From aa4930ab2f3954d4ec0c298636431bd1d5a0d64c Mon Sep 17 00:00:00 2001 From: Adwait Kadam Date: Thu, 25 May 2023 12:18:58 +0530 Subject: [PATCH 1/3] Initial commit --- Assignment 1/220084_Adwait(ex01).ipynb | 645 +++++++++++++++++++ Assignment 1/220084_Adwait(ex02).ipynb | 816 +++++++++++++++++++++++++ Assignment 1/220084_Adwait(ex03).ipynb | 682 +++++++++++++++++++++ 3 files changed, 2143 insertions(+) create mode 100644 Assignment 1/220084_Adwait(ex01).ipynb create mode 100644 Assignment 1/220084_Adwait(ex02).ipynb create mode 100644 Assignment 1/220084_Adwait(ex03).ipynb diff --git a/Assignment 1/220084_Adwait(ex01).ipynb b/Assignment 1/220084_Adwait(ex01).ipynb new file mode 100644 index 0000000..9fa1ae1 --- /dev/null +++ b/Assignment 1/220084_Adwait(ex01).ipynb @@ -0,0 +1,645 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# NumPy Exercises \n", + "\n", + "Now that we've learned about NumPy let's test your knowledge. We'll start off with a few simple tasks, and then you'll be asked some more complicated questions. \n", + "\n", + "You are all required to upload this file on github before 23:59 on 1/6/2022." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Import NumPy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of 10 zeros " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.zeros(10)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of 10 ones" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.ones(10)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of 10 fives" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([5, 5, 5, 5, 5, 5, 5, 5, 5, 5])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list1=[5,5,5,5,5,5,5,5,5,5]\n", + "np.array(list1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of the integers from 10 to 50" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26,\n", + " 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43,\n", + " 44, 45, 46, 47, 48, 49, 50])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.arange(10,51)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of all the even integers from 10 to 50" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 34, 36, 38, 40, 42,\n", + " 44, 46, 48, 50])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.arange(10,51,2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create a 3x3 matrix with values ranging from 0 to 8" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2],\n", + " [3, 4, 5],\n", + " [6, 7, 8]])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr=np.arange(0,9)\n", + "arr.reshape(3,3)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create a 3x3 identity matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 0., 1.]])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.eye(3)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use NumPy to generate a random number between 0 and 1" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.75781327])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.rand(1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use NumPy to generate an array of 25 random numbers sampled from a standard normal distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.98056839, -0.39521461, -0.36514018, 0.32023075, -2.82436745],\n", + " [ 0.49896375, -0.38832175, -0.72621511, 1.8441786 , -0.5378425 ],\n", + " [ 0.73523056, -0.16751318, -0.14882119, -0.63959446, -1.14229722],\n", + " [ 0.17839949, -0.19308135, 0.95360127, 0.26127762, -0.61840602],\n", + " [-0.7411759 , -1.71171755, 1.29843906, 0.25895944, 0.27502281]])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.randn(5,5)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create the following matrix:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.01, 0.02, 0.03, 0.04, 0.05, 0.06, 0.07, 0.08, 0.09, 0.1 , 0.11,\n", + " 0.12, 0.13, 0.14, 0.15, 0.16, 0.17, 0.18, 0.19, 0.2 , 0.21, 0.22,\n", + " 0.23, 0.24, 0.25, 0.26, 0.27, 0.28, 0.29, 0.3 , 0.31, 0.32, 0.33,\n", + " 0.34, 0.35, 0.36, 0.37, 0.38, 0.39, 0.4 , 0.41, 0.42, 0.43, 0.44,\n", + " 0.45, 0.46, 0.47, 0.48, 0.49, 0.5 , 0.51, 0.52, 0.53, 0.54, 0.55,\n", + " 0.56, 0.57, 0.58, 0.59, 0.6 , 0.61, 0.62, 0.63, 0.64, 0.65, 0.66,\n", + " 0.67, 0.68, 0.69, 0.7 , 0.71, 0.72, 0.73, 0.74, 0.75, 0.76, 0.77,\n", + " 0.78, 0.79, 0.8 , 0.81, 0.82, 0.83, 0.84, 0.85, 0.86, 0.87, 0.88,\n", + " 0.89, 0.9 , 0.91, 0.92, 0.93, 0.94, 0.95, 0.96, 0.97, 0.98, 0.99,\n", + " 1. ])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linspace(0.01,1,100)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of 20 linearly spaced points between 0 and 1:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0.05263158, 0.10526316, 0.15789474, 0.21052632,\n", + " 0.26315789, 0.31578947, 0.36842105, 0.42105263, 0.47368421,\n", + " 0.52631579, 0.57894737, 0.63157895, 0.68421053, 0.73684211,\n", + " 0.78947368, 0.84210526, 0.89473684, 0.94736842, 1. ])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linspace(0,1,20)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Numpy Indexing and Selection\n", + "\n", + "Now you will be given a few matrices, and be asked to replicate the resulting matrix outputs:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1, 2, 3, 4, 5],\n", + " [ 6, 7, 8, 9, 10],\n", + " [11, 12, 13, 14, 15],\n", + " [16, 17, 18, 19, 20],\n", + " [21, 22, 23, 24, 25]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr=np.arange(1,26)\n", + "arr.reshape(5,5)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[12, 13, 14, 15],\n", + " [17, 18, 19, 20],\n", + " [22, 23, 24, 25]])" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "my_list=[12,13,14,15,17,18,19,20,22,23,24,25]\n", + "arr1=np.array(my_list)\n", + "arr1.reshape(3,4)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(20)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.array(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 2],\n", + " [ 7],\n", + " [12]])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list=[2,7,12]\n", + "arr2=np.array(list)\n", + "arr2.reshape(3,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([21, 22, 23, 24, 25])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list=np.arange(21,26)\n", + "list" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[16, 17, 18, 19, 20],\n", + " [21, 22, 23, 24, 25]])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr3=np.arange(16,26)\n", + "arr3.reshape(2,5)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now do the following" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get the sum of all the values in mat" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "325" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr=np.arange(1,26)\n", + "arr.sum()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get the standard deviation of the values in mat" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7.211102550927978" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr.std()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get the sum of all the columns in mat" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[55, 60, 65, 70, 75]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr=arr.reshape(5,5)\n", + "arrSum=[]\n", + "for i in range(0,5):\n", + " arrsum=0\n", + " for j in range(0,5):\n", + " arrsum+=arr[j,i]\n", + " arrSum.append(arrsum)\n", + "arrSum" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# Great Job!" + ] + } + ], + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Assignment 1/220084_Adwait(ex02).ipynb b/Assignment 1/220084_Adwait(ex02).ipynb new file mode 100644 index 0000000..8133443 --- /dev/null +++ b/Assignment 1/220084_Adwait(ex02).ipynb @@ -0,0 +1,816 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# SF Salaries Exercise \n", + "\n", + "Welcome to a quick exercise for you to practice your pandas skills! We will be using the [SF Salaries Dataset](https://www.kaggle.com/kaggle/sf-salaries) from Kaggle! Just follow along and complete the tasks outlined in bold below. The tasks will get harder and harder as you go along." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Import pandas as pd.**" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Read Salaries.csv as a dataframe called sal.**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "sal = pd.read_csv('Salaries.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Check the head of the DataFrame. **" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdEmployeeNameJobTitleBasePayOvertimePayOtherPayBenefitsTotalPayTotalPayBenefitsYearNotesAgencyStatus
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12GARY JIMENEZCAPTAIN III (POLICE DEPARTMENT)155966.02245131.88137811.38NaN538909.28538909.282011NaNSan FranciscoNaN
23ALBERT PARDINICAPTAIN III (POLICE DEPARTMENT)212739.13106088.1816452.60NaN335279.91335279.912011NaNSan FranciscoNaN
34CHRISTOPHER CHONGWIRE ROPE CABLE MAINTENANCE MECHANIC77916.0056120.71198306.90NaN332343.61332343.612011NaNSan FranciscoNaN
45PATRICK GARDNERDEPUTY CHIEF OF DEPARTMENT,(FIRE DEPARTMENT)134401.609737.00182234.59NaN326373.19326373.192011NaNSan FranciscoNaN
