permitparking.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Best Neighborhood in Pittsburgh: best neighborhood to live\n",
    "\n",
    "This neighborhood...\n",
    "\n",
    "has the most permit parking spots\n",
    "has big Asian population\n",
    "is a safe place"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Menghao's Jupyter NB: park meter in Neighborhoods\n",
    "\n",
    "Source: https://data.wprdc.org/dataset/residetial-permit-parking-program-areas. My partner and I wanted to travel by car, so we wanted to stay in an area with easy parking. I ended up picking the 30 places with the most permit parking spot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>objectid</th>\n",
       "      <th>pghdb_sde_permitparking_area</th>\n",
       "      <th>perimeter</th>\n",
       "      <th>permitpk</th>\n",
       "      <th>permitpk_i</th>\n",
       "      <th>code</th>\n",
       "      <th>neighborhood</th>\n",
       "      <th>number</th>\n",
       "      <th>acres</th>\n",
       "      <th>sqmiles</th>\n",
       "      <th>...</th>\n",
       "      <th>district</th>\n",
       "      <th>code_rpp</th>\n",
       "      <th>code_district</th>\n",
       "      <th>created_user</th>\n",
       "      <th>created_date</th>\n",
       "      <th>last_edited_user</th>\n",
       "      <th>last_edited_date</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>shape_area</th>\n",
       "      <th>shape_length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2611.337322</td>\n",
       "      <td>33.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>Q</td>\n",
       "      <td>NORTH OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.850</td>\n",
       "      <td>0.014</td>\n",
       "      <td>...</td>\n",
       "      <td>Oakland</td>\n",
       "      <td>Q</td>\n",
       "      <td>Q - Oakland</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires December 1st</td>\n",
       "      <td>3.854990e+05</td>\n",
       "      <td>2611.337575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>F</td>\n",
       "      <td>EAST ALLEGHENY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>East Allegheny-East North Side</td>\n",
       "      <td>F</td>\n",
       "      <td>F - East Allegheny-East North Side</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires February 1st</td>\n",
       "      <td>7.586523e+04</td>\n",
       "      <td>1576.013088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1794.414415</td>\n",
       "      <td>3.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>I</td>\n",
       "      <td>GARFIELD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.618</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Garifield</td>\n",
       "      <td>I</td>\n",
       "      <td>I - Garifield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires May 1st</td>\n",
       "      <td>3.737608e+05</td>\n",
       "      <td>3059.453089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6583.494790</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C</td>\n",
       "      <td>WEST OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.058</td>\n",
       "      <td>0.040</td>\n",
       "      <td>...</td>\n",
       "      <td>Oakland</td>\n",
       "      <td>C</td>\n",
       "      <td>C - Oakland</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires July 1st</td>\n",
       "      <td>1.140585e+06</td>\n",
       "      <td>6505.446217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>CC</td>\n",
       "      <td>SOUTH SIDE FLATS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>31.399</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>South Side</td>\n",
       "      <td>CC</td>\n",
       "      <td>CC - South Side</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires January 1st</td>\n",
       "      <td>1.892114e+06</td>\n",
       "      <td>7149.177081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5103.253204</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>DD</td>\n",
       "      <td>SOUTH SIDE FLATS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.785</td>\n",
       "      <td>0.022</td>\n",
       "      <td>...</td>\n",
       "      <td>South Side</td>\n",
       "      <td>DD</td>\n",
       "      <td>DD - South Side</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires January 1st</td>\n",
       "      <td>1.799404e+06</td>\n",
       "      <td>9074.841352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4981.569181</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>L</td>\n",
       "      <td>CENTRAL NORTHSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.779</td>\n",
       "      <td>0.033</td>\n",
       "      <td>...</td>\n",
       "      <td>North Side</td>\n",
       "      <td>L</td>\n",
       "      <td>L - North Side</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires January 1st</td>\n",
       "      <td>8.699288e+05</td>\n",
       "      <td>5146.016086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GG</td>\n",
       "      <td>LAWRENCEVILLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Lawrenceville</td>\n",
       "      <td>GG</td>\n",
       "      <td>GG - Lawrenceville</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires March 1st</td>\n",
       "      <td>6.136340e+05</td>\n",
       "      <td>3862.527254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KK</td>\n",
       "      <td>SOUTH SIDE FLATS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KK</td>\n",
       "      <td>KK - South Side Flats</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires August 1st</td>\n",
       "      <td>4.278406e+05</td>\n",
       "      <td>2993.209780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>FF</td>\n",
       "      <td></td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Schenley Farms</td>\n",
       "      <td>FF</td>\n",
       "      <td>FF - Schenley Farms</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires February 1st</td>\n",
       "      <td>1.071561e+06</td>\n",
       "      <td>4581.635756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7245.381613</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>F</td>\n",
       "      <td>EAST ALLEGHENY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.042</td>\n",
       "      <td>0.077</td>\n",
       "      <td>...</td>\n",
       "      <td>East Allegheny-East North Side</td>\n",
       "      <td>F</td>\n",
       "      <td>F - East Allegheny-East North Side</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires February 1st</td>\n",
       "      <td>2.136249e+06</td>\n",
       "      <td>7245.380979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A</td>\n",
       "      <td>LAWRENCEVILLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Lawrenceville</td>\n",
       "      <td>A</td>\n",
       "      <td>A - Lawrenceville</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires March 1st</td>\n",
       "      <td>3.770040e+06</td>\n",
       "      <td>10685.607314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12008.154735</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>JJ</td>\n",
       "      <td>BLOOMFIELD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>134.957</td>\n",
       "      <td>0.151</td>\n",
       "      <td>...</td>\n",
       "      <td>Bloomfield</td>\n",
       "      <td>JJ</td>\n",
       "      <td>JJ - Bloomfield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires March 1st</td>\n",
       "      <td>1.985585e+06</td>\n",
       "      <td>6256.529346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17175.104428</td>\n",
       "      <td>18.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>J</td>\n",
       "      <td>SHADYSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.035</td>\n",
       "      <td>0.152</td>\n",
       "      <td>...</td>\n",
       "      <td>West Shadyside-Bellefield</td>\n",
       "      <td>J</td>\n",
       "      <td>J - West Shadyside-Bellefield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires April 1st</td>\n",
       "      <td>4.226824e+06</td>\n",
       "      <td>17175.104382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17175.104428</td>\n",
       "      <td>18.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>J</td>\n",
       "      <td>SHADYSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>97.035</td>\n",
       "      <td>0.152</td>\n",
       "      <td>...</td>\n",
       "      <td>West Shadyside-Bellefield</td>\n",
       "      <td>J</td>\n",
       "      <td>J - West Shadyside-Bellefield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires April 1st</td>\n",
       "      <td>5.618586e+05</td>\n",
       "      <td>3995.286824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7302.633216</td>\n",
       "      <td>49.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>N</td>\n",
       "      <td>MT WASHINGTON</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.005</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Mt. Washington</td>\n",
       "      <td>N</td>\n",
       "      <td>N - Mt. Washington</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires April 1st</td>\n",
       "      <td>1.275274e+06</td>\n",
       "      <td>9010.182419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>North Oakland-Bloomfield</td>\n",
       "      <td>LL</td>\n",
       "      <td>LL - North Oakland-Bloomfield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires May 1st</td>\n",
       "      <td>2.424949e+05</td>\n",
       "      <td>2234.170307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>North Oakland-Bloomfield</td>\n",
       "      <td>LL</td>\n",
       "      <td>LL - North Oakland-Bloomfield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires May 1st</td>\n",
       "      <td>9.135807e+04</td>\n",
       "      <td>2392.614274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8150.223767</td>\n",
       "      <td>24.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>S</td>\n",
       "      <td>NORTH OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.460</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Schenley Heights</td>\n",
       "      <td>S</td>\n",
       "      <td>S - Schenley Heights</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires May 1st</td>\n",
       "      <td>5.427774e+05</td>\n",
       "      <td>8150.222295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8150.223767</td>\n",
       "      <td>24.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>S</td>\n",
       "      <td>NORTH OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.460</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Schenley Heights</td>\n",
       "      <td>S</td>\n",
       "      <td>S - Schenley Heights</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires May 1st</td>\n",
       "      <td>4.588118e+04</td>\n",
       "      <td>1672.229464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>EE</td>\n",
       "      <td>POINT BREEZE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Point Breeze</td>\n",
       "      <td>EE</td>\n",
       "      <td>EE - Point Breeze</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires May 1st</td>\n",
       "      <td>1.553577e+06</td>\n",
       "      <td>9672.490261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8214.330301</td>\n",
       "      <td>35.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>W</td>\n",
       "      <td>CRAWFORD ROBERTS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.442</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Crawford-Roberts</td>\n",
       "      <td>W</td>\n",
       "      <td>W - Crawford-Roberts</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires June 1st</td>\n",
       "      <td>1.328934e+06</td>\n",
       "      <td>10097.364815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8214.330301</td>\n",
       "      <td>35.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>W</td>\n",
       "      <td>CRAWFORD ROBERTS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.442</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Crawford-Roberts</td>\n",
       "      <td>W</td>\n",
       "      <td>W - Crawford-Roberts</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires June 1st</td>\n",
       "      <td>5.501204e+04</td>\n",
       "      <td>1100.068004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12271.326143</td>\n",
       "      <td>28.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Z</td>\n",
       "      <td>SQUIRREL HILL NORTH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.797</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Squirrel Hill</td>\n",
       "      <td>Z</td>\n",
       "      <td>Z - Squirrel Hill</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires June 1st</td>\n",
       "      <td>3.833133e+06</td>\n",
       "      <td>10744.526407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3841.749174</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>V</td>\n",
       "      <td>SHADYSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.211</td>\n",
       "      <td>0.016</td>\n",
       "      <td>...</td>\n",
       "      <td>Shadyside</td>\n",
       "      <td>V</td>\n",
       "      <td>V - Shadyside</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires June 1st</td>\n",
       "      <td>4.230367e+05</td>\n",
       "      <td>3291.967161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2428.375308</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>SQUIRREL HILL NORTH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.906</td>\n",
