{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4235cfaf-5e1d-49ac-bab9-4f1dc8b057d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "import textwrap\n",
    "import plotly.graph_objects as go\n",
    "import plotly.express as px\n",
    "import kaleido\n",
    "import addfips"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34c4ded6-fc29-4754-a7f7-d69559d4464f",
   "metadata": {},
   "source": [
    "# Obtaining NAICS data for PA\n",
    "---\n",
    "To make the 1.1 Section of the desk review we first need to obtain the cencus business data for PA\n",
    "\n",
    "The below function obtains the 2022 census (Most recent data year at time of writing) and returns it as a 2D array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d52921ed-3689-4aec-a841-1aefc34c7fa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_naics_data(api_url = \"https://api.census.gov/data/2022/ecnbasic?get=group(EC2200BASIC)&NAICS2022=pseudo(N0200.00)&ucgid=0400000US42\"):\n",
    "    try:\n",
    "        census_naics_json = requests.get(api_url)\n",
    "    \n",
    "        if census_naics_json.status_code == 200:\n",
    "            table_data = census_naics_json.json()\n",
    "            return table_data\n",
    "        else:\n",
    "            return []\n",
    "            \n",
    "    except requests.exceptions.RequestException as e:\n",
    "        print(\"Failed to get NAICS census data from the API. Verify that the url is still correct.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "09f5a056-f219-4a28-b3b1-2a5763508cd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['EMP', 'EMP_F', 'EMP_IMP', 'EMP_IMP_F', 'ESTAB', 'ESTAB_F', 'FIRM', 'FIRM_F', 'GEO_ID', 'GEO_ID_F', 'NAME', 'NAICS2022', 'NAICS2022_F', 'NAICS2022_LABEL', 'PAYANN', 'PAYANN_F', 'PAYANN_IMP', 'PAYANN_IMP_F', 'PAYQTR1', 'PAYQTR1_F', 'RCPTOT', 'RCPTOT_F', 'RCPTOT_IMP', 'RCPTOT_IMP_F', 'TAXSTAT', 'TAXSTAT_LABEL', 'TYPOP', 'TYPOP_LABEL', 'YEAR', 'NAICS2022', 'ucgid'], ['19792', None, '0', '2', '832', None, '614', None, '0400000US42', None, 'Pennsylvania', '21', None, 'Mining, quarrying, and oil and gas extraction', '1784460', None, '0', '2', '445665', None, '44369022', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '21', '0400000US42'], ['30844', None, '0', '1', '917', None, '252', None, '0400000US42', None, 'Pennsylvania', '22', None, 'Utilities', '3538744', None, '0', '0', '1078106', None, '32259552', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '22', '0400000US42'], ['39822', None, '0', '0', '4706', None, '4548', None, '0400000US42', None, 'Pennsylvania', '81', '119', 'Other services (except public administration)', '1781964', None, '0', '0', '416683', None, '25604266', None, '0', '0', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '81', '0400000US42'], ['261765', None, '0', '2', '28792', None, '28433', None, '0400000US42', None, 'Pennsylvania', '23', None, 'Construction', '18896978', None, '0', '0', '4007954', None, '93996998', None, '0', '1', '00', 'All establishments', '00', 'All establishments', '2022', '23', '0400000US42'], ['563035', None, '0', '2', '13377', None, '11984', None, '0400000US42', None, 'Pennsylvania', '31-33', None, 'Manufacturing', '36353647', None, '0', '2', '8835257', None, '262564512', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '31-33', '0400000US42'], ['252741', None, '0', '3', '12585', None, '9750', None, '0400000US42', None, 'Pennsylvania', '42', None, 'Wholesale trade', '21162185', None, '0', '4', '5607679', None, '411318239', None, '0', '1', '00', 'All establishments', '00', 'All establishments', '2022', '42', '0400000US42'], ['202600', None, '0', '3', '10632', None, '8321', None, '0400000US42', None, 'Pennsylvania', '42', None, 'Wholesale trade', '15143956', None, '0', '3', '3728627', None, '259322722', None, '0', '1', '00', 'All establishments', '10', \"Merchant wholesalers, except manufacturers' sales branches and offices\", '2022', '42', '0400000US42'], ['40420', None, '0', '6', '732', None, '330', None, '0400000US42', None, 'Pennsylvania', '42', None, 'Wholesale trade', '5294916', None, '0', '7', '1708821', None, '121491259', None, '0', '1', '00', 'All establishments', '20', \"Manufacturers' sales branches and offices\", '2022', '42', '0400000US42'], ['689445', None, '0', '2', '40165', None, '24552', None, '0400000US42', None, 'Pennsylvania', '44-45', None, 'Retail trade', '22798490', None, '0', '2', '5482917', None, '301886383', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '44-45', '0400000US42'], ['272785', None, '0', '2', '10858', None, '8798', None, '0400000US42', None, 'Pennsylvania', '48-49', '107', 'Transportation and warehousing', '13976679', None, '0', '2', '3337124', None, '42748848', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '48-49', '0400000US42'], ['107284', None, '0', '3', '5645', None, '2877', None, '0400000US42', None, 'Pennsylvania', '51', None, 'Information', '10240723', None, '0', '3', '2874268', None, '47462326', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '51', '0400000US42'], ['319889', None, '0', '2', '17692', None, '8906', None, '0400000US42', None, 'Pennsylvania', '52', '115', 'Finance and insurance', '32714999', None, '0', '2', '10239224', None, '270729542', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '52', '0400000US42'], ['77732', None, '0', '2', '11674', None, '8702', None, '0400000US42', None, 'Pennsylvania', '53', None, 'Real estate and rental and leasing', '4747740', None, '0', '1', '1182233', None, '27046613', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '53', '0400000US42'], ['391239', None, '0', '2', '30362', None, '27665', None, '0400000US42', None, 'Pennsylvania', '54', None, 'Professional, scientific, and technical services', '35025855', None, '0', '2', '8635386', None, '92640000', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '54', '0400000US42'], ['385749', None, '0', '2', '30161', None, '27552', None, '0400000US42', None, 'Pennsylvania', '54', None, 'Professional, scientific, and technical services', '34609148', None, '0', '2', '8540229', None, '91663124', None, '0', '3', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '54', '0400000US42'], ['5490', None, '0', '2', '201', None, '118', None, '0400000US42', None, 'Pennsylvania', '54', None, 'Professional, scientific, and technical services', '416707', None, '0', '1', '95157', None, '976876', None, '0', '3', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '54', '0400000US42'], ['243649', None, '0', '3', '2356', None, '1369', None, '0400000US42', None, 'Pennsylvania', '55', None, 'Management of companies and enterprises', '22253581', None, '0', '3', '6614090', None, '2963566', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '55', '0400000US42'], ['362904', None, '0', '2', '16769', None, '14161', None, '0400000US42', None, 'Pennsylvania', '56', None, 'Administrative and support and waste management and remediation