Machine Learning : Linear Regression using Python

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{
  "cells": [
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "# Linear Regression "
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "markdown",
      "source": "**Linear Regression** is one of the common and popular algorithm in Machine Learning. Infact, typically this would be the first algorithm that you will encounter while learning Machine Learning.\n\nLinear regression as the name suggests is a model that assumes a linear relationship between independent variable (x) and the dependent or target variable (y). There are two types on Linear Regression Model :-\n\n**Simple Linear Regression** : Linear model between  one independent variable (x) and target variable (y).\n\n**Multiple Linear Regression** : Linear model between two or more independent variables (x1, x2 ...) and target variable (y).\n\nLinear regression model would predict the output (dependent variable) as a function of independent variable.\n\n               Y = a + b X\n\nwhere, Y : Predictor Variable\n            X : Independent Variable\n            a  : Intercept of regression line (i.e. value of Y when X=0)\n            b  : Slope of regression line (i.e. rate of change of Y when X is incremented by 1 unit)\n\n\nFor Multiple Linear Regression, equation would be\n\n             Y = a + b1X1 + b2X2 + b3X3 + ......\n\nLet's start with Linear Regression using Python. For this tutorial, I'll be using Boston Housing Price Data Set, which is provided in SciKit Learn library [SciKit Link](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_boston.html). Details about this data set can be found at [Link](https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html)\n\nFirst import all the required libraries."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom scipy import stats\nfrom sklearn.datasets import load_boston",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "We will load the dataset using load_boston method, this will return a Bunch object. Bunch object is like a Python dictionary, let's quickly look at the significance of keys :- <br>\n\ndata &emsp;: &emsp; Data to learn<br>\ntarget &emsp;: &emsp; Target column, for this example Median value of owner occupied home will be the target<br>\nDESCR &emsp;: &emsp; Description of dataset including the headers significance<br>\nfeature_names &emsp;: &emsp; Names of header<br>\nfilename &emsp;: &emsp; Physical location from where the data was created<br>\n"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "boston = load_boston()",
      "execution_count": 4,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Quick Analysis of Data Set"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "print(\"Shape for Data is\", boston.data.shape) \nprint(\"Shape for Target is\", boston.target.shape) \nprint(\"Names of header :\\n\", boston.feature_names)\nprint(\"Dataset description :\\n\", boston.DESCR)",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Shape for Data is (506, 13)\nShape for Target is (506,)\nNames of header :\n ['CRIM' 'ZN' 'INDUS' 'CHAS' 'NOX' 'RM' 'AGE' 'DIS' 'RAD' 'TAX' 'PTRATIO'\n 'B' 'LSTAT']\nDataset description :\n .. _boston_dataset:\n\nBoston house prices dataset\n---------------------------\n\n**Data Set Characteristics:**  \n\n    :Number of Instances: 506 \n\n    :Number of Attributes: 13 numeric/categorical predictive. Median Value (attribute 14) is usually the target.\n\n    :Attribute Information (in order):\n        - CRIM     per capita crime rate by town\n        - ZN       proportion of residential land zoned for lots over 25,000 sq.ft.\n        - INDUS    proportion of non-retail business acres per town\n        - CHAS     Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n        - NOX      nitric oxides concentration (parts per 10 million)\n        - RM       average number of rooms per dwelling\n        - AGE      proportion of owner-occupied units built prior to 1940\n        - DIS      weighted distances to five Boston employment centres\n        - RAD      index of accessibility to radial highways\n        - TAX      full-value property-tax rate per $10,000\n        - PTRATIO  pupil-teacher ratio by town\n        - B        1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n        - LSTAT    % lower status of the population\n        - MEDV     Median value of owner-occupied homes in $1000's\n\n    :Missing Attribute Values: None\n\n    :Creator: Harrison, D. and Rubinfeld, D.L.