       "      <td>0.008</td>\n",
       "      <td>...</td>\n",
       "      <td>Schenley Farms</td>\n",
       "      <td>AA</td>\n",
       "      <td>AA - Schenley Farms</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires July 1st</td>\n",
       "      <td>2.137143e+05</td>\n",
       "      <td>2428.374908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2428.375308</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>AA</td>\n",
       "      <td>SQUIRREL HILL NORTH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.906</td>\n",
       "      <td>0.008</td>\n",
       "      <td>...</td>\n",
       "      <td>Beechview</td>\n",
       "      <td>AA</td>\n",
       "      <td>AA - Beechview</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires July 1st</td>\n",
       "      <td>3.923318e+04</td>\n",
       "      <td>794.019870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KK</td>\n",
       "      <td>SOUTH SIDE FLATS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KK</td>\n",
       "      <td>KK - South Side Flats</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires August 1st</td>\n",
       "      <td>1.640492e+06</td>\n",
       "      <td>11587.284100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3930.035924</td>\n",
       "      <td>19.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>O</td>\n",
       "      <td>HOMEWOOD SOUTH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>S. Homewood-N. Point Breeze</td>\n",
       "      <td>O</td>\n",
       "      <td>O - S. Homewood-N. Point Breeze</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires October 1st</td>\n",
       "      <td>3.719991e+05</td>\n",
       "      <td>2938.782634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13806.086015</td>\n",
       "      <td>34.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>K</td>\n",
       "      <td>SQUIRREL HILL NORTH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.042</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Squirrel Hill</td>\n",
       "      <td>K</td>\n",
       "      <td>K - Squirrel Hill</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires August 1st</td>\n",
       "      <td>4.052919e+06</td>\n",
       "      <td>13806.085980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13806.086015</td>\n",
       "      <td>34.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>K</td>\n",
       "      <td>SQUIRREL HILL NORTH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.042</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Squirrel Hill</td>\n",
       "      <td>K</td>\n",
       "      <td>K - Squirrel Hill</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires August 1st</td>\n",
       "      <td>7.703510e+04</td>\n",
       "      <td>1167.278243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7149.145931</td>\n",
       "      <td>12.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>Y</td>\n",
       "      <td>SHADYSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.224</td>\n",
       "      <td>0.053</td>\n",
       "      <td>...</td>\n",
       "      <td>Shadyside</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y - Shadyside</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires August 1st</td>\n",
       "      <td>1.771786e+06</td>\n",
       "      <td>9901.755058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8878.735776</td>\n",
       "      <td>43.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>D</td>\n",
       "      <td>CENTRAL OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.141</td>\n",
       "      <td>0.147</td>\n",
       "      <td>...</td>\n",
       "      <td>Oakland</td>\n",
       "      <td>D</td>\n",
       "      <td>D - Oakland</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires September 1st</td>\n",
       "      <td>4.057224e+06</td>\n",
       "      <td>8878.735858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5342.319413</td>\n",
       "      <td>5.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>R</td>\n",
       "      <td>BLOOMFIELD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.663</td>\n",
       "      <td>0.014</td>\n",
       "      <td>...</td>\n",
       "      <td>Bloomfield</td>\n",
       "      <td>R</td>\n",
       "      <td>R - Bloomfield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires October 1st</td>\n",
       "      <td>9.798224e+05</td>\n",
       "      <td>4144.413058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3930.035924</td>\n",
       "      <td>19.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>O</td>\n",
       "      <td>HOMEWOOD SOUTH</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>S. Homewood-N. Point Breeze</td>\n",
       "      <td>O</td>\n",
       "      <td>O - S. Homewood-N. Point Breeze</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires October 1st</td>\n",
       "      <td>6.679008e+05</td>\n",
       "      <td>5511.652410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>BB</td>\n",
       "      <td>FRIENDSHIP</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.560</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Bloomfield-Friendship</td>\n",
       "      <td>BB</td>\n",
       "      <td>BB - Bloomfield-Friendship</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires November 1st</td>\n",
       "      <td>3.364231e+04</td>\n",
       "      <td>981.116570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>BB</td>\n",
       "      <td>FRIENDSHIP</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.560</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Bloomfield-Friendship</td>\n",
       "      <td>BB</td>\n",
       "      <td>BB - Bloomfield-Friendship</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires November 1st</td>\n",
       "      <td>3.286148e+06</td>\n",
       "      <td>11992.458595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7274.270662</td>\n",
       "      <td>46.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>P</td>\n",
       "      <td>BLUFF</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.967</td>\n",
       "      <td>0.039</td>\n",
       "      <td>...</td>\n",
       "      <td>Bluff</td>\n",
       "      <td>P</td>\n",
       "      <td>P - Bluff</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires November 1st</td>\n",
       "      <td>1.252554e+06</td>\n",
       "      <td>7758.494264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14069.200164</td>\n",
       "      <td>4.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>H</td>\n",
       "      <td>BLOOMFIELD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>146.859</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Bloomfield</td>\n",
