{ "cells": [ { "cell_type": "markdown", "metadata": { "_uuid": "a40153021c15eb45ff2026d456945763c79c11ef" }, "source": [ "# Boston house price prediction\n", "\n", "Modified from: https://www.kaggle.com/shreayan98c/boston-house-price-prediction" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "8731c498e69012e3b8e407399ab813f0f15fc732" }, "source": [ "The problem that we are going to solve here is that given a set of features that describe a house in Boston, our machine learning model must predict the house price. To train our machine learning model with boston housing data, we will be using scikit-learn’s boston dataset.\n", "\n", "In this dataset, each row describes a boston town or suburb. There are 506 rows and 13 attributes (features) with a target column (price).\n", "https://archive.ics.uci.edu/ml/machine-learning-databases/housing/housing.names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "_uuid": "c72424fcefad6b27f904bdc3301ff272baf3b212" }, "outputs": [], "source": [ "# Importing the libraries \n", "import pandas as pd\n", "import numpy as np\n", "from sklearn import metrics\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "_uuid": "7ad691aeebc4b3845eefa1ac8ca32fc4b631209d", "scrolled": true }, "outputs": [], "source": [ "# Importing the Boston Housing dataset\n", "from sklearn.datasets import load_boston\n", "boston = load_boston()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting a \"feeling of the data\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['data', 'target', 'feature_names', 'DESCR', 'filename'])\n" ] } ], "source": [ "print(boston.keys()) #print keys" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "_uuid": "5853d3c3d9e4b52f37ea42665f573bfd92941ddf" }, "outputs": [], "source": [ "# Initializing the dataframe\n", "data = pd.DataFrame(boston.data)" ] }, { "cell_type": "code", "execution_count": 5, "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": [ "print(boston.DESCR)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "_uuid": "7b6f7755accf4b1c5f4e90a3d4aea7f41f89a482" }, "outputs": [ { "data": { "text/html": [ "
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CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTAT
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" ], "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 \n", "0 15.3 396.90 4.98 \n", "1 17.8 396.90 9.14 \n", "2 17.8 392.83 4.03 \n", "3 18.7 394.63 2.94 \n", "4 18.7 396.90 5.33 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Adding the feature names to the dataframe\n", "data.columns = boston.feature_names\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "d16fdd57c4ee58a812935d5a3e1f4bfe5923e23e" }, "source": [ "Each record in the database describes a Boston suburb or town." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "_uuid": "293641aa8ae59c57884bd19c0ee6fc43143b19b8" }, "outputs": [], "source": [ "#Adding target variable to dataframe\n", "data['PRICE'] = boston.target \n", "# Median value of owner-occupied homes in $1000s" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "_uuid": "b5edd7daea054f44df78e956846596fd9e82274f" }, "outputs": [ { "data": { "text/plain": [ "(506, 14)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Check the shape of dataframe\n", "data.shape" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "_uuid": "264fd03458b3b349d2d52ac02b83e2e85b6190b2" }, "outputs": [ { "data": { "text/plain": [ "Index(['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX',\n", " 'PTRATIO', 'B', 'LSTAT', 'PRICE'],\n", " dtype='object')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "_uuid": "1a745ede36d316c539a7c8d53ced27b9ccae85b2" }, "outputs": [ { "data": { "text/plain": [ "CRIM float64\n", "ZN float64\n", "INDUS float64\n", "CHAS float64\n", "NOX float64\n", "RM float64\n", "AGE float64\n", "DIS float64\n", "RAD float64\n", "TAX float64\n", "PTRATIO float64\n", "B float64\n", "LSTAT float64\n", "PRICE float64\n", "dtype: object" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "_uuid": "e86b006860c2efe29294aca3ba4419d9c758ced2" }, "outputs": [ { "data": { "text/plain": [ "CRIM 504\n", "ZN 26\n", "INDUS 76\n", "CHAS 2\n", "NOX 81\n", "RM 446\n", "AGE 356\n", "DIS 412\n", "RAD 9\n", "TAX 66\n", "PTRATIO 46\n", "B 357\n", "LSTAT 455\n", "PRICE 229\n", "dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Identifying the unique number of values in the dataset\n", "data.nunique()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "_uuid": "cef1bbf6ab92b5cd42a9a0771a24f48a09acf218", "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "CRIM 0\n", "ZN 0\n", "INDUS 0\n", "CHAS 0\n", "NOX 0\n", "RM 0\n", "AGE 0\n", "DIS 0\n", "RAD 0\n", "TAX 0\n", "PTRATIO 0\n", "B 0\n", "LSTAT 0\n", "PRICE 0\n", "dtype: int64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check for missing values\n", "data.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "_uuid": "9d77b2f0e188a0bad15574340c61fad981a571b5" }, "outputs": [ { "data": { "text/html": [ "
