7bIigneGqcfMcAaNd7TOcN5Vy44Y+0W43BcOiieJ\nginegahSTFARvDgWsebhz52jlHLV7oVJ4E9MfLRw75vgB7+wDkT6hK+C534JXMXqwMTDgNtfVH/f\nv/n9cOuz4RO/6lqvaGJi4hpyZewIly5z/Zmz9DkRQ2RMxnozkE3RCJuUqHNYM2JVIJsKJVU/OVLI\nXcJMagwkhmhNlUEUqvUeKFipvnozw6ycTHutSTJN69ktmYzHB0FEwcHx4PFScCHQRiF4UFWiD7RB\nCCHQzgKLQUkpEX39fPPoOM4Fb0LE0Thf039E8CIgStN6gi9E4cSWZMy81LxLVQxBnKfPhXWq3+OV\ng2OcGi4EvMuY1bU65zErgCH16AHM0BMvvriTqr7UU4xiylCMjSoKtbKP4EXxAi44ghiNO4nfBHwz\nNdlOTEz8WZjBa38EfubroFnCF3w33PKsa72qiY8UL/hbcOlO+OmvhRueNjXdTkw8itlY5MFBWSks\nfcvxCAcHVxjE43zDcddz5bhjMQu0pTATwTlfZXwBR0Jdqd76XBhRfGiwosy9Q61m6AMMfS3Dj9mq\n/92EccwsFtBqoB0z59qGNGbirGEMAWdw3GW6TcY34GNN7UGN+SIQnYdcWLSBWfCcWia6ITGkGlPZ\nE+izYn1izyvtrGHReObBsYgDiyjMoxCcMY8eSgEFZ4Eijqyeocscm+eoW5My3HPfIQDiDKSm4pg5\nSlFACF6wUlADh9BIrcB7EZyvGxtzgVWXOUh1gm0UQTjZaJycNngzzrYBgmM0Q0rBc/WKcPLQL+rP\n4M9958TExDVmWMNP/x34vZ+AW58Dn/mtsDx9rVc18ZGmP6r3gRl8yx/CqRuv9YomJiauAV90y5Ld\n7QXPum2XoAPj2NPEgOZCcLC319I4RS2zFYTTYpzZcuxtNfR9QlVRLUQXcHKSPY8j5YKhxBhRVXIq\n5CKUYqRRSdQseIAhFUSN5TKipabSqBP6BH2Cw0EZDcSErdmM7aZGTkZf/7xzgRACqcDxquf+Vc9B\nb/SjcVg8V3rjKCtHuRBnkbmHs3Pl+rnDO2XhjFnweC/EaLTzBjWjT451Vxg0cDBAt8kcHa5YrzKo\nISIUqw3JdcNSv3dRwwsI4BFmEWKsTcCCYt6RCfzBpcSVoZBQvDjmTmikVvgHNYLATtvWzZQIfRo5\nvYj80NsOr0oY/lTBn5h4pPLu34Uf/0p44O3w/L8Bz/3SafDRo5XZDrzsH9VTnH/5BfCNvwGxvdar\nmpiY+EiTM14L/aAcHw54H9jZiuSUCU45RWQ9DjgRGgfFw6of2ZlH0ljIWhADdYZDT4ZgVTFrpnhn\nlKIoNd0GDHOGjgnnAm10xHkgCCyXkZxqVTwZGA9lxwurIbGYRc4shOZE0PtgNHGBiMPHwGbVoSnB\nkTCMmaSG94FFBLyjbSMuCsug7M2MU1seEcdMBMsFrKDmyQmSCEejcjwY63FkpaBJGYd6IhHEEIEM\neFdFPVIThUwgCjjjJAOo2nVCCGRVPJ7DsTCkDFT7kFdlHvxJE62hThDvSChdUcYC2QSf9KrdCpPA\nn5h4pLG+Av/PN8NrfgiW18EX/LNavZ94dHPdbfDivw+/8G3wf30tfNkP10jNiYmJRw1RPF2fueu+\nfZroESmknOmHDU3wrId9gmaWWzNSY+yeaWiKcXg40vcDKpCLIFabP0UeEvqKqUfchuirifyhin2I\nnjbOCNHhxRGisNhqKWMi7rZs1onhOCFFWMbAzsKxdcOSMI/EGGslPAo6ZpwExLf4WaCdAZKIl1fk\n5BiLstwONG1hD4c0C/aHHu+EU9uO3TnMm4YxFdJgmAmGcNwrx6uRQwv0RRiGTJ+M/kqHFWERwsn3\n6wiqpDSCC8TgyBQ8QhsD7sTUYpoJEsh5xHtPNqXPynYbmGXDnLArntlMEDXGDKkYgxZWuTCoJ0vd\n+FiammwnJibM4Hd/HP71K2CzD895OfyV/wqaxbVe2cTDhSd+Mjzvy2pPxqkba1V/YmLiUUNESGNi\nmFVBKpaROGMsjqQ1j35vO9IfjsgycrSlqIc8JqRUsZpSwYV6GhwwQnCIeZJmnArFCrN5xJ9U8ReN\nsLMzP7GseCTU5tvNqFy4fMzhKmMu4L2nMTh/esb2+SUSA7SgGF5BpUFcACuYQCiJtsnM2wCuJzjB\nN8psHhECSSJsDnBmzHHszBfMQmBlmYCnFOO4V/rs2LDkQj+CFpokSDcwF4FAzbc/ydNftoGhyElV\nH2Yungy8yqgIsfFoqpubgFBMWOWaib/nhewDiOKdEp0jn0y/XSbwI4yq9RTDTk4KfHPV7oVJ4E9M\nPBK47y3VY/2u34YbPwY+7zvh7OOv9aomHo48/yvqKc8vfTvMduEzXnGtVzQxMfGRInp0VLRAtoyj\nYFZTYJIpYtDOFpShw8xIqTCo1VSbIqSU6EvNwilJmbWOWVa8F+azhuAEcUYUYTlrMQohCKr5ZAKs\n1r7WbHRd4XiV2WyMtSW25xERJTQzmC9wjcPiyUFjG3FSrS+6GZCcKEOi3wwMJYMUUKNtlnCSTiMI\nThXB4YqnJCVrqk2tAtlqPGW2wNoc5h3eoAlC1x/jyskpxIlPXkRIqhiK8w5RxcSI3iPR0fjwvjx7\nc0L0Qj8mRnXgwJKBgCDkYhh1oyRak3NoHItSozE9Dk6m+V4tJoE/8f+PGYyb2sQ5rGBc19fFV5/3\nB17NEhanJv/31eDKXfCr3wW/9S9qpf7TXwFPe8kUfznxZyMCn/YN9e/vz34TzHfghV99rVc1MTHx\nEcBpATGyGjPvMSAnEPG4MuKiYxw2LNvAfGGMuZwMgoqEoMS4YNgM5OTICsFqlGMwY2sWaBuHOEML\nBG/EEMm5gHlUlXFIbLpC12f2j40HDmomvsTA3t6Cx95+G4vbzmHbjlJG8Ips7WJRcDagx1dwsUFX\na9ZHD9L3dQpscDVDXsdEjAEXAusxscmZmXMcHw3sNFvQGM57SimkYvX0IgVSFJbzJeGgozs+ZhYC\n5qCU6sFXrU3C5hziamNw8NTmWlff70JtDHZNQFxB1WE+MuaMuoBFxzoltADOyEMBMqe2WxQlBCFg\ntHgwYdSE5+rppkngP9oYN/DgO6twPLwPDu47eby3XscXqqgf11XkfyjMdmG5B8szNclleQZO3wqn\nHwNnHlMfT99aBcfEn8+Fd8G/+85qyTGDp764xiFOE2knPhich8/8Zkgd/PTfhtk2fPwXX+tVTUxM\nXGXq8CfPuuuJcYl3UMTRROHM3g5mhVNLx3IRabwiNtRm2cYxb2eAsiUB7yNi0HjYnruaNe+U0Loq\ndk0wcbXiLXC8qok9QsuqL3QjHHRGlx3SNJze2+FZz3sB7twt6FOejF/di5URzSvcfI5awtwBkgbQ\nNWzWtD7QtpmgSuM8xerEXScFL0JwQs6F2Dpc8CRVNNXBUn0BlYjJjFOn9zgdPPNt4XW/+UZyb0QU\nzAMFEYc7GTplZnjn0FyQIOCAIkTvQQRTpaggFhgdXO6VK72SNLMu0BVDnCMLOGr1fuhGFqGhZCUb\nqAAOvDlmYRL4Ex8qxxfh7jfCg2+HB94BD76jPt+/509/nLgTMX5dfdy7FZp5nX4a5+9/Hmb1463U\nGdWqJ48Fcg/9cY3q61cwHNXNwv1vgaMLoPlPf83FHlz/RDj/FLjhKSePT4XrHjedAtz3Fvjl74A/\n/BlwAT7mpfBxfx12zl/rlU080vARPvvb4FX/Pfzol0O7Bc/4a9d6VRMTE1cRyScH7QbH647ZPLC1\n9ESLhBAQU0opiDSklJnFWpEOc4d5IcaGuYPoA8E5YoDtNhAclDyCq5XurFaHOZkgJhSFoTiEwpiM\nlB19UswLwUduuOEGZHsHc0vc41+A7t+H3fMmJC4pZ7YgbSgP3gcpI2VESkKl4L0xb+rmQqxm9reh\nRXxg7gJ7bUukNshmDDVBir0v897EM5vN8DEwi0KfCpjDFa2WIhdq5r/WeM6THJ3aTyAe5wx3UuzM\nOZ8M9DKyGaN4jvvM0QDJCtlHBikIgllh5iOK0vUJXVSxrzhyKYivDcnOXb3T+EngP9Ixq6L9rtfD\n3W+Au19fnx/c+/6PaZewdwucewo85TPq850bYOtMFdtXU1SbVj/w0YNw/GB9PHqgrvnNvwi/+2Pv\n/9jQwvnb4eZnws3POnl8Zl3nRzNpqD+L1/6f8Kafr1ac57wcPva/mDLtJz48Qgsv+3b42VfAD74c\nvu6X4PZPvdarmpiYuEo0zk588ZEDNVKfKbFn1xlOlJvOLEnjis2qY+dUZL67pImepj3Jd2+E7d2G\n1gWcGDF6fBGGTcd83pBzRi0j4ulWw4nFxKEK3jVV3KsxJq3awkdO7W7z+Kc+HXniC9Fn/lXc1mlY\n3kI5+3Q8F5HLvwPZY5c9sh4gD5ALIcK8jSyDcjo2rEqmXXgWocXYYtnMeczTz3DvPe9Ey8g4ZkII\nqAiDCYiwtbXDbLbNfHuLt771rfQbwzulDQ7v5MSac5K4Y4ZzAknx3lEsQwHwOBXEOYyMSaArhcFg\nk4QV9c/3pWAqKIVZ9LTRk5Ow8ZEu1yFh1e8fMFPaNpBz/s/8Rv/iTAL/kUYaqoi/87Xw7tfCnb9T\nRTPUavzerbUi/oyXwdknwJnHVhF/reLyxMHWdfXiaf/f9/cruPInJ9ddcPk98KZfrNaUh9i7uQr+\nW54FNz2zPl53G1zFne9VRxXufA383k/Cf/y/oTuolqbnfTk8+/MnK87EXx7tEj73O+FffyP8wMvg\n638JnvhJ13pVExMTVwHvjBA9uRRmGcYCqNFhkIzlKnHDdTuIjZw+vYOmjm4YGOOcOA9szyPkxHIx\nq1XsUiirDudAYoNYxtOgqZwMvao+9iEpKSumAecCs5mQnMPjuO22m3CPewr2jE/Cbe+dNLSCb+aU\n4zl+fiOuXESbgHipRxDzGXGueAo7y8TZQZlrgwbPolF8LGwvlzz5E1/ExQffzK//3KsIsaEodLnm\n3s/mM0JYsLt7iq3dbV7/pnfWhlnsff57HHgfca4QRSgIZtTGZKt5+BklOFfFfwZFKd6z6TKrAr1B\nNkOlNtuKg91G2G6Eo1TIagiFzMl0Ww/ReRqnDFNM5qOY7hDe9Rp4529UUf8nfwhlrO/bvRFufAZ8\n7FPg+ifB2duqneaRxGwLbnxavT6Q9RW4dGf1ol+6E+57M7z5l6tFCKrd4KZnVLH/UMX/po95eEdG\npgHe+/vwll+G3//puqmJc3jCC+Apnw63PGeyKE1cHea78Hn/FP7NN8L3fDp8xY9X69fExMRHFdEL\nXkCdY7v1jAQUwTcOBboxsVrDcisQY8tIIg+KmuEkYCY00RPaptpRSkGde//bZqgmclZMatUbEcqJ\n53wshRhbAp6uJGZty6nrT2O7O7BYIvL+/+OcCCUpul5TpMf7FpxgPmBOcE5qtKYPLBcenwsDMGsD\nbRM5tbOF7CzYlbPkVIgzAxcZNWHOoRbrz6RtaeYzuqTMWg8nefZZ7MRBXFg0HsNwBfAgZoTgQTOC\nQ7wnpVQtNdFIHXQFsgiFmuRj70sSCuzMAq0ZnUA0A+9RNVSFUgpNCJgIQ5kGXT16+EBB/47fqNV6\n0+qnPXc7POvzakziDU/96LZvLE/X6zEf//7X8gCX3guX3gUX76zX637sAxJ+XN3oPCT6b3o6nHty\nPcXw1+BWTz285/fq7/KdvwnveV19TTw85uPgeV8Kj//ER96mbOKRydYZ+OvfC//2H8APfxFcfi98\nxt+bhmFNTHwUETCcCQsHGy2Uktn00LRLCoXDvtCVxLybM6QHOHNmiRUhq7LuB1KGc3tL1AsoiPM0\niyVWEmnVnfjSHbPG6PoC4uiHmgZjwdiZLWhn2wypINJx+uwe2+f30JtOQcmoz+/zvUtRvJvD/Bbw\nLTL8LvgZRMHNWjR35M1IO4vsmLAwZQyRMI/M5w2ndmfAEXF3Bwktm8FRRFmXQDKlt57FqcL++pjX\nv+NtdMlxtjW8qzGgSY0uF5xzSM40IngnLNvqDggimFUbjeaR4GpzQ3CB45TpgR6YSah9Dwiz4Jl5\n4boZhARNI5xaRDo8vcGVHlAjRMdQwJopB/+jl5KqCHzrr8Lbfq1WeB8S9OefCs/90ipYb3hq9dM+\nmgktnH9yvR7CFA4f+NPV/nf+Rm1SfQgXagPvuSfVDcD1T4RTN8HuDbV5decchA/jL9l6Hy788cn1\nzvr44B/DfW+qmxIErn8CPP2zT04anlFTTSYmPtLMduDzvwt+9Z/U5tvL762i/1psgCcmJv7S8RJA\nCs55GgyHMGrBRmVrewE20o9K6hI3nT7FejUgpgxzz3K5Qykj603Gm9R8zSRoSTgJhHaGDco4jjgc\npWRKUSgwny9pY8PO9WcQ8ZSsnNn0SDtHm4L98W9jVzosnoX5Tcj+A9BfBtmH84v6/6gKuhFE5rhm\nD2OFNAWfjbbxdfBU0xJiZL5omJ1tKEcPIM5x5vQ291/sKOIwaTjOIzkKXTAuX7mXV/7WG5mJI2cl\nxoD3tSchOIc6KFrTbeaNA3MYhS4lGl8HdHlXT0dCcAwps0rGYTYaXxOKghNuaGB3EUhjoVUjto5l\n23KYCvubwv46k0SJPjAOGRc8Y/kQ0wo/BKZ/1T/SmFUh+rYTQf/2V8NwXKvP52+H5/6XcMuzJ0H/\nwSKuTuw8dSM84YXvf70/ruLl4F7Yv7s29T7wdnjbr5+I7v8Xy9NV8M/3ILb1Z/+Bl/P1cw7H0B1B\nf1jf3hzW5+9fUP08p26EZ35O7Rm46RnVijQx8XAgNPCSb4Xtc3W+wpW74W/+zHSPTkx8FJAxgnqy\nZrw5EGicsDnuceZYbjs2Q7WSHHcgRTDLSNnGu4jmjKhShsw4DmiXiTESfanedHXE0JD7AS8Ok4wP\nwmIxI7QzwmyOOYcTIaeE9wabI8x1SHkj0pzGFu9B9i9C2SDLAMNpJB9j75vv4jB1iAvExtgcraEI\nIiCmLBYLQtugWvBXLqKu4fTOKY4OhU4NdQ1OhAHoRuXuC/dzpVOud4ZJjfnUAs452ihkU4KAmQKC\nD64O61LFNw7MEOF9iTdFIkMZqvUJ2GlntC6xFZSgmawD2TW44klWGJJwpc8U5+iLEbxDBFSNcSiL\nxQAAIABJREFUYpNF55HNeh/e8eoq6t/y76r3GmqSzZM+BR7zsdV/PVV1//KYbVeLzk1P/9Ovm8Lq\nMqwvV5//+jJsrpw8v1LtPt0BlFx7HUqql5bq728W1VKzOA2nbq5vb5+rjcCnbq7i/sM5DZiY+Egg\nrg6/2j0Pr/7n8N2fDF/3C/X+nZiYeMRymApBYMsFRApixswcyQklj6jssB57tIy8+1LH026cs71o\nGDJcPlwxDh2LKLRkJBW8wcIcnSYW84ZhrII0+pbolKads+0D7e4efr5EAVHDKcwWDeYEOT7Eu4C6\nguM+bDDseIXEgLBE9+/EcsI04eaCpRH6Q8rQU7oBJ4HVOIATGu/BO8QgHVxGaMlaOLt3C83sVkYt\nXFyvWa+PWQ8d771wgV9+wwUuJeO6hSDeoQLjibBuMFonOC8E86CFnAsisGhbnBgO0KJkFPOB+44T\nXTYGlOgi62GgnQnbWwEGxc3mDJo5NmMzKO/pjBUO5x3LIOy0nrHUUwC5iqNsJ4F/NVCtzbBv/kV4\ny6/U56Z14ustz4ZnfW71lu/eOPlfP9KIg+2z9ZqYeLTzjJfB1ln4pX8E//g58GX/Cp7+Wdd6VRMT\nE39BLo/K6SbQizEXh8fYmXsYjXWX0Wwst+Z0/ch6GFmViG4KTkbaDWg3MkZHJNE4T+McWoTYNHQS\na6a895hmInViU1zOkfkMJx4demzMFEDEcFagq8EgrjvA2gAl4ZxHS0b2HXLzaYiCmIEmZBxhc0QZ\nO1IqFK2Z9YbgY50iux57VscF77dRA5NtTp1e0rRz0uoiq7de5Gi9Zlj17K9THWLFydRd52g8YA4V\nwaNYMRJG68FUwIwiBacO8cKs9eQiFBWujErTBjBIBdapIHhuSNXGM6SEqacUOM5CxoEUBNhdzPE5\nI1pnCYQpB/8RwLip9o87fr5mmR89eGK7eUr10T/m4+rzyes6MTHxcOK251cf/q98B3z/S2tl/wu+\ne7LsTEw8ArmogbYYwQsNgsNjYrReSE4ZVj3tMjA4R9bCpaORJSPRBba7hjIkIo6xFNYUZiGQcDQa\n2I0BQoN4IRJQrQ2zIgJZMUk1WccZUhQkVDtMSngDG0Zc5yl5wPkAKEUEP+wgLmABLCUkper/V8ME\nihkiDsMgeApC3284Wo9szZcYBfERtRrNKbMF62Fg3Q3YoDgDMJIB5hAR1GqkqKlinGTUW8HFgFrG\nI4h8gPg2w0mNHU1W1+QEDEUBNSMjpDFh5sDqhiWdWOzFAFFab+QMeEeLIuHqacJJbX447N8Lb/oF\nuOPfVi997muV/rEfD5/wVfDY50555hMTEw9/zj4evvj/gNf9KPz2D8Hb/n2N0nz8J1zrlU1MTHwI\n3DUoR9l4cgHfOkbJxF6IzjMLnsurDu9mSHCsB+W+w5FTLZSLA6qQhp6y2zBrIyUlWM7xGhjGQsww\nmzlGoOAJIWJipHWHaE+cL5AANo7VnRBniAre4OD+y+wfrMg5I6aExhOjMV94doCw28DCwTrBmLGk\nNUIzF6J39FHJBMahcOHBS5RSmM12MR8YstCNhZ5COl5xWTuODjesjwbKhSNmeDKeQJ2+W4waJapK\nGyKaC4oh1Pz7EANmRvQCRXHOaJyjN+FKV+gwTBRwzEI1bTTOMYxGSo4xK4tFpC8DASGVQuM8rQjb\n4riUBjLCLIZ6wnGVmAT+h4JZnRJ7x8/DH/0c3PPG+vrujfD0l9ZK2E3PqAk4ExMTE48kQgMv/Bp4\n3PNrys4/e2GN0fzsb6uN5xMTEw97+ly4pELB8WRV5kFYOsFcwczIBkebgeXOEiVz+XjgcK0szm9x\n5bjQ+sCFVWK7OKIErt/ZY7M6YjGfQQisVBm7HsvGf2LvvMMlq6q8/a6996lwY2e6oUkNdDdJkuSg\ngAlEFJEkSovIzCjo4KiMOqBEHT/GgAI6GBEdRBQEDARFsoIiEiQnu4GOt8NNVXXO2Xt9f+zqpkHo\n3DTCfp/nPHWq6p599qm+fWvtdX7rt7o7Oyhbw5CXdLoqIi1ch0OcR6xDbCBvxvZOHd1jKKTOUKPF\ntX+ZztxBQ2ksXgybjJjJxiMDO23ZzciealQ/5CVZ1YC1aLVKnjtmzR9mxtPz2HbLTaih1GqdNL3S\nCkJf3uLpgUGaRY7rFhbMXEAx2GKMq1KXkiERMgJqHA6wwaAhkIeSgCETxZqY3c9EUEJsSJUZKsYg\n1uDzgpYXjLEIMStfilB1Quai7eVTQwW+VEbRolZ3lIXHisGq0l2xiFcKHD4EfMvTVUsZ/HVH3oCH\nfhez9Pf+EvpnAhJdbvY8Pma4Rm2ctPSJROLVwcTXwfu+DTddANf+d+ws/Z4vw5ZvSn/nEolXOKIx\nQ72wDMwVoVM9LVNStw4VAIOIJajFZlVC3iQvCpqlUg0e76AsFWsDtQpkWYZ0dBJE8KoMDTVillsM\nRVEQsDSag2R1h/gSo6A+YEzAl00qtS7wgeACHaYXajmjR85nVqPJQLNkwAtzG/Bon6NgiF0nlXR3\nVpCgNFvRZ3/hcMFDffDkM4N0VHtRHMEEhhstGt7RCsq80jCU5xSU6KKCMFxQwWEECAoh4EyGRdC2\nG4+IQ4Ni8PHOA4IVBQKZQN0ZIKDq8YXSKqH0ivEBm5kovykD3lgKUebmJb5UAsLCMtCZK812czBj\nDJmBZpnTLAIqUM0qrEUJPqK6TA/OtWfQ+Upm0cwYzN97ZQzui2Z0Ttl455il33Q36BixrmeZSCQS\na5cn/gC//zr0z4It3gjvOjvJdhKJVzBb16v0G2igMRttHSOM0uuUDhWcCQyqIaCMHdMdg3KEcaN7\n6PJNQt5iRCZsOK6L0aM7qWcWJ5ZmkVO3BXWruIqlVnXMmbUIUaW7q8qYjirVWoUOAWvAOUMIYE0d\nYx3NHBpaMpznPNs3xAMzBnhs1jBzBnJKH7XsxhhG1SzjOpWuusF7pa8h/H0gUHjo7sg4eI+tGNPl\n6apaoEZ/s8KCVs4t0/toqUe0pJOSp+6eTg2hinBHq2R+ULbqcmzaAXVrsQoQnXREBGcFa6HDQeYg\nE+jIBBFLGTxNr8zPA7MGoa+EpiVq99sul+KEoiyx4shVwRoKDbEMWcGVnlGdGaKW2cM5VCpkFsZ0\nd3LxXTPWSuYkZfAhSm9m/DUWx/71ytg9FmIDpK0PaEtvtkv2h4lE4rXFpN1ho52iI9idP4Jz9owN\n2955VuwWnUgkXlH0OsEEiZ1cAR8CfV4ZDLGdi/EGA5QhUA6XTBrVQWYsc+ctYGEIdNUc4zsNPb2d\n2Mzhap088cSzlAitfIBRI2tUjZIFYXiowDhLYZQRI+oYhP6yxDlBCihaBZkohff0NQNNcYh1DDQD\nFSNMGpWROZg54BkuLQNlYP6w8tiwp2JLrFokE3KUrs4qY0b3MmfhAP1DYCoVKnVhUWOYuUMljyxY\nSF4o5CWbUlC1hiyAEIP0gMcSC49FFRWNna0IiAil91GTX8twApmNGn0ISDuQnzeslCHQVa2Sh0BR\nBsoC1Ai+9HgRKhUDIZCHQBni4qEqnjEjO7AGFixq4ioOL0oli5KgtcVrN8AvmvDw76OW/t6rYdGz\nROnNlrDncTBpDxi9abolnUgkXtu4Cmx/CGz9Nrj7itgl+qzt4fVHRo3+Rjus6xkmEok2VpVOoywM\nUCB4lEKEoIqoQUpAAqpCX8szqtGkbixWhBIBY6lmNTJnyLKMRf2DLOhvoGoZCIGWNuisZlR9wFYy\nHKDEItwmJbZUWqGkXq+ihccQaPlAfx5ooaiFvoUNiuESyTK6KkrFCv1FSb9XvAhgCV7pzIRaEKx1\niHF4A/2NFnP7c9RA1tlBX26Y1T/IM4PReacLYf7QEPUytBtnRclNIKBGUFXwBhXFGCUEj3EWCYKT\njMIr1sWfMzY2xVJVyhCLaVUsInGRINEah9IHghhs29M+GAOhRBXEKM5arBNC6WNfABM74BoDRWp0\ntYbonx31pPdeFbvI5sNt6c3rYdf3wSa7xo6miUQikXg+WR12eW/0zr/rUrj75zHYn7gd7H4s7Ho0\ndI1Z17NMJF7T9DhLS5UJBGYGpeGFQpSSgASNHWJFEQOLhgtmVzLGVgIjalXyZouhEgqtUeQ1VJUn\nZyzg0Vk5w0EZEsVk4IzSaS3lUD/ViqNebbHRiAFqVuhw0F219PYIakpm9TfI8xLrKhjraJWeeXNb\nDOcBxTNcFsweKphTwpBqDIhVKYPSUEERMhvoDYH5M5o8LIasYmm0WhRZxrw8MOgNhXrWq1bigqbh\n6TECKGX7cxFiA66gUIiS0ZbmOBc/F1WCBkIQAgrGYgEjhmAMzWYZLUAJNLwnBF0i7VExhPZiCi1B\nFWsdxoB4T9USnXrKHKV9TgvOWhqtfK39Lry6Nfiq8Mx9MUN/75XthlMK3ePiredJe8DE7ZP0JpFI\nJFaW5gA8/LvYnXv2Q9E97HXviMH+1m9LPT8SiXXAwb0VymAIzrDIB+YFWKCBEoMXELHtnwyIBro7\nO5jY6RhbMzHj7oXXTRpPh5R0OMPfn5nN9IU5edDooOMDIUBLY1OnTKDTGTbvdHRYizMFY7qrWAdN\nrzw1s4E10FmvEIwlCMyY38QoGGdZ2CoZ8FCoUKIYYkGqQWhpeJ6IQhSqmUVECWJoKvSXBSoZmRjW\nR5E8Z4xXRlSizl4F/tT0LAyBTWuGzeuQGaFuhWpmEKLHvvclVZdRzwIdGVSckEnAq6X08EwzMK8R\naIkwVMCgtDv6Gouq0