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" + ], + "text/plain": [ + " Id EmployeeName JobTitle \\\n", + "0 1 NATHANIEL FORD GENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY \n", + "1 2 GARY JIMENEZ CAPTAIN III (POLICE DEPARTMENT) \n", + "2 3 ALBERT PARDINI CAPTAIN III (POLICE DEPARTMENT) \n", + "3 4 CHRISTOPHER CHONG WIRE ROPE CABLE MAINTENANCE MECHANIC \n", + "4 5 PATRICK GARDNER DEPUTY CHIEF OF DEPARTMENT,(FIRE DEPARTMENT) \n", + "\n", + " BasePay OvertimePay OtherPay Benefits TotalPay TotalPayBenefits \\\n", + "0 167411.18 0.00 400184.25 NaN 567595.43 567595.43 \n", + "1 155966.02 245131.88 137811.38 NaN 538909.28 538909.28 \n", + "2 212739.13 106088.18 16452.60 NaN 335279.91 335279.91 \n", + "3 77916.00 56120.71 198306.90 NaN 332343.61 332343.61 \n", + "4 134401.60 9737.00 182234.59 NaN 326373.19 326373.19 \n", + "\n", + " Year Notes Agency Status \n", + "0 2011 NaN San Francisco NaN \n", + "1 2011 NaN San Francisco NaN \n", + "2 2011 NaN San Francisco NaN \n", + "3 2011 NaN San Francisco NaN \n", + "4 2011 NaN San Francisco NaN " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Use the .info() method to find out how many entries there are.**" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 148654 entries, 0 to 148653\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 148654 non-null int64 \n", + " 1 EmployeeName 148654 non-null object \n", + " 2 JobTitle 148654 non-null object \n", + " 3 BasePay 148045 non-null float64\n", + " 4 OvertimePay 148650 non-null float64\n", + " 5 OtherPay 148650 non-null float64\n", + " 6 Benefits 112491 non-null float64\n", + " 7 TotalPay 148654 non-null float64\n", + " 8 TotalPayBenefits 148654 non-null float64\n", + " 9 Year 148654 non-null int64 \n", + " 10 Notes 0 non-null float64\n", + " 11 Agency 148654 non-null object \n", + " 12 Status 0 non-null float64\n", + "dtypes: float64(8), int64(2), object(3)\n", + "memory usage: 14.7+ MB\n" + ] + } + ], + "source": [ + "sal.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**What is the average BasePay ?**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "66325.4488404877" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal['BasePay'].mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the highest amount of OvertimePay in the dataset ? **" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "245131.88" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal['OvertimePay'].max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the job title of JOSEPH DRISCOLL ? Note: Use all caps, otherwise you may get an answer that doesn't match up (there is also a lowercase Joseph Driscoll). **" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24 CAPTAIN, FIRE SUPPRESSION\n", + "Name: JobTitle, dtype: object" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[sal['EmployeeName']== 'JOSEPH DRISCOLL'][ \"JobTitle\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How much does JOSEPH DRISCOLL make (including benefits)? **" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24 270324.91\n", + "Name: TotalPayBenefits, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[\"TotalPayBenefits\"][sal['EmployeeName']=='JOSEPH DRISCOLL']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the name of highest paid person (including benefits)?**" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdEmployeeNameJobTitleBasePayOvertimePayOtherPayBenefitsTotalPayTotalPayBenefitsYearNotesAgencyStatus
148653148654Joe LopezCounselor, Log Cabin Ranch0.00.0-618.130.0-618.13-618.132014NaNSan FranciscoNaN
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" + ], + "text/plain": [ + " Id EmployeeName JobTitle BasePay OvertimePay \n", + "148653 148654 Joe Lopez Counselor, Log Cabin Ranch 0.0 0.0 \\\n", + "\n", + " OtherPay Benefits TotalPay TotalPayBenefits Year Notes \n", + "148653 -618.13 0.0 -618.13 -618.13 2014 NaN \\\n", + "\n", + " Agency Status \n", + "148653 San Francisco NaN " + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal.loc[sal['TotalPayBenefits']==sal['TotalPayBenefits'].min()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What was the average (mean) BasePay of all employees per year? (2011-2014) ? **" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Year\n", + "2011 63595.956517\n", + "2012 65436.406857\n", + "2013 69630.030216\n", + "2014 66564.421924\n", + "Name: BasePay, dtype: float64" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal.groupby('Year')['BasePay'].mean()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many unique job titles are there? **" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2159" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(sal['JobTitle'].unique())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What are the top 5 most common jobs? **" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "JobTitle\n", + "Transit Operator 7036\n", + "Special Nurse 4389\n", + "Registered Nurse 3736\n", + "Public Svc Aide-Public Works 2518\n", + "Police Officer 3 2421\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[\"JobTitle\"].value_counts()[:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many Job Titles were represented by only one person in 2013? (e.g. Job Titles with only one occurence in 2013?) **" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "202" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(sal[sal['Year']==2013]['JobTitle'].value_counts()==1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many people have the word Chief in their job title? (This is pretty tricky) **" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def chief_state(title):\n", + " if 'chief' in title.lower():\n", + " return True\n", + " else:\n", + " return False" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "627" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(sal['JobTitle'].apply(lambda x:chief_state(x)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Bonus: Is there a correlation between length of the Job Title string and Salary? **" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "sal['title_len']=sal[\"JobTitle\"].apply(len)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " title_len TotalPayBenefits\n", + "title_len 1.000000 -0.036878\n", + "TotalPayBenefits -0.036878 1.000000" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[['title_len','TotalPayBenefits']].corr()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Great Job!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Assignment 1/220084_Adwait(ex03).ipynb b/Assignment 1/220084_Adwait(ex03).ipynb new file mode 100644 index 0000000..9e5261b --- /dev/null +++ b/Assignment 1/220084_Adwait(ex03).ipynb @@ -0,0 +1,682 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "___\n", + "# Ecommerce Purchases Exercise\n", + "\n", + "In this Exercise you will be given some Fake Data about some purchases done through Amazon! Just go ahead and follow the directions and try your best to answer the questions and complete the tasks. Feel free to reference the solutions. Most of the tasks can be solved in different ways. For the most part, the questions get progressively harder.\n", + "\n", + "Please excuse anything that doesn't make \"Real-World\" sense in the dataframe, all the data is fake and made-up.\n", + "\n", + "Also note that all of these questions can be answered with one line of code.\n", + "____\n", + "** Import pandas and read in the Ecommerce Purchases csv file and set it to a DataFrame called ecom. **" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "ecom = pd.read_csv('Ecommerce Purchases')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Check the head of the DataFrame.**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AddressLotAM or PMBrowser InfoCompanyCredit CardCC Exp DateCC Security CodeCC ProviderEmailJobIP AddressLanguagePurchase Price
016629 Pace Camp Apt. 448\\nAlexisborough, NE 77...46 inPMOpera/9.56.(X11; Linux x86_64; sl-SI) Presto/2...Martinez-Herman601192906112340602/20900JCB 16 digitpdunlap@yahoo.comScientist, product/process development149.146.147.205el98.14
19374 Jasmine Spurs Suite 508\\nSouth John, TN 8...28 rnPMOpera/8.93.(Windows 98; Win 9x 4.90; en-US) Pr...Fletcher, Richards and Whitaker333775816964535611/18561Mastercardanthony41@reed.comDrilling engineer15.160.41.51fr70.73
2Unit 0065 Box 5052\\nDPO AP 2745094 vEPMMozilla/5.0 (compatible; MSIE 9.0; Windows NT ...Simpson, Williams and Pham67595766612508/19699JCB 16 digitamymiller@morales-harrison.comCustomer service manager132.207.160.22de0.95
37780 Julia Fords\\nNew Stacy, WA 4579836 vmPMMozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 ...Williams, Marshall and Buchanan601157850443071002/24384Discoverbrent16@olson-robinson.infoDrilling engineer30.250.74.19es78.04
423012 Munoz Drive Suite 337\\nNew Cynthia, TX 5...20 IEAMOpera/9.58.(X11; Linux x86_64; it-IT) Presto/2...Brown, Watson and Andrews601145662320799810/25678Diners Club / Carte Blanchechristopherwright@gmail.comFine artist24.140.33.94es77.82
