From 4d389232b316e87a792fac279d4df98c089f6b8c Mon Sep 17 00:00:00 2001 From: LightPhoenixx <131589606+LightPhoenixx@users.noreply.github.com> Date: Thu, 25 May 2023 20:12:20 +0530 Subject: [PATCH 1/4] Add files via upload --- Assignment 1/220762_Pavi 1.ipynb | 610 +++++++++++++++++++++++ Assignment 1/220762_Pavi 2.ipynb | 799 +++++++++++++++++++++++++++++++ Assignment 1/220762_Pavi 3.ipynb | 702 +++++++++++++++++++++++++++ 3 files changed, 2111 insertions(+) create mode 100644 Assignment 1/220762_Pavi 1.ipynb create mode 100644 Assignment 1/220762_Pavi 2.ipynb create mode 100644 Assignment 1/220762_Pavi 3.ipynb diff --git a/Assignment 1/220762_Pavi 1.ipynb b/Assignment 1/220762_Pavi 1.ipynb new file mode 100644 index 0000000..b24d99a --- /dev/null +++ b/Assignment 1/220762_Pavi 1.ipynb @@ -0,0 +1,610 @@ +{ + "cells": [ + { + "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." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Import NumPy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of 10 zeros " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.zeros(10)" + ] + }, + { + "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)" + ] + }, + { + "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": [ + "5*np.ones(10)" + ] + }, + { + "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)" + ] + }, + { + "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)" + ] + }, + { + "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": [ + "np.arange(0,9).reshape(3,3)" + ] + }, + { + "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)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Use NumPy to generate a random number between 0 and 1" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.35717233508172386" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.rand()" + ] + }, + { + "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": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.36662984, 0.21896002, 2.37020236, -0.88641265, 0.77144623,\n", + " 0.31423603, -0.31956559, 1.27046393, -0.89223246, -0.8043319 ,\n", + " -0.70620284, -0.83423484, 1.18393372, -0.08612585, 1.81261966,\n", + " -1.028189 , -0.62894838, -0.40758238, 0.95975919, -0.37266226,\n", + " -1.09644405, 0.00652673, -0.05905254, -0.12421089, -0.68266121])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.randn(25)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create the following matrix:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "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 ],\n", + " [0.11, 0.12, 0.13, 0.14, 0.15, 0.16, 0.17, 0.18, 0.19, 0.2 ],\n", + " [0.21, 0.22, 0.23, 0.24, 0.25, 0.26, 0.27, 0.28, 0.29, 0.3 ],\n", + " [0.31, 0.32, 0.33, 0.34, 0.35, 0.36, 0.37, 0.38, 0.39, 0.4 ],\n", + " [0.41, 0.42, 0.43, 0.44, 0.45, 0.46, 0.47, 0.48, 0.49, 0.5 ],\n", + " [0.51, 0.52, 0.53, 0.54, 0.55, 0.56, 0.57, 0.58, 0.59, 0.6 ],\n", + " [0.61, 0.62, 0.63, 0.64, 0.65, 0.66, 0.67, 0.68, 0.69, 0.7 ],\n", + " [0.71, 0.72, 0.73, 0.74, 0.75, 0.76, 0.77, 0.78, 0.79, 0.8 ],\n", + " [0.81, 0.82, 0.83, 0.84, 0.85, 0.86, 0.87, 0.88, 0.89, 0.9 ],\n", + " [0.91, 0.92, 0.93, 0.94, 0.95, 0.96, 0.97, 0.98, 0.99, 1. ]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linspace(0.01,1,100).reshape(10,10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Create an array of 20 linearly spaced points between 0 and 1:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "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": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linspace(0, 1, 20)" + ] + }, + { + "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": 21, + "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": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat = np.arange(1,26).reshape(5,5)\n", + "mat" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[12, 13, 14, 15],\n", + " [17, 18, 19, 20],\n", + " [22, 23, 24, 25]])" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat[2:,1:]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat[3,4]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 2],\n", + " [ 7],\n", + " [12]])" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat[0:3,1:2]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([21, 22, 23, 24, 25])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat[4]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[16, 17, 18, 19, 20],\n", + " [21, 22, 23, 24, 25]])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat[3:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now do the following" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get the sum of all the values in mat" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "325" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(mat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get the standard deviation of the values in mat" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7.211102550927978" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat.std()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get the sum of all the columns in mat" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([55, 60, 65, 70, 75])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat.sum(axis = 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Assignment 1/220762_Pavi 2.ipynb b/Assignment 1/220762_Pavi 2.ipynb new file mode 100644 index 0000000..26844c3 --- /dev/null +++ b/Assignment 1/220762_Pavi 2.ipynb @@ -0,0 +1,799 @@ +{ + "cells": [ + { + "attachments": {}, + "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." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Import pandas as pd.**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Read Salaries.csv as a dataframe called sal.**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sal = pd.read_csv('Salaries.csv')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Check the head of the DataFrame. **" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "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", + " \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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdEmployeeNameJobTitleBasePayOvertimePayOtherPayBenefitsTotalPayTotalPayBenefitsYearNotesAgencyStatus