lJFg2CdICLkaihFyYzQJZ4R3RWauWdhC5qhpFqtEgIM5XDTY31Jg79CFC14\n5MZ2UH8VLJgRX19vKuz2gRjUj90sSW8SiURidah1w3bvitu8J+Bvv4mmBHdfDh2jYMq+MHX/uI3b\nIv3NTSReBnqsJTdCMwTqRhirwoAIwSsKaLsqVI1iMLRaBTNF6crqiAYqBoYLT9N4FpWBhSiukuF9\nIAs+huBGojMNUAZPoxSeHCgZWRM2qFdolIoNgZYHJwFnHWWAwWYTYwyoj1IXDRgBh4IYrAErJgam\nRhBvEQtehbIsMe21SZZllKIUrYBzDhXDyAD1vIgNpYzgNWBUsCqoelShwFKo4tpOOqFdl1CWJc4a\ngo81BVp6ghpCxVCUSh6EZhnwqngPuQ+YqsEYQ7cTRIW8VPKgBCMgQh4CFoP3nnq3QQh4HyU9NnM0\nvMcHIQ9Jg79sBuYuJb25DlpD4KqxOGynI6LrTdfodT3LRCKReHUyZhK84QTY61/gyTvg8dvgsVuj\njAdg5ESY+iaYsh9suAOsNzndOU0k1gIjraEEWmqoFIHSgA3wd2MY0kApikdAhWAMLa/kwy0eDzCh\np4qpZCxSocM4nHNkHd10aIMayhiqVCRQtbGZ09ODJV7qFEVB7j1zc2VeK2dSIzCioowb2UnnmBoi\ngleDbXpELB3OghEqEj3ohwrBGEMrD3gt6XCOSlXwKuAMkjlmDwG2glJh4XCDgSLQnTkKE5tTjRku\n6BaDsUKRl4gxeBGCesBQ4ilF8CIU7bsOpu2ikzlLZhXx0QEI48BIlOHgsdZijGBrDlqBPIBRwQSY\n3G2o2sBgy7AoOPpKy3CeU/qAqwpGhZGdVYaHcoqgFGLIrZAXnlyVQteeT+Y/Z4CvCjMfiAH9PVfB\nU3fE17rGwuT92s4PO8YgP5FIJBIvDzaDzfeKmyosfCY2B5x+V8zs/+EH8eeMg3GTYYNtYP32NnYS\njNgAOkenbH8isYoYE6jgsCFQqVpaQSiLQE8IWGNY4D3GxP9fqh6LbQfZgSHq5AXUc0tfuzvtmGpG\nZw2MKN2mpLdSoaNmUB/YoMfTLEuKIiMEi2ApisCYKvRa6DbgS1AJaM3QXbWoGPqHCro666gaHEom\nBh9goOUZ8AZVwVrB2yjH0aphMFRp5oGhRvTh73IGKo6yCIRmTjUoXSKoKKWBRvt6RSxFiIsAgqfl\nIYQovzFOcEZwxiDqo7WnKqomZvWdoWJj/1tnBYY9RalRY+8NvR2GETVHZg1QMr8/Ng7zWLKKoUrA\nWQslNHOPF0cpUCh442iVBbaaimyhzOHRm5+T3vQ9FV9fbzLsOi0G9ek2cCKRSLwyEImZ+5ETYbuD\nQUP8uz3vifbjkzHLf9dPn3+crUDvhHhc7/rQOx7qvVDrhXpP3K/3Qq0n3gWwGZgsPi5+/mJb+m5I\nvAYQAA04MbHZlMamTb0CQZUBFQoR8NFlRo0ggBZKq/SoyZjVt4hMhIpROsVRqWSUoQCgUoV6ZqnV\nobvqGRhW8oqh8PG/WE2g2ygd1jG2mjHU8OQl5Foi1lEGpSMj6tsDeAIWwRPARE27SNSxZ8YSxDFQ\nlAwNlAQBJ9BRqRAEhkUQH6iKUFGoOkPpY/Fry4Mh4IzgDeDBimJx0JbLFFZiV1sNbVkPeCAjgDVk\nmSX3IX6qKuSa44PHYak6pcN4jFho22E28pIiGIJVMo1OO87EAD6gqA8xa2+EoAISm22tLV7ZAf5g\nH9z/6xjUP3AtNPtjVn7DHWH7d8egPrk2JBKJxCsfMVHKM2bS818vGtA3PTbTGpoHg+1tqA+e/CMM\nL4iyy9X1fDC2fevdxrmIJdpcSHy+5HXzj89f7D3zwvfarxnbXlRU4veVq0JWXf7zSgdUOqHa+dxj\ntWup/c44biKxDIxCIDrluABdxuFdSemFXrXUjGe6j1aO2v4/paqUAvP7B3HOUXOWzMROtbP7W4yt\nCDUBMzajcyjH4BlTrVIidHZVGCqU0juQwOjOTiRvMLKeMaGrQm9tBJrnKJ6FQy0WDRdMn6/M729R\nLm4IlUWnGmsCo5yj5QOlhxxBjdAsDCZzWGsQAbWWZinMXjjMSFth45G9SGsmVqOOP5TQwENp6HCG\noCUiihXio7V4CUsWEmIClayC9wWIUBrF4ilVKNoFtM3c48TQmcGETsdGnY563VIxSo4gQekPDuvi\nnYEsg46KoWKFzAhBKwQbsF4wRlAf5/Ha8cFXhVkPtbP0V8MTt8esT+cY2HzvWCC70Y6Q1db1TBOJ\nRCKxJsjqMH5K3F4K1bgQyIdisJ8Px/2yiN/moYTg46N/qeftfQD1cUwNSz0u3l/Wey+yH3zbGm/x\n8xDH8MVLb2XOKi1YbBYD/koH1LqgPhI6R0J9ROyu3rGM/Y4R8XlyN3pVU3MZjVBiraWigAUpo6vL\ncFDGiGNBUIZRggpeYhbaq8d4g0epZhWGi5KgnrxZMJAbOp2hOafJoq4OxgVlTKdSsxa8J9OCeqVC\n7kuaww2qFcNwAYsaJT3VgnqnQ3ygs1Zh49FVpoz3DDdKFgw2mDMkNIroOGOsRKucSoWWdcwtavQ3\nW5jSk1UMGgQ1hrkNT/+wZ8FwSZAAi4bY0llMW4+vEq/N2ugcBIBYgo1WlqIhWlcaoTAaF0V5jrHR\nYQfAGBcLcVVo5MpQKZQiGGcxxkS3nOAZKDyD3hCMRaxgFYwIvXWhs2KwGnBVh1iP8bHBVyFQSkBU\nkFe1D35zEB6+ITow3P8bmP/3+Pq4LWCX98Wgfr0tYoYkkUgkEq89RNoZ7o5Ya/XPzuIFgs+fC/jL\nVlzEFM2ltvbz8oWvNSBvxMVO31Pxe7Q1CK2BuOB4KURisN89DrrXg+6x7f321jUWepba7xgZ70ok\n/mkwUaSDBAUBowZroeaU4KFVKt0GRA05HtQQ2kF+ELAitIrF3uwWzcBJdJ+ZlxuyoWGCVpjd0WB8\n3cXg2Fu8xALaQgNGlTIvKTVDZZjeqqOnEsiMom0JTq2zyriOKtXBFoXG+ZZAaRzeCrNzA7knBI9q\nbAzVMsqiZot5A57hArxCrsRiWjRevYBBESlRVUQFawylL2kFFxc88aOJx3vBCoDgQiCoUG1LgUKA\nUhQV8EEY1BJVi7YCiyowsp4xf7ikZQIeg6kKBhBHu2tuvEsy2MhptnIKazDWYG3sNhyITj9ri5c/\nwF+cpb//1zGof/SW+Eeu0hHdFXZ4d3S96R73sk8tkUgkEom1jkhb0lOPdzDWFKpxMbAk4G9vzYEY\n/DcHouRpeGF87HsqPjb7X3w8Y+N3ce/6sS5ixPrQMyHuL9nWh5710p2BVwjOBOo4AgavnhACKHSK\nULWgQRmjQlcoGVZD1Jdb1AgWi1FD4RWkRIIgojSC0pDAsFcGg+WJVs68ocC2I6uMqkB3VekS2/ak\nEYpCKEvlmYGcR+Z6OmtVxnco3XXoqmVkPseKwxiDhOhi46oGCcpQUBreM2Nhk7/NV3wIuKoFYylz\nzz3zPIMtTxDFAMMEBtvder0EjAiCoiqIFfJ2QyqjMOyhZWIAXmIp8gIbDIWDTqsEAzWjeMAEKFAa\nZclgaSiCJzeOwsPgYE612sGcYJg9ENAso0RpKAQxZEDdCGMqlsHcM72/wRDgfbTNLAAxQihL1NmX\n/Ldc7d+FtTby0rxUln7MprEF+ia7wAbbJn1hIpFIJBKrikhcMGT1mJ1fUXwJjUXQWBiD/8ZSi4Dh\n+TA0H2Y9GO1Phxe8+Hm7xj4/6O99sYXA+FhvkFh7aFunHhTFY4zFBqFiDCYonc4zwiuFdfSXMKcM\nFKKIOFQEsRZjFB8sKkJQxQcP0s6wF4qRwBNBaPUr67nA1B5lKA9YAWstLe/Jy0BQx+yBQDO0wEnb\n575AVBEtgGi5OaJqsGLIgWcbLZrB4gFpy2FaQ56nBlosygNDrYJSQRBELFkFpIh3HgQFETqsZSAQ\nFzfGYMuAGiEXoamKBrBBqTiHNx7FkgePFdtuWAXiDWICmckovY93FlDECsY4ZjcV1QYF0SvfG0/u\no51mKDxOBBM8rhRKdRQSUKuIWNTH2oOggg9rr5/s2gnwg4en74lNT/52LTy2dJZ+R9jh0BjU96y3\nVk6fSCQSiURiBbEu9opZkX4xvoxB/lBfuyh6fnu/Ly4E5j0Ru8YPzY8ypBfSMeq5oH9EeyGw9F2B\nxa9VOtb8db4G8N6jKGIsgsNiCAYIgBFqYqn4WGcyAmGhMYBGfbkxiAiqgRACoibaS8rif0dDCAE1\n0PJKXyPgrdJbtaxfV0wIVCTgVfDBkHtDEZQhH5iXG5osbo6lBAQRg/WeemaAHKvRbccZT2fFUHMV\nNBjmDZXMXuRRq1HOI3GeRmBMVycjhocIpRJUsURLT5E4B4iWm/GawFtFjaMMnsw7kJJSwVgFo/H6\nnKPUQN058txH1ZsIGSDGkIdAGQqCQLCWvPSxaDZzhLLECFQzR+4LinahrliDF0WAUgO+9HgUXXvx\n/RoK8FVh5oMxS//wDbGT7OJV/uh2ln7TXaPXccrSJxKJRCLxz4l1be3+cu4QBB/vCgz1tV2RXrAQ\nWPQsPHtfdMsL5T8eX+tZ9h2B7vWgc1RclKS4YgmZM1SEmH33sDiCDCZaNRprAMuQV0qUYYRFAkPW\nEERRVYIG1EOQ0NaxG1TaBawaLR5bqrQ0MOiFZwc9Jhg6rKUeBFXFq9DyBbnGhlUtVQZyTxGUkugb\n76ylgkG8x4jBILjMYU2IxbSLWvSXgb4cWhooimhHaYzBGaGKpTMPjLWW4EtaKBVVjDF48eQEjJoo\n01FQhKFgCKVHLZQhp2ptu8RTaASwxlIFVGIg3iTaijoNdDqDaoifrbFYURohUHeGLMsYbnoQi7Nx\noRCsY0A93gq5GIIIzbwkOAGEUChmLUrbVm1kX8YM/WO3wuO3Rn/6gTnxvd4J0b5ywx1g4g6pg2wi\nkUgkEq81jI0BeOeoaJrxUmiItQEvtRAY7IPZj8TnZevFx6h2Q9eo6LjXOSo2S+ts35HoHP3ca4vd\nhBY7DL0K5UIVE73tVRVvAsYYghosMUC37ayziKcVAmPaxa1D2i7KNQb1FrEh+uP7QJAYIIMhGMEg\nlKGgWcas9/zcMFwGasYwLoOuSrxl4D2AkonShcEbS0M9RsCZCmKULMRMPCFgnKP0SqnQXwSGCmEw\nh1YIFAhiBFVBFaxYOrMMynjHwkkMzmOjqpitL4mLmkJjAW5DlX41NMtAwNBlDUYNVY2e+WUQgoIP\nYJzFx/IFqpkj8wUFQilRX+9FsRl0ugwRoemVhomLCyTq8ZtFoCEwH6Hp42IpWIuqj8W6GlBdRlH8\narJiAf7QfHjqT9GT+LFb4Yk/RIsyiAH9Bq+DDbeP8pveCWttsolEIpFIJF5FiHmuedkLeyQsjWp0\nDVosDWosiluzPy4QGv1xf8HTsdP94teXRVZrn3vEPwb/i21Fl3583nu9sbHaKwwj2taexyyxanyt\nDJ4QPV4wKBlCd2ZoSmCUh9ka7SIhZsmddRCUwod2cN9+T4l1uSp4MRQKg0EpVVGxDHqDC0Q9PmBV\nsECHAe8smVGaSNTBqwEX/eitc3gNYGL2Pw/CkM/xWIKatl98wMpivRFkWYaUQvAFRgSrikWQdh8A\njxJEqIjBWo9XjRp8lP7SY1VxmcNrvJ64gIj2lV5LRC2lSszGo+0FQ7TCHFezVKsCIsxu+uiOa2Nh\nswlKjkFM7HwbgiI4xAS8j3cAVH3sorsWbz4tO8D/7nvhyTuipg7iv+rYzWDLN8ei2PW3XblCnkQi\nkUgkEomVRSR6/9e6YPTGK3ZM8NFFaPFCoPVCd6EXPJ/3JLTuf855aHnZ1UpHDPQ7RsSeBC+1QFi6\nD8Hix3rvWnEe0rbmPoSYuTYilCjOVvBaogGciQG4CYbcCBUN/L20tLzQbsyK+rBEk/+88ReLxjVq\n0b0ApaG0QqtUOiqWmjFUNBb4ViqKw1ALgW4fvfgHFbwGNBhyMWTWQlCwlv4ydrgdUqVZCiWBwOJG\n1IKIx7kK3gcGmw1G2pjVr1lwGAyKUaFGwQJxzCs9hQSKMvreL/KeujGURqkQXYIqmZKZOAdxsfmV\nweIVWj4wVBYMF5aWU8Azpm7p6HBUjLYtOQWvSpBAUMUZw5xWyWDpKdThrUKIGXxjaXfbVZwT3Fq0\ngF/2b9dDN8B6k2HK/jB+atyvdq21ySQSiUQikUisEYx97u7AyqIa+w68cFHwD/ajSz37ATI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PeDcHSdw21n0dNQVnClZ3ZV849bwZ8Tn4jZ6pwazmy1Myc+UVvFv0RoOyR/Dek7d7Jo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\nx6O9P040D/4JpqO55A3h4QA4GxoCttE4+fjLBd8R7/nxUr1xIw3hsdRH+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Mt5M1GrK3Fs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\nbNkBANwVx24A7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (20, 18)\n", "\n", "cmap=plt.cm.gist_heat_r\n", "grid = nba.shot_chart_jointgrid(playoff_df_fourth.LOC_X, playoff_df_fourth.LOC_Y,\n", " title=\"Lebron Last 3 Playoffs 4th Q\",\n", " joint_type=\"scatter\", marginals_color=cmap(.3),\n", " marginals_type=\"kde\")\n", "\n", "grid.plot_joint(sns.kdeplot, cmap=plt.cm.OrRd_r)\n", "offset_img = OffsetImage(im, zoom=0.6)\n", "offset_img.set_offset((600, 584))\n", "grid.ax_joint.add_artist(offset_img)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }