College_maj_employement.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Using Pandas to explore College Major Data\n",
    "This project will explore data about college majors and future earnings.  The data are taken from the 538 github repo.  They have cleaned the dataset, so I will spend very little time cleaning the data.  The github repo can be accessed here: https://github.com/fivethirtyeight/data/tree/master/college-majors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                                        1\n",
       "Major_code                               2419\n",
       "Major                   PETROLEUM ENGINEERING\n",
       "Total                                    2339\n",
       "Men                                      2057\n",
       "Women                                     282\n",
       "Major_category                    Engineering\n",
       "ShareWomen                           0.120564\n",
       "Sample_size                                36\n",
       "Employed                                 1976\n",
       "Full_time                                1849\n",
       "Part_time                                 270\n",
       "Full_time_year_round                     1207\n",
       "Unemployed                                 37\n",
       "Unemployment_rate                   0.0183805\n",
       "Median                                 110000\n",
       "P25th                                   95000\n",
       "P75th                                  125000\n",
       "College_jobs                             1534\n",
       "Non_college_jobs                          364\n",
       "Low_wage_jobs                             193\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib as pt\n",
    "%matplotlib inline\n",
    "\n",
    "recent_grads= pd.read_csv(\"recent-grads.csv\")\n",
    "recent_grads.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>...</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>...</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>...</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>...</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>...</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>...</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",
       "<p>5 rows × 21 columns</p>\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",
       "       ...        Part_time  Full_time_year_round  Unemployed  \\\n",
       "0      ...              270                  1207          37   \n",
       "1      ...              170                   388          85   \n",
       "2      ...              133                   340          16   \n",
       "3      ...              150                   692          40   \n",
       "4      ...             5180                 16697        1672   \n",
       "\n",
       "   Unemployment_rate  Median  P25th   P75th  College_jobs  Non_college_jobs  \\\n",
       "0           0.018381  110000  95000  125000          1534               364   \n",
       "1           0.117241   75000  55000   90000           350               257   \n",
       "2           0.024096   73000  50000  105000           456               176   \n",
       "3           0.050125   70000  43000   80000           529               102   \n",
       "4           0.061098   65000  50000   75000         18314              4440   \n",
       "\n",
       "   Low_wage_jobs  \n",
       "0            193  \n",
       "1             50  \n",
       "2              0  \n",
       "3              0  \n",
       "4            972  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_grads.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>...</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>168</th>\n",
       "      <td>169</td>\n",
       "      <td>3609</td>\n",
       "      <td>ZOOLOGY</td>\n",
       "      <td>8409.0</td>\n",
       "      <td>3050.0</td>\n",
       "      <td>5359.0</td>\n",
       "      <td>Biology &amp; Life Science</td>\n",
       "      <td>0.637293</td>\n",
       "      <td>47</td>\n",
       "      <td>6259</td>\n",
       "      <td>...</td>\n",
       "      <td>2190</td>\n",
       "      <td>3602</td>\n",
       "      <td>304</td>\n",
       "      <td>0.046320</td>\n",
       "      <td>26000</td>\n",
       "      <td>20000</td>\n",
       "      <td>39000</td>\n",
       "      <td>2771</td>\n",
       "      <td>2947</td>\n",
       "      <td>743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>170</td>\n",
       "      <td>5201</td>\n",
       "      <td>EDUCATIONAL PSYCHOLOGY</td>\n",
       "      <td>2854.0</td>\n",
       "      <td>522.0</td>\n",
       "      <td>2332.0</td>\n",
       "      <td>Psychology &amp; Social Work</td>\n",
       "      <td>0.817099</td>\n",
