Match_Vis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy.random as random\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "\n",
    "from IPython.display import display # Allows the use of display() for DataFrames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def normalize(df):\n",
    "    result = df.copy()\n",
    "    for feature_name in df.columns:\n",
    "        max_value = df[feature_name].max()\n",
    "        min_value = df[feature_name].min()\n",
    "        result[feature_name] = (df[feature_name] - min_value) / (max_value - min_value)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   activityDurationSeconds  assists  averageKillDistance  averageScorePerKill  \\\n",
      "0                      753      6.0            12.450000           192.000000   \n",
      "1                      753      5.0             3.190476           176.904762   \n",
      "2                      753      8.0             9.562500           212.812500   \n",
      "3                      753      5.0             9.000000           193.333333   \n",
      "4                      753      4.0             8.857143           192.500000   \n",
      "\n",
      "   averageScorePerLife  combatRating  deaths  kills  killsDeathsAssists  \\\n",
      "0           240.000000         120.0    15.0   20.0            1.533333   \n",
      "1           195.526316         116.0    18.0   21.0            1.305556   \n",
      "2           212.812500         106.0    15.0   16.0            1.333333   \n",
      "3           138.095238          91.0    20.0   15.0            0.875000   \n",
      "4           149.722222          84.0    17.0   14.0            0.941176   \n",
      "\n",
      "   killsDeathsRatio   score  standing  team  weaponKillsHeavy  \\\n",
      "0          1.333333  3840.0       0.0    17               0.0   \n",
      "1          1.166667  3715.0       0.0    17               0.0   \n",
      "2          1.066667  3405.0       1.0    16               0.0   \n",
      "3          0.750000  2900.0       1.0    16               0.0   \n",
      "4          0.823529  2695.0       1.0    16               0.0   \n",
      "\n",
      "   weaponKillsOther  weaponKillsPrimary  weaponKillsSecondary  \n",
      "0               6.0                 8.0                   1.0  \n",
      "1              16.0                 1.0                   4.0  \n",
      "2               9.0                 5.0                   2.0  \n",
      "3               4.0                 9.0                   2.0  \n",
      "4               6.0                 6.0                   0.0   (2424921, 17)\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"batchUdacity_TOTAL.csv\", index_col=\"Unnamed: 0\")\n",
    "\n",
    "df.fillna(-1, inplace=True)\n",
    "print(df.head(), df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>activityDurationSeconds</th>\n",
       "      <th>assists</th>\n",
       "      <th>averageKillDistance</th>\n",
       "      <th>averageScorePerKill</th>\n",
       "      <th>averageScorePerLife</th>\n",
       "      <th>combatRating</th>\n",
       "      <th>deaths</th>\n",
       "      <th>kills</th>\n",
       "      <th>killsDeathsAssists</th>\n",
       "      <th>killsDeathsRatio</th>\n",
       "      <th>score</th>\n",
       "      <th>standing</th>\n",
       "      <th>team</th>\n",
       "      <th>weaponKillsHeavy</th>\n",
       "      <th>weaponKillsOther</th>\n",
       "      <th>weaponKillsPrimary</th>\n",
       "      <th>weaponKillsSecondary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.909254e+02</td>\n",
       "      <td>4.037157e+00</td>\n",
       "      <td>1.542733e+01</td>\n",
       "      <td>1.969105e+02</td>\n",
       "      <td>1.945159e+02</td>\n",
       "      <td>1.274607e+02</td>\n",
       "      <td>1.085623e+01</td>\n",
       "      <td>1.077756e+01</td>\n",
       "      <td>1.387487e+00</td>\n",
       "      <td>1.177244e+00</td>\n",
       "      <td>2.274101e+03</td>\n",
       "      <td>5.088252e-01</td>\n",
       "      <td>1.649993e+01</td>\n",
       "      <td>3.176161e-01</td>\n",
       "      <td>3.118327e+00</td>\n",
       "      <td>3.633675e+00</td>\n",
       "      <td>1.739322e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.195260e+02</td>\n",
       "      <td>2.913969e+00</td>\n",
       "      <td>9.241697e+00</td>\n",
       "      <td>2.463797e+02</td>\n",
       "      <td>3.006944e+02</td>\n",
       "      <td>1.175931e+02</td>\n",
       "      <td>4.932818e+00</td>\n",