services', '16073022', None, '0', '2', '3744495', None, '41378855', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '56', '0400000US42'], ['524181', None, '0', '3', '8729', None, '3414', None, '0400000US42', None, 'Pennsylvania', '62', None, 'Health care and social assistance', '29549195', None, '0', '3', '6932316', None, '80068178', None, '0', '4', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '62', '0400000US42'], ['26627', None, '0', '1', '2860', None, '2720', None, '0400000US42', None, 'Pennsylvania', '61', '117', 'Educational services', '957785', None, '0', '1', '222531', None, '2767178', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '61', '0400000US42'], ['18878', None, '0', '2', '2270', None, '2163', None, '0400000US42', None, 'Pennsylvania', '61', '117', 'Educational services', '600188', None, '0', '2', '137158', None, '1844599', None, '0', '3', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '61', '0400000US42'], ['7749', None, '0', '1', '590', None, '558', None, '0400000US42', None, 'Pennsylvania', '61', '117', 'Educational services', '357597', None, '0', '1', '85373', None, '922579', None, '0', '1', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '61', '0400000US42'], ['1109625', None, '0', '2', '39375', None, '23841', None, '0400000US42', None, 'Pennsylvania', '62', None, 'Health care and social assistance', '61823458', None, '0', '2', '14423975', None, '154216328', None, '0', '4', '00', 'All establishments', '00', 'All establishments', '2022', '62', '0400000US42'], ['585444', None, '0', '2', '30646', None, '20539', None, '0400000US42', None, 'Pennsylvania', '62', None, 'Health care and social assistance', '32274263', None, '0', '2', '7491659', None, '74148150', None, '0', '4', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '62', '0400000US42'], ['100712', None, '0', '1', '5076', None, '4693', None, '0400000US42', None, 'Pennsylvania', '71', None, 'Arts, entertainment, and recreation', '4172509', None, '0', '0', '881024', None, '13079147', None, '0', '1', '00', 'All establishments', '00', 'All establishments', '2022', '71', '0400000US42'], ['69561', None, '0', '2', '3762', None, '3501', None, '0400000US42', None, 'Pennsylvania', '71', None, 'Arts, entertainment, and recreation', '3218925', None, '0', '1', '684522', None, '10360135', None, '0', '1', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '71', '0400000US42'], ['31151', None, '0', '1', '1314', None, '1194', None, '0400000US42', None, 'Pennsylvania', '71', None, 'Arts, entertainment, and recreation', '953584', None, '0', '0', '196502', None, '2719012', None, '0', '0', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '71', '0400000US42'], ['462379', None, '0', '1', '29042', None, '23281', None, '0400000US42', None, 'Pennsylvania', '72', None, 'Accommodation and food services', '9724441', None, '0', '1', '2193189', None, '34888736', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '72', '0400000US42'], ['162373', None, '0', '1', '26781', None, '24498', None, '0400000US42', None, 'Pennsylvania', '81', '119', 'Other services (except public administration)', '6204798', None, '0', '1', '1420492', None, '40428262', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '81', '0400000US42'], ['122551', None, '0', '1', '22075', None, '19955', None, '0400000US42', None, 'Pennsylvania', '81', '119', 'Other services (except public administration)', '4422834', None, '0', '1', '1003809', None, '14823996', None, '0', '2', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '81', '0400000US42']]\n"
     ]
    }
   ],
   "source": [
    "naics_data = get_naics_data()\n",
    "print(naics_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d30062d9-d88f-4bf8-8f62-65030aabae86",
   "metadata": {},
   "outputs": [],
   "source": [
    "column_names = naics_data[0]\n",
    "records = naics_data[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6818b1ee-87cb-491d-b922-98f7352be74b",
   "metadata": {},
   "outputs": [],
   "source": [
    "naics_df = pd.DataFrame(records, columns=column_names)\n",
    "# Convert the establishments column into an int so we can sum it\n",
    "naics_df[\"ESTAB\"] = naics_df[\"ESTAB\"].map(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2cb0774-2a62-4332-b2d7-0edfd65edc22",
   "metadata": {},
   "source": [
    "# Obtaining data for NAICS codes 92 and 11\n",
    "---\n",
    "The main US Census data does not cover codes 92 (goverment operated institutions) and 11 (agriculture)\n",
    "\n",
    "Government institutions are left out as the census is meant to cover only the private sector. Agriculture is left out as it is considered the responsability of the USDA\n",
    "\n",
    "Therefore we need to query both of these institutions to get a count of establishments\n",
    "\n",
    "Developer documentation here: https://www.bls.gov/developers/api_python.htm#python2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d37f711-37c3-4e0e-9bc2-05f12e483f6d",
   "metadata": {},
   "source": [
    "### Get the code 92 data from the BLS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1c8228fc-015e-468b-82ae-6b7340eea6cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data obtained from http://data.bls.gov/cew/data/api/2022/a/area/42000.csv\n",
      "5047 NAICS 92 organizations\n"
     ]
    }
   ],
   "source": [
    "import urllib \n",
    "import urllib.request\n",
    "import io\n",
    "# 42000 is the code for PA\n",
    "def get_bls_public_admin_data(year, area_code=\"42000\", api_url=\"http://data.bls.gov/cew/data/api/[YEAR]/a/area/[AREA].csv\"):\n",
    "    api_url = api_url.replace(\"[YEAR]\",year)\n",
    "    api_url = api_url.replace(\"[AREA]\",area_code.upper())\n",
    "    \n",
    "    httpStream = urllib.request.urlopen(api_url)\n",
    "    csv = httpStream.read()\n",
    "    httpStream.close()\n",
    "    \n",
    "    print(\"Data obtained from\", api_url)\n",
    "    return pd.read_csv(io.StringIO(csv.decode('UTF-8')))\n",
    "    \n",
    "\n",
    "bls_df = get_bls_public_admin_data(\"2022\")\n",
    "\n",
    "# Summing here because there will be 3 sums within this data. One for local, state, and federal institutions\n",
    "naics_92_count = bls_df[bls_df[\"industry_code\"].str.strip() == \"92\"]['annual_avg_estabs'].sum()\n",
    "bls_df.to_csv(\"bls_naics_data.csv\")\n",
    "print(naics_92_count, \"NAICS 92 organizations\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c9c95796-d77a-4360-9b63-36dc1c0ef058",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "eab31e30-c128-47ee-9d42-53ef852eb6bf",
   "metadata": {},
   "source": [
    "### Get the code 11 data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4366e29e-e8d3-417f-bd27-32416fb26eea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://quickstats.nass.usda.gov/api/api_GET/?key=72A4453A-E4CB-3D1C-BF42-03B6FAF9E7E6&source_desc=CENSUS&sector_desc=ECONOMICS&group_desc=FARMS+%26+LAND+%26+ASSETS&commodity_desc=FARM+OPERATIONS&unit_desc=OPERATIONS&agg_level_desc=STATE&state_alpha=PA&domain_desc=TOTAL&short_desc=FARM+OPERATIONS+-+NUMBER+OF+OPERATIONS&year=2022&format=csv\n",
