{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More on Exploring Data and Correlations\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "By the way, if you want to use MATLAB (or Octave - the free equivalent), well, feel free!\n",
    "The data used here is the famous California housing dataset.  It's modified slightly to work with Geron's Hands-On Machine Learning with Scikit_Learn, Tensorflow and Keras. The unadulterated version is also available as part of scikit-learn's datasets.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.  Explore the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load the usual packages\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import the data. Load the data: this is the housing data set from Geron's book (see reading list)\n",
    "housing = pd.read_csv('Housing.csv')\n",
    "type(housing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20640, 10)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dimensions the data\n",
    "#what size is it\n",
    "housing.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20433.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "      <td>20640.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-119.569704</td>\n",
       "      <td>35.631861</td>\n",
       "      <td>28.639486</td>\n",
       "      <td>2635.763081</td>\n",
       "      <td>537.870553</td>\n",
       "      <td>1425.476744</td>\n",
       "      <td>499.539680</td>\n",
       "      <td>3.870671</td>\n",
       "      <td>206855.816909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.003532</td>\n",
       "      <td>2.135952</td>\n",
       "      <td>12.585558</td>\n",
       "      <td>2181.615252</td>\n",
       "      <td>421.385070</td>\n",
       "      <td>1132.462122</td>\n",
       "      <td>382.329753</td>\n",
       "      <td>1.899822</td>\n",
       "      <td>115395.615874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-124.350000</td>\n",
       "      <td>32.540000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.499900</td>\n",
       "      <td>14999.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-121.800000</td>\n",
       "      <td>33.930000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1447.750000</td>\n",
       "      <td>296.000000</td>\n",
       "      <td>787.000000</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>2.563400</td>\n",
       "      <td>119600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-118.490000</td>\n",
       "      <td>34.260000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>2127.000000</td>\n",
       "      <td>435.000000</td>\n",
       "      <td>1166.000000</td>\n",
       "      <td>409.000000</td>\n",
       "      <td>3.534800</td>\n",
       "      <td>179700.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-118.010000</td>\n",
       "      <td>37.710000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>3148.000000</td>\n",
       "      <td>647.000000</td>\n",
       "      <td>1725.000000</td>\n",
       "      <td>605.000000</td>\n",
       "      <td>4.743250</td>\n",
       "      <td>264725.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>-114.310000</td>\n",
       "      <td>41.950000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>39320.000000</td>\n",
       "      <td>6445.000000</td>\n",
       "      <td>35682.000000</td>\n",
       "      <td>6082.000000</td>\n",
       "      <td>15.000100</td>\n",
       "      <td>500001.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          longitude      latitude  housing_median_age   total_rooms  \\\n",
       "count  20640.000000  20640.000000        20640.000000  20640.000000   \n",
       "mean    -119.569704     35.631861           28.639486   2635.763081   \n",
       "std        2.003532      2.135952           12.585558   2181.615252   \n",
       "min     -124.350000     32.540000            1.000000      2.000000   \n",
       "25%     -121.800000     33.930000           18.000000   1447.750000   \n",
       "50%     -118.490000     34.260000           29.000000   2127.000000   \n",
       "75%     -118.010000     37.710000           37.000000   3148.000000   \n",
       "max     -114.310000     41.950000           52.000000  39320.000000   \n",
       "\n",
       "       total_bedrooms    population    households  median_income  \\\n",
       "count    20433.000000  20640.000000  20640.000000   20640.000000   \n",
       "mean       537.870553   1425.476744    499.539680       3.870671   \n",
       "std        421.385070   1132.462122    382.329753       1.899822   \n",
       "min          1.000000      3.000000      1.000000       0.499900   \n",
       "25%        296.000000    787.000000    280.000000       2.563400   \n",
       "50%        435.000000   1166.000000    409.000000       3.534800   \n",
       "75%        647.000000   1725.000000    605.000000       4.743250   \n",
       "max       6445.000000  35682.000000   6082.000000      15.000100   \n",
       "\n",
       "       median_house_value  \n",
       "count        20640.000000  \n",
       "mean        206855.816909  \n",
       "std         115395.615874  \n",
       "min          14999.000000  \n",
       "25%         119600.000000  \n",
       "50%         179700.000000  \n",
       "75%         264725.000000  \n",
       "max         500001.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# descriptive statistics\n",
    "housing.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Useful additional methods to explore/show the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show the first 5 rows\n",
    "housing.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 20640 entries, 0 to 20639\n",
      "Data columns (total 10 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   longitude           20640 non-null  float64\n",
      " 1   latitude            20640 non-null  float64\n",
      " 2   housing_median_age  20640 non-null  float64\n",
      " 3   total_rooms         20640 non-null  float64\n",
      " 4   total_bedrooms      20433 non-null  float64\n",
      " 5   population          20640 non-null  float64\n",
      " 6   households          20640 non-null  float64\n",
      " 7   median_income       20640 non-null  float64\n",
      " 8   median_house_value  20640 non-null  float64\n",
      " 9   ocean_proximity     20640 non-null  object \n",
      "dtypes: float64(9), object(1)\n",
      "memory usage: 1.6+ MB\n",
      "\n",