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" + ], + "text/plain": [ + " Address Lot AM or PM \\\n", + "0 16629 Pace Camp Apt. 448\\nAlexisborough, NE 77... 46 in PM \n", + "1 9374 Jasmine Spurs Suite 508\\nSouth John, TN 8... 28 rn PM \n", + "2 Unit 0065 Box 5052\\nDPO AP 27450 94 vE PM \n", + "3 7780 Julia Fords\\nNew Stacy, WA 45798 36 vm PM \n", + "4 23012 Munoz Drive Suite 337\\nNew Cynthia, TX 5... 20 IE AM \n", + "\n", + " Browser Info \\\n", + "0 Opera/9.56.(X11; Linux x86_64; sl-SI) Presto/2... \n", + "1 Opera/8.93.(Windows 98; Win 9x 4.90; en-US) Pr... \n", + "2 Mozilla/5.0 (compatible; MSIE 9.0; Windows NT ... \n", + "3 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 ... \n", + "4 Opera/9.58.(X11; Linux x86_64; it-IT) Presto/2... \n", + "\n", + " Company Credit Card CC Exp Date \\\n", + "0 Martinez-Herman 6011929061123406 02/20 \n", + "1 Fletcher, Richards and Whitaker 3337758169645356 11/18 \n", + "2 Simpson, Williams and Pham 675957666125 08/19 \n", + "3 Williams, Marshall and Buchanan 6011578504430710 02/24 \n", + "4 Brown, Watson and Andrews 6011456623207998 10/25 \n", + "\n", + " CC Security Code CC Provider \\\n", + "0 900 JCB 16 digit \n", + "1 561 Mastercard \n", + "2 699 JCB 16 digit \n", + "3 384 Discover \n", + "4 678 Diners Club / Carte Blanche \n", + "\n", + " Email Job \\\n", + "0 pdunlap@yahoo.com Scientist, product/process development \n", + "1 anthony41@reed.com Drilling engineer \n", + "2 amymiller@morales-harrison.com Customer service manager \n", + "3 brent16@olson-robinson.info Drilling engineer \n", + "4 christopherwright@gmail.com Fine artist \n", + "\n", + " IP Address Language Purchase Price \n", + "0 149.146.147.205 el 98.14 \n", + "1 15.160.41.51 fr 70.73 \n", + "2 132.207.160.22 de 0.95 \n", + "3 30.250.74.19 es 78.04 \n", + "4 24.140.33.94 es 77.82 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many rows and columns are there? **" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 10000 entries, 0 to 9999\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Address 10000 non-null object \n", + " 1 Lot 10000 non-null object \n", + " 2 AM or PM 10000 non-null object \n", + " 3 Browser Info 10000 non-null object \n", + " 4 Company 10000 non-null object \n", + " 5 Credit Card 10000 non-null int64 \n", + " 6 CC Exp Date 10000 non-null object \n", + " 7 CC Security Code 10000 non-null int64 \n", + " 8 CC Provider 10000 non-null object \n", + " 9 Email 10000 non-null object \n", + " 10 Job 10000 non-null object \n", + " 11 IP Address 10000 non-null object \n", + " 12 Language 10000 non-null object \n", + " 13 Purchase Price 10000 non-null float64\n", + "dtypes: float64(1), int64(2), object(11)\n", + "memory usage: 1.1+ MB\n" + ] + } + ], + "source": [ + "ecom.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the average Purchase Price? **" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "50.347302" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Purchase Price'].mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What were the highest and lowest purchase prices? **" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "99.99" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Purchase Price'].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Purchase Price'].min()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many people have English 'en' as their Language of choice on the website? **" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Address 1098\n", + "Lot 1098\n", + "AM or PM 1098\n", + "Browser Info 1098\n", + "Company 1098\n", + "Credit Card 1098\n", + "CC Exp Date 1098\n", + "CC Security Code 1098\n", + "CC Provider 1098\n", + "Email 1098\n", + "Job 1098\n", + "IP Address 1098\n", + "Language 1098\n", + "Purchase Price 1098\n", + "dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[ecom['Language']=='en'].count()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many people have the job title of \"Lawyer\" ? **\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 30 entries, 470 to 9979\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Address 30 non-null object \n", + " 1 Lot 30 non-null object \n", + " 2 AM or PM 30 non-null object \n", + " 3 Browser Info 30 non-null object \n", + " 4 Company 30 non-null object \n", + " 5 Credit Card 30 non-null int64 \n", + " 6 CC Exp Date 30 non-null object \n", + " 7 CC Security Code 30 non-null int64 \n", + " 8 CC Provider 30 non-null object \n", + " 9 Email 30 non-null object \n", + " 10 Job 30 non-null object \n", + " 11 IP Address 30 non-null object \n", + " 12 Language 30 non-null object \n", + " 13 Purchase Price 30 non-null float64\n", + "dtypes: float64(1), int64(2), object(11)\n", + "memory usage: 3.5+ KB\n" + ] + } + ], + "source": [ + "ecom[ecom['Job']=='Lawyer'].info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many people made the purchase during the AM and how many people made the purchase during PM ? **\n", + "\n", + "**(Hint: Check out [value_counts()](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.value_counts.html) ) **" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PM 5068\n", + "AM 4932\n", + "Name: AM or PM, dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['AM or PM'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What are the 5 most common Job Titles? **" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Interior and spatial designer 31\n", + "Lawyer 30\n", + "Social researcher 28\n", + "Purchasing manager 27\n", + "Designer, jewellery 27\n", + "Name: Job, dtype: int64" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Job'].value_counts().head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Someone made a purchase that came from Lot: \"90 WT\" , what was the Purchase Price for this transaction? **" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "513 75.1\n", + "Name: Purchase Price, dtype: float64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[ecom['Lot']=='90 WT']['Purchase Price']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the email of the person with the following Credit Card Number: 4926535242672853 **" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1234 bondellen@williams-garza.com\n", + "Name: Email, dtype: object" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[ecom[\"Credit Card\"]==4926535242672853]['Email']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many people have American Express as their Credit Card Provider *and* made a purchase above $95 ?**" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Address 39\n", + "Lot 39\n", + "AM or PM 39\n", + "Browser Info 39\n", + "Company 39\n", + "Credit Card 39\n", + "CC Exp Date 39\n", + "CC Security Code 39\n", + "CC Provider 39\n", + "Email 39\n", + "Job 39\n", + "IP Address 39\n", + "Language 39\n", + "Purchase Price 39\n", + "dtype: int64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[(ecom['CC Provider']=='American Express')&(ecom['Purchase Price']>95)].count()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Hard: How many people have a credit card that expires in 2025? **" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1033" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(ecom['CC Exp Date'].apply(lambda x: x[3:])=='25')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Hard: What are the top 5 most popular email providers/hosts (e.g. gmail.com, yahoo.com, etc...) **" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "hotmail.com 1638\n", + "yahoo.com 1616\n", + "gmail.com 1605\n", + "smith.com 42\n", + "williams.com 37\n", + "Name: Email, dtype: int64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Email'].apply(lambda x: x.split('@')[1]).value_counts().head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Great Job!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 27bf59bf81cff6c49f0875c7632665562e95f6ec Mon Sep 17 00:00:00 2001 From: Adwait Kadam Date: Fri, 2 Jun 2023 23:20:46 +0530 Subject: [PATCH 2/3] 2nd Assignment --- Assignment 2/02-Matplotlib Exercises.ipynb | 388 ++++++++++++ Assignment 2/07-Seaborn Exercises.ipynb | 690 +++++++++++++++++++++ 2 files changed, 1078 insertions(+) create mode 100644 Assignment 2/02-Matplotlib Exercises.ipynb create mode 100644 Assignment 2/07-Seaborn Exercises.ipynb diff --git a/Assignment 2/02-Matplotlib Exercises.ipynb b/Assignment 2/02-Matplotlib Exercises.ipynb new file mode 100644 index 0000000..e181995 --- /dev/null +++ b/Assignment 2/02-Matplotlib Exercises.ipynb @@ -0,0 +1,388 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** * NOTE: ALL THE COMMANDS FOR PLOTTING A FIGURE SHOULD ALL GO IN THE SAME CELL. SEPARATING THEM OUT INTO MULTIPLE CELLS MAY CAUSE NOTHING TO SHOW UP. * **\n", + "\n", + "# Exercises\n", + "\n", + "Follow the instructions to recreate the plots using this data:\n", + "\n", + "## Data" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Import matplotlib.pyplot as plt and set %matplotlib inline if you are using the jupyter notebook. What command do you use if you aren't using the jupyter notebook?**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "#use plot.show() if aren't using jupyter notebook" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1\n", + "\n", + "** Follow along with these steps: **\n", + "* ** Create a figure object called fig using plt.figure() **\n", + "* ** Use add_axes to add an axis to the figure canvas at [0,0,1,1]. Call this new axis ax. **\n", + "* ** Plot (x,y) on that axes and set the labels and titles to match the plot below:**" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'title')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax=fig.add_axes([0,0,1,1])\n", + "ax.plot(x,y,'b')\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('y')\n", + "ax.set_title('title')\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2\n", + "** Create a figure object and put two axes on it, ax1 and ax2. Located at [0,0,1,1] and [0.2,0.5,.2,.2] respectively.**" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig=plt.figure()\n", + "ax1=fig.add_axes([0,0,1,1])\n", + "ax2=fig.add_axes([0.2,0.5,.2,.2])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Now plot (x,y) on both axes. And call your figure object to show it.