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Boston Housing Data Analysis
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Boston Housing Data Analysis
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Description"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The details and description of the Boston Housing Data can be found here:\n",
"\n",
"https://archive.ics.uci.edu/ml/machine-learning-databases/housing/\n",
"\n",
"and\n",
"\n",
"https://towardsdatascience.com/things-you-didnt-know-about-the-boston-housing-dataset-2e87a6f960e8"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"# import relevant libraries\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"\n",
"# OPTIONAL:\n",
"# import pearson correlation library\n",
"from scipy.stats import pearsonr\n",
"\n",
"# to show grid lines in plots\n",
"sns.set_style('whitegrid')\n",
"\n",
"# to make all plots well positioned in the notebook\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"# Import the Boston DataSet\n",
"\n",
"from sklearn.datasets import load_boston"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"# store the dataset\n",
"\n",
"boston = load_boston()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['data', 'target', 'feature_names', 'DESCR', 'filename'])"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check the different keys\n",
"\n",
"boston.keys()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
".. _boston_dataset:\n",
"\n",
"Boston 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",
"\n",
"This is a copy of UCI ML housing dataset.\n",
"https://archive.ics.uci.edu/ml/machine-learning-databases/housing/\n",
"\n",
"\n",
"This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n",
"\n",
"The Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\n",
"prices and the demand for clean air', J. Environ. Economics & Management,\n",
"vol.5, 81-102, 1978. Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n",
"...', Wiley, 1980. N.B. Various transformations are used in the table on\n",
"pages 244-261 of the latter.\n",
"\n",
"The Boston house-price data has been used in many machine learning papers that address regression\n",
"problems. \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"
]
}
],
"source": [
"# You can choose to print each of these keys to see their content\n",
"\n",
"# kindly delete the '#' and run the code to see\n",
"\n",
"\n",
"## for data\n",
"# print(boston['data'])\n",
"\n",
"## for target or predictors\n",
"# print(boston['target'])\n",
"\n",
"## for feature_names OR predictor/column names\n",
"# print(boston['feature_names'])\n",
"\n",
"## for DESCR: description of each feature/predictor\n",
"print(boston['DESCR'])\n",
"\n",
"## for filename \n",
"# (not relevant)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exploratory Data Analysis\n",
"#### Let's explore the data a little !"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### First, let us put the data in a Dataframe"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# chect the current data type\n",
"\n",