       "      <td>H</td>\n",
       "      <td>H - Bloomfield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires November 1st</td>\n",
       "      <td>6.423314e+06</td>\n",
       "      <td>14431.919499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7568.739741</td>\n",
       "      <td>16.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>G</td>\n",
       "      <td>ALLEGHENY WEST</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.662</td>\n",
       "      <td>0.042</td>\n",
       "      <td>...</td>\n",
       "      <td>Allegheny West</td>\n",
       "      <td>G</td>\n",
       "      <td>G - Allegheny West</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires December 1st</td>\n",
       "      <td>1.248531e+06</td>\n",
       "      <td>7406.884248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7568.739741</td>\n",
       "      <td>16.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>G</td>\n",
       "      <td>ALLEGHENY WEST</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.662</td>\n",
       "      <td>0.042</td>\n",
       "      <td>...</td>\n",
       "      <td>Allegheny West</td>\n",
       "      <td>G</td>\n",
       "      <td>G - Allegheny West</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires December 1st</td>\n",
       "      <td>9.136112e+03</td>\n",
       "      <td>551.021915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17434.537814</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>U</td>\n",
       "      <td>SHADYSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>162.808</td>\n",
       "      <td>0.262</td>\n",
       "      <td>...</td>\n",
       "      <td>Shadyside</td>\n",
       "      <td>U</td>\n",
       "      <td>U - Shadyside</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires December 1st</td>\n",
       "      <td>7.081325e+06</td>\n",
       "      <td>16499.640678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>II</td>\n",
       "      <td></td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>South Side</td>\n",
       "      <td>II</td>\n",
       "      <td>II - South Side</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires April 1st</td>\n",
       "      <td>1.867863e+06</td>\n",
       "      <td>12224.017416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>HH</td>\n",
       "      <td>CENTRAL NORTHSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HH</td>\n",
       "      <td>HH -</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires October 1st</td>\n",
       "      <td>9.225081e+05</td>\n",
       "      <td>7331.725591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5730.723597</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>X</td>\n",
       "      <td>SHADYSIDE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.314</td>\n",
       "      <td>0.033</td>\n",
       "      <td>...</td>\n",
       "      <td>Shadyside</td>\n",
       "      <td>X</td>\n",
       "      <td>X - Shadyside</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires July 1st</td>\n",
       "      <td>2.095047e+06</td>\n",
       "      <td>14262.024783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2467.828726</td>\n",
       "      <td>42.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>B</td>\n",
       "      <td>WEST OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.875</td>\n",
       "      <td>0.008</td>\n",
       "      <td>...</td>\n",
       "      <td>Oakland</td>\n",
       "      <td>B</td>\n",
       "      <td>B - Oakland</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires September 1st</td>\n",
       "      <td>1.606139e+05</td>\n",
       "      <td>2156.433740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2467.828726</td>\n",
       "      <td>42.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>B</td>\n",
       "      <td>WEST OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.875</td>\n",
       "      <td>0.008</td>\n",
       "      <td>...</td>\n",
       "      <td>Oakland</td>\n",
       "      <td>B</td>\n",
       "      <td>B - Oakland</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires September 1st</td>\n",
       "      <td>7.741775e+05</td>\n",
       "      <td>4243.240713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4838.094433</td>\n",
       "      <td>48.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>E</td>\n",
       "      <td>SOUTH OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.568</td>\n",
       "      <td>0.035</td>\n",
       "      <td>...</td>\n",
       "      <td>Oakland</td>\n",
       "      <td>E</td>\n",
       "      <td>E - Oakland</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires July 1st</td>\n",
       "      <td>1.083218e+06</td>\n",
       "      <td>5242.390971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274.880013</td>\n",
       "      <td>50.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>M</td>\n",
       "      <td>SOUTH OAKLAND</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.786</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Oakland</td>\n",
       "      <td>M</td>\n",
       "      <td>M - Oakland</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires June 1st</td>\n",
       "      <td>1.605498e+06</td>\n",
       "      <td>5912.966887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16117.572500</td>\n",
       "      <td>52.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>T</td>\n",
       "      <td>BEECHVIEW</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.682</td>\n",
       "      <td>0.000</td>\n",
       "      <td>...</td>\n",
       "      <td>Beechview</td>\n",
       "      <td>T</td>\n",
       "      <td>T - Beechview</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires May 1st</td>\n",
       "      <td>1.719858e+06</td>\n",
       "      <td>15968.374117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5342.319413</td>\n",
       "      <td>5.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>R</td>\n",
       "      <td>BLOOMFIELD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.663</td>\n",
       "      <td>0.014</td>\n",
       "      <td>...</td>\n",
       "      <td>Bloomfield</td>\n",
       "      <td>R</td>\n",
       "      <td>R - Bloomfield</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>Permit Expires October 1st</td>\n",
       "      <td>7.081447e+05</td>\n",
       "      <td>6270.618505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MM</td>\n",
       "      <td>SQURREL HILL NORTH &amp;  SOUTH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Squirrel Hill</td>\n",
       "      <td>MM</td>\n",
       "      <td>MM - Squirrell Hill</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>SDE</td>\n",
