student-performance-in-exams.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EXPLORATORY DATA ANALYSIS\n",
    "by [Iqrar Agalosi Nureyza](https://www.kaggle.com/iqrar99)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hello Everyone! I'm a student and I try my best to do data analysis. This Student Performance Dataset is a very good dataset to sharper your analysis skill. I hope you can understand my analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Table of Contents**\n",
    "1. [Basic Analysis](#1)\n",
    "    * [Frequency](#2)\n",
    "    * [Male vs Female](#MF)\n",
    "    * [Top 30 Students](#T)\n",
    "2. [Data Visualisation](#3)\n",
    "    * [Count Plot](#4)\n",
    "    * [Swarm Plot](#5)\n",
    "    * [Scatter Plot and Hexbin Plot](#6)\n",
    "    * [Pie Plot](#7)\n",
    "    * [Histogram](#8)\n",
    "    * [Heatmap](#9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [],
   "source": [
    "#importing all important packages\n",
    "import numpy as np #linear algebra\n",
    "import pandas as pd #data processing\n",
    "import matplotlib.pyplot as plt #data visualisation\n",
    "import seaborn as sns #data visualisation\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>race/ethnicity</th>\n",
       "      <th>parental level of education</th>\n",
       "      <th>lunch</th>\n",
       "      <th>test preparation course</th>\n",
       "      <th>math score</th>\n",
       "      <th>reading score</th>\n",
       "      <th>writing score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>female</td>\n",
       "      <td>group C</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>69</td>\n",
       "      <td>90</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>master's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>male</td>\n",
       "      <td>group A</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>none</td>\n",
       "      <td>47</td>\n",
       "      <td>57</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>male</td>\n",
       "      <td>group C</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>76</td>\n",
       "      <td>78</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>71</td>\n",
       "      <td>83</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>88</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>male</td>\n",
       "      <td>group B</td>\n",
       "      <td>some college</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>none</td>\n",
       "      <td>40</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>male</td>\n",
       "      <td>group D</td>\n",
       "      <td>high school</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>completed</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>high school</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>none</td>\n",
       "      <td>38</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   gender race/ethnicity parental level of education         lunch  \\\n",
       "0  female        group B           bachelor's degree      standard   \n",
       "1  female        group C                some college      standard   \n",
       "2  female        group B             master's degree      standard   \n",
       "3    male        group A          associate's degree  free/reduced   \n",
       "4    male        group C                some college      standard   \n",
       "5  female        group B          associate's degree      standard   \n",
       "6  female        group B                some college      standard   \n",
       "7    male        group B                some college  free/reduced   \n",
       "8    male        group D                 high school  free/reduced   \n",
       "9  female        group B                 high school  free/reduced   \n",
       "\n",
       "  test preparation course  math score  reading score  writing score  \n",
       "0                    none          72             72             74  \n",
       "1               completed          69             90             88  \n",
       "2                    none          90             95             93  \n",
       "3                    none          47             57             44  \n",
       "4                    none          76             78             75  \n",
       "5                    none          71             83             78  \n",
       "6               completed          88             95             92  \n",
       "7                    none          40             43             39  \n",
       "8               completed          64             64             67  \n",
       "9                    none          38             60             50  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#input data\n",
    "data = pd.read_csv('../input/students-performance-in-exams/StudentsPerformance.csv')\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 8 columns):\n",
      "gender                         1000 non-null object\n",
      "race/ethnicity                 1000 non-null object\n",
      "parental level of education    1000 non-null object\n",
      "lunch                          1000 non-null object\n",
      "test preparation course        1000 non-null object\n",
      "math score                     1000 non-null int64\n",
      "reading score                  1000 non-null int64\n",
      "writing score                  1000 non-null int64\n",
      "dtypes: int64(3), object(5)\n",
      "memory usage: 62.6+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info() #checking data type for each column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 8)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our data has 8 columns and 1000 rows. Let's do some basic analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id =\"1\"></a>\n",
    "### Basic Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>math score</th>\n",
       "      <th>reading score</th>\n",
       "      <th>writing score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1000.00000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>66.08900</td>\n",
       "      <td>69.169000</td>\n",
       "      <td>68.054000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15.16308</td>\n",
       "      <td>14.600192</td>\n",