       "      <td>7</td>\n",
       "      <td>2125</td>\n",
       "      <td>...</td>\n",
       "      <td>572</td>\n",
       "      <td>1211</td>\n",
       "      <td>148</td>\n",
       "      <td>0.065112</td>\n",
       "      <td>25000</td>\n",
       "      <td>24000</td>\n",
       "      <td>34000</td>\n",
       "      <td>1488</td>\n",
       "      <td>615</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>171</td>\n",
       "      <td>5202</td>\n",
       "      <td>CLINICAL PSYCHOLOGY</td>\n",
       "      <td>2838.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>2270.0</td>\n",
       "      <td>Psychology &amp; Social Work</td>\n",
       "      <td>0.799859</td>\n",
       "      <td>13</td>\n",
       "      <td>2101</td>\n",
       "      <td>...</td>\n",
       "      <td>648</td>\n",
       "      <td>1293</td>\n",
       "      <td>368</td>\n",
       "      <td>0.149048</td>\n",
       "      <td>25000</td>\n",
       "      <td>25000</td>\n",
       "      <td>40000</td>\n",
       "      <td>986</td>\n",
       "      <td>870</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>172</td>\n",
       "      <td>5203</td>\n",
       "      <td>COUNSELING PSYCHOLOGY</td>\n",
       "      <td>4626.0</td>\n",
       "      <td>931.0</td>\n",
       "      <td>3695.0</td>\n",
       "      <td>Psychology &amp; Social Work</td>\n",
       "      <td>0.798746</td>\n",
       "      <td>21</td>\n",
       "      <td>3777</td>\n",
       "      <td>...</td>\n",
       "      <td>965</td>\n",
       "      <td>2738</td>\n",
       "      <td>214</td>\n",
       "      <td>0.053621</td>\n",
       "      <td>23400</td>\n",
       "      <td>19200</td>\n",
       "      <td>26000</td>\n",
       "      <td>2403</td>\n",
       "      <td>1245</td>\n",
       "      <td>308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>173</td>\n",
       "      <td>3501</td>\n",
       "      <td>LIBRARY SCIENCE</td>\n",
       "      <td>1098.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>964.0</td>\n",
       "      <td>Education</td>\n",
       "      <td>0.877960</td>\n",
       "      <td>2</td>\n",
       "      <td>742</td>\n",
       "      <td>...</td>\n",
       "      <td>237</td>\n",
       "      <td>410</td>\n",
       "      <td>87</td>\n",
       "      <td>0.104946</td>\n",
       "      <td>22000</td>\n",
       "      <td>20000</td>\n",
       "      <td>22000</td>\n",
       "      <td>288</td>\n",
       "      <td>338</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rank  Major_code                   Major   Total     Men   Women  \\\n",
       "168   169        3609                 ZOOLOGY  8409.0  3050.0  5359.0   \n",
       "169   170        5201  EDUCATIONAL PSYCHOLOGY  2854.0   522.0  2332.0   \n",
       "170   171        5202     CLINICAL PSYCHOLOGY  2838.0   568.0  2270.0   \n",
       "171   172        5203   COUNSELING PSYCHOLOGY  4626.0   931.0  3695.0   \n",
       "172   173        3501         LIBRARY SCIENCE  1098.0   134.0   964.0   \n",
       "\n",
       "               Major_category  ShareWomen  Sample_size  Employed  \\\n",
       "168    Biology & Life Science    0.637293           47      6259   \n",
       "169  Psychology & Social Work    0.817099            7      2125   \n",
       "170  Psychology & Social Work    0.799859           13      2101   \n",
       "171  Psychology & Social Work    0.798746           21      3777   \n",
       "172                 Education    0.877960            2       742   \n",
       "\n",
       "         ...        Part_time  Full_time_year_round  Unemployed  \\\n",
       "168      ...             2190                  3602         304   \n",
       "169      ...              572                  1211         148   \n",
       "170      ...              648                  1293         368   \n",
       "171      ...              965                  2738         214   \n",
       "172      ...              237                   410          87   \n",
       "\n",
       "     Unemployment_rate  Median  P25th  P75th  College_jobs  Non_college_jobs  \\\n",
       "168           0.046320   26000  20000  39000          2771              2947   \n",
       "169           0.065112   25000  24000  34000          1488               615   \n",
       "170           0.149048   25000  25000  40000           986               870   \n",
       "171           0.053621   23400  19200  26000          2403              1245   \n",
       "172           0.104946   22000  20000  22000           288               338   \n",
       "\n",
       "     Low_wage_jobs  \n",
       "168            743  \n",
       "169             82  \n",
       "170            622  \n",
       "171            308  \n",