       "      <td>6.342052e+00</td>\n",
       "      <td>1.298535e+00</td>\n",
       "      <td>1.176640e+00</td>\n",
       "      <td>3.098258e+03</td>\n",
       "      <td>4.999222e-01</td>\n",
       "      <td>5.000001e-01</td>\n",
       "      <td>9.206479e-01</td>\n",
       "      <td>2.787253e+00</td>\n",
       "      <td>3.338469e+00</td>\n",
       "      <td>2.750705e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.400000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.600000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.230000e+02</td>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>9.666667e+00</td>\n",
       "      <td>1.177778e+02</td>\n",
       "      <td>5.078947e+01</td>\n",
       "      <td>6.800000e+01</td>\n",
       "      <td>7.000000e+00</td>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>7.380952e-01</td>\n",
       "      <td>5.882353e-01</td>\n",
       "      <td>4.850000e+02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.600000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.960000e+02</td>\n",
       "      <td>4.000000e+00</td>\n",
       "      <td>1.420000e+01</td>\n",
       "      <td>1.800000e+02</td>\n",
       "      <td>1.350000e+02</td>\n",
       "      <td>9.900000e+01</td>\n",
       "      <td>1.100000e+01</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>1.115385e+00</td>\n",
       "      <td>9.333333e-01</td>\n",
       "      <td>1.765000e+03</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.600000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.670000e+02</td>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>1.966667e+01</td>\n",
       "      <td>2.286667e+02</td>\n",
       "      <td>2.292105e+02</td>\n",
       "      <td>1.370000e+02</td>\n",
       "      <td>1.500000e+01</td>\n",
       "      <td>1.500000e+01</td>\n",
       "      <td>1.642857e+00</td>\n",
       "      <td>1.400000e+00</td>\n",
       "      <td>2.980000e+03</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.700000e+01</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>3.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.508000e+03</td>\n",
       "      <td>3.000000e+01</td>\n",
       "      <td>1.980000e+02</td>\n",
       "      <td>9.265000e+03</td>\n",
       "      <td>2.460000e+04</td>\n",
       "      <td>2.034000e+03</td>\n",
       "      <td>5.300000e+01</td>\n",
       "      <td>5.800000e+01</td>\n",
       "      <td>4.350000e+01</td>\n",
       "      <td>4.200000e+01</td>\n",
       "      <td>5.310000e+04</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.700000e+01</td>\n",
       "      <td>2.500000e+01</td>\n",
       "      <td>3.600000e+01</td>\n",
       "      <td>3.800000e+01</td>\n",
       "      <td>3.500000e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       activityDurationSeconds       assists  averageKillDistance  \\\n",
       "count             2.424921e+06  2.424921e+06         2.424921e+06   \n",
       "mean              5.909254e+02  4.037157e+00         1.542733e+01   \n",
       "std               1.195260e+02  2.913969e+00         9.241697e+00   \n",
       "min               5.400000e+01  0.000000e+00        -1.000000e+00   \n",
       "25%               5.230000e+02  2.000000e+00         9.666667e+00   \n",
       "50%               5.960000e+02  4.000000e+00         1.420000e+01   \n",
       "75%               6.670000e+02  6.000000e+00         1.966667e+01   \n",
       "max               2.508000e+03  3.000000e+01         1.980000e+02   \n",
       "\n",
       "       averageScorePerKill  averageScorePerLife  combatRating        deaths  \\\n",
       "count         2.424921e+06         2.424921e+06  2.424921e+06  2.424921e+06   \n",
       "mean          1.969105e+02         1.945159e+02  1.274607e+02  1.085623e+01   \n",
       "std           2.463797e+02         3.006944e+02  1.175931e+02  4.932818e+00   \n",
       "min          -1.000000e+00         0.000000e+00 -1.000000e+00  0.000000e+00   \n",
       "25%           1.177778e+02         5.078947e+01  6.800000e+01  7.000000e+00   \n",
       "50%           1.800000e+02         1.350000e+02  9.900000e+01  1.100000e+01   \n",
       "75%           2.286667e+02         2.292105e+02  1.370000e+02  1.500000e+01   \n",
       "max           9.265000e+03         2.460000e+04  2.034000e+03  5.300000e+01   \n",
       "\n",
       "              kills  killsDeathsAssists  killsDeathsRatio         score  \\\n",
       "count  2.424921e+06        2.424921e+06      2.424921e+06  2.424921e+06   \n",
