Geospatial DataScience-Assignment2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Requirements\n",
    "\n",
    "- 1 Matplotlib chart (of any type)\n",
    "- 1 seaborn chart (of any type)\n",
    "- <font color=blue>3</font> interactive altair plots\n",
    "\n",
    "The following techniques should be used at least once:\n",
    "\n",
    "1. A transformation (mean, count, binning, etc)\n",
    "2. Brush selection\n",
    "\n",
    "__*Extra credit:*__ *2-chart dashboard, where filtering of one chart cross-filters the other chart <font color=grey>(via transform_filter())*</font>\n",
    "\n",
    "- A short discussion (a few sentences) of the main conclusion of each chart (in a markdown cell below each chart). It does not need to be interesting or insightful, but it is good practice to always note the main conclusions so the notebook make sense after time passes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First step, let's import all the required packages and databases:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "from matplotlib import pyplot as plt\n",
    "import altair as alt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now we'll use Pandas to import two Stormwater Management databases from OpenDataPhilly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>TRACKING</th>\n",
       "      <th>NAME</th>\n",
       "      <th>TRACKINGNUMBER</th>\n",
       "      <th>PROJECTNAME</th>\n",
       "      <th>OVERALLSTATUSCATEGORY</th>\n",
       "      <th>APPROVALDATE</th>\n",
       "      <th>PROGRAM</th>\n",
       "      <th>SURFACE_INFILTRATION_BASIN</th>\n",
       "      <th>SUBSURFACE_INFILTRATION_BASIN</th>\n",
       "      <th>SURFACE_DETENTION_BASIN</th>\n",
       "      <th>SUBSURFACE_DETENTION_BASIN</th>\n",
       "      <th>BIOINFILTRATION</th>\n",
       "      <th>BIORETENTION</th>\n",
       "      <th>CISTERN</th>\n",
       "      <th>GREEN_ROOF</th>\n",
       "      <th>POROUS_PAVEMENT</th>\n",
       "      <th>WQ_TREATMENT_DEVICE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-74.975242</td>\n",
       "      <td>40.108441</td>\n",
       "      <td>1</td>\n",
       "      <td>2005-0010-01</td>\n",
       "      <td>Perry Matarazzo Holding LLC</td>\n",
       "      <td>2005-0010-01</td>\n",
       "      <td>Perry Matarazzo Holding LLC</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2005-12-28T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-75.215748</td>\n",
       "      <td>39.961768</td>\n",
       "      <td>2</td>\n",
       "      <td>2005-0052-01</td>\n",
       "      <td>Philadelphia Youth Center</td>\n",
       "      <td>2005-0052-01</td>\n",
       "      <td>Philadelphia Youth Center</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2009-09-28T15:01:07.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-75.023528</td>\n",
       "      <td>40.077345</td>\n",
       "      <td>3</td>\n",
       "      <td>2005-0060-01</td>\n",
       "      <td>Wawa</td>\n",
       "      <td>2005-0060-01</td>\n",
       "      <td>Wawa</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2006-02-06T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-75.239261</td>\n",
       "      <td>39.958060</td>\n",
       "      <td>4</td>\n",
       "      <td>2005-0061-01</td>\n",
       "      <td>William Sayre High School</td>\n",
       "      <td>2005-0061-01</td>\n",
       "      <td>William Sayre High School</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2006-09-25T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-75.227195</td>\n",
       "      <td>39.898372</td>\n",
       "      <td>5</td>\n",
       "      <td>2005-0064-01</td>\n",
       "      <td>7401 Essington Ave</td>\n",
       "      <td>2005-0064-01</td>\n",
       "      <td>Essington Avenue Parking Lot</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-05-17T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-75.033770</td>\n",
       "      <td>40.083380</td>\n",
       "      <td>6</td>\n",
       "      <td>2005-0066-01</td>\n",
       "      <td>2000 Grant Ave</td>\n",
       "      <td>2005-0066-01</td>\n",
       "      <td>2000 Grant Ave.</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2007-11-20T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-75.181938</td>\n",
       "      <td>39.967186</td>\n",
       "      <td>7</td>\n",
       "      <td>2005-0013-01</td>\n",
       "      <td>Philadelphia Museum of Art</td>\n",
       "      <td>2005-0013-01</td>\n",
       "      <td>Philadelphia Museum of Art Garage and Sculptur...</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2005-12-20T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-75.221502</td>\n",
       "      <td>39.921080</td>\n",
       "      <td>8</td>\n",
       "      <td>2006-0017-01</td>\n",
       "      <td>Inglis Apartments at Elmwood</td>\n",
       "      <td>2006-0017-01</td>\n",
       "      <td>Inglis Apartments at Elmwood</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-10-05T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-75.041980</td>\n",
       "      <td>40.042290</td>\n",
       "      <td>9</td>\n",
       "      <td>2006-0048-01</td>\n",
       "      <td>Abraham Lincoln High School</td>\n",
       "      <td>2006-0048-01</td>\n",
       "      <td>Abraham Lincoln HS</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2007-05-16T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-75.151547</td>\n",
       "      <td>39.964064</td>\n",
       "      <td>10</td>\n",
       "      <td>2006-0057-01</td>\n",
       "      <td>Liberties Station</td>\n",
       "      <td>2006-0057-01</td>\n",
       "      <td>Liberties Station</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2008-04-03T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-75.152598</td>\n",
       "      <td>39.983430</td>\n",
       "      <td>11</td>\n",
       "      <td>2006-0063-01</td>\n",
       "      <td>Temple Parking Lot # 10</td>\n",
       "      <td>2006-0063-01</td>\n",
       "      <td>Temple U. Parking Lot #10</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-04-26T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-74.984907</td>\n",
       "      <td>40.055909</td>\n",
       "      <td>12</td>\n",
       "      <td>2006-0060-01</td>\n",
       "      <td>Garden Residence Building</td>\n",
       "      <td>2006-0060-01</td>\n",
       "      <td>Garden Residence Building</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-06-30T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-75.198745</td>\n",
       "      <td>39.931646</td>\n",
       "      <td>13</td>\n",
       "      <td>2006-0074-01</td>\n",
       "      <td>Grays Ferry</td>\n",
       "      <td>2006-0074-01</td>\n",
       "      <td>Greater Gray's Ferry Estates Town Hall</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-07-14T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-75.186467</td>\n",
       "      <td>40.042594</td>\n",
       "      <td>14</td>\n",
       "      <td>2006-0076-01</td>\n",
       "      <td>Presser Hall</td>\n",
       "      <td>2006-0076-01</td>\n",
       "      <td>Presser Hall</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2009-10-30T17:01:16.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-75.160999</td>\n",
       "      <td>39.983103</td>\n",
       "      <td>15</td>\n",
       "      <td>2006-0084-01</td>\n",
       "      <td>G.W. Carver High School Addition</td>\n",
       "      <td>2006-0084-01</td>\n",
       "      <td>G.W. Carver High School Addition</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-11-09T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-75.233750</td>\n",
       "      <td>39.890906</td>\n",
       "      <td>16</td>\n",
       "      <td>2006-0085-01</td>\n",
       "      <td>Philadelphia Aloft Hotel</td>\n",
       "      <td>2006-0085-01</td>\n",
       "      <td>Philadelphia Aloft Hotel</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-10-04T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-75.150480</td>\n",
       "      <td>39.955763</td>\n",
       "      <td>17</td>\n",
       "      <td>2006-0075-01</td>\n",
       "      <td>Franklin Square Park</td>\n",
       "      <td>2006-0075-01</td>\n",
       "      <td>Franklin Square Park</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2006-04-28T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-75.204068</td>\n",
       "      <td>39.977179</td>\n",
       "      <td>18</td>\n",
       "      <td>2006-0088-01</td>\n",
       "      <td>Sweet Briar Fields at Fairmount Park</td>\n",
       "      <td>2006-0088-01</td>\n",
       "      <td>Sweet Briar Fields at Fairmount Park</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2008-04-02T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-75.238690</td>\n",
       "      <td>39.879497</td>\n",
       "      <td>19</td>\n",
       "      <td>2006-0086-01</td>\n",
       "      <td>PHLRunway Extension</td>\n",
       "      <td>2006-0086-01</td>\n",
       "      <td>PHL- Runway 17-35 Extension Project</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2007-05-11T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-75.173233</td>\n",
       "      <td>40.070199</td>\n",
       "      <td>20</td>\n",
       "      <td>2006-0092-01</td>\n",
       "      <td>Germantown Athletic Super Sites</td>\n",
       "      <td>2006-0092-01</td>\n",
       "      <td>Germantown Athletic Super Sites</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2007-01-08T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-75.012821</td>\n",
       "      <td>40.104817</td>\n",
       "      <td>21</td>\n",
       "      <td>2006-0102-01</td>\n",
       "      <td>Camelot Estates</td>\n",
       "      <td>2006-0102-01</td>\n",
       "      <td>Camelot Estates</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2007-04-13T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-75.242861</td>\n",
       "      <td>39.890003</td>\n",
       "      <td>22</td>\n",
       "      <td>2006-0100-01</td>\n",
       "      <td>Expansion of Employee Parking Lot at PIA</td>\n",
       "      <td>2006-0100-01</td>\n",
       "      <td>Expansion of Employee Parking Lot at Philadelp...</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2007-08-08T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-75.152210</td>\n",
       "      <td>40.007015</td>\n",
       "      <td>23</td>\n",
       "      <td>2006-0110-01</td>\n",
       "      <td>Multi Purpose Health Service Center</td>\n",
       "      <td>2006-0110-01</td>\n",
       "      <td>Multi Purpose Health Services Center</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-11-20T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-75.079428</td>\n",
       "      <td>39.996106</td>\n",
       "      <td>24</td>\n",
       "      <td>2006-0116-01</td>\n",
       "      <td>Betsy Ross Estates</td>\n",
       "      <td>2006-0116-01</td>\n",
       "      <td>Betsy Ross Estates</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-11-30T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-75.058667</td>\n",
       "      <td>40.051359</td>\n",
       "      <td>25</td>\n",
       "      <td>2006-0091-01</td>\n",
       "      <td>Kimco</td>\n",
       "      <td>2006-0091-01</td>\n",
       "      <td>Kimco</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2007-10-10T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-75.230907</td>\n",
       "      <td>40.030687</td>\n",
       "      <td>26</td>\n",
       "      <td>2006-0128-01</td>\n",
       "      <td>D4 Creative Group</td>\n",
       "      <td>2006-0128-01</td>\n",
       "      <td>D4 Creative Group</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2007-11-08T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-75.196944</td>\n",
       "      <td>39.956961</td>\n",
       "      <td>27</td>\n",
       "      <td>2006-129-01</td>\n",
       "      <td>Wexford Science Center</td>\n",
       "      <td>2006-129-01</td>\n",
       "      <td>Wexford Science Center</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-12-16T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-75.011366</td>\n",
       "      <td>40.090630</td>\n",
       "      <td>28</td>\n",
       "      <td>2006-0123-01</td>\n",
       "      <td>JEVS Training Facility</td>\n",
       "      <td>2006-0123-01</td>\n",
       "      <td>JEVS Training Facility</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-10-02T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-75.192116</td>\n",
       "      <td>39.925068</td>\n",
       "      <td>29</td>\n",
       "      <td>2006-WILS-151-01</td>\n",
       "      <td>Wilson Park Parking Area Construction</td>\n",
       "      <td>2006-WILS-151-01</td>\n",
       "      <td>Wilson Park Parking Area Construction</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2006-06-09T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-75.153008</td>\n",
       "      <td>39.906763</td>\n",
       "      <td>30</td>\n",
       "      <td>2006-PREF-176-01</td>\n",
       "      <td>Preferred Freezer Services Inc</td>\n",
       "      <td>2006-PREF-176-01</td>\n",
       "      <td>Preferred Freezer</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2006-05-26T00:00:00.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>-75.157972</td>\n",
       "      <td>39.974086</td>\n",
       "      <td>1022</td>\n",
       "      <td>FY18-LABO-5153-01</td>\n",
       "      <td>Laborers District Council Facilities</td>\n",
       "      <td>FY18-LABO-5153-01</td>\n",
       "      <td>Laborers District Council Facilities</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-04-11T13:38:16.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>-75.017294</td>\n",
       "      <td>40.091070</td>\n",
       "      <td>1023</td>\n",
       "      <td>FY19-TJXN-5231-01</td>\n",
       "      <td>TJXN Northeast Distribution Facility</td>\n",
       "      <td>FY19-TJXN-5231-01</td>\n",
       "      <td>TJX Northeast Distribution Facility</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2018-11-19T16:08:07.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>-75.133688</td>\n",
       "      <td>39.995655</td>\n",
       "      <td>1024</td>\n",
       "      <td>FY19-CASA-5240-01</td>\n",
       "      <td>CASA Indiana</td>\n",
       "      <td>FY19-CASA-5240-01</td>\n",
       "      <td>CASA Indiana</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-02-26T11:52:14.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>-75.061877</td>\n",
       "      <td>40.008335</td>\n",
       "      <td>1025</td>\n",
       "      <td>FY19-TACO-5272-01</td>\n",
       "      <td>5501 Tacony Street Redevelopment</td>\n",
       "      <td>FY19-TACO-5272-01</td>\n",
       "      <td>5501 Tacony Street Redevelopment</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-07-12T13:53:46.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>-75.193072</td>\n",
       "      <td>40.043389</td>\n",
       "      <td>1026</td>\n",
       "      <td>FY19-LINC-5251-01</td>\n",
       "      <td>6625 Lincoln Drive</td>\n",
       "      <td>FY19-LINC-5251-01</td>\n",
       "      <td>6625 Lincoln Drive</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-08-19T12:25:20.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>-75.216653</td>\n",
       "      <td>40.066250</td>\n",
       "      <td>1027</td>\n",
       "      <td>FY19-WGRA-5276-01</td>\n",
       "      <td>609 W Gravers Lane</td>\n",
       "      <td>FY19-WGRA-5276-01</td>\n",
       "      <td>609 -11 W Gravers Lane</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-01-25T15:29:49.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>-75.183055</td>\n",
       "      <td>39.918745</td>\n",
       "      <td>1028</td>\n",
       "      <td>FY19-AUTO-5287-01</td>\n",
       "      <td>AutoZone Oregon Ave</td>\n",
       "      <td>FY19-AUTO-5287-01</td>\n",
       "      <td>AutoZone Oregon Ave</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-07-30T12:19:59.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>-75.180220</td>\n",
       "      <td>39.890604</td>\n",
       "      <td>1029</td>\n",
       "      <td>FY18-NAVY-4967-01</td>\n",
       "      <td>Navy P-106 Manufacturing Support Facility</td>\n",
       "      <td>FY18-NAVY-4967-01</td>\n",
       "      <td>Navy P-106 Manufacturing Support Facility</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-02-19T14:16:09.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>-75.160413</td>\n",
       "      <td>40.035070</td>\n",
       "      <td>1030</td>\n",
       "      <td>FY18-NICO-5166-01</td>\n",
       "      <td>Nicole Hines Townhomes</td>\n",
       "      <td>FY18-NICO-5166-01</td>\n",
       "      <td>Nicole Hines Townhomes</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2018-12-21T11:36:08.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>-75.046841</td>\n",
       "      <td>40.088153</td>\n",
       "      <td>1031</td>\n",
       "      <td>FY19-ALTO-5301-01</td>\n",
       "      <td>9322 Alton Street</td>\n",
       "      <td>FY19-ALTO-5301-01</td>\n",
       "      <td>9322 Alton Street</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-06-19T15:07:53.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>-75.233237</td>\n",
       "      <td>39.894512</td>\n",
       "      <td>1032</td>\n",
       "      <td>FY19-PARC-5265-01</td>\n",
       "      <td>Parcel G TNC Lot</td>\n",
       "      <td>FY19-PARC-5265-01</td>\n",
       "      <td>Parcel G TNC Lot</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-08-21T15:29:28.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>-75.144428</td>\n",
       "      <td>39.942509</td>\n",
       "      <td>1033</td>\n",
       "      <td>2012-TOLL-1898-01</td>\n",
       "      <td>Toll Residential Development</td>\n",
       "      <td>2012-TOLL-1898-01</td>\n",
       "      <td>Toll Residential Development</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2013-05-21T17:10:29.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>-75.171330</td>\n",
       "      <td>39.904415</td>\n",
       "      <td>1034</td>\n",
       "      <td>FY19-XFIN-5314-01</td>\n",
       "      <td>Xfinity Live</td>\n",
       "      <td>FY19-XFIN-5314-01</td>\n",
       "      <td>Xfinity Live</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-06-13T13:41:24.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>-75.135879</td>\n",
       "      <td>39.961122</td>\n",
       "      <td>1035</td>\n",
       "      <td>FY19-PIER-5318-01</td>\n",
       "      <td>Pier 35.5</td>\n",
       "      <td>FY19-PIER-5318-01</td>\n",
       "      <td>Pier 35.5</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-03-01T16:09:03.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>-75.189730</td>\n",
       "      <td>39.957983</td>\n",
       "      <td>1036</td>\n",
       "      <td>FY19-DREX-5307-01</td>\n",
       "      <td>Drexel Calhoun Hall</td>\n",
       "      <td>FY19-DREX-5307-01</td>\n",
       "      <td>Drexel Calhoun Hall</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-04-03T16:10:27.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>-75.223365</td>\n",
       "      <td>40.040195</td>\n",
       "      <td>1037</td>\n",
       "      <td>FY19-RIDG-5347-01</td>\n",
       "      <td>6631-49 RIDGE AVENUE</td>\n",
       "      <td>FY19-RIDG-5347-01</td>\n",
       "      <td>6631-49 RIDGE AVENUE</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-06-20T09:01:29.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>-75.225960</td>\n",
       "      <td>39.970317</td>\n",
       "      <td>1038</td>\n",
       "      <td>FY19-POPL-5344-01</td>\n",
       "      <td>5208 POPLAR ST</td>\n",
       "      <td>FY19-POPL-5344-01</td>\n",
       "      <td>5208 POPLAR ST</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-08-22T08:58:41.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>-75.139013</td>\n",
       "      <td>39.967429</td>\n",
       "      <td>1039</td>\n",
       "      <td>FY19-PODP-5330-01</td>\n",
       "      <td>Pod Park</td>\n",
       "      <td>FY19-PODP-5330-01</td>\n",
       "      <td>Pod Park</td>\n",
       "      <td>Complete</td>\n",
       "      <td>2019-04-05T13:05:35.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>-75.235060</td>\n",
       "      <td>39.961537</td>\n",
       "      <td>1040</td>\n",
       "      <td>FY19-MARK-5375-01</td>\n",
       "      <td>5701-03 MARKET STREET</td>\n",
       "      <td>FY19-MARK-5375-01</td>\n",
       "      <td>5701-03 MARKET STREET</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-06-24T11:06:05.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>-75.169955</td>\n",
       "      <td>39.893075</td>\n",
       "      <td>1041</td>\n",
       "      <td>FY19-ROUS-5374-01</td>\n",
       "      <td>300 Rouse Boulevard</td>\n",
       "      <td>FY19-ROUS-5374-01</td>\n",
       "      <td>300 Rouse Boulevard</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-07-31T11:03:43.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>-75.002035</td>\n",
       "      <td>40.095535</td>\n",
       "      <td>1042</td>\n",
       "      <td>FY19-CHAR-5353-01</td>\n",
       "      <td>2811 Charter Road</td>\n",
       "      <td>FY19-CHAR-5353-01</td>\n",
       "      <td>2811 Charter Road</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-03-15T15:14:06.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>-75.156832</td>\n",
       "      <td>39.926139</td>\n",
       "      <td>1043</td>\n",
       "      <td>FY18-MOOR-5105-01</td>\n",
       "      <td>604-42 Moore Street - Phase 1</td>\n",
       "      <td>FY18-MOOR-5105-01</td>\n",
       "      <td>604-42 Moore Street - Phase 1</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2018-11-01T08:54:06.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>-75.208035</td>\n",
       "      <td>39.956749</td>\n",
       "      <td>1044</td>\n",
       "      <td>FY19-CHES-5484-01</td>\n",
       "      <td>4233 Chestnut Street</td>\n",
       "      <td>FY19-CHES-5484-01</td>\n",
       "      <td>4233 Chestnut Street</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-08-14T12:08:40.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>-75.194645</td>\n",
       "      <td>39.957551</td>\n",
       "      <td>1045</td>\n",
       "      <td>FY19-PSLA-5474-01</td>\n",
       "      <td>PSLAMS</td>\n",
       "      <td>FY19-PSLA-5474-01</td>\n",
       "      <td>PSLAMS</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-08-07T10:42:01.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>-75.193287</td>\n",
       "      <td>39.946628</td>\n",
       "      <td>1046</td>\n",
       "      <td>FY19-CHOP-5421-01</td>\n",
       "      <td>CHOP Physician &amp; Administrative Office Buildin...</td>\n",
       "      <td>FY19-CHOP-5421-01</td>\n",
       "      <td>CHOP Physician &amp; Administrative Office Buildin...</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-07-19T09:11:01.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>-75.147230</td>\n",
       "      <td>39.914183</td>\n",
       "      <td>1047</td>\n",
       "      <td>2012-SPAR-1850-01</td>\n",
       "      <td>Spare Time, Inc.Building Addition</td>\n",
       "      <td>2012-SPAR-1850-01</td>\n",
       "      <td>Spare Time, Inc. Building Addition AKA South Bowl</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2012-11-29T13:40:33.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>-75.134766</td>\n",
       "      <td>39.971144</td>\n",
       "      <td>1048</td>\n",
       "      <td>FY19-FRAN-5539-01</td>\n",
       "      <td>Frankford Ave</td>\n",
       "      <td>FY19-FRAN-5539-01</td>\n",
       "      <td>Frankford Ave</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-08-01T09:04:29.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>-75.171362</td>\n",
       "      <td>39.904006</td>\n",
       "      <td>1049</td>\n",
       "      <td>2010-PHIL-1362-01</td>\n",
       "      <td>Philly Live!</td>\n",
       "      <td>2010-PHIL-1362-01</td>\n",
       "      <td>Philly Live! - Phase B</td>\n",
       "      <td>Verified</td>\n",
       "      <td>2011-01-10T12:41:02.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>-75.141990</td>\n",
       "      <td>39.930469</td>\n",
       "      <td>1050</td>\n",
       "      <td>FY19-LIBE-5554-01</td>\n",
       "      <td>Liberty on the River</td>\n",
       "      <td>FY19-LIBE-5554-01</td>\n",
       "      <td>Liberty on the River</td>\n",
       "      <td>Approved</td>\n",
       "      <td>2019-06-18T10:02:06.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>-75.178919</td>\n",
       "      <td>39.940050</td>\n",
       "      <td>1051</td>\n",
       "      <td>FY18-WASH-5165-01</td>\n",
       "      <td>2101 Washington Avenue - Parcel A</td>\n",
       "      <td>FY18-WASH-5165-01</td>\n",
       "      <td>2101 Washington Avenue - Parcel A</td>\n",
       "      <td>Construction</td>\n",
       "      <td>2019-07-19T12:51:14.000Z</td>\n",
       "      <td>Regulation</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1051 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              X          Y  OBJECTID           TRACKING  \\\n",
       "0    -74.975242  40.108441         1       2005-0010-01   \n",
       "1    -75.215748  39.961768         2       2005-0052-01   \n",
       "2    -75.023528  40.077345         3       2005-0060-01   \n",
       "3    -75.239261  39.958060         4       2005-0061-01   \n",
       "4    -75.227195  39.898372         5       2005-0064-01   \n",
       "5    -75.033770  40.083380         6       2005-0066-01   \n",
       "6    -75.181938  39.967186         7       2005-0013-01   \n",
       "7    -75.221502  39.921080         8       2006-0017-01   \n",
       "8    -75.041980  40.042290         9       2006-0048-01   \n",
       "9    -75.151547  39.964064        10       2006-0057-01   \n",
       "10   -75.152598  39.983430        11       2006-0063-01   \n",
       "11   -74.984907  40.055909        12       2006-0060-01   \n",
       "12   -75.198745  39.931646        13       2006-0074-01   \n",
       "13   -75.186467  40.042594        14       2006-0076-01   \n",
       "14   -75.160999  39.983103        15       2006-0084-01   \n",
       "15   -75.233750  39.890906        16       2006-0085-01   \n",
       "16   -75.150480  39.955763        17       2006-0075-01   \n",
       "17   -75.204068  39.977179        18       2006-0088-01   \n",
       "18   -75.238690  39.879497        19       2006-0086-01   \n",
       "19   -75.173233  40.070199        20       2006-0092-01   \n",
       "20   -75.012821  40.104817        21       2006-0102-01   \n",
       "21   -75.242861  39.890003        22       2006-0100-01   \n",
       "22   -75.152210  40.007015        23       2006-0110-01   \n",
       "23   -75.079428  39.996106        24       2006-0116-01   \n",
       "24   -75.058667  40.051359        25       2006-0091-01   \n",
       "25   -75.230907  40.030687        26       2006-0128-01   \n",
       "26   -75.196944  39.956961        27        2006-129-01   \n",
       "27   -75.011366  40.090630        28       2006-0123-01   \n",
       "28   -75.192116  39.925068        29   2006-WILS-151-01   \n",
       "29   -75.153008  39.906763        30   2006-PREF-176-01   \n",
       "...         ...        ...       ...                ...   \n",
       "1021 -75.157972  39.974086      1022  FY18-LABO-5153-01   \n",
       "1022 -75.017294  40.091070      1023  FY19-TJXN-5231-01   \n",
       "1023 -75.133688  39.995655      1024  FY19-CASA-5240-01   \n",
       "1024 -75.061877  40.008335      1025  FY19-TACO-5272-01   \n",
       "1025 -75.193072  40.043389      1026  FY19-LINC-5251-01   \n",
       "1026 -75.216653  40.066250      1027  FY19-WGRA-5276-01   \n",
       "1027 -75.183055  39.918745      1028  FY19-AUTO-5287-01   \n",
       "1028 -75.180220  39.890604      1029  FY18-NAVY-4967-01   \n",
       "1029 -75.160413  40.035070      1030  FY18-NICO-5166-01   \n",
       "1030 -75.046841  40.088153      1031  FY19-ALTO-5301-01   \n",
       "1031 -75.233237  39.894512      1032  FY19-PARC-5265-01   \n",
       "1032 -75.144428  39.942509      1033  2012-TOLL-1898-01   \n",
       "1033 -75.171330  39.904415      1034  FY19-XFIN-5314-01   \n",
       "1034 -75.135879  39.961122      1035  FY19-PIER-5318-01   \n",
       "1035 -75.189730  39.957983      1036  FY19-DREX-5307-01   \n",
       "1036 -75.223365  40.040195      1037  FY19-RIDG-5347-01   \n",
       "1037 -75.225960  39.970317      1038  FY19-POPL-5344-01   \n",
       "1038 -75.139013  39.967429      1039  FY19-PODP-5330-01   \n",
       "1039 -75.235060  39.961537      1040  FY19-MARK-5375-01   \n",
       "1040 -75.169955  39.893075      1041  FY19-ROUS-5374-01   \n",
       "1041 -75.002035  40.095535      1042  FY19-CHAR-5353-01   \n",
       "1042 -75.156832  39.926139      1043  FY18-MOOR-5105-01   \n",
       "1043 -75.208035  39.956749      1044  FY19-CHES-5484-01   \n",
       "1044 -75.194645  39.957551      1045  FY19-PSLA-5474-01   \n",
       "1045 -75.193287  39.946628      1046  FY19-CHOP-5421-01   \n",
       "1046 -75.147230  39.914183      1047  2012-SPAR-1850-01   \n",
       "1047 -75.134766  39.971144      1048  FY19-FRAN-5539-01   \n",
       "1048 -75.171362  39.904006      1049  2010-PHIL-1362-01   \n",
       "1049 -75.141990  39.930469      1050  FY19-LIBE-5554-01   \n",
       "1050 -75.178919  39.940050      1051  FY18-WASH-5165-01   \n",
       "\n",
       "                                                   NAME     TRACKINGNUMBER  \\\n",
       "0                           Perry Matarazzo Holding LLC       2005-0010-01   \n",
       "1                             Philadelphia Youth Center       2005-0052-01   \n",
       "2                                                  Wawa       2005-0060-01   \n",
       "3                             William Sayre High School       2005-0061-01   \n",
       "4                                    7401 Essington Ave       2005-0064-01   \n",
       "5                                        2000 Grant Ave       2005-0066-01   \n",
       "6                            Philadelphia Museum of Art       2005-0013-01   \n",
       "7                          Inglis Apartments at Elmwood       2006-0017-01   \n",
       "8                           Abraham Lincoln High School       2006-0048-01   \n",
       "9                                     Liberties Station       2006-0057-01   \n",
       "10                              Temple Parking Lot # 10       2006-0063-01   \n",
       "11                            Garden Residence Building       2006-0060-01   \n",
       "12                                          Grays Ferry       2006-0074-01   \n",
       "13                                         Presser Hall       2006-0076-01   \n",
       "14                     G.W. Carver High School Addition       2006-0084-01   \n",
       "15                             Philadelphia Aloft Hotel       2006-0085-01   \n",
       "16                                 Franklin Square Park       2006-0075-01   \n",
       "17                 Sweet Briar Fields at Fairmount Park       2006-0088-01   \n",
       "18                                  PHLRunway Extension       2006-0086-01   \n",
       "19                      Germantown Athletic Super Sites       2006-0092-01   \n",
       "20                                      Camelot Estates       2006-0102-01   \n",
       "21             Expansion of Employee Parking Lot at PIA       2006-0100-01   \n",
       "22                  Multi Purpose Health Service Center       2006-0110-01   \n",
       "23                                   Betsy Ross Estates       2006-0116-01   \n",
       "24                                                Kimco       2006-0091-01   \n",
       "25                                    D4 Creative Group       2006-0128-01   \n",
       "26                               Wexford Science Center        2006-129-01   \n",
       "27                               JEVS Training Facility       2006-0123-01   \n",
       "28                Wilson Park Parking Area Construction   2006-WILS-151-01   \n",
       "29                       Preferred Freezer Services Inc   2006-PREF-176-01   \n",
       "...                                                 ...                ...   \n",
       "1021               Laborers District Council Facilities  FY18-LABO-5153-01   \n",
       "1022               TJXN Northeast Distribution Facility  FY19-TJXN-5231-01   \n",
       "1023                                       CASA Indiana  FY19-CASA-5240-01   \n",
       "1024                   5501 Tacony Street Redevelopment  FY19-TACO-5272-01   \n",
       "1025                                 6625 Lincoln Drive  FY19-LINC-5251-01   \n",
       "1026                                 609 W Gravers Lane  FY19-WGRA-5276-01   \n",
       "1027                                AutoZone Oregon Ave  FY19-AUTO-5287-01   \n",
       "1028          Navy P-106 Manufacturing Support Facility  FY18-NAVY-4967-01   \n",
       "1029                             Nicole Hines Townhomes  FY18-NICO-5166-01   \n",
       "1030                                  9322 Alton Street  FY19-ALTO-5301-01   \n",
       "1031                                   Parcel G TNC Lot  FY19-PARC-5265-01   \n",
       "1032                       Toll Residential Development  2012-TOLL-1898-01   \n",
       "1033                                       Xfinity Live  FY19-XFIN-5314-01   \n",
       "1034                                          Pier 35.5  FY19-PIER-5318-01   \n",
       "1035                                Drexel Calhoun Hall  FY19-DREX-5307-01   \n",
       "1036                               6631-49 RIDGE AVENUE  FY19-RIDG-5347-01   \n",
       "1037                                     5208 POPLAR ST  FY19-POPL-5344-01   \n",
       "1038                                           Pod Park  FY19-PODP-5330-01   \n",
       "1039                              5701-03 MARKET STREET  FY19-MARK-5375-01   \n",
       "1040                                300 Rouse Boulevard  FY19-ROUS-5374-01   \n",
       "1041                                  2811 Charter Road  FY19-CHAR-5353-01   \n",
       "1042                      604-42 Moore Street - Phase 1  FY18-MOOR-5105-01   \n",
       "1043                               4233 Chestnut Street  FY19-CHES-5484-01   \n",
       "1044                                             PSLAMS  FY19-PSLA-5474-01   \n",
       "1045  CHOP Physician & Administrative Office Buildin...  FY19-CHOP-5421-01   \n",
       "1046                  Spare Time, Inc.Building Addition  2012-SPAR-1850-01   \n",
       "1047                                      Frankford Ave  FY19-FRAN-5539-01   \n",
       "1048                                       Philly Live!  2010-PHIL-1362-01   \n",
       "1049                               Liberty on the River  FY19-LIBE-5554-01   \n",
       "1050                  2101 Washington Avenue - Parcel A  FY18-WASH-5165-01   \n",
       "\n",
       "                                            PROJECTNAME OVERALLSTATUSCATEGORY  \\\n",
       "0                           Perry Matarazzo Holding LLC              Complete   \n",
       "1                             Philadelphia Youth Center              Verified   \n",
       "2                                                  Wawa              Complete   \n",
       "3                             William Sayre High School              Complete   \n",
       "4                          Essington Avenue Parking Lot              Verified   \n",
       "5                                       2000 Grant Ave.              Verified   \n",
       "6     Philadelphia Museum of Art Garage and Sculptur...              Complete   \n",
       "7                          Inglis Apartments at Elmwood              Verified   \n",
       "8                                    Abraham Lincoln HS              Complete   \n",
       "9                                     Liberties Station              Verified   \n",
       "10                            Temple U. Parking Lot #10              Verified   \n",
       "11                            Garden Residence Building              Verified   \n",
       "12               Greater Gray's Ferry Estates Town Hall              Verified   \n",
       "13                                         Presser Hall              Complete   \n",
       "14                     G.W. Carver High School Addition              Verified   \n",
       "15                             Philadelphia Aloft Hotel              Verified   \n",
       "16                                 Franklin Square Park              Complete   \n",
       "17                 Sweet Briar Fields at Fairmount Park              Verified   \n",
       "18                  PHL- Runway 17-35 Extension Project          Construction   \n",
       "19                      Germantown Athletic Super Sites              Complete   \n",
       "20                                      Camelot Estates              Verified   \n",
       "21    Expansion of Employee Parking Lot at Philadelp...              Complete   \n",
       "22                 Multi Purpose Health Services Center              Verified   \n",
       "23                                   Betsy Ross Estates              Verified   \n",
       "24                                                Kimco              Verified   \n",
       "25                                    D4 Creative Group              Verified   \n",
       "26                               Wexford Science Center              Verified   \n",
       "27                               JEVS Training Facility              Verified   \n",
       "28                Wilson Park Parking Area Construction              Complete   \n",
       "29                                    Preferred Freezer              Verified   \n",
       "...                                                 ...                   ...   \n",
       "1021               Laborers District Council Facilities          Construction   \n",
       "1022                TJX Northeast Distribution Facility          Construction   \n",
       "1023                                       CASA Indiana          Construction   \n",
       "1024                   5501 Tacony Street Redevelopment          Construction   \n",
       "1025                                 6625 Lincoln Drive              Approved   \n",
       "1026                             609 -11 W Gravers Lane          Construction   \n",
       "1027                                AutoZone Oregon Ave              Approved   \n",
       "1028          Navy P-106 Manufacturing Support Facility          Construction   \n",
       "1029                             Nicole Hines Townhomes          Construction   \n",
       "1030                                  9322 Alton Street              Approved   \n",
       "1031                                   Parcel G TNC Lot              Approved   \n",
       "1032                       Toll Residential Development              Verified   \n",
       "1033                                       Xfinity Live              Approved   \n",
       "1034                                          Pier 35.5              Approved   \n",
       "1035                                Drexel Calhoun Hall          Construction   \n",
       "1036                               6631-49 RIDGE AVENUE          Construction   \n",
       "1037                                     5208 POPLAR ST          Construction   \n",
       "1038                                           Pod Park              Complete   \n",
       "1039                              5701-03 MARKET STREET              Approved   \n",
       "1040                                300 Rouse Boulevard              Approved   \n",
       "1041                                  2811 Charter Road          Construction   \n",
       "1042                      604-42 Moore Street - Phase 1          Construction   \n",
       "1043                               4233 Chestnut Street              Approved   \n",
       "1044                                             PSLAMS              Approved   \n",
       "1045  CHOP Physician & Administrative Office Buildin...          Construction   \n",
       "1046  Spare Time, Inc. Building Addition AKA South Bowl              Verified   \n",
       "1047                                      Frankford Ave              Approved   \n",
       "1048                             Philly Live! - Phase B              Verified   \n",
       "1049                               Liberty on the River              Approved   \n",
       "1050                  2101 Washington Avenue - Parcel A          Construction   \n",
       "\n",
       "                  APPROVALDATE     PROGRAM  SURFACE_INFILTRATION_BASIN  \\\n",
       "0     2005-12-28T00:00:00.000Z  Regulation                           0   \n",
       "1     2009-09-28T15:01:07.000Z  Regulation                           0   \n",
       "2     2006-02-06T00:00:00.000Z  Regulation                           0   \n",
       "3     2006-09-25T00:00:00.000Z  Regulation                           0   \n",
       "4     2006-05-17T00:00:00.000Z  Regulation                           0   \n",
       "5     2007-11-20T00:00:00.000Z  Regulation                           0   \n",
       "6     2005-12-20T00:00:00.000Z  Regulation                           0   \n",
       "7     2006-10-05T00:00:00.000Z  Regulation                           0   \n",
       "8     2007-05-16T00:00:00.000Z  Regulation                           1   \n",
       "9     2008-04-03T00:00:00.000Z  Regulation                           0   \n",
       "10    2006-04-26T00:00:00.000Z  Regulation                           0   \n",
       "11    2006-06-30T00:00:00.000Z  Regulation                           0   \n",
       "12    2006-07-14T00:00:00.000Z  Regulation                           0   \n",
       "13    2009-10-30T17:01:16.000Z  Regulation                           0   \n",
       "14    2006-11-09T00:00:00.000Z  Regulation                           0   \n",
       "15    2006-10-04T00:00:00.000Z  Regulation                           0   \n",
       "16    2006-04-28T00:00:00.000Z  Regulation                           0   \n",
       "17    2008-04-02T00:00:00.000Z  Regulation                           3   \n",
       "18    2007-05-11T00:00:00.000Z  Regulation                           0   \n",
       "19    2007-01-08T00:00:00.000Z  Regulation                           0   \n",
       "20    2007-04-13T00:00:00.000Z  Regulation                           0   \n",
       "21    2007-08-08T00:00:00.000Z  Regulation                           0   \n",
       "22    2006-11-20T00:00:00.000Z  Regulation                           0   \n",
       "23    2006-11-30T00:00:00.000Z  Regulation                           0   \n",
       "24    2007-10-10T00:00:00.000Z  Regulation                           0   \n",
       "25    2007-11-08T00:00:00.000Z  Regulation                           0   \n",
       "26    2006-12-16T00:00:00.000Z  Regulation                           0   \n",
       "27    2006-10-02T00:00:00.000Z  Regulation                           2   \n",
       "28    2006-06-09T00:00:00.000Z  Regulation                           0   \n",
       "29    2006-05-26T00:00:00.000Z  Regulation                           0   \n",
       "...                        ...         ...                         ...   \n",
       "1021  2019-04-11T13:38:16.000Z  Regulation                           0   \n",
       "1022  2018-11-19T16:08:07.000Z  Regulation                           0   \n",
       "1023  2019-02-26T11:52:14.000Z  Regulation                           0   \n",
       "1024  2019-07-12T13:53:46.000Z  Regulation                           0   \n",
       "1025  2019-08-19T12:25:20.000Z  Regulation                           0   \n",
       "1026  2019-01-25T15:29:49.000Z  Regulation                           0   \n",
       "1027  2019-07-30T12:19:59.000Z  Regulation                           0   \n",
       "1028  2019-02-19T14:16:09.000Z  Regulation                           0   \n",
       "1029  2018-12-21T11:36:08.000Z  Regulation                           0   \n",
       "1030  2019-06-19T15:07:53.000Z  Regulation                           0   \n",
       "1031  2019-08-21T15:29:28.000Z  Regulation                           0   \n",
       "1032  2013-05-21T17:10:29.000Z  Regulation                           0   \n",
       "1033  2019-06-13T13:41:24.000Z  Regulation                           0   \n",
       "1034  2019-03-01T16:09:03.000Z  Regulation                           0   \n",
       "1035  2019-04-03T16:10:27.000Z  Regulation                           0   \n",
       "1036  2019-06-20T09:01:29.000Z  Regulation                           0   \n",
       "1037  2019-08-22T08:58:41.000Z  Regulation                           0   \n",
       "1038  2019-04-05T13:05:35.000Z  Regulation                           0   \n",
       "1039  2019-06-24T11:06:05.000Z  Regulation                           0   \n",
       "1040  2019-07-31T11:03:43.000Z  Regulation                           1   \n",
       "1041  2019-03-15T15:14:06.000Z  Regulation                           0   \n",
       "1042  2018-11-01T08:54:06.000Z  Regulation                           0   \n",
       "1043  2019-08-14T12:08:40.000Z  Regulation                           0   \n",
       "1044  2019-08-07T10:42:01.000Z  Regulation                           0   \n",
       "1045  2019-07-19T09:11:01.000Z  Regulation                           0   \n",
       "1046  2012-11-29T13:40:33.000Z  Regulation                           0   \n",
       "1047  2019-08-01T09:04:29.000Z  Regulation                           0   \n",
       "1048  2011-01-10T12:41:02.000Z  Regulation                           0   \n",
       "1049  2019-06-18T10:02:06.000Z  Regulation                           0   \n",
       "1050  2019-07-19T12:51:14.000Z  Regulation                           0   \n",
       "\n",
       "      SUBSURFACE_INFILTRATION_BASIN  SURFACE_DETENTION_BASIN  \\\n",
       "0                                 0                        1   \n",
       "1                                 2                        0   \n",
       "2                                 1                        0   \n",
       "3                                 0                        0   \n",
       "4                                 0                        0   \n",
       "5                                 0                        0   \n",
       "6                                 0                        0   \n",
       "7                                 1                        0   \n",
       "8                                 1                        0   \n",
       "9                                 0                        0   \n",
       "10                                1                        0   \n",
       "11                                1                        0   \n",
       "12                                1                        0   \n",
       "13                                3                        0   \n",
       "14                                1                        0   \n",
       "15                                1                        0   \n",
       "16                                1                        0   \n",
       "17                                0                        0   \n",
       "18                                0                        0   \n",
       "19                                1                        0   \n",
       "20                                0                        2   \n",
       "21                                1                        0   \n",
       "22                                1                        0   \n",
       "23                               15                        0   \n",
       "24                                2                        0   \n",
       "25                                1                        0   \n",
       "26                                0                        0   \n",
       "27                                0                        0   \n",
       "28                                7                        0   \n",
       "29                                0                        0   \n",
       "...                             ...                      ...   \n",
       "1021                              0                        0   \n",
       "1022                              0                        0   \n",
       "1023                              1                        0   \n",
       "1024                              0                        0   \n",
       "1025                              4                        0   \n",
       "1026                              2                        0   \n",
       "1027                              0                        0   \n",
       "1028                              0                        0   \n",
       "1029                              2                        0   \n",
       "1030                              4                        0   \n",
       "1031                              0                        0   \n",
       "1032                              0                        0   \n",
       "1033                              0                        0   \n",
       "1034                              0                        0   \n",
       "1035                              1                        0   \n",
       "1036                              0                        0   \n",
       "1037                              0                        0   \n",
       "1038                              0                        0   \n",
       "1039                              0                        0   \n",
       "1040                              1                        0   \n",
       "1041                              0                        0   \n",
       "1042                              0                        0   \n",
       "1043                              0                        0   \n",
       "1044                              2                        0   \n",
       "1045                              0                        0   \n",
       "1046                              0                        0   \n",
       "1047                              0                        0   \n",
       "1048                              0                        1   \n",
       "1049                              0                        0   \n",
       "1050                              0                        0   \n",
       "\n",
       "      SUBSURFACE_DETENTION_BASIN  BIOINFILTRATION  BIORETENTION  CISTERN  \\\n",
       "0                              0                0             0        0   \n",
       "1                              0                0             0        0   \n",
       "2                              0                0             0        0   \n",
       "3                              0                0             0        0   \n",
       "4                              4                0             0        0   \n",
       "5                              1                0             0        0   \n",
       "6                              0                0             0        0   \n",
       "7                              0                0             0        0   \n",
       "8                              0                0             0        0   \n",
       "9                              1                0             0        0   \n",
       "10                             0                0             0        0   \n",
       "11                             1                0             0        0   \n",
       "12                             0                0             0        0   \n",
       "13                             2                0             0        0   \n",
       "14                             0                0             0        0   \n",
       "15                             0                0             0        0   \n",
       "16                             1                0             0        0   \n",
       "17                             0                0             0        0   \n",
       "18                             0                1             0        0   \n",
       "19                             0                0             0        0   \n",
       "20                             0                0             0        0   \n",
       "21                             0               12             1        0   \n",
       "22                             1                0             0        0   \n",
       "23                             0                0             0        0   \n",
       "24                             0                0             0        0   \n",
       "25                             0                0             0        0   \n",
       "26                             1                0             0        0   \n",
       "27                             0                0             0        0   \n",
       "28                             2                0             0        0   \n",
       "29                             1                0             0        0   \n",
       "...                          ...              ...           ...      ...   \n",
       "1021                           1                0             0        0   \n",
       "1022                           0                0             1        0   \n",
       "1023                           0                0             0        0   \n",
       "1024                           0                0             2        0   \n",
       "1025                           0                0             0        0   \n",
       "1026                           0                0             0        0   \n",
       "1027                           1                0             0        0   \n",
       "1028                           0                0             0        0   \n",
       "1029                           0                0             0        0   \n",
       "1030                           0                0             0        0   \n",
       "1031                           0                0            10        0   \n",
       "1032                           0                0             0        0   \n",
       "1033                           3                0             0        0   \n",
       "1034                           0                0             0        0   \n",
       "1035                           0                0             0        0   \n",
       "1036                           0                0             0        0   \n",
       "1037                           1                0             0        0   \n",
       "1038                           0                0             0        0   \n",
       "1039                           0                0             0        0   \n",
       "1040                           0                0             0        0   \n",
       "1041                           0                0             0        0   \n",
       "1042                           0                0             0        0   \n",
       "1043                           0                0             1        0   \n",
       "1044                           0                0             0        0   \n",
       "1045                           1                0             0        0   \n",
       "1046                           0                1             0        0   \n",
       "1047                           0                0             0        0   \n",
       "1048                           0                0             2        0   \n",
       "1049                           0                0             0        0   \n",
       "1050                           0                0             0        0   \n",
       "\n",
       "      GREEN_ROOF  POROUS_PAVEMENT  WQ_TREATMENT_DEVICE  \n",
       "0              0                0                    0  \n",
       "1              0                0                    0  \n",
       "2              0                0                    0  \n",
       "3              0                1                    0  \n",
       "4              0                0                    0  \n",
       "5              0                1                    0  \n",
       "6              0                0                    0  \n",
       "7              0                1                    0  \n",
       "8              0                0                    0  \n",
       "9              0                0                    0  \n",
       "10             0                0                    0  \n",
       "11             0                1                    0  \n",
       "12             0                0                    0  \n",
       "13             0                2                    0  \n",
       "14             0                0                    0  \n",
       "15             0                0                    0  \n",
       "16             0                0                    0  \n",
       "17             0                0                    0  \n",
       "18             0                0                    0  \n",
       "19             0                0                    0  \n",
       "20             0                0                    0  \n",
       "21             0                0                    0  \n",
       "22             0                0                    0  \n",
       "23             0                0                    0  \n",
       "24             0                0                    0  \n",
       "25             0                0                    0  \n",
       "26             1                0                    0  \n",
       "27             0                0                    0  \n",
       "28             0                0                    0  \n",
       "29             0                0                    0  \n",
       "...          ...              ...                  ...  \n",
       "1021           0                1                    1  \n",
       "1022           0                0                    0  \n",
       "1023           0                0                    0  \n",
       "1024           0                0                    0  \n",
       "1025           0                0                    0  \n",
       "1026           0                1                    0  \n",
       "1027           0                0                    1  \n",
       "1028           0                0                    3  \n",
       "1029           0                0                    0  \n",
       "1030           0                0                    0  \n",
       "1031           0                1                    0  \n",
       "1032           2                0                    0  \n",
       "1033           0                1                    3  \n",
       "1034           0                0                    2  \n",
       "1035           0                0                    0  \n",
       "1036           3                2                    0  \n",
       "1037           0                0                    0  \n",
       "1038           0                0                    0  \n",
       "1039           4                0                    0  \n",
       "1040           0                0                    0  \n",
       "1041           0                1                    0  \n",
       "1042           1                1                    0  \n",
       "1043           1                0                    0  \n",
       "1044           0                2                    0  \n",
       "1045           0                0                    0  \n",
       "1046           0                2                    0  \n",
       "1047           1                0                    0  \n",
       "1048           0                0                    0  \n",
       "1049           1                1                    0  \n",
       "1050           1                1                    0  \n",
       "\n",
       "[1051 rows x 20 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSI = pd.read_csv('GSI_Private_Projects_Retrofit.csv')\n",
    "GSW_Reg = pd.read_csv('GSI_Private_Projects_Regs.csv')\n",
    "GSW_Reg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### I'm curious which columns exactly are different... 🤔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['X' 'Y' 'OBJECTID' 'TRACKING' 'NAME' 'TRACKINGNUMBER' 'PROJECTNAME'\n",
      " 'OVERALLSTATUSCATEGORY' 'APPROVALDATE' 'PROGRAM' 'SMIP' 'GARP'\n",
      " 'GRANTAMOUNT' 'SURFACE_INFILTRATION_BASIN'\n",
      " 'SUBSURFACE_INFILTRATION_BASIN' 'SURFACE_DETENTION_BASIN'\n",
      " 'SUBSURFACE_DETENTION_BASIN' 'BIOINFILTRATION' 'BIORETENTION' 'CISTERN'\n",
      " 'GREEN_ROOF' 'POROUS_PAVEMENT' 'WQ_TREATMENT_DEVICE']\n"
     ]
    }
   ],
   "source": [
    "print(GSI.columns.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['X' 'Y' 'OBJECTID' 'TRACKING' 'NAME' 'TRACKINGNUMBER' 'PROJECTNAME'\n",
      " 'OVERALLSTATUSCATEGORY' 'APPROVALDATE' 'PROGRAM'\n",
      " 'SURFACE_INFILTRATION_BASIN' 'SUBSURFACE_INFILTRATION_BASIN'\n",
      " 'SURFACE_DETENTION_BASIN' 'SUBSURFACE_DETENTION_BASIN' 'BIOINFILTRATION'\n",
      " 'BIORETENTION' 'CISTERN' 'GREEN_ROOF' 'POROUS_PAVEMENT'\n",
      " 'WQ_TREATMENT_DEVICE']\n"
     ]
    }
   ],
   "source": [
    "print(GSW_Reg.columns.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(GSW_Reg.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(GSI.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GSI.GRANTAMOUNT.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "154"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(GSI)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Grant Amount looks interesting but there aren't enough values to do an analysis with. Let's just join the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APPROVALDATE</th>\n",
       "      <th>BIOINFILTRATION</th>\n",
       "      <th>BIORETENTION</th>\n",
       "      <th>CISTERN</th>\n",