"type(boston['data'])"
]
},
{
"cell_type": "code",
"execution_count": 56,
"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>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>Med. Worth of Home</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>396.90</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>396.90</td>\n",
" <td>9.14</td>\n",
" <td>21.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.02729</td>\n",
" <td>0.0</td>\n",
" <td>7.07</td>\n",
" <td>0.0</td>\n",
" <td>0.469</td>\n",
" <td>7.185</td>\n",
" <td>61.1</td>\n",
" <td>4.9671</td>\n",
" <td>2.0</td>\n",
" <td>242.0</td>\n",
" <td>17.8</td>\n",
" <td>392.83</td>\n",
" <td>4.03</td>\n",
" <td>34.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.03237</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0.0</td>\n",
" <td>0.458</td>\n",
" <td>6.998</td>\n",
" <td>45.8</td>\n",
" <td>6.0622</td>\n",
" <td>3.0</td>\n",
" <td>222.0</td>\n",
" <td>18.7</td>\n",
" <td>394.63</td>\n",
" <td>2.94</td>\n",
" <td>33.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.06905</td>\n",
" <td>0.0</td>\n",
" <td>2.18</td>\n",
" <td>0.0</td>\n",
" <td>0.458</td>\n",
" <td>7.147</td>\n",
" <td>54.2</td>\n",
" <td>6.0622</td>\n",
" <td>3.0</td>\n",
" <td>222.0</td>\n",
" <td>18.7</td>\n",
" <td>396.90</td>\n",
" <td>5.33</td>\n",
" <td>36.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CRIM ZN INDUS CHAS NOX RM AGE DIS RAD TAX \\\n",
"0 0.00632 18.0 2.31 0.0 0.538 6.575 65.2 4.0900 1.0 296.0 \n",
"1 0.02731 0.0 7.07 0.0 0.469 6.421 78.9 4.9671 2.0 242.0 \n",
"2 0.02729 0.0 7.07 0.0 0.469 7.185 61.1 4.9671 2.0 242.0 \n",
"3 0.03237 0.0 2.18 0.0 0.458 6.998 45.8 6.0622 3.0 222.0 \n",
"4 0.06905 0.0 2.18 0.0 0.458 7.147 54.2 6.0622 3.0 222.0 \n",
"\n",
" PTRATIO B LSTAT Med. Worth of Home \n",
"0 15.3 396.90 4.98 24.0 \n",
"1 17.8 396.90 9.14 21.6 \n",
"2 17.8 392.83 4.03 34.7 \n",
"3 18.7 394.63 2.94 33.4 \n",
"4 18.7 396.90 5.33 36.2 "
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Convert the numpy array \" boston['data'] \" into a dataframe\n",
"\n",
"bostonData_array = boston['data']\n",
"\n",
"#boston_df = pd.DataFrame(bostonData_array, columns = ['CRIM','ZN','INDUS','CHAS', 'NOX', 'RM',\n",
" # 'AGE', 'DIS', 'RAD', 'TAX', ' PTRATIO', 'B', 'LSTAT'])\n",
"\n",
"boston_df = pd.DataFrame(bostonData_array, columns = boston['feature_names'])\n",
"\n",
"# add the RESPONSE Variable\n",
"boston_df['Med. Worth of Home'] = boston['target']\n",
"\n",
"boston_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###### (1) Compare \n",
"the 'Average number of rooms per dwelling [RM]' (predictor) with the 'Median value of owner-occupied homes in $1000's [boston['target']] (the response vairable). \n",
"\n",
"###### Does the correlation make sense?"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Newfolder\\lib\\site-packages\\seaborn\\axisgrid.py:1840: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n",
" warnings.warn(UserWarning(msg))\n"
]
},
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a8ccf7f790>"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x = 'RM',\n",