\n\nThis is a copy of UCI ML housing dataset.\nhttps://archive.ics.uci.edu/ml/machine-learning-databases/housing/\n\n\nThis dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n\nThe Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\nprices and the demand for clean air', J. Environ. Economics & Management,\nvol.5, 81-102, 1978.   Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n...', Wiley, 1980.   N.B. Various transformations are used in the table on\npages 244-261 of the latter.\n\nThe Boston house-price data has been used in many machine learning papers that address regression\nproblems.   \n     \n.. topic:: References\n\n   - Belsley, Kuh & Welsch, 'Regression diagnostics: Identifying Influential Data and Sources of Collinearity', Wiley, 1980. 244-261.\n   - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.\n\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Create a Pandas Data Frame from this data set\n\ndf = pd.DataFrame(boston.data)\ndf.head(2)",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 6,
          "data": {
            "text/plain": "        0     1     2    3      4      5     6       7    8      9     10  \\\n0  0.00632  18.0  2.31  0.0  0.538  6.575  65.2  4.0900  1.0  296.0  15.3   \n1  0.02731   0.0  7.07  0.0  0.469  6.421  78.9  4.9671  2.0  242.0  17.8   \n\n      11    12  \n0  396.9  4.98  \n1  396.9  9.14  ",
            "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>0</th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n      <th>6</th>\n      <th>7</th>\n      <th>8</th>\n      <th>9</th>\n      <th>10</th>\n      <th>11</th>\n      <th>12</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.00632</td>\n      <td>18.0</td>\n      <td>2.31</td>\n      <td>0.0</td>\n      <td>0.538</td>\n      <td>6.575</td>\n      <td>65.2</td>\n      <td>4.0900</td>\n      <td>1.0</td>\n      <td>296.0</td>\n      <td>15.3</td>\n      <td>396.9</td>\n      <td>4.98</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.02731</td>\n      <td>0.0</td>\n      <td>7.07</td>\n      <td>0.0</td>\n      <td>0.469</td>\n      <td>6.421</td>\n      <td>78.9</td>\n      <td>4.9671</td>\n      <td>2.0</td>\n      <td>242.0</td>\n      <td>17.8</td>\n      <td>396.9</td>\n      <td>9.14</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "As you can see that the data frame has no header names and is also missing our target column. Let's fix this first :-"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.columns = boston.feature_names\ndf['MEDV'] = boston.target\ndf.head(2)",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
            "text/plain": "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n\n   PTRATIO      B  LSTAT  MEDV  \n0     15.3  396.9   4.98  24.0  \n1     17.8  396.9   9.14  21.6  ",
            "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>CRIM</th>\n      <th>ZN</th>\n      <th>INDUS</th>\n      <th>CHAS</th>\n      <th>NOX</th>\n      <th>RM</th>\n      <th>AGE</th>\n      <th>DIS</th>\n      <th>RAD</th>\n      <th>TAX</th>\n      <th>PTRATIO</th>\n      <th>B</th>\n      <th>LSTAT</th>\n      <th>MEDV</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.00632</td>\n      <td>18.0</td>\n      <td>2.31</td>\n      <td>0.0</td>\n      <td>0.538</td>\n      <td>6.575</td>\n      <td>65.2</td>\n      <td>4.0900</td>\n      <td>1.0</td>\n      <td>296.0</td>\n      <td>15.3</td>\n      <td>396.9</td>\n      <td>4.98</td>\n      <td>24.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.02731</td>\n      <td>0.0</td>\n      <td>7.07</td>\n      <td>0.0</td>\n      <td>0.469</td>\n      <td>6.421</td>\n      <td>78.9</td>\n      <td>4.9671</td>\n      <td>2.0</td>\n      <td>242.0</td>\n      <td>17.8</td>\n      <td>396.9</td>\n      <td>9.14</td>\n      <td>21.6</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.info()",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 506 entries, 0 to 505\nData columns (total 14 columns):\nCRIM       506 non-null float64\nZN         506 non-null float64\nINDUS      506 non-null float64\nCHAS       506 non-null float64\nNOX        506 non-null float64\nRM         506 non-null float64\nAGE        506 non-null float64\nDIS        506 non-null float64\nRAD        506 non-null float64\nTAX        506 non-null float64\nPTRATIO    506 non-null float64\nB          506 non-null float64\nLSTAT      506 non-null float64\nMEDV       506 non-null float64\ndtypes: float64(14)\nmemory usage: 55.4 KB\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Data Wrangling"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "If we check our data, it doesn't seems to have any missing value. So, we will assume this as cleaned data and will use as such."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.isnull().sum()",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 11,