      "49053  farm operations in PA\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import urllib.parse\n",
    "import io\n",
    "\n",
    "def get_farm_operations():\n",
    "    API_KEY = \"72A4453A-E4CB-3D1C-BF42-03B6FAF9E7E6\"\n",
    "    SOURCE_DESC = \"CENSUS\"\n",
    "    SECTOR_DESC = \"ECONOMICS\"\n",
    "    GROUP_DESC = \"FARMS & LAND & ASSETS\"\n",
    "    COMMODITY_DESC = \"FARM OPERATIONS\"\n",
    "    UNIT_DESC = \"OPERATIONS\"\n",
    "    AGG_LEVEL = \"STATE\"\n",
    "    STATE_ALPHA = \"PA\"\n",
    "    DOMAIN_DESC = \"TOTAL\"\n",
    "    SHORT_DESC = \"FARM OPERATIONS - NUMBER OF OPERATIONS\"\n",
    "    YEAR = \"2022\"\n",
    "    \n",
    "    api_url = f\"https://quickstats.nass.usda.gov/api/api_GET/?key={API_KEY}&source_desc={SOURCE_DESC}&sector_desc={SECTOR_DESC}&group_desc={urllib.parse.quote_plus(GROUP_DESC)}&commodity_desc={urllib.parse.quote_plus(COMMODITY_DESC)}&unit_desc={UNIT_DESC}&agg_level_desc={AGG_LEVEL}&state_alpha={STATE_ALPHA}&domain_desc={DOMAIN_DESC}&short_desc={urllib.parse.quote_plus(SHORT_DESC)}&year={YEAR}&format=csv\"\n",
    "    print(api_url)\n",
    "    result = requests.get(api_url)\n",
    "\n",
    "    if result.status_code == 200:\n",
    "        return pd.read_csv(io.StringIO(result.text))\n",
    "    else:\n",
    "        raise Exception(\"Could not query quickstats API, check the url!\")\n",
    "\n",
    "naics_11_df = get_farm_operations()\n",
    "\n",
    "naics_11_count = int(str(naics_11_df.iloc[0][\"Value\"]).replace(\",\", \"\"))\n",
    "print(naics_11_count, \" farm operations in PA\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e36493e8-1df6-4a63-880b-a1a9b7592662",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "465076 Total businesses in PA recorded in the census\n"
     ]
    }
   ],
   "source": [
    "# This is the column containing the count of establishments in each NAICS code\n",
    "total_establishments = naics_df[\"ESTAB\"].sum() + naics_92_count + naics_11_count\n",
    "print(total_establishments, \"Total businesses in PA recorded in the census\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21911f6d-80a8-46e9-8e67-d100950a1af9",
   "metadata": {},
   "source": [
    "# Aggregating NAICS establishment counts\n",
    "---\n",
    "There are multiple records for each NAICS code as there are subcategories. We do not care about those so I will group and sum them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5867ff9e-052f-44aa-8961-a74dfad6b586",
   "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>NAICS_CODE</th>\n",
       "      <th>ESTAB</th>\n",
       "      <th>NAICS2022_LABEL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>92</td>\n",
       "      <td>5047</td>\n",
       "      <td>Government Institutions (local, state, and fed...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>81</td>\n",
       "      <td>53562</td>\n",
       "      <td>Other services (except public administration)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>72</td>\n",
       "      <td>29042</td>\n",
       "      <td>Accommodation and food services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>71</td>\n",
       "      <td>10152</td>\n",
       "      <td>Arts, entertainment, and recreation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62</td>\n",
       "      <td>78750</td>\n",
       "      <td>Health care and social assistance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>61</td>\n",
       "      <td>5720</td>\n",
       "      <td>Educational services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>56</td>\n",
       "      <td>16769</td>\n",
       "      <td>Administrative and support and waste managemen...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55</td>\n",
       "      <td>2356</td>\n",
       "      <td>Management of companies and enterprises</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>54</td>\n",
       "      <td>60724</td>\n",
       "      <td>Professional, scientific, and technical services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>53</td>\n",
       "      <td>11674</td>\n",
       "      <td>Real estate and rental and leasing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>52</td>\n",
       "      <td>17692</td>\n",
       "      <td>Finance and insurance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51</td>\n",
       "      <td>5645</td>\n",
       "      <td>Information</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>48-49</td>\n",
       "      <td>10858</td>\n",
       "      <td>Transportation and warehousing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>44-45</td>\n",
       "      <td>40165</td>\n",
       "      <td>Retail trade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>42</td>\n",
       "      <td>23949</td>\n",
       "      <td>Wholesale trade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31-33</td>\n",
       "      <td>13377</td>\n",
       "      <td>Manufacturing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23</td>\n",
       "      <td>28792</td>\n",
       "      <td>Construction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22</td>\n",
       "      <td>917</td>\n",
       "      <td>Utilities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21</td>\n",
       "      <td>832</td>\n",
       "      <td>Mining, quarrying, and oil and gas extraction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11</td>\n",
       "      <td>49053</td>\n",
       "      <td>Farm Operations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing NAICS value</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NAICS_CODE  ESTAB                                    NAICS2022_LABEL\n",
       "18         92   5047  Government Institutions (local, state, and fed...\n",
       "17         81  53562      Other services (except public administration)\n",
       "16         72  29042                    Accommodation and food services\n",
       "15         71  10152                Arts, entertainment, and recreation\n",
       "14         62  78750                  Health care and social assistance\n",
       "13         61   5720                               Educational services\n",
       "12         56  16769  Administrative and support and waste managemen...\n",
       "11         55   2356            Management of companies and enterprises\n",
       "10         54  60724   Professional, scientific, and technical services\n",
       "9          53  11674                 Real estate and rental and leasing\n",
       "8          52  17692                              Finance and insurance\n",
       "7          51   5645                                        Information\n",