" y = 'Med. Worth of Home',\n",
" data = boston_df ,\n",
" color = 'k',\n",
" stat_func = pearsonr) # optional for the correlation value and p-value"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###### YES, correlation makes sense.\n",
"There exist is a positive correlation/relationship between RM (Average number of rooms per dwelling) and boston['target'] (Median value of owner-occupied homes in $1000's). This could possibly infer that, higher average number of rooms per dwelling would result to a higher median value of the homes."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### (2) Let us do a pair plot to see the relationship between \"selected\" predictors/columns and their correlation"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x1a8cca066d0>"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x1080 with 42 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data = boston_df[\n",
" ['CRIM', 'RM', 'AGE', 'DIS', 'TAX', 'Med. Worth of Home']\n",
" ]\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### We can as well create a linear model plot"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1a8ce0d49a0>"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x = 'RM', y = 'Med. Worth of Home', data = boston_df) \n"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"## It will be nice to represent this 'RM' and 'Med. Worth of Home' with a hex plot"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Newfolder\\lib\\site-packages\\seaborn\\axisgrid.py:1840: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n",
" warnings.warn(UserWarning(msg))\n"
]
},
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a8ce590a00>"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x = 'RM',\n",
" y = 'Med. Worth of Home',\n",
" data = boston_df ,\n",
" kind = 'hex', # also try 'scatter', 'reg', 'resid', 'kde' *it is optional\n",
" color = 'k',\n",
" stat_func = pearsonr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Interpretation:\n",
" ** There is a dense between 5.5 to 7.0 in 'RM' which corresponds to between 15.0 to 25.0 in the Median Worth of Home,\n",
" ** This implies that most owner-occupied homes in Boston have an average of 6 rooms per dwelling and the median worth of these homes is around between 150,000 to 250,000\n",
" ** We see that there is a strong correlation between the average number of rooms per dwelling and the Median Value or Worth of the Homes. Correlation is strong being 0.7."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training and Testing Data\n",
"\n",
"Now that we've explored the data a bit, let's go ahead and split the data into training and testing sets.\n",
"\n",
"** Our variable X will equal the numerical features/columns which is boston['data'] ** \n",
"\n",
"** Our variable y will equal the response variable which is boston['target'], i.e. Median value of owner-occupied homes in \\$1000's **"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"# predictors\n",
"\n",
"X = boston['data']"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"# response (predicands)\n",