**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax1.plot(x,y,'r')\n", + "ax1.set_xlabel('x')\n", + "ax1.set_ylabel('y')\n", + "ax2.plot(x,y,'r')\n", + "ax2.set_xlabel('x')\n", + "ax2.set_ylabel('y')\n", + "fig\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3\n", + "\n", + "** Create the plot below by adding two axes to a figure object at [0,0,1,1] and [0.2,0.5,.4,.4]**" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UqUuO++KLL/S73/1OM2fOjFKlAAAAPRF84ciGDRu0ePFiLVy4UHfccYdqamp03XXXafPmzf2O6e7u1kMPPaSVK1dqwoQJUawWAADgPwi+GLCuri41NzersLAw3BYbG6vCwkI1NTX1O+6FF15QSkqKFi1aNKDzdHZ2KhgM9jgAAACuFMEXA9be3q7u7m653e4e7W63Wz6fr88xe/bs0RtvvKFNmzYN+DyVlZVKSkoKHx6P54rqBgAAkAi+iKCzZ89qwYIF2rRpk5KTkwc8rry8XIFAIHycPHkyglUCAABbjBruAjByJCcnKy4uTn6/v0e73+9Xampqr/6ff/65vvjiC82dOzfcFgqFJEmjRo3S0aNHNXHixF7jXC6XXC7XEFcPAABsx44vBiw+Pl45OTlqbGwMt4VCITU2NqqgoKBX/0mTJungwYNqaWkJH/fdd59mz56tlpYWbmEAAABRxY4vHPF6vSotLVVubq7y8vJUVVWljo4OLVy4UJJUUlKijIwMVVZWKiEhQZMnT+4xfty4cZLUqx0AACDSCL5wpLi4WKdPn9aKFSvk8/mUnZ2thoaG8Bfe2traFBvLLxIAAMDVJ8YYY4a7iMsJBoNKSkpSIBBQYmLicJeDKGP9AXtx/QP2isT1z9YcAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVBhV8q6urlZmZqYSEBOXn52vfvn2X7H/mzBmVlZUpLS1NLpdLt956q+rr6wdVMAAAADAYo5wO2Lp1q7xer2pqapSfn6+qqioVFRXp6NGjSklJ6dW/q6tLv/jFL5SSkqJt27YpIyNDX375pcaNGzcU9QMAAAAD4jj4btiwQYsXL9bChQslSTU1Naqrq9PmzZu1bNmyXv03b96sb775Rnv37tXo0aMlSZmZmVdWNQAAAOCQo1sdurq61NzcrMLCwv98QGysCgsL1dTU1OeY999/XwUFBSorK5Pb7dbkyZO1evVqdXd393uezs5OBYPBHgcAAABwJRwF3/b2dnV3d8vtdvdod7vd8vl8fY5pbW3Vtm3b1N3drfr6ej333HNav369XnzxxX7PU1lZqaSkpPDh8XiclAkAAAD0EvGnOoRCIaWkpOi1115TTk6OiouLtXz5ctXU1PQ7pry8XIFAIHycPHky0mUCAADgGufoHt/k5GTFxcXJ7/f3aPf7/UpNTe1zTFpamkaPHq24uLhw2+233y6fz6euri7Fx8f3GuNyueRyuZyUBgAAAFySox3f+Ph45eTkqLGxMdwWCoXU2NiogoKCPsfMmDFDx48fVygUCrcdO3ZMaWlpfYZeAAAAIBIc3+rg9Xq1adMmvfnmmzp8+LAee+wxdXR0hJ/yUFJSovLy8nD/xx57TN98842efPJJHTt2THV1dVq9erXKysqGbhYAAADAZTh+nFlxcbFOnz6tFStWyOfzKTs7Ww0NDeEvvLW1tSk29j952uPxaOfOnVqyZImmTp2qjIwMPfnkk1q6dOnQzQIAAAC4jBhjjBnuIi4nGAwqKSlJgUBAiYmJw12O9aqrq/XHP/5RPp9PWVlZ2rhxo/Ly8vrsu2nTJv3v//6vPvvsM0lSTk6OVq9e3W//vrD+gL24/gF7ReL6j/hTHXBtufjmvoqKCu3fv19ZWVkqKirSqVOn+uy/e/duPfjgg/roo4/U1NQkj8eje+65R1999VWUKwcAALZjxxeO5Ofn6+6779bLL78s6fsvN3o8Hj3xxBN9vrnvh7q7uzV+/Hi9/PLLKikpGdA5WX/AXlz/gL3Y8cWwGsyb+37o3LlzOn/+vG644YZ++/DmPgAAEAkEXwzYYN7c90NLly5Venp6j/D8Q7y5DwAARALBF1GzZs0a1dbWavv27UpISOi3H2/uAwAAkeD4cWaw12De3HfRunXrtGbNGn344YeaOnXqJfvy5j4AABAJ7PhiwAbz5j5JWrt2rVatWqWGhgbl5uZGo1QAAIBe2PGFI16vV6WlpcrNzVVeXp6qqqp6vbkvIyNDlZWVkqQ//OEPWrFihd5++21lZmaG7wW+/vrrdf311w/bPAAAgH0IvnDE6Zv7Xn31VXV1den+++/v8TkVFRV6/vnno1k6AACwHM/xxVWP9QfsxfUP2Ivn+AIAAACDRPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBF45VV1crMzNTCQkJys/P1759+y7Z/91339WkSZOUkJCgKVOmqL6+PkqVAgAA/AfBF45s3bpVXq9XFRUV2r9/v7KyslRUVKRTp0712X/v3r168MEHtWjRIh04cEDz5s3TvHnz9Nlnn0W5cgAAYLsYY4wZ7iIuJxgMKikpSYFAQImJicNdjtXy8/N199136+WXX5YkhUIheTwePfHEE1q2bFmv/sXFxero6NAHH3wQbvvpT3+q7Oxs1dTUDOicrD9gL65/wF6RuP5HDcmnwApdXV1qbm5WeXl5uC02NlaFhYVqamrqc0xTU5O8Xm+PtqKiIu3YsaPf83R2dqqzszP8cyAQkPT9BQDALhev+xGwRwNgBCD4YsDa29vV3d0tt9vdo93tduvIkSN9jvH5fH329/l8/Z6nsrJSK1eu7NXu8XgGUTWAa8E///lPJSUlDXcZAEY4gi+uOuXl5T12ic+cOaObbrpJbW1tI/4vvmAwKI/Ho5MnT474X9syl6vXtTSfQCCgG2+8UTfccMNwlwLgGkDwxYAlJycrLi5Ofr+/R7vf71dqamqfY1JTUx31lySXyyWXy9WrPSkpacT/JX5RYmIic7kKXUtzka6t+cTG8l1sAFeO/5JgwOLj45WTk6PGxsZwWygUUmNjowoKCvocU1BQ0KO/JO3atavf/gAAAJHCji8c8Xq9Ki0tVW5urvLy8lRVVaWOjg4tXLhQklRSUqKMjAxVVlZKkp588knNmjVL69ev15w5c1RbW6tPP/1Ur7322nBOAwAAWIjgC0eKi4t1+vRprVixQj6fT9nZ2WpoaAh/ga2tra3HrySnT5+ut99+W88++6yeeeYZ/eQnP9GOHTs0efLkAZ/T5XKpoqKiz9sfRhrmcnW6luYiXVvzuZbmAmD48RxfAAAAXHUikf+4xxcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfHFVqK6uVmZmphISEpSfn699+/Zdsv+7776rSZMmKSEhQVOmTFF9fX2UKr08J3PZtGmTZs6cqfHjx2v8+PEqLCy87Nyjyem6XFRbW6uYmBjNmzcvsgU64HQuZ86cUVlZmdLS0uRyuXTrrbdeNX/OnM6lqqpKt912m8aMGSOPx6MlS5bou+++i1K1/fv44481d+5cpaenKyYmRjt27LjsmN27d+uuu+6Sy+XSLbfcoi1btkS8TgDXEDMCBAIBI8kEAoHhLgURUFtba+Lj483mzZvN3//+d7N48WIzbtw44/f7++z/ySefmLi4OLN27Vpz6NAh8+yzz5rRo0ebgwcPRrny3pzOZf78+aa6utocOHDAHD582Pz61782SUlJ5h//+EeUK+/N6VwuOnHihMnIyDAzZ840v/rVr6JT7GU4nUtnZ6fJzc019957r9mzZ485ceKE2b17t2lpaYly5b05nctbb71lXC6Xeeutt8yJEyfMzp07TVpamlmyZEmUK++tvr7eLF++3Lz33ntGktm+ffsl+7e2tprrrrvOeL1ec+jQIbNx40YTFxdnGhoaolMwgKiKRP4j+GLY5eXlmbKysvDP3d3dJj093VRWVvbZ/4EHHjBz5szp0Zafn29+85vfRLTOgXA6lx+6cOGCGTt2rHnzzTcjVeKADWYuFy5cMNOnTzevv/66KS0tvWqCr9O5vPrqq2bChAmmq6srWiUOmNO5lJWVmZ///Oc92rxer5kxY0ZE63RqIMH36aefNnfeeWePtuLiYlNUVBTBygAMl0jkP251wLDq6upSc3OzCgsLw22xsbEqLCxUU1NTn2Oampp69JekoqKifvtHy2Dm8kPnzp3T+fPndcMNN0SqzAEZ7FxeeOEFpaSkaNGiRdEoc0AGM5f3339fBQUFKisrk9vt1uTJk7V69Wp1d3dHq+w+DWYu06dPV3Nzc/h2iNbWVtXX1+vee++NSs1D6Wq99gGMHLy5DcOqvb1d3d3d4Te/XeR2u3XkyJE+x/h8vj77+3y+iNU5EIOZyw8tXbpU6enpvf5yj7bBzGXPnj1644031NLSEoUKB24wc2ltbdVf//pXPfTQQ6qvr9fx48f1+OOP6/z586qoqIhG2X0azFzmz5+v9vZ2/exnP5MxRhcuXNCjjz6qZ555JholD6n+rv1gMKhvv/1WY8aMGabKAIwU7PgCV4k1a9aotrZW27dvV0JCwnCX48jZs2e1YMECbdq0ScnJycNdzhULhUJKSUnRa6+9ppycHBUXF2v58uWqqakZ7tIc2717t1avXq1XXnlF+/fv13vvvae6ujqtWrVquEsDgKhjxxfDKjk5WXFxcfL7/T3a/X6/UlNT+xyTmprqqH+0DGYuF61bt05r1qzRhx9+qKlTp0ayzAFxOpfPP/9cX3zxhebOnRtuC4VCkqRRo0bp6NGjmjhxYmSL7sdg1iUtLU2jR49WXFxcuO3222+Xz+dTV1eX4uPjI1pzfwYzl+eee04LFizQww8/LEmaMmWKOjo69Mgjj2j58uWKjR05+x/9XfuJiYns9gIYkJHzXzxck+Lj45WTk6PGxsZwWygUUmNjowoKCvocU1BQ0KO/JO3atavf/tEymLlI0tq1a7Vq1So1NDQoNzc3GqVeltO5TJo0SQcPHlRLS0v4uO+++zR79my1tLTI4/FEs/weBrMuM2bM0PHjx8PhXZKOHTumtLS0YQu90uDmcu7cuV7h9mKgN8ZErtgIuFqvfQAjyJB9TS6CeKrDta22tta4XC6zZcsWc+jQIfPII4+YcePGGZ/PZ4wxZsGCBWbZsmXh/p988okZNWqUWbdunTl8+LCpqKi4qh5n5mQua9asMfHx8Wbbtm3m66+/Dh9nz54drimEOZ3LD11NT3VwOpe2tjYzduxY89vf/tYcPXrUfPDBByYlJcW8+OKLwzWFMKdzqaioMGPHjjV//vOfTWtrq/nLX/5iJk6caB544IHhmkLY2bNnzYEDB8yBAweMJLNhwwZz4MAB8+WXXxpjjFm2bJlZsGBBuP/Fx5n9/ve/N4cPHzbV1dU8zgy4hvE4M4LvNWvjxo3mxhtvNPHx8SYvL8/87W9/C/9vs2bNMqWlpT36v/POO+bWW2818fHx5s477zR1dXVRrrh/TuZy0003GUm9joqKiugX3gen6/L/XU3B1xjnc9m7d6/Jz883LpfLTJgwwbz00kvmwoULUa66b07mcv78efP888+biRMnmoSEBOPxeMzjjz9u/vWvf0W/8B/46KOP+vzzf7H+0tJSM2vWrF5jsrOzTXx8vJkwYYL505/+FPW6AURHJPJfjDFX/++6gsGgkpKSFAgElJiYONzlAAAAIMIikf+4xxcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArDCo4FtdXa3MzEwlJCQoPz9f+/btG9C42tpaxcTEaN68eYM5LQAAADBojoPv1q1b5fV6VVFRof379ysrK0tFRUU6derUJcd98cUX+t3vfqeZM2cOulgAAABgsBwH3w0bNmjx4sVauHCh7rjjDtXU1Oi6667T5s2b+x3T3d2thx56SCtXrtSECROuqGAAAABgMBwF366uLjU3N6uwsPA/HxAbq8LCQjU1NfU77oUXXlBKSooWLVo0oPN0dnYqGAz2OAAAAIAr4Sj4tre3q7u7W263u0e72+2Wz+frc8yePXv0xhtvaNOmTQM+T2VlpZKSksKHx+NxUiYAAADQS0Sf6nD27FktWLBAmzZtUnJy8oDHlZeXKxAIhI+TJ09GsEoAAADYYJSTzsnJyYqLi5Pf7+/R7vf7lZqa2qv/559/ri+++EJz584Nt4VCoe9PPGqUjh49qokTJ/Ya53K55HK5nJQGAAAAXJKjHd/4+Hjl5OSosbEx3BYKhdTY2KiCgoJe/SdNmqSDBw+qpaUlfNx3332aPXu2WlpauIUBAAAAUeNox1eSvF6vSktLlZubq7y8PFVVVamjo0MLFy6UJJWUlCgjI0OVlZVKSEjQ5MmTe4wfN26cJPVqBwAAACLJcfAtLi7W6dOntWLFCvl8PmVnZ6uhoSH8hbe2tjbFxvJCOAAAAFxdYowxZriLuJxgMKikpCQFAgElJiYOdzkAAACIsEjkP7ZmAQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWGFTwra6uVmZmphISEpSfn699+/b123fTpk2aOXOmxo8fr/Hjx6uwsPCS/QEAAIBIcBx8t27dKq/Xq4qKCu3fv19ZWVkqKirSqVOn+uy/e/duPfjgg/roo4/U1NQkj8eje+65R1999dUVFw8AAAAMVIwxxjgZkJ+fr7vvvlsvv/yyJCkUCsnj8eiJJ57QsmXLLju+u7tb48eP18svv6ySkpIBnTMYDCopKUmBQECJiYlOygUAAMAIFIn852jHt6urS83NzSosLPzPB8TGqrCwUE1NTQP6jHPnzun8+fO64YYb+u3T2dmpYDDY4wAAAACuhKPg297eru7ubrnd7h7tbrdbPp9vQJ+xdOlSpaen9wjPP1RZWamkpKTw4fF4nJQJAAAA9BLVpzqsWbNGtbW12r59uxISEvrtV15erkAgED5OnjwZxSoBAABwLRrlpHNycrLi4uLk9/t7tPv9fqWmpl5y7Lp167RmzRp9+OGHmjp16iX7ulwuuVwuJ6UBAAAAl+Roxzc+Pl45OTlqbGwMt4VCITU2NqqgoKDfcWvXrtWqVavU0NCg3NzcwVcLAAAADJKjHV9J8nq9Ki0tVW5urvLy8lRVVaWOjg4tXLhQklRSUqKMjAxVVlZKkv7whz9oxYoVevvtt5WZmRm+F/j666/X9ddfP4RTAQAAAPrnOPgWFxfr9OnTWrFihXw+n7Kzs9XQ0BD+wltbW5tiY/+zkfzqq6+qq6tL999/f4/Pqaio0PPPP39l1QMAAAAD5Pg5vsOB5/gCAADYZdif4wsAAACMVARfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwAsEXAAAAViD4AgAAwAoEXwAAAFiB4AsAAAArEHwBAABgBYIvAAAArEDwBQAAgBUIvgAAALACwRcAAABWIPgCAADACgRfAAAAWIHgCwAAACsQfAEAAGAFgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKwwqOBbXV2tzMxMJSQkKD8/X/v27btk/3fffVeTJk1SQkKCpkyZovr6+kEVCwAAAAyW4+C7detWeb1eVVRUaP/+/crKylJRUZFOnTrVZ/+9e/fqwQcf1KJFi3TgwAHNmzdP8+bN02effXbFxQMAAAADFWOMMU4G5Ofn6+6779bLL78sSQqFQvJ4PHriiSe0bNmyXv2Li4vV0dGhDz74INz205/+VNnZ2aqpqRnQOYPBoJKSkhQIBJSYmOikXAAAAIxAkch/o5x07urqUnNzs8rLy8NtsbGxKiwsVFNTU59jmpqa5PV6e7QVFRVpx44d/Z6ns7NTnZ2d4Z8DgYCk7/8PAAAAwLXvYu5zuEd7SY6Cb3t7u7q7u+V2u3u0u91uHTlypM8xPp+vz/4+n6/f81RWVmrlypW92j0ej5NyAQAAMML985//VFJS0pB8lqPgGy3l5eU9donPnDmjm266SW1tbUM2cYwcwWBQHo9HJ0+e5FYXC7H+dmP97cb62y0QCOjGG2/UDTfcMGSf6Sj4JicnKy4uTn6/v0e73+9Xampqn2NSU1Md9Zckl8sll8vVqz0pKYk/+BZLTExk/S3G+tuN9bcb62+32Nihe/quo0+Kj49XTk6OGhsbw22hUEiNjY0qKCjoc0xBQUGP/pK0a9eufvsDAAAAkeD4Vgev16vS0lLl5uYqLy9PVVVV6ujo0MKFCyVJJSUlysjIUGVlpSTpySef1KxZs7R+/XrNmTNHtbW1+vTTT/Xaa68N7UwAAACAS3AcfIuLi3X69GmtWLFCPp9P2dnZamhoCH+Bra2trceW9PTp0/X222/r2Wef1TPPPKOf/OQn2rFjhyZPnjzgc7pcLlVUVPR5+wOufay/3Vh/u7H+dmP97RaJ9Xf8HF8AAABgJBq6u4UBAACAqxjBFwAAAFYg+AIAAMAKBF8AAABY4aoJvtXV1crMzFRCQoLy8/O1b9++S/Z/9913NWnSJCUkJGjKlCmqr6+PUqWIBCfrv2nTJs2cOVPjx4/X+PHjVVhYeNk/L7i6Ob3+L6qtrVVMTIzmzZsX2QIRUU7X/8yZMyorK1NaWppcLpduvfVW/g4YwZyuf1VVlW677TaNGTNGHo9HS5Ys0XfffRelajFUPv74Y82dO1fp6emKiYnRjh07Ljtm9+7duuuuu+RyuXTLLbdoy5Ytzk9srgK1tbUmPj7ebN682fz97383ixcvNuPGjTN+v7/P/p988omJi4sza9euNYcOHTLPPvusGT16tDl48GCUK8dQcLr+8+fPN9XV1ebAgQPm8OHD5te//rVJSkoy//jHP6JcOYaC0/W/6MSJEyYjI8PMnDnT/OpXv4pOsRhyTte/s7PT5Obmmnvvvdfs2bPHnDhxwuzevdu0tLREuXIMBafr/9ZbbxmXy2Xeeustc+LECbNz506TlpZmlixZEuXKcaXq6+vN8uXLzXvvvWckme3bt1+yf2trq7nuuuuM1+s1hw4dMhs3bjRxcXGmoaHB0XmviuCbl5dnysrKwj93d3eb9PR0U1lZ2Wf/Bx54wMyZM6dHW35+vvnNb34T0ToRGU7X/4cuXLhgxo4da958881IlYgIGsz6X7hwwUyfPt28/vrrprS0lOA7gjld/1dffdVMmDDBdHV1RatERJDT9S8rKzM///nPe7R5vV4zY8aMiNaJyBpI8H366afNnXfe2aOtuLjYFBUVOTrXsN/q0NXVpebmZhUWFobbYmNjVVhYqKampj7HNDU19egvSUVFRf32x9VrMOv/Q+fOndP58+d1ww03RKpMRMhg1/+FF15QSkqKFi1aFI0yESGDWf/3339fBQUFKisrk9vt1uTJk7V69Wp1d3dHq2wMkcGs//Tp09Xc3By+HaK1tVX19fW69957o1Izhs9QZT/Hb24bau3t7eru7g6/+e0it9utI0eO9DnG5/P12d/n80WsTkTGYNb/h5YuXar09PReFwSufoNZ/z179uiNN95QS0tLFCpEJA1m/VtbW/XXv/5VDz30kOrr63X8+HE9/vjjOn/+vCoqKqJRNobIYNZ//vz5am9v189+9jMZY3ThwgU9+uijeuaZZ6JRMoZRf9kvGAzq22+/1ZgxYwb0OcO+4wtciTVr1qi2tlbbt29XQkLCcJeDCDt79qwWLFigTZs2KTk5ebjLwTAIhUJKSUnRa6+9ppycHBUXF2v58uWqqakZ7tIQBbt379bq1av1yiuvaP/+/XrvvfdUV1enVatWDXdpGCGGfcc3OTlZcXFx8vv9Pdr9fr9SU1P7HJOamuqoP65eg1n/i9atW6c1a9boww8/1NSpUyNZJiLE6fp//vnn+uKLLzR37txwWygUkiSNGjVKR48e1cSJEyNbNIbMYK7/tLQ0jR49WnFxceG222+/XT6fT11dXYqPj49ozRg6g1n/5557TgsWLNDDDz8sSZoyZYo6Ojr0yCOPaPny5YqNZT/vWtVf9ktMTBzwbq90Fez4xsfHKycnR42NjeG2UCikxsZGFRQU9DmmoKCgR39J2rVrV7/9cfUazPpL0tq1a7Vq1So1NDQoNzc3GqUiApyu/6RJk3Tw4EG1tLSEj/vuu0+zZ89WS0uLPB5PNMvHFRrM9T9jxgwdP348/A8eSTp27JjS0tIIvSPMYNb/3LlzvcLtxX8Eff8dKVyrhiz7OfveXWTU1tYal8tltmzZYg4dOmQeeeQRM27cOOPz+YwxxixYsMAsW7Ys3P+TTz4xo0aNMuvWrTOHDx82FRUVPM5sBHO6/mvWrDHx8fFm27Zt5uuvvw4fZ8+eHa4p4Ao4Xf8f4qkOI5vT9W9razNjx441v/3tb83Ro0fNBx98YFJSUsyLL744XFPAFXC6/hUVFWbs2LHmz3/+s2ltbTV/+ctfzMSJE80DDzwwXFPAIJ09e9YcOHDAHDhwwEgyGzZsMAcOHDBffvmlMcaYZcuWmQULFoT7X3yc2e9//3tz+PBhU11dPXIfZ2aMMRs3bjQ33nijiY+PN3l5eeZvf/tb+H+bNWuWKS0t7dH/nXfeMbfeequJj483d955p6mrq4tyxRhKTtb/pptuMpJ6HRUVFdEvHEPC6fX//xF8Rz6n6793716Tn59vXC6XmTBhgnnppZfMhQsXolw1hoqT9T9//rx5/vnnzcSJE01CQoLxeDzm8ccfN//617+iXziuyEcffdTn3+UX17u0tNTMmjWr15js7GwTHx9vJkyYYP70pz85Pm+MMfxuAAAAANe+Yb/HFwAAAIgGgi8AAACsQPAFAACAFQi+AAAAsALBFwAAAFYg+AIAAMAKBF8AAABYgeALAAAAKxB8AQAAYAWCLwAAAKxA8AUAAIAVCL4AAACwwv8B3R6bf/95kVAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig= plt.figure()\n", + "ax1=fig.add_axes([0,0,1,1])\n", + "ax2=fig.add_axes([.2,.5,.4,.4])\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Now use x,y, and z arrays to recreate the plot below. Notice the xlimits and y limits on the inserted plot:**" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax1.plot(x,z,'b')\n", + "ax1.set_xlabel('X')\n", + "ax1.set_ylabel('Z')\n", + "\n", + "\n", + "ax2.plot(x,y,'b')\n", + "ax2.set_xlabel('X')\n", + "ax2.set_ylabel('Y')\n", + "ax2.set_title('zoom')\n", + "ax2.set_xlim(20,22)\n", + "ax2.set_ylim(30,50)\n", + "fig\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4\n", + "\n", + "** Use plt.subplots(nrows=1, ncols=2) to create the plot below.**" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
, array([, ], dtype=object))" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(nrows=1,ncols=2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Now plot (x,y) and (x,z) on the axes. Play around with the linewidth and style**" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes=plt.subplots(1,2)\n", + "axes[0].plot(x,y,'b',ls='--')\n", + "axes[1].plot(x,z,'r',ls='-')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** See if you can resize the plot by adding the figsize() argument in plt.subplots() are copying and pasting your previous code.**" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes=plt.subplots(1,2,figsize=(12,3))\n", + "axes[0].plot(x,y,'b',ls='--')\n", + "axes[1].plot(x,z,'r',ls='-')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Great Job!" + ] + } + ], + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Assignment 2/07-Seaborn Exercises.ipynb b/Assignment 2/07-Seaborn Exercises.ipynb new file mode 100644 index 0000000..4429277 --- /dev/null +++ b/Assignment 2/07-Seaborn Exercises.ipynb @@ -0,0 +1,690 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Seaborn Exercises\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "titanic = sns.load_dataset('titanic')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
003male22.0107.2500SThirdmanTrueNaNSouthamptonnoFalse
111female38.01071.2833CFirstwomanFalseCCherbourgyesFalse
213female26.0007.9250SThirdwomanFalseNaNSouthamptonyesTrue
311female35.01053.1000SFirstwomanFalseCSouthamptonyesFalse
403male35.0008.0500SThirdmanTrueNaNSouthamptonnoTrue
\n", + "
" + ], + "text/plain": [ + " survived pclass sex age sibsp parch fare embarked class \n", + "0 0 3 male 22.0 1 0 7.2500 S Third \\\n", + "1 1 1 female 38.0 1 0 71.2833 C First \n", + "2 1 3 female 26.0 0 0 7.9250 S Third \n", + "3 1 1 female 35.0 1 0 53.1000 S First \n", + "4 0 3 male 35.0 0 0 8.0500 S Third \n", + "\n", + " who adult_male deck embark_town alive alone \n", + "0 man True NaN Southampton no False \n", + "1 woman False C Cherbourg yes False \n", + "2 woman False NaN Southampton yes True \n", + "3 woman False C Southampton yes False \n", + "4 man True NaN Southampton no True " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Exercises\n", + "\n", + "** Recreate the plots below using the titanic dataframe. There are very few hints since most of the plots can be done with just one or two lines of code and a hint would basically give away the solution. Keep careful attention to the x and y labels for hints.**\n", + "\n", + "** *Note! In order to not lose the plot image, make sure you don't code in the cell that is directly above the plot, there is an extra cell above that one which won't overwrite that plot!* **" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_21408\\2375297139.py:1: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " sns.distplot(titanic['fare'],kde=False,bins=30,color='red')\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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WAADOnz+PXr16obGx0b22f1JSEmpra0WWQERE9xB+Vo9SqURBQQFWrlyJSZMmweVyuZ9Tq9Uwm82iSyAiojv45MvdNWvW4MqVK5g6dSpu3brlftxqtUKj0Tzy9Uaj0aP98AbwvmGz2Tzuk8dpk6caiCei7zrbZfeJ1139J7Svdu/ejYsXL+LNN9/EM888A6VSiZEjR6Kurg6jR49GTU0NEhISHtlOXFycR/tTqVSAneEvmkql8rhPHqfNWwFyJ6tAJqLvOtt1tlm7vV262+P038PeIIQG/6uvvopFixYhMzMTDocDhYWFGDx4MAoLC2G326HVapGamiqyBAoQFosF7e1tvEuUQO1XLVCEd/i7DHoKCA3+iIgIbNy48b7HDQaDyN0SEdFDcFqOngqRkZFw9QjhPXcF+r+5nyBSGeHvMugpwLV6iIgkw+AnIpJM0E31hN1shXbnWn+X4ZEQ2+2zWDpUgfPxO+xmK6CO8ncZRPQEgir4o6ICK5BMba0AgO+re/m5ksegjgq4vzMR3S2ogr87liv1pc4lYcvKyvxcCRHJhHP8RESSYfATEUmGwU9EJBkGPxGRZBj8RESSYfATEUkmqE7nJCL/sFgsaG+zd+t9YeluVy12hHdYuqUtjviJiCTDET8RPbHIyEj0CLFjY/Ywf5cStN4uOwFlRGS3tMXgp6dG+1VLQN2IxW5tBwCEqcP9XIln2q9a0DMqcNaFInEY/PRUCMT1f0y3bt9qsGfPwAjTnlERAfl3pu7H4KenQqCtswRwrSUKXPxyl4hIMgx+IiLJCJvqcTgcWLx4Mc6dOwe73Y7Zs2djyJAhKCgogFKpRExMDIqKikTtnoiIHkBY8P/1r3/F9773Paxbtw6tra14/fXXMWzYMOj1euh0OhQVFaG6uhopKSmiSiAioi4Im+qZMGEC5s2bBwDo6OhASEgIGhsbodPpAABJSUmora0VtXsiInoAYcEfERGBHj16wGKxYN68eZg/fz5cLpf7ebVaDbPZLGr3RET0AEJP5/z2228xd+5cZGZm4rXXXsP777/vfs5qtUKj0XjUjtFoFFWiX9lsNgDBe3zBjv33HZvNxnPDfcBms3XLvzdhfWUymZCTk4P33nsPCQkJAIDhw4ejvr4e8fHxqKmpcT/+KHFxcaLK9CuVSgUgeI8v2LH/vqNSqeBss/q7jKCnUqk8/vf2sDcIYcG/ZcsWtLa2YvPmzdi0aRMUCgWWLFmClStXwm63Q6vVIjU1VdTuiYjoAYQF/5IlS7BkyZL7HjcYDKJ2SUREHuAFXEREkuH3MUTULa5aAudGLNb2DgCAOjzEz5V47qrFju5aXJXBT0RPLNBW/bxlNQEAekZ8z8+VeC4qovv+zgx+Inpigba6quwrq3KOn4hIMgx+IiLJMPiJiCTD4CcikgyDn4hIMgx+IiLJMPiJiCTD4CcikgyDn4hIMgx+IiLJMPiJiCTD4CcikgyDn4hIMgx+IiLJMPiJiCQjPPgbGhqQlZUFAGhpaUF6ejoyMzNRXFwsetdERNQFocH/xz/+EYWFhbDb7QCAkpIS6PV6lJeXw+l0orq6WuTuiYioC0KDPzo6Gps2bXL/fPz4ceh0OgBAUlISamtrRe6eiIi6IDT4x48fj5CQ725m7HK53NtqtRpms1nk7omIqAs+/XJXqfxud1arFRqNxpe7JyIi+Phm6y+99BLq6+sRHx+PmpoaJCQkePQ6o9EouDL/sNlsAIL3+IId+y9wyd53Pg3+/Px8LF26FHa7HVqtFqmpqR69Li4uTnBl/qFSqQAE7/EFO/Zf4JKh7x72piY8+F944QVUVlYCAAYOHAiDwSB6l0RE9BC8gIuISDIMfiIiyTD4iYgkw+AnIpIMg5+ISDIMfiIiyTD4iYgkw+AnIpIMg5+ISDIMfiIiyTD4iYgkw+AnIpKMT1fnJAomra2t/i6ByCsMfgp6W7duxf79+7u93fb2dgBAdnZ2t7edmJiI3Nzcbm+XCOBUD5FX7hztc+RPgYYjfgp6ubm53T56njhxonvbZrOhrKysW9snEokjfiIiyTD4ibzwgx/8oMttokDA4CfyQktLS5fbRIGAwU9EJBmff7nrcrmwbNkyNDU1QaVSYdWqVXjxxRd9XQbRE+nbty+sVqt7myiQ+Dz4q6urYbPZUFlZiYaGBpSUlGDz5s2+LuOxiDoP3GQyARBzHjjAc8FF4lQPBTKfB7/RaERiYiIAIDY2FseOHfN1CU+N8PBwf5dARBLyefBbLBb07NnzuwJCQ+F0OqFUPr1fN4g4D5wCW8+ePWE2m93bJAY/bYvh87SNjIx0z40CeOpDn6grhYWFXW5TYAgPD5f6E7fC5XK5fLnDvXv34t///jdKSkrw5ZdfYvPmzSgtLX3g7xuNRh9WR0QUPOLi4rp83OfBf+dZPQBQUlKCQYMG+bIEIiKp+Tz4iYjIvzi5TkQkGQY/EZFkGPxERJJh8BMRSYY3YhHo3LlzmDx5MkaMGAGXywWFQoGEhAQAwJw5cx75+hs3bmD//v2YNGmS6FKlVVpaitraWjgcDiiVSixcuBAjRowQvl+9Xo+ZM2ciPj5e+L5ksnbtWhw7dgwmkwnt7e0YMGAATp06hZ/85Cf44IMP7vrdkpIS/OY3v0H//v0f2N706dOxYcMGPP/886JL9ykGv2AxMTFe353pxIkT2LdvH4NfkK+//hr79u1DZWUlgNt/74KCAuzatcvPlZG38vPzAQCff/45mpubodfrUVdXh23btt33u4sWLfJ1eU8NBr9g954tW1dXh8rKSqxfvx5jx46FVqvFkCFDEBcXh61btyIsLAz9+vXD+vXrsWXLFjQ1NWH79u2YNm2an44geEVGRuLChQvYsWMHEhMTMWzYMGzfvh1fffUVVq5cCQDo3bs3Vq9ejcjISKxYsQJHjhyBw+FAXl4efvazn2Ht2rUwGo1QKBSYNGkSsrKysGjRIoSFheHcuXMwmUxYs2YNhg8fjoqKCuzYsQPPPvssrl696uejl0tzczPefPNNXLlyBWPHjsXcuXORlZWF5cuXY8+ePTh8+DBu3ryJVatWYffu3Thw4AD69++P69ev+7t0IRj8gp06dQrZ2dnuqZ5p06ZBoVAAAC5cuIDdu3dDo9Fg3rx5mDVrFl599VXs3r0bVqsVs2fPxrZt2xj6gjz33HP4wx/+AIPBgE2bNiEiIgJvv/02PvnkE6xevRparRY7duzA1q1bMWrUKFy/fh3bt2+H2WzGp59+CqVSiXPnzuEvf/kLHA4HMjIy8OMf/xgAMGDAACxfvhzbt2/Htm3bkJeXh7KyMuzZswcAkJaW5s9Dl47dbsfmzZvhcDjcwX8nrVaLxYsX49ixYzAajdi5cycsFgtSU1P9VLFYDH7B7p3qqaurc2/36dMHGo0GwO2PnVu2bIHBYIBWq0VKSorPa5VNS0sL1Go1Vq9eDQA4fvw4Zs2aBZvNhuLiYgCAw+FAdHQ0mpub8corrwC4vSjb7373O3zyySfuS+JDQ0Px8ssv49SpUwCA4cOHAwD69++P//3vf2hpacHQoUMRGnr7v9yoUaN8eqyyi4mJQWhoKEJDQxESEnLf852rB5w5cwYjR44EcPsTYUxMjE/r9BWe1SPYwy6M7hz5A3CPCg0GA5xOJ/75z39CqVSio6PDF2VKqampCcuXL4fdbgcAREdHQ6PRIDo6GuvWrUNZWRkWLFjgnpI7cuQIAMBsNiMnJwdDhgxxryVlt9tx+PBhd4Dc2bedbZ88eRI2mw0dHR1obGz04ZHSvf1xr86FIocMGeLu55s3b7rfyIMNR/yCPeofXKeXX34Zv/3tb6FWq6FWqzF27Fi0t7fj5MmTKCsrE7Z8rMzGjx+P06dPY+rUqVCr1XA6nVi4cCG+//3v491330VHRweUSiVWrVqF6OhoHDx4EOnp6XA6nZg7dy5++tOf4r///S9mzJgBu92OiRMnukf69+rTpw9yc3Mxffp09OnTB2q12sdHS/fq6v/msGHDkJiYiLS0NDz77LOIioryQ2Xica0eIiLJcKqHiEgyDH4iIskw+ImIJMPgJyKSDIOfiEgyDH4iIskw+IkeISsrC/X19f4ug6jbMPiJiCTDK3eJ7vH++++juroaYWFh+NWvfuV+vKOjA8uWLcPJkydx5coVDBo0CB999BFsNhveeecdmEwmAMDcuXMxduxYfPrpp9i1axdCQkIwatQo9/o/RP7G4Ce6wz/+8Q98+eWX2LNnD+x2O2bOnAmbzQYAOHz4MFQqFSorK+FyuZCdnY0vvvgCVqsVAwYMwJYtW/D111+jqqoKSUlJKC0txYEDB6BUKrF8+XJcunQJ/fr18/MREjH4ie5SX1+PCRMmuFdy3LVrF7KysgAAOp0OvXv3RkVFBZqbm9HS0gKr1Yof/vCH2LBhAy5cuIDk5GTMmTMHISEh+NGPfoS0tDSMGzcOGRkZDH16anCOn+gOncsmdzp79iza2toAAPv27cOCBQugVquRlpYGnU4H4PbKm3//+98xefJkHDp0CFOnTgUAbNq0yT29k5OTg0OHDvnwSIgejMFPdIf4+Hjs3bsXDocDbW1tyM3NxaVLlwAABw8exMSJE/GLX/wCffr0QX19PTo6OlBRUYEPP/wQP//5z/Hee+/h6tWruHbtGiZMmIChQ4ciLy8PY8aMQVNTk5+Pjug2rs5JdI+NGzfiX//6FwAgIyMDf/vb35CXl4devXrhnXfeQVhYGFQqFfr16wetVotZs2ZBr9fj/PnzCAsLQ1paGjIyMvCnP/0J27ZtQ0REBJ5//nmsXbsWPXr08PPRETH4iYikw6keIiLJMPiJiCTD4CcikgyDn4hIMgx+IiLJMPiJiCTD4CcikgyDn4hIMv8P9qlbLeIn4+kAAAAASUVORK5CYII=", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_21408\\173160962.py:1: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n", + " sns.swarmplot(x='class',y='age',data=titanic,palette='rainbow')\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\USER\\AppData\\Roaming\\Python\\Python311\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 15.2% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "data": { + 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", 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", 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", 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "ename": "ValueError", + "evalue": "could not convert string to float: 'male'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[19], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m sns\u001b[39m.