          "data": {
            "text/plain": "CRIM       0\nZN         0\nINDUS      0\nCHAS       0\nNOX        0\nRM         0\nAGE        0\nDIS        0\nRAD        0\nTAX        0\nPTRATIO    0\nB          0\nLSTAT      0\nMEDV       0\ndtype: int64"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### Exploratory Data Analysis"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Descriptive Statistics\ndf.describe()",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 12,
          "data": {
            "text/plain": "             CRIM          ZN       INDUS        CHAS         NOX          RM  \\\ncount  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \nmean     3.613524   11.363636   11.136779    0.069170    0.554695    6.284634   \nstd      8.601545   23.322453    6.860353    0.253994    0.115878    0.702617   \nmin      0.006320    0.000000    0.460000    0.000000    0.385000    3.561000   \n25%      0.082045    0.000000    5.190000    0.000000    0.449000    5.885500   \n50%      0.256510    0.000000    9.690000    0.000000    0.538000    6.208500   \n75%      3.677083   12.500000   18.100000    0.000000    0.624000    6.623500   \nmax     88.976200  100.000000   27.740000    1.000000    0.871000    8.780000   \n\n              AGE         DIS         RAD         TAX     PTRATIO           B  \\\ncount  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \nmean    68.574901    3.795043    9.549407  408.237154   18.455534  356.674032   \nstd     28.148861    2.105710    8.707259  168.537116    2.164946   91.294864   \nmin      2.900000    1.129600    1.000000  187.000000   12.600000    0.320000   \n25%     45.025000    2.100175    4.000000  279.000000   17.400000  375.377500   \n50%     77.500000    3.207450    5.000000  330.000000   19.050000  391.440000   \n75%     94.075000    5.188425   24.000000  666.000000   20.200000  396.225000   \nmax    100.000000   12.126500   24.000000  711.000000   22.000000  396.900000   \n\n            LSTAT        MEDV  \ncount  506.000000  506.000000  \nmean    12.653063   22.532806  \nstd      7.141062    9.197104  \nmin      1.730000    5.000000  \n25%      6.950000   17.025000  \n50%     11.360000   21.200000  \n75%     16.955000   25.000000  \nmax     37.970000   50.000000  ",
            "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>CRIM</th>\n      <th>ZN</th>\n      <th>INDUS</th>\n      <th>CHAS</th>\n      <th>NOX</th>\n      <th>RM</th>\n      <th>AGE</th>\n      <th>DIS</th>\n      <th>RAD</th>\n      <th>TAX</th>\n      <th>PTRATIO</th>\n      <th>B</th>\n      <th>LSTAT</th>\n      <th>MEDV</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n      <td>506.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>3.613524</td>\n      <td>11.363636</td>\n      <td>11.136779</td>\n      <td>0.069170</td>\n      <td>0.554695</td>\n      <td>6.284634</td>\n      <td>68.574901</td>\n      <td>3.795043</td>\n      <td>9.549407</td>\n      <td>408.237154</td>\n      <td>18.455534</td>\n      <td>356.674032</td>\n      <td>12.653063</td>\n      <td>22.532806</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>8.601545</td>\n      <td>23.322453</td>\n      <td>6.860353</td>\n      <td>0.253994</td>\n      <td>0.115878</td>\n      <td>0.702617</td>\n      <td>28.148861</td>\n      <td>2.105710</td>\n      <td>8.707259</td>\n      <td>168.537116</td>\n      <td>2.164946</td>\n      <td>91.294864</td>\n      <td>7.141062</td>\n      <td>9.197104</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.006320</td>\n      <td>0.000000</td>\n      <td>0.460000</td>\n      <td>0.000000</td>\n      <td>0.385000</td>\n      <td>3.561000</td>\n      <td>2.900000</td>\n      <td>1.129600</td>\n      <td>1.000000</td>\n      <td>187.000000</td>\n      <td>12.600000</td>\n      <td>0.320000</td>\n      <td>1.730000</td>\n      <td>5.