{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# *Visualising Earnings Based On College Majors*\n",
    "\n",
    "- This data is taken from FiveThirtyEight (<a href=\"https://github.com/fivethirtyeight/data/blob/master/college-majors/recent-grads.csv\">Github</a>).\n",
    "\n",
    "- This dataset is on the job outcomes of students who graduated from college between 2010 and 2012.\n",
    "\n",
    "### Data Dictionary\n",
    " \n",
    "> Rank - Rank by median earnings (the dataset is ordered by this column).<br>\n",
    "> Major_code - Major code.<br>\n",
    "> Major - Major description.<br>\n",
    "> Major_category - Category of major.<br>\n",
    "> Total - Total number of people with major.<br>\n",
    "> Sample_size - Sample size (unweighted) of full-time.<br>\n",
    "> Men - Male graduates.<br>\n",
    "> Women - Female graduates.<br>\n",
    "> ShareWomen - Women as share of total.<br>\n",
    "> Employed - Number employed.<br>\n",
    "> Median - Median salary of full-time, year-round workers.<br>\n",
    "> Low_wage_jobs - Number in low-wage service jobs.<br>\n",
    "> Full_time - Number employed 35 hours or more.<br>\n",
    "> Part_time - Number employed less than 35 hours.<br>\n",
    "\n",
    "### Aim\n",
    "***Visualising data using Histograms, ScatterPlots, ScatterMatrix Plots and Bar Charts, and see if useful insights can be drawn from them.*** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Recent-Grads First Row\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Major_code</th>\n",
       "      <th>Major</th>\n",
       "      <th>Total</th>\n",
       "      <th>Men</th>\n",
       "      <th>Women</th>\n",
       "      <th>Major_category</th>\n",
       "      <th>ShareWomen</th>\n",
       "      <th>Sample_size</th>\n",
       "      <th>Employed</th>\n",
       "      <th>Full_time</th>\n",
       "      <th>Part_time</th>\n",
       "      <th>Full_time_year_round</th>\n",
       "      <th>Unemployed</th>\n",
       "      <th>Unemployment_rate</th>\n",
       "      <th>Median</th>\n",
       "      <th>P25th</th>\n",
       "      <th>P75th</th>\n",
       "      <th>College_jobs</th>\n",
       "      <th>Non_college_jobs</th>\n",
       "      <th>Low_wage_jobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2419</td>\n",
       "      <td>PETROLEUM ENGINEERING</td>\n",
       "      <td>2339.0</td>\n",
       "      <td>2057.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>0.120564</td>\n",
       "      <td>36</td>\n",
       "      <td>1976</td>\n",
       "      <td>1849</td>\n",
       "      <td>270</td>\n",
       "      <td>1207</td>\n",
       "      <td>37</td>\n",
       "      <td>0.018381</td>\n",
       "      <td>110000</td>\n",
       "      <td>95000</td>\n",
       "      <td>125000</td>\n",
       "      <td>1534</td>\n",
       "      <td>364</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2416</td>\n",
       "      <td>MINING AND MINERAL ENGINEERING</td>\n",
       "      <td>756.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>0.101852</td>\n",
       "      <td>7</td>\n",
       "      <td>640</td>\n",
       "      <td>556</td>\n",
       "      <td>170</td>\n",
       "      <td>388</td>\n",
       "      <td>85</td>\n",
       "      <td>0.117241</td>\n",
       "      <td>75000</td>\n",
       "      <td>55000</td>\n",
       "      <td>90000</td>\n",
       "      <td>350</td>\n",
       "      <td>257</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2415</td>\n",
       "      <td>METALLURGICAL ENGINEERING</td>\n",
       "      <td>856.0</td>\n",
       "      <td>725.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>0.153037</td>\n",
       "      <td>3</td>\n",
       "      <td>648</td>\n",
       "      <td>558</td>\n",
       "      <td>133</td>\n",
       "      <td>340</td>\n",
       "      <td>16</td>\n",
       "      <td>0.024096</td>\n",
       "      <td>73000</td>\n",
       "      <td>50000</td>\n",
       "      <td>105000</td>\n",
       "      <td>456</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2417</td>\n",
       "      <td>NAVAL ARCHITECTURE AND MARINE ENGINEERING</td>\n",
       "      <td>1258.0</td>\n",
       "      <td>1123.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>0.107313</td>\n",
       "      <td>16</td>\n",
       "      <td>758</td>\n",
       "      <td>1069</td>\n",
       "      <td>150</td>\n",
       "      <td>692</td>\n",
       "      <td>40</td>\n",