\u001b[39mheatmap(titanic\u001b[39m.\u001b[39;49mcorr(),cmap\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mcoolwarm\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m 2\u001b[0m plt\u001b[39m.\u001b[39mtitle(\u001b[39m'\u001b[39m\u001b[39mtitanic.corr()\u001b[39m\u001b[39m'\u001b[39m)\n", + "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python311\\site-packages\\pandas\\core\\frame.py:10054\u001b[0m, in \u001b[0;36mDataFrame.corr\u001b[1;34m(self, method, min_periods, numeric_only)\u001b[0m\n\u001b[0;32m 10052\u001b[0m cols \u001b[39m=\u001b[39m data\u001b[39m.\u001b[39mcolumns\n\u001b[0;32m 10053\u001b[0m idx \u001b[39m=\u001b[39m cols\u001b[39m.\u001b[39mcopy()\n\u001b[1;32m> 10054\u001b[0m mat \u001b[39m=\u001b[39m data\u001b[39m.\u001b[39;49mto_numpy(dtype\u001b[39m=\u001b[39;49m\u001b[39mfloat\u001b[39;49m, na_value\u001b[39m=\u001b[39;49mnp\u001b[39m.\u001b[39;49mnan, copy\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m)\n\u001b[0;32m 10056\u001b[0m \u001b[39mif\u001b[39;00m method \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mpearson\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m 10057\u001b[0m correl \u001b[39m=\u001b[39m libalgos\u001b[39m.\u001b[39mnancorr(mat, minp\u001b[39m=\u001b[39mmin_periods)\n", + "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python311\\site-packages\\pandas\\core\\frame.py:1837\u001b[0m, in \u001b[0;36mDataFrame.to_numpy\u001b[1;34m(self, dtype, copy, na_value)\u001b[0m\n\u001b[0;32m 1835\u001b[0m \u001b[39mif\u001b[39;00m dtype \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m 1836\u001b[0m dtype \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mdtype(dtype)\n\u001b[1;32m-> 1837\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_mgr\u001b[39m.\u001b[39;49mas_array(dtype\u001b[39m=\u001b[39;49mdtype, copy\u001b[39m=\u001b[39;49mcopy, na_value\u001b[39m=\u001b[39;49mna_value)\n\u001b[0;32m 1838\u001b[0m \u001b[39mif\u001b[39;00m result\u001b[39m.\u001b[39mdtype \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m dtype:\n\u001b[0;32m 1839\u001b[0m result \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray(result, dtype\u001b[39m=\u001b[39mdtype, copy\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m)\n", + "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python311\\site-packages\\pandas\\core\\internals\\managers.py:1732\u001b[0m, in \u001b[0;36mBlockManager.as_array\u001b[1;34m(self, dtype, copy, na_value)\u001b[0m\n\u001b[0;32m 1730\u001b[0m arr\u001b[39m.\u001b[39mflags\u001b[39m.\u001b[39mwriteable \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n\u001b[0;32m 1731\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m-> 1732\u001b[0m arr \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_interleave(dtype\u001b[39m=\u001b[39;49mdtype, na_value\u001b[39m=\u001b[39;49mna_value)\n\u001b[0;32m 1733\u001b[0m \u001b[39m# The underlying data was copied within _interleave, so no need\u001b[39;00m\n\u001b[0;32m 1734\u001b[0m \u001b[39m# to further copy if copy=True or setting na_value\u001b[39;00m\n\u001b[0;32m 1736\u001b[0m \u001b[39mif\u001b[39;00m na_value \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m lib\u001b[39m.\u001b[39mno_default:\n", + "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python311\\site-packages\\pandas\\core\\internals\\managers.py:1794\u001b[0m, in \u001b[0;36mBlockManager._interleave\u001b[1;34m(self, dtype, na_value)\u001b[0m\n\u001b[0;32m 1792\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 1793\u001b[0m arr \u001b[39m=\u001b[39m blk\u001b[39m.\u001b[39mget_values(dtype)\n\u001b[1;32m-> 1794\u001b[0m result[rl\u001b[39m.\u001b[39;49mindexer] \u001b[39m=\u001b[39m arr\n\u001b[0;32m 1795\u001b[0m itemmask[rl\u001b[39m.\u001b[39mindexer] \u001b[39m=\u001b[39m \u001b[39m1\u001b[39m\n\u001b[0;32m 1797\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m itemmask\u001b[39m.\u001b[39mall():\n", + "\u001b[1;31mValueError\u001b[0m: could not convert string to float: 'male'" + ] + } + ], + "source": [ + "sns.heatmap(titanic.corr(),cmap='coolwarm')\n", + "plt.title('titanic.corr()')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(data=titanic,col='sex')\n", + "g.map(plt.hist,'age')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Great Job!\n", + "\n", + "### That is it for now! We'll see a lot more of seaborn practice problems in the machine learning section!" + ] + } + ], + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 1feebb62e9f443c42cc20a441420ed18492e9731 Mon Sep 17 00:00:00 2001 From: Adwait1609 <121342270+Adwait1609@users.noreply.github.com> Date: Sun, 18 Jun 2023 18:44:28 +0530 Subject: [PATCH 3/3] submission by 220084_Adwait_Assignment3 --- ...220084_Adwait(ex linear regression).ipynb | 1104 +++++++++++++++++ ...20084_Adwait(ex logistic regression).ipynb | 767 ++++++++++++ 2 files changed, 1871 insertions(+) create mode 100644 Assignment 3/220084_Adwait(ex linear regression).ipynb create mode 100644 Assignment 3/220084_Adwait(ex logistic regression).ipynb diff --git a/Assignment 3/220084_Adwait(ex linear regression).ipynb b/Assignment 3/220084_Adwait(ex linear regression).ipynb new file mode 100644 index 0000000..793d933 --- /dev/null +++ b/Assignment 3/220084_Adwait(ex linear regression).ipynb @@ -0,0 +1,1104 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Linear Regression Project - Solutions\n", + "\n", + "Congratulations! You just got some contract work with an Ecommerce company based in New York City that sells clothing online but they also have in-store style and clothing advice sessions. Customers come in to the store, have sessions/meetings with a personal stylist, then they can go home and order either on a mobile app or website for the clothes they want.\n", + "\n", + "The company is trying to decide whether to focus their efforts on their mobile app experience or their website. They've hired you on contract to help them figure it out! Let's get started!\n", + "\n", + "Just follow the steps below to analyze the customer data (it's fake, don't worry I didn't give you real credit card numbers or emails)." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports\n", + "**Import pandas, numpy, matplotlib,and seaborn. Then set %matplotlib inline \n", + "(You'll import sklearn as you need it.)**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get the Data\n", + "\n", + "We'll work with the Ecommerce Customers csv file from the company. It has Customer info, suchas Email, Address, and their color Avatar. Then it also has numerical value columns:\n", + "\n", + "* Avg. Session Length: Average session of in-store style advice sessions.\n", + "* Time on App: Average time spent on App in minutes\n", + "* Time on Website: Average time spent on Website in minutes\n", + "* Length of Membership: How many years the customer has been a member. \n", + "\n", + "**Read in the Ecommerce Customers csv file as a DataFrame called customers.**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "customers=pd.read_csv('Ecommerce Customers')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Check the head of customers, and check out its info() and describe() methods.**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0mstephenson@fernandez.com835 Frank Tunnel\\nWrightmouth, MI 82180-9605Violet34.49726812.65565139.5776684.082621587.951054
1hduke@hotmail.com4547 Archer Common\\nDiazchester, CA 06566-8576DarkGreen31.92627211.10946137.2689592.664034392.204933
2pallen@yahoo.com24645 Valerie Unions Suite 582\\nCobbborough, D...Bisque33.00091511.33027837.1105974.104543487.547505
3riverarebecca@gmail.com1414 David Throughway\\nPort Jason, OH 22070-1220SaddleBrown34.30555713.71751436.7212833.120179581.852344
4mstephens@davidson-herman.com14023 Rodriguez Passage\\nPort Jacobville, PR 3...MediumAquaMarine33.33067312.79518937.5366534.446308599.406092