       "      <td>15.195657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>57.00000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>57.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>66.00000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>69.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>77.00000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>79.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>100.00000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       math score  reading score  writing score\n",
       "count  1000.00000    1000.000000    1000.000000\n",
       "mean     66.08900      69.169000      68.054000\n",
       "std      15.16308      14.600192      15.195657\n",
       "min       0.00000      17.000000      10.000000\n",
       "25%      57.00000      59.000000      57.750000\n",
       "50%      66.00000      70.000000      69.000000\n",
       "75%      77.00000      79.000000      79.000000\n",
       "max     100.00000     100.000000     100.000000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe() #starter code to find out some basic statistical insights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, Let's check for any missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gender                         0\n",
      "race/ethnicity                 0\n",
      "parental level of education    0\n",
      "lunch                          0\n",
      "test preparation course        0\n",
      "math score                     0\n",
      "reading score                  0\n",
      "writing score                  0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.isna().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are no missing values in our data. So, we don't need to drop any values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"2\"></a>\n",
    "#### Frequency\n",
    "First, we look at the student's gender."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "female    518\n",
       "male      482\n",
       "Name: gender, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['gender'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "more female than male in this data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "group C    319\n",
       "group D    262\n",
       "group B    190\n",
       "group E    140\n",
       "group A     89\n",
       "Name: race/ethnicity, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,1].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, group C has the most members compared to the others"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "some college          226\n",
       "associate's degree    222\n",
       "high school           196\n",
       "some high school      179\n",
       "bachelor's degree     118\n",
       "master's degree        59\n",
       "Name: parental level of education, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,2].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "standard        645\n",
       "free/reduced    355\n",
       "Name: lunch, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,3].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Many students have standard lunch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "none         642\n",
       "completed    358\n",
       "Name: test preparation course, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[:,4].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems that the total number of people who did not complete the course was double that of those who completed the course"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"MF\"></a>\n",
    "#### Male vs Female\n",
    "We will see who is better in math, reading, and writing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Math Score\n",
      "Male    : 68.728\n",
      "Female  : 63.633 \n",
      "\n",
      "Reading Score\n",
      "Male    : 65.473\n",
      "Female  : 72.608 \n",
      "\n",
      "Writing Score\n",
      "Male    : 63.311\n",
      "Female  : 72.467\n"
     ]
    }
   ],
   "source": [
    "male = data[data['gender'] == 'male']\n",
    "female = data[data['gender'] != 'male']\n",
    "\n",
    "print(\"Math Score\")\n",
    "print(\"Male    :\",round(male['math score'].sum()/len(male),3))\n",
    "print(\"Female  :\",round(female['math score'].sum()/len(female),3),'\\n')\n",
    "\n",
    "print(\"Reading Score\")\n",
    "print(\"Male    :\",round(male['reading score'].sum()/len(male),3))\n",
    "print(\"Female  :\",round(female['reading score'].sum()/len(female),3),'\\n')\n",
    "\n",
    "print(\"Writing Score\")\n",
    "print(\"Male    :\",round(male['writing score'].sum()/len(male),3))\n",
    "print(\"Female  :\",round(female['writing score'].sum()/len(female),3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Male students are better in math. Female students are good in writing and reading."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"T\"></a>\n",
    "#### Top 30 Students\n",
    "let's look at all the top 30 students who get very high scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>race/ethnicity</th>\n",
       "      <th>parental level of education</th>\n",
       "      <th>lunch</th>\n",
       "      <th>test preparation course</th>\n",
       "      <th>math score</th>\n",
       "      <th>reading score</th>\n",
       "      <th>writing score</th>\n",
       "      <th>total score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>male</td>\n",
       "      <td>group E</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>99</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>some high school</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>female</td>\n",
       "      <td>group C</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>96</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>male</td>\n",
       "      <td>group D</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>99</td>\n",
       "      <td>296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>completed</td>\n",
       "      <td>93</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>male</td>\n",
       "      <td>group E</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>completed</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>93</td>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>master's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>94</td>\n",