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CRIMZNINDUSCHASNOXRMAGEDISRADTAXPTRATIOBLSTATPRICE
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [CRIM, ZN, INDUS, CHAS, NOX, RM, AGE, DIS, RAD, TAX, PTRATIO, B, LSTAT, PRICE]\n", "Index: []" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# See rows with missing values\n", "data[data.isnull().any(axis=1)]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "_uuid": "fd9f1bad153f453931265ca2c2662a138a6737b3", "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " CRIM ZN INDUS CHAS NOX RM \\\n", "count 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \n", "mean 3.613524 11.363636 11.136779 0.069170 0.554695 6.284634 \n", "std 8.601545 23.322453 6.860353 0.253994 0.115878 0.702617 \n", "min 0.006320 0.000000 0.460000 0.000000 0.385000 3.561000 \n", "25% 0.082045 0.000000 5.190000 0.000000 0.449000 5.885500 \n", "50% 0.256510 0.000000 9.690000 0.000000 0.538000 6.208500 \n", "75% 3.677083 12.500000 18.100000 0.000000 0.624000 6.623500 \n", "max 88.976200 100.000000 27.740000 1.000000 0.871000 8.780000 \n", "\n", " AGE DIS RAD TAX PTRATIO B \\\n", "count 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \n", "mean 68.574901 3.795043 9.549407 408.237154 18.455534 356.674032 \n", "std 28.148861 2.105710 8.707259 168.537116 2.164946 91.294864 \n", "min 2.900000 1.129600 1.000000 187.000000 12.600000 0.320000 \n", "25% 45.025000 2.100175 4.000000 279.000000 17.400000 375.377500 \n", "50% 77.500000 3.207450 5.000000 330.000000 19.050000 391.440000 \n", "75% 94.075000 5.188425 24.000000 666.000000 20.200000 396.225000 \n", "max 100.000000 12.126500 24.000000 711.000000 22.000000 396.900000 \n", "\n", " LSTAT PRICE \n", "count 506.000000 506.000000 \n", "mean 12.653063 22.532806 \n", "std 7.141062 9.197104 \n", "min 1.730000 5.000000 \n", "25% 6.950000 17.025000 \n", "50% 11.360000 21.200000 \n", "75% 16.955000 25.000000 \n", "max 37.970000 50.000000 \n" ] } ], "source": [ "# Viewing the data statistics\n", "print(data.describe())" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "\n", "fig, axs = plt.subplots(ncols=7, nrows=2, figsize=(20, 10))\n", "index = 0\n", "axs = axs.flatten()\n", "for k,v in data.items():\n", " sns.boxplot(y=k, data=data, ax=axs[index])\n", " index += 1\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=5.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Columns like CRIM, ZN, RM, B seems to have outliers. Let's see the outliers percentage in every column." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Column CRIM outliers = 13.04%\n", "Column ZN outliers = 13.44%\n", "Column INDUS outliers = 0.00%\n", "Column CHAS outliers = 100.00%\n", "Column NOX outliers = 0.00%\n", "Column RM outliers = 5.93%\n", "Column AGE outliers = 0.00%\n", "Column DIS outliers = 0.99%\n", "Column RAD outliers = 0.00%\n", "Column TAX outliers = 0.00%\n", "Column PTRATIO outliers = 2.96%\n", "Column B outliers = 15.22%\n", "Column LSTAT outliers = 1.38%\n", "Column PRICE outliers = 7.91%\n" ] } ], "source": [ " for k, v in data.items():\n", " q1 = v.quantile(0.25)\n", " q3 = v.quantile(0.75)\n", " irq = q3 - q1\n", " v_col = v[(v <= q1 - 1.5 * irq) | (v >= q3 + 1.5 * irq)]\n", " perc = np.shape(v_col)[0] * 100.0 / np.shape(data)[0]\n", " print(\"Column %s outliers = %.2f%%\" % (k, perc))\n", " \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the feature distributions look like" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#import warnings\n", "#warnings.filterwarnings('ignore')\n", "\n", "fig, axs = plt.subplots(ncols=7, nrows=2, figsize=(20, 10))\n", "index = 0\n", "axs = axs.flatten()\n", "for k,v in data.items():\n", " sns.histplot(v, kde=True, ax=axs[index])\n", " index += 1\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=5.0)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "_uuid": "f35fcf15ca8787f7c2b27c9567e02bec12dd8232" }, "outputs": [ { "data": { "text/plain": [ "(14, 14)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Finding out the correlation between the features\n", "corr = data.corr().abs()\n", "corr.shape" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "_uuid": "5a2f669e42f1c4da0678d3012fe90996ce8dc476" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the heatmap of correlation between features\n", "plt.figure(figsize=(20,20))\n", "sns.heatmap(corr, cbar=True, square= True, fmt='.1f', annot=True, annot_kws={'size':15})\n", "#sns.heatmap(corr, cbar=True, square= True, fmt='.1f', annot=True, annot_kws={'size':15}, cmap='Greens')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot columns with a correlation score above 0.5 with PRICE against PRICE" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import preprocessing\n", "# Let's scale the columns before plotting them against MEDV\n", "min_max_scaler = preprocessing.MinMaxScaler()\n", "column_sels = ['LSTAT', 'INDUS', 'NOX', 'PTRATIO', 'RM', 'TAX', 'DIS', 'AGE']\n", "x = data.loc[:,column_sels]\n", "y = data['PRICE']\n", "x = pd.DataFrame(data=min_max_scaler.fit_transform(x), columns=column_sels)\n", "fig, axs = plt.subplots(ncols=4, nrows=2, figsize=(20, 10))\n", "index = 0\n", "axs = axs.flatten()\n", "for i, k in enumerate(column_sels):\n", " sns.regplot(y=y, x=x[k], ax=axs[i])\n", "plt.tight_layout(pad=0.4, w_pad=0.5, h_pad=5.0)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prediction using the data (a first example to machine learning applications)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "_uuid": "e8b29232f337d8d269fdeab876ecf1b6cf692556", "scrolled": true }, "outputs": [], "source": [ "# Splitting target variable and independent variables\n", "X = data.drop(['PRICE'], axis = 1)\n", "y = data['PRICE']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "_uuid": "8c44aa7df1ef21f85c1baba09dbb5807c223c51a" }, "outputs": [], "source": [ "# Splitting to training and testing data\n", "\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 = 0.3, random_state = 4)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "af76da42b96f93ae8bd6234053182ecee90f255e" }, "source": [ "### Linear regression" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "f585ceafa562d74250058bf0ff05cdf8ccebb577" }, "source": [ "#### Training the model" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "_uuid": "74c1df4cd4ba074712c8fe65802acc568e0b6ba9", "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "LinearRegression()" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import library for Linear Regression\n", "from sklearn.linear_model import LinearRegression\n", "\n", "# Create a Linear regressor\n", "lm = LinearRegression()\n", "\n", "# Train the model using the training sets \n", "lm.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "_uuid": "998fb3c39c9a86eb1bcd4d921dd183a6491335d7" }, "outputs": [ { "data": { "text/plain": [ "36.35704137659492" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Value of y intercept\n", "lm.intercept_" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "_uuid": "014c51bc46bb492a44f253c3c04e113ddbc39af6", "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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AttributeCoefficients
0CRIM-0.12257
1ZN0.055678
2INDUS-0.008834
3CHAS4.693448
4NOX-14.435783
5RM3.28008
6AGE-0.003448
7DIS-1.552144
8RAD0.32625
9TAX-0.014067
10PTRATIO-0.803275
11B0.009354
12LSTAT-0.523478
\n", "
" ], "text/plain": [ " Attribute Coefficients\n", "0 CRIM -0.12257\n", "1 ZN 0.055678\n", "2 INDUS -0.008834\n", "3 CHAS 4.693448\n", "4 NOX -14.435783\n", "5 RM 3.28008\n", "6 AGE -0.003448\n", "7 DIS -1.552144\n", "8 RAD 0.32625\n", "9 TAX -0.014067\n", "10 PTRATIO -0.803275\n", "11 B 0.009354\n", "12 LSTAT -0.523478" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Converting the coefficient values to a dataframe\n", "coeffs = pd.DataFrame([X_train.columns,lm.coef_]).T\n", "coeffs = coeffs.rename(columns={0: 'Attribute', 1: 'Coefficients'})\n", "coeffs" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "0a51c9fddb34d1d64b08a1ae5b52a0fa5de220c2" }, "source": [ "#### Model Evaluation" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "_uuid": "fbf88954f6ea78c339dfd4d1bbb4731fe1b3c489" }, "outputs": [], "source": [ "# Model prediction on train data\n", "y_pred = lm.predict(X_train)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "_uuid": "40c2d862d0798c825949e665b23a0d93e7acbf22", "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2: 0.7465991966746854\n", "Adjusted R^2: 0.736910342429894\n", "MAE: 3.08986109497113\n", "MSE: 19.07368870346903\n", "RMSE: 4.367343437774162\n" ] } ], "source": [ "# Model Evaluation\n", "print('R^2:',metrics.r2_score(y_train, y_pred))\n", "print('Adjusted R^2:',1 - (1-metrics.r2_score(y_train, y_pred))*(len(y_train)-1)/(len(y_train)-X_train.shape[1]-1))\n", "print('MAE:',metrics.mean_absolute_error(y_train, y_pred))\n", "print('MSE:',metrics.mean_squared_error(y_train, y_pred))\n", "print('RMSE:',np.sqrt(metrics.mean_squared_error(y_train, y_pred)))" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "e7eceb24e150551eff5f3c946772437ffcfdce8d" }, "source": [ "𝑅^2 : It is a measure of the linear relationship between X and Y. It is interpreted as the proportion of the variance in the dependent variable that is predictable from the independent variable.