"\n",
"y = boston['target']"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"# Split data into training and testing set\n",
"\n",
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, \n",
" y, \n",
" test_size = 0.3, # 30% of data should be used to test so # 70% to train\n",
" random_state = 101)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Train the Model with train-data"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"# import LinearRegression\n",
"\n",
"from sklearn.linear_model import LinearRegression"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"# create an object for the linear regression\n",
"\n",
"lm = LinearRegression()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LinearRegression()"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# train and fit 'lm' on the training data\n",
"\n",
"lm.fit(X = X_train,\n",
" y = y_train)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Coefficients: [-8.85049752e-02 5.02928536e-02 2.03483110e-02 3.75427054e+00\n",
" -1.77483714e+01 3.24776492e+00 1.20008182e-02 -1.40916141e+00\n",
" 2.63880691e-01 -1.03440009e-02 -9.51780874e-01 6.11600491e-03\n",
" -5.97133217e-01]\n"
]
}
],
"source": [
"# Get the coefficients of the predictors\n",
"\n",
"lm.coef_\n",
"\n",
"print('Coefficients: ', lm.coef_)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"40.218929012550646"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get the intercept of the predictors\n",
"\n",
"\n",
"lm.intercept_\n",
"\n",
"# print('Intercept = %0.3f' % lm.intercept_) # to 3 decimal place"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Our linear model is: 'Medain Value of Home (Y)' = 40.22 + -0.0885*CRIM + 0.05029*ZN + 0.02035*INDUS + 3.754*CHAS + -17.75*NOX + 3.248*RM + 0.012*AGE + -1.409*DIS + 0.2639*RAD + -0.01034*TAX + -0.9518*PTRATIO + 0.006116*B + -0.5971*LSTAT \n"
]
}
],
"source": [
"## The model is thus given by:\n",
"\n",
"\n",
"print(\"Our linear model is: \"\n",
" \" 'Medain Value of Home (Y)' = {:.4} + {:.4}*CRIM + {:.4}*ZN + {:.4}*INDUS + {:.4}*CHAS + {:.4}*NOX + {:.4}*RM + \"\n",
" \" {:.4}*AGE + {:.4}*DIS + {:.4}*RAD + {:.4}*TAX + {:.4}*PTRATIO + {:.4}*B + \"\n",
" \" {:.4}*LSTAT \".format(\n",
" lm.intercept_, \n",
" lm.coef_[0], lm.coef_[1], lm.coef_[2], lm.coef_[3], lm.coef_[4], lm.coef_[5], \n",
" lm.coef_[6], lm.coef_[7], lm.coef_[8], lm.coef_[9], lm.coef_[10], lm.coef_[11], lm.coef_[12]))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prediction of Model\n",
"** We evaluate its performance of our model by predicting the test values! **"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"predictions = lm.predict(X = X_test)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([40.11113508, 27.38971873, 16.64700435, 16.98475572, 31.12920137,\n",
" 32.17489772, 38.5534506 , 8.16734819, 33.48547457, 7.21877263,\n",
" 30.45404514, 13.44085219, 16.25354375, 17.34359227, 25.1543491 ,\n",
" 20.44171457, 7.30340549, 33.13892161, 28.41293108, 24.58522513,\n",
" 12.44673568, 20.25489284, 22.48601345, 24.42119495, 33.92740928,\n",