       "      <td>0.050125</td>\n",
       "      <td>70000</td>\n",
       "      <td>43000</td>\n",
       "      <td>80000</td>\n",
       "      <td>529</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2405</td>\n",
       "      <td>CHEMICAL ENGINEERING</td>\n",
       "      <td>32260.0</td>\n",
       "      <td>21239.0</td>\n",
       "      <td>11021.0</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>0.341631</td>\n",
       "      <td>289</td>\n",
       "      <td>25694</td>\n",
       "      <td>23170</td>\n",
       "      <td>5180</td>\n",
       "      <td>16697</td>\n",
       "      <td>1672</td>\n",
       "      <td>0.061098</td>\n",
       "      <td>65000</td>\n",
       "      <td>50000</td>\n",
       "      <td>75000</td>\n",
       "      <td>18314</td>\n",
       "      <td>4440</td>\n",
       "      <td>972</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank  Major_code                                      Major    Total  \\\n",
       "0     1        2419                      PETROLEUM ENGINEERING   2339.0   \n",
       "1     2        2416             MINING AND MINERAL ENGINEERING    756.0   \n",
       "2     3        2415                  METALLURGICAL ENGINEERING    856.0   \n",
       "3     4        2417  NAVAL ARCHITECTURE AND MARINE ENGINEERING   1258.0   \n",
       "4     5        2405                       CHEMICAL ENGINEERING  32260.0   \n",
       "\n",
       "       Men    Women Major_category  ShareWomen  Sample_size  Employed  \\\n",
       "0   2057.0    282.0    Engineering    0.120564           36      1976   \n",
       "1    679.0     77.0    Engineering    0.101852            7       640   \n",
       "2    725.0    131.0    Engineering    0.153037            3       648   \n",
       "3   1123.0    135.0    Engineering    0.107313           16       758   \n",
       "4  21239.0  11021.0    Engineering    0.341631          289     25694   \n",
       "\n",
       "   Full_time  Part_time  Full_time_year_round  Unemployed  Unemployment_rate  \\\n",
       "0       1849        270                  1207          37           0.018381   \n",
       "1        556        170                   388          85           0.117241   \n",
       "2        558        133                   340          16           0.024096   \n",
       "3       1069        150                   692          40           0.050125   \n",
       "4      23170       5180                 16697        1672           0.061098   \n",
       "\n",
       "   Median  P25th   P75th  College_jobs  Non_college_jobs  Low_wage_jobs  \n",
       "0  110000  95000  125000          1534               364            193  \n",
       "1   75000  55000   90000           350               257             50  \n",
       "2   73000  50000  105000           456               176              0  \n",
       "3   70000  43000   80000           529               102              0  \n",
       "4   65000  50000   75000         18314              4440            972  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pd.set_option('display.max_columns', 100)\n",
    "\n",
    "recent_grads = pd.read_csv(\"recent-grads.csv\")\n",
    "print(\"Recent-Grads First Row\\n\")\n",
    "recent_grads.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Major_code</th>\n",
       "      <th>Total</th>\n",
       "      <th>Men</th>\n",
       "      <th>Women</th>\n",
       "      <th>ShareWomen</th>\n",
       "      <th>Sample_size</th>\n",
       "      <th>Employed</th>\n",
       "      <th>Full_time</th>\n",
       "      <th>Part_time</th>\n",
       "      <th>Full_time_year_round</th>\n",
       "      <th>Unemployed</th>\n",
       "      <th>Unemployment_rate</th>\n",
       "      <th>Median</th>\n",
       "      <th>P25th</th>\n",
       "      <th>P75th</th>\n",
       "      <th>College_jobs</th>\n",
       "      <th>Non_college_jobs</th>\n",
       "      <th>Low_wage_jobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>173.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>87.000000</td>\n",
       "      <td>3879.815029</td>\n",
       "      <td>39370.081395</td>\n",
       "      <td>16723.406977</td>\n",
       "      <td>22646.674419</td>\n",
       "      <td>0.522223</td>\n",
       "      <td>356.080925</td>\n",
       "      <td>31192.763006</td>\n",
       "      <td>26029.306358</td>\n",
       "      <td>8832.398844</td>\n",
       "      <td>19694.427746</td>\n",