       "      <td>2020-03-04T14:08:19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.179508e+05</td>\n",
       "      <td>4457.387024</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    objectid  pghdb_sde_permitparking_area     perimeter  permitpk  \\\n",
       "0          1                           NaN   2611.337322      33.0   \n",
       "1          2                           NaN      0.000000       0.0   \n",
       "2          3                           NaN   1794.414415       3.0   \n",
       "3          4                           NaN   6583.494790      40.0   \n",
       "4          5                           NaN      0.000000       0.0   \n",
       "5          6                           NaN   5103.253204       0.0   \n",
       "6          7                           NaN   4981.569181       8.0   \n",
       "7          8                           NaN           NaN       NaN   \n",
       "8          9                           NaN           NaN       NaN   \n",
       "9         10                           NaN      0.000000       0.0   \n",
       "10        11                           NaN   7245.381613      10.0   \n",
       "11        12                           NaN           NaN       NaN   \n",
       "12        13                           NaN  12008.154735       2.0   \n",
       "13        14                           NaN  17175.104428      18.0   \n",
       "14        15                           NaN  17175.104428      18.0   \n",
       "15        16                           NaN   7302.633216      49.0   \n",
       "16        17                           NaN           NaN       NaN   \n",
       "17        18                           NaN           NaN       NaN   \n",
       "18        19                           NaN   8150.223767      24.0   \n",
       "19        20                           NaN   8150.223767      24.0   \n",
       "20        21                           NaN      0.000000       0.0   \n",
       "21        22                           NaN   8214.330301      35.0   \n",
       "22        23                           NaN   8214.330301      35.0   \n",
       "23        24                           NaN  12271.326143      28.0   \n",
       "24        25                           NaN   3841.749174      14.0   \n",
       "25        26                           NaN   2428.375308      32.0   \n",
       "26        27                           NaN   2428.375308      32.0   \n",
       "27        28                           NaN           NaN       NaN   \n",
       "28        29                           NaN   3930.035924      19.0   \n",
       "29        30                           NaN  13806.086015      34.0   \n",
       "30        31                           NaN  13806.086015      34.0   \n",
       "31        32                           NaN   7149.145931      12.0   \n",
       "32        33                           NaN   8878.735776      43.0   \n",
       "33        34                           NaN   5342.319413       5.0   \n",
       "34        35                           NaN   3930.035924      19.0   \n",
       "35        36                           NaN      0.000000       0.0   \n",
       "36        37                           NaN      0.000000       0.0   \n",
       "37        38                           NaN   7274.270662      46.0   \n",
       "38        39                           NaN  14069.200164       4.0   \n",
       "39        40                           NaN   7568.739741      16.0   \n",
       "40        41                           NaN   7568.739741      16.0   \n",
       "41        42                           NaN  17434.537814      15.0   \n",
       "42        43                           NaN      0.000000       0.0   \n",
       "43        44                           NaN      0.000000       0.0   \n",
       "44        45                           NaN   5730.723597      11.0   \n",
       "45        46                           NaN   2467.828726      42.0   \n",
       "46        47                           NaN   2467.828726      42.0   \n",
       "47        48                           NaN   4838.094433      48.0   \n",
       "48        49                           NaN   6274.880013      50.0   \n",
       "49        50                           NaN  16117.572500      52.0   \n",
       "50        51                           NaN   5342.319413       5.0   \n",
       "51        52                           NaN           NaN       NaN   \n",
       "52        53                           NaN           NaN       NaN   \n",
       "53        54                           NaN           NaN       NaN   \n",
       "\n",
       "    permitpk_i code                 neighborhood  number    acres  sqmiles  \\\n",
       "0         37.0    Q                NORTH OAKLAND     0.0    8.850    0.014   \n",
       "1          0.0    F               EAST ALLEGHENY     0.0    0.000    0.000   \n",
       "2        102.0    I                     GARFIELD     0.0    2.618    0.000   \n",
       "3          2.0    C                 WEST OAKLAND     0.0   26.058    0.040   \n",
       "4          0.0   CC             SOUTH SIDE FLATS     0.0   31.399    0.000   \n",
       "5          0.0   DD             SOUTH SIDE FLATS     0.0   11.785    0.022   \n",
       "6          6.0    L            CENTRAL NORTHSIDE     0.0   19.779    0.033   \n",
       "7          NaN   GG                LAWRENCEVILLE     NaN      NaN      NaN   \n",
       "8          NaN   KK             SOUTH SIDE FLATS     NaN      NaN      NaN   \n",
       "9          0.0   FF                                  0.0    0.000    0.000   \n",
       "10         7.0    F               EAST ALLEGHENY     0.0   49.042    0.077   \n",
       "11         NaN    A                LAWRENCEVILLE     NaN      NaN      NaN   \n",
       "12         1.0   JJ                   BLOOMFIELD     0.0  134.957    0.151   \n",
       "13        25.0    J                    SHADYSIDE     0.0   97.035    0.152   \n",
       "14        25.0    J                    SHADYSIDE     0.0   97.035    0.152   \n",
       "15       110.0    N                MT WASHINGTON     0.0   26.005    0.000   \n",
       "16         NaN   LL                          NaN     NaN      NaN      NaN   \n",
       "17         NaN   LL                          NaN     NaN      NaN      NaN   \n",
       "18        86.0    S                NORTH OAKLAND     0.0   12.460    0.000   \n",
       "19        86.0    S                NORTH OAKLAND     0.0   12.460    0.000   \n",
       "20         0.0   EE                 POINT BREEZE     0.0    0.000    0.000   \n",
       "21       104.0    W             CRAWFORD ROBERTS     0.0   25.442    0.000   \n",
       "22       104.0    W             CRAWFORD ROBERTS     0.0   25.442    0.000   \n",