" 18.63104614, 32.32820984, 18.67352155, 27.36115374, 34.46174375,\n",
" 19.84089751, 18.40373436, 37.15821555, 44.94610923, 30.27513579,\n",
" 22.00760066, 16.0127978 , 18.16328402, 4.33298095, 30.93867591,\n",
" 24.15262229, 17.17277775, 34.10334259, 13.89433899, 17.46893797,\n",
" 25.30893285, 30.35309561, 16.10339452, 26.91513852, 22.98227547,\n",
" 32.14815603, 37.34454946, 22.90074019, 17.56894548, 30.18430234,\n",
" 0.10360753, 20.22573888, 16.82248142, 23.15487984, 21.16760077,\n",
" 30.5734497 , 3.15502223, 15.92340596, 20.06361892, 10.43608925,\n",
" 24.28745773, 24.00445196, 19.86245393, 17.63614975, 19.44871423,\n",
" 23.81075322, 21.16261396, 23.47439589, 19.98453898, 27.05134381,\n",
" 21.84066905, 36.80150664, 8.16676015, 28.70036278, 17.12188494,\n",
" 15.50979745, 19.294246 , 30.15336215, 17.37264235, 10.73425764,\n",
" 21.52916918, 21.69200241, 33.12540671, 22.30189309, 21.94929448,\n",
" 12.85610293, 11.57605846, 22.66292798, 33.65426492, 6.08353957,\n",
" 34.76875886, 7.95929671, 31.90690271, 8.7752099 , 20.72989525,\n",
" 32.72047022, 21.34319049, 27.16332024, 24.1623896 , 22.68986244,\n",
" 25.17800744, 24.52779596, 30.66139018, 37.3362994 , 33.2147882 ,\n",
" 23.21825086, 36.13381973, 23.89682341, 22.07728572, 30.06489707,\n",
" 27.24105283, 29.31188864, 31.45057926, 26.74107102, 29.58735987,\n",
" 16.90021886, 20.60029568, 21.96586941, 36.77042006, 25.24859328,\n",
" 23.08568697, 15.32758657, 5.918702 , 14.80932341, 23.67342037,\n",
" 26.74592331, 34.09978093, 23.93815977, 19.9868425 , 24.73687974,\n",
" 26.10434151, 30.71721237, 26.62262586, 34.1263333 , 22.67915823,\n",
" 13.13096496, 36.60828941, 32.25783559, 15.89281425, 24.785974 ,\n",
" 19.32107821, 19.5968184 , 24.52106619, 26.34621695, 29.83423805,\n",
" 16.69898193, 16.61243821])"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predictions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compare:\n",
"**Now let's see how strong the relationship is, between our predictions and the real (original y-values)**"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1a8ce71acd0>"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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JNrfKkk4nPuTAoJ70I9EoeMesmzxz3Nzys+38AmrZJ/g/+6PzawJNDXj+h2c8fyZMWsNv/+Nzc0trHltc7u6UnSzo9UpXyRcF75hlafTUvCG8F7+A6peGWPEYlncqpet0MYF64H7p0B7XmnK/2vC8B7lBPelHolHwjllao6f21Mw9U6+6pmqclMMf3bIz9CrKyYkyo6Vwi19q4Jkqci4mrmmPAG3qlDPPe5Ab1JN+JBoF75ilMXpyS8188+SPfVM1UY9luv+TVwYaLTerzs5x8Nhpdj7wnOvFZOMG93nyoULBt01+F8B+CHI6rkzCULVJzIIcTtCtoFuotm+UFKW6wu1UmyAWl2vMztW/v71qwisIr9Rqvu3zKk3sFPTzRCf9SFAaeccsjdFT0BRMdXYulooXv9FyUM15/6h3J15pha99xv04NZF+ppF3ApIePXmNQN00p1GctkURR87e+R1R704G+QBhkXYK3jnkFvw6CXMyjpswFwy/3wHdBWGlFUTqFLxzyC34Xf4fSpx846zvFqvdjJ6jXDCauR1KnKUgrGXpkjcK3jnVHPyC7o3dTcWL81r3f/v1SxORnQw1TnkfKhRact5ZC4pali55pAnLPhCk+iRKxUt7LTnAqfs+wWev/o+BVqMv12qUikOXLirdrjZNatuBLC2sEgnKd+RtjCkC3wAuB4aBLwP/CDxGfS7sNeCAtXYl0VaKL790SAHYWipSKMAdAXYTdHiNRn/w1s/X7GnixRlxN4uSe5+aqa4Z8cc5OtaydMmjTiPvzwI/s9ZeC9wAPAI8BNzTeKwA3JxsE6UTr3RIebTE12/ZycLSCmcvLobaa8VrNPo33//XQHnv5hF3uzBB0bmIuKVq4hoda1m65FGnnPdTwLGmr5eAXcALja+fBT4BfMvvlywsLFCpVKK2MRPm5+cz+x5u3bGZh1+eZ6HpAN3hoQK37tjMV777mmsQ/sp3X2vZg/rEG+d5/JWznLmwxPZN63nnwtrNn4BAZ05etmk9t314G4+/ctb192zftD5wX37luz/2vVi8PTvX9d+LX/8F/d1Z/nykTX3RKqn+8A3e1tp3AYwxW6gH8XuAr1prnU/5eWBrpxcZHh5mfHy8y6b2VqVSyex7GB+H8ph7tcRXX/ye68+cubB06f1MzVR55ORbl4LkOxeWPPfN7mTbxiL/cO8ngHqb3Oq5777xQ4yPB0t1nLnwhu/zY6Olrv9e/PovqCx/PtKmvmjVTX9MT097Ptex2sQY837qI+s/ttY+YYz5X01PbwFmI7VKYuVVehfktBu3FEkNIgXw2aYl9HEsqvGrL49z24GslS6KdNJpwvJ9wHPAF6y1/6fx8IwxZre19u+o58GfT7aJ0g2/1YxObbNXcIwy8m7PE3cbFL3qy7dtLHLfTVcq4MrA6jTyvhvYBtxrjLm38dgXgYeNMRuACq05cckYr9Ev0HHRjbMPeNCVlUns7Kcl8SLuOuW8v0g9WLe7LpnmSLO4Vv25jX6vOXzCN3A3B2K/IF9o5FaSDKpKaYispRWWGZX0qj+/cj23LVZvP3rK/Ztr8ObhfV23R0TC0QrLjEp61Z9fDXP7vtqTE2XPo9RUCy3SGwreXUjylHivkXF1di6W1zq413gucXcLyAf3GorrWn+iuK6Q+9NrRPJKwTuipE+J9xvRVmfnuOPoKS7v4qIxOVHmv7vsUVLA5wLh9s0i0hN9G7yTHBVD8mmNTietO2V83Vw0vjy5g6/fsvNSSqS5rrv99x45bllcbi0eXFyu8cB3Xk+0n0XEXV9OWKaxxWccmxn5VZM0l8h1KtXr5qAFp5LjmsMn1rxO88XIqw1nLy5eOttSW6mKpKcvR95pbPHpldYY3VgMNBINknaZnCjz0qE9bNtY7NieIBcNv7sRvxy7E5CDiNrPSd8pifSbvgzeaWzx6ZbWKA4VeHd+KVAePMwFJsBeUB2rPjpdLLx+3m1b107C9nPS8wci/agvg3caW3y6nRK/acN6FldaI61XQA5zgfn3DifXBFnZ6HWxuPPJ00zNVD1PZg+yi2C7sP2swxBEwuvLnHfU08nDal/598uH3HfwcwvIXhsuOWmX5jy43+ZM5YArG70uFsu1GgefOs3mkfXMLS5fOrrM+b1Bcu7NovRzrw5D0LmVkmd9OfJ2GxW3rxhMQpgRf5i0y/VXbHcdFf/RLTt56dCeQO/LbzS8uFK7NOnoHF3mBLJOVS/NovZzLw5DUKpG8q4vgzesTva9eXhf4ADXLa/Ug9tINEza5fkfnlnzvZ/aVebIcRt4gi9MEG4/LLj5tb0UIHI/h+m3uChVI3nXl2mTtLjddj+4f0fgW/EwaRe30+LDlEI6j9/55OlAeezmlEXza7uVFEI8J9OnmcLQuZWSdwreEXkF0Af37+ClQ3si/c4gByeA/6jRL+A5z3XaCtbtNR1JzSekvXNg0L4Wyaq+TZskrZvbbq+a5qDpg25Gje1pkNFSkeJQa0LELxg7P3/ZpvWpzifErRepGpE4aeQdUdQAGiTl0Sl90O2osX2UG7bqYnKijBk5l+tzCnXIg+SdgndEUQNop5RHkPRB3KmLQT3sYFDft/QHpU0iinrbHcdEWa9KIUUkOzTyjsjttvv6K7Zz5LjljqOnEkt5NL++grXI4FLw7kKU8r20Vn+KSH9T2iQmQatPmlMesLrx05HjVqv7RCQwBe+YhMllO8vOi+sKlxbMVGfnOPjUaQVwEQlEwTsmYffnuP/br69ZCr+4UuP+b78ee9tEpP8oeMdgaqbKxV8srXncL5c967HNq9fjIiLNNGHZpfaJSsdoqcj9n7xSFSEikggF7y65TVQCbBpevyZwN69kXFeAFZf9oYIceSYiouDdpaATle0jdLeN/YpDBe676crY2ygi/Uc57y4Fnaj0GqEPFQqXVkke+fRVSrOISCAaeXcp6KIbrxH6Sq3Gm4f3hX5dHeElMtgUvLuU1k6AzaIcxiAi/UXBOwZp7wQY9TAGEekfCt4piXP/aB3hJSIK3imKaydAvxSMcuEig2Egq028jiHLC6+9xK+/Yjt3PfMq1dk5aqzmwvP2/kSks4EL3s5kX54DnNdhDM//8EzkczVFJF8GLm3SL5N9bimYO46ecv1e5cJF+k+g4G2M+Sjwh9ba3caYXwEeA2rAa8ABa+1Kck2MVz9P9sVZjigi2dYxbWKM+X3gz4CRxkMPAfdYa68FCsDNyTUvfmG3bs2TqOdqikj+BBl5/zOwH/irxte7gBcaf34W+ATwLb9fsLCwQKVSidrGWN26YzMPvzzPwvLq5iLDQwVu3bHZt43z8/OZeQ9ezAh84er38vgrZzlzYYntm9Zz24e3YUbOUamci/W18tAfaVJ/rFJftEqqPzoGb2vt08aYy5seKlhrnch3Htja6XcMDw8zPj4erYUxGx+H8lj4crpKpZKZ9+BnfBwOhF9tH1pe+iMt6o9V6otW3fTH9PS053NRJiyb89tbgNkIv6OndPK6iORdlFLBGWPM7safbwBejK85rfJejy0ikpQoI+87gUeNMRuACnAs3ibVafMlERFvgYK3tfZfgKsbf/4RcF2CbQL6px7bS6dl7FrmLiJ+MrvCsp/rsTut8nR7/vajp5j4H88pdSQiQIaDdz/XY/vdVXg9D3D24mLulvKLSDIyG7z7ecFJp7sKv7sL7VUiIpDhvU3i3P86LnHloTstY/d63tEPqSMR6U5mgzckW48dNhCfeOM8j5x8K5bql06n6rg936wfUkci0p3Mpk2SFGVb2MdfORvbdqteW7o6FwHn+dFScc3P9kvqSES6k+mRd1KilCGeubDk+njUFEanuwrneZUMioibgQzeUcoQt29azzsuATzpFIaW8ouIm4FMm0QpQ7ztw9v6tvpFRPIn08E7qb1NopYhjhRXu2u0VGzJU4uIpCmzaZMk9zYJW4Y4NVPl4Zd/2rIH+MJSbg4PEpE+lNngnfTeJmFyyUeO25bAHXdbRETCymzaJEt7m2SpLSIikOHgnaW9TbLUFhERyHDwztLeJgf3GoaHCploi4gIZDjnnaW9TSYnylTfrvLEq+/2vC0iIpDh4A3Z2ttkzwe3cGDfRxJpi4hIWJkO3knREWsikneZzXknqdNhCCIiWTeQwVulfyKSdwMZvFX6JyJ5N5DBO0tliF6S2tdFRPrDQE5YZqkM0Y0mVEWkk4EM3pDtfbKT3tdFRPJvINMmWacJVRHpRME7gzShKiKdKHhnUB4mVEWktwY2551lWZ9QFZHeU/DOqCxPqIpI7yltIiKSQwreIiI5pOAtIpJDCt4iIjmk4C0ikkMK3iIiOaRSwYwIeyybiAy2SMHbGLMO+GPgKmAB+B1r7T/F2bBBol0ERSSsqGmTSWDEWvufgUPA1+Jr0uDRsWwiElbUtMl/Af4WwFp70hjzq37fvLCwQKVSifhS2TA/P5/Ye/DbRTCr/ZZkf+SR+mOV+qJVUv0RNXi/B/j3pq+XjTHrrbVLbt88PDzM+Ph4xJfKhkqlkth7GBv9CVWXAD42WspsvyXZH3mk/lilvmjVTX9MT097Phc1bXIO2NL8e7wCt3SmXQRFJKyowfsl4NcBjDFXA6/G1qIBNDlR5sH9OyiPligA5dESD+7foclKEfEUNW3yLeDjxpiXgQLwufiaNJi0i6CIhBEpeFtrV4Dfi7ktIiISkFZYiojkkIK3iEgOKXiLiOSQgreISA4VarVa4i8yPT19Bngr8RcSEekvH9i1a9d2tydSCd4iIhIvpU1ERHJIwVtEJIcUvEVEckjBW0QkhxS8RURySMFbRCSHdACxD2PMR4E/tNbuNsb8CvAYUANeAw40Nujqe8aYIvAN4HJgGPgy8I8Mbn8MAY8CBlimvqtmgQHtDwBjzGXANPBxYInB7osZVg+reRP4nyTQHxp5ezDG/D7wZ8BI46GHgHustddS/4d6c6/a1gOfBX7WeO83AI8w2P1xE4C19hrgD6j3xcD2R+Pi/qeAcxzUIPfFCIC1dnfjv8+RUH8oeHv7Z2B/09e7gBcaf34W+FjqLeqdp4B7m75eYoD7w1o7Bfxu48sPAP/GAPcH8FXgT4C3G18Pcl9cBWw0xjxnjDnROKwmkf5Q8PZgrX0aWGx6qGCtdZajnge2pt+q3rDWvmutPW+M2QIcA+5hgPsDwFq7ZIx5HPjf1PtkIPvDGPPbwBlr7fGmhweyLxouUr+Y7aV+5sFfk1B/KHgH15yj2gLM9qohvWCMeT/wPPBX1tonGPD+ALDW3gb8J+r571LTU4PUH5+nfqrW3wE7gb8ELmt6fpD6AuBHwDettTVr7Y+AnwHva3o+tv5Q8A5uxhizu/HnG4AXe9iWVBlj3gc8B3zJWvuNxsOD3B+/aYy5q/HlReoXsh8MYn9Ya3/NWnudtXY3cAr4LeDZQeyLhs8DXwMwxowB7wGeS6I/VG0S3J3Ao8aYDUCF+q3yoLgb2Abca4xxct9fBB4e0P54BvgLY8zfA0Xgdup9MKifj3aD/G/lz4HHjDH/l3p1yeeBn5JAf2hXQRGRHFLaREQkhxS8RURySMFbRCSHFLxFRHJIwVtEJIcUvEVEckjBW0Qkh/4/WV1F2qc2EdsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Using a scatter plot to check for correlation\n",
"\n",
"\n",
"\n",
"# Using matplotlib\n",
"\n",
"plt.scatter(x = y_test,\n",
" y = predictions)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Newfolder\\lib\\site-packages\\seaborn\\axisgrid.py:1840: UserWarning: JointGrid annotation is deprecated and will be removed in a future release.\n",
" warnings.warn(UserWarning(msg))\n"
]
},
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1a8ce730c40>"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Using seaborn scatterplot\n",
"\n",
"#sns.scatterplot(x = y_test, # original or real values from data\n",
"# y = predictions) # predicted values\n",
"\n",
"\n",
"\n",
"\n",
"# Using Seaborn Jointplot (so we can call the correlation value)\n",
"\n",
"sns.jointplot(x = y_test,\n",
" y = predictions,\n",
" kind = 'scatter',\n",
" stat_func = pearsonr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Interpreation:\n",
" ** There is obviously a strong correlation between our prediction and the original values. Correlation value is 0.85, hence our model is good enough to be used for predictions in real life."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Evaluating the Model\n",
"** Let's evaluate our model performance by calculating the residual sum of squares and the variance score (R^2) **"
]
},
{