education-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So now we are looking at the amount of students enrolled in a neighborhood.  Our ideal neigborhood doesn't have too many kids or too many retired residents, creating a well balanced community.  In other words we are looking for the neighborhood with an average amount of students enrolled in school. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Id</th>\n",
       "      <th>Estimate; Total:</th>\n",
       "      <th>Margin of Error; Total:</th>\n",
       "      <th>Estimate; Enrolled in school:</th>\n",
       "      <th>Margin of Error; Enrolled in school:</th>\n",
       "      <th>Estimate; Enrolled in school: - Enrolled in nursery school, preschool</th>\n",
       "      <th>Margin of Error; Enrolled in school: - Enrolled in nursery school, preschool</th>\n",
       "      <th>Estimate; Enrolled in school: - Enrolled in kindergarten</th>\n",
       "      <th>Margin of Error; Enrolled in school: - Enrolled in kindergarten</th>\n",
       "      <th>...</th>\n",
       "      <th>Estimate; Enrolled in school: - Enrolled in grade 11</th>\n",
       "      <th>Margin of Error; Enrolled in school: - Enrolled in grade 11</th>\n",
       "      <th>Estimate; Enrolled in school: - Enrolled in grade 12</th>\n",
       "      <th>Margin of Error; Enrolled in school: - Enrolled in grade 12</th>\n",
       "      <th>Estimate; Enrolled in school: - Enrolled in college, undergraduate years</th>\n",
       "      <th>Margin of Error; Enrolled in school: - Enrolled in college, undergraduate years</th>\n",
       "      <th>Estimate; Enrolled in school: - Graduate or professional school</th>\n",
       "      <th>Margin of Error; Enrolled in school: - Graduate or professional school</th>\n",
       "      <th>Estimate; Not enrolled in school</th>\n",
       "      <th>Margin of Error; Not enrolled in school</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Allegheny Center</td>\n",
       "      <td>1</td>\n",
       "      <td>1389</td>\n",
       "      <td>193.000000</td>\n",
       "      <td>394</td>\n",
       "      <td>120.000000</td>\n",
       "      <td>48</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>21</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>150</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>51</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>995</td>\n",
       "      <td>135.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Allegheny West</td>\n",
       "      <td>2</td>\n",
       "      <td>343</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>61</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>282</td>\n",
       "      <td>74.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Allentown</td>\n",
       "      <td>3</td>\n",
       "      <td>2520</td>\n",
       "      <td>449.503059</td>\n",
       "      <td>965</td>\n",
       "      <td>312.800256</td>\n",
       "      <td>19</td>\n",
       "      <td>22.825424</td>\n",
       "      <td>23</td>\n",
       "      <td>28.722813</td>\n",
       "      <td>...</td>\n",
       "      <td>41</td>\n",
       "      <td>53.823787</td>\n",
       "      <td>81</td>\n",
       "      <td>72.718636</td>\n",
       "      <td>125</td>\n",
       "      <td>87.120606</td>\n",
       "      <td>74</td>\n",
       "      <td>101.469207</td>\n",
       "      <td>1555</td>\n",
       "      <td>267.807767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arlington</td>\n",
       "      <td>4</td>\n",
       "      <td>1823</td>\n",
       "      <td>342.302498</td>\n",
       "      <td>427</td>\n",
       "      <td>127.722355</td>\n",
       "      <td>7</td>\n",
       "      <td>17.916473</td>\n",
       "      <td>6</td>\n",
       "      <td>17.916473</td>\n",
       "      <td>...</td>\n",
       "      <td>37</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>17</td>\n",
       "      <td>27.856777</td>\n",
       "      <td>142</td>\n",
       "      <td>69.231496</td>\n",
       "      <td>16</td>\n",
       "      <td>18.493242</td>\n",
       "      <td>1396</td>\n",
       "      <td>267.159129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arlington Heights</td>\n",
       "      <td>5</td>\n",
       "      <td>213</td>\n",
       "      <td>115.000000</td>\n",
       "      <td>40</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>28</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>173</td>\n",
       "      <td>87.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Neighborhood  Id  Estimate; Total:  Margin of Error; Total:  \\\n",
       "0   Allegheny Center   1              1389               193.000000   \n",
       "1     Allegheny West   2               343                96.000000   \n",
       "2          Allentown   3              2520               449.503059   \n",
       "3          Arlington   4              1823               342.302498   \n",
       "4  Arlington Heights   5               213               115.000000   \n",
       "\n",
       "   Estimate; Enrolled in school:  Margin of Error; Enrolled in school:  \\\n",
       "0                            394                            120.000000   \n",
       "1                             61                             44.000000   \n",
       "2                            965                            312.800256   \n",
       "3                            427                            127.722355   \n",
       "4                             40                             49.000000   \n",
       "\n",
       "   Estimate; Enrolled in school: - Enrolled in nursery school, preschool  \\\n",
       "0                                                 48                       \n",
       "1                                                  0                       \n",
       "2                                                 19                       \n",
       "3                                                  7                       \n",
       "4                                                 28                       \n",
       "\n",
       "   Margin of Error; Enrolled in school: - Enrolled in nursery school, preschool  \\\n",
       "0                                          29.000000                              \n",
       "1                                          10.000000                              \n",
       "2                                          22.825424                              \n",
       "3                                          17.916473                              \n",
       "4                                          49.000000                              \n",
       "\n",
       "   Estimate; Enrolled in school: - Enrolled in kindergarten  \\\n",
       "0                                                  0          \n",
       "1                                                  0          \n",
       "2                                                 23          \n",
       "3                                                  6          \n",
       "4                                                  0          \n",
       "\n",
       "   Margin of Error; Enrolled in school: - Enrolled in kindergarten  \\\n",
       "0                                          10.000000                 \n",
       "1                                          10.000000                 \n",
       "2                                          28.722813                 \n",
       "3                                          17.916473                 \n",
       "4                                          10.000000                 \n",