       "mean   1.077756e+01        1.387487e+00      1.177244e+00  2.274101e+03   \n",
       "std    6.342052e+00        1.298535e+00      1.176640e+00  3.098258e+03   \n",
       "min    0.000000e+00        0.000000e+00      0.000000e+00  0.000000e+00   \n",
       "25%    6.000000e+00        7.380952e-01      5.882353e-01  4.850000e+02   \n",
       "50%    1.000000e+01        1.115385e+00      9.333333e-01  1.765000e+03   \n",
       "75%    1.500000e+01        1.642857e+00      1.400000e+00  2.980000e+03   \n",
       "max    5.800000e+01        4.350000e+01      4.200000e+01  5.310000e+04   \n",
       "\n",
       "           standing          team  weaponKillsHeavy  weaponKillsOther  \\\n",
       "count  2.424921e+06  2.424921e+06      2.424921e+06      2.424921e+06   \n",
       "mean   5.088252e-01  1.649993e+01      3.176161e-01      3.118327e+00   \n",
       "std    4.999222e-01  5.000001e-01      9.206479e-01      2.787253e+00   \n",
       "min    0.000000e+00  1.600000e+01      0.000000e+00      0.000000e+00   \n",
       "25%    0.000000e+00  1.600000e+01      0.000000e+00      1.000000e+00   \n",
       "50%    1.000000e+00  1.600000e+01      0.000000e+00      3.000000e+00   \n",
       "75%    1.000000e+00  1.700000e+01      0.000000e+00      5.000000e+00   \n",
       "max    1.000000e+00  1.700000e+01      2.500000e+01      3.600000e+01   \n",
       "\n",
       "       weaponKillsPrimary  weaponKillsSecondary  \n",
       "count        2.424921e+06          2.424921e+06  \n",
       "mean         3.633675e+00          1.739322e+00  \n",
       "std          3.338469e+00          2.750705e+00  \n",
       "min          0.000000e+00          0.000000e+00  \n",
       "25%          1.000000e+00          0.000000e+00  \n",
       "50%          3.000000e+00          0.000000e+00  \n",
       "75%          5.000000e+00          3.000000e+00  \n",
       "max          3.800000e+01          3.500000e+01  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>activityDurationSeconds</th>\n",
       "      <th>assists</th>\n",
       "      <th>averageKillDistance</th>\n",
       "      <th>averageScorePerKill</th>\n",
       "      <th>averageScorePerLife</th>\n",
       "      <th>combatRating</th>\n",
       "      <th>deaths</th>\n",
       "      <th>kills</th>\n",
       "      <th>killsDeathsAssists</th>\n",
       "      <th>killsDeathsRatio</th>\n",
       "      <th>score</th>\n",
       "      <th>standing</th>\n",
       "      <th>team</th>\n",
       "      <th>weaponKillsHeavy</th>\n",
       "      <th>weaponKillsOther</th>\n",
       "      <th>weaponKillsPrimary</th>\n",
       "      <th>weaponKillsSecondary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "      <td>2.424921e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.187960e-01</td>\n",
       "      <td>1.345719e-01</td>\n",
       "      <td>8.254940e-02</td>\n",
       "      <td>2.135878e-02</td>\n",
       "      <td>7.907152e-03</td>\n",
       "      <td>6.312564e-02</td>\n",
       "      <td>2.048345e-01</td>\n",
       "      <td>1.858199e-01</td>\n",
       "      <td>3.189626e-02</td>\n",
       "      <td>2.802963e-02</td>\n",
       "      <td>4.282677e-02</td>\n",
       "      <td>5.088252e-01</td>\n",
       "      <td>4.999334e-01</td>\n",
       "      <td>1.270464e-02</td>\n",
       "      <td>8.662019e-02</td>\n",
       "      <td>9.562302e-02</td>\n",
       "      <td>4.969491e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.870662e-02</td>\n",
       "      <td>9.713231e-02</td>\n",
       "      <td>4.644069e-02</td>\n",
       "      <td>2.658965e-02</td>\n",
       "      <td>1.222335e-02</td>\n",
       "      <td>5.778528e-02</td>\n",
       "      <td>9.307205e-02</td>\n",
       "      <td>1.093457e-01</td>\n",
       "      <td>2.985138e-02</td>\n",
       "      <td>2.801525e-02</td>\n",
       "      <td>5.834761e-02</td>\n",
       "      <td>4.999222e-01</td>\n",
       "      <td>5.000001e-01</td>\n",
       "      <td>3.682591e-02</td>\n",
       "      <td>7.742369e-02</td>\n",
       "      <td>8.785444e-02</td>\n",
       "      <td>7.859158e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.911165e-01</td>\n",
       "      <td>6.666667e-02</td>\n",
       "      <td>5.360134e-02</td>\n",
       "      <td>1.281867e-02</td>\n",
       "      <td>2.064613e-03</td>\n",
       "      <td>3.390663e-02</td>\n",
       "      <td>1.320755e-01</td>\n",
       "      <td>1.034483e-01</td>\n",