       "6       48-49  10858                     Transportation and warehousing\n",
       "5       44-45  40165                                       Retail trade\n",
       "4          42  23949                                    Wholesale trade\n",
       "3       31-33  13377                                      Manufacturing\n",
       "2          23  28792                                       Construction\n",
       "1          22    917                                          Utilities\n",
       "0          21    832      Mining, quarrying, and oil and gas extraction\n",
       "19         11  49053                                    Farm Operations\n",
       "20          0      0                                Missing NAICS value"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new NAICS code column as there are two in the data for whatever reason\n",
    "naics_df[\"NAICS_CODE\"] = naics_df[\"NAICS2022\"].iloc[:, 0]\n",
    "\n",
    "# Group the records by their NAICS_CODE and name, then aggregate the sums for the groups\n",
    "naics_df = naics_df.groupby(\n",
    "    ['NAICS_CODE']\n",
    ").agg({\"ESTAB\": \"sum\", \"NAICS2022_LABEL\": \"first\"}).reset_index()\n",
    "\n",
    "# Append the NAICS 92 data\n",
    "\n",
    "naics_92_data = pd.DataFrame({\n",
    "    'NAICS_CODE': [\"92\"],\n",
    "    'NAICS2022_LABEL': [\"Government Institutions (local, state, and federal)\"],\n",
    "    'ESTAB': [naics_92_count]\n",
    "})\n",
    "\n",
    "naics_11_data = pd.DataFrame({\n",
    "    'NAICS_CODE': [\"11\"],\n",
    "    'NAICS2022_LABEL': [\"Farm Operations\"],\n",
    "    'ESTAB': [naics_11_count]\n",
    "})\n",
    "\n",
    "# So we have a sentinal value that means no value. NAICS 0 does not exist\n",
    "missing_data = pd.DataFrame({\n",
    "     'NAICS_CODE': [\"0\"],\n",
    "     'NAICS2022_LABEL': [\"Missing NAICS value\"],\n",
    "     'ESTAB': [0]\n",
    "})\n",
    "\n",
    "naics_df = pd.concat([naics_df, naics_92_data, naics_11_data, missing_data], ignore_index=True)\n",
    "naics_df = naics_df.sort_values(by='NAICS_CODE', ascending=False)\n",
    "naics_df.head(60)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a59e45d-d2cb-41ea-83c8-4879a10c9451",
   "metadata": {},
   "source": [
    "# Adding a percentage to each NAICS code\n",
    "---\n",
    "Now that we have a total count for the number of all establishments, we need to calculate the percentage each code makes up of the total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "63482154-c2b7-42da-a93e-b4b44c6a443f",
   "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>NAICS_CODE</th>\n",
       "      <th>ESTAB</th>\n",
       "      <th>NAICS2022_LABEL</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62</td>\n",
       "      <td>78750</td>\n",
       "      <td>Health care and social assistance</td>\n",
       "      <td>16.932716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>54</td>\n",
       "      <td>60724</td>\n",
       "      <td>Professional, scientific, and technical services</td>\n",
       "      <td>13.056791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>81</td>\n",
       "      <td>53562</td>\n",
       "      <td>Other services (except public administration)</td>\n",
       "      <td>11.516827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11</td>\n",
       "      <td>49053</td>\n",
       "      <td>Farm Operations</td>\n",
       "      <td>10.547308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>44-45</td>\n",
       "      <td>40165</td>\n",
       "      <td>Retail trade</td>\n",
       "      <td>8.636223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>72</td>\n",
       "      <td>29042</td>\n",
       "      <td>Accommodation and food services</td>\n",
       "      <td>6.244571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23</td>\n",
       "      <td>28792</td>\n",
       "      <td>Construction</td>\n",
       "      <td>6.190816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>42</td>\n",
       "      <td>23949</td>\n",
       "      <td>Wholesale trade</td>\n",
       "      <td>5.149481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>52</td>\n",
       "      <td>17692</td>\n",
       "      <td>Finance and insurance</td>\n",
       "      <td>3.804109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>56</td>\n",
       "      <td>16769</td>\n",
       "      <td>Administrative and support and waste managemen...</td>\n",
       "      <td>3.605647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31-33</td>\n",
       "      <td>13377</td>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>2.876304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>53</td>\n",
       "      <td>11674</td>\n",
       "      <td>Real estate and rental and leasing</td>\n",
       "      <td>2.510127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>48-49</td>\n",
       "      <td>10858</td>\n",
       "      <td>Transportation and warehousing</td>\n",
       "      <td>2.334672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>71</td>\n",
       "      <td>10152</td>\n",
       "      <td>Arts, entertainment, and recreation</td>\n",
       "      <td>2.182869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>61</td>\n",
       "      <td>5720</td>\n",
       "      <td>Educational services</td>\n",
       "      <td>1.229907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51</td>\n",
       "      <td>5645</td>\n",
       "      <td>Information</td>\n",
       "      <td>1.213780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>92</td>\n",
       "      <td>5047</td>\n",
       "      <td>Government Institutions (local, state, and fed...</td>\n",
       "      <td>1.085199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55</td>\n",
       "      <td>2356</td>\n",
       "      <td>Management of companies and enterprises</td>\n",
       "      <td>0.506584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22</td>\n",
       "      <td>917</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>0.197172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21</td>\n",
       "      <td>832</td>\n",
       "      <td>Mining, quarrying, and oil and gas extraction</td>\n",
       "      <td>0.178895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing NAICS value</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NAICS_CODE  ESTAB                                    NAICS2022_LABEL  \\\n",
       "14         62  78750                  Health care and social assistance   \n",
       "10         54  60724   Professional, scientific, and technical services   \n",
       "17         81  53562      Other services (except public administration)   \n",
       "19         11  49053                                    Farm Operations   \n",
       "5       44-45  40165                                       Retail trade   \n",