       "      <th>GARP</th>\n",
       "      <th>GRANTAMOUNT</th>\n",
       "      <th>GREEN_ROOF</th>\n",
       "      <th>NAME</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>OVERALLSTATUSCATEGORY</th>\n",
       "      <th>...</th>\n",
       "      <th>SMIP</th>\n",
       "      <th>SUBSURFACE_DETENTION_BASIN</th>\n",
       "      <th>SUBSURFACE_INFILTRATION_BASIN</th>\n",
       "      <th>SURFACE_DETENTION_BASIN</th>\n",
       "      <th>SURFACE_INFILTRATION_BASIN</th>\n",
       "      <th>TRACKING</th>\n",
       "      <th>TRACKINGNUMBER</th>\n",
       "      <th>WQ_TREATMENT_DEVICE</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-09-05T00:00:00.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Weavers Way Coop</td>\n",
       "      <td>1</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2009-WEAV-1224-01</td>\n",
       "      <td>2009-WEAV-1224-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.205764</td>\n",
       "      <td>40.075413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-10-01T11:39:06.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>CATCH Retrofit</td>\n",
       "      <td>2</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-CATC-1352-01</td>\n",
       "      <td>2010-CATC-1352-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.188765</td>\n",
       "      <td>39.908700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-09-30T16:50:06.000Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Pennypack Woods Retrofit</td>\n",
       "      <td>3</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-PENN-1369-01</td>\n",
       "      <td>2010-PENN-1369-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.014559</td>\n",
       "      <td>40.051052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-10-16T10:25:28.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Community Legal Services</td>\n",
       "      <td>4</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-COMM-1370-01</td>\n",
       "      <td>2010-COMM-1370-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.151994</td>\n",
       "      <td>40.009141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-03-21T15:20:13.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>TVPV Stormwater Credit App.</td>\n",
       "      <td>5</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-TVPV-1489-01</td>\n",
       "      <td>2011-TVPV-1489-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.073866</td>\n",
       "      <td>40.085385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2011-06-23T13:56:40.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2800 Black Lake Pl</td>\n",
       "      <td>6</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-2800-1510-01</td>\n",
       "      <td>2011-2800-1510-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-74.983445</td>\n",
       "      <td>40.109533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015-02-04T00:00:00.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1518 Cambridge Street to 1521 Poplar Street</td>\n",
       "      <td>7</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-1518-1561-01</td>\n",
       "      <td>2011-1518-1561-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.162226</td>\n",
       "      <td>39.970834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2011-06-13T14:28:24.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Lafayette Redeemer Stormwater Retrofit</td>\n",
       "      <td>8</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-LAFA-1565-01</td>\n",
       "      <td>2011-LAFA-1565-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.065830</td>\n",
       "      <td>40.083729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012-01-12T14:30:44.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2150 E Westmoreland St</td>\n",
       "      <td>9</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-2150-1616-01</td>\n",
       "      <td>2011-2150-1616-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.107078</td>\n",
       "      <td>39.992711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011-07-12T00:00:00.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>St James Episcopal Church Retrofit</td>\n",
       "      <td>10</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-RETR-001-01</td>\n",
       "      <td>2011-RETR-001-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.238950</td>\n",
       "      <td>39.921621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2012-01-25T16:57:14.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>The Enterprise Center Green Roof</td>\n",
       "      <td>11</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-THEE-1746-01</td>\n",
       "      <td>2012-THEE-1746-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.212765</td>\n",
       "      <td>39.958220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2012-04-24T14:59:45.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Newman and Company Rainwater Harvesting</td>\n",
       "      <td>12</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-NEWM-1776-01</td>\n",
       "      <td>2012-NEWM-1776-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.052343</td>\n",
       "      <td>40.014971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2013-12-23T08:21:42.000Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6225 State Road</td>\n",
       "      <td>13</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-6225-1857-01</td>\n",
       "      <td>2012-6225-1857-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.051752</td>\n",
       "      <td>40.015562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2013-01-18T08:25:48.000Z</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>135500.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pennypack Woods Homeowners Association Stormwater</td>\n",
       "      <td>14</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-PENN-1917-01</td>\n",
       "      <td>2012-PENN-1917-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.014849</td>\n",
       "      <td>40.050930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2010-06-15T00:00:00.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Commerce Way Outlet Retrofit</td>\n",
       "      <td>15</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-COMM-1868-01</td>\n",
       "      <td>2012-COMM-1868-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-74.977148</td>\n",
       "      <td>40.110647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2012-06-08T12:06:22.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Roof Leader Disconnection Retrofit</td>\n",
       "      <td>16</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-ROOF-1869-01</td>\n",
       "      <td>2012-ROOF-1869-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.130393</td>\n",
       "      <td>39.965402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2014-04-07T14:30:02.000Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>13410- 13420 Damar Drive</td>\n",
       "      <td>17</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-1341-2019-01</td>\n",
       "      <td>2012-1341-2019-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.002859</td>\n",
       "      <td>40.120491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2013-06-12T10:43:48.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91080.0</td>\n",
       "      <td>0</td>\n",
       "      <td>GSFS, Green Street Friends School Retrofit</td>\n",
       "      <td>18</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-GSFS-2028-01</td>\n",
       "      <td>2012-GSFS-2028-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.173489</td>\n",
       "      <td>40.034036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2014-01-31T15:06:08.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79500.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1148 Wharton Street</td>\n",
       "      <td>19</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-1148-2105-01</td>\n",
       "      <td>2013-1148-2105-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.163401</td>\n",
       "      <td>39.933237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2013-05-06T14:38:17.000Z</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Methodist Home Rain Gardens</td>\n",
       "      <td>20</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-METH-2117-01</td>\n",
       "      <td>2013-METH-2117-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.214674</td>\n",
       "      <td>39.998133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2015-01-06T13:49:29.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>975000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Aspira Educational Campus Stormwater Managemen...</td>\n",
       "      <td>21</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-ASPI-2196-01</td>\n",
       "      <td>2013-ASPI-2196-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.122118</td>\n",
       "      <td>40.047494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2014-09-04T09:57:16.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>861441.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cardone Whitaker Ave Facility- Stormwater Retr...</td>\n",
       "      <td>22</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-CARD-2220-01</td>\n",
       "      <td>2013-CARD-2220-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.099972</td>\n",
       "      <td>40.034036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2014-02-18T11:44:46.000Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>315000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Westinghouse</td>\n",
       "      <td>23</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2013-WEST-2243-01</td>\n",
       "      <td>2013-WEST-2243-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-74.981334</td>\n",
       "      <td>40.109029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2014-03-12T13:34:42.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>530000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Friends Hospital Stormwater Improvements</td>\n",
       "      <td>24</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-FRIE-2269-01</td>\n",
       "      <td>2013-FRIE-2269-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.103227</td>\n",
       "      <td>40.025034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2013-10-03T14:08:21.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Penn Charter Squash Court Retrofits</td>\n",
       "      <td>25</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2013-PENN-2318-01</td>\n",
       "      <td>2013-PENN-2318-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.186817</td>\n",
       "      <td>40.024223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2014-04-03T15:48:12.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>322200.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Site 10 Phase 1 Stormwater Credit Retrofit Design</td>\n",
       "      <td>26</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-SITE-2387-01</td>\n",
       "      <td>2013-SITE-2387-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.234114</td>\n",
       "      <td>39.982530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2014-04-03T14:56:56.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>260100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Site 10 Phase 2 Stormwater Credit Retrofit Design</td>\n",
       "      <td>27</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-SITE-2401-01</td>\n",
       "      <td>2013-SITE-2401-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.233605</td>\n",
       "      <td>39.982487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2014-05-28T10:09:57.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6225 State Road</td>\n",
       "      <td>28</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-6225-2400-01</td>\n",
       "      <td>2013-6225-2400-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.051044</td>\n",
       "      <td>40.015350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2014-06-10T08:49:59.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Globe Dye Works Rainwater Detention System</td>\n",
       "      <td>29</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-GLOB-2467-01</td>\n",
       "      <td>2014-GLOB-2467-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.081219</td>\n",
       "      <td>40.009097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2015-11-20T15:02:35.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15659.0</td>\n",
       "      <td>0</td>\n",
       "      <td>William Cramp Schoolyard Design Enhancements</td>\n",
       "      <td>30</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-WILL-2541-01</td>\n",
       "      <td>2014-WILL-2541-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.130000</td>\n",
       "      <td>40.002514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>2019-04-11T13:38:16.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Laborers District Council Facilities</td>\n",
       "      <td>1022</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-LABO-5153-01</td>\n",
       "      <td>FY18-LABO-5153-01</td>\n",
       "      <td>1</td>\n",
       "      <td>-75.157972</td>\n",
       "      <td>39.974086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>2018-11-19T16:08:07.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>TJXN Northeast Distribution Facility</td>\n",
       "      <td>1023</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-TJXN-5231-01</td>\n",
       "      <td>FY19-TJXN-5231-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.017294</td>\n",
       "      <td>40.091070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>2019-02-26T11:52:14.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>CASA Indiana</td>\n",
       "      <td>1024</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CASA-5240-01</td>\n",
       "      <td>FY19-CASA-5240-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.133688</td>\n",
       "      <td>39.995655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>2019-07-12T13:53:46.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5501 Tacony Street Redevelopment</td>\n",
       "      <td>1025</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-TACO-5272-01</td>\n",
       "      <td>FY19-TACO-5272-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.061877</td>\n",
       "      <td>40.008335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2019-08-19T12:25:20.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6625 Lincoln Drive</td>\n",
       "      <td>1026</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-LINC-5251-01</td>\n",
       "      <td>FY19-LINC-5251-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.193072</td>\n",
       "      <td>40.043389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>2019-01-25T15:29:49.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>609 W Gravers Lane</td>\n",
       "      <td>1027</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-WGRA-5276-01</td>\n",
       "      <td>FY19-WGRA-5276-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.216653</td>\n",
       "      <td>40.066250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>2019-07-30T12:19:59.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>AutoZone Oregon Ave</td>\n",
       "      <td>1028</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-AUTO-5287-01</td>\n",
       "      <td>FY19-AUTO-5287-01</td>\n",
       "      <td>1</td>\n",
       "      <td>-75.183055</td>\n",
       "      <td>39.918745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>2019-02-19T14:16:09.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Navy P-106 Manufacturing Support Facility</td>\n",
       "      <td>1029</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-NAVY-4967-01</td>\n",
       "      <td>FY18-NAVY-4967-01</td>\n",
       "      <td>3</td>\n",
       "      <td>-75.180220</td>\n",
       "      <td>39.890604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>2018-12-21T11:36:08.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Nicole Hines Townhomes</td>\n",
       "      <td>1030</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-NICO-5166-01</td>\n",
       "      <td>FY18-NICO-5166-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.160413</td>\n",
       "      <td>40.035070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>2019-06-19T15:07:53.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9322 Alton Street</td>\n",
       "      <td>1031</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-ALTO-5301-01</td>\n",
       "      <td>FY19-ALTO-5301-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.046841</td>\n",
       "      <td>40.088153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>2019-08-21T15:29:28.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Parcel G TNC Lot</td>\n",
       "      <td>1032</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PARC-5265-01</td>\n",
       "      <td>FY19-PARC-5265-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.233237</td>\n",
       "      <td>39.894512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>2013-05-21T17:10:29.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>Toll Residential Development</td>\n",
       "      <td>1033</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-TOLL-1898-01</td>\n",
       "      <td>2012-TOLL-1898-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.144428</td>\n",
       "      <td>39.942509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>2019-06-13T13:41:24.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Xfinity Live</td>\n",
       "      <td>1034</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-XFIN-5314-01</td>\n",
       "      <td>FY19-XFIN-5314-01</td>\n",
       "      <td>3</td>\n",
       "      <td>-75.171330</td>\n",
       "      <td>39.904415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>2019-03-01T16:09:03.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Pier 35.5</td>\n",
       "      <td>1035</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PIER-5318-01</td>\n",
       "      <td>FY19-PIER-5318-01</td>\n",
       "      <td>2</td>\n",
       "      <td>-75.135879</td>\n",
       "      <td>39.961122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>2019-04-03T16:10:27.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Drexel Calhoun Hall</td>\n",
       "      <td>1036</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-DREX-5307-01</td>\n",
       "      <td>FY19-DREX-5307-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.189730</td>\n",
       "      <td>39.957983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>2019-06-20T09:01:29.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>6631-49 RIDGE AVENUE</td>\n",
       "      <td>1037</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-RIDG-5347-01</td>\n",
       "      <td>FY19-RIDG-5347-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.223365</td>\n",
       "      <td>40.040195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>2019-08-22T08:58:41.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5208 POPLAR ST</td>\n",
       "      <td>1038</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-POPL-5344-01</td>\n",
       "      <td>FY19-POPL-5344-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.225960</td>\n",
       "      <td>39.970317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>2019-04-05T13:05:35.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Pod Park</td>\n",
       "      <td>1039</td>\n",
       "      <td>Complete</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PODP-5330-01</td>\n",
       "      <td>FY19-PODP-5330-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.139013</td>\n",
       "      <td>39.967429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>2019-06-24T11:06:05.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>5701-03 MARKET STREET</td>\n",
       "      <td>1040</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-MARK-5375-01</td>\n",
       "      <td>FY19-MARK-5375-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.235060</td>\n",
       "      <td>39.961537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>2019-07-31T11:03:43.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>300 Rouse Boulevard</td>\n",
       "      <td>1041</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>FY19-ROUS-5374-01</td>\n",
       "      <td>FY19-ROUS-5374-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.169955</td>\n",
       "      <td>39.893075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>2019-03-15T15:14:06.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2811 Charter Road</td>\n",
       "      <td>1042</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CHAR-5353-01</td>\n",
       "      <td>FY19-CHAR-5353-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.002035</td>\n",
       "      <td>40.095535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>2018-11-01T08:54:06.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>604-42 Moore Street - Phase 1</td>\n",
       "      <td>1043</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-MOOR-5105-01</td>\n",
       "      <td>FY18-MOOR-5105-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.156832</td>\n",
       "      <td>39.926139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>2019-08-14T12:08:40.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>4233 Chestnut Street</td>\n",
       "      <td>1044</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CHES-5484-01</td>\n",
       "      <td>FY19-CHES-5484-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.208035</td>\n",
       "      <td>39.956749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>2019-08-07T10:42:01.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>PSLAMS</td>\n",
       "      <td>1045</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PSLA-5474-01</td>\n",
       "      <td>FY19-PSLA-5474-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.194645</td>\n",
       "      <td>39.957551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>2019-07-19T09:11:01.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>CHOP Physician &amp; Administrative Office Buildin...</td>\n",
       "      <td>1046</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CHOP-5421-01</td>\n",
       "      <td>FY19-CHOP-5421-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.193287</td>\n",
       "      <td>39.946628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>2012-11-29T13:40:33.000Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Spare Time, Inc.Building Addition</td>\n",
       "      <td>1047</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-SPAR-1850-01</td>\n",
       "      <td>2012-SPAR-1850-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.147230</td>\n",
       "      <td>39.914183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>2019-08-01T09:04:29.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Frankford Ave</td>\n",
       "      <td>1048</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-FRAN-5539-01</td>\n",
       "      <td>FY19-FRAN-5539-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.134766</td>\n",
       "      <td>39.971144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>2011-01-10T12:41:02.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Philly Live!</td>\n",
       "      <td>1049</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-PHIL-1362-01</td>\n",
       "      <td>2010-PHIL-1362-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.171362</td>\n",
       "      <td>39.904006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>2019-06-18T10:02:06.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Liberty on the River</td>\n",
       "      <td>1050</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-LIBE-5554-01</td>\n",
       "      <td>FY19-LIBE-5554-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.141990</td>\n",
       "      <td>39.930469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>2019-07-19T12:51:14.000Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2101 Washington Avenue - Parcel A</td>\n",
       "      <td>1051</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-WASH-5165-01</td>\n",
       "      <td>FY18-WASH-5165-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.178919</td>\n",
       "      <td>39.940050</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1205 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  APPROVALDATE  BIOINFILTRATION  BIORETENTION  CISTERN  GARP  \\\n",
       "0     2011-09-05T00:00:00.000Z                0             0        0   0.0   \n",
       "1     2010-10-01T11:39:06.000Z                0             0        0   0.0   \n",
       "2     2010-09-30T16:50:06.000Z                1             0        0   0.0   \n",
       "3     2013-10-16T10:25:28.000Z                0             0        0   0.0   \n",
       "4     2011-03-21T15:20:13.000Z                0             0        0   0.0   \n",
       "5     2011-06-23T13:56:40.000Z                0             0        0   0.0   \n",
       "6     2015-02-04T00:00:00.000Z                0             0        0   0.0   \n",
       "7     2011-06-13T14:28:24.000Z                0             0        0   0.0   \n",
       "8     2012-01-12T14:30:44.000Z                0             0        0   0.0   \n",
       "9     2011-07-12T00:00:00.000Z                0             0        0   0.0   \n",
       "10    2012-01-25T16:57:14.000Z                0             0        0   0.0   \n",
       "11    2012-04-24T14:59:45.000Z                0             0        1   0.0   \n",
       "12    2013-12-23T08:21:42.000Z                1             0        0   0.0   \n",
       "13    2013-01-18T08:25:48.000Z                2             1        0   0.0   \n",
       "14    2010-06-15T00:00:00.000Z                0             0        0   0.0   \n",
       "15    2012-06-08T12:06:22.000Z                0             0        0   0.0   \n",
       "16    2014-04-07T14:30:02.000Z                1             0        0   0.0   \n",
       "17    2013-06-12T10:43:48.000Z                0             1        0   0.0   \n",
       "18    2014-01-31T15:06:08.000Z                0             0        0   0.0   \n",
       "19    2013-05-06T14:38:17.000Z               11             0        0   0.0   \n",
       "20    2015-01-06T13:49:29.000Z                0             0        0   0.0   \n",
       "21    2014-09-04T09:57:16.000Z                0             0        0   0.0   \n",
       "22    2014-02-18T11:44:46.000Z                1             0        0   0.0   \n",
       "23    2014-03-12T13:34:42.000Z                0             0        0   0.0   \n",
       "24    2013-10-03T14:08:21.000Z                0             0        0   0.0   \n",
       "25    2014-04-03T15:48:12.000Z                0             0        0   0.0   \n",
       "26    2014-04-03T14:56:56.000Z                0             0        0   0.0   \n",
       "27    2014-05-28T10:09:57.000Z                0             0        0   0.0   \n",
       "28    2014-06-10T08:49:59.000Z                0             0        0   0.0   \n",
       "29    2015-11-20T15:02:35.000Z                0             0        0   0.0   \n",
       "...                        ...              ...           ...      ...   ...   \n",
       "1021  2019-04-11T13:38:16.000Z                0             0        0   NaN   \n",
       "1022  2018-11-19T16:08:07.000Z                0             1        0   NaN   \n",
       "1023  2019-02-26T11:52:14.000Z                0             0        0   NaN   \n",
       "1024  2019-07-12T13:53:46.000Z                0             2        0   NaN   \n",
       "1025  2019-08-19T12:25:20.000Z                0             0        0   NaN   \n",
       "1026  2019-01-25T15:29:49.000Z                0             0        0   NaN   \n",
       "1027  2019-07-30T12:19:59.000Z                0             0        0   NaN   \n",
       "1028  2019-02-19T14:16:09.000Z                0             0        0   NaN   \n",
       "1029  2018-12-21T11:36:08.000Z                0             0        0   NaN   \n",
       "1030  2019-06-19T15:07:53.000Z                0             0        0   NaN   \n",
       "1031  2019-08-21T15:29:28.000Z                0            10        0   NaN   \n",
       "1032  2013-05-21T17:10:29.000Z                0             0        0   NaN   \n",
       "1033  2019-06-13T13:41:24.000Z                0             0        0   NaN   \n",
       "1034  2019-03-01T16:09:03.000Z                0             0        0   NaN   \n",
       "1035  2019-04-03T16:10:27.000Z                0             0        0   NaN   \n",
       "1036  2019-06-20T09:01:29.000Z                0             0        0   NaN   \n",
       "1037  2019-08-22T08:58:41.000Z                0             0        0   NaN   \n",
       "1038  2019-04-05T13:05:35.000Z                0             0        0   NaN   \n",
       "1039  2019-06-24T11:06:05.000Z                0             0        0   NaN   \n",
       "1040  2019-07-31T11:03:43.000Z                0             0        0   NaN   \n",
       "1041  2019-03-15T15:14:06.000Z                0             0        0   NaN   \n",
       "1042  2018-11-01T08:54:06.000Z                0             0        0   NaN   \n",
       "1043  2019-08-14T12:08:40.000Z                0             1        0   NaN   \n",
       "1044  2019-08-07T10:42:01.000Z                0             0        0   NaN   \n",
       "1045  2019-07-19T09:11:01.000Z                0             0        0   NaN   \n",
       "1046  2012-11-29T13:40:33.000Z                1             0        0   NaN   \n",
       "1047  2019-08-01T09:04:29.000Z                0             0        0   NaN   \n",
       "1048  2011-01-10T12:41:02.000Z                0             2        0   NaN   \n",
       "1049  2019-06-18T10:02:06.000Z                0             0        0   NaN   \n",
       "1050  2019-07-19T12:51:14.000Z                0             0        0   NaN   \n",
       "\n",
       "      GRANTAMOUNT  GREEN_ROOF  \\\n",
       "0             NaN           0   \n",
       "1             NaN           0   \n",
       "2             NaN           0   \n",
       "3             NaN           1   \n",
       "4             NaN           0   \n",
       "5             NaN           0   \n",
       "6             NaN           0   \n",
       "7             NaN           0   \n",
       "8             NaN           0   \n",
       "9             NaN           0   \n",
       "10            NaN           1   \n",
       "11            NaN           0   \n",
       "12            NaN           0   \n",
       "13       135500.0           0   \n",
       "14            NaN           0   \n",
       "15            NaN           0   \n",
       "16       255000.0           0   \n",
       "17        91080.0           0   \n",