       "\n",
       "                    ...                     \\\n",
       "0                   ...                      \n",
       "1                   ...                      \n",
       "2                   ...                      \n",
       "3                   ...                      \n",
       "4                   ...                      \n",
       "\n",
       "   Estimate; Enrolled in school: - Enrolled in grade 11  \\\n",
       "0                                                  0      \n",
       "1                                                  9      \n",
       "2                                                 41      \n",
       "3                                                 37      \n",
       "4                                                  0      \n",
       "\n",
       "   Margin of Error; Enrolled in school: - Enrolled in grade 11  \\\n",
       "0                                          10.000000             \n",
       "1                                          12.000000             \n",
       "2                                          53.823787             \n",
       "3                                          27.000000             \n",
       "4                                          10.000000             \n",
       "\n",
       "   Estimate; Enrolled in school: - Enrolled in grade 12  \\\n",
       "0                                                 21      \n",
       "1                                                  0      \n",
       "2                                                 81      \n",
       "3                                                 17      \n",
       "4                                                  0      \n",
       "\n",
       "   Margin of Error; Enrolled in school: - Enrolled in grade 12  \\\n",
       "0                                          32.000000             \n",
       "1                                          10.000000             \n",
       "2                                          72.718636             \n",
       "3                                          27.856777             \n",
       "4                                          10.000000             \n",
       "\n",
       "   Estimate; Enrolled in school: - Enrolled in college, undergraduate years  \\\n",
       "0                                                150                          \n",
       "1                                                  2                          \n",
       "2                                                125                          \n",
       "3                                                142                          \n",
       "4                                                 12                          \n",
       "\n",
       "   Margin of Error; Enrolled in school: - Enrolled in college, undergraduate years  \\\n",
       "0                                          60.000000                                 \n",
       "1                                           4.000000                                 \n",
       "2                                          87.120606                                 \n",
       "3                                          69.231496                                 \n",
       "4                                          14.000000                                 \n",
       "\n",
       "   Estimate; Enrolled in school: - Graduate or professional school  \\\n",
       "0                                                 51                 \n",
       "1                                                 25                 \n",
       "2                                                 74                 \n",
       "3                                                 16                 \n",
       "4                                                  0                 \n",
       "\n",
       "   Margin of Error; Enrolled in school: - Graduate or professional school  \\\n",
       "0                                          35.000000                        \n",
       "1                                          22.000000                        \n",
       "2                                         101.469207                        \n",
       "3                                          18.493242                        \n",
       "4                                          10.000000                        \n",
       "\n",
       "   Estimate; Not enrolled in school  Margin of Error; Not enrolled in school  \n",
       "0                               995                               135.000000  \n",
       "1                               282                                74.000000  \n",
       "2                              1555                               267.807767  \n",
       "3                              1396                               267.159129  \n",
       "4                               173                                87.000000  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import geopandas as gpd\n",
    "\n",
    "education = pd.read_csv(\"Education.csv\")\n",
    "education.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are the numbers found from this data set, including the average/mean:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    91.000000\n",
       "mean      0.260237\n",
       "std       0.128369\n",
       "min       0.000000\n",
       "25%       0.197769\n",
       "50%       0.234229\n",
       "75%       0.276680\n",
       "max       0.799725\n",
       "dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percentOfTotalEnrolledInSchool = (education[\"Estimate; Enrolled in school:\"]/education[\"Estimate; Total:\"])\n",
    "percentOfTotalEnrolledInSchool.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now to look at the distribution of percent enrolled in school we create a bar graph.  The neighborhoods nearest to 26% is what we are looking for."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1965.6 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "file = pd.read_csv(\"Education.csv\")\n",
    "\n",
    "for neighborhood in file.index:\n",
    "    population = float(file.iloc[neighborhood,2])\n",
    "    enrolledInSchool = float(file.iloc[neighborhood,4])\n",
    "    file.iloc[neighborhood,2] = population\n",
    "    file.iloc[neighborhood,4] = (enrolledInSchool) / population * 100\n",
    "    \n",
    "file = file.sort_values(by=[\"Estimate; Enrolled in school:\"], ascending=False)\n",
    "\n",
    "graph = file.plot.barh(x=\"Neighborhood\",y=\"Estimate; Enrolled in school:\",figsize=(15,file.shape[0] * 0.3), legend=None)\n",
    "graph.set_xlabel(\"% Enrolled in School\")\n",
    "graph.get_figure().savefig('figure.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this distribution we see that New Homestead, South Side Slopes, Bloomfield, Crawford Roberts, and Perry South are closest to the mean of 26%.  Comparing this list to the list of neighborhoods with the lowest crime, New Homestead overlap.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rachel's Reflection: Although New Homestead was the best neighborhood based on the data, my personal favorite neighborhood is Shadyside.  Yes New Homestead is safe and ideal in terms of safety, employment, and school enrollment demographics, but at my age Shadyside is the best neighborhood as I enjoy all the food spots and shopping locations that are available and that is what is missing from New Homestead to make it best neighborhood in my eyes."
   ]
  }
 ],
 "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
}