       "      <td>99</td>\n",
       "      <td>100</td>\n",
       "      <td>293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>master's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>92</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>completed</td>\n",
       "      <td>92</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>female</td>\n",
       "      <td>group C</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>92</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>female</td>\n",
       "      <td>group C</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>female</td>\n",
       "      <td>group B</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>96</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>89</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>female</td>\n",
       "      <td>group A</td>\n",
       "      <td>some high school</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>92</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>100</td>\n",
       "      <td>92</td>\n",
       "      <td>97</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>93</td>\n",
       "      <td>100</td>\n",
       "      <td>95</td>\n",
       "      <td>288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>high school</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>100</td>\n",
       "      <td>287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>master's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>male</td>\n",
       "      <td>group C</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>95</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>master's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>95</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>female</td>\n",
       "      <td>group E</td>\n",
       "      <td>high school</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>99</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>male</td>\n",
       "      <td>group A</td>\n",
       "      <td>some college</td>\n",
       "      <td>standard</td>\n",
       "      <td>completed</td>\n",
       "      <td>100</td>\n",
       "      <td>96</td>\n",
       "      <td>86</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>male</td>\n",
       "      <td>group C</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>97</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>female</td>\n",
       "      <td>group D</td>\n",
       "      <td>master's degree</td>\n",
       "      <td>free/reduced</td>\n",
       "      <td>completed</td>\n",
       "      <td>85</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>female</td>\n",
       "      <td>group C</td>\n",
       "      <td>associate's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>91</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>male</td>\n",
       "      <td>group A</td>\n",
       "      <td>bachelor's degree</td>\n",
       "      <td>standard</td>\n",
       "      <td>none</td>\n",
       "      <td>91</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>279</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     gender race/ethnicity parental level of education         lunch  \\\n",
       "916    male        group E           bachelor's degree      standard   \n",
       "458  female        group E           bachelor's degree      standard   \n",
       "962  female        group E          associate's degree      standard   \n",
       "114  female        group E           bachelor's degree      standard   \n",
       "179  female        group D            some high school      standard   \n",
       "712  female        group D                some college      standard   \n",
       "165  female        group C           bachelor's degree      standard   \n",
       "625    male        group D                some college      standard   \n",
       "903  female        group D           bachelor's degree  free/reduced   \n",
       "149    male        group E          associate's degree  free/reduced   \n",
       "685  female        group E             master's degree      standard   \n",
       "957  female        group D             master's degree      standard   \n",
       "566  female        group E           bachelor's degree  free/reduced   \n",
       "594  female        group C           bachelor's degree      standard   \n",
       "717  female        group C          associate's degree      standard   \n",
       "855  female        group B           bachelor's degree      standard   \n",
       "970  female        group D           bachelor's degree      standard   \n",
       "546  female        group A            some high school      standard   \n",
       "451  female        group E                some college      standard   \n",
       "886  female        group E          associate's degree      standard   \n",
       "403  female        group D                 high school      standard   \n",
       "106  female        group D             master's degree      standard   \n",
       "381    male        group C          associate's degree      standard   \n",
       "995  female        group E             master's degree      standard   \n",
       "263  female        group E                 high school      standard   \n",
       "623    male        group A                some college      standard   \n",
       "864    male        group C          associate's degree      standard   \n",
       "377  female        group D             master's degree  free/reduced   \n",
       "979  female        group C          associate's degree      standard   \n",
       "571    male        group A           bachelor's degree      standard   \n",
       "\n",
       "    test preparation course  math score  reading score  writing score  \\\n",
       "916               completed         100            100            100   \n",
       "458                    none         100            100            100   \n",
       "962                    none         100            100            100   \n",
       "114               completed          99            100            100   \n",