       "23        52.0    Z          SQUIRREL HILL NORTH     0.0   62.797    0.000   \n",
       "24        10.0    V                    SHADYSIDE     0.0    9.211    0.016   \n",
       "25        31.0   AA          SQUIRREL HILL NORTH     0.0    4.906    0.008   \n",
       "26        31.0   AA          SQUIRREL HILL NORTH     0.0    4.906    0.008   \n",
       "27         NaN   KK             SOUTH SIDE FLATS     NaN      NaN      NaN   \n",
       "28       101.0    O               HOMEWOOD SOUTH     0.0   11.006    0.000   \n",
       "29        82.0    K          SQUIRREL HILL NORTH     0.0   93.042    0.000   \n",
       "30        82.0    K          SQUIRREL HILL NORTH     0.0   93.042    0.000   \n",
       "31        87.0    Y                    SHADYSIDE     0.0   38.224    0.053   \n",
       "32         4.0    D              CENTRAL OAKLAND     0.0   93.141    0.147   \n",
       "33        39.0    R                   BLOOMFIELD     0.0   10.663    0.014   \n",
       "34       101.0    O               HOMEWOOD SOUTH     0.0   11.006    0.000   \n",
       "35         0.0   BB                   FRIENDSHIP     0.0   48.560    0.000   \n",
       "36         0.0   BB                   FRIENDSHIP     0.0   48.560    0.000   \n",
       "37        36.0    P                        BLUFF     0.0   24.967    0.039   \n",
       "38        84.0    H                   BLOOMFIELD     0.0  146.859    0.000   \n",
       "39        20.0    G               ALLEGHENY WEST     0.0   28.662    0.042   \n",
       "40        20.0    G               ALLEGHENY WEST     0.0   28.662    0.042   \n",
       "41         9.0    U                    SHADYSIDE     0.0  162.808    0.262   \n",
       "42         0.0   II                                  0.0    0.000    0.000   \n",
       "43         0.0   HH            CENTRAL NORTHSIDE     0.0    0.000    0.000   \n",
       "44        13.0    X                    SHADYSIDE     0.0   21.314    0.033   \n",
       "45         8.0    B                 WEST OAKLAND     0.0    5.875    0.008   \n",
       "46         8.0    B                 WEST OAKLAND     0.0    5.875    0.008   \n",
       "47         5.0    E                SOUTH OAKLAND     0.0   22.568    0.035   \n",
       "48        85.0    M                SOUTH OAKLAND     0.0   19.786    0.000   \n",
       "49        76.0    T                    BEECHVIEW     0.0   41.682    0.000   \n",
       "50        39.0    R                   BLOOMFIELD     0.0   10.663    0.014   \n",
       "51         NaN    T                          NaN     NaN      NaN      NaN   \n",
       "52         NaN    T                          NaN     NaN      NaN      NaN   \n",
       "53         NaN   MM  SQURREL HILL NORTH &  SOUTH     NaN      NaN      NaN   \n",
       "\n",
       "    ...                        district code_rpp  \\\n",
       "0   ...                         Oakland        Q   \n",
       "1   ...  East Allegheny-East North Side        F   \n",
       "2   ...                       Garifield        I   \n",
       "3   ...                         Oakland        C   \n",
       "4   ...                      South Side       CC   \n",
       "5   ...                      South Side       DD   \n",
       "6   ...                      North Side        L   \n",
       "7   ...                   Lawrenceville       GG   \n",
       "8   ...                             NaN       KK   \n",
       "9   ...                  Schenley Farms       FF   \n",
       "10  ...  East Allegheny-East North Side        F   \n",
       "11  ...                   Lawrenceville        A   \n",
       "12  ...                      Bloomfield       JJ   \n",
       "13  ...       West Shadyside-Bellefield        J   \n",
       "14  ...       West Shadyside-Bellefield        J   \n",
       "15  ...                  Mt. Washington        N   \n",
       "16  ...        North Oakland-Bloomfield       LL   \n",
       "17  ...        North Oakland-Bloomfield       LL   \n",
       "18  ...                Schenley Heights        S   \n",
       "19  ...                Schenley Heights        S   \n",
       "20  ...                    Point Breeze       EE   \n",
       "21  ...                Crawford-Roberts        W   \n",
       "22  ...                Crawford-Roberts        W   \n",
       "23  ...                   Squirrel Hill        Z   \n",
       "24  ...                       Shadyside        V   \n",
       "25  ...                  Schenley Farms       AA   \n",
       "26  ...                       Beechview       AA   \n",
       "27  ...                             NaN       KK   \n",
       "28  ...     S. Homewood-N. Point Breeze        O   \n",
       "29  ...                   Squirrel Hill        K   \n",
       "30  ...                   Squirrel Hill        K   \n",
       "31  ...                       Shadyside        Y   \n",
       "32  ...                         Oakland        D   \n",
       "33  ...                      Bloomfield        R   \n",
       "34  ...     S. Homewood-N. Point Breeze        O   \n",
       "35  ...           Bloomfield-Friendship       BB   \n",
       "36  ...           Bloomfield-Friendship       BB   \n",
       "37  ...                           Bluff        P   \n",
       "38  ...                      Bloomfield        H   \n",
       "39  ...                  Allegheny West        G   \n",
       "40  ...                  Allegheny West        G   \n",
       "41  ...                       Shadyside        U   \n",
       "42  ...                      South Side       II   \n",
       "43  ...                             NaN       HH   \n",
       "44  ...                       Shadyside        X   \n",
       "45  ...                         Oakland        B   \n",
       "46  ...                         Oakland        B   \n",
       "47  ...                         Oakland        E   \n",
       "48  ...                         Oakland        M   \n",
       "49  ...                       Beechview        T   \n",
       "50  ...                      Bloomfield        R   \n",
       "51  ...                             NaN        T   \n",
       "52  ...                             NaN        T   \n",
       "53  ...                   Squirrel Hill       MM   \n",
       "\n",
       "                         code_district created_user         created_date  \\\n",
       "0                          Q - Oakland          SDE  2020-03-04T14:08:19   \n",
       "1   F - East Allegheny-East North Side          SDE  2020-03-04T14:08:19   \n",
       "2                        I - Garifield          SDE  2020-03-04T14:08:19   \n",
       "3                          C - Oakland          SDE  2020-03-04T14:08:19   \n",
       "4                      CC - South Side          SDE  2020-03-04T14:08:19   \n",