       "172            192  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_grads.tail()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "recent_grads = recent_grads.dropna()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting data with Pandas\n",
    "\n",
    "I will explore relationships between different columns by plotting them using panda's plot method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc51b2518>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWsAAAJpCAYAAABrZhPuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc51d9c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads.plot(x='Sample_size', y='Median', kind='scatter', title='Employed vs. Median', figsize=(5,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There doesn't seem to be a coorelation between students in more popular majors making more money."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc510e898>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAAJpCAYAAACabUhjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc5143438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads.plot(x='Sample_size', y='Unemployment_rate', kind='scatter', title='Employed vs. Sample_size', figsize=(5,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc5237e10>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAJpCAYAAABb6gLPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nABxGEwcAh70AknH9OPksaYYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc528dfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads.plot(x='Full_time', y='Median', kind='scatter', title='Full time vs. Median', figsize=(5,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There appears to be a slight negitive coorelation between full time and negitive salary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc5476ac8>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAJoCAYAAABY2ju8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc5350ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads.plot(x='ShareWomen', y='Unemployment_rate', kind='scatter', title='ShareWomen vs Unemployment Rate', figsize=(5,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There doesn't seem to be a coorelation between majoring in subjects that are majority female and making more money.  The plot looks to be random."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc53f9208>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAJoCAYAAACQttFqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niBMRKez/Ao/A+yWNN/+YAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc56245f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads.plot(x='Men', y='Median', kind='scatter', title='Men vs. Median', figsize=(5,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc5233c50>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAJoCAYAAACQttFqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nECci0jGGOBGRjjHEiYh0jCFORKRj/wASdLiQqyceOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc52b50f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads.plot(x='Women', y='Median', kind='scatter', title='Women vs Median', figsize=(5,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring Distributions of different Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc50b1438>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEACAYAAACd2SCPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc567d908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['Sample_size'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A large majority of majors have a sample size from 0-500."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc5013ba8>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEACAYAAACd2SCPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAHmtJREFUeJzt3XtwVOXBBvBnEy6iMQmInEUuiSAsSUjIBghab5t0k0Va\nElASBQa2CCqddqTUahz/aawdsuhUCyP160gl0VowdsaEDioE5FiMRRoSLsWQVHIhAXcjZgmQe7Lv\n9wdlSwikyyHnEvL8ZjKze9jd8/Ae2cf33GISQggQERFdpyC9AxAR0cDEAiEiIkVYIEREpAgLhIiI\nFGGBEBGRIiwQIiJSRPUCycnJQUxMDOLi4rB06VJ0dHTA6/UiNTUVFosFDocDTU1NascgIqJ+pmqB\n1NbW4u2330ZZWRmOHDmCrq4ubN26FS6XC3a7HRUVFUhOTkZOTo6aMYiISAWqFkhoaCiGDRuG5uZm\ndHV1obW1FePGjUNhYSGcTicAwOl0oqCgQM0YRESkAlULZOTIkXjuuecwceJEjBs3DmFhYbDb7fB4\nPJAkCQBgNpvR0NCgZgwiIlKBqgVSVVWFN954A7W1tTh9+jSam5vx/vvvw2Qy9Xjdlc+JiMj4hqj5\n4SUlJbj//vsxatQoAMDChQvx5ZdfQpIk/yzE7XZjzJgxV30/i4WISBktbnOo6gzEYrFg//79aGtr\ngxACe/bsQXR0NNLS0pCbmwsAyMvLQ3p6+jU/QwhhqJ9f//rXumcYCJmMmouZmGkw5NKKqjOQGTNm\nYPny5Zg5cyaCg4NhtVrx9NNP4/z588jMzMQ777yDiIgI5OfnqxmDiIhUoGqBAMDzzz+P559/vsey\nUaNGYffu3WqvmoiIVMQr0a+TzWbTO0IvRswEGDMXMwWGmQJn1FxaMAktd5hdJ5PJpOn+PCKim4FW\n352cgRARkSIsECIiUoQFQkREirBAiIhIERYIEREpwgIhIiJFWCBERKQIC4SIiBRhgdwAszkSJpNJ\n1x+zOVLvYSCiQYpXot+Ai7eb1zufsceIiLTHK9GJiMjQWCBERKQIC4SIiBRhgRARkSIsECIiUoQF\nQkREirBAiIhIEVULpLKyElarFQkJCbBarQgLC8PGjRvh9XqRmpoKi8UCh8OBpqYmNWMQEZEKNLuQ\n0OfzYfz48fjqq6/w5ptv4o477sALL7yA9evXw+v1wuVy9Q7HCwkDSWHoMSIi7d10FxLu3r0bkydP\nxoQJE1BYWAin0wkAcDqdKCgo0CoGERH1E80K5IMPPsCSJUsAAB6PB5IkAQDMZjMaGhq0ikFERP1E\nkwLp7OzE9u3bkZGRAeDSrp//uvI5EREZ3xAtVvLJJ59g5syZGD16NABAkiT/LMTtdmPMmDHXfG92\ndrb/sc1mg81mUzktEdHAIssyZFnWfL2aHERfvHgx5s6d6z/ukZWVhVGjRiErK4sH0W88haHHiIi0\np9V3p+oF0tLSgoiICFRVVeH2228HADQ2NiIzMxN1dXWIiIhAfn4+wsPDe4djgQSSwtBjRETau2kK\n5EawQAJKYegxIiLt3XSn8RIR0c2FBUJERIqwQIiISBEWCBERKcICISIiRVggRESkCAuEiIgUYYEQ\nEZEiLBAiIlKEBUJERIqwQIiISBEWCBERKcICISIiRVggRESkCAuEiIgUYYEQEZEiLBAiIlKEBUJE\nRIqwQIiISBHVC6SpqQkZGRmIiopCTEwMvvrqK3i9XqSmpsJiscDhcKCpqUntGERE1M9UL5A1a9Zg\n3rx5KC8vx+HDhzFt2jS4XC7Y7XZUVFQgOTkZOTk5ascgIqJ+ZhJCCLU+/Ny5c7BarThx4kSP5dOm\nTcPnn38OSZLgdrths9lw/Pjx3uFMJqgY74aZTCYAeucz9hgRkfa0+u5UdQZSXV2N0aNHY8WKFUhI\nSMDTTz+NlpYWeDweSJIEADCbzWhoaFAzBhERqWCImh/e1dWF0tJSbNq0CbNmzcLatWvhcrn+83/u\n/3Xl88tlZ2f7H9tsNthsNpXSEhENTLIsQ5Zlzder6i4sj8eD++67D1VVVQCAL774Ai6XCydOnIAs\ny/5dWElJSSgvL+8djruwAklh6DEiIu3dFLuwJEnChAkTUFlZCQDYs2cPYmJikJaWhtzcXABAXl4e\n0tPT1YxBREQqUHUGAgCHDx/GqlWr0NnZiUmTJmHLli3o7u5GZmYm6urqEBERgfz8fISHh/cOxxlI\nICkMPUZEpD2tvjtVL5AbwQIJKIWhx4iItHdT7MIiIqKbFwuEiIgUYYEQEZEiLBAiIlKEBUJERIqw\nQIiISBEWCBERKcICISIiRVggRESkCAuEiIgUYYEQEZEiLBAiIlKEBUJERIqwQIiISBEWCBERKcIC\nISIiRVggRESkCAuEiIgUYYEQEZEiQ9ReQWRkJMLCwhAUFIShQ4fiwIED8Hq9ePzxx1FbW4vIyEjk\n5+cjLCxM7ShERNSPVJ+BBAUFQZZllJWV4cCBAwAAl8sFu92OiooKJCcnIycnR+0YRETUz1QvECEE\nfD5fj2WFhYVwOp0AAKfTiYKCArVjEBFRP1O9QEwmE1JSUjB79mxs3rwZAODxeCBJEgDAbDajoaFB\n7RhERNTPVD8GUlxcjLFjx+K7775DamoqLBYLTCZTj9dc+fxy2dnZ/sc2mw02m02lpEREA5Msy5Bl\nWfP1moQQQquVvfzyywgJCcHmzZshyzIkSYLb7UZSUhLKy8t7hzOZoGG863ax+PTOZ+wxIiLtafXd\nqeourJaWFly4cAEA0NzcjF27diE2NhZpaWnIzc0FAOTl5SE9PV3NGEREpAJVZyDV1dVYuHAhTCYT\nurq6sHTpUrz44otobGxEZmYm6urqEBERgfz8fISHh/cOxxlIICkMPUZEpD2tvjsDKpCjR48iNjZW\n9TBXYoEElMLQY0RE2jNUgTz44INob2/HT37yEyxdulSzi/5YIAGlMPQYEZH2DHUMZN++fXj//fdR\nV1eHmTNnYsmSJSgqKlI7GxERGdh1HQPp7u5GQUEBnn32WYSGhkIIgXXr1uHRRx9VJxxnIIGkMPQY\nEZH2DLUL68iRI9iyZQt27NiBlJQUrFy5EgkJCTh9+jTuu+8+1NbWqhOOBRJICkOPERFpz1AF8vDD\nD2PVqlVYtGgRRowY0ePP3nvvPSxbtkydcCyQQFIYeoyISHuGKpALFy5gxIgRCA4OBgD4fD60tbXh\n1ltvVTccCySQFIYeIyLSnqEOotvtdrS2tvqft7S0wG63qxaKiIiML6ACaWtrQ0hIiP95SEgIWlpa\nVAtFRETGF1CB3HbbbSgtLfU/P3jwYK9jIURENLgEdDfe3//+98jIyMBdd90FIQTcbjc++OADtbMR\nEZGBBXwdSGdnJyoqKgAAFosFQ4cOVTUYwIPoAaYw9BgRkfYMdRYWAHz55ZeoqalBV1eXf9ny5ctV\nCwawQAJMYegxIiLtafXdGdAurGXLluHEiROIj4/3n8prMplULxAiIjKugGYgUVFR+Prrr/v8zYFq\n4AwkoBSGHiMi0p6hrgOZPn063G632lmIiGgACWgX1pkzZxAdHY3ExEQMHz7cv3z79u2qBSMiImML\nqECys7NVjkFERANNwGdh1dbW4t///jfsdjtaWlrQ3d2N22+/Xd1wPAYSSApDjxERac9Qx0Defvtt\nLFq0CM888wwA4NSpU1iwYIGqwYiIyNgCKpBNmzahuLgYoaGhAIApU6agoaEh4JX4fD4kJCQgLS0N\nAOD1epGamgqLxQKHw4GmpiYF0YmISE8BFcjw4cMxbNgw//Ourq7rOqV3w4YNiI6O9j93uVyw2+2o\nqKhAcnIycnJyriMyEREZQUAF8vDDD2PdunVobW1FUVERMjIyMH/+/IBWUF9fj48//hirVq3yLyss\nLITT6QQAOJ1OFBQUKIhORER6CqhAXC4X7rzzTsTGxuKPf/wj5s2bh9/+9rcBrWDt2rV47bXXesxY\nPB4PJEkCAJjN5uvaHUZERMYQ0Gm8QUFBeOqpp/DUU09d14fv2LEDkiQhPj4esixf83V97Q67/BRi\nm80Gm812XRlufsM1v0PAlSQpAm53ja4ZiAYzWZb7/I5VS0Cn8d59991X/ZKqqqrq830vvfQS/vzn\nP2PIkCFobW3F+fPnsXDhQpSUlECWZUiSBLfbjaSkJJSXl/cOx9N4A0lhiAxG3k5Eg42h7sb7/fff\n+x+3tbXhww8/RGNjI37zm98EvKLPP/8cv/vd77B9+3a88MILuOOOO5CVlYX169fD6/XC5XL1DscC\nCSSFITIYeTsRDTaGKpCrmTlzJg4ePBjw6y8vkMbGRmRmZqKurg4RERHIz89HeHh473AskEBSGCKD\nkbcT0WBjqAK5/NfZ+nw+lJSU4K233sLhw4fVDccCCSSFITIYeTsRDTaG+n0gzz333H/fMGQIIiMj\nkZ+fr1ooIiIyPsW7sLTAGUhAKQyRwcjbiWiwMdQM5PXXX+/zz3/5y1/2SxgiIho4AiqQkpIS/POf\n//Tfy+pvf/sbEhMTMWXKFFXDERGRcQW0C+uhhx7Cjh07/LdvP3/+PH70ox/h73//u7rhuAsrkBSG\nyGDk7UQ02Bjqdu4ej6fHzRSHDRsGj8ejWigiIjK+gHZhLV++HImJiVi4cCEAoKCgwH8zRCIiGpwC\nPgurtLQU+/btA3Bxl5bValU1GMBdWAGmMEQGI28nosHGULuwAKClpQWhoaFYs2YNxo8fj+rqajVz\nERGRwQU0A3n55ZdRUlKCiooKVFZW4vTp08jIyEBxcbG64TgDCSSFITIYeTsRDTaGmoF89NFH2L59\nO2677TYAwF133YXz58+rGoyIiIwtoAIZNmwYTCaT/5buzc3NqoYiIiLjC6hAMjMz8cwzz+Ds2bN4\n++23Ybfbr/uXSxER0c0l4LOwioqKsGvXLggh4HA4kJKSonY2HgMJLIUhMhh5OxENNoa5nXt3dzfs\ndjv27t2repgrsUACSmGIDEbeTkSDjWEOogcHByMoKAhNTU2qhyEiooEjoCvRQ0JCEBsbi5SUFP+Z\nWACwceNG1YIREZGxBVQgjz76KB599FG1sxAR0QDS5zGQkydPYuLEiVrm6YHHQAJKYYgMRt5ORION\nIY6BLFiwwP/4scceu+4Pb29vx5w5c2C1WhETE4OXXnoJAOD1epGamgqLxQKHw8HjK0REA1CfBXJ5\ng1VVVV33hw8fPhx79+5FWVkZjhw5gs8++wzFxcVwuVyw2+2oqKhAcnIycnJyrj85ERHpqs8CuXTl\n+ZWPr8ett94K4OJsxOfzYeTIkSgsLPTfDt7pdKKgoEDRZxMRkX76PIh++PBhhIaGQgiB1tZWhIaG\nArg4MzGZTDh37tz/XIHP58PMmTNx4sQJrF69GtHR0fB4PJAkCQBgNpvR0NDQD38VIiLSUp8F0t3d\nfcMrCAoKQllZGc6dOweHwwFZlnvNZvqa3WRnZ/sf22w22Gy2G85ERHQzkWUZsixrvt6Ab2XSH155\n5RWMGDECf/rTnyDLMiRJgtvtRlJSEsrLy3uH41lYgaQwRAYjbyeiwcYQZ2HdqDNnzvjPsGptbUVR\nURGsVivS0tKQm5sLAMjLy0N6erqaMYiISAWqzkCOHj0Kp9MJIQR8Ph+WLVuGX/3qV2hsbERmZibq\n6uoQERGB/Px8hIeH9w7HGUggKQyRwcjbiWiwMczNFPXEAgkohSEyGHk7EQ02N8UuLCIiunmxQIiI\nSBEWCBERKcICISIiRVggRESkCAuEiIgUYYEQEZEiLBAiIlKEBUJERIqwQIiISBEWCBERKdLn7wMx\nqvb2djzzzFp4PN/rHYWIaNAakDdTrK+vx+TJcejoeEuHVJfIAP4PRriRoREyGPg/I6JBR6ubKQ7I\nGQgADBlyKzo6HtcxQSsuFggR0eDEYyBERKQIC4SIiBRhgRARkSIsECIiUoQFQkREiqhaIPX19UhO\nTkZMTAxiY2OxceNGAIDX60VqaiosFgscDgeamprUjEFERCpQtUCGDBmC119/HceOHcM//vEPbNq0\nCcePH4fL5YLdbkdFRQWSk5ORk5OjZgwiIlKBqgViNpsRHx8PAAgJCUFUVBTq6+tRWFgIp9MJAHA6\nnSgoKFAzBhERqUCzYyA1NTU4dOgQ7r33Xng8HkiSBOBiyTQ0NGgVg4iI+okmV6JfuHABixYtwoYN\nGxASEgKTydTjz698frns7Gz/Y5vNBpvNplJKIqKBSZZlyLKs+XpVvxdWV1cXfvzjH+ORRx7BmjVr\nAABRUVGQZRmSJMHtdiMpKQnl5eW9w/VxLyyL5V60tNSrGf1/yAWwAka4D5URMvBeWETGodW9sFTf\nhfXkk08iOjraXx4AkJaWhtzcXABAXl4e0tPT1Y5BRET9TNUZSHFxMR566CHExsbCZDLBZDJh3bp1\nSExMRGZmJurq6hAREYH8/HyEh4f3DscZSACMMAO5BUC7bmuXpAi43TW6rZ/IaG6Ku/Hef//96O7u\nvuqf7d69W81Vk6baoWeJeTzXPoZGROrhlehERKQIC4SIiBRhgRARkSIsECIiUoQFQkREirBAiIhI\nERYIEREpwgIhIiJFWCBERKQIC4SIiBRhgRARkSIsECIiUoQFQkREirBAiIhIERYIEREpwgIhIiJF\nWCBERKQIC4SIiBRRtUBWrlwJSZIQFxfnX+b1epGamgqLxQKHw4GmpiY1IxARkUpULZAVK1Zg586d\nPZa5XC7Y7XZUVFQgOTkZOTk5akYgIiKVqFogDzzwAEaOHNljWWFhIZxOJwDA6XSioKBAzQg0KAyH\nyWTS9cdsjtR7EIg0N0TrFTY0NECSJACA2WxGQ0OD1hHoptMOQOiawOMx6bp+Ij3ofhDdZOI/PCKi\ngUjzGYgkSfB4PJAkCW63G2PGjOnz9dnZ2f7HNpsNNptN3YBERAOMLMuQZVnz9ZqEEKrO/WtqajB/\n/nwcPXoUAJCVlYVRo0YhKysL69evh9frhcvluno4kwlXi1dfXw+L5V60tNSrGf1/yAWwAnrvOgFM\nzKD7+i9mUPmfElHArvXd2d9U3YW1ZMkS/OAHP0BlZSUmTpyILVu24MUXX0RRUREsFgv27NmDF198\nUc0IRESkElV3Yf3lL3+56vLdu3eruVoiItKA7gfRiYhoYGKBEBGRIiwQIiJShAVCRESKsECIiEgR\nFggRESnCAiEiIkVYIEREpAgLhIiIFGGBEBGRIiwQIiJShAVCRESKsECIiEgRFggRESnCAiEiIkVY\nIEREpAgLhIiIFGGBEBGRIqr+SluiwWM4TCaTrgkkKQJud42uGWhw0W0G8umnn2LatGmYOnUq1q9f\nr1cMon7SDkDo+uPx1Kr/1yS6jC4F4vP58POf/xw7d+7EsWPHsHXrVhw/flyPKArIege4ClnvANcg\n6x3gKmS9A1yFrHeAXmRZ1jtCL0bMBBg3lxZ0KZADBw5gypQpiIiIwNChQ/HEE0+gsLBQjygKyHoH\nuApZ7wDXIOsd4CpkvQNchdxPn3NxN1p//CQlJSl6n9kc2U9/l96M+kV9ZS6zObLftoPSH63oUiCn\nTp3ChAkT/M/Hjx+PU6dO6RGF6CbSn7vRfq3ofdyNhv+Mgb67M7UyIA+iDxkyBB0d3yM0dL7m625r\nq8AttxxEZ2cdWls1Xz0RkWGYhBDa1dV/7N+/H9nZ2fj0008BAC6XCyaTCVlZWT3D6XxWCxHRQKXF\nV7suBdLd3Q2LxYI9e/Zg7NixSExMxNatWxEVFaV1FCIiUkiXXVjBwcF48803kZqaCp/Ph5UrV7I8\niIgGGF1mIERENPCpfhZWfX09kpOTERMTg9jYWGzcuBEA4PV6kZqaCovFAofDgaamJv97cnJyMGXK\nFERFRWHXrl3+5aWlpYiLi8PUqVPxi1/8wr+8o6MDTzzxBKZMmYL77rsPJ0+e7DNTe3s75syZA6vV\nipiYGLz00ku6Z7rE5/MhISEBaWlphsgUGRmJGTNmwGq1IjEx0RCZAKCpqQkZGRmIiopCTEwMvvrq\nK11zVVZWwmq1IiEhAVarFWFhYdi4caPuY5WTk4OYmBjExcVh6dKl6Ojo0D3Thg0bEBsbq/v3wcqV\nKyFJEuLi4vzLtMqRl5eHqVOnwmKx4N133+0z01//+ldMnz4dwcHBKC0t7fF30CJTn4TKvv32W1FW\nViaEEOL8+fNi6tSpory8XLzwwgti/fr1QgghXC6XyMrKEkIIcezYMREfHy86OztFdXW1mDx5svD5\nfEIIIRITE8WBAweEEEI88sgj4tNPPxVCCPGHP/xB/PSnPxVCCLFt2zbx+OOP/89czc3NQgghurq6\nxJw5c8QXX3yheyYhhHj99dfF0qVLxfz584UQQvdMd999t2hsbOyxTO9MQgjhdDrFO++8I4QQorOz\nU5w9e9YQuYQQoru7W4wdO1acPHlS10w1NTXi7rvvFu3t7UIIITIzM0Vubq6umf71r3+J2NhY0dbW\nJrq6ukRKSor45ptvdMm0b98+UVZWJmJjY/3LtMjR2NgoJk2aJM6ePSu8Xq//8bUyHT9+XFRWVoqk\npCRx8OBB//Kvv/5ak0x9Ub1ArpSeni6KioqExWIRbrdbCHGxZCwWixBCiJycHOFyufyvnzt3rti/\nf7/49ttvRVRUlH/51q1bxerVq4UQQjgcDrF//34hxMVCGD16dMB5mpubxezZs8WxY8d0z1RXVyfs\ndrvYu3evv0D0zhQZGSnOnDnTY5nemZqamsSkSZN6Ldc71yU7d+4UDzzwgO6ZGhsbhcViEY2NjaKz\ns1PMnz9f9397H374oVi1apX/+SuvvCJeffVVMW3aNF0y1dTU9PiyVnNs7rzzzl6vEUKI1atXi23b\ntl0z0yU2m61HgWiZ6Vo0vZCwpqYGhw4dwr333guPxwNJkgAAZrMZDQ0NAHpfZDhu3DicOnUKp06d\nwvjx4/3LL7/48PL3BAcHIzw8HI2NjX1m8fl8sFqtMJvNsNlsiI6O1j3T2rVr8dprr/U4fVnvTCaT\nCSkpKZg9ezY2b95siEzV1dUYPXo0VqxYgYSEBDz99NNoaWnRPdclH3zwAZYsWaL7WI0cORLPPfcc\nJk6ciHHjxiEsLAx2u13XTNOnT8e+ffvg9XrR0tKCjz/+GHV1dYbZdg0NDarlCAsLQ2Nj4zU/63oZ\nIZNmBXLhwgUsWrQIGzZsQEhISK9rPPrzmg8RwHkBQUFBKCsrQ319Pfbt2wdZlnXNtGPHDkiShPj4\n+D5fq/U4FRcXo7S0FB9//DE2bdqEffv26b7turq6UFpaip/97GcoLS3Fbbfd5r+WSM9cANDZ2Ynt\n27cjIyPjqhm0zFRVVYU33ngDtbW1OH36NJqbm/H+++/rmmnatGnIyspCSkoK5s2bB6vViuDg4F6v\n02PbXY1RcqjlRjNpUiBdXV1YtGgRli1bhvT0dACAJEnweDwAALfbjTFjxgC42Hx1dXX+99bX12Pc\nuHHXXH7le7q7u3Hu3DmMGjUqoGyhoaGYN28eSkpKdM1UXFyM7du3Y9KkSVi8eDE+++wzLFu2DGaz\nWddxGjt2LADgzjvvxIIFC3DgwAHdt9348eMxYcIEzJo1CwDw2GOPobS0VPdcAPDJJ59g5syZGD16\nNAB9/zsvKSnB/fffj1GjRiE4OBgLFy7El19+qfs4rVixAiUlJZBlGeHh4bBYLLpnukSLHOPGjetx\n8Pry91wPI2TSpECefPJJREdHY82aNf5laWlpyM3NBXDx6P+lYklLS8O2bdvQ0dGB6upqfPPNN0hM\nTITZbEZYWBgOHDgAIQTefffdHu/Jy8sDAHz44YdITk7uM8+ZM2f8Z1e0traiqKgIVqtV10zr1q3D\nyZMnUVVVhW3btiE5ORnvvfce5s+fr1umlpYWXLhwAQDQ3NyMXbt2ITY2VtdxAi7+I58wYQIqKysB\nAHv27EFMTIzuuQBg69atWLx4sf+5npksFgv279+PtrY2CCGwZ88eREdH6z5O3333HQDg5MmT+Oij\nj7BkyRLdMomLx4H9z7XI4XA4UFRUhKamJni9XhQVFcHhcFwz05V5L8+qVaa+BlBVX3zxhQgKChIz\nZswQ8fHxwmq1ik8++UR8//334oc//KGYOnWqSElJEV6v1/+edevWicmTJ4tp06aJnTt3+peXlJSI\n6dOni3vuuUc8++yz/uVtbW0iIyND3HPPPWLOnDmiurq6z0xHjhwRVqtVxMfHi7i4OPHaa68JIYSu\nmS4ny7L/ILqemaqqqvzbbfr06SInJ0f3TJccOnRIzJo1S8yYMUMsXLhQnD17Vvdczc3NYvTo0eLc\nuXP+ZXpnevXVV0V0dLSIjY0Vy5cvFx0dHbpnevDBB0VMTIyIj48Xe/fu1W2cFi9eLMaOHSuGDRsm\nJkyYIN555x3R2NioSY4tW7aIe+65R0yZMkXk5eX1memjjz4S48ePF7fccoswm81i7ty5mmbqCy8k\nJCIiRfg70YmISBEWCBERKcICISIiRVggRESkCAuEiIgUYYEQEZEiLBAiIlKEBUJERIr8P3s0eYnX\nRoPFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc502a208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['Median'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The median salaries for recent grads was most common between 20-40K.  