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ML_Assignment2BI.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "ML_Assignment2BI.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"authorship_tag": "ABX9TyMSkYWkKKgMtlOZeAeTYKn8", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/Sanket758/78586ed83fff2911b9ea5c3804c53dc0/ml_assignment2bi.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "04Lq80t3iMuv", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"# Assignment:\n", | |
"# Predict automobile price using Machine Learning\n", | |
"\n", | |
"Use Machine learning to predict the price of a car based on several characteristics. The objective is to\n", | |
"build a model to understand the factors that drive the car of the price. This will help your automobile\n", | |
"company launch their new car in the market effectively by pricing it better.\n", | |
"\n", | |
"**Data description:** \n", | |
"\n", | |
"1. symboling: -3, -2, -1, 0, 1, 2, 3\n", | |
"(Cars are initially assigned a risk factor symbol associated with its price. Then, if it is more risky (or less),\n", | |
"this symbol is adjusted by moving it up (or down) the scale. Actuarians call this process \"symboling\". A\n", | |
"value of +3 indicates that the auto is risky, -3 that it is probably pretty safe.)\n", | |
"2. make: alfa-romero, audi, bmw, chevrolet, dodge, honda, isuzu, jaguar, mazda, mercedes- benz,\n", | |
"mercury, mitsubishi, nissan, peugot, plymouth, porsche, renault, saab, subaru, toyota, volkswagen,\n", | |
"volvo\n", | |
"3. fuel-type: diesel, gas.\n", | |
"4. aspiration: std, turbo.\n", | |
"5. num-of-doors: four, two.\n", | |
"6. body-style: hardtop, wagon, sedan, hatchback, convertible.\n", | |
"7. drive-wheels: 4wd, fwd, rwd.\n", | |
"8. engine-location: front, rear.\n", | |
"9. wheel-base: continuous from 86.6 120.9.\n", | |
"10. length: continuous from 141.1 to 208.1. 11\n", | |
"width: continuous from 60.3 to 72.3.\n", | |
"12. height: continuous from 47.8 to 59.8.\n", | |
"13. curb-weight: continuous from 1488 to 4066.\n", | |
"14. engine-type: dohc, dohcv, l, ohc, ohcf, ohcv, rotor.\n", | |
"15. num-of-cylinders: eight, five, four, six, three, twelve, two.\n", | |
"16. engine-size: continuous from 61 to 326.\n", | |
"17. fuel-system: 1bbl, 2bbl, 4bbl, idi, mfi, mpfi, spdi, spfi.\n", | |
"18. bore: continuous from 2.54 to 3.94.\n", | |
"19. stroke: continuous from 2.07 to 4.17.20. compression-ratio: continuous from 7 to 23.\n", | |
"21. horsepower: continuous from 48 to 288.\n", | |
"22. peak-rpm: continuous from 4150 to 6600.\n", | |
"23. city-mpg: continuous from 13 to 49.\n", | |
"24. highway-mpg: continuous from 16 to 54.\n", | |
"25. price: continuous from 5118 to 45400." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "15eSjxsXj04f", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Importing Necessary libraries" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "kdRU2jzLhIuk", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"# Data Manipulation\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"\n", | |
"# Data visualization\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"\n", | |
"# Standard\n", | |
"import os, sys, warnings\n", | |
"warnings.filterwarnings('ignore')\n", | |
"\n", | |
"# ML related\n", | |
"from sklearn.model_selection import train_test_split\n", | |
"from sklearn.metrics import accuracy_score\n", | |
"%matplotlib inline" | |
], | |
"execution_count": 8, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "MjB5ponakO2p", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Loading our data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "4p9odhCnjZEz", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 275 | |
}, | |
"outputId": "6bfe114c-fb93-426f-babe-bfd39ac6825b" | |
}, | |
"source": [ | |
"df = pd.read_csv('AutoData.csv')\n", | |
"df.head() #prints first 5 rows" | |
], | |
"execution_count": 9, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"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>symboling</th>\n", | |