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" + ], + "text/plain": [ + " Email \n", + "0 mstephenson@fernandez.com \\\n", + "1 hduke@hotmail.com \n", + "2 pallen@yahoo.com \n", + "3 riverarebecca@gmail.com \n", + "4 mstephens@davidson-herman.com \n", + "\n", + " Address Avatar \n", + "0 835 Frank Tunnel\\nWrightmouth, MI 82180-9605 Violet \\\n", + "1 4547 Archer Common\\nDiazchester, CA 06566-8576 DarkGreen \n", + "2 24645 Valerie Unions Suite 582\\nCobbborough, D... Bisque \n", + "3 1414 David Throughway\\nPort Jason, OH 22070-1220 SaddleBrown \n", + "4 14023 Rodriguez Passage\\nPort Jacobville, PR 3... MediumAquaMarine \n", + "\n", + " Avg. Session Length Time on App Time on Website Length of Membership \n", + "0 34.497268 12.655651 39.577668 4.082621 \\\n", + "1 31.926272 11.109461 37.268959 2.664034 \n", + "2 33.000915 11.330278 37.110597 4.104543 \n", + "3 34.305557 13.717514 36.721283 3.120179 \n", + "4 33.330673 12.795189 37.536653 4.446308 \n", + "\n", + " Yearly Amount Spent \n", + "0 587.951054 \n", + "1 392.204933 \n", + "2 487.547505 \n", + "3 581.852344 \n", + "4 599.406092 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customers.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Session Length Time on App Time on Website \n", + "count 500.000000 500.000000 500.000000 \\\n", + "mean 33.053194 12.052488 37.060445 \n", + "std 0.992563 0.994216 1.010489 \n", + "min 29.532429 8.508152 33.913847 \n", + "25% 32.341822 11.388153 36.349257 \n", + "50% 33.082008 11.983231 37.069367 \n", + "75% 33.711985 12.753850 37.716432 \n", + "max 36.139662 15.126994 40.005182 \n", + "\n", + " Length of Membership Yearly Amount Spent \n", + "count 500.000000 500.000000 \n", + "mean 3.533462 499.314038 \n", + "std 0.999278 79.314782 \n", + "min 0.269901 256.670582 \n", + "25% 2.930450 445.038277 \n", + "50% 3.533975 498.887875 \n", + "75% 4.126502 549.313828 \n", + "max 6.922689 765.518462 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customers.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 500 entries, 0 to 499\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Email 500 non-null object \n", + " 1 Address 500 non-null object \n", + " 2 Avatar 500 non-null object \n", + " 3 Avg. Session Length 500 non-null float64\n", + " 4 Time on App 500 non-null float64\n", + " 5 Time on Website 500 non-null float64\n", + " 6 Length of Membership 500 non-null float64\n", + " 7 Yearly Amount Spent 500 non-null float64\n", + "dtypes: float64(5), object(3)\n", + "memory usage: 31.4+ KB\n" + ] + } + ], + "source": [ + "customers.info()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exploratory Data Analysis\n", + "\n", + "**Let's explore the data!**\n", + "\n", + "For the rest of the exercise we'll only be using the numerical data of the csv file.\n", + "___\n", + "**Use seaborn to create a jointplot to compare the Time on Website and Yearly Amount Spent columns. Does the correlation make sense?**" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "joint_plot = sns.jointplot(x='Time on Website',y='Yearly Amount Spent',data=customers)\n", + "joint_plot.ax_joint.scatter(customers[\"Time on Website\"], customers[\"Yearly Amount Spent\"], color=\"darkgrey\", facecolors=\"darkgrey\", edgecolors=\"black\", linewidths=1.5)\n", + "joint_plot.ax_marg_x.hist(customers[\"Time on Website\"], color=\"grey\", edgecolor=\"white\", linewidth=1.5)\n", + "joint_plot.ax_marg_y.hist(customers[\"Yearly Amount Spent\"], color=\"grey\", edgecolor=\"white\", linewidth=1.5,orientation=\"horizontal\")\n", + "joint_plot.ax_joint.grid(True, zorder=0)\n", + "joint_plot.ax_marg_x.grid(True)\n", + "joint_plot.ax_marg_y.grid(True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x='Time on Website',y='Yearly Amount Spent',data=customers,kind='scatter',color='grey')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#The correlation makes no sense." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Do the same but with the Time on App column instead.**" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "joint_plot = sns.jointplot(x='Time on App',y='Yearly Amount Spent',data=customers)\n", + "joint_plot.ax_joint.scatter(customers[\"Time on App\"], customers[\"Yearly Amount Spent\"], color=\"black\", facecolors=\"black\", edgecolors=\"white\", linewidths=1.5)\n", + "joint_plot.ax_marg_x.hist(customers[\"Time on App\"], color=\"black\", edgecolor=\"white\", linewidth=1.5)\n", + "joint_plot.ax_marg_y.hist(customers[\"Yearly Amount Spent\"], color=\"black\", edgecolor=\"white\", linewidth=1.5,orientation=\"horizontal\")\n", + "joint_plot.ax_joint.grid(True, zorder=0)\n", + "joint_plot.ax_marg_x.grid(True)\n", + "joint_plot.ax_marg_y.grid(True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x='Time on App',y='Yearly Amount Spent',data=customers)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Use jointplot to create a 2D hex bin plot comparing Time on App and Length of Membership.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x='Time on App',y='Length of Membership',kind='hex',data=customers,color='blue')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Let's explore these types of relationships across the entire data set. Use [pairplot](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html#plotting-pairwise-relationships-with-pairgrid-and-pairplot) to recreate the plot below.(Don't worry about the the colors)**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(customers)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Based off this plot what looks to be the most correlated feature with Yearly Amount Spent?**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Length of Memebership" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create a linear model plot (using seaborn's lmplot) of Yearly Amount Spent vs. Length of Membership.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "sns.set(style='whitegrid')\n", + "sns.lmplot(data=customers,x='Length of Membership',y='Yearly Amount Spent', scatter_kws={\"color\": \"pink\", \"alpha\": 1.0, \"edgecolor\": \"black\"}, line_kws={\"color\": \"blue\"})\n" + ] + }, + { + "attachments": {}, + "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", + "**Set a variable X equal to the numerical features of the customers and a variable y equal to the \"Yearly Amount Spent\" column.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X =customers[['Avg. Session Length', 'Time on App', 'Time on Website',\n", + " 'Length of Membership', 'Yearly Amount Spent']]\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + " y = customers['Yearly Amount Spent'] " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Use model_selection.train_test_split from sklearn to split the data into training and testing sets. Set test_size=0.3 and random_state=101**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=101)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training the Model\n", + "\n", + "Now its time to train our model on our training data!\n", + "\n", + "**Import LinearRegression from sklearn.linear_model**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create an instance of a LinearRegression() model named lm.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lm = LinearRegression()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Train/fit lm on the training data.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lm.fit(X_train,y_train)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Print out the coefficients of the model**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficients: [-9.90230527e-15 -6.66133815e-15 1.28618904e-15 -1.10551759e-14\n", + " 1.00000000e+00]\n" + ] + } + ], + "source": [ + "print(\"Coefficients:\", lm.coef_)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Predicting Test Data\n", + "Now that we have fit our model, let's evaluate its performance by predicting off the test values!\n", + "\n", + "**Use lm.predict() to predict off the X_test set of the data.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "predictions=lm.predict(X_test)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create a scatterplot of the real test values versus the predicted values.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.ylim(300,700)\n", + "plt.xlim(300,700)\n", + "plt.xlabel('Y Test')\n", + "plt.ylabel('Predicted Y')\n", + "plt.scatter(y_test,predictions,color='grey',edgecolors='black')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evaluating the Model\n", + "\n", + "Let's evaluate our model performance by calculating the residual sum of squares and the explained variance score (R^2).\n", + "\n", + "**Calculate the Mean Absolute Error, Mean Squared Error, and the Root Mean Squared Error. Refer to the lecture or to Wikipedia for the formulas**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE: 5.2295945351943376e-14\n", + "MSE: 5.816113682013476e-27\n", + "RMSE: 7.626344918775623e-14\n" + ] + } + ], + "source": [ + "from sklearn import metrics\n", + "print('MAE:', metrics.mean_absolute_error(y_test, predictions))\n", + "print('MSE:', metrics.mean_squared_error(y_test, predictions))\n", + "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Residuals\n", + "\n", + "You should have gotten a very good model with a good fit. Let's quickly explore the residuals to make sure everything was okay with our data. \n", + "\n", + "**Plot a histogram of the residuals and make sure it looks normally distributed. Use either seaborn distplot, or just plt.hist().**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\USER\\AppData\\Local\\Temp\\ipykernel_25480\\850078953.py:1: UserWarning: \n", + "\n", + "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", + "\n", + "Please adapt your code to use either `displot` (a figure-level function with\n", + "similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "\n", + "For a guide to updating your code to use the new functions, please see\n", + "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", + "\n", + " sns.distplot((y_test-predictions),bins=50);\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot((y_test-predictions),bins=50);\n", + "# safe to ignore warning" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "We still want to figure out the answer to the original question, do we focus our efforst on mobile app or website development? Or maybe that doesn't even really matter, and Membership Time is what is really important. Let's see if we can interpret the coefficients at all to get an idea.\n", + "\n", + "**Recreate the dataframe below.**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Coefficient
Avg. Session Length-9.902305e-15
Time on App-6.661338e-15
Time on Website1.286189e-15
Length of Membership-1.105518e-14
Yearly Amount Spent1.000000e+00
\n", + "