       "18        79500.0           1   \n",
       "19        70000.0           0   \n",
       "20       975000.0           0   \n",
       "21       861441.0           0   \n",
       "22       315000.0           0   \n",
       "23       530000.0           0   \n",
       "24            NaN           0   \n",
       "25       322200.0           0   \n",
       "26       260100.0           0   \n",
       "27            NaN           0   \n",
       "28        17000.0           0   \n",
       "29        15659.0           0   \n",
       "...           ...         ...   \n",
       "1021          NaN           0   \n",
       "1022          NaN           0   \n",
       "1023          NaN           0   \n",
       "1024          NaN           0   \n",
       "1025          NaN           0   \n",
       "1026          NaN           0   \n",
       "1027          NaN           0   \n",
       "1028          NaN           0   \n",
       "1029          NaN           0   \n",
       "1030          NaN           0   \n",
       "1031          NaN           0   \n",
       "1032          NaN           2   \n",
       "1033          NaN           0   \n",
       "1034          NaN           0   \n",
       "1035          NaN           0   \n",
       "1036          NaN           3   \n",
       "1037          NaN           0   \n",
       "1038          NaN           0   \n",
       "1039          NaN           4   \n",
       "1040          NaN           0   \n",
       "1041          NaN           0   \n",
       "1042          NaN           1   \n",
       "1043          NaN           1   \n",
       "1044          NaN           0   \n",
       "1045          NaN           0   \n",
       "1046          NaN           0   \n",
       "1047          NaN           1   \n",
       "1048          NaN           0   \n",
       "1049          NaN           1   \n",
       "1050          NaN           1   \n",
       "\n",
       "                                                   NAME  OBJECTID  \\\n",
       "0                                      Weavers Way Coop         1   \n",
       "1                                        CATCH Retrofit         2   \n",
       "2                              Pennypack Woods Retrofit         3   \n",
       "3                              Community Legal Services         4   \n",
       "4                           TVPV Stormwater Credit App.         5   \n",
       "5                                    2800 Black Lake Pl         6   \n",
       "6           1518 Cambridge Street to 1521 Poplar Street         7   \n",
       "7                Lafayette Redeemer Stormwater Retrofit         8   \n",
       "8                                2150 E Westmoreland St         9   \n",
       "9                    St James Episcopal Church Retrofit        10   \n",
       "10                     The Enterprise Center Green Roof        11   \n",
       "11              Newman and Company Rainwater Harvesting        12   \n",
       "12                                      6225 State Road        13   \n",
       "13    Pennypack Woods Homeowners Association Stormwater        14   \n",
       "14                         Commerce Way Outlet Retrofit        15   \n",
       "15                   Roof Leader Disconnection Retrofit        16   \n",
       "16                             13410- 13420 Damar Drive        17   \n",
       "17           GSFS, Green Street Friends School Retrofit        18   \n",
       "18                                  1148 Wharton Street        19   \n",
       "19                          Methodist Home Rain Gardens        20   \n",
       "20    Aspira Educational Campus Stormwater Managemen...        21   \n",
       "21    Cardone Whitaker Ave Facility- Stormwater Retr...        22   \n",
       "22                                         Westinghouse        23   \n",
       "23             Friends Hospital Stormwater Improvements        24   \n",
       "24                  Penn Charter Squash Court Retrofits        25   \n",
       "25    Site 10 Phase 1 Stormwater Credit Retrofit Design        26   \n",
       "26    Site 10 Phase 2 Stormwater Credit Retrofit Design        27   \n",
       "27                                      6225 State Road        28   \n",
       "28           Globe Dye Works Rainwater Detention System        29   \n",
       "29         William Cramp Schoolyard Design Enhancements        30   \n",
       "...                                                 ...       ...   \n",
       "1021               Laborers District Council Facilities      1022   \n",
       "1022               TJXN Northeast Distribution Facility      1023   \n",
       "1023                                       CASA Indiana      1024   \n",
       "1024                   5501 Tacony Street Redevelopment      1025   \n",
       "1025                                 6625 Lincoln Drive      1026   \n",
       "1026                                 609 W Gravers Lane      1027   \n",
       "1027                                AutoZone Oregon Ave      1028   \n",
       "1028          Navy P-106 Manufacturing Support Facility      1029   \n",
       "1029                             Nicole Hines Townhomes      1030   \n",
       "1030                                  9322 Alton Street      1031   \n",
       "1031                                   Parcel G TNC Lot      1032   \n",
       "1032                       Toll Residential Development      1033   \n",
       "1033                                       Xfinity Live      1034   \n",
       "1034                                          Pier 35.5      1035   \n",
       "1035                                Drexel Calhoun Hall      1036   \n",
       "1036                               6631-49 RIDGE AVENUE      1037   \n",
       "1037                                     5208 POPLAR ST      1038   \n",
       "1038                                           Pod Park      1039   \n",
       "1039                              5701-03 MARKET STREET      1040   \n",
       "1040                                300 Rouse Boulevard      1041   \n",
       "1041                                  2811 Charter Road      1042   \n",
       "1042                      604-42 Moore Street - Phase 1      1043   \n",
       "1043                               4233 Chestnut Street      1044   \n",
       "1044                                             PSLAMS      1045   \n",
       "1045  CHOP Physician & Administrative Office Buildin...      1046   \n",
       "1046                  Spare Time, Inc.Building Addition      1047   \n",
       "1047                                      Frankford Ave      1048   \n",
       "1048                                       Philly Live!      1049   \n",
       "1049                               Liberty on the River      1050   \n",
       "1050                  2101 Washington Avenue - Parcel A      1051   \n",
       "\n",
       "     OVERALLSTATUSCATEGORY    ...      SMIP SUBSURFACE_DETENTION_BASIN  \\\n",
       "0                 Verified    ...       NaN                          0   \n",
       "1                 Verified    ...       NaN                          0   \n",
       "2                 Verified    ...       0.0                          0   \n",
       "3                 Verified    ...       NaN                          0   \n",
       "4                 Verified    ...       NaN                          0   \n",
       "5                 Verified    ...       NaN                          0   \n",
       "6                 Verified    ...       NaN                          0   \n",
       "7                 Verified    ...       NaN                          0   \n",
       "8                 Verified    ...       NaN                          0   \n",
       "9                 Verified    ...       NaN                          0   \n",
       "10                Verified    ...       NaN                          0   \n",
       "11                Verified    ...       0.0                          0   \n",
       "12                Verified    ...       NaN                          0   \n",
       "13                Verified    ...      -1.0                          0   \n",
       "14                Verified    ...       NaN                          0   \n",
       "15                Verified    ...       NaN                          0   \n",
       "16                Verified    ...      -1.0                          0   \n",
       "17                Verified    ...      -1.0                          0   \n",
       "18                Verified    ...      -1.0                          0   \n",
       "19                Verified    ...      -1.0                          0   \n",
       "20                Verified    ...      -1.0                          0   \n",
       "21                Verified    ...      -1.0                          0   \n",
       "22                Verified    ...      -1.0                          0   \n",
       "23                Verified    ...      -1.0                          0   \n",
       "24                Verified    ...       NaN                          0   \n",
       "25                Verified    ...      -1.0                          0   \n",
       "26                Verified    ...      -1.0                          0   \n",
       "27                Verified    ...       NaN                          0   \n",
       "28                Verified    ...      -1.0                          0   \n",
       "29                Verified    ...      -1.0                          0   \n",
       "...                    ...    ...       ...                        ...   \n",
       "1021          Construction    ...       NaN                          1   \n",
       "1022          Construction    ...       NaN                          0   \n",
       "1023          Construction    ...       NaN                          0   \n",
       "1024          Construction    ...       NaN                          0   \n",
       "1025              Approved    ...       NaN                          0   \n",
       "1026          Construction    ...       NaN                          0   \n",
       "1027              Approved    ...       NaN                          1   \n",
       "1028          Construction    ...       NaN                          0   \n",
       "1029          Construction    ...       NaN                          0   \n",
       "1030              Approved    ...       NaN                          0   \n",
       "1031              Approved    ...       NaN                          0   \n",
       "1032              Verified    ...       NaN                          0   \n",
       "1033              Approved    ...       NaN                          3   \n",
       "1034              Approved    ...       NaN                          0   \n",
       "1035          Construction    ...       NaN                          0   \n",
       "1036          Construction    ...       NaN                          0   \n",
       "1037          Construction    ...       NaN                          1   \n",
       "1038              Complete    ...       NaN                          0   \n",
       "1039              Approved    ...       NaN                          0   \n",
       "1040              Approved    ...       NaN                          0   \n",
       "1041          Construction    ...       NaN                          0   \n",
       "1042          Construction    ...       NaN                          0   \n",
       "1043              Approved    ...       NaN                          0   \n",
       "1044              Approved    ...       NaN                          0   \n",
       "1045          Construction    ...       NaN                          1   \n",
       "1046              Verified    ...       NaN                          0   \n",
       "1047              Approved    ...       NaN                          0   \n",
       "1048              Verified    ...       NaN                          0   \n",
       "1049              Approved    ...       NaN                          0   \n",
       "1050          Construction    ...       NaN                          0   \n",
       "\n",
       "     SUBSURFACE_INFILTRATION_BASIN  SURFACE_DETENTION_BASIN  \\\n",
       "0                                1                        0   \n",
       "1                                2                        0   \n",
       "2                                0                        0   \n",
       "3                                0                        0   \n",
       "4                                0                        2   \n",
       "5                                0                        0   \n",
       "6                                1                        0   \n",
       "7                                0                        2   \n",
       "8                                1                        0   \n",
       "9                                0                        0   \n",
       "10                               0                        0   \n",
       "11                               0                        0   \n",
       "12                               0                        0   \n",
       "13                               0                        0   \n",
       "14                               0                        2   \n",
       "15                               0                        0   \n",
       "16                               3                        0   \n",
       "17                               0                        0   \n",
       "18                               2                        0   \n",
       "19                               0                        0   \n",
       "20                               2                        0   \n",
       "21                               0                        2   \n",
       "22                               0                        0   \n",
       "23                               0                        0   \n",
       "24                               0                        0   \n",
       "25                               1                        0   \n",
       "26                               1                        0   \n",
       "27                               2                        0   \n",
       "28                               0                        2   \n",
       "29                               0                        0   \n",
       "...                            ...                      ...   \n",
       "1021                             0                        0   \n",
       "1022                             0                        0   \n",
       "1023                             1                        0   \n",
       "1024                             0                        0   \n",
       "1025                             4                        0   \n",
       "1026                             2                        0   \n",
       "1027                             0                        0   \n",
       "1028                             0                        0   \n",
       "1029                             2                        0   \n",
       "1030                             4                        0   \n",
       "1031                             0                        0   \n",
       "1032                             0                        0   \n",
       "1033                             0                        0   \n",
       "1034                             0                        0   \n",
       "1035                             1                        0   \n",
       "1036                             0                        0   \n",
       "1037                             0                        0   \n",
       "1038                             0                        0   \n",
       "1039                             0                        0   \n",
       "1040                             1                        0   \n",
       "1041                             0                        0   \n",
       "1042                             0                        0   \n",
       "1043                             0                        0   \n",
       "1044                             2                        0   \n",
       "1045                             0                        0   \n",
       "1046                             0                        0   \n",
       "1047                             0                        0   \n",
       "1048                             0                        1   \n",
       "1049                             0                        0   \n",
       "1050                             0                        0   \n",
       "\n",
       "      SURFACE_INFILTRATION_BASIN           TRACKING     TRACKINGNUMBER  \\\n",
       "0                              0  2009-WEAV-1224-01  2009-WEAV-1224-01   \n",
       "1                              0  2010-CATC-1352-01  2010-CATC-1352-01   \n",
       "2                              0  2010-PENN-1369-01  2010-PENN-1369-01   \n",
       "3                              0  2010-COMM-1370-01  2010-COMM-1370-01   \n",
       "4                              0  2011-TVPV-1489-01  2011-TVPV-1489-01   \n",
       "5                              2  2011-2800-1510-01  2011-2800-1510-01   \n",
       "6                              0  2011-1518-1561-01  2011-1518-1561-01   \n",
       "7                              0  2011-LAFA-1565-01  2011-LAFA-1565-01   \n",
       "8                              0  2011-2150-1616-01  2011-2150-1616-01   \n",
       "9                              0   2011-RETR-001-01   2011-RETR-001-01   \n",
       "10                             0  2012-THEE-1746-01  2012-THEE-1746-01   \n",
       "11                             0  2012-NEWM-1776-01  2012-NEWM-1776-01   \n",
       "12                             0  2012-6225-1857-01  2012-6225-1857-01   \n",
       "13                             0  2012-PENN-1917-01  2012-PENN-1917-01   \n",
       "14                             0  2012-COMM-1868-01  2012-COMM-1868-01   \n",
       "15                             0  2012-ROOF-1869-01  2012-ROOF-1869-01   \n",
       "16                             0  2012-1341-2019-01  2012-1341-2019-01   \n",
       "17                             0  2012-GSFS-2028-01  2012-GSFS-2028-01   \n",
       "18                             1  2013-1148-2105-01  2013-1148-2105-01   \n",
       "19                             0  2013-METH-2117-01  2013-METH-2117-01   \n",
       "20                             1  2013-ASPI-2196-01  2013-ASPI-2196-01   \n",
       "21                             0  2013-CARD-2220-01  2013-CARD-2220-01   \n",
       "22                             2  2013-WEST-2243-01  2013-WEST-2243-01   \n",
       "23                             0  2013-FRIE-2269-01  2013-FRIE-2269-01   \n",
       "24                             2  2013-PENN-2318-01  2013-PENN-2318-01   \n",
       "25                             0  2013-SITE-2387-01  2013-SITE-2387-01   \n",
       "26                             0  2013-SITE-2401-01  2013-SITE-2401-01   \n",
       "27                             0  2013-6225-2400-01  2013-6225-2400-01   \n",
       "28                             0  2014-GLOB-2467-01  2014-GLOB-2467-01   \n",
       "29                             0  2014-WILL-2541-01  2014-WILL-2541-01   \n",
       "...                          ...                ...                ...   \n",
       "1021                           0  FY18-LABO-5153-01  FY18-LABO-5153-01   \n",
       "1022                           0  FY19-TJXN-5231-01  FY19-TJXN-5231-01   \n",
       "1023                           0  FY19-CASA-5240-01  FY19-CASA-5240-01   \n",
       "1024                           0  FY19-TACO-5272-01  FY19-TACO-5272-01   \n",
       "1025                           0  FY19-LINC-5251-01  FY19-LINC-5251-01   \n",
       "1026                           0  FY19-WGRA-5276-01  FY19-WGRA-5276-01   \n",
       "1027                           0  FY19-AUTO-5287-01  FY19-AUTO-5287-01   \n",
       "1028                           0  FY18-NAVY-4967-01  FY18-NAVY-4967-01   \n",
       "1029                           0  FY18-NICO-5166-01  FY18-NICO-5166-01   \n",
       "1030                           0  FY19-ALTO-5301-01  FY19-ALTO-5301-01   \n",
       "1031                           0  FY19-PARC-5265-01  FY19-PARC-5265-01   \n",
       "1032                           0  2012-TOLL-1898-01  2012-TOLL-1898-01   \n",
       "1033                           0  FY19-XFIN-5314-01  FY19-XFIN-5314-01   \n",
       "1034                           0  FY19-PIER-5318-01  FY19-PIER-5318-01   \n",
       "1035                           0  FY19-DREX-5307-01  FY19-DREX-5307-01   \n",
       "1036                           0  FY19-RIDG-5347-01  FY19-RIDG-5347-01   \n",
       "1037                           0  FY19-POPL-5344-01  FY19-POPL-5344-01   \n",
       "1038                           0  FY19-PODP-5330-01  FY19-PODP-5330-01   \n",
       "1039                           0  FY19-MARK-5375-01  FY19-MARK-5375-01   \n",
       "1040                           1  FY19-ROUS-5374-01  FY19-ROUS-5374-01   \n",
       "1041                           0  FY19-CHAR-5353-01  FY19-CHAR-5353-01   \n",
       "1042                           0  FY18-MOOR-5105-01  FY18-MOOR-5105-01   \n",
       "1043                           0  FY19-CHES-5484-01  FY19-CHES-5484-01   \n",
       "1044                           0  FY19-PSLA-5474-01  FY19-PSLA-5474-01   \n",
       "1045                           0  FY19-CHOP-5421-01  FY19-CHOP-5421-01   \n",
       "1046                           0  2012-SPAR-1850-01  2012-SPAR-1850-01   \n",
       "1047                           0  FY19-FRAN-5539-01  FY19-FRAN-5539-01   \n",
       "1048                           0  2010-PHIL-1362-01  2010-PHIL-1362-01   \n",
       "1049                           0  FY19-LIBE-5554-01  FY19-LIBE-5554-01   \n",
       "1050                           0  FY18-WASH-5165-01  FY18-WASH-5165-01   \n",
       "\n",
       "      WQ_TREATMENT_DEVICE          X          Y  \n",
       "0                       0 -75.205764  40.075413  \n",
       "1                       0 -75.188765  39.908700  \n",
       "2                       0 -75.014559  40.051052  \n",
       "3                       0 -75.151994  40.009141  \n",
       "4                       0 -75.073866  40.085385  \n",
       "5                       0 -74.983445  40.109533  \n",
       "6                       0 -75.162226  39.970834  \n",
       "7                       0 -75.065830  40.083729  \n",
       "8                       0 -75.107078  39.992711  \n",
       "9                       0 -75.238950  39.921621  \n",
       "10                      0 -75.212765  39.958220  \n",
       "11                      0 -75.052343  40.014971  \n",
       "12                      0 -75.051752  40.015562  \n",
       "13                      0 -75.014849  40.050930  \n",
       "14                      0 -74.977148  40.110647  \n",
       "15                      0 -75.130393  39.965402  \n",
       "16                      0 -75.002859  40.120491  \n",
       "17                      0 -75.173489  40.034036  \n",
       "18                      0 -75.163401  39.933237  \n",
       "19                      0 -75.214674  39.998133  \n",
       "20                      0 -75.122118  40.047494  \n",
       "21                      0 -75.099972  40.034036  \n",
       "22                      0 -74.981334  40.109029  \n",
       "23                      0 -75.103227  40.025034  \n",
       "24                      0 -75.186817  40.024223  \n",
       "25                      0 -75.234114  39.982530  \n",
       "26                      0 -75.233605  39.982487  \n",
       "27                      0 -75.051044  40.015350  \n",
       "28                      0 -75.081219  40.009097  \n",
       "29                      0 -75.130000  40.002514  \n",
       "...                   ...        ...        ...  \n",
       "1021                    1 -75.157972  39.974086  \n",
       "1022                    0 -75.017294  40.091070  \n",
       "1023                    0 -75.133688  39.995655  \n",
       "1024                    0 -75.061877  40.008335  \n",
       "1025                    0 -75.193072  40.043389  \n",
       "1026                    0 -75.216653  40.066250  \n",
       "1027                    1 -75.183055  39.918745  \n",
       "1028                    3 -75.180220  39.890604  \n",
       "1029                    0 -75.160413  40.035070  \n",
       "1030                    0 -75.046841  40.088153  \n",
       "1031                    0 -75.233237  39.894512  \n",
       "1032                    0 -75.144428  39.942509  \n",
       "1033                    3 -75.171330  39.904415  \n",
       "1034                    2 -75.135879  39.961122  \n",
       "1035                    0 -75.189730  39.957983  \n",
       "1036                    0 -75.223365  40.040195  \n",
       "1037                    0 -75.225960  39.970317  \n",
       "1038                    0 -75.139013  39.967429  \n",
       "1039                    0 -75.235060  39.961537  \n",
       "1040                    0 -75.169955  39.893075  \n",
       "1041                    0 -75.002035  40.095535  \n",
       "1042                    0 -75.156832  39.926139  \n",
       "1043                    0 -75.208035  39.956749  \n",
       "1044                    0 -75.194645  39.957551  \n",
       "1045                    0 -75.193287  39.946628  \n",
       "1046                    0 -75.147230  39.914183  \n",
       "1047                    0 -75.134766  39.971144  \n",
       "1048                    0 -75.171362  39.904006  \n",
       "1049                    0 -75.141990  39.930469  \n",
       "1050                    0 -75.178919  39.940050  \n",
       "\n",
       "[1205 rows x 23 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vertical_stack = pd.concat([GSI, GSW_Reg], axis=0,sort='none')\n",
    "\n",
    "vertical_stack\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This Approval column value isn't easy to read at first glance. Let's fix it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APPROVALDATE</th>\n",
       "      <th>BIOINFILTRATION</th>\n",
       "      <th>BIORETENTION</th>\n",
       "      <th>CISTERN</th>\n",
       "      <th>GARP</th>\n",
       "      <th>GRANTAMOUNT</th>\n",
       "      <th>GREEN_ROOF</th>\n",
       "      <th>NAME</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>OVERALLSTATUSCATEGORY</th>\n",
       "      <th>...</th>\n",
       "      <th>SUBSURFACE_DETENTION_BASIN</th>\n",
       "      <th>SUBSURFACE_INFILTRATION_BASIN</th>\n",
       "      <th>SURFACE_DETENTION_BASIN</th>\n",
       "      <th>SURFACE_INFILTRATION_BASIN</th>\n",
       "      <th>TRACKING</th>\n",
       "      <th>TRACKINGNUMBER</th>\n",
       "      <th>WQ_TREATMENT_DEVICE</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Approval_Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-09-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Weavers Way Coop</td>\n",
       "      <td>1</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2009-WEAV-1224-01</td>\n",
       "      <td>2009-WEAV-1224-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.205764</td>\n",
       "      <td>40.075413</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-10-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>CATCH Retrofit</td>\n",
       "      <td>2</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-CATC-1352-01</td>\n",
       "      <td>2010-CATC-1352-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.188765</td>\n",
       "      <td>39.908700</td>\n",
       "      <td>11:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-09-30</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Pennypack Woods Retrofit</td>\n",
       "      <td>3</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-PENN-1369-01</td>\n",
       "      <td>2010-PENN-1369-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.014559</td>\n",
       "      <td>40.051052</td>\n",
       "      <td>16:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-10-16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Community Legal Services</td>\n",
       "      <td>4</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-COMM-1370-01</td>\n",
       "      <td>2010-COMM-1370-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.151994</td>\n",
       "      <td>40.009141</td>\n",
       "      <td>10:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-03-21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>TVPV Stormwater Credit App.</td>\n",
       "      <td>5</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-TVPV-1489-01</td>\n",
       "      <td>2011-TVPV-1489-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.073866</td>\n",
       "      <td>40.085385</td>\n",
       "      <td>15:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2011-06-23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2800 Black Lake Pl</td>\n",
       "      <td>6</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-2800-1510-01</td>\n",
       "      <td>2011-2800-1510-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-74.983445</td>\n",
       "      <td>40.109533</td>\n",
       "      <td>13:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015-02-04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1518 Cambridge Street to 1521 Poplar Street</td>\n",
       "      <td>7</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-1518-1561-01</td>\n",
       "      <td>2011-1518-1561-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.162226</td>\n",
       "      <td>39.970834</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2011-06-13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Lafayette Redeemer Stormwater Retrofit</td>\n",
       "      <td>8</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-LAFA-1565-01</td>\n",
       "      <td>2011-LAFA-1565-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.065830</td>\n",
       "      <td>40.083729</td>\n",
       "      <td>14:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012-01-12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2150 E Westmoreland St</td>\n",
       "      <td>9</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-2150-1616-01</td>\n",
       "      <td>2011-2150-1616-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.107078</td>\n",
       "      <td>39.992711</td>\n",
       "      <td>14:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011-07-12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>St James Episcopal Church Retrofit</td>\n",
       "      <td>10</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-RETR-001-01</td>\n",
       "      <td>2011-RETR-001-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.238950</td>\n",
       "      <td>39.921621</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2012-01-25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>The Enterprise Center Green Roof</td>\n",
       "      <td>11</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-THEE-1746-01</td>\n",