       "16         72  29042                    Accommodation and food services   \n",
       "2          23  28792                                       Construction   \n",
       "4          42  23949                                    Wholesale trade   \n",
       "8          52  17692                              Finance and insurance   \n",
       "12         56  16769  Administrative and support and waste managemen...   \n",
       "3       31-33  13377                                      Manufacturing   \n",
       "9          53  11674                 Real estate and rental and leasing   \n",
       "6       48-49  10858                     Transportation and warehousing   \n",
       "15         71  10152                Arts, entertainment, and recreation   \n",
       "13         61   5720                               Educational services   \n",
       "7          51   5645                                        Information   \n",
       "18         92   5047  Government Institutions (local, state, and fed...   \n",
       "11         55   2356            Management of companies and enterprises   \n",
       "1          22    917                                          Utilities   \n",
       "0          21    832      Mining, quarrying, and oil and gas extraction   \n",
       "20          0      0                                Missing NAICS value   \n",
       "\n",
       "    Percentage  \n",
       "14   16.932716  \n",
       "10   13.056791  \n",
       "17   11.516827  \n",
       "19   10.547308  \n",
       "5     8.636223  \n",
       "16    6.244571  \n",
       "2     6.190816  \n",
       "4     5.149481  \n",
       "8     3.804109  \n",
       "12    3.605647  \n",
       "3     2.876304  \n",
       "9     2.510127  \n",
       "6     2.334672  \n",
       "15    2.182869  \n",
       "13    1.229907  \n",
       "7     1.213780  \n",
       "18    1.085199  \n",
       "11    0.506584  \n",
       "1     0.197172  \n",
       "0     0.178895  \n",
       "20    0.000000  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "naics_df[\"Percentage\"] = (naics_df[\"ESTAB\"] / total_establishments) * 100\n",
    "#naics_df = naics_df[naics_df['NAICS2022_LABEL'].notna() & (naics_df['NAICS2022_LABEL'] != '')]\n",
    "naics_df = naics_df.sort_values(by=['Percentage'], ascending=False)\n",
    "naics_df.head(30)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "218de75d-65c7-46e0-888b-27af0bcc6f80",
   "metadata": {},
   "source": [
    "# Displaying NAICS source data\n",
    "---\n",
    "Now we need a way to show this data in the final report, lets make a table of it. For this I'll be using plotly as matplotlib does not have the needed utilities for making good tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9f263ae7-11c9-47b8-900e-844a54fffe38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "cells": {
          "align": [
           "left",
           "left",
           "right"
          ],
          "fill": {
           "color": "#bad4d6"
          },
          "font": {
           "color": "black",
           "size": 11
          },
          "values": [
           [
            "62",
            "54",
            "81",
            "11",
            "44-45",
            "72",
            "23",
            "42",
            "52",
            "56",
            "31-33",
            "53",
            "48-49",
            "71",
            "61",
            "51",
            "92",
            "55",
            "22",
            "21",
            "0"
           ],
           [
            "Health care and social assistance",
            "Professional, scientific, and technical<br>services",
            "Other services (except public administration)",
            "Farm Operations",
            "Retail trade",
            "Accommodation and food services",
            "Construction",
            "Wholesale trade",
            "Finance and insurance",
            "Administrative and support and waste<br>management and remediation services",
            "Manufacturing",
            "Real estate and rental and leasing",
            "Transportation and warehousing",
            "Arts, entertainment, and recreation",
            "Educational services",
            "Information",
            "Government Institutions (local, state, and<br>federal)",
            "Management of companies and enterprises",
            "Utilities",
            "Mining, quarrying, and oil and gas extraction",
            "Missing NAICS value"
           ],
           [
            "16.93%",
            "13.06%",
            "11.52%",
            "10.55%",
            "8.64%",
            "6.24%",
            "6.19%",
            "5.15%",
            "3.80%",
            "3.61%",
            "2.88%",
            "2.51%",
            "2.33%",
            "2.18%",
            "1.23%",
            "1.21%",
            "1.09%",
            "0.51%",
            "0.20%",
            "0.18%",
            "0.00%"
           ]
          ]
         },
         "columnwidth": [
          0.15,
          0.5,
          0.15
         ],
         "header": {
          "fill": {
           "color": "#6ebe4d"
          },
          "values": [
           "Sector",
           "Definition",
           "PA Census Percentage"
          ]
         },
         "type": "table"
        }
       ],
       "layout": {
        "height": 575,
        "margin": {
         "b": 10,
         "l": 10,
         "r": 10,
         "t": 10
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "width": 500
       }
      },
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table_headers = [\"Sector\", \"Definition\", \"PA Census Percentage\"]\n",
    "\n",
    "# For whatever reason, there are 2 of these identical columns\n",
    "naics_codes = naics_df[\"NAICS_CODE\"]\n",
    "naics_code_names = naics_df[\"NAICS2022_LABEL\"]\n",
    "percentages = [f\"{x:.2f}%\" for x in naics_df[\"Percentage\"]]\n",
    "\n",
    "# --- 2. Create a new list of \"wrapped\" names ---\n",
    "# This loops through each name, wraps it at 45 characters,\n",
    "# and joins the lines with an HTML break <br>\n",
    "width = 45  # Adjust this width as needed\n",
    "wrapped_names = ['<br>'.join(textwrap.wrap(name, width=width)) for name in naics_code_names]\n",
    "\n",
    "\n",
    "fig = go.Figure(data=[\n",
    "    go.Table(\n",
    "        header=dict(values=table_headers, fill_color='#6ebe4d'),\n",
    "        cells=dict(\n",
    "            # --- 3. Use the new 'wrapped_names' list ---\n",
    "            values=[naics_codes, wrapped_names, percentages],\n",
    "            \n",
    "            # --- 4. REMOVE the height=100 parameter ---\n",
    "            # This lets Plotly auto-size the row height to fit the wrapped text.\n",
    "            \n",
    "            # Optional: Align all text to the left/top for readability\n",