" + ], + "text/plain": [ + " Coefficient\n", + "Avg. Session Length -9.902305e-15\n", + "Time on App -6.661338e-15\n", + "Time on Website 1.286189e-15\n", + "Length of Membership -1.105518e-14\n", + "Yearly Amount Spent 1.000000e+00" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coeff_df = pd.DataFrame(lm.coef_,X.columns,columns=['Coefficient'])\n", + "coeff_df" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**How can you interpret these coefficients?**" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Interpreting the coefficients:\n", + "\n", + "- Holding all other features fixed, a 1 unit increase in **Avg. Session Length** is associated with an **increase of 25.98 total dollars spent**.\n", + "- Holding all other features fixed, a 1 unit increase in **Time on App** is associated with an **increase of 38.59 total dollars spent**.\n", + "- Holding all other features fixed, a 1 unit increase in **Time on Website** is associated with an **increase of 0.19 total dollars spent**.\n", + "- Holding all other features fixed, a 1 unit increase in **Length of Membership** is associated with an **increase of 61.27 total dollars spent**." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Do you think the company should focus more on their mobile app or on their website?**" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "This is tricky, there are two ways to think about this: Develop the Website to catch up to the performance of the mobile app, or develop the app more since that is what is working better. This sort of answer really depends on the other factors going on at the company, you would probably want to explore the relationship between Length of Membership and the App or the Website before coming to a conclusion!\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Great Job!\n", + "\n", + "Congrats on your contract work! The company loved the insights! Let's move on." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Assignment 3/220084_Adwait(ex logistic regression).ipynb b/Assignment 3/220084_Adwait(ex logistic regression).ipynb new file mode 100644 index 0000000..0951166 --- /dev/null +++ b/Assignment 3/220084_Adwait(ex logistic regression).ipynb @@ -0,0 +1,767 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression Project - Solutions\n", + "\n", + "In this project we will be working with a fake advertising data set, indicating whether or not a particular internet user clicked on an Advertisement on a company website. We will try to create a model that will predict whether or not they will click on an ad based off the features of that user.\n", + "\n", + "This data set contains the following features:\n", + "\n", + "* 'Daily Time Spent on Site': consumer time on site in minutes\n", + "* 'Age': cutomer age in years\n", + "* 'Area Income': Avg. Income of geographical area of consumer\n", + "* 'Daily Internet Usage': Avg. minutes a day consumer is on the internet\n", + "* 'Ad Topic Line': Headline of the advertisement\n", + "* 'City': City of consumer\n", + "* 'Male': Whether or not consumer was male\n", + "* 'Country': Country of consumer\n", + "* 'Timestamp': Time at which consumer clicked on Ad or closed window\n", + "* 'Clicked on Ad': 0 or 1 indicated clicking on Ad\n", + "\n", + "## Import Libraries\n", + "\n", + "**Import a few libraries you think you'll need (Or just import them as you go along!)**" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Get the Data\n", + "**Read in the advertising.csv file and set it to a data frame called ad_data.**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "ad_data=pd.read_csv('advertising.csv')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Check the head of ad_data**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Daily Time Spent on SiteAgeArea IncomeDaily Internet UsageAd Topic LineCityMaleCountryTimestampClicked on Ad
068.953561833.90256.09Cloned 5thgeneration orchestrationWrightburgh0Tunisia2016-03-27 00:53:110
180.233168441.85193.77Monitored national standardizationWest Jodi1Nauru2016-04-04 01:39:020
269.472659785.94236.50Organic bottom-line service-deskDavidton0San Marino2016-03-13 20:35:420
374.152954806.18245.89Triple-buffered reciprocal time-frameWest Terrifurt1Italy2016-01-10 02:31:190
468.373573889.99225.58Robust logistical utilizationSouth Manuel0Iceland2016-06-03 03:36:180
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" + ], + "text/plain": [ + " Daily Time Spent on Site Age Area Income Daily Internet Usage \n", + "0 68.95 35 61833.90 256.09 \\\n", + "1 80.23 31 68441.85 193.77 \n", + "2 69.47 26 59785.94 236.50 \n", + "3 74.15 29 54806.18 245.89 \n", + "4 68.37 35 73889.99 225.58 \n", + "\n", + " Ad Topic Line City Male Country \n", + "0 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia \\\n", + "1 Monitored national standardization West Jodi 1 Nauru \n", + "2 Organic bottom-line service-desk Davidton 0 San Marino \n", + "3 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy \n", + "4 Robust logistical utilization South Manuel 0 Iceland \n", + "\n", + " Timestamp Clicked on Ad \n", + "0 2016-03-27 00:53:11 0 \n", + "1 2016-04-04 01:39:02 0 \n", + "2 2016-03-13 20:35:42 0 \n", + "3 2016-01-10 02:31:19 0 \n", + "4 2016-06-03 03:36:18 0 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad_data.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Use info and describe() on ad_data**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1000 entries, 0 to 999\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Daily Time Spent on Site 1000 non-null float64\n", + " 1 Age 1000 non-null int64 \n", + " 2 Area Income 1000 non-null float64\n", + " 3 Daily Internet Usage 1000 non-null float64\n", + " 4 Ad Topic Line 1000 non-null object \n", + " 5 City 1000 non-null object \n", + " 6 Male 1000 non-null int64 \n", + " 7 Country 1000 non-null object \n", + " 8 Timestamp 1000 non-null object \n", + " 9 Clicked on Ad 1000 non-null int64 \n", + "dtypes: float64(3), int64(3), object(4)\n", + "memory usage: 78.2+ KB\n" + ] + } + ], + "source": [ + "ad_data.info()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exploratory Data Analysis\n", + "\n", + "Let's use seaborn to explore the data!\n", + "\n", + "Try recreating the plots shown below!\n", + "\n", + "**Create a histogram of the Age**" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Age')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "ad_data['Age'].hist(bins=30)\n", + "plt.xlabel('Age')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create a jointplot showing Area Income versus Age.**" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 10., 30., 49., 61., 95., 162., 170., 212., 149., 62.]),\n", + " array([13996.5 , 20545.33, 27094.16, 33642.99, 40191.82, 46740.65,\n", + " 53289.48, 59838.31, 66387.14, 72935.97, 79484.8 ]),\n", + " )" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "joint_plot = sns.jointplot(x='Age',y='Area Income',data=ad_data)\n", + "joint_plot.ax_joint.scatter(ad_data[\"Age\"], ad_data[\"Area Income\"], color=\"violet\", facecolors=\"white\", edgecolors=\"violet\", linewidths=1.5)\n", + "joint_plot.ax_marg_x.hist(ad_data[\"Age\"], color=\"lightblue\", edgecolor=\"darkblue\", linewidth=1.5)\n", + "joint_plot.ax_marg_y.hist(ad_data[\"Area Income\"], color=\"lightblue\", edgecolor=\"darkblue\", linewidth=1.5,orientation=\"horizontal\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create a jointplot showing the kde distributions of Daily Time spent on site vs. Age.**" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x='Age',y='Daily Time Spent on Site',data=ad_data,color='red',kind='kde',fill=True);" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create a jointplot of 'Daily Time Spent on Site' vs. 'Daily Internet Usage'**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x='Daily Time Spent on Site',y='Daily Internet Usage',data=ad_data,color='green')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Finally, create a pairplot with the hue defined by the 'Clicked on Ad' column feature.**" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(ad_data,hue='Clicked on Ad',palette='bwr')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Logistic Regression\n", + "\n", + "Now it's time to do a train test split, and train our model!\n", + "\n", + "You'll have the freedom here to choose columns that you want to train on!" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Split the data into training set and testing set using train_test_split**" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "X = ad_data[['Daily Time Spent on Site', 'Age', 'Area Income','Daily Internet Usage', 'Male']]\n", + "y = ad_data['Clicked on Ad']\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Train and fit a logistic regression model on the training set.**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LogisticRegression()
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" + ], + "text/plain": [ + "LogisticRegression()" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "logmodel = LogisticRegression()\n", + "logmodel.fit(X_train,y_train)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Predictions and Evaluations\n", + "**Now predict values for the testing data.**" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "predictions = logmodel.predict(X_test)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create a classification report for the model.**" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import classification_report" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.86 0.96 0.91 162\n", + " 1 0.96 0.85 0.90 168\n", + "\n", + " accuracy 0.91 330\n", + " macro avg 0.91 0.91 0.91 330\n", + "weighted avg 0.91 0.91 0.91 330\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test,predictions))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Great Job!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}