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>0.082045</td>\n      <td>0.000000</td>\n      <td>5.190000</td>\n      <td>0.000000</td>\n      <td>0.449000</td>\n      <td>5.885500</td>\n      <td>45.025000</td>\n      <td>2.100175</td>\n      <td>4.000000</td>\n      <td>279.000000</td>\n      <td>17.400000</td>\n      <td>375.377500</td>\n      <td>6.950000</td>\n      <td>17.025000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>0.256510</td>\n      <td>0.000000</td>\n      <td>9.690000</td>\n      <td>0.000000</td>\n      <td>0.538000</td>\n      <td>6.208500</td>\n      <td>77.500000</td>\n      <td>3.207450</td>\n      <td>5.000000</td>\n      <td>330.000000</td>\n      <td>19.050000</td>\n      <td>391.440000</td>\n      <td>11.360000</td>\n      <td>21.200000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>3.677083</td>\n      <td>12.500000</td>\n      <td>18.100000</td>\n      <td>0.000000</td>\n      <td>0.624000</td>\n      <td>6.623500</td>\n      <td>94.075000</td>\n      <td>5.188425</td>\n      <td>24.000000</td>\n      <td>666.000000</td>\n      <td>20.200000</td>\n      <td>396.225000</td>\n      <td>16.955000</td>\n      <td>25.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>88.976200</td>\n      <td>100.000000</td>\n      <td>27.740000</td>\n      <td>1.000000</td>\n      <td>0.871000</td>\n      <td>8.780000</td>\n      <td>100.000000</td>\n      <td>12.126500</td>\n      <td>24.000000</td>\n      <td>711.000000</td>\n      <td>22.000000</td>\n      <td>396.900000</td>\n      <td>37.970000</td>\n      <td>50.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "Let's use some visualization techniques on our data to understand the distribution and relationship of independent variables with our target variable.\n\nFor distribution of data, we will use Histogram. Before proceeding, let's look at what Histogram is :-\n\nA **histogram** is a type of bar graph that shows the frequency or number of values compared to a set of value ranges.\nTo construct a histogram, the first step is to “bin” the range of values — that is, divide the entire range of values\ninto a series of intervals — and then count how many values fall into each interval. The bins are usually specified as consecutive, non-overlapping intervals of a variable. The bins (intervals) must be adjacent, and are often (but are not required to be) of equal size.\n\nLet's use histogram to view the data distribution in our case. *Look closely at our target (MEDV) and notice that the \nprices are mainly in the mid range distribution*."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.hist(bins=30, figsize=(18,18))",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 13,
          "data": {
            "text/plain": "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1a1cfa5320>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d240780>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d268be0>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d29a198>],\n       [<matplotlib.axes._subplots.AxesSubplot object at 0x1a1d2bf710>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d2e7ba8>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d316160>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d33c710>],\n       [<matplotlib.axes._subplots.AxesSubplot object at 0x1a1d33c748>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d394208>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d3ba780>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d3e1cf8>],\n       [<matplotlib.axes._subplots.AxesSubplot object at 0x1a1d4102b0>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d437828>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d45eda0>,\n        <matplotlib.axes._subplots.AxesSubplot object at 0x1a1d48e358>]],\n      dtype=object)"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x1296 with 16 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "To visualize the relationship between independent variables and target variable (MEDV), we will use **Regression Plot**, which is basically a Scatter Plot with fitted regression line. We use regression plot for variables with continous values, while a box plot will be used for categorical variables."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.figure(figsize=(25, 25))\nfor i, col in enumerate(boston.feature_names):\n    plt.subplot(4, 4 , i+1)\n    sns.regplot(x=col, y='MEDV', data=df)\n    plt.title(\"%s vs MEDV\" %(col))",
