notebooks/11 - Dealing with missing values.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dealing with missing values\n",
    "\n",
    "Dealing with missing values is a common challenge in data analysis and modelling. \n",
    "\n",
    "Missing data can occur for various reasons, including data entry errors, equipment failure, or simply because the data was not collected. Failing to handle missing data appropriately can lead to biased or inaccurate results. It may negatively impact the performance of machine learning models. \n",
    "\n",
    "This notebook will explore different strategies for handling missing data in Pandas, including removing missing data, imputing missing values with means or medians, and using advanced imputation techniques. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How To"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import missingno as msno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data/housing.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.matrix(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20635</th>\n",
       "      <td>-121.09</td>\n",
       "      <td>39.48</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1665.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>1.5603</td>\n",
       "      <td>78100.0</td>\n",
       "      <td>INLAND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20636</th>\n",
       "      <td>-121.21</td>\n",
       "      <td>39.49</td>\n",
       "      <td>18.0</td>\n",
       "      <td>697.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.5568</td>\n",
       "      <td>77100.0</td>\n",
       "      <td>INLAND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20637</th>\n",
       "      <td>-121.22</td>\n",
       "      <td>39.43</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2254.0</td>\n",
       "      <td>485.0</td>\n",
       "      <td>1007.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>1.7000</td>\n",
       "      <td>92300.0</td>\n",
       "      <td>INLAND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20638</th>\n",
       "      <td>-121.32</td>\n",
       "      <td>39.43</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1860.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>1.8672</td>\n",
       "      <td>84700.0</td>\n",
       "      <td>INLAND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20639</th>\n",
       "      <td>-121.24</td>\n",
       "      <td>39.37</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>1387.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>2.3886</td>\n",
       "      <td>89400.0</td>\n",
       "      <td>INLAND</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20640 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0        -122.23     37.88                41.0        880.0           129.0   \n",
       "1        -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2        -122.24     37.85                52.0       1467.0           190.0   \n",
       "3        -122.25     37.85                52.0       1274.0           235.0   \n",
       "4        -122.25     37.85                52.0       1627.0           280.0   \n",
       "...          ...       ...                 ...          ...             ...   \n",
       "20635    -121.09     39.48                25.0       1665.0           374.0   \n",
       "20636    -121.21     39.49                18.0        697.0           150.0   \n",
       "20637    -121.22     39.43                17.0       2254.0           485.0   \n",
       "20638    -121.32     39.43                18.0       1860.0           409.0   \n",
       "20639    -121.24     39.37                16.0       2785.0           616.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \\\n",
       "0           322.0       126.0         8.3252            452600.0   \n",
       "1          2401.0      1138.0         8.3014            358500.0   \n",
       "2           496.0       177.0         7.2574            352100.0   \n",
       "3           558.0       219.0         5.6431            341300.0   \n",
       "4           565.0       259.0         3.8462            342200.0   \n",
       "...           ...         ...            ...                 ...   \n",
       "20635       845.0       330.0         1.5603             78100.0   \n",
       "20636       356.0       114.0         2.5568             77100.0   \n",
       "20637      1007.0       433.0         1.7000             92300.0   \n",
       "20638       741.0       349.0         1.8672             84700.0   \n",
       "20639      1387.0       530.0         2.3886             89400.0   \n",
       "\n",
       "      ocean_proximity  \n",
       "0            NEAR BAY  \n",
       "1            NEAR BAY  \n",
       "2            NEAR BAY  \n",
       "3            NEAR BAY  \n",
       "4            NEAR BAY  \n",
       "...               ...  \n",
       "20635          INLAND  \n",
       "20636          INLAND  \n",
       "20637          INLAND  \n",
       "20638          INLAND  \n",
       "20639          INLAND  \n",
       "\n",
       "[20640 rows x 10 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "collisions = pd.read_csv(\"https://raw.githubusercontent.com/ResidentMario/missingno-data/master/nyc_collision_factors.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>DATE</th>\n",
       "      <th>TIME</th>\n",
       "      <th>BOROUGH</th>\n",
       "      <th>ZIP CODE</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>ON STREET NAME</th>\n",
       "      <th>CROSS STREET NAME</th>\n",
       "      <th>...</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 1</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 2</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 3</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 4</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 5</th>\n",
       "      <th>VEHICLE TYPE CODE 1</th>\n",
       "      <th>VEHICLE TYPE CODE 2</th>\n",
       "      <th>VEHICLE TYPE CODE 3</th>\n",
       "      <th>VEHICLE TYPE CODE 4</th>\n",
       "      <th>VEHICLE TYPE CODE 5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>11/10/2016</td>\n",
       "      <td>16:11:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11208.0</td>\n",
       "      <td>40.662514</td>\n",
       "      <td>-73.872007</td>\n",
       "      <td>(40.6625139, -73.8720068)</td>\n",
       "      <td>WORTMAN AVENUE</td>\n",
       "      <td>MONTAUK AVENUE</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TAXI</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>11/10/2016</td>\n",
       "      <td>05:11:00</td>\n",
       "      <td>MANHATTAN</td>\n",
       "      <td>10013.0</td>\n",
       "      <td>40.721323</td>\n",
       "      <td>-74.008344</td>\n",
       "      <td>(40.7213228, -74.0083444)</td>\n",
       "      <td>HUBERT STREET</td>\n",
       "      <td>HUDSON STREET</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>04/16/2016</td>\n",
       "      <td>09:15:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11201.0</td>\n",
       "      <td>40.687999</td>\n",
       "      <td>-73.997563</td>\n",
       "      <td>(40.6879989, -73.9975625)</td>\n",
       "      <td>HENRY STREET</td>\n",
       "      <td>WARREN STREET</td>\n",
       "      <td>...</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>VAN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>04/15/2016</td>\n",
       "      <td>10:20:00</td>\n",
       "      <td>QUEENS</td>\n",
       "      <td>11375.0</td>\n",
       "      <td>40.719228</td>\n",
       "      <td>-73.854542</td>\n",
       "      <td>(40.7192276, -73.8545422)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>04/15/2016</td>\n",
       "      <td>10:35:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11210.0</td>\n",
       "      <td>40.632147</td>\n",
       "      <td>-73.952731</td>\n",
       "      <td>(40.6321467, -73.9527315)</td>\n",
       "      <td>BEDFORD AVENUE</td>\n",
       "      <td>CAMPUS ROAD</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0        DATE      TIME    BOROUGH  ZIP CODE   LATITUDE  \\\n",
       "0           0  11/10/2016  16:11:00   BROOKLYN   11208.0  40.662514   \n",
       "1           1  11/10/2016  05:11:00  MANHATTAN   10013.0  40.721323   \n",
       "2           2  04/16/2016  09:15:00   BROOKLYN   11201.0  40.687999   \n",
       "3           3  04/15/2016  10:20:00     QUEENS   11375.0  40.719228   \n",
       "4           4  04/15/2016  10:35:00   BROOKLYN   11210.0  40.632147   \n",
       "\n",
       "   LONGITUDE                   LOCATION  ON STREET NAME CROSS STREET NAME  \\\n",
       "0 -73.872007  (40.6625139, -73.8720068)  WORTMAN AVENUE    MONTAUK AVENUE   \n",
       "1 -74.008344  (40.7213228, -74.0083444)   HUBERT STREET     HUDSON STREET   \n",
       "2 -73.997563  (40.6879989, -73.9975625)    HENRY STREET     WARREN STREET   \n",
       "3 -73.854542  (40.7192276, -73.8545422)             NaN               NaN   \n",
       "4 -73.952731  (40.6321467, -73.9527315)  BEDFORD AVENUE       CAMPUS ROAD   \n",
       "\n",
       "   ...  CONTRIBUTING FACTOR VEHICLE 1  CONTRIBUTING FACTOR VEHICLE 2  \\\n",
       "0  ...  Failure to Yield Right-of-Way                    Unspecified   \n",
       "1  ...  Failure to Yield Right-of-Way                            NaN   \n",
       "2  ...             Lost Consciousness             Lost Consciousness   \n",
       "3  ...  Failure to Yield Right-of-Way  Failure to Yield Right-of-Way   \n",
       "4  ...  Failure to Yield Right-of-Way  Failure to Yield Right-of-Way   \n",
       "\n",
       "   CONTRIBUTING FACTOR VEHICLE 3  CONTRIBUTING FACTOR VEHICLE 4  \\\n",
       "0                            NaN                            NaN   \n",
       "1                            NaN                            NaN   \n",
       "2                            NaN                            NaN   \n",
       "3  Failure to Yield Right-of-Way                            NaN   \n",
       "4                            NaN                            NaN   \n",
       "\n",
       "   CONTRIBUTING FACTOR VEHICLE 5  VEHICLE TYPE CODE 1  VEHICLE TYPE CODE 2  \\\n",
       "0                            NaN                 TAXI    PASSENGER VEHICLE   \n",
       "1                            NaN    PASSENGER VEHICLE                  NaN   \n",
       "2                            NaN    PASSENGER VEHICLE                  VAN   \n",
       "3                            NaN    PASSENGER VEHICLE    PASSENGER VEHICLE   \n",
       "4                            NaN    PASSENGER VEHICLE    PASSENGER VEHICLE   \n",
       "\n",
       "  VEHICLE TYPE CODE 3 VEHICLE TYPE CODE 4 VEHICLE TYPE CODE 5  \n",
       "0                 NaN                 NaN                 NaN  \n",
       "1                 NaN                 NaN                 NaN  \n",
       "2                 NaN                 NaN                 NaN  \n",
       "3   PASSENGER VEHICLE                 NaN                 NaN  \n",