\n", "\n", "Adjusted 𝑅^2 :The adjusted R-squared compares the explanatory power of regression models that contain different numbers of predictors.\n", "\n", "MAE : It is the mean of the absolute value of the errors. It measures the difference between two continuous variables, here actual and predicted values of y. \n", "\n", "MSE: The mean square error (MSE) is just like the MAE, but squares the difference before summing them all instead of using the absolute value. \n", "\n", "RMSE: The mean square error (MSE) is just like the MAE, but squares the difference before summing them all instead of using the absolute value. \n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "_uuid": "c00f457edc850676c7ac951f2a77994bc798f709" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualizing the differences between actual prices and predicted values\n", "plt.scatter(y_train, y_pred)\n", "plt.xlabel(\"Prices\")\n", "plt.ylabel(\"Predicted prices\")\n", "plt.title(\"Prices vs Predicted prices\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "_uuid": "65b07c5f88bbc8863b56057568bb09443484d806" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Checking residuals\n", "plt.scatter(y_pred,y_train-y_pred)\n", "plt.title(\"Predicted vs residuals\")\n", "plt.xlabel(\"Predicted\")\n", "plt.ylabel(\"Residuals\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "c399b5c2f66818caf7600c0f10338c0ce5afebc8" }, "source": [ "There is no pattern visible in this plot and values are distributed equally around zero. So Linearity assumption is satisfied" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "_uuid": "9814045d0aaa99146a32653f4e5449a11b05ff8f" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Checking Normality of errors\n", "sns.histplot(y_train-y_pred, kde=True)\n", "plt.title(\"Histogram of Residuals\")\n", "plt.xlabel(\"Residuals\")\n", "plt.ylabel(\"Frequency\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "1d767c0ab0732c66838be5aecf56f23f859c1021" }, "source": [ "Here the residuals are normally distributed. So normality assumption is satisfied" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "a91b3c5ee714c81642b90d02760c7e10f827fd48" }, "source": [ "#### For test data" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "_uuid": "d1c22569bf33b54bc8e67dd9768beeb48520c5f0" }, "outputs": [], "source": [ "# Predicting Test data with the model\n", "y_test_pred = lm.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "_uuid": "5bd7bf701f57b013f7b4bb3ee30debdf216647f6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2: 0.7121818377409196\n", "Adjusted R^2: 0.6850685326005714\n", "MAE: 3.859005592370741\n", "MSE: 30.05399330712412\n", "RMSE: 5.482152251362973\n" ] } ], "source": [ "# Model Evaluation\n", "acc_linreg = metrics.r2_score(y_test, y_test_pred)\n", "print('R^2:', acc_linreg)\n", "print('Adjusted R^2:',1 - (1-metrics.r2_score(y_test, y_test_pred))*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1))\n", "print('MAE:',metrics.mean_absolute_error(y_test, y_test_pred))\n", "print('MSE:',metrics.mean_squared_error(y_test, y_test_pred))\n", "print('RMSE:',np.sqrt(metrics.mean_squared_error(y_test, y_test_pred)))" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "e7a9ed698fd4f011bae24ce4b966317de91f9d91" }, "source": [ "Here the model evaluations scores are almost matching with that of train data. So the model is not overfitting." ] }, { "cell_type": "markdown", "metadata": { "_uuid": "6d4c438bc27d2e3093f625e04ee9aeb5282a4710" }, "source": [ "### Random Forest Regressor " ] }, { "cell_type": "markdown", "metadata": { "_uuid": "7f50fab16d7fc4871f56d60d84ff245e16a70172" }, "source": [ "#### Train the model" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "_uuid": "34e2ffdaf66c5bb6d30daa5acd5276a6da21e809" }, "outputs": [ { "data": { "text/plain": [ "RandomForestRegressor()" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import Random Forest Regressor\n", "from sklearn.ensemble import RandomForestRegressor\n", "\n", "# Create a Random Forest Regressor\n", "reg = RandomForestRegressor()\n", "\n", "# Train the model using the training sets \n", "reg.