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NBA Stat Leaders Analysis
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#import modules\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as tkr\n",
"import matplotlib.dates as mdates\n",
"import seaborn as sns\n",
"from datetime import datetime\n",
"%matplotlib inline\n",
"\n",
"# use fivethirtyeight plot style\n",
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# \"Tableau 20\" colors as RGB \n",
"tableau20 = [(31, 119, 180), (174, 199, 232), (255, 127, 14), (255, 187, 120), \n",
" (44, 160, 44), (152, 223, 138), (214, 39, 40), (255, 152, 150), \n",
" (148, 103, 189), (197, 176, 213), (140, 86, 75), (196, 156, 148), \n",
" (227, 119, 194), (247, 182, 210), (127, 127, 127), (199, 199, 199), \n",
" (188, 189, 34), (219, 219, 141), (23, 190, 207), (158, 218, 229)] \n",
"\n",
"# Scale the RGB values to 0-1 scale \n",
"for i in range(len(tableau20)): \n",
" r, g, b = tableau20[i] \n",
" tableau20[i] = (r / 255., g / 255., b / 255.) "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# local file path for dataset downloaded from Kaggle\n",
"file_path = '/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/Seasons_Stats.csv'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create dataframe with data set\n",
"nba_df = pd.read_csv(file_path, index_col = 0)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"nba_df.drop_duplicates(['Year','Player'], 'first', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# adding together places where one player changed teams mid-season\n",
"nba_df = nba_df.groupby(['Year','Player']).sum()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# filter out players who played fewer than 50 games\n",
"nba_df = nba_df[nba_df.G > 40]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Age', 'G', 'GS', 'MP', 'PER', 'TS%', '3PAr', 'FTr', 'ORB%', 'DRB%',\n",
" 'TRB%', 'AST%', 'STL%', 'BLK%', 'TOV%', 'USG%', 'blanl', 'OWS', 'DWS',\n",
" 'WS', 'WS/48', 'blank2', 'OBPM', 'DBPM', 'BPM', 'VORP', 'FG', 'FGA',\n",
" 'FG%', '3P', '3PA', '3P%', '2P', '2PA', '2P%', 'eFG%', 'FT', 'FTA',\n",
" 'FT%', 'ORB', 'DRB', 'TRB', 'AST', 'STL', 'BLK', 'TOV', 'PF', 'PTS'],\n",
" dtype='object')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nba_df.columns"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# calculate metrics per game for points, blocks, steals, assists, and rebounds\n",
"nba_pergame = nba_df.copy(deep=True)\n",
"\n",
"nba_pergame[['PTS', 'BLK', 'STL', 'AST', 'TRB', 'MP', '3P']] = \\\n",
"nba_pergame[['PTS', 'BLK', 'STL', 'AST', 'TRB', 'MP', '3P']].divide(nba_df.G, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Age</th>\n",
" <th>G</th>\n",
" <th>GS</th>\n",
" <th>MP</th>\n",
" <th>PER</th>\n",
" <th>TS%</th>\n",
" <th>3PAr</th>\n",
" <th>FTr</th>\n",
" <th>ORB%</th>\n",
" <th>DRB%</th>\n",
" <th>...</th>\n",
" <th>FT%</th>\n",
" <th>ORB</th>\n",
" <th>DRB</th>\n",
" <th>TRB</th>\n",
" <th>AST</th>\n",
" <th>STL</th>\n",
" <th>BLK</th>\n",
" <th>TOV</th>\n",
" <th>PF</th>\n",
" <th>PTS</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year</th>\n",
" <th>Player</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">2017.0</th>\n",
" <th>Wilson Chandler</th>\n",
" <td>29.0</td>\n",
" <td>71.0</td>\n",
" <td>33.0</td>\n",
" <td>30.943662</td>\n",
" <td>14.9</td>\n",
" <td>0.545</td>\n",
" <td>0.347</td>\n",
" <td>0.207</td>\n",
" <td>5.2</td>\n",
" <td>17.7</td>\n",
" <td>...</td>\n",
" <td>0.727</td>\n",
" <td>103.0</td>\n",
" <td>356.0</td>\n",
" <td>6.464789</td>\n",
" <td>1.985915</td>\n",
" <td>0.732394</td>\n",
" <td>0.422535</td>\n",
" <td>114.0</td>\n",
" <td>172.0</td>\n",
" <td>15.732394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Yogi Ferrell</th>\n",
" <td>23.0</td>\n",
" <td>46.0</td>\n",
" <td>29.0</td>\n",
" <td>26.021739</td>\n",
" <td>13.1</td>\n",
" <td>0.533</td>\n",
" <td>0.447</td>\n",
" <td>0.226</td>\n",
" <td>1.8</td>\n",
" <td>9.2</td>\n",
" <td>...</td>\n",
" <td>0.831</td>\n",
" <td>20.0</td>\n",
" <td>91.0</td>\n",
" <td>2.413043</td>\n",
" <td>3.739130</td>\n",
" <td>0.913043</td>\n",
" <td>0.195652</td>\n",
" <td>70.0</td>\n",
" <td>90.0</td>\n",
" <td>10.043478</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Zach LaVine</th>\n",
" <td>21.0</td>\n",
" <td>47.0</td>\n",
" <td>47.0</td>\n",
" <td>37.212766</td>\n",
" <td>14.6</td>\n",
" <td>0.576</td>\n",
" <td>0.437</td>\n",
" <td>0.197</td>\n",
" <td>1.2</td>\n",
" <td>9.5</td>\n",
" <td>...</td>\n",
" <td>0.836</td>\n",
" <td>18.0</td>\n",
" <td>141.0</td>\n",
" <td>3.382979</td>\n",
" <td>2.957447</td>\n",
" <td>0.872340</td>\n",
" <td>0.212766</td>\n",
" <td>85.0</td>\n",
" <td>104.0</td>\n",
" <td>18.914894</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Zach Randolph</th>\n",
" <td>35.0</td>\n",
" <td>73.0</td>\n",
" <td>5.0</td>\n",
" <td>24.465753</td>\n",
" <td>18.5</td>\n",
" <td>0.490</td>\n",
" <td>0.098</td>\n",
" <td>0.200</td>\n",
" <td>11.3</td>\n",
" <td>27.4</td>\n",
" <td>...</td>\n",
" <td>0.731</td>\n",
" <td>182.0</td>\n",
" <td>416.0</td>\n",
" <td>8.191781</td>\n",
" <td>1.671233</td>\n",
" <td>0.520548</td>\n",
" <td>0.136986</td>\n",
" <td>99.0</td>\n",
" <td>136.0</td>\n",
" <td>14.082192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Zaza Pachulia</th>\n",
" <td>32.0</td>\n",
" <td>70.0</td>\n",
" <td>70.0</td>\n",
" <td>18.114286</td>\n",
" <td>16.1</td>\n",
" <td>0.588</td>\n",
" <td>0.007</td>\n",
" <td>0.410</td>\n",
" <td>12.9</td>\n",
" <td>22.0</td>\n",
" <td>...</td>\n",
" <td>0.778</td>\n",
" <td>140.0</td>\n",
" <td>270.0</td>\n",
" <td>5.857143</td>\n",
" <td>1.885714</td>\n",
" <td>0.842857</td>\n",
" <td>0.471429</td>\n",
" <td>88.0</td>\n",
" <td>166.0</td>\n",
" <td>6.085714</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 48 columns</p>\n",
"</div>"
],
"text/plain": [
" Age G GS MP PER TS% 3PAr \\\n",
"Year Player \n",
"2017.0 Wilson Chandler 29.0 71.0 33.0 30.943662 14.9 0.545 0.347 \n",
" Yogi Ferrell 23.0 46.0 29.0 26.021739 13.1 0.533 0.447 \n",
" Zach LaVine 21.0 47.0 47.0 37.212766 14.6 0.576 0.437 \n",
" Zach Randolph 35.0 73.0 5.0 24.465753 18.5 0.490 0.098 \n",
" Zaza Pachulia 32.0 70.0 70.0 18.114286 16.1 0.588 0.007 \n",
"\n",
" FTr ORB% DRB% ... FT% ORB DRB \\\n",
"Year Player ... \n",
"2017.0 Wilson Chandler 0.207 5.2 17.7 ... 0.727 103.0 356.0 \n",
" Yogi Ferrell 0.226 1.8 9.2 ... 0.831 20.0 91.0 \n",
" Zach LaVine 0.197 1.2 9.5 ... 0.836 18.0 141.0 \n",
" Zach Randolph 0.200 11.3 27.4 ... 0.731 182.0 416.0 \n",
" Zaza Pachulia 0.410 12.9 22.0 ... 0.778 140.0 270.0 \n",
"\n",
" TRB AST STL BLK TOV PF \\\n",
"Year Player \n",
"2017.0 Wilson Chandler 6.464789 1.985915 0.732394 0.422535 114.0 172.0 \n",
" Yogi Ferrell 2.413043 3.739130 0.913043 0.195652 70.0 90.0 \n",
" Zach LaVine 3.382979 2.957447 0.872340 0.212766 85.0 104.0 \n",
" Zach Randolph 8.191781 1.671233 0.520548 0.136986 99.0 136.0 \n",
" Zaza Pachulia 5.857143 1.885714 0.842857 0.471429 88.0 166.0 \n",
"\n",
" PTS \n",
"Year Player \n",
"2017.0 Wilson Chandler 15.732394 \n",
" Yogi Ferrell 10.043478 \n",
" Zach LaVine 18.914894 \n",
" Zach Randolph 14.082192 \n",
" Zaza Pachulia 6.085714 \n",
"\n",
"[5 rows x 48 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nba_pergame.tail()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# select max stat by year\n",
"max_df = nba_pergame.groupby(['Year'], sort=False)[['PTS', 'BLK', 'STL', 'AST', 'TRB', '3P']].max()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"max_df.columns = ['Points', 'Blocks', 'Steals', 'Assists', 'Total Rebounds', '3-Pt Field Goals']"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Wr1/PY489Rl1dHc899xyKovCLX/xCt6/T6RTnnEBwkbjdblasWMHixYuJjo5ucl9xzgkE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\nd/kNoJvvPfhYPfAaO9bJsDR7atn25T/xGjqq2uWYVxZlNi7j4uKYPXs2b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cyrzD8xXzH6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\ngUAgEAgEgirj//SweOfq87ukAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa5e512b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot key stat \n",
"plt.figure(figsize=(10,6))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.1f}'.format(x)\n",
" return s\n",
