Kaggle_KobeShots.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistical Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import collections\n",
    "import sklearn\n",
    "from sklearn import linear_model\n",
    "from sklearn import svm\n",
    "from sklearn import learning_curve\n",
    "from sklearn import ensemble\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import BaggingClassifier \n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.cross_validation import cross_val_score\n",
    "from sklearn.cross_validation import KFold\n",
    "import seaborn as sns #statistics data visualization\n",
    "#sns.set_style('whitegrid')\n",
    "from sklearn.ensemble import VotingClassifier\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df= pd.read_csv('data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CountPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cDTwAnBkRfYA1gE2BycB9wCiKSUFHARNZghkzZi+pymJNn968XPtr5TZ9ejNN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\nus/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NgW8Dm5fxnpaZt67h+R0JHF2uOxr4VWZOKpedC+wDjCrr/i9gHvBdYLtyF5dm5pSy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\nW/jaiUqMo4HnAMdFxPGUr2U9Aji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Btt90EPNIkiT1alxXl/sWkiRpaRGxHnARsDqwBDgC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\npEb4f1cHIPbnHETiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a224b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(8, figsize=(15, 25))\n",
    "\n",
    "sns.countplot(x=\"combined_shot_type\", hue=\"shot_made_flag\", data=df, ax=axarr[0])\n",
    "sns.countplot(x=\"season\", hue=\"shot_made_flag\", data=df, ax=axarr[1])\n",
    "sns.countplot(x=\"period\", hue=\"shot_made_flag\", data=df, ax=axarr[2])\n",
    "sns.countplot(x=\"playoffs\", hue=\"shot_made_flag\", data=df, ax=axarr[3])\n",
    "sns.countplot(x=\"shot_type\", hue=\"shot_made_flag\", data=df, ax=axarr[4])\n",
    "sns.countplot(x=\"shot_zone_area\", hue=\"shot_made_flag\", data=df, ax=axarr[5])\n",
    "sns.countplot(x=\"shot_zone_basic\", hue=\"shot_made_flag\", data=df, ax=axarr[6])\n",
    "sns.countplot(x=\"shot_zone_range\", hue=\"shot_made_flag\", data=df, ax=axarr[7])\n",
    "\n",
    "axarr[0].set_title('Combined shot type')\n",
    "axarr[1].set_title('Season')\n",
    "axarr[2].set_title('Period')\n",
    "axarr[3].set_title('Playoffs')\n",
    "axarr[4].set_title('Shot Type')\n",
    "axarr[5].set_title('Shot Zone Area')\n",
    "axarr[6].set_title('Shot Zone Basic')\n",
    "axarr[7].set_title('Shot Zone Range')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WqRXQgujpBWO64Bayv8LJD7bCJQ8PxznWICqB6504F5txkek7InK/iDyNE8v+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\nCfP/Af7F0acbH2AAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a224668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.corr()\n",
    "plt.matshow(df.corr())\n",
    "plt.yticks(range(len(df.corr().columns)), df.corr().columns); \n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def detect_outliers(series, whis=1.5):\n",
    "    q75, q25 = np.percentile(series, [75 ,25])\n",
    "    iqr = q75 - q25\n",
    "    return ~((series - series.median()).abs() <= (whis * iqr))\n",
    "\n",
    "df['outliers_distance']=detect_outliers(df['shot_distance'])\n",
    "df=df[df['outliers_distance'] == False]\n",
    "df=df.drop('outliers_distance',axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preparing Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "target = df['shot_made_flag'].copy()\n",
    "nildata = df['shot_made_flag'].isnull()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df['6secondes_remaining'] = df['seconds_remaining'] < 6\n",
    "df['home_play'] = df['matchup'].str.contains('vs').astype('int')\n",
    "df['game_date'] = pd.to_datetime(df['game_date'])\n",
    "df['game_year'] = df['game_date'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df=df.drop(labels=['team_name', 'opponent', 'shot_id', \n",
    "                   'game_date', 'team_id','matchup','game_event_id','game_id',\n",
    "                   'minutes_remaining', 'lat','lon','shot_made_flag','seconds_remaining'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transforming categorical columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "categorial_cols = [\n",
    "    'action_type', 'period', 'season', 'combined_shot_type','shot_type', 'game_year',\n",
    "    'shot_zone_area', 'shot_zone_basic', 'shot_zone_range',  'loc_x', 'loc_y']\n",
    "\n",
    "for cc in categorial_cols: ##create bin for categorical columns\n",
    "    dummies = pd.get_dummies(df[cc])\n",
    "    dummies = dummies.add_prefix(\"{}#\".format(cc))\n",
    "    df.drop(cc, axis=1, inplace=True)\n",
    "    df = df.join(dummies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 30697 entries, 0 to 30696\n",
      "Columns: 1081 entries, playoffs to loc_y#791\n",
      "dtypes: bool(1), float64(1077), int64(3)\n",
      "memory usage: 253.2 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "X=df[~nildata]\n",
    "test=df[nildata]\n",
    "Y=target[~nildata]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 25697 entries, 1 to 30696\n",
      "Columns: 1081 entries, playoffs to loc_y#791\n",
      "dtypes: bool(1), float64(1077), int64(3)\n",
      "memory usage: 212.0 MB\n"
     ]
    }
   ],
   "source": [
    "X.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Machine Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "num_trees = 100\n",
    "model = RandomForestClassifier(n_estimators=50,oob_score=True)\n",
    "\n",
    "results = cross_val_score(model, X, Y)\n",
    "print(results.mean(),'+/-', results.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model = GradientBoostingClassifier(n_estimators=100, max_depth=3, learning_rate=0.1, max_features=15, warm_start=True)\n",
    "\n",
    "results = cross_val_score(model, X, Y)\n",
    "print(results.mean(),'+/-', results.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model = LogisticRegression(penalty='l2', C=1)\n",
    "\n",
    "results = cross_val_score(model, X, Y)\n",
    "print(results.mean(),'+/-', results.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Create sub models\n",
    "estimators = []\n",
    "\n",
    "estimators.append(('lr', LogisticRegression(penalty='l2', C=1)))\n",
    "estimators.append(('gbm', GradientBoostingClassifier(n_estimators=200, max_depth=3, learning_rate=0.1, max_features=15, warm_start=True)))\n",
    "estimators.append(('rf', RandomForestClassifier(n_estimators=50,oob_score=True)))\n",
    "\n",
    "\n",
    "# create the ensemble model\n",
    "ensemble = VotingClassifier(estimators, voting='soft')\n",
    "\n",
    "results = cross_val_score(ensemble, X, Y)\n",
    "print(results.mean(),'+/-', results.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ensemble.fit(X, Y)\n",
    "preds = ensemble.predict_proba(test)\n",
    "\n",
    "submission = pd.DataFrame()\n",
    "submission[\"shot_id\"] = test.index\n",
    "submission[\"shot_id\"]=submission[\"shot_id\"]+1\n",
    "submission[\"shot_made_flag\"]= preds[:,0]\n",
    "\n",
    "submission.to_csv(\"sub.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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