       "5                      DD - South Side          SDE  2020-03-04T14:08:19   \n",
       "6                       L - North Side          SDE  2020-03-04T14:08:19   \n",
       "7                   GG - Lawrenceville          SDE  2020-03-04T14:08:19   \n",
       "8                KK - South Side Flats          SDE  2020-03-04T14:08:19   \n",
       "9                  FF - Schenley Farms          SDE  2020-03-04T14:08:19   \n",
       "10  F - East Allegheny-East North Side          SDE  2020-03-04T14:08:19   \n",
       "11                   A - Lawrenceville          SDE  2020-03-04T14:08:19   \n",
       "12                     JJ - Bloomfield          SDE  2020-03-04T14:08:19   \n",
       "13       J - West Shadyside-Bellefield          SDE  2020-03-04T14:08:19   \n",
       "14       J - West Shadyside-Bellefield          SDE  2020-03-04T14:08:19   \n",
       "15                  N - Mt. Washington          SDE  2020-03-04T14:08:19   \n",
       "16       LL - North Oakland-Bloomfield          SDE  2020-03-04T14:08:19   \n",
       "17       LL - North Oakland-Bloomfield          SDE  2020-03-04T14:08:19   \n",
       "18                S - Schenley Heights          SDE  2020-03-04T14:08:19   \n",
       "19                S - Schenley Heights          SDE  2020-03-04T14:08:19   \n",
       "20                   EE - Point Breeze          SDE  2020-03-04T14:08:19   \n",
       "21                W - Crawford-Roberts          SDE  2020-03-04T14:08:19   \n",
       "22                W - Crawford-Roberts          SDE  2020-03-04T14:08:19   \n",
       "23                   Z - Squirrel Hill          SDE  2020-03-04T14:08:19   \n",
       "24                       V - Shadyside          SDE  2020-03-04T14:08:19   \n",
       "25                 AA - Schenley Farms          SDE  2020-03-04T14:08:19   \n",
       "26                      AA - Beechview          SDE  2020-03-04T14:08:19   \n",
       "27               KK - South Side Flats          SDE  2020-03-04T14:08:19   \n",
       "28     O - S. Homewood-N. Point Breeze          SDE  2020-03-04T14:08:19   \n",
       "29                   K - Squirrel Hill          SDE  2020-03-04T14:08:19   \n",
       "30                   K - Squirrel Hill          SDE  2020-03-04T14:08:19   \n",
       "31                       Y - Shadyside          SDE  2020-03-04T14:08:19   \n",
       "32                         D - Oakland          SDE  2020-03-04T14:08:19   \n",
       "33                      R - Bloomfield          SDE  2020-03-04T14:08:19   \n",
       "34     O - S. Homewood-N. Point Breeze          SDE  2020-03-04T14:08:19   \n",
       "35          BB - Bloomfield-Friendship          SDE  2020-03-04T14:08:19   \n",
       "36          BB - Bloomfield-Friendship          SDE  2020-03-04T14:08:19   \n",
       "37                           P - Bluff          SDE  2020-03-04T14:08:19   \n",
       "38                      H - Bloomfield          SDE  2020-03-04T14:08:19   \n",
       "39                  G - Allegheny West          SDE  2020-03-04T14:08:19   \n",
       "40                  G - Allegheny West          SDE  2020-03-04T14:08:19   \n",
       "41                       U - Shadyside          SDE  2020-03-04T14:08:19   \n",
       "42                     II - South Side          SDE  2020-03-04T14:08:19   \n",
       "43                               HH -           SDE  2020-03-04T14:08:19   \n",
       "44                       X - Shadyside          SDE  2020-03-04T14:08:19   \n",
       "45                         B - Oakland          SDE  2020-03-04T14:08:19   \n",
       "46                         B - Oakland          SDE  2020-03-04T14:08:19   \n",
       "47                         E - Oakland          SDE  2020-03-04T14:08:19   \n",
       "48                         M - Oakland          SDE  2020-03-04T14:08:19   \n",
       "49                       T - Beechview          SDE  2020-03-04T14:08:19   \n",
       "50                      R - Bloomfield          SDE  2020-03-04T14:08:19   \n",
       "51                                 NaN          SDE  2020-03-04T14:08:19   \n",
       "52                                 NaN          SDE  2020-03-04T14:08:19   \n",
       "53                 MM - Squirrell Hill          SDE  2020-03-04T14:08:19   \n",
       "\n",
       "   last_edited_user     last_edited_date               expiration_date  \\\n",
       "0               SDE  2020-03-04T14:08:19   Permit Expires December 1st   \n",
       "1               SDE  2020-03-04T14:08:19   Permit Expires February 1st   \n",
       "2               SDE  2020-03-04T14:08:19        Permit Expires May 1st   \n",
       "3               SDE  2020-03-04T14:08:19       Permit Expires July 1st   \n",
       "4               SDE  2020-03-04T14:08:19    Permit Expires January 1st   \n",
       "5               SDE  2020-03-04T14:08:19    Permit Expires January 1st   \n",
       "6               SDE  2020-03-04T14:08:19    Permit Expires January 1st   \n",
       "7               SDE  2020-03-04T14:08:19      Permit Expires March 1st   \n",
       "8               SDE  2020-03-04T14:08:19     Permit Expires August 1st   \n",
       "9               SDE  2020-03-04T14:08:19   Permit Expires February 1st   \n",
       "10              SDE  2020-03-04T14:08:19   Permit Expires February 1st   \n",
       "11              SDE  2020-03-04T14:08:19      Permit Expires March 1st   \n",
       "12              SDE  2020-03-04T14:08:19      Permit Expires March 1st   \n",
       "13              SDE  2020-03-04T14:08:19      Permit Expires April 1st   \n",
       "14              SDE  2020-03-04T14:08:19      Permit Expires April 1st   \n",
       "15              SDE  2020-03-04T14:08:19      Permit Expires April 1st   \n",
       "16              SDE  2020-03-04T14:08:19        Permit Expires May 1st   \n",
       "17              SDE  2020-03-04T14:08:19        Permit Expires May 1st   \n",
       "18              SDE  2020-03-04T14:08:19        Permit Expires May 1st   \n",
       "19              SDE  2020-03-04T14:08:19        Permit Expires May 1st   \n",
       "20              SDE  2020-03-04T14:08:19        Permit Expires May 1st   \n",
       "21              SDE  2020-03-04T14:08:19       Permit Expires June 1st   \n",
       "22              SDE  2020-03-04T14:08:19       Permit Expires June 1st   \n",
       "23              SDE  2020-03-04T14:08:19       Permit Expires June 1st   \n",
       "24              SDE  2020-03-04T14:08:19       Permit Expires June 1st   \n",
       "25              SDE  2020-03-04T14:08:19       Permit Expires July 1st   \n",
       "26              SDE  2020-03-04T14:08:19       Permit Expires July 1st   \n",
       "27              SDE  2020-03-04T14:08:19     Permit Expires August 1st   \n",
       "28              SDE  2020-03-04T14:08:19    Permit Expires October 1st   \n",