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1800x1800 with 13 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "**Observations so far :-**\n\n- Variable **'RM'** seems to have positive linear relationship with target variable **'MEDV'**.\n- Variable **'LSTAT'** seems to have negative linear relationship with target variable **'MEDV'**.\n\nLet's use other statistical methods to confirm our observations. We will use Pearson Corelation as our statistical tool.\n\n**What is Pearson Corelation?**\n\nA Pearson Corelation is a number between -1 and 1 which indicates the extent to which two variables are linearly related.\n\nCorelation Cofficient:\n\n1 - Positively correlated\n-1 - Negatively correlated.\n0 - Not correlated.\n\nP-value:\n\nThe P-value is the probability value that the correlation between these two variables is statistically significant.\n\nBy convention, when the\n\np-value is  < 0.001: we say there is strong evidence that the correlation is significant. <br>\nthe p-value is  < 0.05: there is moderate evidence that the correlation is significant. <br>\nthe p-value is  < 0.1: there is weak evidence that the correlation is significant. <br>\nthe p-value is  > 0.1: there is no evidence that the correlation is significant. <br>\n\nWe will use the Pandas data frame method \"corr()\" to find the co-relation and then use the Seaborn's Heatmap to plot it."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "sns.set(rc={'figure.figsize':(8,8)})\nsns.heatmap(df.corr().round(2), square=True, cmap='RdYlGn', annot=True)",
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 16,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a203d7b70>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 576x576 with 2 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "We observed visually that attributes **'RM'** exhibits postive linear relationship, which seems correct as per Corelation Cofficient with a value of 0.7. We also observed that **'LSTAT'** exhibits negative linear relationship with **'MEDV'** and this seems to be correct statistically as well with a cofficient value of -0.74.\n\nLet's also look at the p-value as well."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "pearson_coef1, p_value1 = stats.pearsonr(df['RM'], df['MEDV'])\nprint(\"The Pearson Correlation Coefficient for RM is\", pearson_coef1, \" with a P-value of P = \", p_value1)  \n\npearson_coef2, p_value2 = stats.pearsonr(df['LSTAT'], df['MEDV'])\nprint(\"The Pearson Correlation Coefficient for LSTAT is\", pearson_coef2, \" with a P-value of P = \", p_value2) \n\nprint(\"Is there strong evidence if corelation is signifcant for RM :- \", p_value1 < 0.001) \nprint(\"Is there strong evidence if corelation is signifcant for LSTAT :- \", p_value2 < 0.001) ",
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": "The Pearson Correlation Coefficient for RM is 0.6953599470715393  with a P-value of P =  2.487228871008295e-74\nThe Pearson Correlation Coefficient for LSTAT is -0.7376627261740147  with a P-value of P =  5.081103394389002e-88\nIs there strong evidence if corelation is signifcant for RM :-  True\nIs there strong evidence if corelation is signifcant for LSTAT :-  True\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "As you can notice, our corelation is significant for variables **'RM'** and **'LSTAT'**."
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Linear Model Creation\n\nNow that we have indentified few variables which appears to have linear relationship with our target data, we will start developing the Linear Regression Model.\n\nWe will start with **Simple Linear Regression**. As stated above, Simple Linear Regression only uses one variable, so we will use only **'RM'** attribute.\n\nFirst, we will import the LinearRegression class from the SciKit library and create a LinearRegression object. Then we will train the model, find the slope and intercept and finally we will do some prediction.\n\nNOTE : For this post as part of explaining linear regression model, I will be using the entire data set for training. In real world, we will split the data into test and training data. This will be covered in a later post."