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "3b1ab519a44ec90e993e152eb908f867db07f381" }, "source": [ "### Model Evaluation" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "_uuid": "96b76c70a914d3b9d20a4aefe0742e625890f73e" }, "outputs": [], "source": [ "# Model prediction on train data\n", "y_pred = reg.predict(X_train)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "_uuid": "1a0a1be1b53f2e4e5ee260d9bc27099403c703fa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2: 0.9780387443633498\n", "Adjusted R^2: 0.9771990492948897\n", "MAE: 0.8612994350282495\n", "MSE: 1.6530419322033914\n", "RMSE: 1.2857067831365716\n" ] } ], "source": [ "# Model Evaluation\n", "print('R^2:',metrics.r2_score(y_train, y_pred))\n", "print('Adjusted R^2:',1 - (1-metrics.r2_score(y_train, y_pred))*(len(y_train)-1)/(len(y_train)-X_train.shape[1]-1))\n", "print('MAE:',metrics.mean_absolute_error(y_train, y_pred))\n", "print('MSE:',metrics.mean_squared_error(y_train, y_pred))\n", "print('RMSE:',np.sqrt(metrics.mean_squared_error(y_train, y_pred)))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "_uuid": "b02cec6f66440794e5108df5f5474e920d1fe98a" }, "outputs": [ { "data": { "image/png": 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LAA76bShLjv+5iAhJASBpXs5jMrMpqJS+KW5fsX4Tzz73fNVqnHoEBNDbU+CZ554fSwe5C2d7yTLjvyat6umV9E7gu8A/5DssM5usbqnqc4NDww3l7gvdorengIC+3h4+fd5SHlh/BvP2ncPI6PhfH67fbx9ZTu7+paTXAk+S5Pk/GhG35D4yM5uU4snZZtjwlhMqzuDdhbO9ZTm5ezTwg2Kwl9QjaVFEPJD34Mwsu2IlT7P09fZUTdtUKwV1/X57yJLquRYoLeYdTbeZ2QxR2n4hi96eylfkFpV21KzUndNdONtblsA/JyKeKz5I77tlg9kMUqmSp5qeQjfrVi2hr8rsvFsaa7JWrZ8PwOVnH09fb89Y/t+N2dpHlqqeXZJWRcSNAJLOAh7Ld1hmVkv5BVpZZ/p9ZWWXpfX+kPxSKA3gtUpD71h7mgN9m8oS+N8FXCXpr0mquR4C/jjXUZnZmPIgf+oxC7h+y+C4C7SKZZbV9PYU2Hrp6eO2lQb3arX4Pok7O2Wp6vkFcJKk/QFFxFP5D8vMoPJVuBsrXHxVr47nP6s0VFu9rK/mrN0ncWenqoFf0tsiYqOkvyjbDkBEfCrnsZl1hFp9dRrJ3dcy2UC9ZuXiiukgn8Rtb7Vm/MUrdN2ewSwn9frqNJpS6VLSMrnUVAJ1lnSQtZ+qgT8i/l5SN/BkRHy6hWMyaytZOmFWU29pw0ZO3MLEoC/gzS+rnc6pp146yNpPzXLOiBgladBmZhVkWb6wlnonT6eaUgngtnt2TekzbPbJUsf/I0l/Lem/Snpp8Sf3kZm1gSzLF9ZSLfde3N6MmbYrcKxclnLOk9Pbj5VsC+C05g/HrL1MtdxxqidPewrddU/+ugLHymUp5zy1FQMxa0dTLXfMcvK0t6dQcX3b3p4C61YtGXtv79wCT//6eUZKEv2uwLFKsjRpeyFwKcnSiwH8EPhYRDye89jMZrzJzNhLTwb3zi0QkdTZVzsxvG7VEtZcu21cQC90iXWrlkw48TqVE83WObKker4GfB94c/r4fOBq4DW13iRpv/R9+6b7uS4iLpV0UPr+RcADwLkRsXsygzebbo2WO5aXb5b2xh8cGmbNtdvGfW6j+3AFjmWhqNO7W9KWiHhZ2bbNEbG8zvsEzIuIpyUVSP5SuAg4G3giItZLWgvMj4gP1vqs5cuXx+bNmzN8HbOZbcX6TXXLM4vLqFQL8J7VW1Zp/J4Qq7NU9dwm6Q8kdaU/5wI31XtTJJ5OHxbSnwDOAq5Mt18JrM7yBcxmgywnfSP9qVQaOtXyUTPIFvj/DPgK8Jv052vAX0h6StKTtd4oqVvSVmAncEtE/Bg4NCIeAUhvD5nC+M3aSqMVNuWloVMtHzWDDIE/Ig6IiK6IKKQ/Xem2AyLiBXXeOxoRS4EjgFdIOi7rwCRdKGmzpM27dvkCFJsdKi1gUk/pXwnulmnNkGXGP2URMQTcDrwOeFTSYQDp7c4q77kiIpZHxPIFCxa0YphmuVu9rG9sAZOsSv9KqHfBl1kWuQV+SQsk9ab3e0iqgO4BbgQuSF92AfCNvMZg1kqVliisZPWyvqoz//J/kOWloV7y0JohSznnZB0GXJk2eusCromIb0n6V+AaSe8AdgDn5DgGs5ao12WzXLV2ywfOLTB3nzlVK3bcLdOaoVY//oNqvTEinqjz/L8Byypsfxx4ddYBmrWDel02S/UPDFYt6dz97AgDHz294nNFrtW3qao1499CUlUmYCGwO73fSzJTPzrvwZlNt6w189VOrg4ODbP0su+MtVyYt083zz2/p+r+lO7Tgd3yVDXHHxFHR8RvAzcDZ0bEwRHxQuCNwNdbNUCz6dI/MMiaa7eNq5lfc+22irn7WidXS/vsPPPc6LjWC+UCXJppuctycvflEfHPxQcR8S/A7+c3JLPJy3qCNYt1N941IUiP7AnW3XjXhNeuWbmYQpcmbJ8Ml2Za3rIE/sckXSJpkaSjJH0EcIM2m3GafVVrpY6Y1bavXtbH/vs1p1bCpZmWtyyB/63AAuCG9GdBus1sRpmuq1qLf2WUNlybLJdmWitk6cf/BHCRpP1Leu+YzThZrmrtHxhk3Y13jc3a588tcOmZSyqeTJ0/t1AxmM+fWxg76Ts4NIxIcvNT1S1x+dnH+8Su5a7ujF/SyZL+Hfj39PEJkj6X+8jMGlTvqtbiydrSVM3uZ0dYc13lE7aXnrmEQvf4vH2hW5zxu4eNpZSgsaA/f26h6nN7Ihz0rSWypHo+DawkzetHxDbgVXkOymwy6l3VuuHmeytW1IyMRsV00OplfZz38iPpVhL8uyXOe/mR3HbPrrrLHVYz8NHTq7ZrcG7fWiVTy4aIeKhs0+T+rzfLUWkfHAF9vT3jUie1qmUqPdc/MMj1WwYZTdesGI3g+i3VL77Kym0XbLplKUN4SNLJQEjaB3gPcHe+wzKbnFpXtVZbHxegtywF0z8wyMXXbBsL+kXDI6N0SxO2Z9HbUxgbI7jtgk2fLIH/XcBfAX3Ar4DvAH+e56DM8rBm5eIJa9cWPf3r58eumC2WhVYL7qMR9BS6G0r3FNfILXLbBZtOWVI9iyPi/Ig4NCIOiYi3Ab+T98DMmm31sj42nHMClS6zGtmzN89frYFaqSxBv1saSzltOOcEB3qbMbLM+D8LvDTDNrMZb/WyPt539daKzxXTQM24cran0O3STJuxanXn/D3gZGCBpL8oeeoFQGNLCJm1WK3matVy/cUGabXOBdTSLbEnwjl7m/Fqzfj3AfZPX3NAyfYngbfkOSizqbikfztX3bljrL6+vDf+mpWLed/VWyfU3xcbpK1ZuXhcb/2s9kRw//ozpjx+s7xVDfwR8T3ge5K+HBEPtnBMZpPWPzA4LugXlffGr1aTMzg0PK7qZnBoeKyKp141j+vwrV1kyfF/XtI56bq5SJoPfC0iVuY6MrNJ2HDzvTWDemlv/EqKF2tVqropX2WrlOvwrZ1kCfwHF4M+QETslnRIfkMyy6Y0j987t0BE9Y6aRfWerzWjr/aXQJ9z+tZmsgT+PZIWRsQOAElH0ZyeVGaZVDpRC4ybfTejMyZQtZ1CkevvbTbIEvg/AvxQ0vfSx68CLsxvSGZ7VVvEfN85XZPul1NNlnRN1qUYzWayLG2Zvy3ppcBJJBVv74uIx3IfmRnVe+w3O+gDdevuq/0SAhz8ra1UvXJX0jHp7UtJFlt/GBgEFqbbzHI31YZojagXvKdroRezZqs1478YeCfwyQrPBXBaLiMyK1GthLJL0N0lRkabc7opy3K5WRZ6MWsHter435nentq64VinyJorr1ZlsycgmhT0Af7wxIV1X1Ptil7X71u7qdWy4exab4yIrzd/ONYJGsmV99Von9CssP+2kxby8dXH131dpSt6Xb9v7ahWqufM9PYQkp49m9LHpwK3Aw78Nim1cuXlgX/NysWsuW5b01I65T5z3tLMJ2bdR99mi1qpnv8GIOlbwLER8Uj6+DDgb1ozPJuNGs2Vj+YU9KHxahzX8dtskKWOf1Ex6KceBf5LTuOxDpAlV148B5BnVU+9i7XMZqssC7HcLulmSW+XdAFwE3BbzuOyWazemrOX9G/nfVdvzTXod3fJuXnrWIoMa4dKehPJFbsA34+IG3IdVZnly5fH5s2bW7lLy1npjD5r98tmmbdPN594kxdJsdlP0paIWF6+PUuqB+BnwFMR8V1JcyUdEBFPNXeI1kmKQbe0SiavoO/VsMzGqxv4Jb2TpDfPQcCLSBZd/zvg1fkOzWaqZvWrybK2bTM46JuNlyXH/25gBcnKW0TEfSQlntaBijX4g0PDBHtr8PsHBhv+nFa0Y+jr7XHQNyuTJdXzm4h4TukCFZLm4LbMHauRGvxKkl8c/8bwyJ68hjjGF1eZVZZlxv89SR8GeiS9FrgW+Ga+w7KZair9avoHBllz7baWBP15+zivb1ZNlhn/B4E/BbYDfwb8M/D5PAdlM1ej/WpaUY9fqlvirScemakFg1mnqhn4JXUB/xYRxwH/0Joh2UzWSL+aWmvUNltfbw93rHXDWLMsagb+iNgjaVvp0otZSToS+Efgt4A9wBUR8VeSDgKuBhYBDwDnRsTuyQzeWq9Sv5pTj1nAhpvv5X1Xb8289u1UFLrHt2MudItnfvM8R6+9yf1zzDKoewGXpE3Ay4GfAM8Ut0fEqjrvOww4LCJ+JukAYAuwGng78ERErJe0FpgfER+s9Vm+gGvq8loysJWzeoDengLrVi0Zt8j6079+npE9e/8/dt2+WWIqF3BdNpkdpv19HknvPyXpbpJrAM4CTklfdiVJp8+agd+mJs8lA1tViw9Q6BLrVi0Z1yhtxfpNExZab6TKyKwT1Vp6cT9J7wXOAY4B7oiI7xV/GtmJpEXAMuDHwKHFpm/pbcVrAiRdKGmzpM27du1qZHdWJs8lA5u9+tSKFx3EZ85byvy5hXHbe3sKbDjnhAnB3KtimTWu1oz/SmAE+AHweuBY4KJGdyBpf+B64L0R8WTxeoB6IuIK4ApIUj2N7tf2aiQ4NpoS6p1bmDDjnooHHh9uqPWxV8Uya1ytOv5jI+JtEfH3wFuA/9roh0sqkAT9q0pW7Ho0zf8XzwPsbPRzrTHVgmD59kavyr2kf3tTgz40PlOv1+nTzCaqFfjH/kVHxPONfrCSqf0XgLsj4lMlT90IXJDevwD4RqOfbY3JGhwbSQld0r+djXc2VOiVSaMz9dXL+rj87OPp6+1BJGWdPrFrVlutVM8Jkp5M74vkyt0n0/sRES+o89krgD8Ctkvamm77MLAeuEbSO4AdJOcQLEdZlwxsJCX01R8/1PRxTnam7lWxzBqTqR//dHM5Z2usWL+pYr68S7DvnK5cWy30uf7erOmqlXNm6dVjHaJSSghgT5Br0Bdwx9rTHPTNWsSBv0P0DwyyYv0mjl57EyvWb5pwwrZYzZNHTX6l8sxSrsAxa62sK3BZG6t3AVeeV9++7aSFYzn4SvtxBY5Z6znwt1BebRPqqddDP4+ZfqUumVlPMptZvhz4WyTPtgn11KvWaeZVrhKcf+JCrt/yKzbeuYONd+6gS/CHJy7k46uPdwWO2QzgHH+L5Nk2oZ56F3A1M8ceARvv3DHuZPCedNsl/dubth8zmzwH/hZpdU+Z0pO5zz73PIWu8a0ySnPra1YunvB8HvKo/TezxjnV0yKt7ClTnlba/ewIhW7R21PgP4dHJvTQP7CnQP6LIcJoG1wzYtYJPONvkVb2lKmUVhoZDebtO4f715/BmpWLuX7L4FhPnqHhEUb35B+UuzM26DOzfHnG3yKtrGipl1aaTBVPb0+BefvOmdLauW898chJv9fMmseBv4VaVdFSrVVyb3oR1WTOKwwNj9RdTlEwlka6fsuvxk7wllb1mNn0c+Bvc5WuDaiWSi9uP7Cn0PQ1cbslfnH5G8YeO8ibzVwO/G2s2rUB1dI4Q8MjHL32JvLI5juNY9Y+fHK3jVW7NqDWSdQ8gn53l1h+1EE5fLKZ5cGBv41Vy9WPRjSlLj/rJ4zuiZZciGZmzeHA36b6BwbpqjGzH5lkeWa3NLaS1fknLcz8Pi9ubtY+nONvQ8Xcfh4XRH3y3BPGVR59a9sjmU4Eu7WyWfvwjL8NrbvxrlxaKIuJDePWrVpScXGWUm6tbNZePONvE8WyzalcQFVPpdROpQvPTj1mAbfds8utlc3alAN/G+gfGOTia7fl3lahWu29WymbzS5O9bSBj9ywPfeg3+ccvVnHcOBvA88817x8fm9PgUJ39RbNZjb7OfB3kPlzC2y99HQ2vOUE+np7xso2Lz/7eKdyzDqIc/xtQEz9ittCt7j0zCWAc/Zmnc6Bfwa5pH87X/3xQ4xGjFus/PyTFrLxzh0NfZZImrEVF15x5Y2ZFTnwzxCX9G8fF9xHI8YWK5/MAiZzusS6VUsc7M1sAgf+FqjUOrk8INdaj3YyV+iOpP1zHPjNrJwDf86qtU6G8VfJ5tF+wf1zzKwSV/XkrFrr5NJulpf0b89l3+6fY2aVOPDnrN76t/0Dg1zV4InbLFybb2bVOPDnrNqsu7h9w833NmVxlLmFLubPLbg238zqco4/Z2tWLp6wHGLpbLyRPHxfbw/PPvd8xYXU58/blzvWnjb1AZvZrOfAn4PyKp43v6xvQjdLgBXrN9Wd7feVVQEdvfamiq/ziVwzy8qBv0yW0st67y+v4rn6pw8xb5+9h3rzg09w/ZbBqj31RdIiuVK3zMN7eyq2ZvaJXDPLyjn+EsWgPTg0TLC39LJ/YDDzZ1Sq4hkZDYaGR8Y+c+OdO6oG/b7eHj593tKqLZLXrFw8YWEUn8g1s0Z4xl+iVull1ln/VFIugrp5+koLo7gdg5k1woG/RL3SyyyqpWKyvjcLN1kzs6nILdUj6YuSdkr6ecm2gyTdIum+9HZ+XvufjHqll1mcesyCSe/f6Roza4U8c/xfBl5Xtm0tcGtEvAS4NX08Y2TNn/cPDLJi/SaOXnsTK9ZvGncO4LZ7dk1q3/PnFjyLN7OWyC3VExHfl7SobPNZwCnp/SuB24EP5jWGRpXnzw/sKSDB+67eyoab7x37BVCr985kcvw9he6xXvlmZnlT5NAcbOzDk8D/rYg4Ln08FBG9Jc/vjoiK6R5JFwIXAixcuPBlDz74YG7jrKS8LBOSAL3vnC6GhideQNXX28Mda09jxfpNDef4P3PeUs/2zazpJG2JiOXl22dsOWdEXBERyyNi+YIFk8+bT0b/wCAXX7OtYoVPpaAPycx/xfpNnHrMAhrtnu+gb2at1OrA/6ikwwDS250t3n9dxZn+ZNokDw4Nc/2WQU5+0UGZg/9kFlkxM5uKVgf+G4EL0vsXAN9o8f7rqlTL34jhkVEeeHyYT5+3lL60GqhWaM+jD7+ZWS25ndyV9FWSE7kHS/oVcCmwHrhG0juAHcA5ee1/sprR8+bhoeFxtfbF1FGlIN/nVgtm1mJ5VvW8tcpTr85rn81wYE+hah5fkKmFcnndf/EXQK0unWZmreIrd8vUSrlnCfrVgrlbLZjZTOHAX2aoQq/7om6pZk6+t6fAulVLqgZzt1ows5lgxpZzTpfeuYWqz41GTLiyt9S8fec4sJvZjOfAX6J/YJCnf/181eeLSxpW48VQzKwdOPCX2HDzvYzsqZzKKebuVy/rq1qJ48VQzKwddEzgr9VYrajWjL108XIvhmJm7awjTu5WWg6xtLFaUbVe+n29PeNe5wodM2tnszbwl66d21WhGqfSylprVi7OXGvvCh0za1ezMvD3Dwyy5rptjIwmwb5aCWZ5asczeTPrBLMy8F/2zbvGgn4tlU7GeiZvZrPdrDy5u7vGRVhFPhlrZp1qVs74axE4hWNmHW1WBv7eKo3WensKbL309GkYkZnZzDErUz3rVi2h0DW+21qhS6xb5XVtzcxm5Yzf1TlmZtXNysAPrs4xM6tmVqZ6zMysOgd+M7MO48BvZtZhHPjNzDqMA7+ZWYdR1FhDdqaQtAt4cLrHMUUHA49N9yBmEB+PvXwsxvPxGG8qx+OoiFhQvrEtAv9sIGlzRCyf7nHMFD4ee/lYjOfjMV4ex8OpHjOzDuPAb2bWYRz4W+eK6R7ADOPjsZePxXg+HuM1/Xg4x29m1mE84zcz6zAO/GZmHcaBPweSvihpp6Sfl2w7SNItku5Lb+dP5