       "179               completed          97            100            100   \n",
       "712                    none          98            100             99   \n",
       "165               completed          96            100            100   \n",
       "625               completed         100             97             99   \n",
       "903               completed          93            100            100   \n",
       "149               completed         100            100             93   \n",
       "685               completed          94             99            100   \n",
       "957                    none          92            100            100   \n",
       "566               completed          92            100            100   \n",
       "594               completed          92            100             99   \n",
       "717               completed          96             96             99   \n",
       "855                    none          97             97             96   \n",
       "970                    none          89            100            100   \n",
       "546               completed          92            100             97   \n",
       "451                    none         100             92             97   \n",
       "886               completed          93            100             95   \n",
       "403               completed          88             99            100   \n",
       "106                    none          87            100            100   \n",
       "381               completed          87            100             95   \n",
       "995               completed          88             99             95   \n",
       "263                    none          99             93             90   \n",
       "623               completed         100             96             86   \n",
       "864                    none          97             93             91   \n",
       "377               completed          85             95            100   \n",
       "979                    none          91             95             94   \n",
       "571                    none          91             96             92   \n",
       "\n",
       "     total score  \n",
       "916          300  \n",
       "458          300  \n",
       "962          300  \n",
       "114          299  \n",
       "179          297  \n",
       "712          297  \n",
       "165          296  \n",
       "625          296  \n",
       "903          293  \n",
       "149          293  \n",
       "685          293  \n",
       "957          292  \n",
       "566          292  \n",
       "594          291  \n",
       "717          291  \n",
       "855          290  \n",
       "970          289  \n",
       "546          289  \n",
       "451          289  \n",
       "886          288  \n",
       "403          287  \n",
       "106          287  \n",
       "381          282  \n",
       "995          282  \n",
       "263          282  \n",
       "623          282  \n",
       "864          281  \n",
       "377          280  \n",
       "979          280  \n",
       "571          279  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores = pd.DataFrame(data['math score'] + data['reading score'] + data['writing score'], columns = [\"total score\"])\n",
    "scores = pd.merge(data,scores, left_index = True, right_index = True).sort_values(by=['total score'],ascending=False)\n",
    "scores.head(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems that there are 3 students who are geniuses here, they get perfect scores for all subjects. But, 2 of them didn't complete their test preparation course. Only 2 possibilities: **Genius** or **Cheating**.\n",
    "\n",
    "From the data, we have seen that students with standard luch have better score than free/reduce lunch."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "____________________________"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"3\"></a>\n",
    "### Data Visualisation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we move to the important part where we will get informations from visualizing our data. First, we make count plots "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"4\"></a>\n",
    "#### Count Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"darkgrid\")\n",
    "f, axs = plt.subplots(1,2, figsize = (20,8))\n",
    "\n",
    "sns.countplot(x = 'race/ethnicity', data = data, ax = axs[0]) #race / ethnicity\n",
    "sns.countplot(x = 'parental level of education', data = data, ax = axs[1]) #parental level of education\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "with count plot, we know the number of values for each element in our data. Let's see the data above by dividing it by gender."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1,1, figsize = (15,5))\n",
    "\n",
    "sns.countplot(x = 'race/ethnicity', data = data, hue = 'gender', palette = 'Set1') #race / ethnicity\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What can we get from the information above? 3 out of 5 groups, have the most male. And we get some insights here:\n",
    "* Group C has more differences in the number of male and female than the others\n",
    "* The group with the least number of male is group A, and so are the female \n",
    "* The group with the most number of female is group C, and so are the male\n",
    "<br>\n",
    "<br>\n",
    "<br>\n",
    "How about their lunch?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axs = plt.subplots(2,1, figsize = (15,10))\n",
    "\n",
    "sns.countplot(x = 'parental level of education', data = data, hue = 'lunch', ax = axs[0], palette = 'spring')\n",
    "sns.countplot(x = 'race/ethnicity', data = data, hue = 'lunch', ax = axs[1] , palette = 'spring')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "standard lunches are the majority for each level of education, and so are groups. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"5\"></a>\n",
    "#### Swarm Plot\n",
    "We'll use Swarm plot in our ratio data: Math score, writing score, and reading score. It draw a categorical scatterplot with non-overlapping points.. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "\n",
    "f, ax = plt.subplots(1,1,figsize= (15,5))\n",