01NATHANIEL FORDGENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY167411.180.00400184.25NaN567595.43567595.432011NaNSan FranciscoNaN
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
\n", + "
" + ], + "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": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Use the .info() method to find out how many entries there are.**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "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()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**What is the average BasePay ?**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "66325.4488404877" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal['BasePay'].mean()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the highest amount of OvertimePay in the dataset ? **" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "245131.88" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal['OvertimePay'].max()" + ] + }, + { + "attachments": {}, + "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": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24 CAPTAIN, FIRE SUPPRESSION\n", + "Name: JobTitle, dtype: object" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[sal['EmployeeName'] == 'JOSEPH DRISCOLL']['JobTitle']" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How much does JOSEPH DRISCOLL make (including benefits)? **" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "24 270324.91\n", + "Name: TotalPayBenefits, dtype: float64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[sal['EmployeeName'] == 'JOSEPH DRISCOLL']['TotalPayBenefits']" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the name of highest paid person (including benefits)?**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdEmployeeNameJobTitleBasePayOvertimePayOtherPayBenefitsTotalPayTotalPayBenefitsYearNotesAgencyStatus
01NATHANIEL FORDGENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY167411.180.0400184.25NaN567595.43567595.432011NaNSan FranciscoNaN
\n", + "
" + ], + "text/plain": [ + " Id EmployeeName JobTitle \n", + "0 1 NATHANIEL FORD GENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY \\\n", + "\n", + " BasePay OvertimePay OtherPay Benefits TotalPay TotalPayBenefits \n", + "0 167411.18 0.0 400184.25 NaN 567595.43 567595.43 \\\n", + "\n", + " Year Notes Agency Status \n", + "0 2011 NaN San Francisco NaN " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[sal['TotalPayBenefits'].max() == sal['TotalPayBenefits']]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the name of lowest paid person (including benefits)? Do you notice something strange about how much he or she is paid?**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdEmployeeNameJobTitleBasePayOvertimePayOtherPayBenefitsTotalPayTotalPayBenefitsYearNotesAgencyStatus
148653148654Joe LopezCounselor, Log Cabin Ranch0.00.0-618.130.0-618.13-618.132014NaNSan FranciscoNaN
\n", + "
" + ], + "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": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal[sal['TotalPayBenefits'].min() == sal['TotalPayBenefits']]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What was the average (mean) BasePay of all employees per year? (2011-2014) ? **" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal.groupby('Year')['BasePay'].mean()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many unique job titles are there? **" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2159" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal['JobTitle'].nunique()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What are the top 5 most common jobs? **" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "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": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sal['JobTitle'].value_counts().head(5)" + ] + }, + { + "attachments": {}, + "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": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "202" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "attachments": {}, + "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": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "477" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Bonus: Is there a correlation between length of the Job Title string and Salary? **" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 23, + "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", + "
title_lenTotalPayBenefits
title_len1.000000-0.036878
TotalPayBenefits-0.0368781.000000
\n", + "