" <th>make</th>\n", | |
" <th>fueltype</th>\n", | |
" <th>aspiration</th>\n", | |
" <th>doornumber</th>\n", | |
" <th>carbody</th>\n", | |
" <th>drivewheel</th>\n", | |
" <th>enginelocation</th>\n", | |
" <th>wheelbase</th>\n", | |
" <th>carlength</th>\n", | |
" <th>carwidth</th>\n", | |
" <th>carheight</th>\n", | |
" <th>curbweight</th>\n", | |
" <th>enginetype</th>\n", | |
" <th>cylindernumber</th>\n", | |
" <th>enginesize</th>\n", | |
" <th>fuelsystem</th>\n", | |
" <th>boreratio</th>\n", | |
" <th>stroke</th>\n", | |
" <th>compressionratio</th>\n", | |
" <th>horsepower</th>\n", | |
" <th>peakrpm</th>\n", | |
" <th>citympg</th>\n", | |
" <th>highwaympg</th>\n", | |
" <th>price</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>3</td>\n", | |
" <td>alfa-romero giulia</td>\n", | |
" <td>gas</td>\n", | |
" <td>std</td>\n", | |
" <td>two</td>\n", | |
" <td>convertible</td>\n", | |
" <td>rwd</td>\n", | |
" <td>front</td>\n", | |
" <td>88.6</td>\n", | |
" <td>168.8</td>\n", | |
" <td>64.1</td>\n", | |
" <td>48.8</td>\n", | |
" <td>2548</td>\n", | |
" <td>dohc</td>\n", | |
" <td>four</td>\n", | |
" <td>130</td>\n", | |
" <td>mpfi</td>\n", | |
" <td>3.47</td>\n", | |
" <td>2.68</td>\n", | |
" <td>9.0</td>\n", | |
" <td>111</td>\n", | |
" <td>5000</td>\n", | |
" <td>21</td>\n", | |
" <td>27</td>\n", | |
" <td>13495.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>3</td>\n", | |
" <td>alfa-romero stelvio</td>\n", | |
" <td>gas</td>\n", | |
" <td>std</td>\n", | |
" <td>two</td>\n", | |
" <td>convertible</td>\n", | |
" <td>rwd</td>\n", | |
" <td>front</td>\n", | |
" <td>88.6</td>\n", | |
" <td>168.8</td>\n", | |
" <td>64.1</td>\n", | |
" <td>48.8</td>\n", | |
" <td>2548</td>\n", | |
" <td>dohc</td>\n", | |
" <td>four</td>\n", | |
" <td>130</td>\n", | |
" <td>mpfi</td>\n", | |
" <td>3.47</td>\n", | |
" <td>2.68</td>\n", | |
" <td>9.0</td>\n", | |
" <td>111</td>\n", | |
" <td>5000</td>\n", | |
" <td>21</td>\n", | |
" <td>27</td>\n", | |
" <td>16500.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>1</td>\n", | |
" <td>alfa-romero Quadrifoglio</td>\n", | |
" <td>gas</td>\n", | |
" <td>std</td>\n", | |
" <td>two</td>\n", | |
" <td>hatchback</td>\n", | |
" <td>rwd</td>\n", | |
" <td>front</td>\n", | |
" <td>94.5</td>\n", | |
" <td>171.2</td>\n", | |
" <td>65.5</td>\n", | |
" <td>52.4</td>\n", | |
" <td>2823</td>\n", | |
" <td>ohcv</td>\n", | |
" <td>six</td>\n", | |
" <td>152</td>\n", | |
" <td>mpfi</td>\n", | |
" <td>2.68</td>\n", | |
" <td>3.47</td>\n", | |
" <td>9.0</td>\n", | |
" <td>154</td>\n", | |
" <td>5000</td>\n", | |
" <td>19</td>\n", | |
" <td>26</td>\n", | |
" <td>16500.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2</td>\n", | |
" <td>audi 100 ls</td>\n", | |
" <td>gas</td>\n", | |
" <td>std</td>\n", | |
" <td>four</td>\n", | |
" <td>sedan</td>\n", | |
" <td>fwd</td>\n", | |
" <td>front</td>\n", | |
" <td>99.8</td>\n", | |
" <td>176.6</td>\n", | |
" <td>66.2</td>\n", | |
" <td>54.3</td>\n", | |
" <td>2337</td>\n", | |
" <td>ohc</td>\n", | |
" <td>four</td>\n", | |
" <td>109</td>\n", | |
" <td>mpfi</td>\n", | |
" <td>3.19</td>\n", | |
" <td>3.40</td>\n", | |
" <td>10.0</td>\n", | |
" <td>102</td>\n", | |
" <td>5500</td>\n", | |
" <td>24</td>\n", | |
" <td>30</td>\n", | |
" <td>13950.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2</td>\n", | |
" <td>audi 100ls</td>\n", | |
" <td>gas</td>\n", | |
" <td>std</td>\n", | |
" <td>four</td>\n", | |
" <td>sedan</td>\n", | |
" <td>4wd</td>\n", | |
" <td>front</td>\n", | |
" <td>99.4</td>\n", | |
" <td>176.6</td>\n", | |
" <td>66.4</td>\n", | |
" <td>54.3</td>\n", | |
" <td>2824</td>\n", | |
" <td>ohc</td>\n", | |
" <td>five</td>\n", | |
" <td>136</td>\n", | |
" <td>mpfi</td>\n", | |
" <td>3.19</td>\n", | |
" <td>3.40</td>\n", | |
" <td>8.0</td>\n", | |
" <td>115</td>\n", | |
" <td>5500</td>\n", | |
" <td>18</td>\n", | |
" <td>22</td>\n", | |
" <td>17450.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" symboling make fueltype ... citympg highwaympg price\n", | |