    "ax = sns.swarmplot(x = 'math score', y='gender', data = data, palette = 'Set1') #math score\n",
    "plt.show()\n",
    "\n",
    "f, ax = plt.subplots(1,1,figsize= (15,5))\n",
    "ax = sns.swarmplot(x = 'reading score', y='gender', data = data, palette = 'Set1') #reading score\n",
    "plt.show()\n",
    "\n",
    "f, ax = plt.subplots(1,1,figsize= (15,5))\n",
    "ax = sns.swarmplot(x = 'writing score', y='gender', data = data, palette = 'Set1') #writing score\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, we get some information:\n",
    "* The majority of students have grades in the range 60-80\n",
    "* In all subjects, the lowest value is held by female\n",
    "* Female who get perfect score in writing and reading more than male"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"6\"></a>\n",
    "#### Scatter Plot and Hexbin Plot\n",
    "The most familiar way to visualize a bivariate distribution is a scatterplot, where each observation is shown with point at the x and y values. We can draw a scatterplot with the matplotlib *plt.scatter* function, and it is also the default kind of plot shown by the **jointplot()** function.\n",
    "\n",
    "Hexbin plot shows the counts of observations that fall within hexagonal bins. This plot works best with relatively large datasets.\n",
    "\n",
    "First, we enter math score as x-axis and writing score as y-axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f6347828a58>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x ='math score', y = 'writing score', data = data, color = 'green', height = 8, kind = 'reg')\n",
    "sns.jointplot(x ='math score', y = 'writing score', data = data, color = 'green', height = 8, kind = 'hex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f63422bdba8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x ='math score', y = 'reading score', data = data, color = 'blue', height = 8, kind = 'reg')\n",
    "sns.jointplot(x ='math score', y = 'reading score', data = data, color = 'blue', height = 8, kind = 'hex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f63420361d0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x ='reading score', y = 'writing score', data = data, color = 'red', height = 8, kind = 'reg')\n",
    "sns.jointplot(x ='reading score', y = 'writing score', data = data, color = 'red', height = 8, kind = 'hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems like all students have a balanced skill between writing and reading."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"7\"></a>\n",
    "#### Pie Plot\n",
    "Let's assume if there are students who score < 60, then we determine they did not pass the exam."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#math score\n",
    "passed = len(data[data['math score'] >= 60])\n",
    "not_passed = 1000 - passed\n",
    "\n",
    "percentage1 = [passed, not_passed]\n",
    "\n",
    "#reading score\n",
    "passed = len(data[data['reading score'] >= 60])\n",
    "not_passed = 1000 - passed\n",
    "\n",
    "percentage2 = [passed, not_passed]\n",
    "\n",
    "#writing score\n",
    "passed = len(data[data['writing score'] >= 60])\n",
    "not_passed = 1000 - passed\n",
    "\n",
    "percentage3 = [passed, not_passed]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = \"Passed\", \"Not Passed\"\n",
    "\n",
    "f, axs = plt.subplots(2,2, figsize=(15,10))\n",
    "\n",
    "#Math Score\n",
    "axs[0,0].pie(percentage1, labels = labels, explode=(0.05,0.05), autopct = '%1.1f%%', startangle = 200, colors = [\"#e056fd\", \"#badc58\"])\n",
    "axs[0,0].set_title(\"Math Score\", size = 20)\n",
    "axs[0,0].axis('equal')\n",
    "\n",
    "#Reading Score\n",
    "axs[0,1].pie(percentage2, labels = labels, explode=(0.05,0.05), autopct = '%1.1f%%', startangle = 200, colors = [\"#e056fd\", \"#badc58\"])\n",
    "axs[0,1].set_title(\"Reading Score\", size = 20)\n",
    "axs[0,1].axis('equal')\n",
    "\n",
    "#Writing Score\n",
    "axs[1,0].pie(percentage3, labels = labels, explode=(0.05,0.05), autopct = '%1.1f%%', startangle = 200, colors = [\"#e056fd\", \"#badc58\"])\n",
    "axs[1,0].set_title(\"Writing Score\", size = 20)\n",
    "axs[1,0].axis('equal')\n",
    "\n",
    "f.delaxes(axs[1,1]) #deleting axs[1,1] so it will be white blank\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We get some information:\n",
    "* 323 students didn't pass Math exam\n",
    "* 254 students didn't pass Reading exam\n",
    "* 281 students didn't pass Writing exam "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"8\"></a>\n",
    "#### Histogram\n",
    "A histogram represents the distribution of data by forming bins along the range of the data and then drawing bars to show the number of observations that fall in each bin."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1,1,figsize=(10,5))\n",
    "\n",
    "plt.hist(data['math score'], 30, color = 'skyblue')\n",
    "ax.set(title = \"Math Score\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1,1,figsize=(10,5))\n",
    "\n",
    "plt.hist(data['reading score'], 30, color = 'salmon')\n",
    "ax.set(title = \"Reading Score\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1,1,figsize=(10,5))\n",
    "\n",
    "plt.hist(data['writing score'], 30, color = 'goldenrod') #visit https://xkcd.com/color/rgb/ if you want to see more colors\n",
    "ax.set(title = \"Writing Score\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From these plots, It seems students performance in exam is around 60-80. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id = \"9\"></a>\n",
    "#### Heat Map\n",
    "Heat map is useful if you want to see any correlations between attributes. We'll see correlations between math, reading, and writing score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data.corr(), annot= True, cmap = 'autumn') #data.corr() used to make correlation matrix\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, writing score and reading score have a strong correlation. This means that if students have good reading skill, it'll affect their writing skill. The lowest correlation is writing score and math score. This pretty makes sense because if you're good at math, it doesn't mean you're good at writing."
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}