       "      <td>2416.329480</td>\n",
       "      <td>0.068191</td>\n",
       "      <td>40151.445087</td>\n",
       "      <td>29501.445087</td>\n",
       "      <td>51494.219653</td>\n",
       "      <td>12322.635838</td>\n",
       "      <td>13284.497110</td>\n",
       "      <td>3859.017341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>50.084928</td>\n",
       "      <td>1687.753140</td>\n",
       "      <td>63483.491009</td>\n",
       "      <td>28122.433474</td>\n",
       "      <td>41057.330740</td>\n",
       "      <td>0.231205</td>\n",
       "      <td>618.361022</td>\n",
       "      <td>50675.002241</td>\n",
       "      <td>42869.655092</td>\n",
       "      <td>14648.179473</td>\n",
       "      <td>33160.941514</td>\n",
       "      <td>4112.803148</td>\n",
       "      <td>0.030331</td>\n",
       "      <td>11470.181802</td>\n",
       "      <td>9166.005235</td>\n",
       "      <td>14906.279740</td>\n",
       "      <td>21299.868863</td>\n",
       "      <td>23789.655363</td>\n",
       "      <td>6944.998579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1100.000000</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>119.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>18500.000000</td>\n",
       "      <td>22000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>44.000000</td>\n",
       "      <td>2403.000000</td>\n",
       "      <td>4549.750000</td>\n",
       "      <td>2177.500000</td>\n",
       "      <td>1778.250000</td>\n",
       "      <td>0.336026</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>3608.000000</td>\n",
       "      <td>3154.000000</td>\n",
       "      <td>1030.000000</td>\n",
       "      <td>2453.000000</td>\n",
       "      <td>304.000000</td>\n",
       "      <td>0.050306</td>\n",
       "      <td>33000.000000</td>\n",
       "      <td>24000.000000</td>\n",
       "      <td>42000.000000</td>\n",
       "      <td>1675.000000</td>\n",
       "      <td>1591.000000</td>\n",
       "      <td>340.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>87.000000</td>\n",
       "      <td>3608.000000</td>\n",
       "      <td>15104.000000</td>\n",
       "      <td>5434.000000</td>\n",
       "      <td>8386.500000</td>\n",
       "      <td>0.534024</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>11797.000000</td>\n",
       "      <td>10048.000000</td>\n",
       "      <td>3299.000000</td>\n",
       "      <td>7413.000000</td>\n",
       "      <td>893.000000</td>\n",
       "      <td>0.067961</td>\n",
       "      <td>36000.000000</td>\n",
       "      <td>27000.000000</td>\n",
       "      <td>47000.000000</td>\n",
       "      <td>4390.000000</td>\n",
       "      <td>4595.000000</td>\n",
       "      <td>1231.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>130.000000</td>\n",
       "      <td>5503.000000</td>\n",
       "      <td>38909.750000</td>\n",
       "      <td>14631.000000</td>\n",
       "      <td>22553.750000</td>\n",
       "      <td>0.703299</td>\n",
       "      <td>338.000000</td>\n",
       "      <td>31433.000000</td>\n",
       "      <td>25147.000000</td>\n",
       "      <td>9948.000000</td>\n",
       "      <td>16891.000000</td>\n",
       "      <td>2393.000000</td>\n",
       "      <td>0.087557</td>\n",
       "      <td>45000.000000</td>\n",
       "      <td>33000.000000</td>\n",
       "      <td>60000.000000</td>\n",
       "      <td>14444.000000</td>\n",
       "      <td>11783.000000</td>\n",
       "      <td>3466.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>173.000000</td>\n",
       "      <td>6403.000000</td>\n",
       "      <td>393735.000000</td>\n",
       "      <td>173809.000000</td>\n",
       "      <td>307087.000000</td>\n",
       "      <td>0.968954</td>\n",
       "      <td>4212.000000</td>\n",
       "      <td>307933.000000</td>\n",
       "      <td>251540.000000</td>\n",
       "      <td>115172.000000</td>\n",
       "      <td>199897.000000</td>\n",
       "      <td>28169.000000</td>\n",
       "      <td>0.177226</td>\n",
       "      <td>110000.000000</td>\n",
       "      <td>95000.000000</td>\n",
       "      <td>125000.000000</td>\n",
       "      <td>151643.000000</td>\n",
       "      <td>148395.000000</td>\n",
       "      <td>48207.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Rank   Major_code          Total            Men          Women  \\\n",
       "count  173.000000   173.000000     172.000000     172.000000     172.000000   \n",