"0 3 alfa-romero giulia gas ... 21 27 13495.0\n", | |
"1 3 alfa-romero stelvio gas ... 21 27 16500.0\n", | |
"2 1 alfa-romero Quadrifoglio gas ... 19 26 16500.0\n", | |
"3 2 audi 100 ls gas ... 24 30 13950.0\n", | |
"4 2 audi 100ls gas ... 18 22 17450.0\n", | |
"\n", | |
"[5 rows x 25 columns]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 9 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Z_OunF9CkYJo", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
}, | |
"outputId": "874a41df-c055-4934-fde2-082453762bee" | |
}, | |
"source": [ | |
"df.shape" | |
], | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(205, 25)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 10 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "VLGlIEAlkiy3", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"ok so 205 records with 25 columns." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "hSO3UMl3khW8", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 119 | |
}, | |
"outputId": "b9fe19b6-eb36-4084-b633-307b3003cff6" | |
}, | |
"source": [ | |
"df.columns" | |
], | |
"execution_count": 11, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Index(['symboling', 'make', 'fueltype', 'aspiration', 'doornumber', 'carbody',\n", | |
" 'drivewheel', 'enginelocation', 'wheelbase', 'carlength', 'carwidth',\n", | |
" 'carheight', 'curbweight', 'enginetype', 'cylindernumber', 'enginesize',\n", | |
" 'fuelsystem', 'boreratio', 'stroke', 'compressionratio', 'horsepower',\n", | |
" 'peakrpm', 'citympg', 'highwaympg', 'price'],\n", | |
" dtype='object')" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 11 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "NjO-hZepkrxS", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"price collumn is our output, so leaving that there are 24 columns." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "Wd83ysk1Jtyl", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Automated EDA Report" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "qJAZHdwwHLpv", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 85 | |
}, | |
"outputId": "bc5aef9e-af4f-4fe1-a70d-a7a36ac80b85" | |
}, | |
"source": [ | |
"import sweetviz as sv\n", | |
"my_report = sv.analyze([df,'Data'], target_feat='price')\n", | |
"my_report.show_html('EDAReport.html')" | |
], | |
"execution_count": 12, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
":FEATURES DONE: |█████████████████████| [100%] 00:16 -> (00:00 left)\n", | |
":PAIRWISE DONE: |█████████████████████| [100%] 00:00 -> (00:00 left)\n" | |
], | |
"name": "stderr" | |
}, | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Creating Associations graph... DONE!\n", | |
"Report EDAReport.html was generated! NOTEBOOK/COLAB USERS: no browser will pop up, the report is saved in your notebook/colab files.\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "Mvw7Dm_ik30s", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Basic EDA" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Zl9eOEfOkqyV", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 561 | |
}, | |
"outputId": "a894e1a0-4111-41ef-8013-c832e18b8c76" | |
}, | |
"source": [ | |
"df.info()" | |
], | |
"execution_count": 13, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 205 entries, 0 to 204\n", | |
"Data columns (total 25 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 symboling 205 non-null int64 \n", | |
" 1 make 205 non-null object \n", | |
" 2 fueltype 205 non-null object \n", | |
" 3 aspiration 205 non-null object \n", | |
" 4 doornumber 205 non-null object \n", | |
" 5 carbody 205 non-null object \n", | |
" 6 drivewheel 205 non-null object \n", | |
" 7 enginelocation 205 non-null object \n", | |
" 8 wheelbase 205 non-null float64\n", | |
" 9 carlength 205 non-null float64\n", | |
" 10 carwidth 205 non-null float64\n", | |
" 11 carheight 205 non-null float64\n", | |
" 12 curbweight 205 non-null int64 \n", | |