    },
    {
      "metadata": {
        "trusted": true,
        "scrolled": false
      },
      "cell_type": "code",
      "source": "from sklearn.linear_model import LinearRegression\n\n# Create Linear Regression Object\nlm1 = LinearRegression()\nX1 = df[['RM']]\nY1 = df[['MEDV']] # Target\n\n# Fit (Train) the model\nlm1.fit(X1,Y1)\n\nprint(\"Intercept for the model is\", lm1.intercept_, \"and the scope is\",lm1.coef_)\n\n# Prediction\nYout1 = lm1.predict(X1)\n\n# Actual and Predicted values (first five)\nprint(\"Predicted Values:\",Yout1[0:5])\nprint(\"Actual Values:\",Y1.values[0:5])\n",
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Intercept for the model is [-34.67062078] and the scope is [[9.10210898]]\nPredicted Values: [[25.17574577]\n [23.77402099]\n [30.72803225]\n [29.02593787]\n [30.38215211]]\nActual Values: [[24. ]\n [21.6]\n [34.7]\n [33.4]\n [36.2]]\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "Now, we will develop the **Multiple Linear Regression** with two variables - 'RM' and 'LSTAT'."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "lm2 = LinearRegression()\nX2 = df[['RM', 'LSTAT']]\nY2 = df[['MEDV']]\n\n# Fit (Train) the model\nlm2.fit(X2,Y2)\n\nprint(\"Intercept for the model is\", lm2.intercept_, \"and the scope is\",lm2.coef_)\n\n# Prediction\nYout2 = lm2.predict(X2)\n\n# Actual and Predicted values (first five)\nprint(\"Predicted Values:\",Yout2[0:5])\nprint(\"Actual Values:\",Y2.values[0:5])",
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Intercept for the model is [-1.35827281] and the scope is [[ 5.09478798 -0.64235833]]\nPredicted Values: [[28.94101368]\n [25.48420566]\n [32.65907477]\n [32.40652   ]\n [31.63040699]]\nActual Values: [[24. ]\n [21.6]\n [34.7]\n [33.4]\n [36.2]]\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Model Visualization"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "We will visualize our models that we have created. For Simple Linear Regression, we can either use **Regression Plot** or **Residual Plot**. In case of regression plot, we need to focus on spread of data from regression line. If the data is too far from regression line, then we can say that Linear Model is not the best fit.\n\nSince we have already used Regression Plot, we will use Residual Plot. A Residual is the difference between observed value (Y) and predicted value (Yout). In residual plot, X-axis will have independent variable and Y-Axis will have residuals.\n\nWhat to look in residual plot?\n\n- If the points in a residual plot are randomly spread out around the x-axis, then a linear model is appropriate \nfor the data. Randomly spread out residuals means that the variance is constant, and thus the linear model is a good\nfit for this data.\n"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Seaborn library to be used for Residual Plot\nplt.figure(figsize=(6,6))\nsns.residplot(df['RM'],df['MEDV'])\nplt.show()",
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x432 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "For Multiple Linear Regression, we can't use Regression or Residual Plot because of multiple independent variables, so we will use Distribution Plot."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.figure(figsize=(6,6))\nax1 = sns.distplot(df['MEDV'], hist=False, color=\"r\", label=\"Actual\")\nsns.distplot(Yout2, hist=False, color=\"b\", label=\"Fitted\", ax=ax1)",
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 33,
          "data": {
            "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1a1e74a748>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 432x432 with 1 Axes>",
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Model Accuracy\n\nWe will use the following quantitative methods for finding model accuracy.\n\n**Mean Squared Error (MSE)**\n\nThe Mean Squared Error measures the average of the squares of errors. It is calculated by :-\n\n- Finding the error between actual and predicted value\n- Taking a square of it\n- Sum up all the values\n- Divide by number of values\n\n**R-squared**\n\nR squared, also known as the coefficient of determination is a measure to indicate how close the data is to the fitted regression line.\n\nR^2 = 1 - MSE of regression line / MSE of average of data\n\n**Which one is better model?**\n\n- Model will less MSE and high R-Square value\n\nWe can use the sklearn.metrics.mean_squared_error to find the Mean Squared Error and model score() method to obtain R-Square value. "
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from sklearn.metrics import mean_squared_error\n\n# Simple Linear Regression\n\nmse1 = mean_squared_error(Y1,Yout1)\nprint(\"Mean square error for simple linear regression is\",mse1)\nprint(\"R-Square value for simple linear regression is\", lm1.score(X1,Y1))\nprint(\"\\n\")\n\n# Multiple Linear Regression\n\nmse2 = mean_squared_error(Y2,Yout2)\nprint(\"Mean square error for mulitple linear regression is\",mse2)\nprint(\"R-Square value for multiple linear regression is\", lm2.score(X2,Y2))",
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Mean square error for simple linear regression is 43.60055177116956\nR-Square value for simple linear regression is 0.4835254559913343\n\n\nMean square error for mulitple linear regression is 30.51246877729947\nR-Square value for multiple linear regression is 0.6385616062603403\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "We can see that the multiple linear regression model seems to perform better because of high R-Square value and low mean square error."