    "            align=['left', 'left', 'right'],\n",
    "            font=dict(size=11, color='black'),\n",
    "            fill_color='#bad4d6'\n",
    "        ),\n",
    "        columnwidth=[0.15, 0.5, 0.15], # Your column widths are good\n",
    "    )]\n",
    ")\n",
    "\n",
    "fig.update_layout(\n",
    "    height=575,\n",
    "    width=500,\n",
    "    margin=dict(l=10, r=10, t=10, b=10)\n",
    ")\n",
    "        \n",
    "\n",
    "fig.show()\n",
    "\n",
    "fig.write_image(\"sector_table.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6f73aa0-a9fc-4b78-8829-d252b24a745e",
   "metadata": {},
   "source": [
    "# Cleaning Up the Neoserra Data\n",
    "---\n",
    "Now that we have the census data cleaned up and in a usable form, we need to merge it with the neoserra data in a graphic that compares the NAICS codes of the clients served.\n",
    "\n",
    "The data for this section can be obtained by running the following filter and exporting a quick report: https://pasbdc.neoserra.com/clients?__formid=3&remove=&savename=&sort=CLIENT_ID&sortdir=ASC&expr=&field_1=REVIEWID&opt_1=13213656&field_2=&sortdir=ASC\n",
    "\n",
    "OR by going to this goalcard and following through to the clients served: https://pasbdc.neoserra.com/scorecards/goalset/708"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e2bd80bd-db49-4e8d-89d3-2d6b2b2aa85e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11050 Clients Total\n"
     ]
    },
    {
     "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>Client ID</th>\n",
       "      <th>Client</th>\n",
       "      <th>Last Counseling</th>\n",
       "      <th>Center</th>\n",
       "      <th>Physical Address County</th>\n",
       "      <th>NAICs</th>\n",
       "      <th>Primary NAICS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WD04170</td>\n",
       "      <td>\\tProinnov@ LLC (WD04170)</td>\n",
       "      <td>9/9/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WD02759</td>\n",
       "      <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
       "      <td>10/20/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
       "      <td>531390 - Other Activities Related to Real Esta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PS018402</td>\n",
       "      <td>Anjie's Cleaning Bees (PS018402)</td>\n",
       "      <td>10/14/2024 12:00 AM</td>\n",
       "      <td>Penn State SBDC</td>\n",
       "      <td>Lycoming</td>\n",
       "      <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C8538</td>\n",
       "      <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
       "      <td>10/17/2025 12:00 AM</td>\n",
       "      <td>PennWest University Clarion SBDC</td>\n",
       "      <td>Clarion</td>\n",
       "      <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
       "      <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BU016079</td>\n",
       "      <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
       "      <td>10/21/2024 12:00 AM</td>\n",
       "      <td>Bucknell SBDC</td>\n",
       "      <td>Union</td>\n",
       "      <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>312130 - Wineries \\r\\r\\n</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Client ID                                             Client  \\\n",
       "0   WD04170                          \\tProinnov@ LLC (WD04170)   \n",
       "1   WD02759   \"C.J.A.\"/ Crawley Jones and Allen real estate...   \n",
       "2  PS018402                   Anjie's Cleaning Bees (PS018402)   \n",
       "3     C8538                   BRENIMAN PROPERTIES, LLC (C8538)   \n",
       "4  BU016079               Civil War Cider Co., Inc. (BU016079)   \n",
       "\n",
       "       Last Counseling                            Center  \\\n",
       "0    9/9/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "1  10/20/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "2  10/14/2024 12:00 AM                   Penn State SBDC   \n",
       "3  10/17/2025 12:00 AM  PennWest University Clarion SBDC   \n",
       "4  10/21/2024 12:00 AM                     Bucknell SBDC   \n",
       "\n",
       "  Physical Address County                                              NAICs  \\\n",
       "0            Philadelphia                                                NaN   \n",
       "1                Delaware  531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...   \n",
       "2                Lycoming              561720-JanitorialServices\\r\\r\\n\\r\\r\\n   \n",
       "3                 Clarion  531120-LessorsofNonresidentialBuildings(except...   \n",
       "4                   Union                        312130-Wineries\\r\\r\\n\\r\\r\\n   \n",
       "\n",
       "                                       Primary NAICS  \n",
       "0                                                NaN  \n",
       "1  531390 - Other Activities Related to Real Esta...  \n",
       "2                561720 - Janitorial Services \\r\\r\\n  \n",
       "3  531120 - Lessors of Nonresidential Buildings (...  \n",
       "4                           312130 - Wineries \\r\\r\\n  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client_naics_df = pd.read_csv(\"clients_naics_data.csv\")\n",
    "client_count = client_naics_df.shape[0]\n",
    "print(client_count,\"Clients Total\")\n",
    "client_naics_df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "539b75ad-c032-478e-9d35-514eecbe1ed4",
   "metadata": {},
   "outputs": [],
   "source": [
    "missing_naics_df = client_naics_df[client_naics_df[\"NAICs\"].isna() & client_naics_df[\"Primary NAICS\"].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e3d34a69-5f0a-4a68-9da3-2d202cdbbe77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1526 Clients with missing NAICS values\n"
     ]
    },
    {
     "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>Client ID</th>\n",
       "      <th>Client</th>\n",
       "      <th>Last Counseling</th>\n",
       "      <th>Center</th>\n",
       "      <th>Physical Address County</th>\n",
       "      <th>NAICs</th>\n",
       "      <th>Primary NAICS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WD04170</td>\n",
       "      <td>\\tProinnov@ LLC (WD04170)</td>\n",
       "      <td>9/9/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WD04124</td>\n",
       "      <td>Diaz Flat Fix La guinea (WD04124)</td>\n",
       "      <td>9/9/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>BU018452</td>\n",
       "      <td>\"Nick\" Martin Shelbo (BU018452)</td>\n",
       "      <td>7/3/2025 12:00 AM</td>\n",
       "      <td>Bucknell SBDC</td>\n",
       "      <td>Northumberland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>KUP269380</td>\n",
       "      <td>????? ?????????? (KUP269380)</td>\n",
       "      <td>2/14/2025 12:00 AM</td>\n",
       "      <td>Kutztown University SBDC</td>\n",