       "mean    87.000000  3879.815029   39370.081395   16723.406977   22646.674419   \n",
       "std     50.084928  1687.753140   63483.491009   28122.433474   41057.330740   \n",
       "min      1.000000  1100.000000     124.000000     119.000000       0.000000   \n",
       "25%     44.000000  2403.000000    4549.750000    2177.500000    1778.250000   \n",
       "50%     87.000000  3608.000000   15104.000000    5434.000000    8386.500000   \n",
       "75%    130.000000  5503.000000   38909.750000   14631.000000   22553.750000   \n",
       "max    173.000000  6403.000000  393735.000000  173809.000000  307087.000000   \n",
       "\n",
       "       ShareWomen  Sample_size       Employed      Full_time      Part_time  \\\n",
       "count  172.000000   173.000000     173.000000     173.000000     173.000000   \n",
       "mean     0.522223   356.080925   31192.763006   26029.306358    8832.398844   \n",
       "std      0.231205   618.361022   50675.002241   42869.655092   14648.179473   \n",
       "min      0.000000     2.000000       0.000000     111.000000       0.000000   \n",
       "25%      0.336026    39.000000    3608.000000    3154.000000    1030.000000   \n",
       "50%      0.534024   130.000000   11797.000000   10048.000000    3299.000000   \n",
       "75%      0.703299   338.000000   31433.000000   25147.000000    9948.000000   \n",
       "max      0.968954  4212.000000  307933.000000  251540.000000  115172.000000   \n",
       "\n",
       "       Full_time_year_round    Unemployed  Unemployment_rate         Median  \\\n",
       "count            173.000000    173.000000         173.000000     173.000000   \n",
       "mean           19694.427746   2416.329480           0.068191   40151.445087   \n",
       "std            33160.941514   4112.803148           0.030331   11470.181802   \n",
       "min              111.000000      0.000000           0.000000   22000.000000   \n",
       "25%             2453.000000    304.000000           0.050306   33000.000000   \n",
       "50%             7413.000000    893.000000           0.067961   36000.000000   \n",
       "75%            16891.000000   2393.000000           0.087557   45000.000000   \n",
       "max           199897.000000  28169.000000           0.177226  110000.000000   \n",
       "\n",
       "              P25th          P75th   College_jobs  Non_college_jobs  \\\n",
       "count    173.000000     173.000000     173.000000        173.000000   \n",
       "mean   29501.445087   51494.219653   12322.635838      13284.497110   \n",
       "std     9166.005235   14906.279740   21299.868863      23789.655363   \n",
       "min    18500.000000   22000.000000       0.000000          0.000000   \n",
       "25%    24000.000000   42000.000000    1675.000000       1591.000000   \n",
       "50%    27000.000000   47000.000000    4390.000000       4595.000000   \n",
       "75%    33000.000000   60000.000000   14444.000000      11783.000000   \n",
       "max    95000.000000  125000.000000  151643.000000     148395.000000   \n",
       "\n",
       "       Low_wage_jobs  \n",
       "count     173.000000  \n",
       "mean     3859.017341  \n",
       "std      6944.998579  \n",
       "min         0.000000  \n",
       "25%       340.000000  \n",
       "50%      1231.000000  \n",
       "75%      3466.000000  \n",
       "max     48207.000000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_grads.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Removing Null Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "173\n"
     ]
    }
   ],
   "source": [
    "raw_data_count = len(recent_grads.index)\n",
    "print(raw_data_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "172\n"
     ]
    }
   ],
   "source": [
    "recent_grads = recent_grads.dropna()\n",
    "cleaned_data_count = len(recent_grads.index)\n",
    "print(cleaned_data_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***There was only one row with null Values, which has been removed***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatterplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample_size vs unemployment_rate\n",
    "sample_vs_unemployment_rate = recent_grads.plot(x=\"Sample_size\", y=\"Unemployment_rate\", kind=\"scatter\")\n",
    "\n",
    "# ShareWomen vs Unemployment_rate\n",
    "ShareWomen_vs_Unemployment_rate = recent_grads.plot(x=\"ShareWomen\", y=\"Unemployment_rate\", kind=\"scatter\")\n",
    "\n",