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Model Evaluation : Train and Test Data, Cross Validation \n\nAs I mentioned before, in real-world we will split our data into test and training data to evaluate our model. We will use \"train_test_split\" method to split our data into testing and training data. In this section, I will be using  Multiple Regression Model to illustrate this process.\n"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# First step that we will take is to seperate target data\n\ny_data = df['MEDV']\nx_data = df.drop('MEDV',axis=1)\n\nfrom sklearn.model_selection import train_test_split\n\n# Split the data into test and training (15% as test data)\n\nx_train, x_test, y_train, y_test = train_test_split(x_data, y_data, test_size=0.15, random_state=10)\n\nprint(\"Number of test samples :\", x_test.shape[0])\nprint(\"Number of training samples:\",x_train.shape[0])\n\nlm = LinearRegression()\n\n# Fit (Train) the model using the training data \n\nlm.fit(x_train[['RM','LSTAT']],y_train)\n\n# Prediction using Training Data\nyout_train = lm.predict(x_train[['RM','LSTAT']])\nprint(yout_train[0:5])\n\n# Prediction using Test Data\nyout_test = lm.predict(x_test[['RM','LSTAT']])\nprint(yout_test[0:5])\nprint(\"\\n\")\n\n# Model accuracy using Test Data\nmse_test = mean_squared_error(y_test,yout_test)\nprint(\"Mean square error is\",mse_test)\nprint(\"R-Square value using test data is\", lm.score(x_test[['RM','LSTAT']],y_test))\nprint(\"\\n\")\n\n# Model accuracy using Training Data\nmse_train = mean_squared_error(y_train,yout_train)\nprint(\"Mean square error is\",mse_train)\nprint(\"R-Square value using training data is\", lm.score(x_train[['RM','LSTAT']],y_train))",
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "text": "Number of test samples : 76\nNumber of training samples: 430\n[38.74400503  5.69000561 19.41554723 30.26876646 21.13562849]\n[26.21310048 29.61955969 27.50797208 29.69508151 17.77881853]\n\n\nMean square error is 47.91753944668556\nR-Square value using test data is 0.5784951912105682\n\n\nMean square error is 27.636206385020866\nR-Square value using training data is 0.6375993387266081\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "**Cross Validation :**\n\nDivision of data into testing and training data may result into a problem especially if the data is sorted by some particular features and our testing data does not have that data. With Cross Validation, we will use entire subset of data for training and testing in iterations. This is just a brief introduction on this topic and there are other methods to perform cross validation. \n\nIn the example below, we are using K-Fold validation technique and dividing our data into 5 folds and each of the fold will be used as a test data. We will then take the mean of all the iterations."
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "from sklearn.model_selection import cross_val_score, KFold\n\nrcross = cross_val_score(lm, x_data, y_data, cv=KFold(n_splits=5,shuffle=True))\n\nprint(rcross)\nprint(\"The mean of the folds are\", rcross.mean())",
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": "[0.62229666 0.7348349  0.74170714 0.65677571 0.77563056]\nThe mean of the folds are 0.7062489913934608\n",
          "name": "stdout"
        }
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
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    "language_info": {
      "name": "python",
      "version": "3.7.3",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
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      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "gist": {
      "id": "",
      "data": {
        "description": "Linear_Regression.ipynb",
        "public": true
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}

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