" + ], + "text/plain": [ + " title_len TotalPayBenefits\n", + "title_len 1.000000 -0.036878\n", + "TotalPayBenefits -0.036878 1.000000" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Assignment 1/220762_Pavi 3.ipynb b/Assignment 1/220762_Pavi 3.ipynb new file mode 100644 index 0000000..b72eda5 --- /dev/null +++ b/Assignment 1/220762_Pavi 3.ipynb @@ -0,0 +1,702 @@ +{ + "cells": [ + { + "attachments": {}, + "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": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "ecom = pd.read_csv('Ecommerce Purchases')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Check the head of the DataFrame.**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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", + " \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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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
\n", + "
" + ], + "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": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many rows and columns are there? **" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "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()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the average Purchase Price? **" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "50.347302" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Purchase Price'].mean()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What were the highest and lowest purchase prices? **" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "99.99" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Purchase Price'].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Purchase Price'].min()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many people have English 'en' as their Language of choice on the website? **" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[ecom['Language'] == 'en'].count()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** How many people have the job title of \"Lawyer\" ? **\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 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()" + ] + }, + { + "attachments": {}, + "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": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AM or PM\n", + "PM 5068\n", + "AM 4932\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['AM or PM'].value_counts()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What are the 5 most common Job Titles? **" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Job\n", + "Interior and spatial designer 31\n", + "Lawyer 30\n", + "Social researcher 28\n", + "Purchasing manager 27\n", + "Designer, jewellery 27\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Job'].value_counts().head(5)" + ] + }, + { + "attachments": {}, + "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": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "513 75.1\n", + "Name: Purchase Price, dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[ecom['Lot'] == '90 WT']['Purchase Price']" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** What is the email of the person with the following Credit Card Number: 4926535242672853 **" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1234 bondellen@williams-garza.com\n", + "Name: Email, dtype: object" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[ecom['Credit Card'] == 4926535242672853]['Email']" + ] + }, + { + "attachments": {}, + "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": 26, + "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": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom[(ecom['CC Provider'] == 'American Express') & (ecom['Purchase Price'] > 95)].count()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "** Hard: How many people have a credit card that expires in 2025? **" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1033" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(ecom['CC Exp Date'].apply(lambda x : x[3:]) == '25')" + ] + }, + { + "attachments": {}, + "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": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Email\n", + "hotmail.com 1638\n", + "yahoo.com 1616\n", + "gmail.com 1605\n", + "smith.com 42\n", + "williams.com 37\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecom['Email'].apply(lambda x : x.split('@')[1]).value_counts().head(5)" + ] + }, + { + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 72427c67083eeedc9fffd5a744fc3dcb6ccf0c07 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C2=96LightPhoenixx?= Date: Fri, 2 Jun 2023 17:41:02 +0530 Subject: [PATCH 2/4] add --- Assignment 2/02-Matplotlib Exercises.ipynb | 364 +++++++++++++++++++++ 1 file changed, 364 insertions(+) create mode 100644 Assignment 2/02-Matplotlib Exercises.ipynb diff --git a/Assignment 2/02-Matplotlib Exercises.ipynb b/Assignment 2/02-Matplotlib Exercises.ipynb new file mode 100644 index 0000000..d62c74a --- /dev/null +++ b/Assignment 2/02-Matplotlib Exercises.ipynb @@ -0,0 +1,364 @@ +{ + "cells": [ + { + "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": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "x = np.arange(0,100)\n", + "y = x*2\n", + "z = x**2" + ] + }, + { + "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": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "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": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'title')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "axes = fig.add_axes([0 , 0 , 1 , 1])\n", + "axes.plot(x , y , 'b')\n", + "axes.set_xlabel('x')\n", + "axes.set_ylabel('y')\n", + "axes.set_title('title')" + ] + }, + { + "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": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "\n", + "axes1 = fig.add_axes([0 , 0 , 1 , 1])\n", + "axes2 = fig.add_axes([0.2 , 0.5 , 0.2 , 0.2]) " + ] + }, + { + "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": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "axes1.plot(x,y,'r')\n", + "axes1.set_xlabel('x')\n", + "axes1.set_ylabel('y')\n", + "\n", + "\n", + "axes2.plot(x,y,'r')\n", + "axes2.set_xlabel('x')\n", + "axes2.set_ylabel('y')\n", + "fig" + ] + }, + { + "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": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "newfig = plt.figure()\n", + "axes1 = newfig.add_axes([0 , 0 , 1 , 1])\n", + "axes2 = newfig.add_axes([0.2 , 0.5 , 0.4 , 0.4])" + ] + }, + { + "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": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "axes1.plot(x,z,'b')\n", + "axes1.set_xlabel('X')\n", + "axes1.set_ylabel('Z')\n", + "\n", + "axes2.plot(x,y,'b')\n", + "axes2.set_xlabel('X')\n", + "axes2.set_ylabel('Y')\n", + "axes2.set_xlim([20,22])\n", + "axes2.set_ylim([30,50])\n", + "axes2.set_title('zoom')\n", + "newfig" + ] + }, + { + "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": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig , axes = plt.subplots(nrows = 1 , ncols = 2)" + ] + }, + { + "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": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "axes[0].plot(x , y , 'b' , lw = 4 , ls = \"--\")\n", + "\n", + "axes[1].plot(x , z , 'r' , lw = 2)\n", + "\n", + "fig" + ] + }, + { + "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": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'z')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig , axes = plt.subplots(nrows = 1 , ncols = 2 , figsize = (11 , 2))\n", + "\n", + "axes[0].plot(x , y , 'b' , lw = 4)\n", + "axes[0].set_xlabel('x')\n", + "axes[0].set_ylabel('y')\n", + "\n", + "axes[1].plot(x , z , 'r' , lw = 2 , ls = \"--\")\n", + "axes[1].set_xlabel('x')\n", + "axes[1].set_ylabel('z')" + ] + }, + { + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From f4043ee698d176e2f985f5c577cdcf89810379c8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C2=96LightPhoenixx?= Date: Fri, 2 Jun 2023 21:38:56 +0530 Subject: [PATCH 3/4] add --- Assignment 2/07-Seaborn Exercises.ipynb | 706 ++++++++++++++++++++++++ 1 file changed, 706 insertions(+) create mode 100644 Assignment 2/07-Seaborn Exercises.ipynb diff --git a/Assignment 2/07-Seaborn Exercises.ipynb b/Assignment 2/07-Seaborn Exercises.ipynb new file mode 100644 index 0000000..5a843d0 --- /dev/null +++ b/Assignment 2/07-Seaborn Exercises.ipynb @@ -0,0 +1,706 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Seaborn Exercises\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Data\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_style('whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "titanic = sns.load_dataset('titanic')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "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", + " \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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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()" + ] + }, + { + "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": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.jointplot(x = 'fare' , y = 'age' , data = titanic , kind = \"scatter\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x = 'fare' , y = 'age' , data = titanic , kind = \"scatter\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.displot(titanic['fare'] , color = \"red\" , kde = False , bins = 28)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(titanic['fare'] , color = \"red\" , kde = 0 , bins = 28)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "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": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.boxplot(x = \"class\" , y = \"age\" , data = titanic , palette = \"rainbow\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x = \"class\" , y = \"age\" , data = titanic , palette = \"rainbow\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\agarw\\AppData\\Local\\Temp\\ipykernel_37360\\507506318.py:5: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n", + " sns.swarmplot(x = \"class\" , y = \"age\" , data = titanic , palette = \"Set2\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\agarw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\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": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.swarmplot(x = \"class\" , y = \"age\" , data = titanic , palette = \"Set2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\agarw\\AppData\\Local\\Temp\\ipykernel_37360\\3453080613.py:1: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n", + " sns.swarmplot(x = \"class\" , y = \"age\" , data = titanic , palette = \"Set2\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\agarw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\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": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.swarmplot(x = \"class\" , y = \"age\" , data = titanic , palette = \"Set2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "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": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "sns.countplot(x = \"sex\" , data = titanic)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x = \"sex\" , data = titanic)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "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[15], line 5\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# CODE HERE\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;66;03m# REPLICATE EXERCISE PLOT IMAGE BELOW\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# BE CAREFUL NOT TO OVERWRITE CELL BELOW\u001b[39;00m\n\u001b[0;32m 4\u001b[0m \u001b[38;5;66;03m# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\u001b[39;00m\n\u001b[1;32m----> 5\u001b[0m sns\u001b[38;5;241m.