       "      <td>1.696771e-02</td>\n",
       "      <td>1.400560e-02</td>\n",
       "      <td>9.133710e-03</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.777778e-02</td>\n",
       "      <td>2.631579e-02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.208639e-01</td>\n",
       "      <td>1.333333e-01</td>\n",
       "      <td>7.638191e-02</td>\n",
       "      <td>1.953378e-02</td>\n",
       "      <td>5.487805e-03</td>\n",
       "      <td>4.914005e-02</td>\n",
       "      <td>2.075472e-01</td>\n",
       "      <td>1.724138e-01</td>\n",
       "      <td>2.564103e-02</td>\n",
       "      <td>2.222222e-02</td>\n",
       "      <td>3.323917e-02</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>8.333333e-02</td>\n",
       "      <td>7.894737e-02</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.497963e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>1.038526e-01</td>\n",
       "      <td>2.478596e-02</td>\n",
       "      <td>9.317501e-03</td>\n",
       "      <td>6.781327e-02</td>\n",
       "      <td>2.830189e-01</td>\n",
       "      <td>2.586207e-01</td>\n",
       "      <td>3.776683e-02</td>\n",
       "      <td>3.333333e-02</td>\n",
       "      <td>5.612053e-02</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.388889e-01</td>\n",
       "      <td>1.315789e-01</td>\n",
       "      <td>8.571429e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       activityDurationSeconds       assists  averageKillDistance  \\\n",
       "count             2.424921e+06  2.424921e+06         2.424921e+06   \n",
       "mean              2.187960e-01  1.345719e-01         8.254940e-02   \n",
       "std               4.870662e-02  9.713231e-02         4.644069e-02   \n",
       "min               0.000000e+00  0.000000e+00         0.000000e+00   \n",
       "25%               1.911165e-01  6.666667e-02         5.360134e-02   \n",
       "50%               2.208639e-01  1.333333e-01         7.638191e-02   \n",
       "75%               2.497963e-01  2.000000e-01         1.038526e-01   \n",
       "max               1.000000e+00  1.000000e+00         1.000000e+00   \n",
       "\n",
       "       averageScorePerKill  averageScorePerLife  combatRating        deaths  \\\n",
       "count         2.424921e+06         2.424921e+06  2.424921e+06  2.424921e+06   \n",
       "mean          2.135878e-02         7.907152e-03  6.312564e-02  2.048345e-01   \n",
       "std           2.658965e-02         1.222335e-02  5.778528e-02  9.307205e-02   \n",
       "min           0.000000e+00         0.000000e+00  0.000000e+00  0.000000e+00   \n",
       "25%           1.281867e-02         2.064613e-03  3.390663e-02  1.320755e-01   \n",
       "50%           1.953378e-02         5.487805e-03  4.914005e-02  2.075472e-01   \n",
       "75%           2.478596e-02         9.317501e-03  6.781327e-02  2.830189e-01   \n",
       "max           1.000000e+00         1.000000e+00  1.000000e+00  1.000000e+00   \n",
       "\n",
       "              kills  killsDeathsAssists  killsDeathsRatio         score  \\\n",
       "count  2.424921e+06        2.424921e+06      2.424921e+06  2.424921e+06   \n",
       "mean   1.858199e-01        3.189626e-02      2.802963e-02  4.282677e-02   \n",
       "std    1.093457e-01        2.985138e-02      2.801525e-02  5.834761e-02   \n",
       "min    0.000000e+00        0.000000e+00      0.000000e+00  0.000000e+00   \n",
       "25%    1.034483e-01        1.696771e-02      1.400560e-02  9.133710e-03   \n",
       "50%    1.724138e-01        2.564103e-02      2.222222e-02  3.323917e-02   \n",
       "75%    2.586207e-01        3.776683e-02      3.333333e-02  5.612053e-02   \n",
       "max    1.000000e+00        1.000000e+00      1.000000e+00  1.000000e+00   \n",
       "\n",
       "           standing          team  weaponKillsHeavy  weaponKillsOther  \\\n",
       "count  2.424921e+06  2.424921e+06      2.424921e+06      2.424921e+06   \n",
       "mean   5.088252e-01  4.999334e-01      1.270464e-02      8.662019e-02   \n",
       "std    4.999222e-01  5.000001e-01      3.682591e-02      7.742369e-02   \n",
       "min    0.000000e+00  0.000000e+00      0.000000e+00      0.000000e+00   \n",
       "25%    0.000000e+00  0.000000e+00      0.000000e+00      2.777778e-02   \n",
       "50%    1.000000e+00  0.000000e+00      0.000000e+00      8.333333e-02   \n",
       "75%    1.000000e+00  1.000000e+00      0.000000e+00      1.388889e-01   \n",
       "max    1.000000e+00  1.000000e+00      1.000000e+00      1.000000e+00   \n",