       "      <td>Chester</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>025327</td>\n",
       "      <td>@companion carers Inc (025327)</td>\n",
       "      <td>9/29/2025 12:00 AM</td>\n",
       "      <td>LE - LEHIGH UNIVERSITY SBDC</td>\n",
       "      <td>Bucks</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Client ID                              Client     Last Counseling  \\\n",
       "0     WD04170           \\tProinnov@ LLC (WD04170)   9/9/2025 12:00 AM   \n",
       "6     WD04124   Diaz Flat Fix La guinea (WD04124)   9/9/2025 12:00 AM   \n",
       "23   BU018452     \"Nick\" Martin Shelbo (BU018452)   7/3/2025 12:00 AM   \n",
       "27  KUP269380        ????? ?????????? (KUP269380)  2/14/2025 12:00 AM   \n",
       "28     025327      @companion carers Inc (025327)  9/29/2025 12:00 AM   \n",
       "\n",
       "                         Center Physical Address County NAICs Primary NAICS  \n",
       "0             WD - WIDENER SBDC            Philadelphia   NaN           NaN  \n",
       "6             WD - WIDENER SBDC            Philadelphia   NaN           NaN  \n",
       "23                Bucknell SBDC          Northumberland   NaN           NaN  \n",
       "27    Kutztown University SBDC                  Chester   NaN           NaN  \n",
       "28  LE - LEHIGH UNIVERSITY SBDC                   Bucks   NaN           NaN  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_count = missing_naics_df.shape[0]\n",
    "print(missing_count, \"Clients with missing NAICS values\")\n",
    "missing_naics_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "869bddcd-e75d-4ca7-8ba4-abc089f08563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13.81% of clients are missing NAICS values\n"
     ]
    }
   ],
   "source": [
    "print(f\"{(missing_count / client_count) * 100 :.2f}%\", \"of clients are missing NAICS values\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adb5a9a8-2b22-40c8-8387-d775040a85d3",
   "metadata": {},
   "source": [
    "# Combining the data\n",
    "---\n",
    "Now we need to take the census data we downloaded before, and tag each client with the assocaited percentage.\n",
    "\n",
    "The first step of this is to turn the 6 digit code into a 2 digit identifier. To do this we just take the first 2 digits.\n",
    "\n",
    "We also need to process the census data a little bit more because of the ranges of codes used within the counts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cc6327a9-8c6d-4634-85d1-c1043d9dcaab",
   "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>Client ID</th>\n",
       "      <th>Client</th>\n",
       "      <th>Last Counseling</th>\n",
       "      <th>Center</th>\n",
       "      <th>Physical Address County</th>\n",
       "      <th>NAICs</th>\n",
       "      <th>Primary NAICS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WD04170</td>\n",
       "      <td>\\tProinnov@ LLC (WD04170)</td>\n",
       "      <td>9/9/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WD02759</td>\n",
       "      <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
       "      <td>10/20/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
       "      <td>531390 - Other Activities Related to Real Esta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PS018402</td>\n",
       "      <td>Anjie's Cleaning Bees (PS018402)</td>\n",
       "      <td>10/14/2024 12:00 AM</td>\n",
       "      <td>Penn State SBDC</td>\n",
       "      <td>Lycoming</td>\n",
       "      <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C8538</td>\n",
       "      <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
       "      <td>10/17/2025 12:00 AM</td>\n",
       "      <td>PennWest University Clarion SBDC</td>\n",
       "      <td>Clarion</td>\n",
       "      <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
       "      <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BU016079</td>\n",
       "      <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
       "      <td>10/21/2024 12:00 AM</td>\n",
       "      <td>Bucknell SBDC</td>\n",
       "      <td>Union</td>\n",
       "      <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>312130 - Wineries \\r\\r\\n</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Client ID                                             Client  \\\n",
       "0   WD04170                          \\tProinnov@ LLC (WD04170)   \n",
       "1   WD02759   \"C.J.A.\"/ Crawley Jones and Allen real estate...   \n",
       "2  PS018402                   Anjie's Cleaning Bees (PS018402)   \n",
       "3     C8538                   BRENIMAN PROPERTIES, LLC (C8538)   \n",
       "4  BU016079               Civil War Cider Co., Inc. (BU016079)   \n",
       "\n",
       "       Last Counseling                            Center  \\\n",
       "0    9/9/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "1  10/20/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "2  10/14/2024 12:00 AM                   Penn State SBDC   \n",
       "3  10/17/2025 12:00 AM  PennWest University Clarion SBDC   \n",
       "4  10/21/2024 12:00 AM                     Bucknell SBDC   \n",
       "\n",
       "  Physical Address County                                              NAICs  \\\n",
       "0            Philadelphia                                                NaN   \n",
       "1                Delaware  531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...   \n",
       "2                Lycoming              561720-JanitorialServices\\r\\r\\n\\r\\r\\n   \n",
       "3                 Clarion  531120-LessorsofNonresidentialBuildings(except...   \n",
       "4                   Union                        312130-Wineries\\r\\r\\n\\r\\r\\n   \n",
       "\n",
       "                                       Primary NAICS  \n",
       "0                                                NaN  \n",
       "1  531390 - Other Activities Related to Real Esta...  \n",
       "2                561720 - Janitorial Services \\r\\r\\n  \n",
       "3  531120 - Lessors of Nonresidential Buildings (...  \n",
       "4                           312130 - Wineries \\r\\r\\n  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client_naics_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "415205d4-1ad3-4b78-9a05-925f29deb42f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def tag_two_digit_naics(row):\n",
    "    new_col_name = \"NAICS_2\"\n",
    "\n",
    "    if pd.isna(row[\"NAICs\"]) and pd.isna(row[\"Primary NAICS\"]):\n",
    "        row[new_col_name] = np.nan; \n",
    "        return row\n",
    "\n",
    "    if pd.isna(row[\"NAICs\"]):\n",
    "        row[new_col_name] = int(row[\"Primary NAICS\"][:2])\n",
    "        return row\n",
    "    elif pd.isna(row[\"Primary NAICS\"]):\n",
    "        row[new_col_name] = int(row[\"NAICs\"][:2])\n",
    "        return row\n",
    "    else:\n",