\u001b[39mheatmap(\u001b[43mtitanic\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcorr\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m , cmap \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcoolwarm\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtitanic.corr()\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\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[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mcolumns\n\u001b[0;32m 10053\u001b[0m idx \u001b[38;5;241m=\u001b[39m cols\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m> 10054\u001b[0m mat \u001b[38;5;241m=\u001b[39m \u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_numpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mfloat\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_value\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnan\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m 10056\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m method \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpearson\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m 10057\u001b[0m correl \u001b[38;5;241m=\u001b[39m libalgos\u001b[38;5;241m.\u001b[39mnancorr(mat, minp\u001b[38;5;241m=\u001b[39mmin_periods)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\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[38;5;28;01mif\u001b[39;00m dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 1836\u001b[0m dtype \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mdtype(dtype)\n\u001b[1;32m-> 1837\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mas_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_value\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mna_value\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1838\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m result\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m dtype:\n\u001b[0;32m 1839\u001b[0m result \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(result, dtype\u001b[38;5;241m=\u001b[39mdtype, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\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[38;5;241m.\u001b[39mflags\u001b[38;5;241m.\u001b[39mwriteable \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m 1731\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 1732\u001b[0m arr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_interleave\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_value\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mna_value\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1733\u001b[0m \u001b[38;5;66;03m# The underlying data was copied within _interleave, so no need\u001b[39;00m\n\u001b[0;32m 1734\u001b[0m \u001b[38;5;66;03m# to further copy if copy=True or setting na_value\u001b[39;00m\n\u001b[0;32m 1736\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m na_value \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m lib\u001b[38;5;241m.\u001b[39mno_default:\n", + "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\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[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1793\u001b[0m arr \u001b[38;5;241m=\u001b[39m blk\u001b[38;5;241m.\u001b[39mget_values(dtype)\n\u001b[1;32m-> 1794\u001b[0m \u001b[43mresult\u001b[49m\u001b[43m[\u001b[49m\u001b[43mrl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindexer\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m arr\n\u001b[0;32m 1795\u001b[0m itemmask[rl\u001b[38;5;241m.\u001b[39mindexer] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m 1797\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m itemmask\u001b[38;5;241m.\u001b[39mall():\n", + "\u001b[1;31mValueError\u001b[0m: could not convert string to float: 'male'" + ] + } + ], + "source": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "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": 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": [ + "# CODE HERE\n", + "# REPLICATE EXERCISE PLOT IMAGE BELOW\n", + "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n", + "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n", + "gender = sns.FacetGrid(data = titanic , col = 'sex')\n", + "gender.map(plt.hist , 'age')" + ] + }, + { + "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": [ + "gender = sns.FacetGrid(data = titanic , col = 'sex')\n", + "gender.map(plt.hist , 'age')" + ] + }, + { + "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 (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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From dc563bbed8db22f6d5a8826d7e181c682d5dbb74 Mon Sep 17 00:00:00 2001 From: LightPhoenixx <131589606+LightPhoenixx@users.noreply.github.com> Date: Wed, 21 Jun 2023 01:04:01 +0530 Subject: [PATCH 4/4] Add files via upload --- .../01-Linear Regression Project.ipynb | 1068 +++++++++++++++++ .../02-Logistic Regression Project.ipynb | 779 ++++++++++++ 2 files changed, 1847 insertions(+) create mode 100644 Assignment 3/01-Linear Regression Project.ipynb create mode 100644 Assignment 3/02-Logistic Regression Project.ipynb diff --git a/Assignment 3/01-Linear Regression Project.ipynb b/Assignment 3/01-Linear Regression Project.ipynb new file mode 100644 index 0000000..31cd871 --- /dev/null +++ b/Assignment 3/01-Linear Regression Project.ipynb @@ -0,0 +1,1068 @@ +{ + "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": 41, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\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": 42, + "metadata": {}, + "outputs": [], + "source": [ + "customers = pd.read_csv('Ecommerce Customers.csv')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Check the head of customers, and check out its info() and describe() methods.**" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
EmailAddressAvatarAvg. Session LengthTime on AppTime on WebsiteLength of MembershipYearly Amount Spent
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
\n", + "
" + ], + "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": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customers.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Avg. Session LengthTime on AppTime on WebsiteLength of MembershipYearly Amount Spent
count500.000000500.000000500.000000500.000000500.000000
mean33.05319412.05248837.0604453.533462499.314038
std0.9925630.9942161.0104890.99927879.314782
min29.5324298.50815233.9138470.269901256.670582
25%32.34182211.38815336.3492572.930450445.038277
50%33.08200811.98323137.0693673.533975498.887875
75%33.71198512.75385037.7164324.126502549.313828
max36.13966215.12699440.0051826.922689765.518462
\n", + "
" + ], + "text/plain": [ + " Avg. 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": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customers.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "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": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "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 , color = \"grey\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Do the same but with the Time on App column instead.**" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "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 , color = 'grey')" + ] + }, + { + "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": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "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' , data = customers , kind = \"hex\" , 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": 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": [ + "sns.set_theme()\n", + "sns.pairplot(customers , diag_kws = {'alpha' : 1 , 'bins' : 10 , 'edgecolor' : 'black'})" + ] + }, + { + "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": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(customers['Yearly Amount Spent'])" + ] + }, + { + "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": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(y = 'Length of Membership' , x = 'Yearly Amount Spent' , data = customers , palette = 'Set2')" + ] + }, + { + "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": 52, + "metadata": {}, + "outputs": [], + "source": [ + "x = customers[['Avg. Session Length' , 'Time on App' , 'Time on Website' , 'Length of Membership']]" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "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": 54, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "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": 56, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create an instance of a LinearRegression() model named lm.**" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "lm = LinearRegression()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Train/fit lm on the training data.**" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "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": 58, + "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": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[25.98154972 38.59015875 0.19040528 61.27909654]\n" + ] + } + ], + "source": [ + "print(lm.coef_)" + ] + }, + { + "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": 60, + "metadata": {}, + "outputs": [], + "source": [ + "prediction = 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": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Predicted Y')" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(y_test,prediction)\n", + "plt.xlabel('Y Test')\n", + "plt.ylabel('Predicted Y')" + ] + }, + { + "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": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAE: 7.228148653430847\n", + "MSE: 79.81305165097474\n", + "RMSE: 8.93381506697865\n" + ] + } + ], + "source": [ + "from sklearn import metrics\n", + "print('MAE:' , metrics.mean_absolute_error(y_test , prediction))\n", + "print('MSE:' , metrics.mean_squared_error(y_test , prediction))\n", + "print('RMSE:' , np.sqrt(metrics.mean_squared_error(y_test , prediction)))" + ] + }, + { + "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": 63, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\agarw\\AppData\\Local\\Temp\\ipykernel_5880\\1747746019.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-prediction) , bins = 50)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot((y_test-prediction) , 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": 64, + "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", + "