       "      <td>2012-THEE-1746-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.212765</td>\n",
       "      <td>39.958220</td>\n",
       "      <td>16:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2012-04-24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Newman and Company Rainwater Harvesting</td>\n",
       "      <td>12</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-NEWM-1776-01</td>\n",
       "      <td>2012-NEWM-1776-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.052343</td>\n",
       "      <td>40.014971</td>\n",
       "      <td>14:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2013-12-23</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6225 State Road</td>\n",
       "      <td>13</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-6225-1857-01</td>\n",
       "      <td>2012-6225-1857-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.051752</td>\n",
       "      <td>40.015562</td>\n",
       "      <td>08:21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2013-01-18</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>135500.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pennypack Woods Homeowners Association Stormwater</td>\n",
       "      <td>14</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-PENN-1917-01</td>\n",
       "      <td>2012-PENN-1917-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.014849</td>\n",
       "      <td>40.050930</td>\n",
       "      <td>08:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2010-06-15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Commerce Way Outlet Retrofit</td>\n",
       "      <td>15</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-COMM-1868-01</td>\n",
       "      <td>2012-COMM-1868-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-74.977148</td>\n",
       "      <td>40.110647</td>\n",
       "      <td>00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2012-06-08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Roof Leader Disconnection Retrofit</td>\n",
       "      <td>16</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-ROOF-1869-01</td>\n",
       "      <td>2012-ROOF-1869-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.130393</td>\n",
       "      <td>39.965402</td>\n",
       "      <td>12:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2014-04-07</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>255000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>13410- 13420 Damar Drive</td>\n",
       "      <td>17</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-1341-2019-01</td>\n",
       "      <td>2012-1341-2019-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.002859</td>\n",
       "      <td>40.120491</td>\n",
       "      <td>14:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2013-06-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91080.0</td>\n",
       "      <td>0</td>\n",
       "      <td>GSFS, Green Street Friends School Retrofit</td>\n",
       "      <td>18</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-GSFS-2028-01</td>\n",
       "      <td>2012-GSFS-2028-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.173489</td>\n",
       "      <td>40.034036</td>\n",
       "      <td>10:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2014-01-31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79500.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1148 Wharton Street</td>\n",
       "      <td>19</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-1148-2105-01</td>\n",
       "      <td>2013-1148-2105-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.163401</td>\n",
       "      <td>39.933237</td>\n",
       "      <td>15:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2013-05-06</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Methodist Home Rain Gardens</td>\n",
       "      <td>20</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-METH-2117-01</td>\n",
       "      <td>2013-METH-2117-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.214674</td>\n",
       "      <td>39.998133</td>\n",
       "      <td>14:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2015-01-06</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>975000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Aspira Educational Campus Stormwater Managemen...</td>\n",
       "      <td>21</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-ASPI-2196-01</td>\n",
       "      <td>2013-ASPI-2196-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.122118</td>\n",
       "      <td>40.047494</td>\n",
       "      <td>13:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2014-09-04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>861441.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cardone Whitaker Ave Facility- Stormwater Retr...</td>\n",
       "      <td>22</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-CARD-2220-01</td>\n",
       "      <td>2013-CARD-2220-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.099972</td>\n",
       "      <td>40.034036</td>\n",
       "      <td>09:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2014-02-18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>315000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Westinghouse</td>\n",
       "      <td>23</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2013-WEST-2243-01</td>\n",
       "      <td>2013-WEST-2243-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-74.981334</td>\n",
       "      <td>40.109029</td>\n",
       "      <td>11:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2014-03-12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>530000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Friends Hospital Stormwater Improvements</td>\n",
       "      <td>24</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-FRIE-2269-01</td>\n",
       "      <td>2013-FRIE-2269-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.103227</td>\n",
       "      <td>40.025034</td>\n",
       "      <td>13:34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2013-10-03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Penn Charter Squash Court Retrofits</td>\n",
       "      <td>25</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2013-PENN-2318-01</td>\n",
       "      <td>2013-PENN-2318-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.186817</td>\n",
       "      <td>40.024223</td>\n",
       "      <td>14:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2014-04-03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>322200.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Site 10 Phase 1 Stormwater Credit Retrofit Design</td>\n",
       "      <td>26</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-SITE-2387-01</td>\n",
       "      <td>2013-SITE-2387-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.234114</td>\n",
       "      <td>39.982530</td>\n",
       "      <td>15:48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2014-04-03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>260100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Site 10 Phase 2 Stormwater Credit Retrofit Design</td>\n",
       "      <td>27</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-SITE-2401-01</td>\n",
       "      <td>2013-SITE-2401-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.233605</td>\n",
       "      <td>39.982487</td>\n",
       "      <td>14:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2014-05-28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6225 State Road</td>\n",
       "      <td>28</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-6225-2400-01</td>\n",
       "      <td>2013-6225-2400-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.051044</td>\n",
       "      <td>40.015350</td>\n",
       "      <td>10:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2014-06-10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17000.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Globe Dye Works Rainwater Detention System</td>\n",
       "      <td>29</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-GLOB-2467-01</td>\n",
       "      <td>2014-GLOB-2467-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.081219</td>\n",
       "      <td>40.009097</td>\n",
       "      <td>08:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2015-11-20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15659.0</td>\n",
       "      <td>0</td>\n",
       "      <td>William Cramp Schoolyard Design Enhancements</td>\n",
       "      <td>30</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-WILL-2541-01</td>\n",
       "      <td>2014-WILL-2541-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.130000</td>\n",
       "      <td>40.002514</td>\n",
       "      <td>15:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>2019-04-11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Laborers District Council Facilities</td>\n",
       "      <td>1022</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-LABO-5153-01</td>\n",
       "      <td>FY18-LABO-5153-01</td>\n",
       "      <td>1</td>\n",
       "      <td>-75.157972</td>\n",
       "      <td>39.974086</td>\n",
       "      <td>13:38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>2018-11-19</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>TJXN Northeast Distribution Facility</td>\n",
       "      <td>1023</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-TJXN-5231-01</td>\n",
       "      <td>FY19-TJXN-5231-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.017294</td>\n",
       "      <td>40.091070</td>\n",
       "      <td>16:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>CASA Indiana</td>\n",
       "      <td>1024</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CASA-5240-01</td>\n",
       "      <td>FY19-CASA-5240-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.133688</td>\n",
       "      <td>39.995655</td>\n",
       "      <td>11:52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>2019-07-12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5501 Tacony Street Redevelopment</td>\n",
       "      <td>1025</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-TACO-5272-01</td>\n",
       "      <td>FY19-TACO-5272-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.061877</td>\n",
       "      <td>40.008335</td>\n",
       "      <td>13:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2019-08-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6625 Lincoln Drive</td>\n",
       "      <td>1026</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-LINC-5251-01</td>\n",
       "      <td>FY19-LINC-5251-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.193072</td>\n",
       "      <td>40.043389</td>\n",
       "      <td>12:25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>2019-01-25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>609 W Gravers Lane</td>\n",
       "      <td>1027</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-WGRA-5276-01</td>\n",
       "      <td>FY19-WGRA-5276-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.216653</td>\n",
       "      <td>40.066250</td>\n",
       "      <td>15:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>2019-07-30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>AutoZone Oregon Ave</td>\n",
       "      <td>1028</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-AUTO-5287-01</td>\n",
       "      <td>FY19-AUTO-5287-01</td>\n",
       "      <td>1</td>\n",
       "      <td>-75.183055</td>\n",
       "      <td>39.918745</td>\n",
       "      <td>12:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>2019-02-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Navy P-106 Manufacturing Support Facility</td>\n",
       "      <td>1029</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-NAVY-4967-01</td>\n",
       "      <td>FY18-NAVY-4967-01</td>\n",
       "      <td>3</td>\n",
       "      <td>-75.180220</td>\n",
       "      <td>39.890604</td>\n",
       "      <td>14:16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>2018-12-21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Nicole Hines Townhomes</td>\n",
       "      <td>1030</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-NICO-5166-01</td>\n",
       "      <td>FY18-NICO-5166-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.160413</td>\n",
       "      <td>40.035070</td>\n",
       "      <td>11:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>2019-06-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9322 Alton Street</td>\n",
       "      <td>1031</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-ALTO-5301-01</td>\n",
       "      <td>FY19-ALTO-5301-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.046841</td>\n",
       "      <td>40.088153</td>\n",
       "      <td>15:07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>2019-08-21</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Parcel G TNC Lot</td>\n",
       "      <td>1032</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PARC-5265-01</td>\n",
       "      <td>FY19-PARC-5265-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.233237</td>\n",
       "      <td>39.894512</td>\n",
       "      <td>15:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>2013-05-21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>Toll Residential Development</td>\n",
       "      <td>1033</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-TOLL-1898-01</td>\n",
       "      <td>2012-TOLL-1898-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.144428</td>\n",
       "      <td>39.942509</td>\n",
       "      <td>17:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>2019-06-13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Xfinity Live</td>\n",
       "      <td>1034</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-XFIN-5314-01</td>\n",
       "      <td>FY19-XFIN-5314-01</td>\n",
       "      <td>3</td>\n",
       "      <td>-75.171330</td>\n",
       "      <td>39.904415</td>\n",
       "      <td>13:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>2019-03-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Pier 35.5</td>\n",
       "      <td>1035</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PIER-5318-01</td>\n",
       "      <td>FY19-PIER-5318-01</td>\n",
       "      <td>2</td>\n",
       "      <td>-75.135879</td>\n",
       "      <td>39.961122</td>\n",
       "      <td>16:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Drexel Calhoun Hall</td>\n",
       "      <td>1036</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-DREX-5307-01</td>\n",
       "      <td>FY19-DREX-5307-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.189730</td>\n",
       "      <td>39.957983</td>\n",
       "      <td>16:10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>2019-06-20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>6631-49 RIDGE AVENUE</td>\n",
       "      <td>1037</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-RIDG-5347-01</td>\n",
       "      <td>FY19-RIDG-5347-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.223365</td>\n",
       "      <td>40.040195</td>\n",
       "      <td>09:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>2019-08-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5208 POPLAR ST</td>\n",
       "      <td>1038</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-POPL-5344-01</td>\n",
       "      <td>FY19-POPL-5344-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.225960</td>\n",
       "      <td>39.970317</td>\n",
       "      <td>08:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>2019-04-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Pod Park</td>\n",
       "      <td>1039</td>\n",
       "      <td>Complete</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PODP-5330-01</td>\n",
       "      <td>FY19-PODP-5330-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.139013</td>\n",
       "      <td>39.967429</td>\n",
       "      <td>13:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>2019-06-24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>5701-03 MARKET STREET</td>\n",
       "      <td>1040</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-MARK-5375-01</td>\n",
       "      <td>FY19-MARK-5375-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.235060</td>\n",
       "      <td>39.961537</td>\n",
       "      <td>11:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>2019-07-31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>300 Rouse Boulevard</td>\n",
       "      <td>1041</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>FY19-ROUS-5374-01</td>\n",
       "      <td>FY19-ROUS-5374-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.169955</td>\n",
       "      <td>39.893075</td>\n",
       "      <td>11:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>2019-03-15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2811 Charter Road</td>\n",
       "      <td>1042</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CHAR-5353-01</td>\n",
       "      <td>FY19-CHAR-5353-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.002035</td>\n",
       "      <td>40.095535</td>\n",
       "      <td>15:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>604-42 Moore Street - Phase 1</td>\n",
       "      <td>1043</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-MOOR-5105-01</td>\n",
       "      <td>FY18-MOOR-5105-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.156832</td>\n",
       "      <td>39.926139</td>\n",
       "      <td>08:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>2019-08-14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>4233 Chestnut Street</td>\n",
       "      <td>1044</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CHES-5484-01</td>\n",
       "      <td>FY19-CHES-5484-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.208035</td>\n",
       "      <td>39.956749</td>\n",
       "      <td>12:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>2019-08-07</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>PSLAMS</td>\n",
       "      <td>1045</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-PSLA-5474-01</td>\n",
       "      <td>FY19-PSLA-5474-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.194645</td>\n",
       "      <td>39.957551</td>\n",
       "      <td>10:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>2019-07-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>CHOP Physician &amp; Administrative Office Buildin...</td>\n",
       "      <td>1046</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-CHOP-5421-01</td>\n",
       "      <td>FY19-CHOP-5421-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.193287</td>\n",
       "      <td>39.946628</td>\n",
       "      <td>09:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>2012-11-29</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Spare Time, Inc.Building Addition</td>\n",
       "      <td>1047</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-SPAR-1850-01</td>\n",
       "      <td>2012-SPAR-1850-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.147230</td>\n",
       "      <td>39.914183</td>\n",
       "      <td>13:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>2019-08-01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Frankford Ave</td>\n",
       "      <td>1048</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-FRAN-5539-01</td>\n",
       "      <td>FY19-FRAN-5539-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.134766</td>\n",
       "      <td>39.971144</td>\n",
       "      <td>09:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>2011-01-10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Philly Live!</td>\n",
       "      <td>1049</td>\n",
       "      <td>Verified</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2010-PHIL-1362-01</td>\n",
       "      <td>2010-PHIL-1362-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.171362</td>\n",
       "      <td>39.904006</td>\n",
       "      <td>12:41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Liberty on the River</td>\n",
       "      <td>1050</td>\n",
       "      <td>Approved</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY19-LIBE-5554-01</td>\n",
       "      <td>FY19-LIBE-5554-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.141990</td>\n",
       "      <td>39.930469</td>\n",
       "      <td>10:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>2019-07-19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2101 Washington Avenue - Parcel A</td>\n",
       "      <td>1051</td>\n",
       "      <td>Construction</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>FY18-WASH-5165-01</td>\n",
       "      <td>FY18-WASH-5165-01</td>\n",
       "      <td>0</td>\n",
       "      <td>-75.178919</td>\n",
       "      <td>39.940050</td>\n",
       "      <td>12:51</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1205 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     APPROVALDATE  BIOINFILTRATION  BIORETENTION  CISTERN  GARP  GRANTAMOUNT  \\\n",
       "0      2011-09-05                0             0        0   0.0          NaN   \n",
       "1      2010-10-01                0             0        0   0.0          NaN   \n",
       "2      2010-09-30                1             0        0   0.0          NaN   \n",
       "3      2013-10-16                0             0        0   0.0          NaN   \n",
       "4      2011-03-21                0             0        0   0.0          NaN   \n",
       "5      2011-06-23                0             0        0   0.0          NaN   \n",
       "6      2015-02-04                0             0        0   0.0          NaN   \n",
       "7      2011-06-13                0             0        0   0.0          NaN   \n",
       "8      2012-01-12                0             0        0   0.0          NaN   \n",
       "9      2011-07-12                0             0        0   0.0          NaN   \n",
       "10     2012-01-25                0             0        0   0.0          NaN   \n",
       "11     2012-04-24                0             0        1   0.0          NaN   \n",
       "12     2013-12-23                1             0        0   0.0          NaN   \n",
       "13     2013-01-18                2             1        0   0.0     135500.0   \n",
       "14     2010-06-15                0             0        0   0.0          NaN   \n",
       "15     2012-06-08                0             0        0   0.0          NaN   \n",
       "16     2014-04-07                1             0        0   0.0     255000.0   \n",
       "17     2013-06-12                0             1        0   0.0      91080.0   \n",
       "18     2014-01-31                0             0        0   0.0      79500.0   \n",
       "19     2013-05-06               11             0        0   0.0      70000.0   \n",
       "20     2015-01-06                0             0        0   0.0     975000.0   \n",
       "21     2014-09-04                0             0        0   0.0     861441.0   \n",
       "22     2014-02-18                1             0        0   0.0     315000.0   \n",
       "23     2014-03-12                0             0        0   0.0     530000.0   \n",
       "24     2013-10-03                0             0        0   0.0          NaN   \n",
       "25     2014-04-03                0             0        0   0.0     322200.0   \n",
       "26     2014-04-03                0             0        0   0.0     260100.0   \n",
       "27     2014-05-28                0             0        0   0.0          NaN   \n",
       "28     2014-06-10                0             0        0   0.0      17000.0   \n",
       "29     2015-11-20                0             0        0   0.0      15659.0   \n",
       "...           ...              ...           ...      ...   ...          ...   \n",
       "1021   2019-04-11                0             0        0   NaN          NaN   \n",
       "1022   2018-11-19                0             1        0   NaN          NaN   \n",
       "1023   2019-02-26                0             0        0   NaN          NaN   \n",
       "1024   2019-07-12                0             2        0   NaN          NaN   \n",
       "1025   2019-08-19                0             0        0   NaN          NaN   \n",
       "1026   2019-01-25                0             0        0   NaN          NaN   \n",
       "1027   2019-07-30                0             0        0   NaN          NaN   \n",
       "1028   2019-02-19                0             0        0   NaN          NaN   \n",
       "1029   2018-12-21                0             0        0   NaN          NaN   \n",
       "1030   2019-06-19                0             0        0   NaN          NaN   \n",
       "1031   2019-08-21                0            10        0   NaN          NaN   \n",
       "1032   2013-05-21                0             0        0   NaN          NaN   \n",
       "1033   2019-06-13                0             0        0   NaN          NaN   \n",
       "1034   2019-03-01                0             0        0   NaN          NaN   \n",
       "1035   2019-04-03                0             0        0   NaN          NaN   \n",
       "1036   2019-06-20                0             0        0   NaN          NaN   \n",
       "1037   2019-08-22                0             0        0   NaN          NaN   \n",
       "1038   2019-04-05                0             0        0   NaN          NaN   \n",
       "1039   2019-06-24                0             0        0   NaN          NaN   \n",
       "1040   2019-07-31                0             0        0   NaN          NaN   \n",
       "1041   2019-03-15                0             0        0   NaN          NaN   \n",
       "1042   2018-11-01                0             0        0   NaN          NaN   \n",
       "1043   2019-08-14                0             1        0   NaN          NaN   \n",
       "1044   2019-08-07                0             0        0   NaN          NaN   \n",
       "1045   2019-07-19                0             0        0   NaN          NaN   \n",
       "1046   2012-11-29                1             0        0   NaN          NaN   \n",
       "1047   2019-08-01                0             0        0   NaN          NaN   \n",
       "1048   2011-01-10                0             2        0   NaN          NaN   \n",
       "1049   2019-06-18                0             0        0   NaN          NaN   \n",
       "1050   2019-07-19                0             0        0   NaN          NaN   \n",
       "\n",
       "      GREEN_ROOF                                               NAME  OBJECTID  \\\n",
       "0              0                                   Weavers Way Coop         1   \n",
       "1              0                                     CATCH Retrofit         2   \n",
       "2              0                           Pennypack Woods Retrofit         3   \n",
       "3              1                           Community Legal Services         4   \n",
       "4              0                        TVPV Stormwater Credit App.         5   \n",
       "5              0                                 2800 Black Lake Pl         6   \n",
       "6              0        1518 Cambridge Street to 1521 Poplar Street         7   \n",
       "7              0             Lafayette Redeemer Stormwater Retrofit         8   \n",
       "8              0                             2150 E Westmoreland St         9   \n",
       "9              0                 St James Episcopal Church Retrofit        10   \n",
       "10             1                   The Enterprise Center Green Roof        11   \n",
       "11             0            Newman and Company Rainwater Harvesting        12   \n",
       "12             0                                    6225 State Road        13   \n",
       "13             0  Pennypack Woods Homeowners Association Stormwater        14   \n",
       "14             0                       Commerce Way Outlet Retrofit        15   \n",
       "15             0                 Roof Leader Disconnection Retrofit        16   \n",
       "16             0                           13410- 13420 Damar Drive        17   \n",
       "17             0         GSFS, Green Street Friends School Retrofit        18   \n",
       "18             1                                1148 Wharton Street        19   \n",
       "19             0                        Methodist Home Rain Gardens        20   \n",
       "20             0  Aspira Educational Campus Stormwater Managemen...        21   \n",
       "21             0  Cardone Whitaker Ave Facility- Stormwater Retr...        22   \n",
       "22             0                                       Westinghouse        23   \n",
       "23             0           Friends Hospital Stormwater Improvements        24   \n",
       "24             0                Penn Charter Squash Court Retrofits        25   \n",
       "25             0  Site 10 Phase 1 Stormwater Credit Retrofit Design        26   \n",
       "26             0  Site 10 Phase 2 Stormwater Credit Retrofit Design        27   \n",
       "27             0                                    6225 State Road        28   \n",
       "28             0         Globe Dye Works Rainwater Detention System        29   \n",
       "29             0       William Cramp Schoolyard Design Enhancements        30   \n",
       "...          ...                                                ...       ...   \n",
       "1021           0               Laborers District Council Facilities      1022   \n",
       "1022           0               TJXN Northeast Distribution Facility      1023   \n",
       "1023           0                                       CASA Indiana      1024   \n",
       "1024           0                   5501 Tacony Street Redevelopment      1025   \n",
       "1025           0                                 6625 Lincoln Drive      1026   \n",
       "1026           0                                 609 W Gravers Lane      1027   \n",
       "1027           0                                AutoZone Oregon Ave      1028   \n",
       "1028           0          Navy P-106 Manufacturing Support Facility      1029   \n",
       "1029           0                             Nicole Hines Townhomes      1030   \n",
       "1030           0                                  9322 Alton Street      1031   \n",
       "1031           0                                   Parcel G TNC Lot      1032   \n",
       "1032           2                       Toll Residential Development      1033   \n",
       "1033           0                                       Xfinity Live      1034   \n",
       "1034           0                                          Pier 35.5      1035   \n",
       "1035           0                                Drexel Calhoun Hall      1036   \n",
       "1036           3                               6631-49 RIDGE AVENUE      1037   \n",
       "1037           0                                     5208 POPLAR ST      1038   \n",