There is a long tail towards the higher salary ranges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc4f989e8>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEACAYAAACQx1DIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc50810b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['Employed'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The majority of colege grads were employed in smaller companies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc4f3a6a0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEACAYAAACQx1DIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAACWIlgAAJb6/07bc7oYxEwKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4e990f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['Full_time'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This histogram shows a large tail for full time employment.  This could also mean that the sample size was small."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc51b7e10>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEACAYAAACznAEdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSf8P0Uf5r+/z3o0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4e115c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['ShareWomen'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This histogram shows a non-normal distribution.  There are a few majors with very low percentages of women.  But women seem to be fairly evenly distributed across majors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc4e11400>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEACAYAAACpoOGTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFq1JREFUeJzt3X9sVfXh//HXLQUEuvJz3MsvW+agFgRaYGUbCV5JWxIX\nfq7gNtLeEHB+ogsLcwFjllj/gTIHG8bNLW4o2TKzLstaFlBB41VW51gpjWZiZ6atFHZvddba0gK2\n9/39o1+ulr57d9vec88tPB9Jk97be+55Ud7nvnrO+55zPcYYIwAArpPmdgAAQGqiIAAAVhQEAMCK\nggAAWFEQAAArCgIAYJXu9Aqys7M1ceJEpaWlafTo0Tp9+rRaW1t1zz33qKmpSdnZ2aqsrNTEiROd\njgIAGATH9yDS0tIUDAZ19uxZnT59WpJUUVGhwsJCNTQ0aPXq1dq3b5/TMQAAg+R4QRhjFIlE+txX\nXV2tQCAgSQoEAqqqqnI6BgBgkBwvCI/Ho6KiIn3lK1/Rr3/9a0lSOByW1+uVJPl8PrW0tDgdAwAw\nSI7PQdTU1GjGjBn64IMPVFxcrJycHHk8nj6Puf42AMB9jhfEjBkzJElf/OIXtWHDBp0+fVperze6\nFxEKhTR9+nTrshQHAAxNIi6z5+ghps7OTnV0dEiSLl26pBMnTmjRokVat26dnnnmGUnSkSNHtH79\n+gGfwxiTUl+PPPKI6xlGQqZUzUUmMt0MuRLF0T2IcDisjRs3yuPxqLu7W1u3blVxcbGWL1+uLVu2\n6PDhw8rKylJlZaWTMQAAQ+BoQcydO1f19fX97p8yZYpefPFFJ1cNABgmzqQeJL/f73aEflIxk5Sa\nucgUHzLFL1VzJYLHJPKAVYJ5PJ6EHk8DgJtBol472YMAAFhREAAAKwoCAGBFQSAuPl+2PB6Pq18+\nX7bbvwbgpsIkNeLSe1a72/8XjAcgHkxSAwAcRUEAAKwoCACAFQUBALCiIAAAVhQEAMCKggAAWFEQ\nAAArCgIAYEVBAACsKAgAgBUFAQCwoiAAAFYUBADAioIAAFhREAAAKwoCAGBFQQAArCgIAIAVBQEA\nsKIgAABWFAQAwIqCAABYURAAACsKAgBgRUEAAKwoCACAFQUBALCiIAAAVkkpiEgkoqVLl2rdunWS\npNbWVhUXFysnJ0dr1qxRW1tbMmIAAAYhKQVx6NAhLViwIHq7oqJChYWFamho0OrVq7Vv375kxAAA\nDILjBdHc3Kzjx49rx44d0fuqq6sVCAQkSYFAQFVVVU7HAAAMkuMFsWvXLj322GPyeDzR+8LhsLxe\nryTJ5/OppaXF6RgAgEFKd/LJjx07Jq/Xq7y8PAWDwQEf9/nyuF55eXn0e7/fL7/fn7iAAHADCAaD\nMV9jh8pjjDEJf9b/7+GHH9bvfvc7paenq6urS+3t7dq4caNqa2sVDAbl9XoVCoV011136dy5c/3D\neTxyMB4GobfE3f6/YDwA8UjUa6ejBfF5r7zyig4cOKCjR49q9+7dmjp1qvbs2aP9+/ertbVVFRUV\n/cNRECmDggBGjkS9drpyHsRDDz2kkydPKicnRy+99JIeeughN2IAAGJI2h7EULAHkTrYgwBGjhG9\nBwEASH0UBADAioIAAFhREAAAKwoCAGBFQQAArCgIAIAVBQEAsKIgAABWFAQAwIqCAABYURAAACsK\nAgBgRUEAAKwoCACAFQUBALCiIAAAVhQEAMCKggAAWFEQAAArCgIAYEVBAACs0t0OAMRvrDwej6sJ\nvN4shUKNrmYAksVjjDFuhxiIx+NRCse7qfS+MLv9f5EaGRiTSHWJeu3kEBMAwIqCAABYURAAACsK\nAgBgRUEAAKwoCACAFQUBALCiIAAAVhQEAMCKggAAWFEQAAArRwviypUrWrFihfLz87Vw4UI9/PDD\nkqTW1lYVFxcrJydHa9asUVtbm5MxAABD4PjF+jo7OzV+/Hj19PRo5cqVOnDggI4ePaqpU6dq9+7d\n2r9/v1pbW1VRUdE/HBfrSxlcrO+zDIxJpLoRc7G+8ePHS+rdm4hEIpo8ebKqq6sVCAQkSYFAQFVV\nVU7HAAAMUlwF8eabbw55BZFIRPn5+fL5fPL7/VqwYIHC4bC8Xq8kyefzqaWlZcjPDwBwRlwFcf/9\n96ugoEC/+MUvBj1fkJaWprNnz6q5uVmnTp1SMBjs96Evbn8IDACgv7g+Ue7UqVN65513dPjwYS1b\ntkwFBQXatm2bioqK4l5RZmam7r77btXW1srr9Ub3IkKhkKZPnz7gcuXl5dHv/X6//H5/3OsEgJtB\nMBhUMBhM+PMOapK6p6dHVVVV2rlzpzIzM2WM0d69e7Vp0ybr4z/88EONHj1aEydOVFdXl9asWaNH\nHnlEJ06c0JQpU7Rnzx4mqUcIJqk/y8CYRKpL1GtnXAXxxhtv6Omnn9axY8dUVFSk7du3a+nSpbp4\n8aK+9rWvqampybrcm2++qUAgIGOMIpGISktL9cMf/lAfffSRtmzZovPnzysrK0uVlZWaNGmSY/9I\nDB8F8VkGxiRSXVIL4s4779SOHTtUUlKicePG9fnZb3/7W5WWlg47iDUcBZEyKIjPMjAmkeqSWhAd\nHR0aN26cRo0aJan3nUmXL1+OvoXVKRRE6qAgPsvAmESqS+p5EIWFherq6ore7uzsVGFh4bBXDgBI\nXXEVxOXLl5WRkRG9nZGRoc7OTsdCAQDcF1dBTJgwQXV1ddHbZ86c6TcXAQC4scR1HsTPfvYzbd68\nWTNnzpQxRqFQSH/4wx+czgYAcFHc50F8+umnamhokCTl5ORo9OjRjgaTmKROJUxSX3OLpCuuJvB6\nsxQKNbqaAaktqe9ikqTXXntNjY2N6u7ujt5XVlY27ACxUBCpg4JIrQxsF4glUa+dcR1iKi0t1b//\n/W/l5eVF3+rq8XgcLwgAgHvi2oPIzc3VW2+9lfSL6rEHkTrYg0itDGwXiCWp50HccccdCoVCw14Z\nhsbny5bH43H1C8DNJ65DTB9++KEWLFiggoICjR07Nnr/0aNHHQuGz4TDTUqFv1oB3FziKojPX3Ib\nAHBziPtdTE1NTXrnnXdUWFiozs5O9fT06Atf+IKz4ZiDkMTxfzL0z8B2gViSOgfx1FNPqaSkRPfd\nd58k6cKFC9qwYcOwVw4ASF1xFcTPf/5z1dTUKDMzU5I0b948PkcaAG5wcRXE2LFjNWbMmOjt7u5u\n3tkCADe4uArizjvv1N69e9XV1aWTJ09q8+bNWrt2rdPZAAAuimuSOhKJ6De/+Y1OnDghY4zWrFmj\nHTt2OL4XwSR1LyapyXB9BrYLxJL0azG5gYLoRUGQ4foMbBeIJanXYpo7d651b+Hdd98ddgAAQGqK\nqyBqa2uj31++fFl//OMf9dFHHzkWCgDgviEfYlq2bJnOnDmT6Dx9cIipF4eYyHB9BrYLxJLUQ0yf\n/7jRSCSi2traPp8LAQC48cRVEA8++OBnC6SnKzs7W5WVlY6FAgC4j3cxjQAcYiLD9RnYLhBLUg8x\nHTx4MObPf/CDHww7CAAgtcT9LqZ//OMfWrdunSTpL3/5iwoKCjRv3jxHwwEA3BPXIaZVq1bp2LFj\n0ct7t7e36xvf+IZeffVVZ8NxiEkSh5jI0D8D2wViSerlvsPhcJ+L9Y0ZM0bhcHjYKwcApK64DjGV\nlZWpoKBAGzdulCRVVVUpEAg4GgwA4K6438VUV1enU6dOSeo95JSfn+9oMIlDTNdwiIkM12dgu0As\nST3EJEmdnZ3KzMzU97//fc2ePVvvvffesFcOAEhdce1BPProo6qtrVVDQ4P+9a9/6eLFi9q8ebNq\namqcDccehCT2IMjQPwPbBWJJ6h7En//8Zx09elQTJkyQJM2cOVPt7e3DXjkAIHXFVRBjxoyRx+OJ\nXvL70qVLjoYCALgvroLYsmWL7rvvPn388cd66qmnVFhYqHvvvdfpbAAAF8X9LqaTJ0/2+cjRoqKi\n/7lMc3OzysrKFA6HlZaWpnvvvVc7d+5Ua2ur7rnnHjU1NUUv/Ddx4sT+4ZiDkMQcBBn6Z2C7QCxJ\n+8jRnp4eFRYW6uWXXx70k4dCIYVCIeXl5amjo0PLli1TdXW1nn76aU2dOlW7d+/W/v371draqoqK\niv7hKAhJFAQZ+mdgu0AsSZukHjVqlNLS0tTW1jboJ/f5fMrLy5MkZWRkKDc3V83Nzaquro6eaBcI\nBFRVVTXo5wYAOCuuM6kzMjK0aNEiFRUVRd/JJEmPP/543CtqbGxUfX29vvrVryocDsvr9UrqLZGW\nlpZBxgYAOC2ugti0aZM2bdo05JV0dHSopKREhw4dUkZGRvTdUNdcfxsA4L6YBfH+++/r1ltvHdZ1\nl7q7u1VSUqLS0lKtX79ekuT1eqN7EaFQSNOnTx9w+fLy8uj3fr9ffr9/yFkA4EYUDAYVDAYT/rwx\nJ6mXLl0a/Tzqb37zm/rTn/406BWUlZVp2rRpfT50aM+ePZoyZYr27NnDJHUcmKQmw/UZ2C4QS1Le\nxZSfn6+zZ8/2+z5eNTU1WrVqlRYtWhQ90W7v3r0qKCjQli1bdP78eWVlZamyslKTJk3qH46CkERB\nkKF/BrYLxJKUjxz9/NzAUOYJVq5cqZ6eHuvPXnzxxUE/HwAgeWLuQYwaNUoTJkyQMUZdXV0aP368\nJMkYI4/Ho08++cTZcOxBSGIPggz9M7BdIJak7EEM9Nc/AODGF/fnQQAAbi4UBADAioIAAFhREAAA\nKwoCAGBFQQAArCgIAIAVBQEAsKIgAABWFAQAwIqCAABYURAAACsKAgBgRUEAAKwoCACAFQUBALCi\nIAAAVhQEAMCKggAAWFEQAACrdLcDpDqfL1vhcJPbMQAg6TzGGON2iIF4PB65Hc/j8Uhy+1dEBjL0\nzeD2doHUlqjXTg4xAQCsKAgAgBUFAQCwoiAAAFYUBADAioIAAFhREAAAKwoCAGBFQQAArCgIAIAV\nBQEAsKIgAABWjhbE9u3b5fV6tXjx4uh9ra2tKi4uVk5OjtasWaO2tjYnIwAAhsjRgti2bZteeOGF\nPvdVVFSosLBQDQ0NWr16tfbt2+dkBADAEDl+ue+mpiatXbtWb7zxhiTp9ttv1yuvvCKv16tQKCS/\n36+3337bHo7LfV9LQQYy9Mng9naB1DZiL/fd0tIir9crSfL5fGppaUl2BABAHFz/RLnev9AHVl5e\nHv3e7/fL7/c7GwgARphgMKhgMJjw5036Iabc3FwFg8HoIaa77rpL586ds4fjENO1FGQgQ58Mbm8X\nSG0j5hCTMaZP0HXr1umZZ56RJB05ckTr1693OgIAYAgc3YP4zne+o2AwqP/+97/yer169NFHtWHD\nBm3evFnnz59XVlaWKisrNWnSJHs49iCupSADGfpkcHu7QGpL1Gun44eYhoOCiKYgAxn6ZHB7u0Bq\nS9Rrp+uT1AAGa+z/fHOH07zeLIVCja5mgPPYg4gjQyr8xUgGMqRaBre3TQxsxExSAwBGppQ/xPTk\nk0+6HQEAbkopf4hp3Lj/c239kcirunLlLaXC7jwZyJBqGVL4peOmd9O8i8nNDeGWW+7X5ctPupqh\nV2q8IJCBDJ/PkMIvHTc95iAAAI6iIAAAVhQEAMCKggAAWFEQAAArCgIAYEVBAACsKAgAgBUFAQCw\noiAAAFYUBADAioIAAFhREAAAKwoCAGBFQQAArCgIAIAVBQEAsKIgAABWFAQAwIqCAABYURAARiSf\nL1sej8fVL58v2+1fg6PS3Q4AAEMRDjdJMi5n8Li6fqexBwEAsKIgAABWFAQAwIqCAABYURAAACsK\nAgBgRUEAAKxcK4jnn39et99+u+bPn6/9+/e7FQPAkIx1/SS11OD+78HJk/VcKYhIJKLvfe97euGF\nF/TPf/5Tzz77rN5++203ogxB0O0AFkG3Awwg6HYAi6DbASyCbgewCP6Pn19R70lqyfx6+brbqeCK\n+udK7lfvCYPOcKUgTp8+rXnz5ikrK0ujR4/Wt771LVVXV7sRZQiCbgewCLodYABBtwNYBN0OYBF0\nO4BF0O0AFkG3Awwg6HYAx7hSEBcuXNCcOXOit2fPnq0LFy64EQUAMICUvxZTZuZa19Z99eobrq0b\nANzmMcYk/WDe66+/rvLycj3//POSpIqKCnk8Hu3Zs6dvuJSZiAKAkSURL+2uFERPT49ycnL00ksv\nacaMGSooKNCzzz6r3NzcZEcBAAzAlUNMo0aN0hNPPKHi4mJFIhFt376dcgCAFOPKHgQAIPW58i6m\neE6S27lzp+bNm6e8vDzV19cPatlk52pubtbq1au1cOFCLVq0SI8//rjrma6JRCJaunSp1q1blxKZ\n2tratHnzZuXm5mrhwoX6+9//7nqmffv2aeHChVq8eLG2bt2qq1evJiVTQ0ODvv71r+uWW27RwYMH\nB/3vSXYuN8d5rN+V5M44j5XJrXEeK9OQxrlJsp6eHnPbbbeZxsZGc/XqVbNkyRJz7ty5Po85fvy4\nufvuu40xxrz++utmxYoVcS/rRq7//Oc/5uzZs8YYY9rb2838+fMTkms4ma45ePCg2bp1q1m7du2w\n8yQiUyAQMIcPHzbGGPPpp5+atrY2VzM1NjaauXPnmitXrhhjjNmyZYs5cuRIUjJ98MEHpra21vzo\nRz8yBw4cGNSybuRyc5wPlOkaN8Z5rExujfOBMg11nCd9DyKek+Sqq6tVVlYmSVqxYoXa2toUDocd\nPcFuOLl8Pp/y8vIkSRkZGcrNzU3IeR3DyST1/sV3/Phx7dixY9hZEpHpk08+0alTp7Rt2zZJUnp6\nujIzM13NlJmZqTFjxujSpUvq7u5WZ2enZs6cmZRM06ZN07Jly5Senj7oZd3I5eY4HyiT5N44HyiT\nm+N8oExDHedJL4h4TpIb6DFOnmA3lFyzZs3q95jGxkbV19drxYoVrmfatWuXHnvssYS+XXg4md57\n7z1NmzZN27Zt09KlS/Xd735XXV1drmaaPHmyHnzwQd16662aNWuWJk2apMLCwqRkcmLZZD13ssd5\nLG6N84G4Oc4HMtRxPiKu5mpGyDx6R0eHSkpKdOjQIWVkZLia5dixY/J6vcrLy5MxJiV+h93d3aqr\nq9MDDzyguro6jR8/XhUVFa5mevfdd/XTn/5UTU1Nunjxojo6OvT73//e1UypjnEe2400zpNeELNm\nzdL7778fvd3c3KxZs2b1e8z58+f7PSaeZd3IJfUOipKSEpWWlmr9+vWuZ6qpqdHRo0f1pS99Sd/+\n9rf18ssvRw+xuJVp9uzZmjNnjpYvXy5JKikpUV1dnauZamtrtXLlSk2ZMkWjRo3Spk2b9NprryUl\nkxPLOv3cbo3zgbg5zgfi5jgfyJDH+bBnTgapu7s7OtFy5coVs2TJEvPWW2/1ecyxY8eiE4p/+9vf\nohOK8SzrRi5jjCktLTW7du1KSJZEZbomGAwmbPJuuJlWrVplGhoajDHGlJeXm927d7uaqb6+3txx\nxx2mq6vLRCIREwgEzBNPPJGUTNeUl5ebn/zkJ0NaNpm5jHFvnMfKdE2yx3msTG6N84EyDXWcJ70g\njDHmueeeM/Pnzzdf/vKXzb59+4wxxvzyl780v/rVr6KPeeCBB8xtt91mFi9ebM6cORNzWbdy1dXV\nGWOM+etf/2rS0tLMkiVLTF5ensnPzzfPPfecK5k+/7u6JpEbznAz1dfXm+XLl5slS5aYjRs3mo8/\n/tj1TD/+8Y/NggULzKJFi0xZWZm5evVqUjKFQiEze/ZsM3HiRDN58mQzZ84c097ePuCyiTLUXG6O\n81i/q2uSPc5jZXJrnMfKNJRxzolyAACrETFJDQBIPgoCAGBFQQAArCgIAIAVBQEAsKIgAABWFAQA\nwIqCAABY/T/zwRmuUr6TzgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4dca128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['Unemployment_rate'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The unemployment rate shows a normal distribution centered around .5.  