Coefficient
Avg. Session Length25.981550
Time on App38.590159
Time on Website0.190405
Length of Membership61.279097
\n", + "
" + ], + "text/plain": [ + " Coefficient\n", + "Avg. Session Length 25.981550\n", + "Time on App 38.590159\n", + "Time on Website 0.190405\n", + "Length of Membership 61.279097" + ] + }, + "execution_count": 64, + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Assignment 3/02-Logistic Regression Project.ipynb b/Assignment 3/02-Logistic Regression Project.ipynb new file mode 100644 index 0000000..b40786c --- /dev/null +++ b/Assignment 3/02-Logistic Regression Project.ipynb @@ -0,0 +1,779 @@ +{ + "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": 21, + "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": 22, + "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": 23, + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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
\n", + "
" + ], + "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": 23, + "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": 24, + "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: 78.3+ 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": 25, + "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", + " \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", + " \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", + "
Daily Time Spent on SiteAgeArea IncomeDaily Internet UsageMaleClicked on Ad
count1000.0000001000.0000001000.0000001000.0000001000.0000001000.00000
mean65.00020036.00900055000.000080180.0001000.4810000.50000
std15.8536158.78556213414.63402243.9023390.4998890.50025
min32.60000019.00000013996.500000104.7800000.0000000.00000
25%51.36000029.00000047031.802500138.8300000.0000000.00000
50%68.21500035.00000057012.300000183.1300000.0000000.50000
75%78.54750042.00000065470.635000218.7925001.0000001.00000
max91.43000061.00000079484.800000269.9600001.0000001.00000
\n", + "
" + ], + "text/plain": [ + " Daily Time Spent on Site Age Area Income \n", + "count 1000.000000 1000.000000 1000.000000 \\\n", + "mean 65.000200 36.009000 55000.000080 \n", + "std 15.853615 8.785562 13414.634022 \n", + "min 32.600000 19.000000 13996.500000 \n", + "25% 51.360000 29.000000 47031.802500 \n", + "50% 68.215000 35.000000 57012.300000 \n", + "75% 78.547500 42.000000 65470.635000 \n", + "max 91.430000 61.000000 79484.800000 \n", + "\n", + " Daily Internet Usage Male Clicked on Ad \n", + "count 1000.000000 1000.000000 1000.00000 \n", + "mean 180.000100 0.481000 0.50000 \n", + "std 43.902339 0.499889 0.50025 \n", + "min 104.780000 0.000000 0.00000 \n", + "25% 138.830000 0.000000 0.00000 \n", + "50% 183.130000 0.000000 0.50000 \n", + "75% 218.792500 1.000000 1.00000 \n", + "max 269.960000 1.000000 1.00000 " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad_data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Age')" + ] + }, + "execution_count": 26, + "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": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x = 'Age' , y = 'Area Income' , data = ad_data)" + ] + }, + { + "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": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\agarw\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\distributions.py:1185: UserWarning: The following kwargs were not used by contour: 'shape'\n", + " cset = contour_func(\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "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' , shape = 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": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "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": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data = ad_data , hue = 'Clicked on Ad' , palette = 'bwr')\n" + ] + }, + { + "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": 31, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "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']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "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": [ + "**Train and fit a logistic regression model on the training set.**" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LogisticRegression()
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": [ + "LogisticRegression()" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = LogisticRegression()\n", + "model.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": 36, + "metadata": {}, + "outputs": [], + "source": [ + "prediction = model.predict(X_test)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Create a classification report for the model.**" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import classification_report" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 0.91 0.95 0.93 157\n", + " 1 0.94 0.90 0.92 143\n", + "\n", + " accuracy 0.93 300\n", + " macro avg 0.93 0.93 0.93 300\n", + "weighted avg 0.93 0.93 0.93 300\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test,prediction))" + ] + }, + { + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}