"\n",
"\n",
"for x in range(6):\n",
" ax=plt.subplot(2,3, sp_counter + 1)\n",
" plt.plot(max_df[max_df.columns[df_counter]].index,\n",
" max_df[max_df.columns[df_counter]].rolling(window=1,center=False).mean(),\n",
" color=tableau20[sp_counter],)\n",
" plt.title(max_df.columns[df_counter], fontsize=14, weight='bold')\n",
" if max_df[max_df.columns[df_counter]].mean() > 5.0:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.xticks(np.arange(1950,2018,10), rotation=45, fontsize=14)\n",
" plt.yticks(fontsize=14)\n",
"\n",
" if max_df.columns[df_counter] not in ['3-Pt Field Goals', 'Assists', 'Total Rebounds']:\n",
" plt.xticks([])\n",
" \n",
" z = np.polyfit(max_df[max_df.columns[df_counter]].dropna().index,\n",
" max_df[max_df.columns[df_counter]].dropna().rolling(window=1,center=False).mean(), \n",
" deg=1)\n",
" plt.plot(max_df[max_df.columns[df_counter]].dropna().index, \n",
" z[0] * max_df[max_df.columns[df_counter]].dropna().index + z[1], \n",
" color='red')\n",
" \n",
" try:\n",
" if max_df.columns[df_counter] == 'Points':\n",
" plt.ylim(20, 50)\n",
" if max_df.columns[df_counter] == 'Steals':\n",
" plt.ylim(2.0,4.0)\n",
" if max_df.columns[df_counter] == 'Total Rebounds':\n",
" plt.ylim(10,28)\n",
" if max_df.columns[df_counter] == 'Blocks':\n",
" plt.ylim(1.0,6.0)\n",
" if max_df.columns[df_counter] == 'Assists':\n",
" plt.ylim(5,15)\n",
" if max_df.columns[df_counter] == '3-Pt Field Goals':\n",
" plt.xticks(np.arange(1950,2018,10), rotation=45, fontsize=14)\n",
"\n",
" except:\n",
" continue\n",
" \n",
" df_counter += 1\n",
" sp_counter +=1 \n",
"\n",
"plt.text(-2.05, -0.35, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/stats_3P.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"start_date = 1980"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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c8zJcP6EjtfwLztYTCEqDarVqYY6Kwvzcc+Bd9HhjV5itMttP5/xg00gQ2dyA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa5e7da90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot key stat rolling average since 1985\n",
"plt.figure(figsize=(10,6))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.1f}'.format(x)\n",
" return s\n",
"\n",
"\n",
"for x in range(6):\n",
" ax=plt.subplot(2,3, sp_counter + 1)\n",
" plt.plot(max_df[max_df.columns[df_counter]].index,\n",
" max_df[max_df.columns[df_counter]].rolling(window=5,center=False).mean(),\n",
" color=tableau20[sp_counter],)\n",
" plt.title(max_df.columns[df_counter], fontsize=14, weight='bold')\n",
" if max_df[max_df.columns[df_counter]].mean() > 5.0:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
" plt.xlim(start_date,2018)\n",
" plt.yticks(fontsize=14)\n",
"\n",
" z = np.polyfit(max_df[start_date:][max_df.columns[df_counter]].dropna().index,\n",
" max_df[start_date:][max_df.columns[df_counter]].dropna().rolling(window=1,center=False).mean(), \n",
" deg=1)\n",
" plt.plot(max_df[start_date:][max_df.columns[df_counter]].dropna().index, \n",
" z[0] * max_df[start_date:][max_df.columns[df_counter]].dropna().index + z[1], \n",
" color='red')\n",
" \n",
" if max_df.columns[df_counter] not in ['3-Pt Field Goals', 'Assists', 'Total Rebounds']:\n",
" plt.xticks([])\n",
" \n",
" try:\n",
" if max_df.columns[df_counter] == 'Points':\n",
" plt.ylim(28, 34)\n",
" if max_df.columns[df_counter] == 'Steals':\n",
" plt.ylim(2.2,3.3)\n",
" if max_df.columns[df_counter] == 'Total Rebounds':\n",
" plt.ylim(12,18)\n",
" if max_df.columns[df_counter] == 'Blocks':\n",
" plt.ylim(2.8,4.8)\n",
" if max_df.columns[df_counter] == 'Assists':\n",
" plt.ylim(9,14)\n",
" if max_df.columns[df_counter] == '3-Pt Field Goals':\n",
" plt.ylim(1.0,4.0)\n",
" except:\n",
" continue\n",
" \n",
" df_counter += 1\n",
" sp_counter +=1 \n",
"\n",
"plt.text(-2.05, -0.35, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/stats_later_3P.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# select max stat by year\n",
"topplayers = ( nba_pergame.groupby(['Year'], sort=False)[['PTS', 'BLK', 'STL', 'AST', 'TRB', 'TOV']].quantile(1) / \\\n",
"nba_pergame.groupby(['Year'], sort=False)[['PTS', 'BLK', 'STL', 'AST', 'TRB', 'TOV']].quantile(0.95)) - 1"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"topplayers.columns = ['Points', 'Blocks', 'Steals', 'Assists', 'Total Rebounds', '3-Pt Field Goals']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ucZXy39psNpKTk9m5cycrVqxAURTuuOMOHn30UTIyMggPD1fNr61yMBXBapdZ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+FgypQpHDlyhE2bNjFmzJhaOadAUJvs27ePvLw8xo8fz8MPP8x3333H448/zo8//lihAXrLLbcw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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa63b2f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot stat leader divided by 95 percentile performance level\n",
"plt.figure(figsize=(10,6))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x * 100)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.0f}'.format(x * 100)\n",
" return s\n",
"\n",
"\n",
"for x in range(6):\n",
" ax=plt.subplot(2,3, sp_counter + 1)\n",
" plt.plot(topplayers[topplayers.columns[df_counter]].index,\n",
" topplayers[topplayers.columns[df_counter]].rolling(window=5,center=False).mean(),\n",
" color=tableau20[sp_counter],)\n",
" plt.title(topplayers.columns[df_counter], fontsize=14, weight='bold')\n",
" if topplayers[topplayers.columns[df_counter]].mean() > 5.0:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
" plt.xlim(start_date,2018)\n",
" plt.yticks(fontsize=14)\n",
"\n",
" if topplayers.columns[df_counter] not in ['3-Pt Field Goals', 'Assists', 'Total Rebounds']:\n",
" plt.xticks([])\n",
" \n",
" z = np.polyfit(topplayers[start_date:][topplayers.columns[df_counter]].dropna().index,\n",
" topplayers[start_date:][topplayers.columns[df_counter]].dropna().rolling(window=1,center=False).mean(), \n",
" deg=1)\n",
" plt.plot(topplayers[start_date:][topplayers.columns[df_counter]].dropna().index, \n",
" z[0] * topplayers[start_date:][topplayers.columns[df_counter]].dropna().index + z[1], \n",
" color='red')\n",
" \n",
" try:\n",
" if topplayers.columns[df_counter] == 'Points':\n",
" plt.ylim(.35, .55)\n",
" if max_df.columns[df_counter] == 'Steals':\n",
" plt.ylim(.4,.75)\n",
" if topplayers.columns[df_counter] == 'Total Rebounds':\n",
" plt.ylim(.4,.75)\n",
" if max_df.columns[df_counter] == 'Blocks':\n",
" plt.ylim(.8,1.8)\n",
" if max_df.columns[df_counter] == 'Assists':\n",
" plt.ylim(.6,1)\n",
" if max_df.columns[df_counter] == '3-Pt Field Goals':\n",
" plt.ylim(.20,0.8)\n",
"\n",
" except:\n",
" continue\n",
"\n",
" df_counter += 1\n",
" sp_counter +=1 \n",
"\n",
"plt.text(-2.05, -0.35, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/diff_stats_3P.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true,
"scrolled": false
},
"outputs": [],
"source": [
"# calculate metrics per minute for points, blocks, steals, assists, and rebounds\n",
"nba_perminute = nba_df.copy(deep=True)\n",
"\n",
"nba_perminute[['PTS', 'BLK', 'STL', 'AST', 'TRB', 'MP', '3P']] = \\\n",
"nba_perminute[['PTS', 'BLK', 'STL', 'AST', 'TRB', 'MP', '3P']].divide(nba_df.MP, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nba_perminute = nba_perminute.groupby(['Year'], sort=False)[['PTS', 'BLK', 'STL', 'AST', 'TRB', '3P']].max()\n",
"nba_perminute.columns = ['Points', 'Blocks', 'Steals', 'Assists', 'Total Rebounds', '3-Pt Field Goals']"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vvktQUBAhISE0bdqU2bNnA/DDDz8UzGYLmOj7Vm4n5uz3KZGeBsoZ/LxU6Fwy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qJKrvlBOp2OGTNmMGLECBwdHYtbf0F45ln6Hs6bNw9/f/98y4qLi8PFxUWS5uzsTExMTOlWWhAq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6+m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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa68a3a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot key stats per minute rolling average since 1985\n",
"plt.figure(figsize=(10,6))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.3)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.2f}'.format(x)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.3f}'.format(x)\n",
" return s\n",
"\n",
"\n",
"for x in range(6):\n",
" ax=plt.subplot(2,3, sp_counter + 1)\n",