    "# Sample_size vs Median\n",
    "sample_vs_median = recent_grads.plot(x=\"Sample_size\", y=\"Median\", kind=\"scatter\")\n",
    "\n",
    "# Full_time vs Median\n",
    "Full_time_vs_Median = recent_grads.plot(x=\"Full_time\", y=\"Median\", kind=\"scatter\")\n",
    "\n",
    "# Men_vs_median\n",
    "Men_vs_median = recent_grads.plot(x=\"Men\", y=\"Median\", kind=\"scatter\")\n",
    "\n",
    "# Women_vs_median  \n",
    "Women_vs_median = recent_grads.plot(x=\"Women\", y=\"Median\", kind=\"scatter\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***From the 2nd plot 'Share Women' vs 'Unemployment Rate', we can see that there is no correlation between these two points.<br>And from all other scatter plots as well, there is not much useful info which we can gather.<br> Now we will try to get some insights from Histograms***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histograms\n",
    "\n",
    "- Sample_size\n",
    "- Median\n",
    "- Employed\n",
    "- Full_time\n",
    "- ShareWomen\n",
    "- Unemployment_rate\n",
    "- Men\n",
    "- Women"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = [\"Sample_size\", \"Median\", \"Employed\", \"Full_time\", \"ShareWomen\", \"Unemployment_rate\", \"Men\", \"Women\"]\n",
    "\n",
    "fig = plt.figure(figsize = (8, 16))\n",
    "for x in range(4):\n",
    "    ax = fig.add_subplot(4, 1, x+1)\n",
    "    ax = recent_grads[cols[x]].plot(kind='hist')\n",
    "    ax.set_title(cols[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1152 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = plt.figure(figsize=(8, 16))\n",
    "for x in range(4,8):\n",
    "    ax = fig1.add_subplot(4, 1, (x-3))\n",
    "    ax = recent_grads[cols[x]].plot(kind='hist')\n",
    "    ax.set_title(cols[x])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***From the 6th histogram, we can observe that 85% of the majors have an unemployment rate less then 10%<br>Rest of the histogram dont give much useful insights, let's use Scatter Matrix Plot***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter Matrix Plot\n",
    "- Sample_size vs Median\n",
    "- Sample_size vs Median vs Unemployment_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix\n",
    "scatter_matrix(recent_grads[[\"Sample_size\", \"Median\"]], figsize=(10, 6))\n",
    "scatter_matrix(recent_grads[[\"Median\", \"ShareWomen\", \"Unemployment_rate\"]], figsize=(15, 9))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Here we can observe a negative correlation between ShareWomen and Median Salary, which means fields having Higher Median Salary tend to have less women ratio.<br>It is possibly due to the fact that high paying fields like engineering tend to have lesser women ratio.<br> Lets see if our theory can be showcased using Bar Plots.***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grouped Bar Plots\n",
    "\n",
    "- ShareWomen vs Median (Top 10)\n",
    "- ShareWomen vs Median (Bottom 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Preparing Dataframes for Plotting\n",
    "Bottom_10_share_woman = recent_grads[['ShareWomen', 'Median']][:10]\n",
    "Bottom_10_share_woman.set_index(pd.Series([x[:14] for x in recent_grads['Major'][:10]]), inplace=True)\n",
    "\n",
    "Top_10_share_woman = recent_grads[['ShareWomen', 'Median']][-10:]\n",
    "Top_10_share_woman.set_index(pd.Series([x[:14] for x in recent_grads['Major'][-10:]]), inplace=True)\n",
    "\n",
    "# Plotting Data\n",
    "fig = plt.figure(figsize=(14, 6))\n",
    "ax1= fig.add_subplot(1, 2, 1)\n",
    "ax2= fig.add_subplot(1, 2, 2)\n",
    "\n",
    "Bottom_10_share_woman.plot.bar(ax=ax1, secondary_y='ShareWomen', title= 'Least Share of Women')\n",
    "Top_10_share_woman.plot.bar(ax=ax2, secondary_y='ShareWomen', ylim=(0, 115000), title= 'Most Share of Women')\n",
    "\n",
    "# Setting up axis\n",
    "ax1.set_ylim(0, 115000)\n",
    "ax1.set_xlabel('')\n",
    "ax2.set_xlabel('')\n",
    "ax1.right_ax.set_ylim(0, 1.0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***Here we can observe that 'Majors' with Higher Women Share have lesser Median Salary.<br>Meanwhile, 'Majors' with Lesser Women Share have higher Median Salary.***\n",
    "\n",
    "***Both these plots support our theory that high paying fields like engineering tend to have lesser women ratio.<br>Which in turn leads to negative correlation between ShareWomen and Higher Median Salary.***"
   ]
  }
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