" 13 enginetype 205 non-null object \n", | |
" 14 cylindernumber 205 non-null object \n", | |
" 15 enginesize 205 non-null int64 \n", | |
" 16 fuelsystem 205 non-null object \n", | |
" 17 boreratio 205 non-null float64\n", | |
" 18 stroke 205 non-null float64\n", | |
" 19 compressionratio 205 non-null float64\n", | |
" 20 horsepower 205 non-null int64 \n", | |
" 21 peakrpm 205 non-null int64 \n", | |
" 22 citympg 205 non-null int64 \n", | |
" 23 highwaympg 205 non-null int64 \n", | |
" 24 price 205 non-null float64\n", | |
"dtypes: float64(8), int64(7), object(10)\n", | |
"memory usage: 40.2+ KB\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "LOJBSl2Jk_sp", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"1. All the collumns have 205 non null values, so there are no missing values in this dataset. good.\n", | |
"2. we have 15 numerical columns and 10 categorical columns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "JPT1nXStk85F", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 317 | |
}, | |
"outputId": "42fcd057-5257-44f0-9573-cb2b9372549a" | |
}, | |
"source": [ | |
"# Lets look at the numerical statistics\n", | |
"df.describe()" | |
], | |
"execution_count": 14, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"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>symboling</th>\n", | |
" <th>wheelbase</th>\n", | |
" <th>carlength</th>\n", | |
" <th>carwidth</th>\n", | |
" <th>carheight</th>\n", | |
" <th>curbweight</th>\n", | |
" <th>enginesize</th>\n", | |
" <th>boreratio</th>\n", | |
" <th>stroke</th>\n", | |
" <th>compressionratio</th>\n", | |
" <th>horsepower</th>\n", | |
" <th>peakrpm</th>\n", | |
" <th>citympg</th>\n", | |
" <th>highwaympg</th>\n", | |
" <th>price</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" <td>205.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>mean</th>\n", | |
" <td>0.834146</td>\n", | |
" <td>98.756585</td>\n", | |
" <td>174.049268</td>\n", | |
" <td>65.907805</td>\n", | |
" <td>53.724878</td>\n", | |
" <td>2555.565854</td>\n", | |
" <td>126.907317</td>\n", | |
" <td>3.329756</td>\n", | |
" <td>3.255415</td>\n", | |
" <td>10.142537</td>\n", | |
" <td>104.117073</td>\n", | |
" <td>5125.121951</td>\n", | |
" <td>25.219512</td>\n", | |
" <td>30.751220</td>\n", | |
" <td>13276.710571</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>std</th>\n", | |
" <td>1.245307</td>\n", | |
" <td>6.021776</td>\n", | |
" <td>12.337289</td>\n", | |
" <td>2.145204</td>\n", | |
" <td>2.443522</td>\n", | |
" <td>520.680204</td>\n", | |
" <td>41.642693</td>\n", | |
" <td>0.270844</td>\n", | |
" <td>0.313597</td>\n", | |
" <td>3.972040</td>\n", | |
" <td>39.544167</td>\n", | |
" <td>476.985643</td>\n", | |
" <td>6.542142</td>\n", | |
" <td>6.886443</td>\n", | |
" <td>7988.852332</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>min</th>\n", | |
" <td>-2.000000</td>\n", | |
" <td>86.600000</td>\n", | |
" <td>141.100000</td>\n", | |
" <td>60.300000</td>\n", | |
" <td>47.800000</td>\n", | |
" <td>1488.000000</td>\n", | |
" <td>61.000000</td>\n", | |
" <td>2.540000</td>\n", | |
" <td>2.070000</td>\n", | |
" <td>7.000000</td>\n", | |
" <td>48.000000</td>\n", | |
" <td>4150.000000</td>\n", | |
" <td>13.000000</td>\n", | |
" <td>16.000000</td>\n", | |
" <td>5118.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25%</th>\n", | |
" <td>0.000000</td>\n", | |
" <td>94.500000</td>\n", | |
" <td>166.300000</td>\n", | |
" <td>64.100000</td>\n", | |
" <td>52.000000</td>\n", | |
" <td>2145.000000</td>\n", | |
" <td>97.000000</td>\n", | |
" <td>3.150000</td>\n", | |
" <td>3.110000</td>\n", | |
" <td>8.600000</td>\n", | |
" <td>70.000000</td>\n", | |
" <td>4800.000000</td>\n", | |
" <td>19.000000</td>\n", | |
" <td>25.000000</td>\n", | |
" <td>7788.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>50%</th>\n", | |
" <td>1.000000</td>\n", | |
" <td>97.000000</td>\n", | |
" <td>173.200000</td>\n", | |
" <td>65.500000</td>\n", | |
" <td>54.100000</td>\n", | |
" <td>2414.000000</td>\n", | |