" plt.plot(nba_perminute[nba_perminute.columns[df_counter]].index,\n",
" nba_perminute[nba_perminute.columns[df_counter]].rolling(window=5,center=False).mean(),\n",
" color=tableau20[sp_counter],)\n",
" plt.title(nba_perminute.columns[df_counter], fontsize=14, weight='bold')\n",
" if nba_perminute[nba_perminute.columns[df_counter]].mean() > 0.1:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
" plt.xlim(start_date,2018)\n",
" plt.yticks(fontsize=14)\n",
" \n",
" z = np.polyfit(nba_perminute[start_date:][nba_perminute.columns[df_counter]].dropna().index,\n",
" nba_perminute[start_date:][nba_perminute.columns[df_counter]].dropna().rolling(window=1,center=False).mean(), \n",
" deg=1)\n",
" plt.plot(nba_perminute[start_date:][nba_perminute.columns[df_counter]].dropna().index, \n",
" z[0] * nba_perminute[start_date:][nba_perminute.columns[df_counter]].dropna().index + z[1], \n",
" color='red')\n",
"\n",
" if nba_perminute.columns[df_counter] not in ['3-Pt Field Goals', 'Assists', 'Total Rebounds']:\n",
" plt.xticks([])\n",
" \n",
" try:\n",
" if nba_perminute.columns[df_counter] == 'Points':\n",
" plt.ylim(0.74, 0.88)\n",
" if max_df.columns[df_counter] == 'Steals':\n",
" plt.ylim(0.07,0.11)\n",
" if nba_perminute.columns[df_counter] == 'Total Rebounds':\n",
" plt.ylim(0.35,0.5)\n",
" if max_df.columns[df_counter] == 'Blocks':\n",
" plt.ylim(0.1,0.2)\n",
" if nba_perminute.columns[df_counter] == 'Assists':\n",
" plt.ylim(0.28,0.38)\n",
" if max_df.columns[df_counter] == '3-Pt Field Goals':\n",
" plt.ylim(0.04,0.13)\n",
" except:\n",
" continue\n",
" \n",
" df_counter += 1\n",
" sp_counter +=1 \n",
"\n",
"plt.text(-2.22, -0.35, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/stats_PM_3P.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# add ppg and mpg columns to nba_df (we'll use this to find score leaders mpg)\n",
"nba_df[['PPG','MPG']] = nba_df[['PTS', 'MP']].divide(nba_df.G, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create new df that shows point leaders mpg\n",
"x = nba_df.groupby(['Year']).agg({'PPG': 'max'})\n",
"\n",
"Leaders_MPG = x.merge(nba_df.reset_index(['Year', 'Player']), how='inner', on = 'PPG')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"Leaders_MPG.set_index('Year', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year</th>\n",
" <th>PPG</th>\n",
" <th>Player</th>\n",
" <th>Age</th>\n",
" <th>G</th>\n",
" <th>GS</th>\n",
" <th>MP</th>\n",
" <th>PER</th>\n",
" <th>TS%</th>\n",
" <th>3PAr</th>\n",
" <th>...</th>\n",
" <th>ORB</th>\n",
" <th>DRB</th>\n",
" <th>TRB</th>\n",
" <th>AST</th>\n",
" <th>STL</th>\n",
" <th>BLK</th>\n",
" <th>TOV</th>\n",
" <th>PF</th>\n",
" <th>PTS</th>\n",
" <th>MPG</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1993.0</td>\n",
" <td>22.342857</td>\n",
" <td>Drazen Petrovic*</td>\n",
" <td>28.0</td>\n",
" <td>70.0</td>\n",
" <td>67.0</td>\n",
" <td>2660.0</td>\n",
" <td>17.3</td>\n",
" <td>0.605</td>\n",
" <td>0.147</td>\n",
" <td>...</td>\n",
" <td>42.0</td>\n",
" <td>148.0</td>\n",
" <td>190.0</td>\n",
" <td>247.0</td>\n",
" <td>94.0</td>\n",
" <td>13.0</td>\n",
" <td>204.0</td>\n",
" <td>237.0</td>\n",
" <td>1564.0</td>\n",
" <td>38.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>1963.0</td>\n",
" <td>44.825000</td>\n",
" <td>Wilt Chamberlain*</td>\n",
" <td>26.0</td>\n",
" <td>80.0</td>\n",
" <td>NaN</td>\n",
" <td>3806.0</td>\n",
" <td>31.8</td>\n",
" <td>0.550</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1946.0</td>\n",
" <td>275.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>136.0</td>\n",
" <td>3586.0</td>\n",
" <td>47.575000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>1963.0</td>\n",
" <td>33.987500</td>\n",
" <td>Elgin Baylor*</td>\n",
" <td>28.0</td>\n",
" <td>80.0</td>\n",
" <td>NaN</td>\n",
" <td>3370.0</td>\n",
" <td>26.6</td>\n",
" <td>0.519</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1146.0</td>\n",
" <td>386.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>226.0</td>\n",
" <td>2719.0</td>\n",
" <td>42.125000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>1982.0</td>\n",
" <td>32.291139</td>\n",
" <td>George Gervin*</td>\n",
" <td>29.0</td>\n",
" <td>79.0</td>\n",
" <td>79.0</td>\n",
" <td>2817.0</td>\n",
" <td>24.2</td>\n",
" <td>0.562</td>\n",
" <td>0.018</td>\n",
" <td>...</td>\n",
" <td>138.0</td>\n",
" <td>254.0</td>\n",
" <td>392.0</td>\n",
" <td>187.0</td>\n",
" <td>77.0</td>\n",
" <td>45.0</td>\n",
" <td>210.0</td>\n",
" <td>215.0</td>\n",
" <td>2551.0</td>\n",
" <td>35.658228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>1982.0</td>\n",
" <td>30.333333</td>\n",
" <td>Adrian Dantley*</td>\n",
" <td>25.0</td>\n",
" <td>81.0</td>\n",
" <td>81.0</td>\n",
" <td>3222.0</td>\n",
" <td>24.2</td>\n",
" <td>0.631</td>\n",
" <td>0.002</td>\n",
" <td>...</td>\n",
" <td>231.0</td>\n",
" <td>283.0</td>\n",
" <td>514.0</td>\n",
" <td>324.0</td>\n",
" <td>95.0</td>\n",
" <td>14.0</td>\n",
" <td>299.0</td>\n",
" <td>252.0</td>\n",
" <td>2457.0</td>\n",
" <td>39.777778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>1993.0</td>\n",
" <td>32.576923</td>\n",
" <td>Michael Jordan*</td>\n",
" <td>29.0</td>\n",
" <td>78.0</td>\n",
" <td>78.0</td>\n",
" <td>3067.0</td>\n",
" <td>29.7</td>\n",
" <td>0.564</td>\n",
" <td>0.115</td>\n",
" <td>...</td>\n",
" <td>135.0</td>\n",
" <td>387.0</td>\n",
" <td>522.0</td>\n",
" <td>428.0</td>\n",
" <td>221.0</td>\n",
" <td>61.0</td>\n",
" <td>207.0</td>\n",
" <td>188.0</td>\n",
" <td>2541.0</td>\n",
" <td>39.320513</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6 rows × 52 columns</p>\n",
"</div>"
],
"text/plain": [
" Year PPG Player Age G GS MP PER \\\n",
"4 1993.0 22.342857 Drazen Petrovic* 28.0 70.0 67.0 2660.0 17.3 \n",
"14 1963.0 44.825000 Wilt Chamberlain* 26.0 80.0 NaN 3806.0 31.8 \n",
"24 1963.0 33.987500 Elgin Baylor* 28.0 80.0 NaN 3370.0 26.6 \n",
"34 1982.0 32.291139 George Gervin* 29.0 79.0 79.0 2817.0 24.2 \n",
"38 1982.0 30.333333 Adrian Dantley* 25.0 81.0 81.0 3222.0 24.2 \n",
"46 1993.0 32.576923 Michael Jordan* 29.0 78.0 78.0 3067.0 29.7 \n",
"\n",
" TS% 3PAr ... ORB DRB TRB AST STL BLK TOV \\\n",
"4 0.605 0.147 ... 42.0 148.0 190.0 247.0 94.0 13.0 204.0 \n",
"14 0.550 NaN ... NaN NaN 1946.0 275.0 NaN NaN NaN \n",
"24 0.519 NaN ... NaN NaN 1146.0 386.0 NaN NaN NaN \n",
"34 0.562 0.018 ... 138.0 254.0 392.0 187.0 77.0 45.0 210.0 \n",
"38 0.631 0.002 ... 231.0 283.0 514.0 324.0 95.0 14.0 299.0 \n",
"46 0.564 0.115 ... 135.0 387.0 522.0 428.0 221.0 61.0 207.0 \n",
"\n",
" PF PTS MPG \n",
"4 237.0 1564.0 38.000000 \n",
"14 136.0 3586.0 47.575000 \n",
"24 226.0 2719.0 42.125000 \n",
"34 215.0 2551.0 35.658228 \n",
"38 252.0 2457.0 39.777778 \n",
"46 188.0 2541.0 39.320513 \n",
"\n",
"[6 rows x 52 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# pandas merge function resulted in some incorrect duplicates\n",
"Leaders_MPG.reset_index()[Leaders_MPG.index.duplicated(False)]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# drop incorrect duplicates\n",
"Leaders_MPG = Leaders_MPG.drop(Leaders_MPG.index[[4,24,38]])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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6isOHD6ten5GRgb+/vyVCFcJuTdufo1r8F+mpo0eEJNp3ygv1PSgxKfxn++WiQLlGhb4r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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa620b9b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot point leader MPG rolling average since 1985\n",
"plt.figure(figsize=(6,3))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x)\n",
" return s\n",
"\n",
"ax=plt.subplot(1,1,1)\n",
"plt.plot(Leaders_MPG.index,\n",
" Leaders_MPG['MPG'].rolling(window=5).mean())\n",
"\n",
"y_format = tkr.FuncFormatter(func1) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.set_ylim(35,42) \n",
"\n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
"plt.xlim(start_date,2018)\n",
"plt.yticks(fontsize=14)\n",
"\n",
"\n",
"plt.text(-0.2, -0.33, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/MPG_leaders.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# add ppg and mpg columns to nba_df (we'll use this to find score leaders mpg)\n",