       "1038           0                                           Pod Park      1039   \n",
       "1039           4                              5701-03 MARKET STREET      1040   \n",
       "1040           0                                300 Rouse Boulevard      1041   \n",
       "1041           0                                  2811 Charter Road      1042   \n",
       "1042           1                      604-42 Moore Street - Phase 1      1043   \n",
       "1043           1                               4233 Chestnut Street      1044   \n",
       "1044           0                                             PSLAMS      1045   \n",
       "1045           0  CHOP Physician & Administrative Office Buildin...      1046   \n",
       "1046           0                  Spare Time, Inc.Building Addition      1047   \n",
       "1047           1                                      Frankford Ave      1048   \n",
       "1048           0                                       Philly Live!      1049   \n",
       "1049           1                               Liberty on the River      1050   \n",
       "1050           1                  2101 Washington Avenue - Parcel A      1051   \n",
       "\n",
       "     OVERALLSTATUSCATEGORY      ...       SUBSURFACE_DETENTION_BASIN  \\\n",
       "0                 Verified      ...                                0   \n",
       "1                 Verified      ...                                0   \n",
       "2                 Verified      ...                                0   \n",
       "3                 Verified      ...                                0   \n",
       "4                 Verified      ...                                0   \n",
       "5                 Verified      ...                                0   \n",
       "6                 Verified      ...                                0   \n",
       "7                 Verified      ...                                0   \n",
       "8                 Verified      ...                                0   \n",
       "9                 Verified      ...                                0   \n",
       "10                Verified      ...                                0   \n",
       "11                Verified      ...                                0   \n",
       "12                Verified      ...                                0   \n",
       "13                Verified      ...                                0   \n",
       "14                Verified      ...                                0   \n",
       "15                Verified      ...                                0   \n",
       "16                Verified      ...                                0   \n",
       "17                Verified      ...                                0   \n",
       "18                Verified      ...                                0   \n",
       "19                Verified      ...                                0   \n",
       "20                Verified      ...                                0   \n",
       "21                Verified      ...                                0   \n",
       "22                Verified      ...                                0   \n",
       "23                Verified      ...                                0   \n",
       "24                Verified      ...                                0   \n",
       "25                Verified      ...                                0   \n",
       "26                Verified      ...                                0   \n",
       "27                Verified      ...                                0   \n",
       "28                Verified      ...                                0   \n",
       "29                Verified      ...                                0   \n",
       "...                    ...      ...                              ...   \n",
       "1021          Construction      ...                                1   \n",
       "1022          Construction      ...                                0   \n",
       "1023          Construction      ...                                0   \n",
       "1024          Construction      ...                                0   \n",
       "1025              Approved      ...                                0   \n",
       "1026          Construction      ...                                0   \n",
       "1027              Approved      ...                                1   \n",
       "1028          Construction      ...                                0   \n",
       "1029          Construction      ...                                0   \n",
       "1030              Approved      ...                                0   \n",
       "1031              Approved      ...                                0   \n",
       "1032              Verified      ...                                0   \n",
       "1033              Approved      ...                                3   \n",
       "1034              Approved      ...                                0   \n",
       "1035          Construction      ...                                0   \n",
       "1036          Construction      ...                                0   \n",
       "1037          Construction      ...                                1   \n",
       "1038              Complete      ...                                0   \n",
       "1039              Approved      ...                                0   \n",
       "1040              Approved      ...                                0   \n",
       "1041          Construction      ...                                0   \n",
       "1042          Construction      ...                                0   \n",
       "1043              Approved      ...                                0   \n",
       "1044              Approved      ...                                0   \n",
       "1045          Construction      ...                                1   \n",
       "1046              Verified      ...                                0   \n",
       "1047              Approved      ...                                0   \n",
       "1048              Verified      ...                                0   \n",
       "1049              Approved      ...                                0   \n",
       "1050          Construction      ...                                0   \n",
       "\n",
       "     SUBSURFACE_INFILTRATION_BASIN SURFACE_DETENTION_BASIN  \\\n",
       "0                                1                       0   \n",
       "1                                2                       0   \n",
       "2                                0                       0   \n",
       "3                                0                       0   \n",
       "4                                0                       2   \n",
       "5                                0                       0   \n",
       "6                                1                       0   \n",
       "7                                0                       2   \n",
       "8                                1                       0   \n",
       "9                                0                       0   \n",
       "10                               0                       0   \n",
       "11                               0                       0   \n",
       "12                               0                       0   \n",
       "13                               0                       0   \n",
       "14                               0                       2   \n",
       "15                               0                       0   \n",
       "16                               3                       0   \n",
       "17                               0                       0   \n",
       "18                               2                       0   \n",
       "19                               0                       0   \n",
       "20                               2                       0   \n",
       "21                               0                       2   \n",
       "22                               0                       0   \n",
       "23                               0                       0   \n",
       "24                               0                       0   \n",
       "25                               1                       0   \n",
       "26                               1                       0   \n",
       "27                               2                       0   \n",
       "28                               0                       2   \n",
       "29                               0                       0   \n",
       "...                            ...                     ...   \n",
       "1021                             0                       0   \n",
       "1022                             0                       0   \n",
       "1023                             1                       0   \n",
       "1024                             0                       0   \n",
       "1025                             4                       0   \n",
       "1026                             2                       0   \n",
       "1027                             0                       0   \n",
       "1028                             0                       0   \n",
       "1029                             2                       0   \n",
       "1030                             4                       0   \n",
       "1031                             0                       0   \n",
       "1032                             0                       0   \n",
       "1033                             0                       0   \n",
       "1034                             0                       0   \n",
       "1035                             1                       0   \n",
       "1036                             0                       0   \n",
       "1037                             0                       0   \n",
       "1038                             0                       0   \n",
       "1039                             0                       0   \n",
       "1040                             1                       0   \n",
       "1041                             0                       0   \n",
       "1042                             0                       0   \n",
       "1043                             0                       0   \n",
       "1044                             2                       0   \n",
       "1045                             0                       0   \n",
       "1046                             0                       0   \n",
       "1047                             0                       0   \n",
       "1048                             0                       1   \n",
       "1049                             0                       0   \n",
       "1050                             0                       0   \n",
       "\n",
       "      SURFACE_INFILTRATION_BASIN           TRACKING     TRACKINGNUMBER  \\\n",
       "0                              0  2009-WEAV-1224-01  2009-WEAV-1224-01   \n",
       "1                              0  2010-CATC-1352-01  2010-CATC-1352-01   \n",
       "2                              0  2010-PENN-1369-01  2010-PENN-1369-01   \n",
       "3                              0  2010-COMM-1370-01  2010-COMM-1370-01   \n",
       "4                              0  2011-TVPV-1489-01  2011-TVPV-1489-01   \n",
       "5                              2  2011-2800-1510-01  2011-2800-1510-01   \n",
       "6                              0  2011-1518-1561-01  2011-1518-1561-01   \n",
       "7                              0  2011-LAFA-1565-01  2011-LAFA-1565-01   \n",
       "8                              0  2011-2150-1616-01  2011-2150-1616-01   \n",
       "9                              0   2011-RETR-001-01   2011-RETR-001-01   \n",
       "10                             0  2012-THEE-1746-01  2012-THEE-1746-01   \n",
       "11                             0  2012-NEWM-1776-01  2012-NEWM-1776-01   \n",
       "12                             0  2012-6225-1857-01  2012-6225-1857-01   \n",
       "13                             0  2012-PENN-1917-01  2012-PENN-1917-01   \n",
       "14                             0  2012-COMM-1868-01  2012-COMM-1868-01   \n",
       "15                             0  2012-ROOF-1869-01  2012-ROOF-1869-01   \n",
       "16                             0  2012-1341-2019-01  2012-1341-2019-01   \n",
       "17                             0  2012-GSFS-2028-01  2012-GSFS-2028-01   \n",
       "18                             1  2013-1148-2105-01  2013-1148-2105-01   \n",
       "19                             0  2013-METH-2117-01  2013-METH-2117-01   \n",
       "20                             1  2013-ASPI-2196-01  2013-ASPI-2196-01   \n",
       "21                             0  2013-CARD-2220-01  2013-CARD-2220-01   \n",
       "22                             2  2013-WEST-2243-01  2013-WEST-2243-01   \n",
       "23                             0  2013-FRIE-2269-01  2013-FRIE-2269-01   \n",
       "24                             2  2013-PENN-2318-01  2013-PENN-2318-01   \n",
       "25                             0  2013-SITE-2387-01  2013-SITE-2387-01   \n",
       "26                             0  2013-SITE-2401-01  2013-SITE-2401-01   \n",
       "27                             0  2013-6225-2400-01  2013-6225-2400-01   \n",
       "28                             0  2014-GLOB-2467-01  2014-GLOB-2467-01   \n",
       "29                             0  2014-WILL-2541-01  2014-WILL-2541-01   \n",
       "...                          ...                ...                ...   \n",
       "1021                           0  FY18-LABO-5153-01  FY18-LABO-5153-01   \n",
       "1022                           0  FY19-TJXN-5231-01  FY19-TJXN-5231-01   \n",
       "1023                           0  FY19-CASA-5240-01  FY19-CASA-5240-01   \n",
       "1024                           0  FY19-TACO-5272-01  FY19-TACO-5272-01   \n",
       "1025                           0  FY19-LINC-5251-01  FY19-LINC-5251-01   \n",
       "1026                           0  FY19-WGRA-5276-01  FY19-WGRA-5276-01   \n",
       "1027                           0  FY19-AUTO-5287-01  FY19-AUTO-5287-01   \n",
       "1028                           0  FY18-NAVY-4967-01  FY18-NAVY-4967-01   \n",
       "1029                           0  FY18-NICO-5166-01  FY18-NICO-5166-01   \n",
       "1030                           0  FY19-ALTO-5301-01  FY19-ALTO-5301-01   \n",
       "1031                           0  FY19-PARC-5265-01  FY19-PARC-5265-01   \n",
       "1032                           0  2012-TOLL-1898-01  2012-TOLL-1898-01   \n",
       "1033                           0  FY19-XFIN-5314-01  FY19-XFIN-5314-01   \n",
       "1034                           0  FY19-PIER-5318-01  FY19-PIER-5318-01   \n",
       "1035                           0  FY19-DREX-5307-01  FY19-DREX-5307-01   \n",
       "1036                           0  FY19-RIDG-5347-01  FY19-RIDG-5347-01   \n",
       "1037                           0  FY19-POPL-5344-01  FY19-POPL-5344-01   \n",
       "1038                           0  FY19-PODP-5330-01  FY19-PODP-5330-01   \n",
       "1039                           0  FY19-MARK-5375-01  FY19-MARK-5375-01   \n",
       "1040                           1  FY19-ROUS-5374-01  FY19-ROUS-5374-01   \n",
       "1041                           0  FY19-CHAR-5353-01  FY19-CHAR-5353-01   \n",
       "1042                           0  FY18-MOOR-5105-01  FY18-MOOR-5105-01   \n",
       "1043                           0  FY19-CHES-5484-01  FY19-CHES-5484-01   \n",
       "1044                           0  FY19-PSLA-5474-01  FY19-PSLA-5474-01   \n",
       "1045                           0  FY19-CHOP-5421-01  FY19-CHOP-5421-01   \n",
       "1046                           0  2012-SPAR-1850-01  2012-SPAR-1850-01   \n",
       "1047                           0  FY19-FRAN-5539-01  FY19-FRAN-5539-01   \n",
       "1048                           0  2010-PHIL-1362-01  2010-PHIL-1362-01   \n",
       "1049                           0  FY19-LIBE-5554-01  FY19-LIBE-5554-01   \n",
       "1050                           0  FY18-WASH-5165-01  FY18-WASH-5165-01   \n",
       "\n",
       "      WQ_TREATMENT_DEVICE          X          Y Approval_Time  \n",
       "0                       0 -75.205764  40.075413         00:00  \n",
       "1                       0 -75.188765  39.908700         11:39  \n",
       "2                       0 -75.014559  40.051052         16:50  \n",
       "3                       0 -75.151994  40.009141         10:25  \n",
       "4                       0 -75.073866  40.085385         15:20  \n",
       "5                       0 -74.983445  40.109533         13:56  \n",
       "6                       0 -75.162226  39.970834         00:00  \n",
       "7                       0 -75.065830  40.083729         14:28  \n",
       "8                       0 -75.107078  39.992711         14:30  \n",
       "9                       0 -75.238950  39.921621         00:00  \n",
       "10                      0 -75.212765  39.958220         16:57  \n",
       "11                      0 -75.052343  40.014971         14:59  \n",
       "12                      0 -75.051752  40.015562         08:21  \n",
       "13                      0 -75.014849  40.050930         08:25  \n",
       "14                      0 -74.977148  40.110647         00:00  \n",
       "15                      0 -75.130393  39.965402         12:06  \n",
       "16                      0 -75.002859  40.120491         14:30  \n",
       "17                      0 -75.173489  40.034036         10:43  \n",
       "18                      0 -75.163401  39.933237         15:06  \n",
       "19                      0 -75.214674  39.998133         14:38  \n",
       "20                      0 -75.122118  40.047494         13:49  \n",
       "21                      0 -75.099972  40.034036         09:57  \n",
       "22                      0 -74.981334  40.109029         11:44  \n",
       "23                      0 -75.103227  40.025034         13:34  \n",
       "24                      0 -75.186817  40.024223         14:08  \n",
       "25                      0 -75.234114  39.982530         15:48  \n",
       "26                      0 -75.233605  39.982487         14:56  \n",
       "27                      0 -75.051044  40.015350         10:09  \n",
       "28                      0 -75.081219  40.009097         08:49  \n",
       "29                      0 -75.130000  40.002514         15:02  \n",
       "...                   ...        ...        ...           ...  \n",
       "1021                    1 -75.157972  39.974086         13:38  \n",
       "1022                    0 -75.017294  40.091070         16:08  \n",
       "1023                    0 -75.133688  39.995655         11:52  \n",
       "1024                    0 -75.061877  40.008335         13:53  \n",
       "1025                    0 -75.193072  40.043389         12:25  \n",
       "1026                    0 -75.216653  40.066250         15:29  \n",
       "1027                    1 -75.183055  39.918745         12:19  \n",
       "1028                    3 -75.180220  39.890604         14:16  \n",
       "1029                    0 -75.160413  40.035070         11:36  \n",
       "1030                    0 -75.046841  40.088153         15:07  \n",
       "1031                    0 -75.233237  39.894512         15:29  \n",
       "1032                    0 -75.144428  39.942509         17:10  \n",
       "1033                    3 -75.171330  39.904415         13:41  \n",
       "1034                    2 -75.135879  39.961122         16:09  \n",
       "1035                    0 -75.189730  39.957983         16:10  \n",
       "1036                    0 -75.223365  40.040195         09:01  \n",
       "1037                    0 -75.225960  39.970317         08:58  \n",
       "1038                    0 -75.139013  39.967429         13:05  \n",
       "1039                    0 -75.235060  39.961537         11:06  \n",
       "1040                    0 -75.169955  39.893075         11:03  \n",
       "1041                    0 -75.002035  40.095535         15:14  \n",
       "1042                    0 -75.156832  39.926139         08:54  \n",
       "1043                    0 -75.208035  39.956749         12:08  \n",
       "1044                    0 -75.194645  39.957551         10:42  \n",
       "1045                    0 -75.193287  39.946628         09:11  \n",
       "1046                    0 -75.147230  39.914183         13:40  \n",
       "1047                    0 -75.134766  39.971144         09:04  \n",
       "1048                    0 -75.171362  39.904006         12:41  \n",
       "1049                    0 -75.141990  39.930469         10:02  \n",
       "1050                    0 -75.178919  39.940050         12:51  \n",
       "\n",
       "[1205 rows x 24 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = vertical_stack\n",
    "df['Approval_Time'] = df['APPROVALDATE'].str[11:16]\n",
    "df['APPROVALDATE'] = df['APPROVALDATE'].str[:10]\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can get rid of the unimportant columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#subset important variables \n",
    "df2 = df.drop(['GRANTAMOUNT', 'OBJECTID','TRACKING','TRACKINGNUMBER', 'SMIP','GARP'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### There are a lot of projects. Let's group them.. for analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "projects = df2[['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "       'GREEN_ROOF', 'POROUS_PAVEMENT', 'SUBSURFACE_DETENTION_BASIN',\n",
    "       'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "       'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE']]\n",
    "\n",
    "#add a new column for the total projects\n",
    "\n",
    "projects['Totals'] = ''\n",
    "#projects['Projects'] =''\n",
    "projects2 = projects\n",
    "# pd.melt?\n",
    "projects2 = pd.melt(projects2, id_vars=[('Totals')], value_vars=['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "        'GREEN_ROOF', 'POROUS_PAVEMENT', 'SUBSURFACE_DETENTION_BASIN',\n",
    "        'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "        'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE'],var_name='projects', value_name='Project_Counts')\n",
    "\n",
    "# pd.melt(projects).groupby(id_vars=[('A', 'D')],['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "#        'GREEN_ROOF', 'POROUS_PAVEMENT', 'SUBSURFACE_DETENTION_BASIN',\n",
    "#        'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "#        'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE'])['Count'].sum().reset_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Totals</th>\n",
       "      <th>projects</th>\n",
       "      <th>Project_Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td></td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12020</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12021</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12022</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12023</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12024</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12025</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12026</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12027</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12028</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12029</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12030</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12031</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12032</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12033</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12034</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12035</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12036</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12037</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12038</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12039</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12040</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12041</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12042</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12043</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12044</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12045</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12046</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12047</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12048</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12049</th>\n",
       "      <td></td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12050 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Totals             projects  Project_Counts\n",
       "0                 BIOINFILTRATION               0\n",
       "1                 BIOINFILTRATION               0\n",
       "2                 BIOINFILTRATION               1\n",
       "3                 BIOINFILTRATION               0\n",
       "4                 BIOINFILTRATION               0\n",
       "5                 BIOINFILTRATION               0\n",
       "6                 BIOINFILTRATION               0\n",
       "7                 BIOINFILTRATION               0\n",
       "8                 BIOINFILTRATION               0\n",
       "9                 BIOINFILTRATION               0\n",
       "10                BIOINFILTRATION               0\n",
       "11                BIOINFILTRATION               0\n",
       "12                BIOINFILTRATION               1\n",
       "13                BIOINFILTRATION               2\n",
       "14                BIOINFILTRATION               0\n",
       "15                BIOINFILTRATION               0\n",
       "16                BIOINFILTRATION               1\n",
       "17                BIOINFILTRATION               0\n",
       "18                BIOINFILTRATION               0\n",
       "19                BIOINFILTRATION              11\n",
       "20                BIOINFILTRATION               0\n",
       "21                BIOINFILTRATION               0\n",
       "22                BIOINFILTRATION               1\n",
       "23                BIOINFILTRATION               0\n",
       "24                BIOINFILTRATION               0\n",
       "25                BIOINFILTRATION               0\n",
       "26                BIOINFILTRATION               0\n",
       "27                BIOINFILTRATION               0\n",
       "28                BIOINFILTRATION               0\n",
       "29                BIOINFILTRATION               0\n",
       "...      ...                  ...             ...\n",
       "12020         WQ_TREATMENT_DEVICE               1\n",
       "12021         WQ_TREATMENT_DEVICE               0\n",
       "12022         WQ_TREATMENT_DEVICE               0\n",
       "12023         WQ_TREATMENT_DEVICE               0\n",
       "12024         WQ_TREATMENT_DEVICE               0\n",
       "12025         WQ_TREATMENT_DEVICE               0\n",
       "12026         WQ_TREATMENT_DEVICE               1\n",
       "12027         WQ_TREATMENT_DEVICE               3\n",
       "12028         WQ_TREATMENT_DEVICE               0\n",
       "12029         WQ_TREATMENT_DEVICE               0\n",
       "12030         WQ_TREATMENT_DEVICE               0\n",
       "12031         WQ_TREATMENT_DEVICE               0\n",
       "12032         WQ_TREATMENT_DEVICE               3\n",
       "12033         WQ_TREATMENT_DEVICE               2\n",
       "12034         WQ_TREATMENT_DEVICE               0\n",
       "12035         WQ_TREATMENT_DEVICE               0\n",
       "12036         WQ_TREATMENT_DEVICE               0\n",
       "12037         WQ_TREATMENT_DEVICE               0\n",
       "12038         WQ_TREATMENT_DEVICE               0\n",
       "12039         WQ_TREATMENT_DEVICE               0\n",
       "12040         WQ_TREATMENT_DEVICE               0\n",
       "12041         WQ_TREATMENT_DEVICE               0\n",
       "12042         WQ_TREATMENT_DEVICE               0\n",
       "12043         WQ_TREATMENT_DEVICE               0\n",
       "12044         WQ_TREATMENT_DEVICE               0\n",
       "12045         WQ_TREATMENT_DEVICE               0\n",
       "12046         WQ_TREATMENT_DEVICE               0\n",
       "12047         WQ_TREATMENT_DEVICE               0\n",
       "12048         WQ_TREATMENT_DEVICE               0\n",
       "12049         WQ_TREATMENT_DEVICE               0\n",
       "\n",
       "[12050 rows x 3 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "projects2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Looks good but we can summarize them and visualize this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Project_Counts</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>projects</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BIOINFILTRATION</th>\n",
       "      <td>317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIORETENTION</th>\n",
       "      <td>481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CISTERN</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GREEN_ROOF</th>\n",
       "      <td>345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POROUS_PAVEMENT</th>\n",
       "      <td>556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUBSURFACE_DETENTION_BASIN</th>\n",
       "      <td>546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SUBSURFACE_INFILTRATION_BASIN</th>\n",
       "      <td>1002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SURFACE_DETENTION_BASIN</th>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SURFACE_INFILTRATION_BASIN</th>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WQ_TREATMENT_DEVICE</th>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Project_Counts\n",
       "projects                                     \n",
       "BIOINFILTRATION                           317\n",
       "BIORETENTION                              481\n",
       "CISTERN                                    26\n",
       "GREEN_ROOF                                345\n",
       "POROUS_PAVEMENT                           556\n",
       "SUBSURFACE_DETENTION_BASIN                546\n",
       "SUBSURFACE_INFILTRATION_BASIN            1002\n",
       "SURFACE_DETENTION_BASIN                   133\n",
       "SURFACE_INFILTRATION_BASIN                173\n",
       "WQ_TREATMENT_DEVICE                       136"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "projects2 = projects2.groupby('projects').sum()[['Project_Counts']]\n",
    "projects2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Quickly want to format the Project Categories so they show nicely on chart labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>projects</th>\n",
       "      <th>Project_Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bioretention</td>\n",
       "      <td>481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cistern</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Green Roof</td>\n",