" <td>120.000000</td>\n", | |
" <td>3.310000</td>\n", | |
" <td>3.290000</td>\n", | |
" <td>9.000000</td>\n", | |
" <td>95.000000</td>\n", | |
" <td>5200.000000</td>\n", | |
" <td>24.000000</td>\n", | |
" <td>30.000000</td>\n", | |
" <td>10295.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>75%</th>\n", | |
" <td>2.000000</td>\n", | |
" <td>102.400000</td>\n", | |
" <td>183.100000</td>\n", | |
" <td>66.900000</td>\n", | |
" <td>55.500000</td>\n", | |
" <td>2935.000000</td>\n", | |
" <td>141.000000</td>\n", | |
" <td>3.580000</td>\n", | |
" <td>3.410000</td>\n", | |
" <td>9.400000</td>\n", | |
" <td>116.000000</td>\n", | |
" <td>5500.000000</td>\n", | |
" <td>30.000000</td>\n", | |
" <td>34.000000</td>\n", | |
" <td>16503.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>max</th>\n", | |
" <td>3.000000</td>\n", | |
" <td>120.900000</td>\n", | |
" <td>208.100000</td>\n", | |
" <td>72.300000</td>\n", | |
" <td>59.800000</td>\n", | |
" <td>4066.000000</td>\n", | |
" <td>326.000000</td>\n", | |
" <td>3.940000</td>\n", | |
" <td>4.170000</td>\n", | |
" <td>23.000000</td>\n", | |
" <td>288.000000</td>\n", | |
" <td>6600.000000</td>\n", | |
" <td>49.000000</td>\n", | |
" <td>54.000000</td>\n", | |
" <td>45400.000000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" symboling wheelbase carlength ... citympg highwaympg price\n", | |
"count 205.000000 205.000000 205.000000 ... 205.000000 205.000000 205.000000\n", | |
"mean 0.834146 98.756585 174.049268 ... 25.219512 30.751220 13276.710571\n", | |
"std 1.245307 6.021776 12.337289 ... 6.542142 6.886443 7988.852332\n", | |
"min -2.000000 86.600000 141.100000 ... 13.000000 16.000000 5118.000000\n", | |
"25% 0.000000 94.500000 166.300000 ... 19.000000 25.000000 7788.000000\n", | |
"50% 1.000000 97.000000 173.200000 ... 24.000000 30.000000 10295.000000\n", | |
"75% 2.000000 102.400000 183.100000 ... 30.000000 34.000000 16503.000000\n", | |
"max 3.000000 120.900000 208.100000 ... 49.000000 54.000000 45400.000000\n", | |
"\n", | |
"[8 rows x 15 columns]" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 14 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "oy4IeWrJmQPj", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"1. looking at the mean and the max values i found that the columns curbweight and peakrpm has really high mean and max values, so we might have to lookout for them while preprocessing.\n", | |
"2. Average price for the car is around 13.2k. " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "8sUbB9MZncJm", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Univariate Analysis" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "M11KinJMnuXb", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Distribution plots are really nice for univariate analysis, it gives you so much information about the data you are working on." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "W_-T1uYmodtA", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"sns.set_style('darkgrid'); #Setting style" | |
], | |
"execution_count": 15, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "YKln_WNxmBhr", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 529 | |
}, | |
"outputId": "73252804-67d1-4c57-e087-9012e85b9b9f" | |
}, | |
"source": [ | |
"plt.figure(figsize=(10,6))\n", | |
"sns.distplot(df.price);" | |
], | |
"execution_count": 16, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "Fmd4l_BUoqOQ", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"As you can see data in price column in right skewed.\n", | |
"Here the bar indicates the count of values." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "9AxLyqXlnraf", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 529 | |
}, | |
"outputId": "7c9953d9-5d19-47c1-e099-9b99ff35c1a1" | |
}, | |
"source": [ | |
"plt.figure(figsize=(10,6))\n", | |
"sns.distplot(df.curbweight);" | |
], | |
