ch04.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pclass        0.000000\n",
       "survived      0.000000\n",
       "name          0.000000\n",
       "sex           0.000000\n",
       "age          20.091673\n",
       "sibsp         0.000000\n",
       "parch         0.000000\n",
       "ticket        0.000000\n",
       "fare          0.076394\n",
       "cabin        77.463713\n",
       "embarked      0.152788\n",
       "boat         62.872422\n",
       "body         90.756303\n",
       "home.dest    43.086325\n",
       "dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "url = (\n",
    "    \"http://biostat.mc.vanderbilt.edu/\"\n",
    "    \"wiki/pub/Main/DataSets/titanic3.xls\"\n",
    ")\n",
    "df = pd.read_excel(url)\n",
    "orig_df = df\n",
    "df.isnull().mean() * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import missingno as msno\n",
    "ax = msno.matrix(orig_df.sample(500))\n",
    "#ax.get_figure().savefig(\"images/mlpr_0401.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e60a8d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "(1 - df.isnull().mean()).abs().plot.bar(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = msno.bar(orig_df.sample(500))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = msno.heatmap(df, figsize=(6, 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = msno.dendrogram(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.drop(columns=\"cabin\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.dropna(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "lines_to_next_cell": 1
   },
   "outputs": [],
   "source": [
    "from sklearn.impute import SimpleImputer\n",
    "num_cols = df.select_dtypes(\n",
    "    include=\"number\"\n",
    ").columns\n",
    "im = SimpleImputer()  # mean\n",
    "imputed = im.fit_transform(df[num_cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "lines_to_next_cell": 1
   },
   "outputs": [],
   "source": [
    "def add_indicator(col):\n",
    "    def wrapper(df):\n",
    "        return df[col].isna().astype(int)\n",
    "\n",
    "    return wrapper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.assign(\n",
    "    cabin_missing=add_indicator(\"cabin\")\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "formats": "ipynb,py:light"
  },
  "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}