      "*********************************\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of        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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#shows type, number of rows, number of non null values\n",
    "housing.info()\n",
    "#or\n",
    "print(\"\\n*********************************\")\n",
    "housing.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'longitude'}>,\n",
       "        <AxesSubplot:title={'center':'latitude'}>,\n",
       "        <AxesSubplot:title={'center':'housing_median_age'}>],\n",
       "       [<AxesSubplot:title={'center':'total_rooms'}>,\n",
       "        <AxesSubplot:title={'center':'total_bedrooms'}>,\n",
       "        <AxesSubplot:title={'center':'population'}>],\n",
       "       [<AxesSubplot:title={'center':'households'}>,\n",
       "        <AxesSubplot:title={'center':'median_income'}>,\n",
       "        <AxesSubplot:title={'center':'median_house_value'}>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Shows the distributions of each variable for quantative valued variables\n",
    "housing.hist(bins=50, figsize=(20,15))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Correlations\n",
    "Lookup \"standard correlation coefficient\" or Pearson's r.  It shows the correlation between each combination of variables - for large data sets this can take a long time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "latitude             -0.144160\n",
       "longitude            -0.045967\n",
       "population           -0.024650\n",
       "total_bedrooms        0.049686\n",
       "households            0.065843\n",
       "housing_median_age    0.105623\n",
       "total_rooms           0.134153\n",
       "median_income         0.688075\n",
       "median_house_value    1.000000\n",
       "Name: median_house_value, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlations=housing.corr()\n",
    "correlations[\"median_house_value\"].sort_values()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we can see the correlation between median_house_value and the other 8 variables.\n",
    "Question.  How many correlations are there (including a variable with itself)?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='longitude', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='longitude'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='longitude'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='latitude'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='latitude'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='housing_median_age'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='total_rooms'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='total_bedrooms'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='total_bedrooms'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='population'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='population'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='households'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='households'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='median_income'>],\n",
       "       [<AxesSubplot:xlabel='longitude', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='latitude', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='total_bedrooms', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='population', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='households', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='median_house_value', ylabel='median_house_value'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 81 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#specify a list of attributes\n",
    "attribs=['longitude', 'latitude', 'housing_median_age', 'total_rooms', 'total_bedrooms', \n",
    "         'population', 'households','median_income', 'median_house_value']\n",
    "#import pandas plotting class\n",
    "from pandas.plotting import scatter_matrix\n",
    "scatter_matrix(housing[attribs], figsize = (12, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's a lot of graphs!.\n",
    "Let's try plotting just a few of interest.  Why did we choose the following?  Which of the above deserve further investigation?  Why?\n",
    "Notice the leading diagonal contains the distribution (the scatter plot of a variable with itself is just a straight line)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='median_house_value', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='median_house_value'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='median_house_value'>],\n",
       "       [<AxesSubplot:xlabel='median_house_value', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='median_income'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='median_income'>],\n",
       "       [<AxesSubplot:xlabel='median_house_value', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='housing_median_age'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='housing_median_age'>],\n",
       "       [<AxesSubplot:xlabel='median_house_value', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='median_income', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='housing_median_age', ylabel='total_rooms'>,\n",
       "        <AxesSubplot:xlabel='total_rooms', ylabel='total_rooms'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "attribs=[ 'median_house_value', 'median_income', 'housing_median_age', 'total_rooms']\n",
    "#import pandas plotting class\n",
    "from pandas.plotting import scatter_matrix\n",
    "scatter_matrix(housing[attribs], figsize = (12, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Prepare the Data\n",
    "Looking at the correlations we see the strongest correlation between median_income and median_house_value. Lets concentrate on modelling the relationship between these using the ideas we covered last time when we modelled student attendance and results.\n",
    "\n",
    "Say we're going to try to predict the median house value. That will be our dependent variable, the output of the model (y-axis) and we will use the median_income of a district to predict the house prices there.\n",
    "\n",
    "From the housing.info() method we see median_income is column 7 and median_house_value is column 8.\n",
    "So split it into a \"training\" set and a \"test\" set as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[8.3252]\n",
      " [8.3014]\n",
      " [7.2574]\n",
      " ...\n",
      " [1.7   ]\n",
      " [1.8672]\n",
      " [2.3886]]\n",