xhbRdKRkm6TdLekuyRdlG7v1OOxn6SfSNqWHo/L0u0deTwAJHVLGpD0rfRxJx+LByRtl7RV0uZ0W9OPhwN/Pr4MvK5s21rg1oh4CXBr+rgTPA9cHBG/A5wEvFvSsXTu8fgNcFpEnAAsBV4n6SQ693gAXATcXfK4k48FwKkRsbSkdr/px8OBPwcR8X3gibLNZwFXpvevBFa3ckzTJSIeiYifpfefIvkH3kfnHo+IiKfTh4X0J+jQ4yHpCOAM4PMlmzvyWNTQ9OPhwN86h0bEI5AEQ+CQaR5Py0laBCwDfkwHH480tbEV2AncEhGdfDw+A3wA2FOyrVOPBSSTgO9I2iLpwnRb04/HrF2By2YWSfsD1wPvjYgnJdV7y6wVEaPAUkm9wA2SjpvmIU0LSW8EdkbEFkmnTPNwZooVEfGwpEOAWyTdk8dOPONvnUclHQaQ3u6c5vG0jKQCSdC/KiK+nm7u2ONRFBFDwO0k54M68XisAFZJegD4GnCapI105rEAICIeTm93AjcAryCH4+HA3zo3Ahek9y8AvjGNY2kZJVP7LwB3R8SnSp7q1OOxIJ3pI6kHeA1wDx14PCLiQxFxREQsAv4A2BQRb6MDjwWApHmSDijeB04Hfk4Ox8NX7uZA0leBU0jaqT4KXAr0A9cAC4EdwDkRUX4CeNaR9ErgB8B29uZxP0yS5+/E4/G7JCfoukkmXtdExMckvZAOPB5Faarn/RHxxk49FpJ+m2SWD0ka/isR8Yk8jocDv5lZh3Gqx8yswzjwm5l1GAd+M7MO48BvZtZhHPjNzDqMA78ZIGk07Yj4c0nXSppb5XU/avXYzJrNgd8sMZx2RDwOeA54V+mTkroBIuLk6RicWTM58JtN9APgxZJOSdcS+ArJBWhIKnbWRNIH0t7p2yStT7e9SNK30yZbP5B0TLr9nPSviW2Svj8dX8qsyE3azEpImgO8Hvh2uukVwHERcX/Z615P0h73xIh4VtJB6VNXAO+KiPsknQh8DjgN+CiwMiIGiy0bzKaLA79ZoidtlQzJjP8LwMnAT8qDfuo1wJci4lmAiHgi7UB6MnBtSffRfdPbO4AvS7oG+Hr5h5m1kgO/WWI4IpaWbkiD9zNVXi+S3umluoCh8s8BiIh3pX8BnAFslbQ0Ih6f6qDNJsM5frPJ+Q7wJ8XqH0kHRcSTwP2Szkm3SdIJ6f0XRcSPI+KjwGPAkdM1cDMHfrNJiIhvk7TL3ZymiN6fPnU+8A5J24C7SJbNA9iQngj+OfB9YFuLh2w2xt05zcw6jGf8ZmYdxoHfzKzDOPCbmXUYB34zsw7jwG9m1mEc+M3MOowDv5lZh/n/B55QhLFD0xIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualizing the differences between actual prices and predicted values\n", "plt.scatter(y_train, y_pred)\n", "plt.xlabel(\"Prices\")\n", "plt.ylabel(\"Predicted prices\")\n", "plt.title(\"Prices vs Predicted prices\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "_uuid": "daf4eff8a6666267fda29751966ec7d6fe7e6d98" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Checking residuals\n", "plt.scatter(y_pred,y_train-y_pred)\n", "plt.title(\"Predicted vs residuals\")\n", "plt.xlabel(\"Predicted\")\n", "plt.ylabel(\"Residuals\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "5beaa188e7383427c260763f5ce481bdbf11bb8b" }, "source": [ "#### For test data" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "_uuid": "78c445bf1a9e2a03850b6042742b53e0f1620d7c" }, "outputs": [], "source": [ "# Predicting Test data with the model\n", "y_test_pred = reg.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "_uuid": "bb95f57e021dcda311e9da08163f9ca0479dc600" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2: 0.8287390519698405\n", "Adjusted R^2: 0.8126057742568545\n", "MAE: 2.5514407894736846\n", "MSE: 17.88308057236843\n", "RMSE: 4.228839151867618\n" ] } ], "source": [ "# Model Evaluation\n", "acc_rf = metrics.r2_score(y_test, y_test_pred)\n", "print('R^2:', acc_rf)\n", "print('Adjusted R^2:',1 - (1-metrics.r2_score(y_test, y_test_pred))*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1))\n", "print('MAE:',metrics.mean_absolute_error(y_test, y_test_pred))\n", "print('MSE:',metrics.mean_squared_error(y_test, y_test_pred))\n", "print('RMSE:',np.sqrt(metrics.mean_squared_error(y_test, y_test_pred)))" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "561bc791f61ca4cac779395f30cfaec14bb59e1e" }, "source": [ "### SVM Regressor" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "_uuid": "e7d40a6ff89aa230a6e3bea996aa93316300ed9a" }, "outputs": [], "source": [ "# Creating scaled set to be used in model to improve our results\n", "from sklearn.preprocessing import StandardScaler\n", "sc = StandardScaler()\n", "X_train = sc.fit_transform(X_train)\n", "X_test = sc.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "fe78f0e481006b004881a6c13750e80ff9de4f00" }, "source": [ "#### Train the model" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "_uuid": "519df75a3e65e691e203efa21693814f25cc305d", "scrolled": true }, "outputs": [], "source": [ "# Import SVM Regressor\n", "from sklearn import svm\n", "\n", "# Create a SVM Regressor\n", "reg = svm.SVR()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "_uuid": "35d7e0b6ac09dfdca6d9fc5328cf42bfb7b287ca" }, "outputs": [ { "data": { "text/plain": [ "SVR()" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the model using the training sets \n", "reg.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "4f3a0067425edc3f1dfa6feb4526d120ed23c0e7" }, "source": [ "C : float, optional (default=1.0): The penalty parameter of the error term. It controls the trade off between smooth decision boundary and classifying the training points correctly.\n", "\n", "kernel : string, optional (default='rbf’): kernel parameters selects the type of hyperplane used to separate the data. It must be one of 'linear', 'poly', 'rbf', 'sigmoid', 'precomputed’ or a callable.