       "      <td>345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Porous Pavement</td>\n",
       "      <td>556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Subsurface Detention Basin</td>\n",
       "      <td>546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>1002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Surface Detention Basin</td>\n",
       "      <td>133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Surface Infiltration Basin</td>\n",
       "      <td>173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        projects  Project_Counts\n",
       "0                Bioinfiltration             317\n",
       "1                   Bioretention             481\n",
       "2                        Cistern              26\n",
       "3                     Green Roof             345\n",
       "4                Porous Pavement             556\n",
       "5     Subsurface Detention Basin             546\n",
       "6  Subsurface Infiltration Basin            1002\n",
       "7        Surface Detention Basin             133\n",
       "8     Surface Infiltration Basin             173\n",
       "9            Wq Treatment Device             136"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "projects3 = projects2\n",
    "projects3 = projects3.reset_index()\n",
    "projects3['projects'] = projects3['projects'].str.replace('_', ' ')\n",
    "projects3['projects'] = projects3['projects'].apply(lambda x: x.title())\n",
    "projects3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's plot this as a lolipop chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1030)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "ax.set_title('Green Stormwater Infrastructure Projects', color='C0',size=16)\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "ax.hlines(projects3.projects, xmin=0, xmax=projects3['Project_Counts'])\n",
    "ax.plot(projects3['Project_Counts'], projects3.projects, \"o\",markersize=10, color='#2ca25f',linewidth=15)\n",
    "\n",
    "\n",
    "ax.set_ylabel('GSI Projects',fontsize=11)\n",
    "ax.set_xlabel('Sum of all Projects',fontsize=11)                  \n",
    "                  \n",
    "\n",
    "ax.set_xlim(0, 1030)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pretty cool. [Subsurface Infiltration Basins](https://www.pwdplanreview.org/manual/chapter-4/4.4-subsurface-infiltration/) were the highest number of projects completed.\n",
    "\n",
    "### Let's try plotting in Seaborn\n",
    "#### Seaborn Plot\n",
    "1. Most common type of project as a double bar chart by <font color='teal'>type of program (hue)</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First need to include the programs and get the individual counts again to show the totals by each program type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PROGRAM</th>\n",
       "      <th>projects</th>\n",
       "      <th>Project_Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10408</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Surface Infiltration Basin</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7998</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6327</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Detention Basin</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5100</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Porous Pavement</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7510</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1725</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioretention</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioretention</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4205</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7508</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9210</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Surface Detention Basin</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7534</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6329</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Detention Basin</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4282</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7425</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5348</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Porous Pavement</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7407</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4143</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7478</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7617</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7956</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7569</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2240</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioretention</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7625</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioretention</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7442</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Subsurface Infiltration Basin</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2390</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Bioretention</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4066</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4067</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4068</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4070</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4072</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4073</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4074</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4053</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4051</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4029</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4050</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4032</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4033</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4035</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4036</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4037</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4038</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4039</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4040</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4041</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4042</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4043</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4044</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4045</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4046</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4047</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4048</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4049</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Green Roof</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12049</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12050 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          PROGRAM                       projects  Project_Counts\n",
       "10408  Regulation     Surface Infiltration Basin             100\n",
       "7998   Regulation  Subsurface Infiltration Basin              88\n",
       "6327   Regulation     Subsurface Detention Basin              54\n",
       "5100   Regulation                Porous Pavement              48\n",
       "7510   Regulation  Subsurface Infiltration Basin              48\n",
       "820    Regulation                Bioinfiltration              35\n",
       "1725   Regulation                   Bioretention              31\n",
       "2002   Regulation                   Bioretention              27\n",
       "4205   Regulation                     Green Roof              23\n",
       "7508   Regulation  Subsurface Infiltration Basin              22\n",
       "9210   Regulation        Surface Detention Basin              19\n",
       "7534   Regulation  Subsurface Infiltration Basin              17\n",
       "6329   Regulation     Subsurface Detention Basin              16\n",
       "4282   Regulation                     Green Roof              16\n",
       "7425   Regulation  Subsurface Infiltration Basin              16\n",
       "5348   Regulation                Porous Pavement              15\n",
       "7407   Regulation  Subsurface Infiltration Basin              15\n",
       "4143   Regulation                     Green Roof              14\n",
       "7478   Regulation  Subsurface Infiltration Basin              13\n",
       "7617   Regulation  Subsurface Infiltration Basin              12\n",
       "7956   Regulation  Subsurface Infiltration Basin              12\n",
       "7569   Regulation  Subsurface Infiltration Basin              12\n",
       "2240   Regulation                   Bioretention              12\n",
       "175    Regulation                Bioinfiltration              12\n",
       "19       Retrofit                Bioinfiltration              11\n",
       "7625   Regulation  Subsurface Infiltration Basin              10\n",
       "1832   Regulation                   Bioretention              10\n",
       "598    Regulation                Bioinfiltration              10\n",
       "7442   Regulation  Subsurface Infiltration Basin              10\n",
       "2390   Regulation                   Bioretention              10\n",
       "...           ...                            ...             ...\n",
       "4066   Regulation                     Green Roof               0\n",
       "4067   Regulation                     Green Roof               0\n",
       "4068   Regulation                     Green Roof               0\n",
       "4070   Regulation                     Green Roof               0\n",
       "4072   Regulation                     Green Roof               0\n",
       "4073   Regulation                     Green Roof               0\n",
       "4074   Regulation                     Green Roof               0\n",
       "4075   Regulation                     Green Roof               0\n",
       "4053   Regulation                     Green Roof               0\n",
       "4051   Regulation                     Green Roof               0\n",
       "4029   Regulation                     Green Roof               0\n",
       "4050   Regulation                     Green Roof               0\n",
       "4032   Regulation                     Green Roof               0\n",
       "4033   Regulation                     Green Roof               0\n",
       "4035   Regulation                     Green Roof               0\n",
       "4036   Regulation                     Green Roof               0\n",
       "4037   Regulation                     Green Roof               0\n",
       "4038   Regulation                     Green Roof               0\n",
       "4039   Regulation                     Green Roof               0\n",
       "4040   Regulation                     Green Roof               0\n",
       "4041   Regulation                     Green Roof               0\n",
       "4042   Regulation                     Green Roof               0\n",
       "4043   Regulation                     Green Roof               0\n",
       "4044   Regulation                     Green Roof               0\n",
       "4045   Regulation                     Green Roof               0\n",
       "4046   Regulation                     Green Roof               0\n",
       "4047   Regulation                     Green Roof               0\n",
       "4048   Regulation                     Green Roof               0\n",
       "4049   Regulation                     Green Roof               0\n",
       "12049  Regulation            Wq Treatment Device               0\n",
       "\n",
       "[12050 rows x 3 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3 = df2[['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "       'GREEN_ROOF',  'POROUS_PAVEMENT',\n",
    "       'PROGRAM', 'SUBSURFACE_DETENTION_BASIN',\n",
    "       'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "       'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE', \n",
    "       'Approval_Time']]\n",
    "\n",
    "df4 = pd.melt(df3, id_vars=[('PROGRAM')], value_vars=['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "        'GREEN_ROOF', 'POROUS_PAVEMENT', 'SUBSURFACE_DETENTION_BASIN',\n",
    "        'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "        'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE'],var_name='projects', value_name='Project_Counts')\n",
    "df4['projects'] = df4['projects'].str.replace('_', ' ')\n",
    "df4['projects'] = df4['projects'].apply(lambda x: x.title())\n",
    "df4=df4.sort_values('Project_Counts', ascending=False)\n",
    "df4\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now we can plot in Seaborn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 455.425x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "chrt= sns.catplot(x='projects',y='Project_Counts',hue='PROGRAM',linewidth=0.2,kind='bar',ci=None,data=df4)\n",
    "chrt.set_xticklabels(rotation=90)\n",
    "chrt.set(xlabel='Project Categories', ylabel='Number of Projects')\n",
    "chrt._legend.set_title('Program Type')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finally, let's make 3 Altair charts.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Here's what I'd like to show.\n",
    "1. Distribution of Approval Dates on for all projects by year \n",
    "2. Top 10 companies with most respective projects \n",
    "3. The individual projects across time using the brush technique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RendererRegistry.enable('notebook')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#need dependencies to render charts \n",
    "alt.data_transformers.enable('json')\n",
    "alt.renderers.enable('notebook')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's reorganize the original dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APPROVALDATE</th>\n",
       "      <th>projects</th>\n",
       "      <th>Project_Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-09-05</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-10-01</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-09-30</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013-10-16</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-03-21</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2011-06-23</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015-02-04</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2011-06-13</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2012-01-12</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011-07-12</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2012-01-25</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2012-04-24</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2013-12-23</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2013-01-18</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2010-06-15</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2012-06-08</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2014-04-07</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2013-06-12</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2014-01-31</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2013-05-06</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2015-01-06</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2014-09-04</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2014-02-18</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2014-03-12</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2013-10-03</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2014-04-03</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2014-04-03</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2014-05-28</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2014-06-10</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2015-11-20</td>\n",
       "      <td>Bioinfiltration</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12020</th>\n",
       "      <td>2019-04-11</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12021</th>\n",
       "      <td>2018-11-19</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12022</th>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12023</th>\n",
       "      <td>2019-07-12</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12024</th>\n",
       "      <td>2019-08-19</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12025</th>\n",
       "      <td>2019-01-25</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12026</th>\n",
       "      <td>2019-07-30</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12027</th>\n",
       "      <td>2019-02-19</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12028</th>\n",
       "      <td>2018-12-21</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12029</th>\n",
       "      <td>2019-06-19</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12030</th>\n",
       "      <td>2019-08-21</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12031</th>\n",
       "      <td>2013-05-21</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12032</th>\n",
       "      <td>2019-06-13</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12033</th>\n",
       "      <td>2019-03-01</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12034</th>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12035</th>\n",
       "      <td>2019-06-20</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12036</th>\n",
       "      <td>2019-08-22</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12037</th>\n",
       "      <td>2019-04-05</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12038</th>\n",
       "      <td>2019-06-24</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12039</th>\n",
       "      <td>2019-07-31</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12040</th>\n",
       "      <td>2019-03-15</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12041</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12042</th>\n",
       "      <td>2019-08-14</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12043</th>\n",
       "      <td>2019-08-07</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12044</th>\n",
       "      <td>2019-07-19</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12045</th>\n",
       "      <td>2012-11-29</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12046</th>\n",
       "      <td>2019-08-01</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12047</th>\n",
       "      <td>2011-01-10</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12048</th>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12049</th>\n",
       "      <td>2019-07-19</td>\n",
       "      <td>Wq Treatment Device</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12050 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APPROVALDATE             projects  Project_Counts\n",
       "0       2011-09-05      Bioinfiltration               0\n",
       "1       2010-10-01      Bioinfiltration               0\n",
       "2       2010-09-30      Bioinfiltration               1\n",
       "3       2013-10-16      Bioinfiltration               0\n",
       "4       2011-03-21      Bioinfiltration               0\n",
       "5       2011-06-23      Bioinfiltration               0\n",
       "6       2015-02-04      Bioinfiltration               0\n",
       "7       2011-06-13      Bioinfiltration               0\n",
       "8       2012-01-12      Bioinfiltration               0\n",
       "9       2011-07-12      Bioinfiltration               0\n",
       "10      2012-01-25      Bioinfiltration               0\n",
       "11      2012-04-24      Bioinfiltration               0\n",
       "12      2013-12-23      Bioinfiltration               1\n",
       "13      2013-01-18      Bioinfiltration               2\n",
       "14      2010-06-15      Bioinfiltration               0\n",
       "15      2012-06-08      Bioinfiltration               0\n",
       "16      2014-04-07      Bioinfiltration               1\n",
       "17      2013-06-12      Bioinfiltration               0\n",
       "18      2014-01-31      Bioinfiltration               0\n",
       "19      2013-05-06      Bioinfiltration              11\n",
       "20      2015-01-06      Bioinfiltration               0\n",
       "21      2014-09-04      Bioinfiltration               0\n",
       "22      2014-02-18      Bioinfiltration               1\n",
       "23      2014-03-12      Bioinfiltration               0\n",
       "24      2013-10-03      Bioinfiltration               0\n",
       "25      2014-04-03      Bioinfiltration               0\n",
       "26      2014-04-03      Bioinfiltration               0\n",
       "27      2014-05-28      Bioinfiltration               0\n",
       "28      2014-06-10      Bioinfiltration               0\n",
       "29      2015-11-20      Bioinfiltration               0\n",
       "...            ...                  ...             ...\n",
       "12020   2019-04-11  Wq Treatment Device               1\n",
       "12021   2018-11-19  Wq Treatment Device               0\n",
       "12022   2019-02-26  Wq Treatment Device               0\n",
       "12023   2019-07-12  Wq Treatment Device               0\n",
       "12024   2019-08-19  Wq Treatment Device               0\n",
       "12025   2019-01-25  Wq Treatment Device               0\n",
       "12026   2019-07-30  Wq Treatment Device               1\n",
       "12027   2019-02-19  Wq Treatment Device               3\n",
       "12028   2018-12-21  Wq Treatment Device               0\n",
       "12029   2019-06-19  Wq Treatment Device               0\n",
       "12030   2019-08-21  Wq Treatment Device               0\n",
       "12031   2013-05-21  Wq Treatment Device               0\n",
       "12032   2019-06-13  Wq Treatment Device               3\n",
       "12033   2019-03-01  Wq Treatment Device               2\n",
       "12034   2019-04-03  Wq Treatment Device               0\n",
       "12035   2019-06-20  Wq Treatment Device               0\n",
       "12036   2019-08-22  Wq Treatment Device               0\n",
       "12037   2019-04-05  Wq Treatment Device               0\n",
       "12038   2019-06-24  Wq Treatment Device               0\n",
       "12039   2019-07-31  Wq Treatment Device               0\n",
       "12040   2019-03-15  Wq Treatment Device               0\n",
       "12041   2018-11-01  Wq Treatment Device               0\n",
       "12042   2019-08-14  Wq Treatment Device               0\n",
       "12043   2019-08-07  Wq Treatment Device               0\n",
       "12044   2019-07-19  Wq Treatment Device               0\n",
       "12045   2012-11-29  Wq Treatment Device               0\n",
       "12046   2019-08-01  Wq Treatment Device               0\n",
       "12047   2011-01-10  Wq Treatment Device               0\n",
       "12048   2019-06-18  Wq Treatment Device               0\n",
       "12049   2019-07-19  Wq Treatment Device               0\n",
       "\n",
       "[12050 rows x 3 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df5 = vertical_stack[['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "       'GREEN_ROOF',  'POROUS_PAVEMENT',\n",
    "       'PROGRAM', 'SUBSURFACE_DETENTION_BASIN',\n",
    "       'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "       'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE', \n",
    "       'APPROVALDATE']]\n",
    "\n",
    "df6 = pd.melt(df5, id_vars=[('APPROVALDATE')], value_vars=['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "        'GREEN_ROOF', 'POROUS_PAVEMENT', 'SUBSURFACE_DETENTION_BASIN',\n",
    "        'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "        'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE'],var_name='projects', value_name='Project_Counts')\n",
    "df6['projects'] = df6['projects'].str.replace('_', ' ')\n",
    "df6['projects'] = df6['projects'].apply(lambda x: x.title())\n",
    "#df6=df6.sort_values('APPROVALDATE', ascending=False)\n",
    "df6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's plot the individual projects types to get a sense of how they trend over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "const spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"url\": \"altair-data-755caf3be5fd3398347367672668eb44.json\", \"format\": {\"type\": \"json\"}}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"projects\"}, \"tooltip\": [{\"type\": \"nominal\", \"field\": \"projects\"}, {\"type\": \"temporal\", \"field\": \"APPROVALDATE\"}, {\"type\": \"quantitative\", \"aggregate\": \"sum\", \"field\": \"Project_Counts\"}], \"x\": {\"type\": \"ordinal\", \"axis\": {\"title\": \"Years\"}, \"field\": \"APPROVALDATE\", \"sort\": \"ascending\", \"timeUnit\": \"year\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"sum\", \"axis\": {\"title\": \"Total Number of Projects\"}, \"field\": \"Project_Counts\"}}, \"selection\": {\"selector001\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}, \"transform\": [{\"filter\": \"(datum['Project_Counts'] > 0)\"}], \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.4.0.json\"};\n",
       "const opt = {};\n",
       "const type = \"vega-lite\";\n",
       "const id = \"3f05e953-a475-4f09-9967-6d51cf949372\";\n",
       "\n",
       "const output_area = this;\n",
       "\n",
       "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n",
       "  const target = document.createElement(\"div\");\n",
       "  target.id = id;\n",
       "  target.className = \"vega-embed\";\n",
       "\n",
       "  const style = document.createElement(\"style\");\n",
       "  style.textContent = [\n",
       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x11f17f358>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#3f05e953-a475-4f09-9967-6d51cf949372"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {
      "jupyter-vega": "#3f05e953-a475-4f09-9967-6d51cf949372"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "alt.Chart(df6).mark_bar().encode(x=alt.X(\"APPROVALDATE:O\",timeUnit=\"year\", sort='ascending', axis=alt.Axis(title='Years')),y=alt.Y('sum(Project_Counts)',axis=alt.Axis(title='Total Number of Projects')),color='projects',tooltip=['projects:N', 'APPROVALDATE:T', 'sum(Project_Counts):Q']).transform_filter(alt.datum['Project_Counts'] > 0).interactive()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's Make a data frame with project categories, names, X,Y and Time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PROGRAM</th>\n",
       "      <th>NAME</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>APPROVALDATE</th>\n",
       "      <th>OVERALLSTATUSCATEGORY</th>\n",
       "      <th>projects</th>\n",
       "      <th>Project_Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Weavers Way Coop</td>\n",
       "      <td>-75.205764</td>\n",
       "      <td>40.075413</td>\n",
       "      <td>2011-09-05</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>CATCH Retrofit</td>\n",
       "      <td>-75.188765</td>\n",
       "      <td>39.908700</td>\n",
       "      <td>2010-10-01</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Pennypack Woods Retrofit</td>\n",
       "      <td>-75.014559</td>\n",
       "      <td>40.051052</td>\n",
       "      <td>2010-09-30</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Community Legal Services</td>\n",
       "      <td>-75.151994</td>\n",
       "      <td>40.009141</td>\n",
       "      <td>2013-10-16</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>TVPV Stormwater Credit App.</td>\n",
       "      <td>-75.073866</td>\n",
       "      <td>40.085385</td>\n",
       "      <td>2011-03-21</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>2800 Black Lake Pl</td>\n",
       "      <td>-74.983445</td>\n",
       "      <td>40.109533</td>\n",
       "      <td>2011-06-23</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>1518 Cambridge Street to 1521 Poplar Street</td>\n",
       "      <td>-75.162226</td>\n",
       "      <td>39.970834</td>\n",
       "      <td>2015-02-04</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Lafayette Redeemer Stormwater Retrofit</td>\n",
       "      <td>-75.065830</td>\n",
       "      <td>40.083729</td>\n",
       "      <td>2011-06-13</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>2150 E Westmoreland St</td>\n",
       "      <td>-75.107078</td>\n",
       "      <td>39.992711</td>\n",
       "      <td>2012-01-12</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>St James Episcopal Church Retrofit</td>\n",
       "      <td>-75.238950</td>\n",
       "      <td>39.921621</td>\n",
       "      <td>2011-07-12</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>The Enterprise Center Green Roof</td>\n",
       "      <td>-75.212765</td>\n",
       "      <td>39.958220</td>\n",
       "      <td>2012-01-25</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Newman and Company Rainwater Harvesting</td>\n",
       "      <td>-75.052343</td>\n",
       "      <td>40.014971</td>\n",
       "      <td>2012-04-24</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>6225 State Road</td>\n",
       "      <td>-75.051752</td>\n",
       "      <td>40.015562</td>\n",
       "      <td>2013-12-23</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Pennypack Woods Homeowners Association Stormwater</td>\n",
       "      <td>-75.014849</td>\n",
       "      <td>40.050930</td>\n",
       "      <td>2013-01-18</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Commerce Way Outlet Retrofit</td>\n",
       "      <td>-74.977148</td>\n",
       "      <td>40.110647</td>\n",
       "      <td>2010-06-15</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Roof Leader Disconnection Retrofit</td>\n",
       "      <td>-75.130393</td>\n",
       "      <td>39.965402</td>\n",
       "      <td>2012-06-08</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>13410- 13420 Damar Drive</td>\n",
       "      <td>-75.002859</td>\n",
       "      <td>40.120491</td>\n",
       "      <td>2014-04-07</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>GSFS, Green Street Friends School Retrofit</td>\n",
       "      <td>-75.173489</td>\n",
       "      <td>40.034036</td>\n",
       "      <td>2013-06-12</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>1148 Wharton Street</td>\n",
       "      <td>-75.163401</td>\n",
       "      <td>39.933237</td>\n",
       "      <td>2014-01-31</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Methodist Home Rain Gardens</td>\n",
       "      <td>-75.214674</td>\n",
       "      <td>39.998133</td>\n",
       "      <td>2013-05-06</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Aspira Educational Campus Stormwater Managemen...</td>\n",
       "      <td>-75.122118</td>\n",
       "      <td>40.047494</td>\n",
       "      <td>2015-01-06</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Cardone Whitaker Ave Facility- Stormwater Retr...</td>\n",
       "      <td>-75.099972</td>\n",
       "      <td>40.034036</td>\n",
       "      <td>2014-09-04</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Westinghouse</td>\n",
       "      <td>-74.981334</td>\n",
       "      <td>40.109029</td>\n",
       "      <td>2014-02-18</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Friends Hospital Stormwater Improvements</td>\n",
       "      <td>-75.103227</td>\n",
       "      <td>40.025034</td>\n",
       "      <td>2014-03-12</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Penn Charter Squash Court Retrofits</td>\n",
       "      <td>-75.186817</td>\n",
       "      <td>40.024223</td>\n",
       "      <td>2013-10-03</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Site 10 Phase 1 Stormwater Credit Retrofit Design</td>\n",
       "      <td>-75.234114</td>\n",
       "      <td>39.982530</td>\n",
       "      <td>2014-04-03</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Site 10 Phase 2 Stormwater Credit Retrofit Design</td>\n",
       "      <td>-75.233605</td>\n",
       "      <td>39.982487</td>\n",
       "      <td>2014-04-03</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>6225 State Road</td>\n",
       "      <td>-75.051044</td>\n",
       "      <td>40.015350</td>\n",
       "      <td>2014-05-28</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>Globe Dye Works Rainwater Detention System</td>\n",
       "      <td>-75.081219</td>\n",
       "      <td>40.009097</td>\n",
       "      <td>2014-06-10</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Retrofit</td>\n",
       "      <td>William Cramp Schoolyard Design Enhancements</td>\n",
       "      <td>-75.130000</td>\n",
       "      <td>40.002514</td>\n",
       "      <td>2015-11-20</td>\n",
       "      <td>Verified</td>\n",
       "      <td>BIOINFILTRATION</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12020</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Laborers District Council Facilities</td>\n",
       "      <td>-75.157972</td>\n",
       "      <td>39.974086</td>\n",
       "      <td>2019-04-11</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12021</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>TJXN Northeast Distribution Facility</td>\n",
       "      <td>-75.017294</td>\n",
       "      <td>40.091070</td>\n",
       "      <td>2018-11-19</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12022</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>CASA Indiana</td>\n",
       "      <td>-75.133688</td>\n",
       "      <td>39.995655</td>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12023</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>5501 Tacony Street Redevelopment</td>\n",
       "      <td>-75.061877</td>\n",
       "      <td>40.008335</td>\n",
       "      <td>2019-07-12</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12024</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>6625 Lincoln Drive</td>\n",
       "      <td>-75.193072</td>\n",
       "      <td>40.043389</td>\n",
       "      <td>2019-08-19</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12025</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>609 W Gravers Lane</td>\n",
       "      <td>-75.216653</td>\n",
       "      <td>40.066250</td>\n",
       "      <td>2019-01-25</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12026</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>AutoZone Oregon Ave</td>\n",
       "      <td>-75.183055</td>\n",
       "      <td>39.918745</td>\n",
       "      <td>2019-07-30</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12027</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Navy P-106 Manufacturing Support Facility</td>\n",
       "      <td>-75.180220</td>\n",
       "      <td>39.890604</td>\n",
       "      <td>2019-02-19</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12028</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Nicole Hines Townhomes</td>\n",
       "      <td>-75.160413</td>\n",
       "      <td>40.035070</td>\n",
       "      <td>2018-12-21</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12029</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>9322 Alton Street</td>\n",
       "      <td>-75.046841</td>\n",
       "      <td>40.088153</td>\n",
       "      <td>2019-06-19</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12030</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Parcel G TNC Lot</td>\n",
       "      <td>-75.233237</td>\n",
       "      <td>39.894512</td>\n",
       "      <td>2019-08-21</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12031</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Toll Residential Development</td>\n",
       "      <td>-75.144428</td>\n",
       "      <td>39.942509</td>\n",
       "      <td>2013-05-21</td>\n",
       "      <td>Verified</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12032</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Xfinity Live</td>\n",
       "      <td>-75.171330</td>\n",
       "      <td>39.904415</td>\n",
       "      <td>2019-06-13</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12033</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Pier 35.5</td>\n",
       "      <td>-75.135879</td>\n",
       "      <td>39.961122</td>\n",
       "      <td>2019-03-01</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12034</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Drexel Calhoun Hall</td>\n",
       "      <td>-75.189730</td>\n",
       "      <td>39.957983</td>\n",
       "      <td>2019-04-03</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12035</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>6631-49 RIDGE AVENUE</td>\n",
       "      <td>-75.223365</td>\n",
       "      <td>40.040195</td>\n",
       "      <td>2019-06-20</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12036</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>5208 POPLAR ST</td>\n",
       "      <td>-75.225960</td>\n",
       "      <td>39.970317</td>\n",
       "      <td>2019-08-22</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12037</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Pod Park</td>\n",
       "      <td>-75.139013</td>\n",
       "      <td>39.967429</td>\n",
       "      <td>2019-04-05</td>\n",
       "      <td>Complete</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12038</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>5701-03 MARKET STREET</td>\n",
       "      <td>-75.235060</td>\n",
       "      <td>39.961537</td>\n",
       "      <td>2019-06-24</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12039</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>300 Rouse Boulevard</td>\n",
       "      <td>-75.169955</td>\n",
       "      <td>39.893075</td>\n",
       "      <td>2019-07-31</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12040</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>2811 Charter Road</td>\n",
       "      <td>-75.002035</td>\n",
       "      <td>40.095535</td>\n",
       "      <td>2019-03-15</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12041</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>604-42 Moore Street - Phase 1</td>\n",
       "      <td>-75.156832</td>\n",
       "      <td>39.926139</td>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12042</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>4233 Chestnut Street</td>\n",
       "      <td>-75.208035</td>\n",
       "      <td>39.956749</td>\n",
       "      <td>2019-08-14</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12043</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>PSLAMS</td>\n",
       "      <td>-75.194645</td>\n",
       "      <td>39.957551</td>\n",
       "      <td>2019-08-07</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12044</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>CHOP Physician &amp; Administrative Office Buildin...</td>\n",
       "      <td>-75.193287</td>\n",
       "      <td>39.946628</td>\n",
       "      <td>2019-07-19</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12045</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Spare Time, Inc.Building Addition</td>\n",
       "      <td>-75.147230</td>\n",
       "      <td>39.914183</td>\n",
       "      <td>2012-11-29</td>\n",
       "      <td>Verified</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12046</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Frankford Ave</td>\n",
       "      <td>-75.134766</td>\n",
       "      <td>39.971144</td>\n",
       "      <td>2019-08-01</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12047</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Philly Live!</td>\n",
       "      <td>-75.171362</td>\n",
       "      <td>39.904006</td>\n",
       "      <td>2011-01-10</td>\n",
       "      <td>Verified</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12048</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>Liberty on the River</td>\n",
       "      <td>-75.141990</td>\n",
       "      <td>39.930469</td>\n",
       "      <td>2019-06-18</td>\n",
       "      <td>Approved</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12049</th>\n",
       "      <td>Regulation</td>\n",
       "      <td>2101 Washington Avenue - Parcel A</td>\n",
       "      <td>-75.178919</td>\n",
       "      <td>39.940050</td>\n",
       "      <td>2019-07-19</td>\n",
       "      <td>Construction</td>\n",
       "      <td>WQ_TREATMENT_DEVICE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12050 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          PROGRAM                                               NAME  \\\n",
       "0        Retrofit                                   Weavers Way Coop   \n",
       "1        Retrofit                                     CATCH Retrofit   \n",
       "2        Retrofit                           Pennypack Woods Retrofit   \n",
       "3        Retrofit                           Community Legal Services   \n",
       "4        Retrofit                        TVPV Stormwater Credit App.   \n",
       "5        Retrofit                                 2800 Black Lake Pl   \n",
       "6        Retrofit        1518 Cambridge Street to 1521 Poplar Street   \n",
       "7        Retrofit             Lafayette Redeemer Stormwater Retrofit   \n",
       "8        Retrofit                             2150 E Westmoreland St   \n",
       "9        Retrofit                 St James Episcopal Church Retrofit   \n",
       "10       Retrofit                   The Enterprise Center Green Roof   \n",
       "11       Retrofit            Newman and Company Rainwater Harvesting   \n",
       "12       Retrofit                                    6225 State Road   \n",
       "13       Retrofit  Pennypack Woods Homeowners Association Stormwater   \n",
       "14       Retrofit                       Commerce Way Outlet Retrofit   \n",
       "15       Retrofit                 Roof Leader Disconnection Retrofit   \n",
       "16       Retrofit                           13410- 13420 Damar Drive   \n",
       "17       Retrofit         GSFS, Green Street Friends School Retrofit   \n",
       "18       Retrofit                                1148 Wharton Street   \n",
       "19       Retrofit                        Methodist Home Rain Gardens   \n",
       "20       Retrofit  Aspira Educational Campus Stormwater Managemen...   \n",
       "21       Retrofit  Cardone Whitaker Ave Facility- Stormwater Retr...   \n",
       "22       Retrofit                                       Westinghouse   \n",
       "23       Retrofit           Friends Hospital Stormwater Improvements   \n",
       "24       Retrofit                Penn Charter Squash Court Retrofits   \n",
       "25       Retrofit  Site 10 Phase 1 Stormwater Credit Retrofit Design   \n",
       "26       Retrofit  Site 10 Phase 2 Stormwater Credit Retrofit Design   \n",
       "27       Retrofit                                    6225 State Road   \n",
       "28       Retrofit         Globe Dye Works Rainwater Detention System   \n",
       "29       Retrofit       William Cramp Schoolyard Design Enhancements   \n",
       "...           ...                                                ...   \n",
       "12020  Regulation               Laborers District Council Facilities   \n",
       "12021  Regulation               TJXN Northeast Distribution Facility   \n",
       "12022  Regulation                                       CASA Indiana   \n",
       "12023  Regulation                   5501 Tacony Street Redevelopment   \n",
       "12024  Regulation                                 6625 Lincoln Drive   \n",
       "12025  Regulation                                 609 W Gravers Lane   \n",
       "12026  Regulation                                AutoZone Oregon Ave   \n",
       "12027  Regulation          Navy P-106 Manufacturing Support Facility   \n",
       "12028  Regulation                             Nicole Hines Townhomes   \n",
       "12029  Regulation                                  9322 Alton Street   \n",
       "12030  Regulation                                   Parcel G TNC Lot   \n",
       "12031  Regulation                       Toll Residential Development   \n",
       "12032  Regulation                                       Xfinity Live   \n",
       "12033  Regulation                                          Pier 35.5   \n",
       "12034  Regulation                                Drexel Calhoun Hall   \n",
       "12035  Regulation                               6631-49 RIDGE AVENUE   \n",
       "12036  Regulation                                     5208 POPLAR ST   \n",
       "12037  Regulation                                           Pod Park   \n",
       "12038  Regulation                              5701-03 MARKET STREET   \n",
       "12039  Regulation                                300 Rouse Boulevard   \n",
       "12040  Regulation                                  2811 Charter Road   \n",
       "12041  Regulation                      604-42 Moore Street - Phase 1   \n",
       "12042  Regulation                               4233 Chestnut Street   \n",
       "12043  Regulation                                             PSLAMS   \n",
       "12044  Regulation  CHOP Physician & Administrative Office Buildin...   \n",
       "12045  Regulation                  Spare Time, Inc.Building Addition   \n",
       "12046  Regulation                                      Frankford Ave   \n",
       "12047  Regulation                                       Philly Live!   \n",
       "12048  Regulation                               Liberty on the River   \n",
       "12049  Regulation                  2101 Washington Avenue - Parcel A   \n",
       "\n",
       "               X          Y APPROVALDATE OVERALLSTATUSCATEGORY  \\\n",
       "0     -75.205764  40.075413   2011-09-05              Verified   \n",
       "1     -75.188765  39.908700   2010-10-01              Verified   \n",
       "2     -75.014559  40.051052   2010-09-30              Verified   \n",
       "3     -75.151994  40.009141   2013-10-16              Verified   \n",
       "4     -75.073866  40.085385   2011-03-21              Verified   \n",
       "5     -74.983445  40.109533   2011-06-23              Verified   \n",
       "6     -75.162226  39.970834   2015-02-04              Verified   \n",
       "7     -75.065830  40.083729   2011-06-13              Verified   \n",
       "8     -75.107078  39.992711   2012-01-12              Verified   \n",
       "9     -75.238950  39.921621   2011-07-12              Verified   \n",
       "10    -75.212765  39.958220   2012-01-25              Verified   \n",
       "11    -75.052343  40.014971   2012-04-24              Verified   \n",
       "12    -75.051752  40.015562   2013-12-23              Verified   \n",
       "13    -75.014849  40.050930   2013-01-18              Verified   \n",
       "14    -74.977148  40.110647   2010-06-15              Verified   \n",
       "15    -75.130393  39.965402   2012-06-08              Verified   \n",
       "16    -75.002859  40.120491   2014-04-07              Verified   \n",
       "17    -75.173489  40.034036   2013-06-12              Verified   \n",
       "18    -75.163401  39.933237   2014-01-31              Verified   \n",
       "19    -75.214674  39.998133   2013-05-06              Verified   \n",
       "20    -75.122118  40.047494   2015-01-06              Verified   \n",
       "21    -75.099972  40.034036   2014-09-04              Verified   \n",
       "22    -74.981334  40.109029   2014-02-18              Verified   \n",
       "23    -75.103227  40.025034   2014-03-12              Verified   \n",
       "24    -75.186817  40.024223   2013-10-03              Verified   \n",
       "25    -75.234114  39.982530   2014-04-03              Verified   \n",
       "26    -75.233605  39.982487   2014-04-03              Verified   \n",
       "27    -75.051044  40.015350   2014-05-28              Verified   \n",
       "28    -75.081219  40.009097   2014-06-10              Verified   \n",
       "29    -75.130000  40.002514   2015-11-20              Verified   \n",
       "...          ...        ...          ...                   ...   \n",
       "12020 -75.157972  39.974086   2019-04-11          Construction   \n",
       "12021 -75.017294  40.091070   2018-11-19          Construction   \n",
       "12022 -75.133688  39.995655   2019-02-26          Construction   \n",
       "12023 -75.061877  40.008335   2019-07-12          Construction   \n",
       "12024 -75.193072  40.043389   2019-08-19              Approved   \n",
       "12025 -75.216653  40.066250   2019-01-25          Construction   \n",
       "12026 -75.183055  39.918745   2019-07-30              Approved   \n",
       "12027 -75.180220  39.890604   2019-02-19          Construction   \n",
       "12028 -75.160413  40.035070   2018-12-21          Construction   \n",
       "12029 -75.046841  40.088153   2019-06-19              Approved   \n",
       "12030 -75.233237  39.894512   2019-08-21              Approved   \n",
       "12031 -75.144428  39.942509   2013-05-21              Verified   \n",
       "12032 -75.171330  39.904415   2019-06-13              Approved   \n",
       "12033 -75.135879  39.961122   2019-03-01              Approved   \n",
       "12034 -75.189730  39.957983   2019-04-03          Construction   \n",
       "12035 -75.223365  40.040195   2019-06-20          Construction   \n",
       "12036 -75.225960  39.970317   2019-08-22          Construction   \n",
       "12037 -75.139013  39.967429   2019-04-05              Complete   \n",
       "12038 -75.235060  39.961537   2019-06-24              Approved   \n",
       "12039 -75.169955  39.893075   2019-07-31              Approved   \n",
       "12040 -75.002035  40.095535   2019-03-15          Construction   \n",
       "12041 -75.156832  39.926139   2018-11-01          Construction   \n",
       "12042 -75.208035  39.956749   2019-08-14              Approved   \n",
       "12043 -75.194645  39.957551   2019-08-07              Approved   \n",
       "12044 -75.193287  39.946628   2019-07-19          Construction   \n",
       "12045 -75.147230  39.914183   2012-11-29              Verified   \n",
       "12046 -75.134766  39.971144   2019-08-01              Approved   \n",
       "12047 -75.171362  39.904006   2011-01-10              Verified   \n",
       "12048 -75.141990  39.930469   2019-06-18              Approved   \n",
       "12049 -75.178919  39.940050   2019-07-19          Construction   \n",
       "\n",
       "                  projects  Project_Counts  \n",
       "0          BIOINFILTRATION               0  \n",
       "1          BIOINFILTRATION               0  \n",
       "2          BIOINFILTRATION               1  \n",
       "3          BIOINFILTRATION               0  \n",
       "4          BIOINFILTRATION               0  \n",
       "5          BIOINFILTRATION               0  \n",
       "6          BIOINFILTRATION               0  \n",
       "7          BIOINFILTRATION               0  \n",
       "8          BIOINFILTRATION               0  \n",
       "9          BIOINFILTRATION               0  \n",
       "10         BIOINFILTRATION               0  \n",
       "11         BIOINFILTRATION               0  \n",
       "12         BIOINFILTRATION               1  \n",
       "13         BIOINFILTRATION               2  \n",
       "14         BIOINFILTRATION               0  \n",
       "15         BIOINFILTRATION               0  \n",
       "16         BIOINFILTRATION               1  \n",
       "17         BIOINFILTRATION               0  \n",
       "18         BIOINFILTRATION               0  \n",
       "19         BIOINFILTRATION              11  \n",
       "20         BIOINFILTRATION               0  \n",
       "21         BIOINFILTRATION               0  \n",
       "22         BIOINFILTRATION               1  \n",
       "23         BIOINFILTRATION               0  \n",
       "24         BIOINFILTRATION               0  \n",
       "25         BIOINFILTRATION               0  \n",
       "26         BIOINFILTRATION               0  \n",
       "27         BIOINFILTRATION               0  \n",
       "28         BIOINFILTRATION               0  \n",
       "29         BIOINFILTRATION               0  \n",
       "...                    ...             ...  \n",
       "12020  WQ_TREATMENT_DEVICE               1  \n",
       "12021  WQ_TREATMENT_DEVICE               0  \n",
       "12022  WQ_TREATMENT_DEVICE               0  \n",
       "12023  WQ_TREATMENT_DEVICE               0  \n",
       "12024  WQ_TREATMENT_DEVICE               0  \n",
       "12025  WQ_TREATMENT_DEVICE               0  \n",
       "12026  WQ_TREATMENT_DEVICE               1  \n",
       "12027  WQ_TREATMENT_DEVICE               3  \n",
       "12028  WQ_TREATMENT_DEVICE               0  \n",
       "12029  WQ_TREATMENT_DEVICE               0  \n",
       "12030  WQ_TREATMENT_DEVICE               0  \n",
       "12031  WQ_TREATMENT_DEVICE               0  \n",
       "12032  WQ_TREATMENT_DEVICE               3  \n",
       "12033  WQ_TREATMENT_DEVICE               2  \n",
       "12034  WQ_TREATMENT_DEVICE               0  \n",
       "12035  WQ_TREATMENT_DEVICE               0  \n",
       "12036  WQ_TREATMENT_DEVICE               0  \n",
       "12037  WQ_TREATMENT_DEVICE               0  \n",
       "12038  WQ_TREATMENT_DEVICE               0  \n",
       "12039  WQ_TREATMENT_DEVICE               0  \n",
       "12040  WQ_TREATMENT_DEVICE               0  \n",
       "12041  WQ_TREATMENT_DEVICE               0  \n",
       "12042  WQ_TREATMENT_DEVICE               0  \n",
       "12043  WQ_TREATMENT_DEVICE               0  \n",
       "12044  WQ_TREATMENT_DEVICE               0  \n",
       "12045  WQ_TREATMENT_DEVICE               0  \n",
       "12046  WQ_TREATMENT_DEVICE               0  \n",
       "12047  WQ_TREATMENT_DEVICE               0  \n",
       "12048  WQ_TREATMENT_DEVICE               0  \n",
       "12049  WQ_TREATMENT_DEVICE               0  \n",
       "\n",
       "[12050 rows x 8 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#make a data frame with project categories, names, xy and time\n",
    "CNXYT_DF = df2[['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "       'GREEN_ROOF',  'POROUS_PAVEMENT',\n",
    "       'PROGRAM', 'SUBSURFACE_DETENTION_BASIN',\n",
    "       'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "       'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE', \n",
    "       'APPROVALDATE','NAME','X','Y','OVERALLSTATUSCATEGORY']] \n",
    "\n",
    "CNXYT_DF2 = pd.melt(CNXYT_DF, id_vars=['PROGRAM','NAME','X','Y','APPROVALDATE','OVERALLSTATUSCATEGORY'], value_vars=['BIOINFILTRATION', 'BIORETENTION', 'CISTERN',\n",
    "         'GREEN_ROOF', 'POROUS_PAVEMENT', 'SUBSURFACE_DETENTION_BASIN',\n",
    "         'SUBSURFACE_INFILTRATION_BASIN', 'SURFACE_DETENTION_BASIN',\n",
    "         'SURFACE_INFILTRATION_BASIN', 'WQ_TREATMENT_DEVICE'],var_name='projects', value_name='Project_Counts')\n",
    "\n",
    "\n",
    "CNXYT_DF2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Which Organizations have the highest respective number of projects "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "const spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"data\": {\"url\": \"altair-data-14b4f0ae74563ed5880ae1a90683a47f.json\", \"format\": {\"type\": \"json\"}}, \"mark\": \"rect\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"NAME\", \"scale\": {\"scheme\": \"tableau10\"}}, \"tooltip\": [{\"type\": \"quantitative\", \"field\": \"Project_Counts\"}, {\"type\": \"nominal\", \"field\": \"NAME\"}], \"x\": {\"type\": \"quantitative\", \"axis\": {\"tickSize\": 2, \"title\": \"Number of Projects\"}, \"field\": \"Project_Counts\", \"stack\": \"center\"}, \"y\": {\"type\": \"nominal\", \"axis\": null, \"field\": \"projects\"}}, \"selection\": {\"selector002\": {\"type\": \"interval\", \"bind\": \"scales\", \"encodings\": [\"x\", \"y\"]}}, \"title\": \"Organizations with highest number of Projects\", \"transform\": [{\"filter\": \"(datum.Project_Counts > 16)\"}], \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.4.0.json\"};\n",
       "const opt = {};\n",
       "const type = \"vega-lite\";\n",
       "const id = \"ab9ebd60-8310-418c-9c62-7dabc046fb95\";\n",
       "\n",
       "const output_area = this;\n",
       "\n",
       "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n",
       "  const target = document.createElement(\"div\");\n",
       "  target.id = id;\n",
       "  target.className = \"vega-embed\";\n",
       "\n",
       "  const style = document.createElement(\"style\");\n",
       "  style.textContent = [\n",
       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x10207f828>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#ab9ebd60-8310-418c-9c62-7dabc046fb95"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {
      "jupyter-vega": "#ab9ebd60-8310-418c-9c62-7dabc046fb95"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alt.Chart(CNXYT_DF2).mark_rect().encode(\n",
    "    alt.X('Project_Counts:Q', stack='center',\n",
    "        axis=alt.Axis(title='Number of Projects', tickSize=2)\n",
    "    ),\n",
    "    alt.Y('projects:N',axis=None),\n",
    "      alt.Color('NAME:N',\n",
    "        scale=alt.Scale(scheme='tableau10')\n",
    "    ),tooltip=['Project_Counts:Q','NAME:N']\n",
    ").properties(title='Organizations with highest number of Projects').transform_filter(alt.datum.Project_Counts > 16).interactive()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final Plot- Individual Projects over time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " My first instinct was to plot the individual projects over time as counts. __However__, in reality while some organizations did have a lot of projects, most organizations receiving grants for <font color='green'>Green Stormwater Infrastructure</font> have only a few. So there were a lot of points clustered at the bottom along the X axis. Let's look:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "const spec = {\"config\": {\"view\": {\"width\": 400, \"height\": 300}, \"mark\": {\"tooltip\": null}}, \"vconcat\": [{\"mark\": {\"type\": \"circle\", \"size\": 100}, \"encoding\": {\"color\": {\"type\": \"quantitative\", \"bin\": true, \"field\": \"Project_Counts\", \"scale\": {\"scheme\": \"plasma\"}}, \"shape\": {\"type\": \"nominal\", \"field\": \"OVERALLSTATUSCATEGORY\"}, \"tooltip\": [{\"type\": \"quantitative\", \"field\": \"Project_Counts\"}, {\"type\": \"nominal\", \"field\": \"OVERALLSTATUSCATEGORY\"}], \"x\": {\"type\": \"temporal\", \"field\": \"APPROVALDATE\", \"scale\": {\"domain\": {\"selection\": \"selector003\"}}}, \"x2\": {\"field\": \"OVERALLSTATUSCATEGORY\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"sum\", \"field\": \"Project_Counts\"}}, \"height\": 200, \"width\": 800}, {\"mark\": {\"type\": \"circle\", \"size\": 100}, \"encoding\": {\"color\": {\"type\": \"quantitative\", \"bin\": true, \"field\": \"Project_Counts\", \"scale\": {\"scheme\": \"plasma\"}}, \"shape\": {\"type\": \"nominal\", \"field\": \"OVERALLSTATUSCATEGORY\"}, \"tooltip\": [{\"type\": \"quantitative\", \"field\": \"Project_Counts\"}, {\"type\": \"nominal\", \"field\": \"OVERALLSTATUSCATEGORY\"}], \"x\": {\"type\": \"temporal\", \"field\": \"APPROVALDATE\", \"scale\": {\"domain\": {\"selection\": \"selector003\"}}}, \"x2\": {\"field\": \"OVERALLSTATUSCATEGORY\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"sum\", \"field\": \"Project_Counts\"}}, \"height\": 60, \"selection\": {\"selector003\": {\"type\": \"interval\", \"encodings\": [\"x\"]}}, \"width\": 800}], \"data\": {\"url\": \"altair-data-14b4f0ae74563ed5880ae1a90683a47f.json\", \"format\": {\"type\": \"json\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v3.4.0.json\"};\n",
       "const opt = {};\n",
       "const type = \"vega-lite\";\n",
       "const id = \"b0c08ae3-5de4-4da0-974c-dcd05adfbf96\";\n",
       "\n",
       "const output_area = this;\n",
       "\n",
       "require([\"nbextensions/jupyter-vega/index\"], function(vega) {\n",
       "  const target = document.createElement(\"div\");\n",
       "  target.id = id;\n",
       "  target.className = \"vega-embed\";\n",
       "\n",
       "  const style = document.createElement(\"style\");\n",
       "  style.textContent = [\n",
       "    \".vega-embed .error p {\",\n",
       "    \"  color: firebrick;\",\n",
       "    \"  font-size: 14px;\",\n",
       "    \"}\",\n",
       "  ].join(\"\\\\n\");\n",
       "\n",
       "  // element is a jQuery wrapped DOM element inside the output area\n",
       "  // see http://ipython.readthedocs.io/en/stable/api/generated/\\\n",
       "  // IPython.display.html#IPython.display.Javascript.__init__\n",
       "  element[0].appendChild(target);\n",
       "  element[0].appendChild(style);\n",
       "\n",
       "  vega.render(\"#\" + id, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== \"scripterror\") {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ],
      "text/plain": [
       "<vega.vegalite.VegaLite at 0x11f1907b8>"
      ]
     },
     "metadata": {
      "jupyter-vega": "#b0c08ae3-5de4-4da0-974c-dcd05adfbf96"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {
      "jupyter-vega": "#b0c08ae3-5de4-4da0-974c-dcd05adfbf96"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "interval = alt.selection_interval(encodings=['x'])\n",
    "## totals over the years\n",
    "big_chart =alt.Chart(df6).mark_line(point=True).encode(x=alt.X(\"APPROVALDATE:T\", timeUnit=\"year\", axis=alt.Axis()), y=\"sum(Project_Counts):Q\", tooltip=['sum(Project_Counts):Q'],\n",
    ").interactive()\n",
    "\n",
    "small_chart = alt.Chart(CNXYT_DF2).mark_circle(size=100).encode(alt.X('APPROVALDATE:T',timeUnit='datemonth'),alt.Y('sum(Project_Counts):Q'),alt.X2('OVERALLSTATUSCATEGORY:N'),tooltip=['Project_Counts','OVERALLSTATUSCATEGORY'],shape='OVERALLSTATUSCATEGORY',color=alt.Color('Project_Counts:Q',bin=True,scale=alt.Scale(scheme='plasma'))) \n",
    "\n",
    "chart = small_chart.properties(\n",
    "    width=800,\n",
    "    height=200\n",
    ").encode(\n",
    "    x=alt.X('APPROVALDATE:T',scale=alt.Scale(domain=interval.ref()))\n",
    ")\n",
    "\n",
    "view = chart.properties(\n",
    "    width=800,\n",
    "    height=60,\n",
    "    selection=interval\n",
    ")\n",
    "chart & view\n"
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}