"execution_count": 17, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "6_ghCfVjqCye", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Mean of this distribution is slightly to more left than being in the middle. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "MJb-Ui5OpHb7", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 529 | |
}, | |
"outputId": "4dac7e3b-cc6e-4628-c34a-5fe6a81e934f" | |
}, | |
"source": [ | |
"plt.figure(figsize=(10,6))\n", | |
"sns.distplot(df.peakrpm);" | |
], | |
"execution_count": 18, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "0vaXZIPeqT9E", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"You can totally see the outlier here, becuase of which distribution is quite tailed at the right hand side." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "AZ1TskIqpQf9", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"# Separating numerical and categorical collumns\n", | |
"all_cols = df.columns\n", | |
"numerical_cols = df._get_numeric_data().columns.to_list()\n", | |
"categorical_cols = list(set(all_cols)- set(numerical_cols))" | |
], | |
"execution_count": 19, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "Gnqnciker4QI", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"outputId": "804f5d31-0800-42e4-ddb2-8cfd00ef0189" | |
}, | |
"source": [ | |
"fig, axes = plt.subplots(nrows=7, ncols=2, figsize=(20, 25))\n", | |
"\n", | |
"for ax, col in list(zip(axes.flat, numerical_cols)): \n", | |
" if col != 'price': \n", | |
" sns.distplot(df[col], ax=ax)" | |
], | |
"execution_count": 20, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 2000x2500 with 14 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "2nYhNeIZtL47", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"We might want to remove symboling collumn because i think it will be best for us. wheelbase and carlength are close to the gaussian distribution. In compress ratrion it can be clearly seen that there are some outliers which disturbs the overall distribution." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8Sug1Pblt9Ap", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"outputId": "babe72f4-b27b-4603-e806-f5c81a435995" | |
}, | |
"source": [ | |
"fig, axes = plt.subplots(nrows=5, ncols=2, figsize=(20, 28))\n", | |
"\n", | |
"for ax, col in list(zip(axes.flat, categorical_cols)): \n", | |
" sns.countplot(df[col], ax=ax)" | |
], | |
"execution_count": 21, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 2000x2800 with 10 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "GGlwiFFd2q-O", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"1. we might want to remove 'make' column becuase it has too many unique values. \n", | |
"2. The engine location column has really high values for front and so less values for rear" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "WxTLKvxKzhLU", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 102 | |
}, | |
"outputId": "6f48776b-da45-4b55-feca-5358a8c7c84e" | |
}, | |
"source": [ | |
"print(df.enginelocation.value_counts())\n", | |
"print(df[df.enginelocation == 'front'].price.median())\n", | |
"print(df[df.enginelocation == 'rear'].price.median())" | |
], | |
"execution_count": 22, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"front 202\n", | |
"rear 3\n", | |
"Name: enginelocation, dtype: int64\n", | |
"10221.5\n", | |
"34028.0\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "_2pJCQDl3g0-", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"As you can see, only for 3 records, value is really high....so we cant simply delete the values, even if it is less." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8eqKiKh_-64h", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"outputId": "11e215dd-0f77-4076-f363-fa743cefe1ff" | |
}, | |
"source": [ | |
"fig, axes = plt.subplots(nrows=7, ncols=2, figsize=(15, 28))\n", | |
"\n", | |
"for ax, col in list(zip(axes.flat, numerical_cols)): \n", | |
" if col != 'price': \n", | |
" sns.boxplot(col, data=df, ax=ax)" | |
], | |