\n", "\n", "degree : int, optional (default=3): Degree of the polynomial kernel function (‘poly’). Ignored by all other kernels.\n", "\n", "gamma : float, optional (default='auto’): It is for non linear hyperplanes. The higher the gamma value it tries to exactly fit the training data set. Current default is 'auto' which uses 1 / n_features.\n", "\n", "coef0 : float, optional (default=0.0): Independent term in kernel function. It is only significant in 'poly' and 'sigmoid'.\n", "\n", "shrinking : boolean, optional (default=True): Whether to use the shrinking heuristic." ] }, { "cell_type": "markdown", "metadata": { "_uuid": "eb1fe4ad5131395f7a6936a8747e5677fdd83d40" }, "source": [ "#### Model Evaluation" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "_uuid": "829074eccb90898b90ce05559579d433ebd7d6d2" }, "outputs": [], "source": [ "# Model prediction on train data\n", "y_pred = reg.predict(X_train)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "_uuid": "e8a70552dd201f2ee41d9e66fc976807cf6aeff4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2: 0.6419097248941195\n", "Adjusted R^2: 0.628218037904777\n", "MAE: 2.9361501059460293\n", "MSE: 26.953752101332935\n", "RMSE: 5.191700309275655\n" ] } ], "source": [ "# Model Evaluation\n", "print('R^2:',metrics.r2_score(y_train, y_pred))\n", "print('Adjusted R^2:',1 - (1-metrics.r2_score(y_train, y_pred))*(len(y_train)-1)/(len(y_train)-X_train.shape[1]-1))\n", "print('MAE:',metrics.mean_absolute_error(y_train, y_pred))\n", "print('MSE:',metrics.mean_squared_error(y_train, y_pred))\n", "print('RMSE:',np.sqrt(metrics.mean_squared_error(y_train, y_pred)))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "_uuid": "378d3d7cef08763ac0ba33f678fe312b489abb10" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualizing the differences between actual prices and predicted values\n", "plt.scatter(y_train, y_pred)\n", "plt.xlabel(\"Prices\")\n", "plt.ylabel(\"Predicted prices\")\n", "plt.title(\"Prices vs Predicted prices\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "_uuid": "61aa86222c5a5f704cb9de6d3f4a76302ea2bb2e" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Checking residuals\n", "plt.scatter(y_pred,y_train-y_pred)\n", "plt.title(\"Predicted vs residuals\")\n", "plt.xlabel(\"Predicted\")\n", "plt.ylabel(\"Residuals\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "87809e684366967bdd103085e5f041692911fae8" }, "source": [ "#### For test data" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "_uuid": "0c4a9a7cd7ec0910b662763d1a93ada5ec2aab61" }, "outputs": [], "source": [ "# Predicting Test data with the model\n", "y_test_pred = reg.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "_uuid": "9184c04875d7b80ee068c5fa158fbc96ba8491e3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2: 0.5900158460478174\n", "Adjusted R^2: 0.5513941503856553\n", "MAE: 3.7561453553021686\n", "MSE: 42.81057499010247\n", "RMSE: 6.542979060802691\n" ] } ], "source": [ "# Model Evaluation\n", "acc_svm = metrics.r2_score(y_test, y_test_pred)\n", "print('R^2:', acc_svm)\n", "print('Adjusted R^2:',1 - (1-metrics.r2_score(y_test, y_test_pred))*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1))\n", "print('MAE:',metrics.mean_absolute_error(y_test, y_test_pred))\n", "print('MSE:',metrics.mean_squared_error(y_test, y_test_pred))\n", "print('RMSE:',np.sqrt(metrics.mean_squared_error(y_test, y_test_pred)))" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "011417c6027493065c9ab2e7244ea968d32cc93b" }, "source": [ "# Evaluation and comparison of all the models" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "_uuid": "57ebbecee4e34cd60bd0f03cc2f291ff52b263cc" }, "outputs": [ { "data": { "text/html": [ "
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ModelR-squared Score
1Random Forest82.873905
0Linear Regression71.218184
2Support Vector Machines59.001585
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" ], "text/plain": [ " Model R-squared Score\n", "1 Random Forest 82.873905\n", "0 Linear Regression 71.218184\n", "2 Support Vector Machines 59.001585" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models = pd.DataFrame({\n", " 'Model': ['Linear Regression', 'Random Forest', 'Support Vector Machines'],\n", " 'R-squared Score': [acc_linreg*100, acc_rf*100, acc_svm*100]})\n", "models.sort_values(by='R-squared Score', ascending=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.1" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }