employment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Employment.ipynb\n",
    "Processing employment.csv  \n",
    "## Here is what the csv file looks like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "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>Neighborhood</th>\n",
       "      <th>Sector #</th>\n",
       "      <th>Population (2010)</th>\n",
       "      <th>Total Age 16+ N'hood Residents Employed (2010 Est.)</th>\n",
       "      <th>Resident Jobs: Construction</th>\n",
       "      <th>Resident Jobs: Manufacturing</th>\n",
       "      <th>Resident Jobs: Retail Trade</th>\n",
       "      <th>Resident Jobs: Transportation, warehousing, utilities</th>\n",
       "      <th>Resident Jobs: Information</th>\n",
       "      <th>Resident Jobs: Finance, insurance, real estate</th>\n",
       "      <th>...</th>\n",
       "      <th>Jobs in 'Hood: Manufacturing</th>\n",
       "      <th>Jobs in 'Hood: Retail trade</th>\n",
       "      <th>Jobs in 'Hood: Transport, warehousing, utilities</th>\n",
       "      <th>Jobs in 'Hood: Information</th>\n",
       "      <th>Jobs in 'Hood: Finance, insurance, real estate</th>\n",
       "      <th>Jobs in 'Hood: Prof, scientific, admin, and waste mgmt</th>\n",
       "      <th>Jobs in 'Hood: Educ, health, and social svc</th>\n",
       "      <th>Jobs in 'Hood: Arts, ent, recreation, accommodation and food services</th>\n",
       "      <th>Jobs in 'Hood: Public admin</th>\n",
       "      <th>Jobs in 'Hood: Other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Allegheny Center</td>\n",
       "      <td>3</td>\n",
       "      <td>933</td>\n",
       "      <td>386</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>11.9%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>10.4%</td>\n",
       "      <td>...</td>\n",
       "      <td>9.4%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>7.7%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>21.3%</td>\n",
       "      <td>9.3%</td>\n",
       "      <td>25.8%</td>\n",
       "      <td>6.7%</td>\n",
       "      <td>2.0%</td>\n",
       "      <td>4.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Allegheny West</td>\n",
       "      <td>3</td>\n",
       "      <td>462</td>\n",
       "      <td>151</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>6.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>14.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>12.4%</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>0.3%</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>6.6%</td>\n",
       "      <td>3.9%</td>\n",
       "      <td>48.7%</td>\n",
       "      <td>4.6%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>16.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Allentown</td>\n",
       "      <td>6</td>\n",
       "      <td>2,500</td>\n",
       "      <td>858</td>\n",
       "      <td>4.2%</td>\n",
       "      <td>7.8%</td>\n",
       "      <td>11.9%</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>31.0%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>4.2%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>14.1%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>15.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arlington</td>\n",
       "      <td>7</td>\n",
       "      <td>1,869</td>\n",
       "      <td>685</td>\n",
       "      <td>7.2%</td>\n",
       "      <td>13.0%</td>\n",
       "      <td>12.3%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>0.9%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>64.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>6.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arlington Heights</td>\n",
       "      <td>7</td>\n",
       "      <td>244</td>\n",
       "      <td>72</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.9%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>29.2%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>100.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Banksville</td>\n",
       "      <td>5</td>\n",
       "      <td>4,144</td>\n",
       "      <td>2,532</td>\n",
       "      <td>5.4%</td>\n",
       "      <td>4.9%</td>\n",
       "      <td>11.1%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>10.7%</td>\n",
       "      <td>...</td>\n",
       "      <td>7.3%</td>\n",
       "      <td>17.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>5.4%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>23.7%</td>\n",
       "      <td>12.8%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>15.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bedford Dwellings</td>\n",
       "      <td>15</td>\n",
       "      <td>1,202</td>\n",
       "      <td>358</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>7.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>12.3%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.8%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>88.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Beechview</td>\n",
       "      <td>5</td>\n",
       "      <td>7,974</td>\n",
       "      <td>4,096</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>5.9%</td>\n",
       "      <td>11.8%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>7.7%</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>22.0%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>3.7%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>17.6%</td>\n",
       "      <td>8.9%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>13.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Beltzhoover</td>\n",
       "      <td>6</td>\n",
       "      <td>1,925</td>\n",
       "      <td>706</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>13.6%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>7.6%</td>\n",
       "      <td>15.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>12.2%</td>\n",
       "      <td>2.4%</td>\n",
       "      <td>37.7%</td>\n",
       "      <td>2.4%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>13.4%</td>\n",
       "      <td>21.9%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>4.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bloomfield</td>\n",
       "      <td>12</td>\n",
       "      <td>8,442</td>\n",
       "      <td>5,227</td>\n",
       "      <td>3.0%</td>\n",
       "      <td>4.9%</td>\n",
       "      <td>8.7%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>3.8%</td>\n",
       "      <td>...</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>12.5%</td>\n",
       "      <td>2.1%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>49.4%</td>\n",
       "      <td>10.1%</td>\n",
       "      <td>1.2%</td>\n",
       "      <td>7.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Bluff</td>\n",
       "      <td>15</td>\n",
       "      <td>6,600</td>\n",
       "      <td>1,491</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>19.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>2.6%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>8.2%</td>\n",
       "      <td>72.4%</td>\n",
       "      <td>1.5%</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>3.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bon Air</td>\n",
       "      <td>6</td>\n",
       "      <td>808</td>\n",
       "      <td>461</td>\n",
       "      <td>15.4%</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>20.6%</td>\n",
       "      <td>2.6%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>8.9%</td>\n",
       "      <td>...</td>\n",
       "      <td>13.7%</td>\n",
       "      <td>8.2%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>5.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>13.7%</td>\n",
       "      <td>41.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Brighton Heights</td>\n",
       "      <td>2</td>\n",
       "      <td>7,247</td>\n",
       "      <td>3,979</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>12.3%</td>\n",
       "      <td>4.9%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>11.5%</td>\n",
       "      <td>...</td>\n",
       "      <td>7.5%</td>\n",
       "      <td>4.3%</td>\n",
       "      <td>4.9%</td>\n",
       "      <td>0.9%</td>\n",
       "      <td>5.9%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>28.4%</td>\n",
       "      <td>9.8%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>22.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Brookline</td>\n",
       "      <td>5</td>\n",
       "      <td>13,214</td>\n",
       "      <td>7,454</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>8.7%</td>\n",
       "      <td>7.1%</td>\n",
       "      <td>2.1%</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>...</td>\n",
       "      <td>14.9%</td>\n",
       "      <td>14.9%</td>\n",
       "      <td>5.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>7.3%</td>\n",
       "      <td>20.7%</td>\n",
       "      <td>5.4%</td>\n",
       "      <td>2.1%</td>\n",
       "      <td>14.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>California-Kirkbride</td>\n",
       "      <td>3</td>\n",
       "      <td>761</td>\n",
       "      <td>227</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>22.5%</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>17.6%</td>\n",
       "      <td>7.5%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>2.6%</td>\n",
       "      <td>80.1%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>6.8%</td>\n",
       "      <td>2.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Carrick</td>\n",
       "      <td>5</td>\n",
       "      <td>10,113</td>\n",
       "      <td>4,917</td>\n",
       "      <td>5.1%</td>\n",
       "      <td>8.6%</td>\n",
       "      <td>13.0%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>3.9%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.4%</td>\n",
       "      <td>23.4%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>15.3%</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>19.0%</td>\n",
       "      <td>13.1%</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>12.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Central Business District</td>\n",
       "      <td>16</td>\n",
       "      <td>3,629</td>\n",
       "      <td>1,610</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>6.6%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>2.9%</td>\n",
       "      <td>6.6%</td>\n",
       "      <td>12.4%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.9%</td>\n",
       "      <td>6.7%</td>\n",
       "      <td>3.9%</td>\n",
       "      <td>6.0%</td>\n",
       "      <td>23.0%</td>\n",
       "      <td>23.4%</td>\n",
       "      <td>7.5%</td>\n",
       "      <td>5.9%</td>\n",
       "      <td>8.2%</td>\n",
       "      <td>5.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Central Lawrenceville</td>\n",
       "      <td>13</td>\n",
       "      <td>4,482</td>\n",
       "      <td>2,180</td>\n",
       "      <td>3.9%</td>\n",
       "      <td>5.5%</td>\n",
       "      <td>7.3%</td>\n",
       "      <td>8.0%</td>\n",
       "      <td>3.4%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>1.5%</td>\n",
       "      <td>62.6%</td>\n",
       "      <td>7.0%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>3.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Central Northside</td>\n",
       "      <td>3</td>\n",
       "      <td>2,923</td>\n",
       "      <td>1,522</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>8.1%</td>\n",
       "      <td>15.2%</td>\n",
       "      <td>3.8%</td>\n",
       "      <td>4.6%</td>\n",
       "      <td>10.2%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>2.0%</td>\n",
       "      <td>0.7%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>2.6%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>77.9%</td>\n",
       "      <td>0.7%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>3.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Central Oakland</td>\n",
       "      <td>14</td>\n",
       "      <td>6,086</td>\n",
       "      <td>2,652</td>\n",
       "      <td>2.4%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>14.3%</td>\n",
       "      <td>1.5%</td>\n",
       "      <td>6.1%</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>11.7%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>1.4%</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>6.0%</td>\n",
       "      <td>47.5%</td>\n",
       "      <td>18.5%</td>\n",
       "      <td>1.4%</td>\n",
       "      <td>5.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Chartiers City</td>\n",
       "      <td>4</td>\n",
       "      <td>477</td>\n",
       "      <td>188</td>\n",
       "      <td>7.4%</td>\n",
       "      <td>5.3%</td>\n",
       "      <td>12.8%</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0%</td>\n",
       "      <td>13.5%</td>\n",
       "      <td>13.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>5.4%</td>\n",
       "      <td>27.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Chateau</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>12.5%</td>\n",
       "      <td>4.3%</td>\n",
       "      <td>43.7%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>4.3%</td>\n",
       "      <td>5.2%</td>\n",
       "      <td>2.0%</td>\n",
       "      <td>1.2%</td>\n",
       "      <td>12.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Crafton Heights</td>\n",
       "      <td>4</td>\n",
       "      <td>3,814</td>\n",
       "      <td>1,838</td>\n",
       "      <td>3.8%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>10.9%</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>2.9%</td>\n",
       "      <td>9.9%</td>\n",
       "      <td>...</td>\n",
       "      <td>17.4%</td>\n",
       "      <td>3.8%</td>\n",
       "      <td>8.2%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>6.8%</td>\n",
       "      <td>32.7%</td>\n",
       "      <td>8.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>3.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Crawford-Roberts</td>\n",
       "      <td>15</td>\n",
       "      <td>2,256</td>\n",
       "      <td>645</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>4.7%</td>\n",
       "      <td>13.3%</td>\n",
       "      <td>9.0%</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>6.8%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>5.1%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>42.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>20.4%</td>\n",
       "      <td>19.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Duquesne Heights</td>\n",
       "      <td>6</td>\n",
       "      <td>2,425</td>\n",
       "      <td>1,284</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>11.1%</td>\n",
       "      <td>9.9%</td>\n",
       "      <td>8.6%</td>\n",
       "      <td>3.7%</td>\n",
       "      <td>7.2%</td>\n",
       "      <td>...</td>\n",
       "      <td>21.6%</td>\n",
       "      <td>7.9%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>5.9%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>13.1%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>7.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>East Allegheny</td>\n",
       "      <td>3</td>\n",
       "      <td>2,136</td>\n",
       "      <td>1,236</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>9.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.6%</td>\n",
       "      <td>13.6%</td>\n",
       "      <td>...</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>19.7%</td>\n",
       "      <td>1.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>8.7%</td>\n",
       "      <td>14.2%</td>\n",
       "      <td>21.3%</td>\n",
       "      <td>10.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>18.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>East Carnegie</td>\n",
       "      <td>4</td>\n",
       "      <td>570</td>\n",
       "      <td>109</td>\n",
       "      <td>19.3%</td>\n",
       "      <td>21.1%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>45.1%</td>\n",
       "      <td>7.2%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>10.8%</td>\n",
       "      <td>9.0%</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>7.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>East Hills</td>\n",
       "      <td>11</td>\n",
       "      <td>3,169</td>\n",
       "      <td>823</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>9.4%</td>\n",
       "      <td>4.6%</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>5.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>10.4%</td>\n",
       "      <td>15.6%</td>\n",
       "      <td>41.7%</td>\n",
       "      <td>1.4%</td>\n",
       "      <td>10.4%</td>\n",
       "      <td>8.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>East Liberty</td>\n",
       "      <td>12</td>\n",
       "      <td>5,869</td>\n",
       "      <td>2,400</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>9.0%</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>12.7%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.1%</td>\n",
       "      <td>10.7%</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>7.4%</td>\n",
       "      <td>15.8%</td>\n",
       "      <td>21.8%</td>\n",
       "      <td>10.1%</td>\n",
       "      <td>8.1%</td>\n",
       "      <td>11.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Elliott</td>\n",
       "      <td>4</td>\n",
       "      <td>2,381</td>\n",
       "      <td>958</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>17.0%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>7.0%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>65.5%</td>\n",
       "      <td>0.4%</td>\n",
       "      <td>1.6%</td>\n",
       "      <td>7.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>6.0%</td>\n",
       "      <td>3.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Perry North</td>\n",
       "      <td>2</td>\n",
       "      <td>4,050</td>\n",
       "      <td>2,200</td>\n",
       "      <td>9.7%</td>\n",
       "      <td>6.0%</td>\n",
       "      <td>9.8%</td>\n",
       "      <td>4.7%</td>\n",
       "      <td>3.7%</td>\n",
       "      <td>6.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>1.6%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>66.0%</td>\n",
       "      <td>1.6%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>6.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Perry South</td>\n",
       "      <td>2</td>\n",
       "      <td>4,145</td>\n",
       "      <td>1,533</td>\n",
       "      <td>3.0%</td>\n",
       "      <td>2.9%</td>\n",
       "      <td>4.7%</td>\n",
       "      <td>4.8%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>9.8%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>0.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>1.4%</td>\n",
       "      <td>4.6%</td>\n",
       "      <td>61.8%</td>\n",
       "      <td>3.0%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>12.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Point Breeze</td>\n",
       "      <td>10</td>\n",
       "      <td>5,315</td>\n",
       "      <td>3,237</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>7.2%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>1.2%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>7.4%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0%</td>\n",
       "      <td>5.8%</td>\n",
       "      <td>1.4%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>15.8%</td>\n",
       "      <td>27.1%</td>\n",
       "      <td>19.5%</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>18.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Point Breeze North</td>\n",
       "      <td>11</td>\n",
       "      <td>2,054</td>\n",
       "      <td>1,028</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>2.9%</td>\n",
       "      <td>3.0%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>14.7%</td>\n",
       "      <td>10.2%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>7.9%</td>\n",
       "      <td>37.1%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Polish Hill</td>\n",
       "      <td>13</td>\n",
       "      <td>1,274</td>\n",
       "      <td>941</td>\n",
       "      <td>5.8%</td>\n",
       "      <td>8.7%</td>\n",
       "      <td>23.8%</td>\n",
       "      <td>7.7%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>...</td>\n",
       "      <td>4.7%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>4.7%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>15.7%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>45.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>17.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Regent Square</td>\n",
       "      <td>10</td>\n",
       "      <td>928</td>\n",
       "      <td>657</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.2%</td>\n",
       "      <td>3.7%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>10.2%</td>\n",
       "      <td>...</td>\n",
       "      <td>15.7%</td>\n",
       "      <td>25.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>18.9%</td>\n",
       "      <td>22.0%</td>\n",
       "      <td>15.7%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Ridgemont</td>\n",
       "      <td>4</td>\n",
       "      <td>483</td>\n",
       "      <td>276</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>49.6%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>4.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>12.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>100.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Shadyside</td>\n",
       "      <td>12</td>\n",
       "      <td>13,915</td>\n",
       "      <td>8,397</td>\n",
       "      <td>0.9%</td>\n",
       "      <td>4.9%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>3.0%</td>\n",
       "      <td>7.6%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>10.9%</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>4.6%</td>\n",
       "      <td>6.2%</td>\n",
       "      <td>52.6%</td>\n",
       "      <td>7.4%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>8.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Sheraden</td>\n",
       "      <td>4</td>\n",
       "      <td>5,299</td>\n",
       "      <td>2,524</td>\n",
       "      <td>8.9%</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>13.6%</td>\n",
       "      <td>6.2%</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>11.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>7.6%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>4.2%</td>\n",
       "      <td>4.2%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>25.5%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>9.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>South Oakland</td>\n",
       "      <td>14</td>\n",
       "      <td>2,969</td>\n",
       "      <td>1,124</td>\n",
       "      <td>0.7%</td>\n",
       "      <td>3.8%</td>\n",
       "      <td>11.8%</td>\n",
       "      <td>4.2%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>0.3%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>60.4%</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>8.5%</td>\n",
       "      <td>4.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>South Shore</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>28.9%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0%</td>\n",
       "      <td>6.7%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>15.8%</td>\n",
       "      <td>18.7%</td>\n",
       "      <td>16.7%</td>\n",
       "      <td>1.4%</td>\n",
       "      <td>21.7%</td>\n",
       "      <td>1.2%</td>\n",
       "      <td>7.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>South Side Flats</td>\n",
       "      <td>7</td>\n",
       "      <td>6,597</td>\n",
       "      <td>4,425</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>4.6%</td>\n",
       "      <td>9.4%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>2.4%</td>\n",
       "      <td>11.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.1%</td>\n",
       "      <td>10.1%</td>\n",
       "      <td>8.1%</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>5.5%</td>\n",
       "      <td>9.4%</td>\n",
       "      <td>23.4%</td>\n",
       "      <td>8.3%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>11.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>South Side Slopes</td>\n",
       "      <td>7</td>\n",
       "      <td>4,423</td>\n",
       "      <td>2,679</td>\n",
       "      <td>8.2%</td>\n",
       "      <td>5.5%</td>\n",
       "      <td>13.8%</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>1.6%</td>\n",
       "      <td>5.2%</td>\n",
       "      <td>...</td>\n",
       "      <td>25.8%</td>\n",
       "      <td>9.0%</td>\n",
       "      <td>15.5%</td>\n",
       "      <td>2.6%</td>\n",
       "      <td>5.2%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>9.0%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>15.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Spring Garden</td>\n",
       "      <td>1</td>\n",
       "      <td>884</td>\n",
       "      <td>668</td>\n",
       "      <td>6.7%</td>\n",
       "      <td>12.9%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>7.8%</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>29.1%</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>0.7%</td>\n",
       "      <td>10.9%</td>\n",
       "      <td>7.3%</td>\n",
       "      <td>5.5%</td>\n",
       "      <td>9.1%</td>\n",
       "      <td>5.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Spring Hill-City View</td>\n",
       "      <td>1</td>\n",
       "      <td>2,648</td>\n",
       "      <td>907</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>6.1%</td>\n",
       "      <td>13.0%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>9.4%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>40.7%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>11.1%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>38.9%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Squirrel Hill North</td>\n",
       "      <td>10</td>\n",
       "      <td>11,363</td>\n",
       "      <td>6,095</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>5.9%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>3.9%</td>\n",
       "      <td>0.3%</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>2.5%</td>\n",
       "      <td>5.8%</td>\n",
       "      <td>71.5%</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>1.6%</td>\n",
       "      <td>3.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Squirrel Hill South</td>\n",
       "      <td>10</td>\n",
       "      <td>15,110</td>\n",
       "      <td>8,064</td>\n",
       "      <td>0.3%</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>8.2%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>3.9%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4%</td>\n",
       "      <td>16.5%</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>9.2%</td>\n",
       "      <td>6.5%</td>\n",
       "      <td>40.5%</td>\n",
       "      <td>11.8%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>8.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>St. Clair</td>\n",
       "      <td>7</td>\n",
       "      <td>209</td>\n",
       "      <td>289</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>4.5%</td>\n",
       "      <td>21.8%</td>\n",
       "      <td>2.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>9.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>25.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>6.8%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>25.4%</td>\n",
       "      <td>25.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>16.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Stanton Heights</td>\n",
       "      <td>13</td>\n",
       "      <td>4,601</td>\n",
       "      <td>2,513</td>\n",
       "      <td>3.9%</td>\n",
       "      <td>5.5%</td>\n",
       "      <td>11.4%</td>\n",
       "      <td>3.5%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>12.7%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>12.1%</td>\n",
       "      <td>11.3%</td>\n",
       "      <td>52.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>11.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Strip District</td>\n",
       "      <td>13</td>\n",
       "      <td>616</td>\n",
       "      <td>277</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>14.8%</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>3.6%</td>\n",
       "      <td>3.2%</td>\n",
       "      <td>15.5%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.8%</td>\n",
       "      <td>6.1%</td>\n",
       "      <td>9.3%</td>\n",
       "      <td>10.4%</td>\n",
       "      <td>10.9%</td>\n",
       "      <td>13.6%</td>\n",
       "      <td>6.1%</td>\n",
       "      <td>7.9%</td>\n",
       "      <td>3.8%</td>\n",
       "      <td>13.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Summer Hill</td>\n",
       "      <td>1</td>\n",
       "      <td>1,051</td>\n",
       "      <td>646</td>\n",
       "      <td>12.7%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>12.2%</td>\n",
       "      <td>9.8%</td>\n",
       "      <td>7.3%</td>\n",
       "      <td>7.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.5%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.5%</td>\n",
       "      <td>66.9%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.5%</td>\n",
       "      <td>9.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>15.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Swisshelm Park</td>\n",
       "      <td>10</td>\n",
       "      <td>1,361</td>\n",
       "      <td>717</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>9.3%</td>\n",
       "      <td>5.3%</td>\n",
       "      <td>2.1%</td>\n",
       "      <td>7.1%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.0%</td>\n",
       "      <td>5.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>32.5%</td>\n",
       "      <td>5.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.0%</td>\n",
       "      <td>26.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Terrace Village</td>\n",
       "      <td>15</td>\n",
       "      <td>3,228</td>\n",
       "      <td>1,067</td>\n",
       "      <td>2.1%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>5.5%</td>\n",
       "      <td>4.8%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>84.6%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>4.5%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Troy Hill</td>\n",
       "      <td>1</td>\n",
       "      <td>2,714</td>\n",
       "      <td>1,370</td>\n",
       "      <td>9.1%</td>\n",
       "      <td>11.4%</td>\n",
       "      <td>12.5%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>0.7%</td>\n",
       "      <td>17.8%</td>\n",
       "      <td>...</td>\n",
       "      <td>64.3%</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>0.9%</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>5.7%</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>4.3%</td>\n",
       "      <td>0.2%</td>\n",
       "      <td>5.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Upper Hill</td>\n",
       "      <td>15</td>\n",
       "      <td>2,057</td>\n",
       "      <td>681</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>1.9%</td>\n",
       "      <td>7.6%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>4.3%</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>...</td>\n",
       "      <td>47.1%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>5.1%</td>\n",
       "      <td>26.9%</td>\n",
       "      <td>8.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>9.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Upper Lawrenceville</td>\n",
       "      <td>13</td>\n",
       "      <td>2,669</td>\n",
       "      <td>1,191</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>7.5%</td>\n",
       "      <td>14.9%</td>\n",
       "      <td>6.7%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.0%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.2%</td>\n",
       "      <td>20.8%</td>\n",
       "      <td>17.8%</td>\n",
       "      <td>1.5%</td>\n",
       "      <td>3.0%</td>\n",
       "      <td>0.4%</td>\n",
       "      <td>2.0%</td>\n",
       "      <td>4.1%</td>\n",
       "      <td>2.5%</td>\n",
       "      <td>14.2%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>West End</td>\n",
       "      <td>4</td>\n",
       "      <td>254</td>\n",
       "      <td>64</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>17.2%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>17.2%</td>\n",
       "      <td>...</td>\n",
       "      <td>19.4%</td>\n",
       "      <td>14.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.8%</td>\n",
       "      <td>6.1%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>2.2%</td>\n",
       "      <td>7.2%</td>\n",
       "      <td>10.6%</td>\n",
       "      <td>10.0%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>West Oakland</td>\n",
       "      <td>14</td>\n",
       "      <td>2,604</td>\n",
       "      <td>834</td>\n",
       "      <td>4.3%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>5.9%</td>\n",
       "      <td>3.4%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>2.5%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>1.0%</td>\n",
       "      <td>0.5%</td>\n",
       "      <td>0.3%</td>\n",
       "      <td>0.8%</td>\n",
       "      <td>3.1%</td>\n",
       "      <td>88.3%</td>\n",
       "      <td>1.3%</td>\n",
       "      <td>0.6%</td>\n",
       "      <td>1.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Westwood</td>\n",
       "      <td>4</td>\n",
       "      <td>3,066</td>\n",
       "      <td>1,623</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>16.8%</td>\n",
       "      <td>10.2%</td>\n",
       "      <td>2.1%</td>\n",
       "      <td>0.9%</td>\n",
       "      <td>9.2%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0%</td>\n",
       "      <td>24.4%</td>\n",
       "      <td>2.3%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>19.0%</td>\n",
       "      <td>16.3%</td>\n",
       "      <td>6.3%</td>\n",
       "      <td>2.7%</td>\n",
       "      <td>11.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Windgap</td>\n",
       "      <td>4</td>\n",
       "      <td>1,369</td>\n",
       "      <td>577</td>\n",
       "      <td>6.4%</td>\n",
       "      <td>12.1%</td>\n",
       "      <td>22.7%</td>\n",
       "      <td>4.7%</td>\n",
       "      <td>8.3%</td>\n",
       "      <td>7.3%</td>\n",
       "      <td>...</td>\n",
       "      <td>20.3%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>13.5%</td>\n",
       "      <td>5.4%</td>\n",
       "      <td>20.3%</td>\n",
       "      <td>0.0%</td>\n",
       "      <td>40.5%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Neighborhood  Sector # Population (2010)  \\\n",
       "0            Allegheny Center         3               933   \n",
       "1              Allegheny West         3               462   \n",
       "2                   Allentown         6             2,500   \n",
       "3                   Arlington         7             1,869   \n",
       "4           Arlington Heights         7               244   \n",
       "5                  Banksville         5             4,144   \n",
       "6           Bedford Dwellings        15             1,202   \n",
       "7                   Beechview         5             7,974   \n",
       "8                 Beltzhoover         6             1,925   \n",
       "9                  Bloomfield        12             8,442   \n",
       "10                      Bluff        15             6,600   \n",
       "11                    Bon Air         6               808   \n",
       "12           Brighton Heights         2             7,247   \n",
       "13                  Brookline         5            13,214   \n",
       "14       California-Kirkbride         3               761   \n",
       "15                    Carrick         5            10,113   \n",
       "16  Central Business District        16             3,629   \n",
       "17      Central Lawrenceville        13             4,482   \n",
       "18          Central Northside         3             2,923   \n",
       "19            Central Oakland        14             6,086   \n",
       "20             Chartiers City         4               477   \n",
       "21                    Chateau         3                11   \n",
       "22            Crafton Heights         4             3,814   \n",
       "23           Crawford-Roberts        15             2,256   \n",
       "24           Duquesne Heights         6             2,425   \n",
       "25             East Allegheny         3             2,136   \n",
       "26              East Carnegie         4               570   \n",
       "27                 East Hills        11             3,169   \n",
       "28               East Liberty        12             5,869   \n",
       "29                    Elliott         4             2,381   \n",
       "..                        ...       ...               ...   \n",
       "60                Perry North         2             4,050   \n",
       "61                Perry South         2             4,145   \n",
       "62               Point Breeze        10             5,315   \n",
       "63         Point Breeze North        11             2,054   \n",
       "64                Polish Hill        13             1,274   \n",
       "65              Regent Square        10               928   \n",
       "66                  Ridgemont         4               483   \n",
       "67                  Shadyside        12            13,915   \n",
       "68                   Sheraden         4             5,299   \n",
       "69              South Oakland        14             2,969   \n",
       "70                South Shore        16                19   \n",
       "71           South Side Flats         7             6,597   \n",
       "72          South Side Slopes         7             4,423   \n",
       "73              Spring Garden         1               884   \n",
       "74      Spring Hill-City View         1             2,648   \n",
       "75        Squirrel Hill North        10            11,363   \n",
       "76        Squirrel Hill South        10            15,110   \n",
       "77                  St. Clair         7               209   \n",
       "78            Stanton Heights        13             4,601   \n",
       "79             Strip District        13               616   \n",
       "80                Summer Hill         1             1,051   \n",
       "81             Swisshelm Park        10             1,361   \n",
       "82            Terrace Village        15             3,228   \n",
       "83                  Troy Hill         1             2,714   \n",
       "84                 Upper Hill        15             2,057   \n",
       "85        Upper Lawrenceville        13             2,669   \n",
       "86                   West End         4               254   \n",
       "87               West Oakland        14             2,604   \n",
       "88                   Westwood         4             3,066   \n",
       "89                    Windgap         4             1,369   \n",
       "\n",
       "   Total Age 16+ N'hood Residents Employed (2010 Est.)  \\\n",
       "0                                                 386    \n",
       "1                                                 151    \n",
       "2                                                 858    \n",
       "3                                                 685    \n",
       "4                                                  72    \n",
       "5                                               2,532    \n",
       "6                                                 358    \n",
       "7                                               4,096    \n",
       "8                                                 706    \n",
       "9                                               5,227    \n",
       "10                                              1,491    \n",
       "11                                                461    \n",
       "12                                              3,979    \n",
       "13                                              7,454    \n",
       "14                                                227    \n",
       "15                                              4,917    \n",
       "16                                              1,610    \n",
       "17                                              2,180    \n",
       "18                                              1,522    \n",
       "19                                              2,652    \n",
       "20                                                188    \n",
       "21                                                  0    \n",
       "22                                              1,838    \n",
       "23                                                645    \n",
       "24                                              1,284    \n",
       "25                                              1,236    \n",
       "26                                                109    \n",
       "27                                                823    \n",
       "28                                              2,400    \n",
       "29                                                958    \n",
       "..                                                ...    \n",
       "60                                              2,200    \n",
       "61                                              1,533    \n",
       "62                                              3,237    \n",
       "63                                              1,028    \n",
       "64                                                941    \n",
       "65                                                657    \n",
       "66                                                276    \n",
       "67                                              8,397    \n",
       "68                                              2,524    \n",
       "69                                              1,124    \n",
       "70                                                 38    \n",
       "71                                              4,425    \n",
       "72                                              2,679    \n",
       "73                                                668    \n",
       "74                                                907    \n",
       "75                                              6,095    \n",
       "76                                              8,064    \n",
       "77                                                289    \n",
       "78                                              2,513    \n",
       "79                                                277    \n",
       "80                                                646    \n",
       "81                                                717    \n",
       "82                                              1,067    \n",
       "83                                              1,370    \n",
       "84                                                681    \n",
       "85                                              1,191    \n",
       "86                                                 64    \n",
       "87                                                834    \n",
       "88                                              1,623    \n",
       "89                                                577    \n",
       "\n",
       "   Resident Jobs: Construction Resident Jobs: Manufacturing  \\\n",
       "0                         3.1%                         1.8%   \n",
       "1                         0.0%                         6.6%   \n",
       "2                         4.2%                         7.8%   \n",
       "3                         7.2%                        13.0%   \n",
       "4                         0.0%                         0.0%   \n",
       "5                         5.4%                         4.9%   \n",
       "6                         0.0%                         7.5%   \n",
       "7                         5.6%                         5.9%   \n",
       "8                         0.0%                         1.3%   \n",
       "9                         3.0%                         4.9%   \n",
       "10                        0.0%                         3.6%   \n",
       "11                       15.4%                         6.9%   \n",
       "12                        2.2%                         5.6%   \n",
       "13                        6.5%                         4.5%   \n",
       "14                        0.0%                        22.5%   \n",
       "15                        5.1%                         8.6%   \n",
       "16                        2.2%                         6.6%   \n",
       "17                        3.9%                         5.5%   \n",
       "18                        1.3%                         8.1%   \n",
       "19                        2.4%                         1.0%   \n",
       "20                        7.4%                         5.3%   \n",
       "21                         NaN                          NaN   \n",
       "22                        3.8%                         6.5%   \n",
       "23                        0.0%                         4.7%   \n",
       "24                        0.5%                        11.1%   \n",
       "25                        3.6%                         5.6%   \n",
       "26                       19.3%                        21.1%   \n",
       "27                        3.3%                         4.1%   \n",
       "28                        0.5%                         8.5%   \n",
       "29                        4.1%                        17.0%   \n",
       "..                         ...                          ...   \n",
       "60                        9.7%                         6.0%   \n",
       "61                        3.0%                         2.9%   \n",
       "62                        6.9%                         7.2%   \n",
       "63                        1.3%                         2.9%   \n",
       "64                        5.8%                         8.7%   \n",
       "65                        0.0%                        13.2%   \n",
       "66                        0.0%                        49.6%   \n",
       "67                        0.9%                         4.9%   \n",
       "68                        8.9%                         5.6%   \n",
       "69                        0.7%                         3.8%   \n",
       "70                        0.0%                        28.9%   \n",
       "71                        3.6%                         4.6%   \n",
       "72                        8.2%                         5.5%   \n",
       "73                        6.7%                        12.9%   \n",
       "74                        2.8%                         6.1%   \n",
       "75                        1.1%                         5.0%   \n",
       "76                        0.3%                         4.4%   \n",
       "77                        0.0%                         4.5%   \n",
       "78                        3.9%                         5.5%   \n",
       "79                        0.0%                        14.8%   \n",
       "80                       12.7%                         0.0%   \n",
       "81                        5.6%                         1.1%   \n",
       "82                        2.1%                         0.0%   \n",
       "83                        9.1%                        11.4%   \n",
       "84                        1.8%                         1.9%   \n",
       "85                        0.8%                         7.5%   \n",
       "86                        0.0%                        17.2%   \n",
       "87                        4.3%                         0.5%   \n",
       "88                        2.7%                        16.8%   \n",
       "89                        6.4%                        12.1%   \n",
       "\n",
       "   Resident Jobs: Retail Trade  \\\n",
       "0                        11.9%   \n",
       "1                         0.0%   \n",
       "2                        11.9%   \n",
       "3                        12.3%   \n",
       "4                        13.9%   \n",
       "5                        11.1%   \n",
       "6                         0.0%   \n",
       "7                        11.8%   \n",
       "8                        13.6%   \n",
       "9                         8.7%   \n",
       "10                       19.4%   \n",
       "11                       20.6%   \n",
       "12                       12.3%   \n",
       "13                        8.7%   \n",
       "14                        4.4%   \n",
       "15                       13.0%   \n",
       "16                        6.3%   \n",
       "17                        7.3%   \n",
       "18                       15.2%   \n",
       "19                       14.3%   \n",
       "20                       12.8%   \n",
       "21                         NaN   \n",
       "22                       10.9%   \n",
       "23                       13.3%   \n",
       "24                        9.9%   \n",
       "25                        9.5%   \n",
       "26                        0.0%   \n",
       "27                        9.4%   \n",
       "28                        9.0%   \n",
       "29                        2.2%   \n",
       "..                         ...   \n",
       "60                        9.8%   \n",
       "61                        4.7%   \n",
       "62                        3.2%   \n",
       "63                        3.0%   \n",
       "64                       23.8%   \n",
       "65                        3.7%   \n",
       "66                        4.0%   \n",
       "67                        6.4%   \n",
       "68                       13.6%   \n",
       "69                       11.8%   \n",
       "70                        0.0%   \n",
       "71                        9.4%   \n",
       "72                       13.8%   \n",
       "73                        1.9%   \n",
       "74                       13.0%   \n",
       "75                        5.0%   \n",
       "76                        8.2%   \n",
       "77                       21.8%   \n",
       "78                       11.4%   \n",
       "79                        6.9%   \n",
       "80                       12.2%   \n",
       "81                        9.3%   \n",
       "82                        5.5%   \n",
       "83                       12.5%   \n",
       "84                        7.6%   \n",
       "85                       14.9%   \n",
       "86                        0.0%   \n",
       "87                        5.9%   \n",
       "88                       10.2%   \n",
       "89                       22.7%   \n",
       "\n",
       "   Resident Jobs: Transportation, warehousing, utilities  \\\n",
       "0                                                0.0%      \n",
       "1                                               14.6%      \n",
       "2                                                5.6%      \n",
       "3                                                1.8%      \n",
       "4                                                0.0%      \n",
       "5                                                1.9%      \n",
       "6                                               12.3%      \n",
       "7                                                2.8%      \n",
       "8                                               10.6%      \n",
       "9                                                1.8%      \n",
       "10                                               0.6%      \n",
       "11                                               2.6%      \n",
       "12                                               4.9%      \n",
       "13                                               7.1%      \n",
       "14                                               0.0%      \n",
       "15                                               6.5%      \n",
       "16                                               2.9%      \n",
       "17                                               8.0%      \n",
       "18                                               3.8%      \n",
       "19                                               1.5%      \n",
       "20                                               6.9%      \n",
       "21                                                NaN      \n",
       "22                                               4.4%      \n",
       "23                                               9.0%      \n",
       "24                                               8.6%      \n",
       "25                                               0.0%      \n",
       "26                                               0.0%      \n",
       "27                                               4.6%      \n",
       "28                                               3.3%      \n",
       "29                                               4.5%      \n",
       "..                                                ...      \n",
       "60                                               4.7%      \n",
       "61                                               4.8%      \n",
       "62                                               1.2%      \n",
       "63                                               1.1%      \n",
       "64                                               7.7%      \n",
       "65                                               4.0%      \n",
       "66                                               4.0%      \n",
       "67                                               2.3%      \n",
       "68                                               6.2%      \n",
       "69                                               4.2%      \n",
       "70                                               0.0%      \n",
       "71                                               3.2%      \n",
       "72                                               3.3%      \n",
       "73                                               7.8%      \n",
       "74                                               2.2%      \n",
       "75                                               2.3%      \n",
       "76                                               0.6%      \n",
       "77                                               2.4%      \n",
       "78                                               3.5%      \n",
       "79                                               3.6%      \n",
       "80                                               9.8%      \n",
       "81                                               5.3%      \n",
       "82                                               4.8%      \n",
       "83                                               0.5%      \n",
       "84                                               2.8%      \n",
       "85                                               6.7%      \n",
       "86                                               0.0%      \n",
       "87                                               3.4%      \n",
       "88                                               2.1%      \n",
       "89                                               4.7%      \n",
       "\n",
       "   Resident Jobs: Information Resident Jobs: Finance, insurance, real estate  \\\n",
       "0                        0.0%                                          10.4%   \n",
       "1                        0.0%                                           0.0%   \n",
       "2                        2.3%                                           8.4%   \n",
       "3                        5.0%                                           0.9%   \n",
       "4                        0.0%                                          29.2%   \n",
       "5                        1.8%                                          10.7%   \n",
       "6                        0.0%                                           2.8%   \n",
       "7                        2.7%                                           7.7%   \n",
       "8                        7.6%                                          15.0%   \n",
       "9                        3.6%                                           3.8%   \n",
       "10                       2.6%                                           2.7%   \n",
       "11                       2.2%                                           8.9%   \n",
       "12                       2.8%                                          11.5%   \n",
       "13                       2.1%                                           6.9%   \n",
       "14                      17.6%                                           7.5%   \n",
       "15                       3.9%                                           6.5%   \n",
       "16                       6.6%                                          12.4%   \n",
       "17                       3.4%                                           2.3%   \n",
       "18                       4.6%                                          10.2%   \n",
       "19                       6.1%                                           3.1%   \n",
       "20                       0.0%                                          10.6%   \n",
       "21                        NaN                                            NaN   \n",
       "22                       2.9%                                           9.9%   \n",
       "23                       5.0%                                           6.8%   \n",
       "24                       3.7%                                           7.2%   \n",
       "25                       2.6%                                          13.6%   \n",
       "26                       0.0%                                           0.0%   \n",
       "27                       1.7%                                          10.6%   \n",
       "28                       1.8%                                          12.7%   \n",
       "29                       0.0%                                          10.6%   \n",
       "..                        ...                                            ...   \n",
       "60                       3.7%                                           6.0%   \n",
       "61                       1.9%                                           9.8%   \n",
       "62                       1.8%                                           7.4%   \n",
       "63                       5.6%                                           4.0%   \n",
       "64                       0.0%                                           3.1%   \n",
       "65                       4.4%                                          10.2%   \n",
       "66                       0.0%                                          12.3%   \n",
       "67                       3.0%                                           7.6%   \n",
       "68                       1.7%                                          11.3%   \n",
       "69                       0.6%                                           6.3%   \n",
       "70                       0.0%                                           0.0%   \n",
       "71                       2.4%                                          11.3%   \n",
       "72                       1.6%                                           5.2%   \n",
       "73                       3.3%                                          10.0%   \n",
       "74                       0.0%                                           9.4%   \n",
       "75                       1.1%                                           5.9%   \n",
       "76                       1.0%                                           3.9%   \n",
       "77                       0.0%                                           9.3%   \n",
       "78                       2.2%                                          12.7%   \n",
       "79                       3.2%                                          15.5%   \n",
       "80                       7.3%                                           7.3%   \n",
       "81                       2.1%                                           7.1%   \n",
       "82                       0.0%                                           2.0%   \n",
       "83                       0.7%                                          17.8%   \n",
       "84                       4.3%                                           4.1%   \n",
       "85                       0.0%                                          13.0%   \n",
       "86                       0.0%                                          17.2%   \n",
       "87                       0.0%                                           2.5%   \n",
       "88                       0.9%                                           9.2%   \n",
       "89                       8.3%                                           7.3%   \n",
       "\n",
       "           ...          Jobs in 'Hood: Manufacturing  \\\n",
       "0          ...                                  9.4%   \n",
       "1          ...                                 12.4%   \n",
       "2          ...                                  0.0%   \n",
       "3          ...                                  6.5%   \n",
       "4          ...                                  0.0%   \n",
       "5          ...                                  7.3%   \n",
       "6          ...                                 11.8%   \n",
       "7          ...                                  4.0%   \n",
       "8          ...                                 12.2%   \n",
       "9          ...                                  4.1%   \n",
       "10         ...                                  2.1%   \n",
       "11         ...                                 13.7%   \n",
       "12         ...                                  7.5%   \n",
       "13         ...                                 14.9%   \n",
       "14         ...                                  1.8%   \n",
       "15         ...                                  5.4%   \n",
       "16         ...                                  5.9%   \n",
       "17         ...                                  6.4%   \n",
       "18         ...                                  2.7%   \n",
       "19         ...                                  1.3%   \n",
       "20         ...                                 27.0%   \n",
       "21         ...                                 12.5%   \n",
       "22         ...                                 17.4%   \n",
       "23         ...                                  2.3%   \n",
       "24         ...                                 21.6%   \n",
       "25         ...                                  4.4%   \n",
       "26         ...                                 45.1%   \n",
       "27         ...                                  6.9%   \n",
       "28         ...                                  5.1%   \n",
       "29         ...                                  0.0%   \n",
       "..         ...                                   ...   \n",
       "60         ...                                  4.8%   \n",
       "61         ...                                  5.6%   \n",
       "62         ...                                  2.0%   \n",
       "63         ...                                 14.7%   \n",
       "64         ...                                  4.7%   \n",
       "65         ...                                 15.7%   \n",
       "66         ...                                  0.0%   \n",
       "67         ...                                  1.9%   \n",
       "68         ...                                  7.6%   \n",
       "69         ...                                  6.0%   \n",
       "70         ...                                  6.0%   \n",
       "71         ...                                 11.1%   \n",
       "72         ...                                 25.8%   \n",
       "73         ...                                 29.1%   \n",
       "74         ...                                  0.0%   \n",
       "75         ...                                  0.5%   \n",
       "76         ...                                  1.4%   \n",
       "77         ...                                 25.4%   \n",
       "78         ...                                  0.0%   \n",
       "79         ...                                  6.8%   \n",
       "80         ...                                  2.5%   \n",
       "81         ...                                  5.2%   \n",
       "82         ...                                  1.7%   \n",
       "83         ...                                 64.3%   \n",
       "84         ...                                 47.1%   \n",
       "85         ...                                 11.2%   \n",
       "86         ...                                 19.4%   \n",
       "87         ...                                  1.3%   \n",
       "88         ...                                  5.0%   \n",
       "89         ...                                 20.3%   \n",
       "\n",
       "   Jobs in 'Hood: Retail trade  \\\n",
       "0                         1.8%   \n",
       "1                         3.1%   \n",
       "2                        31.0%   \n",
       "3                         0.0%   \n",
       "4                         0.0%   \n",
       "5                        17.4%   \n",
       "6                         0.0%   \n",
       "7                        22.0%   \n",
       "8                         2.4%   \n",
       "9                        12.5%   \n",
       "10                        3.2%   \n",
       "11                        8.2%   \n",
       "12                        4.3%   \n",
       "13                       14.9%   \n",
       "14                        2.6%   \n",
       "15                       23.4%   \n",
       "16                        6.7%   \n",
       "17                        6.4%   \n",
       "18                        2.0%   \n",
       "19                       11.7%   \n",
       "20                       13.5%   \n",
       "21                        4.3%   \n",
       "22                        3.8%   \n",
       "23                        2.8%   \n",
       "24                        7.9%   \n",
       "25                       19.7%   \n",
       "26                        7.2%   \n",
       "27                        5.2%   \n",
       "28                       10.7%   \n",
       "29                        7.0%   \n",
       "..                         ...   \n",
       "60                        0.0%   \n",
       "61                        4.1%   \n",
       "62                        5.8%   \n",
       "63                       10.2%   \n",
       "64                        6.3%   \n",
       "65                       25.2%   \n",
       "66                        0.0%   \n",
       "67                       10.9%   \n",
       "68                        6.4%   \n",
       "69                        1.8%   \n",
       "70                        6.7%   \n",
       "71                       10.1%   \n",
       "72                        9.0%   \n",
       "73                       10.0%   \n",
       "74                        0.0%   \n",
       "75                        3.9%   \n",
       "76                       16.5%   \n",
       "77                        0.0%   \n",
       "78                        0.0%   \n",
       "79                        6.1%   \n",
       "80                        0.0%   \n",
       "81                        0.0%   \n",
       "82                        1.1%   \n",
       "83                        5.0%   \n",
       "84                        0.0%   \n",
       "85                       20.8%   \n",
       "86                       14.4%   \n",
       "87                        1.0%   \n",
       "88                       24.4%   \n",
       "89                        0.0%   \n",
       "\n",
       "   Jobs in 'Hood: Transport, warehousing, utilities  \\\n",
       "0                                              7.7%   \n",
       "1                                              0.3%   \n",
       "2                                              8.5%   \n",
       "3                                              0.0%   \n",
       "4                                              0.0%   \n",
       "5                                              0.0%   \n",
       "6                                              0.0%   \n",
       "7                                              4.0%   \n",
       "8                                             37.7%   \n",
       "9                                              2.1%   \n",
       "10                                             1.1%   \n",
       "11                                             2.2%   \n",
       "12                                             4.9%   \n",
       "13                                             5.4%   \n",
       "14                                            80.1%   \n",
       "15                                             1.0%   \n",
       "16                                             3.9%   \n",
       "17                                             2.2%   \n",
       "18                                             0.7%   \n",
       "19                                             1.3%   \n",
       "20                                            13.5%   \n",
       "21                                            43.7%   \n",
       "22                                             8.2%   \n",
       "23                                             0.5%   \n",
       "24                                             0.0%   \n",
       "25                                             1.6%   \n",
       "26                                             1.8%   \n",
       "27                                             0.0%   \n",
       "28                                             4.4%   \n",
       "29                                             1.1%   \n",
       "..                                              ...   \n",
       "60                                             1.6%   \n",
       "61                                             0.4%   \n",
       "62                                             1.4%   \n",
       "63                                             1.0%   \n",
       "64                                             4.7%   \n",
       "65                                             0.0%   \n",
       "66                                             0.0%   \n",
       "67                                             4.1%   \n",
       "68                                             6.9%   \n",
       "69                                             2.2%   \n",
       "70                                             1.1%   \n",
       "71                                             8.1%   \n",
       "72                                            15.5%   \n",
       "73                                             3.6%   \n",
       "74                                            40.7%   \n",
       "75                                             0.3%   \n",
       "76                                             0.8%   \n",
       "77                                             0.0%   \n",
       "78                                             3.2%   \n",
       "79                                             9.3%   \n",
       "80                                             2.5%   \n",
       "81                                            13.0%   \n",
       "82                                             1.1%   \n",
       "83                                             1.9%   \n",
       "84                                             0.0%   \n",
       "85                                            17.8%   \n",
       "86                                             0.0%   \n",
       "87                                             0.5%   \n",
       "88                                             2.3%   \n",
       "89                                             0.0%   \n",
       "\n",
       "   Jobs in 'Hood: Information Jobs in 'Hood: Finance, insurance, real estate  \\\n",
       "0                        8.5%                                          21.3%   \n",
       "1                        0.8%                                           6.6%   \n",
       "2                        0.0%                                           4.2%   \n",
       "3                        6.5%                                           0.0%   \n",
       "4                        0.0%                                           0.0%   \n",
       "5                        4.1%                                           5.4%   \n",
       "6                        0.0%                                           0.0%   \n",
       "7                        0.5%                                           3.7%   \n",
       "8                        2.4%                                           1.0%   \n",
       "9                        1.9%                                           4.1%   \n",
       "10                       1.3%                                           1.8%   \n",
       "11                       5.5%                                           0.0%   \n",
       "12                       0.9%                                           5.9%   \n",
       "13                       0.6%                                           4.5%   \n",
       "14                       0.6%                                           1.8%   \n",
       "15                       1.3%                                          15.3%   \n",
       "16                       6.0%                                          23.0%   \n",
       "17                       0.0%                                           1.8%   \n",
       "18                       0.2%                                           2.6%   \n",
       "19                       1.4%                                           4.4%   \n",
       "20                       0.0%                                           0.0%   \n",
       "21                       1.8%                                           3.1%   \n",
       "22                       2.7%                                           0.0%   \n",
       "23                       2.3%                                           5.1%   \n",
       "24                       0.5%                                           6.5%   \n",
       "25                       0.0%                                           8.7%   \n",
       "26                      10.8%                                           9.0%   \n",
       "27                       0.0%                                          10.4%   \n",
       "28                       3.1%                                           7.4%   \n",
       "29                      65.5%                                           0.4%   \n",
       "..                        ...                                            ...   \n",
       "60                       2.2%                                           3.2%   \n",
       "61                       0.0%                                           1.4%   \n",
       "62                       2.7%                                           1.7%   \n",
       "63                       1.8%                                           5.6%   \n",
       "64                       1.3%                                           0.0%   \n",
       "65                       0.0%                                           0.0%   \n",
       "66                       0.0%                                           0.0%   \n",
       "67                       1.3%                                           4.6%   \n",
       "68                       4.2%                                           4.2%   \n",
       "69                       1.7%                                           0.3%   \n",
       "70                      15.8%                                          18.7%   \n",
       "71                       3.6%                                           5.5%   \n",
       "72                       2.6%                                           5.2%   \n",
       "73                       1.8%                                           0.7%   \n",
       "74                       0.0%                                          11.1%   \n",
       "75                       3.3%                                           2.5%   \n",
       "76                       1.9%                                           9.2%   \n",
       "77                       0.0%                                           6.8%   \n",
       "78                       3.2%                                          12.1%   \n",
       "79                      10.4%                                          10.9%   \n",
       "80                      66.9%                                           0.0%   \n",
       "81                       5.2%                                           0.0%   \n",
       "82                       0.5%                                           1.1%   \n",
       "83                       0.9%                                           5.0%   \n",
       "84                       0.0%                                           1.3%   \n",
       "85                       1.5%                                           3.0%   \n",
       "86                       2.8%                                           6.1%   \n",
       "87                       0.3%                                           0.8%   \n",
       "88                       1.8%                                           2.7%   \n",
       "89                       0.0%                                           0.0%   \n",
       "\n",
       "   Jobs in 'Hood: Prof, scientific, admin, and waste mgmt  \\\n",
       "0                                                9.3%       \n",
       "1                                                3.9%       \n",
       "2                                                8.5%       \n",
       "3                                                0.0%       \n",
       "4                                                0.0%       \n",
       "5                                                8.4%       \n",
       "6                                                0.0%       \n",
       "7                                                8.4%       \n",
       "8                                               13.4%       \n",
       "9                                                4.5%       \n",
       "10                                               8.2%       \n",
       "11                                               2.2%       \n",
       "12                                               6.4%       \n",
       "13                                               7.3%       \n",
       "14                                               0.6%       \n",
       "15                                               3.3%       \n",
       "16                                              23.4%       \n",
       "17                                               1.5%       \n",
       "18                                               4.0%       \n",
       "19                                               6.0%       \n",
       "20                                               5.4%       \n",
       "21                                               4.3%       \n",
       "22                                               6.8%       \n",
       "23                                               4.0%       \n",
       "24                                               5.9%       \n",
       "25                                              14.2%       \n",
       "26                                               4.5%       \n",
       "27                                              15.6%       \n",
       "28                                              15.8%       \n",
       "29                                               1.6%       \n",
       "..                                                ...       \n",
       "60                                               6.4%       \n",
       "61                                               4.6%       \n",
       "62                                              15.8%       \n",
       "63                                               7.9%       \n",
       "64                                              15.7%       \n",
       "65                                              18.9%       \n",
       "66                                               0.0%       \n",
       "67                                               6.2%       \n",
       "68                                               2.8%       \n",
       "69                                               6.5%       \n",
       "70                                              16.7%       \n",
       "71                                               9.4%       \n",
       "72                                               1.0%       \n",
       "73                                              10.9%       \n",
       "74                                               0.0%       \n",
       "75                                               5.8%       \n",
       "76                                               6.5%       \n",
       "77                                               0.0%       \n",
       "78                                              11.3%       \n",
       "79                                              13.6%       \n",
       "80                                               2.5%       \n",
       "81                                              32.5%       \n",
       "82                                               0.5%       \n",
       "83                                               5.7%       \n",
       "84                                               5.1%       \n",
       "85                                               0.4%       \n",
       "86                                              10.6%       \n",
       "87                                               3.1%       \n",
       "88                                              19.0%       \n",
       "89                                              13.5%       \n",
       "\n",
       "   Jobs in 'Hood: Educ, health, and social svc  \\\n",
       "0                                        25.8%   \n",
       "1                                        48.7%   \n",
       "2                                        14.1%   \n",
       "3                                        64.5%   \n",
       "4                                       100.0%   \n",
       "5                                        23.7%   \n",
       "6                                         0.0%   \n",
       "7                                        17.6%   \n",
       "8                                        21.9%   \n",
       "9                                        49.4%   \n",
       "10                                       72.4%   \n",
       "11                                       13.7%   \n",
       "12                                       28.4%   \n",
       "13                                       20.7%   \n",
       "14                                        2.8%   \n",
       "15                                       19.0%   \n",
       "16                                        7.5%   \n",
       "17                                       62.6%   \n",
       "18                                       77.9%   \n",
       "19                                       47.5%   \n",
       "20                                       27.0%   \n",
       "21                                        5.2%   \n",
       "22                                       32.7%   \n",
       "23                                       42.4%   \n",
       "24                                        6.5%   \n",
       "25                                       21.3%   \n",
       "26                                        2.7%   \n",
       "27                                       41.7%   \n",
       "28                                       21.8%   \n",
       "29                                        7.6%   \n",
       "..                                         ...   \n",
       "60                                       66.0%   \n",
       "61                                       61.8%   \n",
       "62                                       27.1%   \n",
       "63                                       37.1%   \n",
       "64                                        1.3%   \n",
       "65                                       22.0%   \n",
       "66                                        0.0%   \n",
       "67                                       52.6%   \n",
       "68                                       25.5%   \n",
       "69                                       60.4%   \n",
       "70                                        1.4%   \n",
       "71                                       23.4%   \n",
       "72                                        9.0%   \n",
       "73                                        7.3%   \n",
       "74                                       38.9%   \n",
       "75                                       71.5%   \n",
       "76                                       40.5%   \n",
       "77                                       25.4%   \n",
       "78                                       52.4%   \n",
       "79                                        6.1%   \n",
       "80                                        9.6%   \n",
       "81                                        5.2%   \n",
       "82                                       84.6%   \n",
       "83                                        6.4%   \n",
       "84                                       26.9%   \n",
       "85                                        2.0%   \n",
       "86                                        2.2%   \n",
       "87                                       88.3%   \n",
       "88                                       16.3%   \n",
       "89                                        5.4%   \n",
       "\n",
       "   Jobs in 'Hood: Arts, ent, recreation, accommodation and food services  \\\n",
       "0                                                6.7%                      \n",
       "1                                                4.6%                      \n",
       "2                                                8.5%                      \n",
       "3                                                0.0%                      \n",
       "4                                                0.0%                      \n",
       "5                                               12.8%                      \n",
       "6                                               88.2%                      \n",
       "7                                                8.9%                      \n",
       "8                                                1.0%                      \n",
       "9                                               10.1%                      \n",
       "10                                               1.5%                      \n",
       "11                                              41.2%                      \n",
       "12                                               9.8%                      \n",
       "13                                               5.4%                      \n",
       "14                                               0.6%                      \n",
       "15                                              13.1%                      \n",
       "16                                               5.9%                      \n",
       "17                                               7.0%                      \n",
       "18                                               0.7%                      \n",
       "19                                              18.5%                      \n",
       "20                                               0.0%                      \n",
       "21                                               2.0%                      \n",
       "22                                               8.2%                      \n",
       "23                                               0.0%                      \n",
       "24                                              13.1%                      \n",
       "25                                              10.4%                      \n",
       "26                                               3.6%                      \n",
       "27                                               1.4%                      \n",
       "28                                              10.1%                      \n",
       "29                                               0.0%                      \n",
       "..                                                ...                      \n",
       "60                                               1.6%                      \n",
       "61                                               3.0%                      \n",
       "62                                              19.5%                      \n",
       "63                                               0.5%                      \n",
       "64                                              45.6%                      \n",
       "65                                              15.7%                      \n",
       "66                                               0.0%                      \n",
       "67                                               7.4%                      \n",
       "68                                               6.4%                      \n",
       "69                                               1.7%                      \n",
       "70                                              21.7%                      \n",
       "71                                               8.3%                      \n",
       "72                                               6.5%                      \n",
       "73                                               5.5%                      \n",
       "74                                               0.0%                      \n",
       "75                                               5.0%                      \n",
       "76                                              11.8%                      \n",
       "77                                              25.4%                      \n",
       "78                                               0.0%                      \n",
       "79                                               7.9%                      \n",
       "80                                               0.0%                      \n",
       "81                                               0.0%                      \n",
       "82                                               0.0%                      \n",
       "83                                               4.3%                      \n",
       "84                                               8.4%                      \n",
       "85                                               4.1%                      \n",
       "86                                               7.2%                      \n",
       "87                                               1.3%                      \n",
       "88                                               6.3%                      \n",
       "89                                              20.3%                      \n",
       "\n",
       "   Jobs in 'Hood: Public admin Jobs in 'Hood: Other  \n",
       "0                         2.0%                 4.4%  \n",
       "1                         1.9%                16.6%  \n",
       "2                         2.8%                15.5%  \n",
       "3                         0.0%                 6.5%  \n",
       "4                         0.0%                 0.0%  \n",
       "5                         0.2%                15.8%  \n",
       "6                         0.0%                 0.0%  \n",
       "7                         2.8%                13.1%  \n",
       "8                         1.0%                 4.6%  \n",
       "9                         1.2%                 7.9%  \n",
       "10                        3.1%                 3.4%  \n",
       "11                        0.0%                13.2%  \n",
       "12                        1.1%                22.1%  \n",
       "13                        2.1%                14.3%  \n",
       "14                        6.8%                 2.4%  \n",
       "15                        0.8%                12.3%  \n",
       "16                        8.2%                 5.8%  \n",
       "17                        1.3%                 3.2%  \n",
       "18                        0.2%                 3.5%  \n",
       "19                        1.4%                 5.8%  \n",
       "20                        0.0%                13.5%  \n",
       "21                        1.2%                12.7%  \n",
       "22                        0.0%                 3.8%  \n",
       "23                       20.4%                19.2%  \n",
       "24                        0.0%                 7.9%  \n",
       "25                        0.0%                18.0%  \n",
       "26                        0.0%                 7.9%  \n",
       "27                       10.4%                 8.3%  \n",
       "28                        8.1%                11.9%  \n",
       "29                        6.0%                 3.2%  \n",
       "..                         ...                  ...  \n",
       "60                        6.4%                 6.4%  \n",
       "61                        1.0%                12.6%  \n",
       "62                        1.7%                18.5%  \n",
       "63                        2.3%                14.2%  \n",
       "64                        0.0%                17.3%  \n",
       "65                        0.0%                 2.5%  \n",
       "66                        0.0%               100.0%  \n",
       "67                        0.6%                 8.0%  \n",
       "68                        2.7%                 9.2%  \n",
       "69                        8.5%                 4.6%  \n",
       "70                        1.2%                 7.5%  \n",
       "71                        2.7%                11.5%  \n",
       "72                        1.0%                15.2%  \n",
       "73                        9.1%                 5.5%  \n",
       "74                        0.0%                 0.0%  \n",
       "75                        1.6%                 3.4%  \n",
       "76                        0.5%                 8.0%  \n",
       "77                        0.0%                16.9%  \n",
       "78                        3.2%                11.3%  \n",
       "79                        3.8%                13.1%  \n",
       "80                        0.0%                15.9%  \n",
       "81                       13.0%                26.0%  \n",
       "82                        2.7%                 4.5%  \n",
       "83                        0.2%                 5.0%  \n",
       "84                        0.0%                 9.8%  \n",
       "85                        2.5%                14.2%  \n",
       "86                       10.6%                10.0%  \n",
       "87                        0.6%                 1.3%  \n",
       "88                        2.7%                11.8%  \n",
       "89                        0.0%                40.5%  \n",
       "\n",
       "[90 rows x 27 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# imports\n",
    "import pandas as pd\n",
    "file = pd.read_csv(\"employment.csv\")\n",
    "file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We are going to change the third and fourth column of the csv file into integers that we can do math on. Then we are going to change the third column into unemployment rate. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I used unemployment rate here so that the neightborhood with the smallest value will be on top. I figured that this will be easier to look at."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change data type and assign desired values\n",
    "for neighborhood in file.index:\n",
    "    population = int(file.iloc[neighborhood,2].replace(',', ''))\n",
    "    employment = int(file.iloc[neighborhood,3].replace(',', ''))\n",
    "    file.iloc[neighborhood,2] = population\n",
    "    file.iloc[neighborhood,3] = (population-employment) / population * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sort by enployment rate and graph the file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Unemployment rate in %')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1944 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "file = file.sort_values(by=[\"Total Age 16+ N'hood Residents Employed (2010 Est.)\"], ascending=False)\n",
    "\n",
    "graph = file.plot.barh(x=\"Neighborhood\",y=\"Total Age 16+ N\\'hood Residents Employed (2010 Est.)\",figsize=(15,file.shape[0] * 0.3), legend=None)\n",
    "graph.set_xlabel(\"Unemployment rate in %\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The code below saves the picture above. This code will only be used for Google slides presentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph.get_figure().savefig('unemployment.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7",
   "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": 4
}