       "\n",
       "       weaponKillsPrimary  weaponKillsSecondary  \n",
       "count        2.424921e+06          2.424921e+06  \n",
       "mean         9.562302e-02          4.969491e-02  \n",
       "std          8.785444e-02          7.859158e-02  \n",
       "min          0.000000e+00          0.000000e+00  \n",
       "25%          2.631579e-02          0.000000e+00  \n",
       "50%          7.894737e-02          0.000000e+00  \n",
       "75%          1.315789e-01          8.571429e-02  \n",
       "max          1.000000e+00          1.000000e+00  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normalize(df).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df1 = pd.read_csv(\"batchUdacity_CLEANED.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "previousMatch = 0\n",
    "match = {}\n",
    "counter = 0\n",
    "counter2 = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for index, row in df1.iterrows():\n",
    "    currentMatch = int(row[\"matchId\"])\n",
    "    endIndex = index\n",
    "    if not currentMatch == previousMatch:\n",
    "        counter += 1\n",
    "        match[currentMatch] = {}\n",
    "        match[currentMatch][\"start\"] = index\n",
    "        \n",
    "        if not previousMatch == 0:\n",
    "            match[previousMatch][\"end\"] = index - 1\n",
    "        \n",
    "    previousMatch = currentMatch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "randomMatches = []\n",
    "epsilon = 0.005"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for matchIds in match.keys():\n",
    "    if epsilon >= random.rand():\n",
    "        randomMatches.append(matchIds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1109\n"
     ]
    }
   ],
   "source": [
    "print(len(randomMatches))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# for matches in match:\n",
    "#     print(matches, match[matches])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2169968, 18)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>activityDurationSeconds</th>\n",
       "      <th>assists</th>\n",
       "      <th>averageKillDistance</th>\n",
       "      <th>averageScorePerKill</th>\n",
       "      <th>averageScorePerLife</th>\n",
       "      <th>combatRating</th>\n",
       "      <th>deaths</th>\n",
       "      <th>kills</th>\n",
       "      <th>killsDeathsAssists</th>\n",
       "      <th>killsDeathsRatio</th>\n",
       "      <th>score</th>\n",
       "      <th>standing</th>\n",
       "      <th>team</th>\n",
       "      <th>weaponKillsHeavy</th>\n",
       "      <th>weaponKillsOther</th>\n",
       "      <th>weaponKillsPrimary</th>\n",
       "      <th>weaponKillsSecondary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>753</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.450000</td>\n",
       "      <td>192.000000</td>\n",
       "      <td>240.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.533333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>3840.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>753</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.190476</td>\n",
       "      <td>176.904762</td>\n",
       "      <td>195.526316</td>\n",
       "      <td>116.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.305556</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>3715.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>753</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.562500</td>\n",
       "      <td>212.812500</td>\n",
       "      <td>212.812500</td>\n",
       "      <td>106.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>3405.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>753</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>193.333333</td>\n",
       "      <td>138.095238</td>\n",
       "      <td>91.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>753</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.857143</td>\n",
       "      <td>192.500000</td>\n",
       "      <td>149.722222</td>\n",
       "      <td>84.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.941176</td>\n",
       "      <td>0.823529</td>\n",
       "      <td>2695.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0.1  activityDurationSeconds  assists  averageKillDistance  \\\n",
       "0             0                      753      6.0            12.450000   \n",
       "1             1                      753      5.0             3.190476   \n",
       "2             2                      753      8.0             9.562500   \n",