"nba_df[['3PPG','PPG', 'MPG']] = nba_df[['3P', 'PTS', 'MP']].divide(nba_df.G, axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create new df that shows point leaders 3 pointers\n",
"x = nba_df.groupby(['Year']).agg({'PPG': 'max'})\n",
"\n",
"Leaders_3PPG = x.merge(nba_df.reset_index(['Year', 'Player']), how='inner', on = 'PPG')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"Leaders_3PPG.set_index('Year', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Year</th>\n",
" <th>PPG</th>\n",
" <th>Player</th>\n",
" <th>Age</th>\n",
" <th>G</th>\n",
" <th>GS</th>\n",
" <th>MP</th>\n",
" <th>PER</th>\n",
" <th>TS%</th>\n",
" <th>3PAr</th>\n",
" <th>...</th>\n",
" <th>DRB</th>\n",
" <th>TRB</th>\n",
" <th>AST</th>\n",
" <th>STL</th>\n",
" <th>BLK</th>\n",
" <th>TOV</th>\n",
" <th>PF</th>\n",
" <th>PTS</th>\n",
" <th>MPG</th>\n",
" <th>3PPG</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1993.0</td>\n",
" <td>22.342857</td>\n",
" <td>Drazen Petrovic*</td>\n",
" <td>28.0</td>\n",
" <td>70.0</td>\n",
" <td>67.0</td>\n",
" <td>2660.0</td>\n",
" <td>17.3</td>\n",
" <td>0.605</td>\n",
" <td>0.147</td>\n",
" <td>...</td>\n",
" <td>148.0</td>\n",
" <td>190.0</td>\n",
" <td>247.0</td>\n",
" <td>94.0</td>\n",
" <td>13.0</td>\n",
" <td>204.0</td>\n",
" <td>237.0</td>\n",
" <td>1564.0</td>\n",
" <td>38.000000</td>\n",
" <td>1.071429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>1963.0</td>\n",
" <td>44.825000</td>\n",
" <td>Wilt Chamberlain*</td>\n",
" <td>26.0</td>\n",
" <td>80.0</td>\n",
" <td>NaN</td>\n",
" <td>3806.0</td>\n",
" <td>31.8</td>\n",
" <td>0.550</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>1946.0</td>\n",
" <td>275.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>136.0</td>\n",
" <td>3586.0</td>\n",
" <td>47.575000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>1963.0</td>\n",
" <td>33.987500</td>\n",
" <td>Elgin Baylor*</td>\n",
" <td>28.0</td>\n",
" <td>80.0</td>\n",
" <td>NaN</td>\n",
" <td>3370.0</td>\n",
" <td>26.6</td>\n",
" <td>0.519</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>1146.0</td>\n",
" <td>386.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>226.0</td>\n",
" <td>2719.0</td>\n",
" <td>42.125000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>1982.0</td>\n",
" <td>32.291139</td>\n",
" <td>George Gervin*</td>\n",
" <td>29.0</td>\n",
" <td>79.0</td>\n",
" <td>79.0</td>\n",
" <td>2817.0</td>\n",
" <td>24.2</td>\n",
" <td>0.562</td>\n",
" <td>0.018</td>\n",
" <td>...</td>\n",
" <td>254.0</td>\n",
" <td>392.0</td>\n",
" <td>187.0</td>\n",
" <td>77.0</td>\n",
" <td>45.0</td>\n",
" <td>210.0</td>\n",
" <td>215.0</td>\n",
" <td>2551.0</td>\n",
" <td>35.658228</td>\n",
" <td>0.126582</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>1982.0</td>\n",
" <td>30.333333</td>\n",
" <td>Adrian Dantley*</td>\n",
" <td>25.0</td>\n",
" <td>81.0</td>\n",
" <td>81.0</td>\n",
" <td>3222.0</td>\n",
" <td>24.2</td>\n",
" <td>0.631</td>\n",
" <td>0.002</td>\n",
" <td>...</td>\n",
" <td>283.0</td>\n",
" <td>514.0</td>\n",
" <td>324.0</td>\n",
" <td>95.0</td>\n",
" <td>14.0</td>\n",
" <td>299.0</td>\n",
" <td>252.0</td>\n",
" <td>2457.0</td>\n",
" <td>39.777778</td>\n",
" <td>0.012346</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>1993.0</td>\n",
" <td>32.576923</td>\n",
" <td>Michael Jordan*</td>\n",
" <td>29.0</td>\n",
" <td>78.0</td>\n",
" <td>78.0</td>\n",
" <td>3067.0</td>\n",
" <td>29.7</td>\n",
" <td>0.564</td>\n",
" <td>0.115</td>\n",
" <td>...</td>\n",
" <td>387.0</td>\n",
" <td>522.0</td>\n",
" <td>428.0</td>\n",
" <td>221.0</td>\n",
" <td>61.0</td>\n",
" <td>207.0</td>\n",
" <td>188.0</td>\n",
" <td>2541.0</td>\n",
" <td>39.320513</td>\n",
" <td>1.038462</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6 rows × 53 columns</p>\n",
"</div>"
],
"text/plain": [
" Year PPG Player Age G GS MP PER \\\n",
"4 1993.0 22.342857 Drazen Petrovic* 28.0 70.0 67.0 2660.0 17.3 \n",
"14 1963.0 44.825000 Wilt Chamberlain* 26.0 80.0 NaN 3806.0 31.8 \n",
"24 1963.0 33.987500 Elgin Baylor* 28.0 80.0 NaN 3370.0 26.6 \n",
"34 1982.0 32.291139 George Gervin* 29.0 79.0 79.0 2817.0 24.2 \n",
"38 1982.0 30.333333 Adrian Dantley* 25.0 81.0 81.0 3222.0 24.2 \n",
"46 1993.0 32.576923 Michael Jordan* 29.0 78.0 78.0 3067.0 29.7 \n",
"\n",
" TS% 3PAr ... DRB TRB AST STL BLK TOV PF \\\n",
"4 0.605 0.147 ... 148.0 190.0 247.0 94.0 13.0 204.0 237.0 \n",
"14 0.550 NaN ... NaN 1946.0 275.0 NaN NaN NaN 136.0 \n",
"24 0.519 NaN ... NaN 1146.0 386.0 NaN NaN NaN 226.0 \n",
"34 0.562 0.018 ... 254.0 392.0 187.0 77.0 45.0 210.0 215.0 \n",
"38 0.631 0.002 ... 283.0 514.0 324.0 95.0 14.0 299.0 252.0 \n",
"46 0.564 0.115 ... 387.0 522.0 428.0 221.0 61.0 207.0 188.0 \n",
"\n",
" PTS MPG 3PPG \n",
"4 1564.0 38.000000 1.071429 \n",
"14 3586.0 47.575000 NaN \n",
"24 2719.0 42.125000 NaN \n",
"34 2551.0 35.658228 0.126582 \n",
"38 2457.0 39.777778 0.012346 \n",
"46 2541.0 39.320513 1.038462 \n",
"\n",
"[6 rows x 53 columns]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Leaders_3PPG.reset_index()[Leaders_3PPG.index.duplicated(False)]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# drop incorrect duplicates\n",
"Leaders_3PPG = Leaders_3PPG.drop(Leaders_3PPG.index[[4,24,38]])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
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qo+O7speDqCEYOoiI6uHjY+WoNksWnQKkGBLBdTmIGoKhg4ioDpVmKz79s9Kh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\nTC710nIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa62d5f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot 3 pointers made by point leader rolling average since 1985\n",
"plt.figure(figsize=(8,4))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.1f}'.format(x)\n",
" return s\n",
"\n",
"ax=plt.subplot(1,1,1)\n",
"plt.plot(Leaders_3PPG.index,\n",
" Leaders_3PPG['3PPG'].rolling(window=5).mean())\n",
"\n",
"y_format = tkr.FuncFormatter(func1) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.set_ylim(0,3) \n",
"\n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
"plt.xlim(start_date,2018)\n",
"plt.yticks(fontsize=14)\n",
"\n",
"\n",
"plt.text(0, -0.25, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/3PPG_leaders.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/KK/1dS2VJqlYFEjcFRLM7O3ajGdkHd8hqNFdLDRgyWnx6O4xnZwwqqNTM50R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\n8P8rIitkRKiTOAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa6361898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot PER stat rolling average since 1985\n",
"plt.figure(figsize=(8,4))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.1f}'.format(x)\n",
" return s\n",
"\n",
"ax=plt.subplot(1,1,1)\n",
"plt.plot(Leaders_3PPG.index,\n",
" Leaders_3PPG['PER'].rolling(window=5).mean())\n",
"\n",
"y_format = tkr.FuncFormatter(func1) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.set_ylim(20,35) \n",
"\n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
"plt.xlim(start_date,2018)\n",
"plt.yticks(fontsize=14)\n",
"\n",
"\n",
"plt.text(0, -0.25, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/PER_leaders.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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02FOob/fQjp+XgPuiVJjWR4X7olTtChzOVZrx2L4ynNZJ81hkAvA/wwPwfKJf\np0bZxzRG3PdZqaRt35RwDOvC47hErkIURdz3WSkyS23DnreEKHBgarhDelRd0fclBkz43BZ0CQB+\nmBHp1C/v62G2ipi2WyvJmQOAD+8NxYQOGh5vLwYhHkAURZyqMGNPkR5fFOpxtNQomUXSGpUcGNtT\nhel9fDAhSoUg7+YByZ5CPX59qFyymBzQEGGvuyfEaV2WU3aV4nCx7QM3pZcKG8Z1rScXIle0taAO\nTx+Urtv0ycQwjOruvmuyiKKIez4pRVaTfLPfJPrh1aRAJ55V+/3PsUqsarI2GQCkDvbHn4Y7P3+H\nQYgHKtdbsPeyAXsK9dh7WS9Zx6U1ChlwT3dvTO3jg8m9VAj2luFvWdX4yw/VzfI/EkMU2DA2xKlP\nCfsu6/HQF2WStu8fjEA8Z8oQ3bB6s4ikj6QFFSf3UmGjBwT4G87WYsFhXePrIKWAU490g9rLtXNg\nPr1Yj8f2lUvakrt746PxoS7Rc8UgxMOZrSKOlBjxycV6fHqxHlfr2p6rJhOAvv5ySXGwnz0c44NV\ndwU5/YPZ0pPL7H5qvOOEVSKJ3MXfsqqR1qSYokIGfPdAJGIDu8awxM2oN4sYtLkY5U3m8/79riCk\n9HfdPJiCKjPu2amR1EXpoZbh4LQIhPu4RuE11w7hqMN5yQSM7u6NN24PQu7MbvhichgWDPJDtF/r\nF6hVRLMARC401P94d3Sw0wMQoGHdiBdvka4ZsflcHYpq2l9/hYhsSuosWHmyWtL26wRfjwhAAMDH\nS0BKf+nKvGtO1bjsujN1Zise31cmCUC8BOC9e0JcJgABGIRQEzJBwIgIb6SNCMTJGZE4MDUcCwf7\noV8b02pDvWX4eEIYnhvUuQmobZnaW4XYANuHzSwCb+XWXOMIImpN2okq1DaZpxriLcPvhjg/p6Az\nzRngi6YjGLkVZnxrl+zpCkRRROq3lc3K6b+aFIiRka6Vu8MghFokCAJuDVPileGBOPZQBI48EIHf\n3+qPgcHSgOTWUAUOTAvHaBdMSpPLBLxg1xuyPr8OZe2du0xEAICTZQ21Mpr6/a3+LSaru7Nefl6Y\nZDeb5N3Tta3s7TwfnK3Dv3+S/ns92McH8we63tARc0Loup2rNOPAVT18vWR4sK+PSy+gZ7CIuHVr\nsSTX5Xe3+uOPQz3rCY7oRomiiOl7ynDoqq08e/9AL3zzQESXX0PlRhy8YsD0PbbpunIByH64G3r4\nusYQx4+EwLgOAAAgAElEQVTahnW0mlayjQv0wr6p4fB3wUJyrndG5PJiA73w1AA/PNpP7dIBCAB4\nywU8N8hP0vbuqRpUX88KgUQebFehXhKAAA3d+p4YgADA6O5KDAiy9QhbRGBdnmv0hugMVqTsL5cE\nIGovAevHhLhkAAIwCCEP8ES8L4KUthumzigiw0VuGkSuzGgRseRYpaRtTA9vjI9yveHXziIIAn6d\nIB3WyMirheFG1s9wIKsoYt7XFbhUIx1uXnVnEBKCXbc0AYMQcnv+ChnmDpT2hrydW+P0mwaRq1t7\nplYyE04mAGlJgS6VgO4Mj8SqEaCw/Q1K9VZsv1B/jSM6Xnp2DfYUSpfNeHqALx6OVbdyhGtgEEIe\nYV6CL9RN1sS5WmfFh+fqrnEEkecSRRGfX6rH8h+lq62mxKkxKMR1n6o7i59Chtlx0i/3f5123sy7\ng1f0kvotADA8TIH/HeH6FV0ZhJBHCFXJm83xX5VdDUt76tcTeZBvig2Y8JkWs78ql1RT9lcI+OMw\nJnT/7NcDpL2rmaUmnCjt/Om6V2oteOpghWQpjhBvGd4fE+LyOXsAgxDyIAsG+aHpAsHnqiz45GLz\nVX+JPNHJMiMe/kKLybu0ONrCl+miwf6IcKEiV84WG+iFe3tKc2Pe7eTekM8u1mPsJxpo9bZEewHA\nv5KDEe3XNYrIMQghjxHl54WZduOjK7OrXbbiIVFnKKgy46kD5Ri9sxRfXjY02y4AmJvgi98k+jU/\n2MPNTZD+TT46X4/S+o6vQ6Spt+DJ/eX45b5yFNdLZ/r97lZ/jHPSwqE3gkEIeZQXbvFD0w7KrDIT\n9l9pfuMlcndX6yxYeESHER+VYNv5lpMqJ0WrcHh6BP56e5BLLHbmau6N8kZff1vvkNHaUBCxo4ii\niE0/1WHkxyX4uIVE2AlR3vjdEP8WjnRdDELIo8QHKTC5l/QpwX49DCJ3pjNYsTSzEsO2lmBdXi3M\nLXQE3hGpxJ77w/Cfe0OZiHoNMkHA03a9IevO1MLcAblmhTVmzPyyDPO/rkCFQfrzvQQgdbA/1o91\njZVxr0e7gpCioiIsXLgQ48aNw5QpU5Ceng6DQfr0aDKZ8Oijj+Ldd9+VtGdmZmL27NkYNWoU5s+f\nj8LCQsedPdENWDhY+qTwdbERmU5IKCPqTHVmK1aerMaQrcVYmV2D+hamqCeGKLDlvlB8PinM5dYY\ncVW/7KeWzLy7XGfBZ5ccl2tmFUWsPV2DOz7WtDhcNiRUgX1Tw/Gn4QFdIhHVXptBiMlkwqJFi6BU\nKrF27VosW7YMBw8exOrVqyX7rVu3DgUFBZK2kpISpKamYuLEicjIyEBoaChSU1NhtbJaJTnPsHAl\nku3WulnB3hByU6crTFh8tBK3bC7B0uNVkhkvP+vjL8fa5GAcmhaO+6JUHl8H5HoEecvwSKyPpM1R\nCapnK02YvEuL1O8qUWPXZaWSA8tuC8BXU8IxOFTpkN/nDG0GIbm5uSgsLMQrr7yCvn37YtiwYZg3\nbx52797duM/Zs2exY8cO9OnTR3Ls9u3bERcXh5SUFMTExGDJkiXQaDTIzMx0+Bshuh4vDpZ2oX5+\nSY8zOpOTzobIsSqNVrx3phbjPtHgju0avJ1bgzJD84e/SB8Z3rwjEEcfjMSMGDVkDD5uyNN203W/\nKTYit/zG7ycmq4iVJ6tx9w5Ni6v03hmpxOHpEXj+Fn94dbHhF3ttBiG9e/dGeno61GrbrAJBEFBT\n0xDpWSwWvPrqq1iwYAECA6WFUXJycjB06NDG1yqVCvHx8cjOznbU+RPdkOTu3hgaJh3rTmdvCHVh\nVlHEoasGzD1UjgGbivHitzoc17b8RRigFPDK8ACc+EUknhrgB2UX7MZ3JYNCFLi7m7Q34kaLl2WV\nGTHuk1IsPV4lWQMGaKjVsuKOIHw6KQz9At0jV6fNICQ4OBgjRoxofG21WrFlyxYkJSUBADZs2ICg\noCDcf//9zY7VarUICwuTtIWEhECj0dzseRPdFEEQ8NtbpLkhWwvqcanG7KQzIroxRTVmvPFjFYZt\nK8G03VpsPlffYr4H0BB8vJDoh6wZ3bBwsD98XXRRs67Ifrru5oJ66FrofWqJKIo4XGzAvEPlGPtJ\nKU620IsyPsob3z4QgTkDfN2qx+q6q5mkp6cjLy8P77//Pi5evIgNGzYgIyOjxX31ej2USml0qFAo\nYDQyCZCcb2pvFeICvXC2siHwMIvAWzk1+OvtQQ7/XaIowiICZitgFkWovQS3upFQ5zJYGsqqbzhb\nh32XDWhrLsY9PbzxWJwak3v5wMeL111HuL+XClG+chTVNnRf1JlFbDhbiwWJrU+ZvVxrwX9+qsPG\ns7U4X91yfZEQbxmWjwzEjBgft8zVaXcQIooiVqxYga1bt+L1119HTEwM5s6diyeffBI9evRo8Ril\nUtks4DCZTM2GbYicQSYIeOEWPyw4rGtsW59fi8IaC6yiCHOToMFiBSxN2izWhv+3iGLDaxEwW/8b\naPx3f3OTNvsH03CVDK+PDMQvYlx7cSlyPUc1BqS0UKTKXpSvHL+MU2N2PzV6+3eN6pldmZdMwJwB\nvlh23LaGy9oztXh2kJ/kgcNgEbHrkh4bztZi3xUDrjWbd0aMD14fGYgwlftWqm3XlWm1WpGWlobd\nu3fjtddeQ3JyMq5evYqsrCzk5eVhzZo1AACDwYDc3Fzk5uZi1apViIiIQFlZmeRnlZWVITY21vHv\nhOgGzIxR4y8nqnG5ruEpRG8BdhV2fCn3Ur0Vzx2uwD09vBHqxjcYcrzffVfZagDiLQem9vbBY3Fq\njO7uzd62TpbSX43lP9pyOS5UW/BlkQETolXILjdhQ34tNhfUNavzYa+3nxyvjwzEpF4+19zPHbQr\nCElPT8eePXuwfPlyjBo1CgAQHh6Obdu2SfZbvHgxBg8ejJSUFABAYmIifvjhh8bter0e+fn5mDNn\njqPOn+imKOUCnkv0wx+PVnb679ZbgE3n6vHcIJbDpva5UmvBj2XN8wWGhCrweJwaM2LUCPJmnoez\nhKnkeKivGv/5yVY1denxSvzlh6oW/92a8pYDU3rZAsiuVnTsRrUZhGRnZ2PTpk147rnnkJCQAK1W\n27gtOjpasq+3tzcCAgIQEREBAJg6dSo2bNiAdevW4Z577sG6desQGRnZmNRK5Ap+Fa/GloI6/NDK\nTAJHkQsN63A0ne6/Pq8Wzw70dcuxXnK8ry5Le+niA73wr+TgLl0nwt3MTfCVBCGnKq6d7D4kVIHH\n/htABntgANlmELJv3z4AwNtvv423335bsu3IkSPw8mr9R/To0QPLly/HypUr8d577yExMRF/+9vf\nIJN53h+aXJfaS4Zdk8LxncaASqMIuQB4yQAvQYCXrCF3xKtJm1wGyP+7raFdgFyQtsllDcf83CYX\nGmbklNRZMGhzcWMgkldpxvcaI25ndUpqh312FTMf7OvDAMTFDA1TIilcgWOlrT/UBCkFzIxV47E4\ntcf/+wk6nY5LiBJ1ose+KsOnTco6z+qnxupRwU48I+oKzFYR/f5zFbomFU/3TgnHbeGe/SXmirac\nq8OvD1VI2gQAY3s2zFKaFO0DFWcpAeACdkSd7ol4X8nr7efbX0+APNcJrVESgAR7Cxga6h4Fq9zN\nL2J88HicGnIBiPGXY/FQf2Q/HIlt48PwYF81A5AmOG+LqJON7eEtqSdQbxGx7XwdnhrABFVq3V67\noZixPVQek7zY1cgEAf+4Oxjpdwbx36gN7Akh6mRymYBfxknrg2Tk1bWyN1GDfXZJqWN7Mo/I1TEA\naRuDECIneCxOjaa3p5PlJvyoZSVhalm53oLjdomO43qqnHQ2RI7DIITICaL9vHCv3ZNsRn6tk86G\nXN3+K9LS7IkhCnRTs8gddX0MQoicJMUuQXVrQT1qTExQpebs80HsA1iiropBCJGTTIxWIcLH9hGs\nNon4+Hy9E8+IXJEoii3kg3AohtwDgxAiJ1HIBPyynzRBdT2HZMhOToUZJU3WivH1EnB7BGuDkHtg\nEELkRCn9pUMyx0pNOFXRseXjqWv5qkjaCzK6uzeUcs66IPfAIITIifoGeGF0d7sE1Tz2hpDNXruh\nmHujmA9C7oNBCJGTPdFfOiTz4bk66M1cTYGAapMV32ukU7c5NZfcCYMQIieb0tsHIU1Wz9QZRey8\nyARVAr6+akDTCVOxAXL08Weha3IfDEKInMxbLuDRfj6SNtYMIQD4ym5qLntByN0wCCFyAU/YJah+\nU2zET5VMUPVkoihir11S6r0MQsjNMAghcgHxQYpm0y7X53M9GU9WUGXBxRpL42tvOXBXN07NJffC\nIITIRaTYJaj++6c6GC1MUPVU9rNi7oj0hq+Ct2xyL7yiiVzEA319EKC01X/Q6q3YVai/xhHkzr6y\nC0LGsVQ7uSEGIUQuQu0lw8wYaW8Ia4Z4Jr1ZxNdXpVNzmQ9C7ohBCJELsR+S2X/FgIvVZiedDTnL\ndxoD6psMxfVUyzEgiFNzyf0wCCFyIYNDlRgapmh8LQL44CwTVD3N3iLp1NyxPb0hCCzVTu6HQQiR\ni7GfrrvxbC3MViaoehL7fJB7ozgUQ+6JQQiRi/lFjA98vWxPvVfrrM1mSpD7Kqox47TONgQnF4Dk\n7kxKJffEIITIxfgrZHior10F1TwOyXiKfVekQzFJ4UoEefNWTe6JVzaRC3oiXjok80WRHlfrLK3s\nTe7EfihmLKfmkhtjEELkgoaHKTAw2DYbwiICG5mg6vbMVhH77XpCODWX3BmDECIXJAgCUuwSVD/I\nr4VVZIKqO8ssNaLKaPs3DvWW4dYms6WI3A2DECIX9UisGt5y2+uLNRYctHtKJvdiv2ru2J7ekHFq\nLrmxdgUhRUVFWLhwIcaNG4cpU6YgPT0dBkPDh+Xo0aN44oknkJycjBkzZmDHjh2SYzMzMzF79myM\nGjUK8+fPR2FhoePfBZEbCvaWYXpvuwRVLmrn1pqXaudQDLm3NoMQk8mERYsWQalUYu3atVi2bBkO\nHjyI1atX49KlS1i0aBHuuecebNiwAU8//TTeeOMNfP311wCAkpISpKamYuLEicjIyEBoaChSU1Nh\ntVo7/I0RuYMUuwTVzy7V4wIrqLolrd6CH7QmSRuTUsndtRmE5ObmorCwEK+88gr69u2LYcOGYd68\nedi9eze+/PJLxMXF4cknn0R0dDQmTpyI+++/H7t37wYAbN++HXFxcUhJSUFMTAyWLFkCjUaDzMzM\nDn9jRO7grkgl+gXYElRNVmDB4Qrmhrih/ZcNaPqvOjhEgQgfeav7E7mDNoOQ3r17Iz09HWq1bU0L\nQRBQU1ODe++9Fy+99JJkf0EQUF1dDQDIycnB0KFDG7epVCrEx8cjOzvbUedP5NYEQcDzt/hJ2g4X\nG/HuaS5s526aV0llLwi5vzaDkODgYIwYMaLxtdVqxZYtW5CUlITevXsjISGhcVtZWRm++OKLxv21\nWi3CwsIkPy8kJAQajcZR50/k9h6PU2NMD+kX0tLMKvxUaWrlCOpqrKLYrEgZ80HIE1z37Jj09HTk\n5eVhwYIFkvb6+nq8/PLLCA8Px4wZMwAAer0eSqVSsp9CoYDRKF2imohaJwgC/nFXEAKUtlkS9RYR\nz3xdAQvXlHEL2eUmaOptuXL+CgEjIpTXOILIPbQ7CBFFEW+++Sa2bNmCtLQ0xMbGNm6rqanB888/\nj8uXL2PFihVQqRoieKVS2SzgMJlMjduJqH2i/Lzw+ohASduxUhP+kVPjpDMiR7Kfmju6uzcUMk7N\nJffXriDEarXi1VdfxbZt2/Daa68hOTm5cZtOp8MzzzyDK1eu4J///CeioqIat0VERKCsrEzys8rK\nypoN0RBR22b1U2NStDSAf+2HKpyq4LBMV9csH4RDMeQh2hWEpKenY8+ePVi+fDnGjBnT2G4ymbBw\n4ULodDqsWbMGvXv3lhyXmJiIrKysxtd6vR75+flITEx00OkTeQ5BEJB+ZxBCmixmZrQC8w9VwMRh\nmS6rymjF9yXSHmNOzSVP0WYQkp2djU2bNmHu3LlISEiAVqtt/O/f//43Tp8+jSVLlkClUjW2V1ZW\nAgCmTp2K3NxcrFu3DgUFBUhLS0NkZCSSkpI6/I0RuaNItRxv3iEdljlZbsLfsqqddEZ0sw5dNcDc\nJIaMC/RCb3+v1g8gciOCTqe75iPUqlWrsHHjxha3DRgwAGfOnGnWPmTIEPzrX/8CABw5cgQrV65E\ncXExEhMTsXjxYsmQDRFdvzkHyvHR+frG13IB+GpKOG4NYzJjV/PikQq8l2erhDt/oC9eHxnkxDMi\n6jxtBiFE5HrK9Rbcvl0jmVGREOSF/VMjoPJiQmNXIYoihmwtwaUaS2Pb1vtCcW8Uc0LIM3ABO6Iu\nKEQlx6o7pU/Lp3Vm/OWHKiedEd2In6rMkgBEJQfu6sZ8EPIcDEKIuqhJvXwwu59a0vb3nBp8X8KV\ndruKvUXSf6u7unnDhz1Z5EEYhBB1YX8ZGYgoX9v6IiKAZ76uQK2Ji0S6MotVxMErenxwVlp+fyyn\n5pKHYRBC1IUFKmV4627psExBtQVLj3NYxtWIoogftEb88agOgzYXY/qeMpyqkK6IfC+n5pKHYWIq\nkRtY9K0O/3dG+lS9Y0IYknvwS83ZzlWasaWgDlsL6vFTlbnV/WID5Mh8KBKCwOEY8hwMQojcQI3J\nirt3aHCh2pbkGO0nxzfTIxCgZIdnZyups+Cj8/XYUlCHE9q2K9r2VMvxr+Rg3MmkVPIwDEKI3MSR\nYgMm79Ki6Qc6pb8af78r2Gnn5EkqDFbsulSPLQX1OHjVgLaK2PorBEzp7YOZMT4Y1d0bXlwrhjwQ\ngxAiN7L4aCXezpUuarf53lCMj2bCo6OJoojTOjP2FOrxRZEe32uMbQYeChlwX5QKM2PUmBCt4kwY\n8ngMQojcSL1ZRPJODfIrbbkH3XxkODgtApFq+TWOpPaoN4v4+qoBXxTpsbtQj6JaS5vHCADu6qbE\nwzFqTO/jgyBvDo8R/YxBCJGbOV5qxPjPSmFp8skeGOyFzyaFI5hfgNftcq0FXxTqsbtIj0NXDKi3\ntO+WeUuIAg/H+OChvj6I8uNaMEQtYRBC5IbSjlfhbyeli9rdFq7AxxPC4K9gINKWi9VmrM+vxZ4i\nA3LK204s/dnAYC/cH+2DGbE+GBCk6MAzJHIPDEKI3JDJKuKXX5XhC7uKnKO6KbHlvjCuL3MNF6rN\nGLVDg2pT27dGlRxI7u6N8dEqjI9SIZo9HkTXhUEIkZuqN4uY8aUW3xQbJe0To1X4YGwIFJyN0aJn\nvq7Af36qa3V7lK8c46NUmBCtwqjuSqi92LNEdKMYhBC5sSqjFQ/s0TarVTEjxgdrRgVDzkBE4mK1\nGcO2lUjyaWQCkBSuxIT/9nYMCvZiQTEiB2HfIZEbC1DKsPW+UEzepcVpnW3GzNaCevh5CVh5ZxC/\nUJv4R06NJADpF+CFPZPDEKrizCKijsB+RCI3F6KS4+MJYejjL/0ifT+/Dv+TWQVRZGco0FDl1H5B\nuRcH+zEAIepADEKIPEA3tRzbJ4Shh1r6kf97Tg3ePFnTylGe5Z3cGhialP2I8pVjZqzaeSdE5AEY\nhBB5iD7+Xtg+IQyhdrVC0k5UYc0pzw5EdAZrswUAn0/0Y/IuUQdjEELkQfoHKbBtfCgCFNIv15e/\nr8S/7YYiPMma0zWoMduGpcJVMjze39eJZ0TkGRiEEHmYW8OU+PC+UPjIpYHIgm902HGh3kln5Tw1\nJiv+adcT9NwgP67rQtQJGIQQeaA7Ir2xcVwIlE3uAFYRePpgOb66rHfeiTnB+3m1qDDYekEClALm\nDGAvCFFnYBBC5KHG9lRhbXIImqY9mKzAY1+V49sSQ+sHuhG9WcRbOdJekLkJfghQ8tZI1Bn4SSPy\nYNP6+OCtu4IkbfUWETO+KMMrxypRVGNu5Uj38J+f6lBcb218rfYS8MxA9oIQdRYGIUQebnacL/46\nMlDSVmsW8fecGgzZWoI5B8pxvNTYytFdl9kqIj1busjfr+LVrAtC1IkYhBAR5g70w5+GBTRrt4jA\nR+frMe7TUkz4rBQ7LtTDbHWP4mYfna/HxRpbYRClDFgwyN+JZ0TkeVi2nYgAAIsG+yFIKeAvP1Sj\nzGBttv17jRHfa8oR7SfHvARfPN7fF4FdNHfCKopYcVLaCzK7nxo9fNkLQtSZuIAdEUnUm0VsKajD\nO7k1OKNrPSfEXyHgsTg15g30Qx//rvU88+nFejy2r7zxtUwAjj8Uib4BXet9EHV17XqMKSoqwsKF\nCzFu3DhMmTIF6enpMBgasuevXr2K3/zmNxg9ejRmzpyJI0eOSI7NzMzE7NmzMWrUKMyfPx+FhYWO\nfxdE5DA+XgJS+vvi2wcisG18KMb19G5xv2qTiNWnajFsWwke31eGo5quMaNGbKEX5Bd9fRiAEDlB\nm0GIyWTCokWLoFQqsXbtWixbtgwHDx7E6tWrIYoiUlNTERgYiPfffx+TJ0/Gyy+/jMuXLwMASkpK\nkJqaiokTJyIjIwOhoaFITU2F1dq8q5eIXIsgCBjXU4Vt48Pw7QMRSOmvhncLoxVWEfjkoh7jP9Ni\nfb7rV109cMWAE1qTpO3FwcwFIXKGNoOQ3NxcFBYW4pVXXkHfvn0xbNgwzJs3D7t370ZmZiYuXbqE\nP/zhD4iJicETTzyBwYMHY+fOnQCA7du3Iy4uDikpKYiJicGSJUug0WiQmZnZ4W+MiBwnIViBv98V\njNyZ3fDHof6I8Gn51vGXH6pcPnH1TbtekPt7qTAwWOGksyHybG0GIb1790Z6ejrUattqkoIgoKam\nBjk5Oejfvz98fW3z6ocMGYLs7GwAQE5ODoYOHdq4TaVSIT4+vnE7EXUtYSo5fndrALIf7oZ37g7C\noGDpEMbVOiu+KHLdiqvflxhwuFg63Xghe0GInKbNICQ4OBgjRoxofG21WrFlyxYkJSVBq9UiPDxc\nsn9ISAg0Gg0AQKvVIiwsrNXtRNQ1ecsFzI7zxeHpEZjVT7rcfUZ+nZPOqm0rsqXVUZO7e+O2cKWT\nzoaIrnt+XXp6OvLy8rBgwQLo9XooFNJuTKVSCZOpYbxVr9dDqZR+wBUKBYxG9yt8ROSJBEHA03br\nrHxZpMflWksrRzhPdrkJewqlvTSLhrAXhMiZ2h2EiKKIN998E1u2bEFaWhpiY2Ph7e3dGHD8zGg0\nQqVSAWgISOwDDpPJ1LidiLq+YWEKybCMVQQ2nnW9BNWVdrkgSeEKjOrGXhAiZ2pXEGK1WvHqq69i\n27ZteO2115CcnAwACA8PR1lZmWTf8vJyhIaGAgAiIiKabS8rK2s2RENEXZcgCHiiv7Q35IOzdbCK\nrpOg+lOlCR+fr5e0LRzsD0EQWjmCiDpDu4KQ9PR07NmzB8uXL8eYMWMa2xMTE5Gfn4/6etuH+8cf\nf0RiYmLj9qysrMZter0e+fn5jduJyD3MjFWj6ZIrhTUW7L/iOnVDVmXXoGlINCjYCxOj2SNL5Gxt\nBiHZ2dnYtGkT5s6di4SEBGi12sb/hg0bhm7dumHp0qU4d+4cMjIykJOTgwceeAAAMHXqVOTm5mLd\nunUoKChAWloaIiMjkZSU1OFvjIg6T5C3DNP7+EjaMvJcY0imqMaMTeekybLsBSFyDW2WbV+1ahU2\nbtzY4rYjR47g6tWrSEtLQ25uLnr27IkXX3wRt99+u2SflStXori4GImJiVi8eDGioqIc+y6IyOmO\nFBtw/y5t42svATj1SDdE+Dh3PZaXv9NhzWlbQBTjL8exhyIhlzEIIXI2rh1DRA4hiiJGfqxBfqVt\nvZmltwXghVucNwOltN6CwVtKUG+x3eb+flcQUuxyWIjIObrmEphE5HIEQcDj/aU1Q9bn10J0UoKq\nVRTx4hGdJADpqZbj0Vj1NY4ios7EIISIHGZWPzUUTe4q56oszSqUdpalmVX49JK0LsiCRD8o5RyG\nIXIVDEKIyGHCVHJM6SVNUHXGonbr82uxKkdaHXVQsBeejOcwDJErYRBCRA71RLx0uGPnxXpUGDpv\n5exDVw1YeEQnaYv0keHDe0Oh8mIvCJErYRBCRA41urs3evvZZsQYLMCmnzpnPZmfKk1I2VcGc5M0\nFB+5gP+MC0WUn1frBxKRUzAIISKHkglCs9knnZGgWq63YOaXZdAZpb/nn6ODMYyL1BG5JAYhRORw\nv4xTo2n+52mdGcdKOy5B1WgR8fj+chRUSxfOe2V4QLMiakTkOhiEEJHDdVPLMcGuLHpGfscMyYii\niN8e0eEbu1k4s/qp8eItfh3yO4nIMRiEEFGHsF/U7uPz9agyOj5BNT27Bv+2yzm5M1KJVXcGsTQ7\nkYtjEEJEHWJcT2/0UNtuMXVmEVsL6q9xxPXbcaEeS49XSdpi/OXYMDaE9UCIugAGIUTUIbxkAn4Z\nJ+0NyXBgzZATpUbMP1QhaQtUCvjwvlCEqJy7Xg0RtQ+DECLqMI/3V6Npf0RWmQk/am8+QbWwxoxZ\nX5VJSrJ7CcAHY0MRF6i46Z9PRJ2DQQgRdZhefl4Y29Nb0rb+JhNUq01WPLq3DCX10vySFXcGYXR3\n71aOIiJXxCCEiDqUfc2QrQV1qDXdWIKqxSri6QPlyK0wS9qfT/TjyrhEXRCDECLqUJOiVQhX2W41\nVSYR2y/cWILqn45VYk+RQdI2uZcKf74t4KbOkYicg0EIEXUopVzA7H7S9WSud0imsMaMuQfLsfqU\nNLF1SKgC744OhoxTcYm6JAYhRNTh7IdKvtcYcbrC1OZx1SYrXj1eiaSPSrDZbnpvd7UM/xkXCl8F\nb2NEXRU/vUTU4WIDvXB3N+n6LeuvMV3XbBXxfl4thm0twZsna6CXVmOH2qthUboevpyKS9SVMQgh\nok5hX0F107k66M3NF7X76rIeo3Zo8NsjOpTqmyewDgz2wicTw3BrGBelI+rquLY1EXWKqb19EOyt\nQ0cNh6QAACAASURBVIWhIfCoMIj49FI9ZsQ05IucrjBhybFK7L1saPH4SB8ZFg8LwC/7qSGXMQeE\nyB0wCCGiTqHyEvBIrBr/bJJcmpFXi9HdvfHaiSqsP1sHa/OOEfjIBSxI9MMLt/jBj/kfRG5F0Ol0\nLXzsiYgc73SFCXds10ja/LwE1LQwLAMAj8b6YMnwQPRk7geRW2JPCBF1moRgBUaEK3G01Fa6vaUA\n5O5uSqQlBTLvg8jNMQghok6VEq+WBCFNxQbIsey2QNzfSwWBtT+I3B6HY4ioU9WarEjYXIwqo+3W\nE+wt4OVbAzAn3hdKOYMPIk/BIISIOt3OC/V4/psKWMWGQmapQ/wR5M2kUyJPc12feqPRiEcffRRH\njx5tbDt37hzmzZuH5ORkzJgxA7t375Yck5mZidmzZ2PUqFGYP38+CgsLHXPmRNRlTevjg7OzuuP8\n7O5IGxHIAITIQ7X7k28wGPCnP/0JBQUFjW1GoxELFy5EXFwcNm7ciJSUFCxduhQ5OTkAgJKSEqSm\npmLixInIyMhAaGgoUlNTYbXe2AqaROQ+FDKB9T6IPFy7gpCCggLMmTMHRUVFkvbz58/j6tWrmDdv\nHqKiojBt2jTExcXh+PHjAIDt27cjLi4OKSkpiImJwZIlS6DRaJCZmen4d0JERERdSruCkBMnTmD4\n8OFYt26dpD0goGH57J07d8JqteLkyZO4cOECBgwYAADIycnB0KFDG/dXqVSIj49Hdna2o86fiIiI\nuqh2TdGdMWNGi+3du3fHs88+i7fffhtvvfUWLBYLnnrqKYwcORIAoNVqERYWJjkmJCQEGo2mpR8H\nAEhPT2/vuRMREVEX8tvf/lby+qbqhJjNZhQWFmLatGmYPn068vLykJ6ejv79+2PMmDHQ6/VQKqXF\nhhQKBYzGlmsEEBERkee4qSBk165dyMrKwubNmyGTyZCQkACNRoM1a9ZgzJgxUCqVzQIOk8mEwMDA\nmzppIiIi6vpuKgg5deoU+vXrB5nMlloyYMAAfPDBBwCAiIgIlJWVSY4pKytDbGxsqz/TvquGiIiI\n3NNNTc4PCwvD+fPnJW3nz59HVFQUACAxMRFZWVmN2/R6PfLz85GYmHgzv5aIiIjcwE0FIZMmTUJx\ncTFWrFiBoqIi7N+/H+vXr8esWbMAAFOnTkVubi7WrVuHgoICpKWlITIyEklJSQ45eSIiIuq6rrts\n+4gRI/DWW29hxIgRABqm4a5atQpnz55FaGgoZs2aJZlNc+TIEaxcuRLFxcVITEzE4sWLG3tKiIiI\nyHNx7RgiIiJyCi7YQERERE7BIISIyE2IIju2yaYrXA8MQroYURS7xIVFncPTr4em79+T/w4/EwTP\nXhCQ14NUV7geukQQ0vRi8vQLq6KioktcWB2J14ONp18Poig2vn9P/ju88cYb2LRpk7NPw+l4PTTo\nStfDTRUr6yxXrlyBWq2GTCbz6Gqrr7/+OrKysrB+/XooFApnn47T8Hpo4OnXw8aNG5GVlQWFQoH+\n/fvjiSeecPYpOUV6ejo+//xzrFmzxtmn4lS8Hhp0tevB5YOQd955BwcOHAAAyOVyPPvss7j99ts9\n7qa7YsUK7N27F++8847HvfemeD008PTrISMjAx988AFmzpwJvV6PDRs24NixY3juuecQHx8vqeLs\nzlasWIEvvvgCq1evRv/+/Rvbf+4RaNoz4M54PTToiteD/Pe///2fnX0Srdm7dy/ee+89LF68GCNH\njoRarcYbb7wBQRAQFRUFPz8/Z59ip3jzzTexd+9erF69GnFxcc22u+KF1RF4PTTw9OvBYDBgy5Yt\nePDBB/HYY49h5MiRmDZtGj7++GOcOHECPXv2RLdu3dz6bwAA3333Hf72t79h9erVSEhIaGzX6XTQ\narUIDAx0+78BwOvhZ131enDpIOTw4cOwWq2YM2cOoqOjMXz4cPTo0QPr16+H2WxGTEwM1Gq1s0+z\nQ+l0Ovz5z3/GxIkTMWXKFACAxWLB999/j9OnT8NisSA0NNQlLy5H4/XA6wEAvLy88Mknn8BgMODu\nu++GKIrw8fHB+PHjsWvXLvz4449ISEhASEiIWwdkYWFhOHXqFM6ePYuxY8cCAFJTU7FlyxasX78e\nJ0+eRHR0NMLCwtz2bwDwevhZV70eXDoIKSoqwokTJ3DHHXfA19cXABAXF4eIiAj8f3vnHRXVtfbh\nZ2AYBikyFBVBUDCgKBYUGxaIV7FF1NiwxGuXxIKxx6ixoiLqJwr2rlfFLgaxFyzXhlGBxIhiwwaK\nCtKGme+PWZwLUoKJig7nWcu1ZOads9/9O+/e5z27nLN+/XpkMhl16tTR6sCSy+VUrFiRQ4cOUbFi\nRSpVqsSIESM4fvw458+fZ8uWLahUKuzt7TEwMChpdz8KOee3tMdDTuda2uMhOzubR48ecfv2berW\nrYuxsTHZ2dnI5XK+/vprduzYQWxsLG3atNHKOMhBR0cHCwsLrly5QlJSEjt27ECtVtOtWzc6derE\nkSNHiIqKolmzZsjlcq1sF0qlUugb4uLiqFOnTqmMB6VSiUwmw9zcnKioKBITE7+YePisk5CMjAwO\nHjyImZkZ1atXF0RzcHDA1NSUwMBA4W5Ym1EoFLx48YJr165x5swZ9PX1+emnnxg4cCC2trasXLmS\nChUqUK1atc8msD4kOfVRKpUcOHAAhUKBs7NzqYuHHB0sLCx4/vw5165dIzIyslTEw7Vr10hISODN\nmzdYWlri4ODAhg0buHv3Li1atEAqlQoXHg8PD4KDgzEzM8szL64N5NbBwsKCChUq8PjxYy5cuMDb\nt2/x8/Ojbt26VKhQAS8vL1avXo1EIqFu3bpaEQc5nDt3jkqVKqGjo4NEIqFy5cqsW7eOBw8e0Lx5\n81ITD7l1AE3f8OjRIy5fvkxqauoXEQ+fVRKya9cujh49SlhYGA4ODjg6OpKZmcnSpUtxcnLCzs5O\n2JLp5OREcnIyZ8+exdPTE11d3c9G1H9Kbh3s7e2pWLEiMpmM8+fP88cff+Dt7U39+vXR0dGhatWq\nqFQq9uzZQ4cOHZBKpVqjw4EDBzh37hz79+/H1NQUFxcXDAwMCAgIKFXxkFuHsmXLUr58eaytrTl+\n/Di3bt3S+ngICgoiJCSEq1evsmnTJp4/f85XX33FN998Q0hICPHx8TRp0kRYoCuXy7l69SomJibU\nrVu3hL3/cLyrQ1JSEuXLl6d58+bs37+fhIQEevXqhYGBAUqlErlczq1bt8jOzsbd3b2k3f9gJCcn\nM23aNB4/fiy8w6xMmTI0bNiQ4OBgHj58SOPGjbU+HgrSQSqV4ujoyN69e3n27Bk+Pj6ffTx8NkuG\ng4ODWbVqFRkZGTx48IAhQ4aQkpJCv3796N69O5MmTRJ2ReR0qlZWVmRmZqKvr//Fd7Q5vKvDsGHD\nSElJwdXVldatW5OdnU2tWrUAUKlUAFhaWmJsbIxcLtcaHUJCQggODubVq1ckJiYSEBDAzJkzadas\nGcOGDWPixImlIh7e1SEwMJDAwEDKli2Lj48PSqVSq+MhOjqaiIgI5s2bx+rVqwkKCiI+Pp7FixcT\nHx/P0qVLOXfuHFOmTOHevXuo1Wp0dHSQSqVkZGQA2vEsmYJ0uHPnDiEhIfz2229Cv6FQKADNxQgg\nNTVVWCelDToA6OnpkZ6eTlhYGAsXLhQ+d3BwYPHixZw8eZKpU6dqdTxA4TqYmJiwZMkSli1b9kXE\nw2exRTcxMZHLly/j7+8vZKqdO3cmPj4eZ2dnRo0ahZGREZMmTWLUqFHUr18fe3t7EhMT0dXVJT09\nXSsuPH+lQ8eOHWnXrh1SqZQ3b94I6yJu376NXC4nIyNDK3R49uwZ58+f5+effxYy9n379rF161Zm\nzZrFmDFjkEgkWh8Pf6XDL7/8wsGDBwG0Nh5SU1MxMDCgevXqyGQy6taty48//simTZvYtm0bffr0\nYePGjYwcOZL58+ejUqkwNzfn6tWrjBgxAtCOh1YVpcP69evp3r07Hh4exMTEEBoaSuXKlUlKSuLq\n1asMHz4c0A4dAAwNDdHR0aF69erExsYSEBDAuHHjAKhVqxZr165lzJgxBAQECAu1tS0eIL8OCxYs\nYOzYsQCYmppiamrKzZs32b17N3Z2dp9tPHwWSUhmZib37t0TMtW3b9+SmprKmjVreP78Oc2aNaNb\nt27Y2NiwefNmNm/ejEKh4PHjxwQHByOXy0u4Bh+GonR4+vQpLVq0oGXLllSsWJFu3bpRuXJl5HI5\n0dHRLFu2TGt0SE9P5+7du3k+8/b2JioqisOHDxMUFMTkyZNRKBSEhoZqbTwUpsO1a9c4dOgQc+bM\nYdiwYSgUCnr27KmV8VCpUiXS09OFaTbQLEbu378/a9asITQ0lHHjxrFq1SpOnjzJ77//jlwuZ82a\nNVSuXLlknf+A/JUOhw4dwsrKCqlUSmxsLE+ePMHQ0JCVK1dqjQ4565vu3LmDrq4uQ4cOJTo6moMH\nD+a5ANvZ2bF69WrOnDlDbGys1sVDcXUAzWhJbGwsjx8//mzj4bNYE2JsbMydO3cIDw8nPT2d+fPn\nY2FhQfv27SlTpgw3b97kwoUL9O/fH3d3d+rVq0fNmjUZMmQIdnZ2Je3+B6MoHYyMjIiJiSEqKopG\njRphaWmJvr4+NjY2+Pn54eDgUNLufzB0dXW5evUqMpmMatWqIZPJAEhKSkIul6Ojo8OTJ0/o2bMn\ndevWxc3NTSvj4a90kEqlvHz5UlgPUaZMGa2IB6VSiUqlQkdHB319feLi4oiLi8PW1hYzMzNAs1jb\n2tqaQ4cO8fLlS5o3b46joyNNmzalQYMGgt2XzPvo8Ouvv5KRkUHbtm3p2LEj3t7etGjRgnLlypVw\nLf45OTro6uoCYGRkxG+//Ubr1q1xcnJCpVJx4cIF/vzzT5o0aQJo1oE4OTnh7u6udfHwPjpYWFjQ\nqVMnOnbs+NnGQ4klIU+fPuXZs2fIZDJkMhnW1tbEx8cTGxvLq1evmD9/Pm5ubjRs2BBTU1POnTuH\njY0Nzs7OWFtbU7lyZa14ONX76GBiYsL58+epUqUKrVq1omHDhri6umJqalrS1fjH5Oigr6+PoaEh\nL168ICIiQtDl5cuXzJ49mx49emBmZkZoaCjt27cXFmlqWzwURweFQsGuXbto3749rq6uWhEP69ev\nJzQ0lC1btqBWqzE3N8fFxYWdO3eSnJyMra2t8Kh+CwsLzMzMWLFiBW3atKFMmTJa896Q99VBoVCw\nfPlyvLy8MDExQSKRaMXi7Nw65FC+fHk8PDwoU6YMMpmMKlWqFHgBViqVwq6R0qxDTiL7ucZDiSQh\nwcHBbNy4ka1bt3L58mVu3LhBu3btaN26NQ4ODty4cYPmzZsLnamtrS27d+8mMzNTEFYb+Ds67Nq1\ni4yMDK3V4dKlS8TGxuLr60tqaioRERFs3bqVsLAwPDw8+Pe//42zszObN2/Gxsbmi77jf5fSrkPO\nVGu7du3Q1dXlxo0bHDlyBDc3Nzw8PFi7di2vXr3C3NwcCwsLQLONPyoqig4dOggL7j7HjvZ9EHXQ\nUJAOkZGRmJqaClMKObs+ci7Aly5d4rfffqNFixZak4Bouw6ffE1IeHg4+/fvZ/78+RgbGxMdHc2u\nXbsYOnQowcHBODs7Y2xszPnz5ylfvrwwr21jY0OVKlU+tbsfjX+ig729fQl7/+EoSIcdO3bw/fff\nExQUROfOnYmLi8PExISqVasCkJKSgoWFhdABawOiDnDr1i169OhBjx49ALhx4wbh4eGMHz8ef39/\n5s2bx5w5c3jx4gWNGjWiTp06HD58mIyMDK16N4iog4aCdDh06BALFixAqVTi6ekpPA/E0NCQDh06\nkJGRwaVLl0hKSsLc3LyEa/Bh0HYdPnkS8uzZM2rWrClsK6xUqRKGhoZMnDiR4cOHs3z5clxcXNiz\nZw+JiYnY2toSHx/P5cuXGTp06Kd296Mh6qChKB18fX1ZsmQJrq6uPHnyhO3bt2NlZcWtW7dISkrS\nqoeSlXYdlEoliYmJeebuXVxcUCgUSKVSpk6dyty5c5k1axa7d+9m5cqVGBsbk5WVhb+//xc9BZUb\nUQcNRemgp6fH0qVLkcvlNG7cGF1dXdRqNYaGhnTt2pVOnTphYmJSgt5/OEqDDp98OubEiRNcu3aN\nnj17AppHDysUCi5fvkxaWhoXL15kwoQJpKenc/36dS5cuIBarWbatGlaNQIg6qChKB3S09M5deoU\nXl5exMfHc+zYMX799VeePXvGjBkztGoRamnVIS4ujlevXiGVSjE3N2fdunXUqlWLChUqAJpnHlhb\nW5OUlMSxY8do1aoVX3/9NR06dMDT05Pu3btjbW1dwrX454g6aCiODhUrVuTly5ecO3eOGjVqCC9m\nU6vVyGQy9PX1S7gW/5zSpMMnSUJu3ryJTCZDLpdTtmxZzp8/T1JSEvXq1QM0q/2PHj3K4MGDuXz5\nMjo6OnTr1g1PT0+++eYbWrVqRfny5T+2mx8dUQcNxdVh0KBBREdHo1Kp8PDwwN3dnbZt29KhQwet\nuPsv7TqEhISwfv169u3bR3h4ODo6Ojg7O3PmzBns7e2Fu7+yZctiZGREZGQkdnZ2VKpUCblcjomJ\niVZsQxZ10PA+OhgaGhIZGclXX31FpUqVgM93zcP7Utp0+KhJiEql4uXLlwwaNAh9fX0cHR0xMzPj\n1atX/Pe//2XPnj08ePCA6dOn06pVK3r06EF0dDRxcXG0bNkSPT09ZDKZ8LS3LxVRBw1/R4cbN25w\n9+5dWrZsiVQqxcDAQNiq+qUi6gA7d+4kNDSU6dOn06JFC2xtbdm0aROWlpaoVCpu3LiRZyuqlZUV\nERERJCYm0rx58xL2/sMh6qBB1EFDadThoychhoaGhIWFcfLkSWQyGW5ubjg7O1OpUiUeP35Meno6\nrVu3ZvDgwYBmi+L169dp166d1iyyEnXQIOqgQdQB9u/fj6OjIx07dsTKyopy5coRGxtLlSpVaNy4\nMdevX+fSpUtYW1sLo39nz57F1tYWV1fXEvb+wyHqoEHUQUNp1OGj3lrnfqiKq6srK1asIDMzk4ED\nB9KgQQPhpTtpaWnCb+7fv4+lpeUXN6RUFKIOGkQdNJR2HbKzs0lISMiziNLMzAwrKysuXLiAr68v\n+vr6HD16lJEjR+Lq6opSqeT69esMGjSoBD3/sIg6aBB10FBadfioSYharebRo0ekpqYyf/58YmJi\nGDduHDo6OvTq1QsjIyPevn3LsmXLOHHiBM7Ozly7do2QkBCho9YGRB00iDpoKO066Orq4uXlxY4d\nO0hMTEShUKCrq0u5cuW4ceMGAI0bN6ZmzZo0bdqUqKgo5HI5fn5+WrVNX9RBg6iDhtKqw0edjpFI\nJMhkMlJTU3FwcKBmzZrY2dkRGBiInp4eNWrUwMDAAGdnZ2QyGdWrV2fIkCFatfsDRB1yEHXQIOoA\n9vb2NGnSBHNzc3R0dJBIJERFRXH//n06duwoPKpcV1eXNm3a4ObmJrwRVJsQddAg6qChNOrw0Vc6\nyuVy+vXrh56eHtnZ2bRu3Rq1Ws3UqVMB6Nu3LwqFgu++++5ju1KiiDpoEHXQUNp1kEqlWFlZ5fks\nLS2NtLQ0VCoVoHmC7IYNGwgPD0ehUGjFVNS7iDpoEHXQUBp1+CTbLfT09ACEPcxeXl4ATJ8+nfT0\ndAYNGiQ8alibEXXQIOqgQdRBQ85bQdVqNVKpFJlMxsqVK9mxYwfr1q3TipePFQdRBw2iDhpKiw6f\n9GFluTO2qlWrUr58eTZs2MC3336rFfvci4uogwZRBw2iDhoNYmJiSEhI4O7du2zbto0VK1bg7Oxc\n0q59UkQdNIg6aCgNOkiSk5PVn7pQtVpTpEQiISUlRSvefvp3EHXQIOqgobTrcOnSJYYPH45MJmPV\nqlVUq1atpF0qEUQdNIg6aNB2HUrkLbq5X7etp6f3xc9p/V1EHTSIOmgo7TqYmJgIj6LPeUlfaUTU\nQYOogwZt16FERkJERERECiIrK0tYK1OaEXXQIOqgQZt1EJMQERERERERkRLhy3/+s4iIiIiIiMgX\niZiEiIiIiIiIiJQIYhIiIiIiIiIiUiKISYiIiIiIiIhIiSAmISIiIiIiIiIlgpiEiIiIiIiIiJQI\nYhIiIiIiIiIiUiKISYiIiIiIiIhIiSAmISIiIiIiIiIlgpiEiIiIiIiIiJQIYhIiIiIiIiIiUiJ8\ntklIgwYN8PHxoXfv3sK/WbNmlbRbAtOnT2fz5s3/6BgpKSn4+voW+n3v3r158+bNX9qlpqYyYsQI\n0tPTWblyJQ0aNGD//v15bNLS0vDw8GD06NEArFixgoMHDwIarZOTk9/L99znp0+fPnTt2pV+/foR\nExOTx+727ds0aNCADRs2vNfxPzfOnDnD//3f/xX6/cqVKwkICPjH5YwYMaLQc+Hn58edO3fy2S1e\nvJgrV64U+JuEhASGDRtW4HeJiYn89NNP+Pj40KtXL/r378+pU6f+cR0+FgkJCbRo0eKjl3PlyhV6\n9uz50ct5HwqLv4CAAFauXPlex4qJiWHixInAh+nH/i5v3rxhwIABRdp8bP+GDRvGsWPHPtrxPxSR\nkZGsWLHig9kBDBgwgDdv3uT5LDk5mQYNGnzQcv4K6Qc5ykciJCQEU1PTknbjo/H69et8F+3cbNmy\nBdB0vkXZLV26lE6dOiGXywGoUKEC4eHhdOzYUbA5fvy48D3A0KFD/6n7+c7P5s2bWbBgAWvXrhU+\n27VrF23atCE0NJTevXsjlX7WIVcop0+fpn379h+9nP/+97+Ffrd48eIC7QYNGsTgwYNZt25dnnP8\nV8yePRs3NzfmzJkDwJ07dxg8eDCrV6+mSpUqf8N7kY/Fh4w/Z2dn5s6d+0GO9U84e/Ys7u7uJe3G\nF0FMTAyvX7/+YHZPnz6lTJkyGBsbf1R/isMXeUVwd3enefPm/Pnnn8yYMYOMjAyCgoJIT09HKpXi\n6+tL48aNCQsL4/jx42RkZPD48WPKly9Pt27dCA0N5f79+/Tq1YvevXsDmlGHyZMn4+zsnKest2/f\nsmDBAn777TekUiktWrQQRiWuX7/OwIEDefHiBQ4ODsycORMDAwP279/Pnj17yMrK4vXr13z33Xd0\n7dqVsLAw9u3bR3p6OkZGRgBkZGTQu3dvNm7ciK6ubp6yGzRowOHDh5k5c2ahdk+fPiUyMpIxY8YI\nnzVu3JhTp07x9OlTypcvD8DBgwdp27Yt8fHxgOYOw8HBgT59+gi/S0xMZPjw4XTp0oXu3btz9+5d\nFi5cyKtXr8jOzqZHjx55EpvcKJVKnjx5QtmyZYXPUlNTOXToEGvXruXWrVscO3YMLy8vAGbMmMEf\nf/wh/Pbu3bssXboUBwcH/P39efHiBUlJSVhZWTFnzhzMzMzw9vamRo0a3L59G19fXzw9PfOUHxQU\nRGRkJFKpFBcXFyZMmIBEImHRokVcvnwZHR0datSowejRozE0NMTb2xsvLy8iIyN5/fo1gwcP5vr1\n68TGxiKVSgkMDMTS0hKVSkV0dDSTJk0qtByA+Ph4fH19SUxMxMzMjNmzZ2NhYcGZM2dYv349WVlZ\nvHz5kvbt2zNs2DCuXLlCYGAgBgYGpKWlUa1aNQB8fX1ZvHixcO5y8Pb2xt/fn507d+azq1WrFnv3\n7n2vO/jExEQyMjJQqVTo6Ohgb2/PggULhI4pKiqq0HZ17NgxFi1aBJDn7+nTp/P69WsePnxI06ZN\nGThwYIHtJ0fHqKgosrOzcXJyYsyYMRgZGbFr1y5iY2P5+eefC/X97t27+Pn54efnh6enJ+vWrePU\nqVNkZmaSlpbGyJEj8fT0JD09HX9/f27evImxsbGQXE2bNo3o6GjmzZuHUqnE2tqaJ0+e4Ofnl6ec\nrKysQv3MzaeKv5SUFGbPns2ff/6JhYUFurq61K5dW4iP3O2jXLlyhdYvICCAbdu25dO0oPb+bpyO\nGDGCVatWYWlpyZ07d5DL5QwZMoTt27dz7949PD09+fHHHwHYs2cP27dvR0dHB3Nzc8aOHYudnR0A\nJ0+eZNCgQVy5coWQkBCsra2Ji4sjKyuLcePGUb9+fQCuXbvG8ePHSU1NpWHDhowcORKpVFpoP/su\nYWFhREREoFaref78OZaWlkybNg1LS8s8dgXFkIeHB926dWPs2LE0atQI0CTvDg4O9OzZk7Vr13Li\nxAlUKhVWVlZMmDABS0tLhg0bhomJCffu3aNLly6UK1eOtWvXIpFI0NXVZcSIEbi6uubz9cSJE/ns\nZDIZu3fvRqVSYWhoSP/+/Zk7dy4PHjzg1atXGBoaMnPmTN68eZPHrnv37kyfPl0YMXV3dxdGRU+f\nPk2zZs2EMkNCQpDL5VSvXl3wJS0trVjlFOZPznn+Kz7rJMTX1xcdnf/NGAUFBWFmZkZWVhbNmjXD\n39+f5ORkevbsyYIFC6hZsyZxcXEMGzaM9evXA5oA/s9//oOlpSU+Pj4cPnyYZcuWcfv2bQYOHIiP\njw86OjrCqMO7rFixgszMTHbs2IFKpWL48OFcvXoVgOfPnxMSEoKenh79+/fnxIkTeHh4sHfvXhYt\nWoSpqSk3btxgxIgRQuO4e/cue/fuxcjIiISEBHx8fAotO4cpU6YUanfq1Cnq16+fZ4RBKpXSsmVL\nDh06RL9+/Xjy5Alv377FwcFBSELe5dmzZ0yZMoX+/fvTpk0blEolEydOZPr06VSrVo2UlBQGDhxI\nlSpVcHFxEc6PRCIhOTkZmUxG06ZNmTJlinDM8PBwKlWqRJUqVWjfvj3btm0TkpCpU6cCoFarmTJl\nCq6urjRo0IBt27bh4uJCv379UKvVjB49mvDwcCFZdHBwEO7cc7Nr1y5+//13tmzZgkwm4+eff+bI\nkSM8fPiQxMREtmzZgo6ODrNnz2bJkiVMmjQJ0CSBW7du5ciRI0yZMoWNGzfi6OjIuHHjCAsLEGA5\nCwAADudJREFUo3///ty8eZPq1aujo6NDaGhogeUAPHr0iHXr1qFQKBg7diz79u1jwIABbN26lWnT\npmFra8vz58/p2LGjkCzcuXOHPXv2YGVlBWg6zL8aAZw6dWo+u2bNmrFp06b3SkJGjhzJtGnT2Lp1\nK7Vr16Z27dp4eXlhYWFBcnIykyZNKrRdFUV6ejrbt28HYNGiRQW2n6ioKKRSKRs3bkQikRAcHMyy\nZcuYMGEC3377bZHHj4uLY9y4cUyePJkGDRrw+PFjLl68yPLly5HL5Rw+fJiVK1fi6enJmjVryM7O\nJjQ0lLdv3zJkyBCcnJxQKpVMmDCBn376iSZNmnD58mV++OGHfGVt2LChUD9z86nib+XKlejr6xMa\nGkpycjJ9+/YVkhD4X/tQKpV06tTpL+uXQ1HtHfLG6ZUrV4iNjWXChAk4OTkxatQo1q9fz/Lly0lN\nTaVdu3b07duX+Ph4Nm3axJo1a1AoFISFhTF+/Hi2bdtGVlYWDx48oGrVqly5coXo6GjGjx+Po6Mj\nW7ZsYdWqVUIS8uzZM1asWIFUKmXkyJHs3buXdu3aFdnPvsv169fZuHEjdnZ2LF26lMDAwDyjQUXF\n0Lfffsu+ffto1KgRKSkpnD59mpEjR3Lw4EHi4uJYt24dUqmUPXv2MHv2bGHE0tjYWGgHnTt3ZsaM\nGbi4uHDhwgWuXr1aYBKyZMmSfHaDBg2iS5cuvHr1iu+//55jx45hbGwsjDj7+/uzY8cOxo0bl8du\nzZo1VKxYkaCgINLS0pg1axYpKSkYGRlx+vRpJk+eTFJSEjNnzmT16tXY29vnad/nzp0rVjlF+VMc\nPuskpKjOuE6dOgBER0djY2NDzZo1AU0jrF27NlevXkUikeDs7CzcUVasWJFGjRqho6ODjY0NGRkZ\npKenU6ZMmUJ9uHTpEn5+fujq6qKrqyvMg4WFhdGiRQth+Nve3p6XL19SpkwZFi5cyNmzZ3nw4AG3\nbt3i7du3wvGqVq2a7y7qn3Dv3j1sbGzyfd6+fXtmzZpFv379+PXXX2nXrl2Rx/Hz86NcuXJCknD/\n/n0ePXrEzJkzBZv09HT++OMPIQnJOT9//PEHo0aNolatWpiZmQn2u3fvxtvbG4C2bdsSHBzM9evX\nqVWrlmCzePFiUlNTmT59OgA9e/YkKiqKLVu28ODBA+Li4qhRo4Zgn3Pe3+XixYu0bdtWOB85icq/\n//1vfH19hSSte/fueRrH119/DYC1tTXm5uY4OjoCYGNjIww3njx5UliLUFg5K1eupGHDhigUCgAc\nHR158eIFEomEwMBAIiMjiYiIID4+HrVaTVpaGgDly5cXEpB/go2NDffu3Xuv37i5ubF//35u3rxJ\nVFQUZ86cYc2aNQQHB/Py5csi21VR5L4oFtZ+goKCePPmjTCtpFQqBe2KIjMzE19fXyFpBbCysuKX\nX37h0KFDPHz4kJs3bwpt7uzZs/j5+aGjo4ORkRHt27fn9u3bxMXFAdCkSRMA6tevj4ODQ77yIiMj\ni+Xnp4q/S5cuMXr0aCQSCQqFAg8Pjzx+5LSP4tYvh6Lae5UqVfLFacWKFXFychJ8NTQ0RE9PD1NT\nUwwNDXn9+jXnz5/nX//6l6BXhw4dCAwMJCEhgfj4eCHJAM0Uck7dnZycCAsLE75r164dBgYGALRp\n04azZ8/StWvXIvvZd2nYsKFwZ96pU6c8I8BQdAx16NCB1atX8/LlS44dO0bTpk0xNjYmMjKSmJgY\n+vXrB4BKpSI9PV04Zt26dYX/t2rVivHjx+Pu7k7Dhg3p27dvgX4Wx65ly5ZYW1uzfft2Hj58yNWr\nV4U+OTeNGzfGz8+Pp0+f4ubmxg8//ICRkREpKSmkpqZSoUIFjh8/joODA/b29oAmWQoODn6vcopr\nVxifdRJSFDmJg0qlyvedSqVCqVSip6eHnp5enu/ed03Cu1MkT58+RV9fP9+xJBIJarWap0+fMnDg\nQDp37kzt2rX5+uuviYyMFOxyGtO7nD59WuigLS0t88z/F4VEIilQA2dnZ7Kzs7l16xZHjx4lJCSE\nM2fOFHqcSZMmsW7dOrZu3Urv3r1RqVQYGRnlGX1JSkoqMIFycnJi9OjRzJ49m5o1a1KxYkWuXbtG\nXFwcmzZtYuvWrYBGr//85z9CErJlyxaioqJYsWKFoHNQUBAxMTF888031K9fH6VSiVqtFsoqTD9d\nXd08F8ekpCTUanU+bXJiI4fc8VFYbFy6dIkhQ4YUWU5hv09LS6Nv3760aNGCunXr0rFjR06dOiX8\nprD6xMTEMHv2bOHvvxoty87OzherRfHixQtWrVrF2LFjqVOnDnXq1KF///7MmjWLgwcPCkPPucnd\nrnKTlZWV5+/cSX1h7UelUjFmzBjhIvn27VsyMzOL5XtAQADTpk3jxIkTeHp68vvvvzN27Fh8fHxo\n2LAhrq6uzJs3D8h/TnL8KUir3KOuuetcHD8/Vfy9mwC+W4+ceCpu/XL7VVh7v3nzZr44LU6/mrvd\n5kapVHL69GnhhgcQ+lT4X19akN9qtRqpVFpkPztr1ixiY2MB6NKlC/r6+nn0yJl+zE1RMWRsbEzL\nli0JDw8nIiKC8ePHC8fp27evMPqSmZmZZ51Ebs2+//57vL29uXDhAmFhYWzYsIFFixblmf5bvHhx\ngXYbN27M4+vOnTvZu3cv3bp1w8vLCxMTExISEvLp7OzszN69e7l48SKXL1+mf//+BAQE8PjxYyGe\ni4qn4pZTXLvC+Gx3xxQXFxcX7t27R3R0NKC5A4iKiipwqOvv4ObmxsGDB1GpVGRmZjJx4kSioqIK\ntY+NjUWhUDBgwAAaN24sNIzs7Ox8trq6uqhUKtRqNc2bN2fLli1s2bIlXwKS2+5dbG1tefToUYG+\ntG3blkWLFmFra5tnrUZBuLi4MG3aNNauXUtcXBx2dnbo6+sTHh4OaC4ePj4+/P777wX+3svLCxcX\nFxYuXAhoArNt27bCOph9+/axcOFCTp48yZMnT4iIiCA0NJSFCxfmaawXLlygZ8+etGvXDoVCwcWL\nFwtMst6lQYMGREREkJmZiUqlYt68eURERNCoUSN2796NUqlEpVKxc+fOYq3+zuHu3btUqFBBuMMt\nrJzCePDgAampqfj6+tKsWTOuXr0q/LYgdHV1USqVODs7C/FQUAKSY5dDQkJCsedgAUxMTLh48SLb\ntm0T4io9PZ2nT5/i5ORUZLtSKBTExcWRkZGBUqksMrktrP00atSI0NBQsrKyUKlUzJkzh2XLlv2l\n3zKZjNq1azNlyhTmzp1LYmIiUVFRVK9end69e+Pq6sqpU6eE9ubu7s6BAweEu9SIiAgkEgmVK1dG\nT0+P8+fPA5oR1bi4uHydcnH9/FTx16hRI/bv349KpeL169ecPn26wN8Vt345vG97Lw6NGjXi6NGj\nvHz5EoADBw5gYmKCjY0NN27cyDNiVhRHjhwhMzOTjIwMDh48SJMmTYrsZ3/++Weh3eRM7V26dIln\nz54BmhHanPUQORQVQwBdu3Zl+/btqNVqYWQ251ykpKQAmqn7X375JZ//SqUSb29v0tLS+Pbbbxk/\nfjzx8fGULVs2TxtXKBQF2imVyjzt/cKFC3To0AFvb2/s7Ow4c+aM0J/ktlu6dClr1qzBw8ODMWPG\nYG9vz/379zl16hTNmzcHNCNnd+7c4datWwDCjsn3Kacou+LwxY6E5GBqaoq/vz8LFiwgPT0diUTC\n1KlTsbOz48aNG8U+TmELUwcPHkxgYKAwOvCvf/0LT0/PQht/o0aNOHDgAF27dsXAwIAaNWqgUCh4\n+PBhPlsLCwucnJzo3r07q1atKnTqqSi7Fi1asGnTpgLvhNu2bcvy5cuLvXXUzs6OAQMGMHXqVNav\nX09AQAALFy5k06ZNKJVKhg4dWmTHMW7cOHr16sWRI0c4efJkvm25bm5u1KxZkx07drB9+3YsLS0Z\nPXq0ELBdunRh0KBBLFmyhDVr1giL7grSDsizgLFz584kJCTw3XffoVarqVevHj169ECpVLJkyRJ6\n9+5NdnY2NWrUYOzYscXSAzQjVLm3hRZWTu4dQbmpWrUq7u7udOvWDWNjY2xsbKhSpQoPHjxAJpPl\ns/fw8GDw4MEsWLCgyOHzd+3Onz9Py5Yti10vqVTKkiVLCAoKolOnThgYGCCRSOjQoYOw+LiwdmVt\nbU3dunXp3r075ubm1K9fnz///LPAcgprP40bN2bJkiX06dMHlUqFo6Mjo0aNAijWwtR69erRqlUr\nZs2axZQpUzh+/Dg9evRAKpXi5ubG69evSU1NpV+/fgQEBODj44ORkREKhQK5XI5UKmXevHnMnTuX\nZcuWYWtri7m5OXK5XJgqA802xuL4+anib8iQIfj7+9OtWzfMzMwKjZHi1i8HPT29Qtt7Ydu//4qG\nDRvi4+PD999/j0qlQqFQsHDhQmJiYqhWrVqxR+4qVqzI4MGDhccMtG/fnoyMjEL72YKS8XLlyjFt\n2jSSkpKoUqWKsCYnh9atWxcaQ4aGhjg6OmJiYkKXLl2E33h7e/P8+XMGDhwIaKaUcta65UYqlTJ6\n9GimTJmCVCpFIpHw888/52v/Rdm5ubkxYcIEpFIpffr0wd/fnwMHDqCrq0u1atW4ffs2QB67/v37\nM336dHr27IlMJuOrr76idevWbN26VZj6UigUzJw5k6lTp6Knp5dnCqm45RRlVxwkycnJBY+ZiXwx\nzJkzBzc3N1q1alXSroiUACkpKQwaNIgNGzbkGdYGzQjJjBkzWL58eQl5V7IcPnwYQ0ND3N3dUalU\nTJgwgYYNG9K1a1chOTA3N+fp06f07t2bPXv2/O1ti58b2l6/4vLubq6/w8OHDxk2bBg7d+58r23w\nIn/NFz8SIqJ5cNXEiRNp1qyZ2EBKIatWreLHH3/Ml4CIIGz5Dg4ORqlUUq9ePTp16gRo7lx/+OEH\npFIparWayZMna9UFWtvr96lYsWIFe/bsYcyYMWL/+hEQR0JERERERERESoQvfmGqiIiIiIiIyJeJ\nmISIiIiIiIiIlAhiEiIiIiIiIiJSIohJiIiIiIiIiEiJICYhIiIiIiIiIiWCmISIiIiIiIiIlAj/\nDwuDgv+zyuDoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa68856d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot TOV stat rolling average since 1985\n",
"plt.figure(figsize=(8,4))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x)\n",
" return s\n",
"\n",
"ax=plt.subplot(1,1,1)\n",
"plt.plot(Leaders_3PPG.index,\n",
" Leaders_3PPG['TOV'].rolling(window=5).mean())\n",
"\n",
"y_format = tkr.FuncFormatter(func1) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.set_ylim(180,300) \n",
"\n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
"plt.xlim(start_date,2018)\n",
"plt.yticks(fontsize=14)\n",
"\n",
"\n",
"plt.text(0, -0.25, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/TOV_leaders.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Tee+99wDo1avXA5OAunfvjoODA3/++ecjlS0kJITk5ORHNiNaiSmhx44dM1My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\nxPl/tSkY3U3ydy0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa6d9e7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot key stats per minute rolling average since 1985\n",
"plt.figure(figsize=(10,6))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.3)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x)\n",
" return s\n",
"\n",
"def func2(x, pos): \n",
" s = '{:.0f}'.format(x * 100)\n",
" return s\n",
"\n",
"lst = ['MPG', '3P', '3P%','AST', 'TOV', 'PPG']\n",
"for x in lst:\n",
" ax=plt.subplot(2,3, sp_counter + 1)\n",
" plt.plot(Leaders_3PPG[x].index,\n",
" Leaders_3PPG[x].rolling(window=5,center=False).mean(),\n",
" color=tableau20[sp_counter],)\n",
" if Leaders_3PPG[x].mean() > 1:\n",
" y_format = tkr.FuncFormatter(func1) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" else:\n",
" y_format = tkr.FuncFormatter(func2) \n",
" ax.yaxis.set_major_formatter(y_format)\n",
" ax.grid(False)\n",
" ax.spines['bottom'].set_visible(True)\n",
" ax.spines['bottom'].set_color('grey')\n",
" plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
" plt.xlim(start_date,2018)\n",
" plt.yticks(fontsize=14)\n",
" \n",
" z = np.polyfit(Leaders_3PPG[start_date:][x].dropna().index,\n",
" Leaders_3PPG[start_date:][x].dropna().rolling(window=1,center=False).mean(), \n",
" deg=1)\n",
" plt.plot(Leaders_3PPG[start_date:][x].dropna().index, \n",
" z[0] * Leaders_3PPG[start_date:][x].dropna().index + z[1], \n",
" color='red')\n",
"\n",
" if x not in ['AST', 'TOV', 'PPG']:\n",
" plt.xticks([])\n",
" \n",
" if x == 'MPG':\n",
" plt.title(\"Minutes Per Game\", fontsize=14, weight='bold')\n",
" plt.ylim(35,42)\n",
" if x == 'AST':\n",
" plt.title(\"Assists\", fontsize=14, weight='bold')\n",
" plt.ylim(200,600)\n",
" if x == 'TOV':\n",
" plt.title(\"Turnovers\", fontsize=14, weight='bold')\n",
" plt.ylim(180,300)\n",
" if x == '3P':\n",
" plt.title(\"3-Pt Field Goals Per Season\", fontsize=14, weight='bold')\n",
" plt.ylim(0,220)\n",
" if x == '3P%':\n",
" plt.title(\"3-Pt FG Accuracy (Pct)\", fontsize=14, weight='bold')\n",
" plt.ylim(0.1,0.4)\n",
" if x == 'PPG':\n",
" plt.title(\"Points Per Game\", fontsize=14, weight='bold')\n",
" plt.ylim(28,35)\n",
" \n",
" \n",
" df_counter += 1\n",
" sp_counter +=1 \n",
"\n",
"plt.text(-2.3, -0.35, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/stats_PtLeaders.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Tg5zIrai27/2/MXKbHpEd6SnEO13leP941ZqEbZnl2JapabL7+6PF8P/ECBkF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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1baa5e7deb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot point leader MPG rolling average since 1985\n",
"plt.figure(figsize=(6,3))\n",
"df_counter = 0\n",
"sp_counter = 0\n",
"plt.subplots_adjust(wspace=0.2)\n",
"\n",
"def func1(x, pos): \n",
" s = '{:.0f}'.format(x)\n",
" return s\n",
"\n",
"ax=plt.subplot(1,1,1)\n",
"plt.plot(Leaders_3PPG.index,\n",
" Leaders_3PPG['PER'].rolling(window=5).mean())\n",
"\n",
"z = np.polyfit(Leaders_3PPG[start_date:]['PER'].dropna().index,\n",
" Leaders_3PPG[start_date:]['PER'].dropna().rolling(window=1,center=False).mean(), \n",
" deg=1)\n",
"plt.plot(Leaders_3PPG[start_date:]['PER'].dropna().index, \n",
" z[0] * Leaders_3PPG[start_date:]['PER'].dropna().index + z[1], \n",
" color='red')\n",
"\n",
"y_format = tkr.FuncFormatter(func1) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.set_ylim(22,32) \n",
"\n",
"ax.grid(False)\n",
"ax.spines['bottom'].set_visible(True)\n",
"ax.spines['bottom'].set_color('grey')\n",
"plt.xticks(np.arange(start_date,2018,5), rotation=45, fontsize=14)\n",
"plt.xlim(start_date,2018)\n",
"plt.yticks(fontsize=14)\n",
"\n",
"\n",
"plt.text(-0.2, -0.33, \"From: chart-it (MikeRAzar.com/chart-it) | Source: kaggle.com/drgilermo/nba-players-stats/data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/Personal/chart-it/Posts/nba player stats/PER.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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