"execution_count": 23, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1500x2800 with 14 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "LFIG2XyAc-xf", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"There are few outliers in the columns." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "9I9QNhLrRrGj", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Bi-variate Analysis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "tq0K3Th-OhoC", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 378 | |
}, | |
"outputId": "cb7e8224-baed-4b33-e6bb-d34ca288e940" | |
}, | |
"source": [ | |
"# Engine size as potential predictor variable of price\n", | |
"sns.regplot(x=\"enginesize\", y=\"price\", data=df)\n", | |
"plt.ylim(0,);" | |
], | |
"execution_count": 24, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 600x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "xsHEkxR3Qd1m", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"**Positive linear relationship:** \n", | |
"As the highway-mpg goes up, the price goes down: this indicates an inverse/ negative relationship between these two variables.\n", | |
"\n", | |
"Highway mpg could potentially be a predictor of price.\n", | |
"As the engine-size goes up, the price goes up: this indicates a positive direct correlation between these two variables.\n", | |
"\n", | |
"Engine size seems like a pretty good predictor of price, since the regression line is almost a perfectly diagonal line." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "XmVD1eljQUB6", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 395 | |
}, | |
"outputId": "a3be2e63-f883-42ff-9958-ff758851c5d8" | |
}, | |
"source": [ | |
"# Highway mpg as a potential predictor variable of price\n", | |
"sns.regplot(x=\"highwaympg\", y=\"price\", data=df)\n", | |
"plt.ylim(0,)" | |
], | |
"execution_count": 25, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(0.0, 48147.526227110204)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 25 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 600x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "HuxVm0vcQof8", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"**Negative linear relationship:** \n", | |
"As the highway-mpg goes up, the price goes down: this indicates an inverse/ negative relationship between these two variables.\n", | |
"\n", | |
"Highway mpg could potentially be a predictor of price." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "PRQYgiU8QjhJ", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 395 | |
}, | |
"outputId": "889de97c-0f00-43d3-858f-4d0377a3cd31" | |
}, | |
"source": [ | |
"# Peak rpm as a predictor variable of price\n", | |
"sns.regplot(x=\"peakrpm\", y=\"price\", data=df)" | |
], | |
"execution_count": 26, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f988dd39048>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 26 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 600x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "vt9AGO9-Q6d-", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"**Weak linear relationship:** \n", | |
"Peak rpm does not seem like a good predictor of price at all, since the regression line is close to horizontal. Also, the data points are very scattered and far from the fitted line, showing that there is a lot of variability and so it is not a reliable variable." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "iu5G7cLzZnDx", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Let's try this with all the collumns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "F4-p2QoHQ07A", | |
"colab_type": "code", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"outputId": "221fd0c7-7445-4abe-aa4f-6622465812ab" | |
}, | |
"source": [ | |
"fig, axes = plt.subplots(nrows=7, ncols=2, figsize=(15, 28))\n", | |
"\n", | |
"for ax, col in list(zip(axes.flat, numerical_cols)): \n", | |
" sns.regplot(col, 'price', data=df, ax=ax)" | |
], | |
"execution_count": 27, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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