       "3             3                      753      5.0             9.000000   \n",
       "4             4                      753      4.0             8.857143   \n",
       "\n",
       "   averageScorePerKill  averageScorePerLife  combatRating  deaths  kills  \\\n",
       "0           192.000000           240.000000         120.0    15.0   20.0   \n",
       "1           176.904762           195.526316         116.0    18.0   21.0   \n",
       "2           212.812500           212.812500         106.0    15.0   16.0   \n",
       "3           193.333333           138.095238          91.0    20.0   15.0   \n",
       "4           192.500000           149.722222          84.0    17.0   14.0   \n",
       "\n",
       "   killsDeathsAssists  killsDeathsRatio   score  standing  team  \\\n",
       "0            1.533333          1.333333  3840.0       0.0    17   \n",
       "1            1.305556          1.166667  3715.0       0.0    17   \n",
       "2            1.333333          1.066667  3405.0       1.0    16   \n",
       "3            0.875000          0.750000  2900.0       1.0    16   \n",
       "4            0.941176          0.823529  2695.0       1.0    16   \n",
       "\n",
       "   weaponKillsHeavy  weaponKillsOther  weaponKillsPrimary  \\\n",
       "0               0.0               6.0                 8.0   \n",
       "1               0.0              16.0                 1.0   \n",
       "2               0.0               9.0                 5.0   \n",
       "3               0.0               4.0                 9.0   \n",
       "4               0.0               6.0                 6.0   \n",
       "\n",
       "   weaponKillsSecondary  \n",
       "0                   1.0  \n",
       "1                   4.0  \n",
       "2                   2.0  \n",
       "3                   2.0  \n",
       "4                   0.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.drop([\"Unnamed: 0\", \"matchId\", \"completed\"], axis=1, inplace=True)\n",
    "print(df1.shape)\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pandas.tools.plotting import parallel_coordinates\n",
    "from pandas.tools.plotting import andrews_curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "holder = normalize(df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#randomMatches1 = randomMatches[0:500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from matplotlib.backends.backend_pdf import PdfPages\n",
    "# Initialize:\n",
    "with PdfPages('RandomlyChosenMatchesVis.pdf') as pdf:\n",
    "    # When no figure is specified the current figure is saved\n",
    "    for singlematch in randomMatches:\n",
    "        \n",
    "        plt.figure(figsize=(12,12))\n",
    "        parallel_coordinates(holder[match[singlematch][\"start\"]:match[singlematch][\"end\"]], \"standing\")\n",
    "        plt.xticks(rotation=90, size=9)\n",
    "        plt.title(\"Parallel Coordinate Frame for \" + str(singlematch))\n",
    "        pdf.savefig()\n",
    "        plt.close()\n",
    "        \n",
    "        \n",
    "        plt.figure(figsize=(8,8))\n",
    "        andrews_curves(holder[match[singlematch][\"start\"]:match[singlematch][\"end\"]], \"standing\")\n",
    "        plt.title(\"Andrews Curve for \" + str(singlematch))\n",
    "        pdf.savefig()\n",
    "        plt.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "RMatchdf = pd.DataFrame.from_dict(match, orient='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "RMatchdf.to_csv(\"Indicies of randomly chosen matches used for visualization.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"batchUdacity_CLEANED.csv\", index_col=\"Unnamed: 0.1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>activityDurationSeconds</th>\n",
       "      <th>assists</th>\n",
       "      <th>averageKillDistance</th>\n",
       "      <th>averageScorePerKill</th>\n",
       "      <th>averageScorePerLife</th>\n",
       "      <th>combatRating</th>\n",
       "      <th>completed</th>\n",
       "      <th>deaths</th>\n",
       "      <th>kills</th>\n",
       "      <th>killsDeathsAssists</th>\n",
       "      <th>killsDeathsRatio</th>\n",
       "      <th>matchId</th>\n",
       "      <th>score</th>\n",
       "      <th>standing</th>\n",
       "      <th>team</th>\n",
       "      <th>weaponKillsHeavy</th>\n",
       "      <th>weaponKillsOther</th>\n",
       "      <th>weaponKillsPrimary</th>\n",
       "      <th>weaponKillsSecondary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>753</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.450000</td>\n",
       "      <td>192.000000</td>\n",
       "      <td>240.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.533333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>93663983</td>\n",
       "      <td>3840.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>753</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.190476</td>\n",
       "      <td>176.904762</td>\n",
       "      <td>195.526316</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.305556</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>93663983</td>\n",
       "      <td>3715.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>753</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.562500</td>\n",
       "      <td>212.812500</td>\n",
       "      <td>212.812500</td>\n",
       "      <td>106.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>93663983</td>\n",
       "      <td>3405.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>753</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>193.333333</td>\n",
       "      <td>138.095238</td>\n",
       "      <td>91.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>93663983</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>753</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.857143</td>\n",
       "      <td>192.500000</td>\n",
       "      <td>149.722222</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.941176</td>\n",
       "      <td>0.823529</td>\n",
       "      <td>93663983</td>\n",
       "      <td>2695.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   activityDurationSeconds  assists  averageKillDistance  averageScorePerKill  \\\n",
       "0                      753      6.0            12.450000           192.000000   \n",
       "1                      753      5.0             3.190476           176.904762   \n",
       "2                      753      8.0             9.562500           212.812500   \n",
       "3                      753      5.0             9.000000           193.333333   \n",
       "4                      753      4.0             8.857143           192.500000   \n",
       "\n",
       "   averageScorePerLife  combatRating  completed  deaths  kills  \\\n",
       "0           240.000000         120.0        0.0    15.0   20.0   \n",
       "1           195.526316         116.0        0.0    18.0   21.0   \n",
       "2           212.812500         106.0        0.0    15.0   16.0   \n",
       "3           138.095238          91.0        0.0    20.0   15.0   \n",
       "4           149.722222          84.0        0.0    17.0   14.0   \n",
       "\n",
       "   killsDeathsAssists  killsDeathsRatio   matchId   score  standing  team  \\\n",
       "0            1.533333          1.333333  93663983  3840.0       0.0    17   \n",
       "1            1.305556          1.166667  93663983  3715.0       0.0    17   \n",
       "2            1.333333          1.066667  93663983  3405.0       1.0    16   \n",
       "3            0.875000          0.750000  93663983  2900.0       1.0    16   \n",
       "4            0.941176          0.823529  93663983  2695.0       1.0    16   \n",
       "\n",
       "   weaponKillsHeavy  weaponKillsOther  weaponKillsPrimary  \\\n",
       "0               0.0               6.0                 8.0   \n",
       "1               0.0              16.0                 1.0   \n",
       "2               0.0               9.0                 5.0   \n",
       "3               0.0               4.0                 9.0   \n",
       "4               0.0               6.0                 6.0   \n",
       "\n",
       "   weaponKillsSecondary  \n",
       "0                   1.0  \n",
       "1                   4.0  \n",
       "2                   2.0  \n",
       "3                   2.0  \n",
       "4                   0.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df.drop(\"Unnamed: 0\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from matplotlib.backends.backend_pdf import PdfPages\n",
    "\n",
    "with PdfPages('Histograms2.pdf') as pdf:\n",
    "    # When no figure is specified the current figure is saved\n",
    "    \n",
    "    for feature in df.columns:\n",
    "        sb.distplot(df[feature], kde=False)\n",
    "        plt.title(\"Histogram Distribution plot for \" + str(feature))\n",
    "        pdf.savefig()\n",
    "        plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".py",
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