      "[452600. 358500. 352100. ...  92300.  84700.  89400.]\n"
     ]
    }
   ],
   "source": [
    "#X contains the median_income (7th column)\n",
    "X = housing.iloc[:, 7:8].values\n",
    "#y contains the median_house_value (8th column)\n",
    "y = housing.iloc[:, 8].values\n",
    "#now split the data 80:20.  train:test.\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
    "print(X)\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Visualize the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "housing.plot(kind='scatter', x='median_income', y='median_house_value', style='o')\n",
    "plt.title('Income vs House Price')\n",
    "plt.xlabel('Median house price, ($)')\n",
    "plt.ylabel('Median income ($)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Select a model\n",
    "We're going to use simple linear regression and train it with the training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[4.2386],\n",
       "       [4.3898],\n",
       "       [3.9333],\n",
       "       ...,\n",
       "       [3.1977],\n",
       "       [5.6315],\n",
       "       [1.3882]])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#select the model\n",
    "from sklearn.linear_model import LinearRegression\n",
    "lin_reg_model=LinearRegression()\n",
    "X_train #we will use the X_train data for this, next..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Train the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "44320.63522765698\n",
      "[42032.17769894]\n"
     ]
    }
   ],
   "source": [
    "#train the model\n",
    "lin_reg_model.fit(X_train, y_train)\n",
    "print(lin_reg_model.intercept_)\n",
    "print(lin_reg_model.coef_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Make a Prediction\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n"
     ]
    },
    {
     "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>Actual</th>\n",
       "      <th>Predicted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>136900.0</td>\n",
       "      <td>218829.830598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>241300.0</td>\n",
       "      <td>287249.809456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>200700.0</td>\n",
       "      <td>227105.966387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>72500.0</td>\n",
       "      <td>147345.705986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>460000.0</td>\n",
       "      <td>254687.481393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4123</th>\n",
       "      <td>169500.0</td>\n",
       "      <td>148631.890623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4124</th>\n",
       "      <td>204600.0</td>\n",
       "      <td>228585.499042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4125</th>\n",
       "      <td>128600.0</td>\n",
       "      <td>178937.090744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4126</th>\n",
       "      <td>259500.0</td>\n",
       "      <td>302549.522139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4127</th>\n",
       "      <td>167600.0</td>\n",
       "      <td>184397.070627</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4128 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Actual      Predicted\n",
       "0     136900.0  218829.830598\n",
       "1     241300.0  287249.809456\n",
       "2     200700.0  227105.966387\n",
       "3      72500.0  147345.705986\n",
       "4     460000.0  254687.481393\n",
       "...        ...            ...\n",
       "4123  169500.0  148631.890623\n",
       "4124  204600.0  228585.499042\n",
       "4125  128600.0  178937.090744\n",
       "4126  259500.0  302549.522139\n",
       "4127  167600.0  184397.070627\n",
       "\n",
       "[4128 rows x 2 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = lin_reg_model.predict(X_test)\n",
    "print(type(X_test))\n",
    "#compare with actual test values\n",
    "data = pd.DataFrame({'Actual': y_test, 'Predicted': y_pred})\n",
    "data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#Draw the fitted line (our linear model) on the scatter plot\n",
    "plt.scatter(X_train, y_train, color='black')\n",
    "plt.plot( X_test,y_pred, color='blue', linewidth=1)\n",
    "plt.title('Income vs House Price')\n",
    "plt.xlabel('Median house price, ($)')\n",
    "plt.ylabel('Median income ($)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A Note on arrays and dimensions used by the fit function.\n",
    "\n",
    "Some of you may have wondered why we didn't just pass X_train as a one dimensional array to the fit() function. The reason is the X_train parameter is a 2 dimensional numpy array.  It contains an array of arrays of vectors and will fit not just lines in a 2D (x,y) space but N dimensional hyperplanes in a N+1 hypersapce. Consider the two following examples:\n",
    "Consider the plane 2.5x + 2.5y -1z + 1.5 = 0.  Points on this plane include: [0,1,4],[1,2,9],[2,3,14],[3,4,19]\n",
    "If we wanted to apply linear regression where x and y are the independent variables and we want to predict z, then X_train = [[0,1],[1,2],[2,3],[3,4]] This is a 2D array.  \n",
    "z_train = [4,9,14,19] and is a one dimensional array. Lets do it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import linear_model\n",
    "reg = linear_model.LinearRegression()\n",
    "reg.fit ([[0,1], [1,2], [2,3] , [3,4]], [4, 9, 14, 19])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.5 2.5]\n",
      "1.5000000000000036\n"
     ]
    }
   ],
   "source": [
    "print(reg.coef_)\n",
    "print(reg.intercept_)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see the regressor had found the coefficients of the linear equation ax +by - 1z + d = 0.  For a straight forward line it will do the same thing.\n",
    "So for a line in 2D space given by y=3x +2 we can create  some points, eg [0,2], [1,5], [2,8] and check that we can regress these points to find the gradient (m=3) and the intercept (c=2). Note even though y is just a single number we regard it as a vector which uses a 1D array to encode it.  Hence an array of 1D arrays is required.  Be careful here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3.]\n",
      "2.0000000000000004\n"
     ]
    }
   ],
   "source": [
    "from sklearn import linear_model\n",
    "reg = linear_model.LinearRegression()\n",
    "reg.fit ([[0], [1], [2]], [2, 5, 8])\n",
    "print(reg.coef_)\n",
    "print(reg.intercept_)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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