       "29              SDE  2020-03-04T14:08:19     Permit Expires August 1st   \n",
       "30              SDE  2020-03-04T14:08:19     Permit Expires August 1st   \n",
       "31              SDE  2020-03-04T14:08:19     Permit Expires August 1st   \n",
       "32              SDE  2020-03-04T14:08:19  Permit Expires September 1st   \n",
       "33              SDE  2020-03-04T14:08:19    Permit Expires October 1st   \n",
       "34              SDE  2020-03-04T14:08:19    Permit Expires October 1st   \n",
       "35              SDE  2020-03-04T14:08:19   Permit Expires November 1st   \n",
       "36              SDE  2020-03-04T14:08:19   Permit Expires November 1st   \n",
       "37              SDE  2020-03-04T14:08:19   Permit Expires November 1st   \n",
       "38              SDE  2020-03-04T14:08:19   Permit Expires November 1st   \n",
       "39              SDE  2020-03-04T14:08:19   Permit Expires December 1st   \n",
       "40              SDE  2020-03-04T14:08:19   Permit Expires December 1st   \n",
       "41              SDE  2020-03-04T14:08:19   Permit Expires December 1st   \n",
       "42              SDE  2020-03-04T14:08:19      Permit Expires April 1st   \n",
       "43              SDE  2020-03-04T14:08:19    Permit Expires October 1st   \n",
       "44              SDE  2020-03-04T14:08:19       Permit Expires July 1st   \n",
       "45              SDE  2020-03-04T14:08:19  Permit Expires September 1st   \n",
       "46              SDE  2020-03-04T14:08:19  Permit Expires September 1st   \n",
       "47              SDE  2020-03-04T14:08:19       Permit Expires July 1st   \n",
       "48              SDE  2020-03-04T14:08:19       Permit Expires June 1st   \n",
       "49              SDE  2020-03-04T14:08:19        Permit Expires May 1st   \n",
       "50              SDE  2020-03-04T14:08:19    Permit Expires October 1st   \n",
       "51              SDE  2020-03-04T14:08:19                           NaN   \n",
       "52              SDE  2020-03-04T14:08:19                           NaN   \n",
       "53              SDE  2020-03-04T14:08:19                           NaN   \n",
       "\n",
       "      shape_area  shape_length  \n",
       "0   3.854990e+05   2611.337575  \n",
       "1   7.586523e+04   1576.013088  \n",
       "2   3.737608e+05   3059.453089  \n",
       "3   1.140585e+06   6505.446217  \n",
       "4   1.892114e+06   7149.177081  \n",
       "5   1.799404e+06   9074.841352  \n",
       "6   8.699288e+05   5146.016086  \n",
       "7   6.136340e+05   3862.527254  \n",
       "8   4.278406e+05   2993.209780  \n",
       "9   1.071561e+06   4581.635756  \n",
       "10  2.136249e+06   7245.380979  \n",
       "11  3.770040e+06  10685.607314  \n",
       "12  1.985585e+06   6256.529346  \n",
       "13  4.226824e+06  17175.104382  \n",
       "14  5.618586e+05   3995.286824  \n",
       "15  1.275274e+06   9010.182419  \n",
       "16  2.424949e+05   2234.170307  \n",
       "17  9.135807e+04   2392.614274  \n",
       "18  5.427774e+05   8150.222295  \n",
       "19  4.588118e+04   1672.229464  \n",
       "20  1.553577e+06   9672.490261  \n",
       "21  1.328934e+06  10097.364815  \n",
       "22  5.501204e+04   1100.068004  \n",
       "23  3.833133e+06  10744.526407  \n",
       "24  4.230367e+05   3291.967161  \n",
       "25  2.137143e+05   2428.374908  \n",
       "26  3.923318e+04    794.019870  \n",
       "27  1.640492e+06  11587.284100  \n",
       "28  3.719991e+05   2938.782634  \n",
       "29  4.052919e+06  13806.085980  \n",
       "30  7.703510e+04   1167.278243  \n",
       "31  1.771786e+06   9901.755058  \n",
       "32  4.057224e+06   8878.735858  \n",
       "33  9.798224e+05   4144.413058  \n",
       "34  6.679008e+05   5511.652410  \n",
       "35  3.364231e+04    981.116570  \n",
       "36  3.286148e+06  11992.458595  \n",
       "37  1.252554e+06   7758.494264  \n",
       "38  6.423314e+06  14431.919499  \n",
       "39  1.248531e+06   7406.884248  \n",
       "40  9.136112e+03    551.021915  \n",
       "41  7.081325e+06  16499.640678  \n",
       "42  1.867863e+06  12224.017416  \n",
       "43  9.225081e+05   7331.725591  \n",
       "44  2.095047e+06  14262.024783  \n",
       "45  1.606139e+05   2156.433740  \n",
       "46  7.741775e+05   4243.240713  \n",
       "47  1.083218e+06   5242.390971  \n",
       "48  1.605498e+06   5912.966887  \n",
       "49  1.719858e+06  15968.374117  \n",
       "50  7.081447e+05   6270.618505  \n",
       "51           NaN           NaN  \n",
       "52           NaN           NaN  \n",
       "53  1.179508e+05   4457.387024  \n",
       "\n",
       "[54 rows x 34 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "permitparking = pd.read_csv('permitparking.csv')\n",
    "permitparking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   neighborhood  count\n",
      "16                    SHADYSIDE      6\n",
      "19          SQUIRREL HILL NORTH      5\n",
      "3                    BLOOMFIELD      4\n",
      "21                 WEST OAKLAND      3\n",
      "14                NORTH OAKLAND      3\n",
      "1                ALLEGHENY WEST      2\n",
      "18             SOUTH SIDE FLATS      2\n",
      "17                SOUTH OAKLAND      2\n",
      "12                LAWRENCEVILLE      2\n",
      "0                                    2\n",
      "9                    FRIENDSHIP      2\n",
      "8                EAST ALLEGHENY      2\n",
      "7              CRAWFORD ROBERTS      2\n",
      "11               HOMEWOOD SOUTH      2\n",
      "10                     GARFIELD      1\n",
      "13                MT WASHINGTON      1\n",
      "15                 POINT BREEZE      1\n",
      "6               CENTRAL OAKLAND      1\n",
      "5             CENTRAL NORTHSIDE      1\n",
      "4                         BLUFF      1\n",
      "2                     BEECHVIEW      1\n",
      "20  SQURREL HILL NORTH &  SOUTH      1\n"
     ]
    }
   ],
   "source": [
    "district_counts = permitparking.groupby('neighborhood')['district'].count().reset_index(name='count')\n",
    "district_counts.sort_values(by='count', ascending=False, inplace=True)\n",
    "most_permitparking_zone = district_counts.iloc[0]['neighborhood']\n",
    "#get top 10 zone with most park point\n",
    "top30 = district_counts.head(30)\n",
    "print(top30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# create the plot\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.barh(top30['neighborhood'], top30['count'], align='center')\n",
    "\n",
    "# set labels and title\n",
    "ax.set_xlabel('Number of Park Points')\n",
    "ax.set_ylabel('district')\n",
    "ax.set_title('Top 30 Zones with Most Park Points')\n",
    "\n",
    "# show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}