Meaning that most majors had about 50% of the former graduates unemployed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc4dba438>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEACAYAAACQx1DIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4d18400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['Men'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows that there are a lot of majors with a relitively low sample rate for men. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc4d487f0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEACAYAAACQx1DIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAMCq/w/fXCo4s3tStgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4cc6470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads['Women'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like with the \"Men\" plot above, there tended to be a lot of majors with very few women answering."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using the scatter matrx to explore data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc4c557f0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc4b86080>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc4b4fa20>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc4b0af28>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm4AAAJuCAYAAAAJqI4TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4c35320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import scatter_matrix \n",
    "scatter_matrix(recent_grads[['Sample_size', 'Median']], figsize=(10,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc4abb198>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc4a23f60>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc49f38d0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc49aec50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc497e668>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc49376a0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc48892b0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc4844208>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f8fc480d358>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm4AAAJuCAYAAAAJqI4TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nN8YYY4wxC/F/N+5Oic7G0fAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4ac26a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_matrix(recent_grads[['Sample_size', 'Median', \"Unemployment_rate\"]], figsize=(10,10))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "There don't seem to be many strong coorelations between the fields."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating Bar Plots in matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc46ad160>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAICCAYAAAA52f1WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRZyIqAVjESciasFYxImIWrD/Az32i7Zq5cqkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4716c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAIbCAYAAAAdAK4FAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc49fe7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads[:10].plot.bar(x='Major', y='ShareWomen', legend=False)\n",
    "recent_grads[-10:].plot.bar(x='Major', y='ShareWomen', legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Women seem to be more represented in the last 10 rows than in the first 10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fc45f3d68>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAICCAYAAAA0x40RAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGBD6F0qmmz8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc4662320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAIbCAYAAAAQHt5CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkA7ofwAn70z4l0acDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fc45adb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_grads[:10].plot.bar(x='Major', y='Unemployment_rate', legend=False)\n",
    "recent_grads[-10:].plot.bar(x='Major', y='Unemployment_rate', legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There doesn't seem to be a clear coorelation between major and unemployment rate."
   ]
  }
 ],
 "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": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}