       "4                 NaN                 NaN                 NaN  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collisions.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "collisions = collisions.replace(\"nan\", np.nan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pd.read_csv(\"\", na_values=[\"nan\", -999.25])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.matrix(collisions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(collisions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.dendrogram(collisions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imputing missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0    -122.23     37.88                41.0        880.0           129.0   \n",
       "1    -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2    -122.24     37.85                52.0       1467.0           190.0   \n",
       "3    -122.25     37.85                52.0       1274.0           235.0   \n",
       "4    -122.25     37.85                52.0       1627.0           280.0   \n",
       "\n",
       "   population  households  median_income  median_house_value ocean_proximity  \n",
       "0       322.0       126.0         8.3252            452600.0        NEAR BAY  \n",
       "1      2401.0      1138.0         8.3014            358500.0        NEAR BAY  \n",
       "2       496.0       177.0         7.2574            352100.0        NEAR BAY  \n",
       "3       558.0       219.0         5.6431            341300.0        NEAR BAY  \n",
       "4       565.0       259.0         3.8462            342200.0        NEAR BAY  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "longitude               0\n",
       "latitude                0\n",
       "housing_median_age      0\n",
       "total_rooms             0\n",
       "total_bedrooms        207\n",
       "population              0\n",
       "households              0\n",
       "median_income           0\n",
       "median_house_value      0\n",
       "ocean_proximity         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"total_bedrooms_corrected\"] = df[\"total_bedrooms\"] # copy\n",
    "df[\"total_bedrooms_corrected\"].fillna(df[\"total_bedrooms\"].median(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "longitude                     0\n",
       "latitude                      0\n",
       "housing_median_age            0\n",
       "total_rooms                   0\n",
       "total_bedrooms              207\n",
       "population                    0\n",
       "households                    0\n",
       "median_income                 0\n",
       "median_house_value            0\n",
       "ocean_proximity               0\n",
       "total_bedrooms_corrected      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>total_bedrooms_corrected</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>129.0</td>\n",
       "      <td>129.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1106.0</td>\n",
       "      <td>1106.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>190.0</td>\n",
       "      <td>190.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>235.0</td>\n",
       "      <td>235.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>280.0</td>\n",
       "      <td>280.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bedrooms  total_bedrooms_corrected\n",
       "0           129.0                     129.0\n",
       "1          1106.0                    1106.0\n",
       "2           190.0                     190.0\n",
       "3           235.0                     235.0\n",
       "4           280.0                     280.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"total_bedrooms\", \"total_bedrooms_corrected\"]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scikit Learn Imputation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.impute import SimpleImputer\n",
    "imp = SimpleImputer(missing_values=np.nan, strategy='median')\n",
    "median_imp = imp.fit_transform(df[[\"total_bedrooms\"]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bedrooms_corrected</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20635</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20636</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20637</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20638</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20639</th>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20640 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       total_bedrooms_corrected\n",
       "0                          True\n",
       "1                          True\n",
       "2                          True\n",
       "3                          True\n",
       "4                          True\n",
       "...                         ...\n",
       "20635                      True\n",
       "20636                      True\n",
       "20637                      True\n",
       "20638                      True\n",
       "20639                      True\n",
       "\n",
       "[20640 rows x 1 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "median_imp == df[[\"total_bedrooms_corrected\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise\n",
    "Explore missingno with the NYC collision dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install quilt\n",
    "!quilt install ResidentMario/missingno_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Additional Resources"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [Pandas Documentation - Dealing with missing data](https://pandas.pydata.org/pandas-docs/stable/user_guide/missing_data.html)\n",
    "- [Towards Data Science - Imputation](https://towardsdatascience.com/pandas-tricks-for-imputing-missing-data-63da3d14c0d6)\n",
    "- [Scikit-Learn Imputation](https://scikit-learn.org/stable/modules/impute.html)"
   ]
  }
 ],
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