    "        # Then both columns are not na, default to the Primary NAICs\n",
    "        row[new_col_name] = int(row[\"Primary NAICS\"][:2])\n",
    "        return row\n",
    "        \n",
    "    return row \n",
    "    \n",
    "client_naics_df = client_naics_df.apply(tag_two_digit_naics, axis=1)\n",
    "\n",
    "# Deal with missing NAICS values\n",
    "client_naics_df[\"NAICS_2\"] = client_naics_df[\"NAICS_2\"].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b52f9656-3d61-4e81-9fb9-de9c0ab3ffce",
   "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>NAICS_CODE</th>\n",
       "      <th>ESTAB</th>\n",
       "      <th>NAICS2022_LABEL</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62</td>\n",
       "      <td>78750</td>\n",
       "      <td>Health care and social assistance</td>\n",
       "      <td>16.932716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>54</td>\n",
       "      <td>60724</td>\n",
       "      <td>Professional, scientific, and technical services</td>\n",
       "      <td>13.056791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>81</td>\n",
       "      <td>53562</td>\n",
       "      <td>Other services (except public administration)</td>\n",
       "      <td>11.516827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11</td>\n",
       "      <td>49053</td>\n",
       "      <td>Farm Operations</td>\n",
       "      <td>10.547308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>44-45</td>\n",
       "      <td>40165</td>\n",
       "      <td>Retail trade</td>\n",
       "      <td>8.636223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>72</td>\n",
       "      <td>29042</td>\n",
       "      <td>Accommodation and food services</td>\n",
       "      <td>6.244571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23</td>\n",
       "      <td>28792</td>\n",
       "      <td>Construction</td>\n",
       "      <td>6.190816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>42</td>\n",
       "      <td>23949</td>\n",
       "      <td>Wholesale trade</td>\n",
       "      <td>5.149481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>52</td>\n",
       "      <td>17692</td>\n",
       "      <td>Finance and insurance</td>\n",
       "      <td>3.804109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>56</td>\n",
       "      <td>16769</td>\n",
       "      <td>Administrative and support and waste managemen...</td>\n",
       "      <td>3.605647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31-33</td>\n",
       "      <td>13377</td>\n",
       "      <td>Manufacturing</td>\n",
       "      <td>2.876304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>53</td>\n",
       "      <td>11674</td>\n",
       "      <td>Real estate and rental and leasing</td>\n",
       "      <td>2.510127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>48-49</td>\n",
       "      <td>10858</td>\n",
       "      <td>Transportation and warehousing</td>\n",
       "      <td>2.334672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>71</td>\n",
       "      <td>10152</td>\n",
       "      <td>Arts, entertainment, and recreation</td>\n",
       "      <td>2.182869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>61</td>\n",
       "      <td>5720</td>\n",
       "      <td>Educational services</td>\n",
       "      <td>1.229907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51</td>\n",
       "      <td>5645</td>\n",
       "      <td>Information</td>\n",
       "      <td>1.213780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>92</td>\n",
       "      <td>5047</td>\n",
       "      <td>Government Institutions (local, state, and fed...</td>\n",
       "      <td>1.085199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>55</td>\n",
       "      <td>2356</td>\n",
       "      <td>Management of companies and enterprises</td>\n",
       "      <td>0.506584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>22</td>\n",
       "      <td>917</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>0.197172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>21</td>\n",
       "      <td>832</td>\n",
       "      <td>Mining, quarrying, and oil and gas extraction</td>\n",
       "      <td>0.178895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing NAICS value</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NAICS_CODE  ESTAB                                    NAICS2022_LABEL  \\\n",
       "14         62  78750                  Health care and social assistance   \n",
       "10         54  60724   Professional, scientific, and technical services   \n",
       "17         81  53562      Other services (except public administration)   \n",
       "19         11  49053                                    Farm Operations   \n",
       "5       44-45  40165                                       Retail trade   \n",
       "16         72  29042                    Accommodation and food services   \n",
       "2          23  28792                                       Construction   \n",
       "4          42  23949                                    Wholesale trade   \n",
       "8          52  17692                              Finance and insurance   \n",
       "12         56  16769  Administrative and support and waste managemen...   \n",
       "3       31-33  13377                                      Manufacturing   \n",
       "9          53  11674                 Real estate and rental and leasing   \n",
       "6       48-49  10858                     Transportation and warehousing   \n",
       "15         71  10152                Arts, entertainment, and recreation   \n",
       "13         61   5720                               Educational services   \n",
       "7          51   5645                                        Information   \n",
       "18         92   5047  Government Institutions (local, state, and fed...   \n",
       "11         55   2356            Management of companies and enterprises   \n",
       "1          22    917                                          Utilities   \n",
       "0          21    832      Mining, quarrying, and oil and gas extraction   \n",
       "20          0      0                                Missing NAICS value   \n",
       "\n",
       "    Percentage  \n",
       "14   16.932716  \n",
       "10   13.056791  \n",
       "17   11.516827  \n",
       "19   10.547308  \n",
       "5     8.636223  \n",
       "16    6.244571  \n",
       "2     6.190816  \n",
       "4     5.149481  \n",
       "8     3.804109  \n",
       "12    3.605647  \n",
       "3     2.876304  \n",
       "9     2.510127  \n",
       "6     2.334672  \n",
       "15    2.182869  \n",
       "13    1.229907  \n",
       "7     1.213780  \n",
       "18    1.085199  \n",
       "11    0.506584  \n",
       "1     0.197172  \n",
       "0     0.178895  \n",
       "20    0.000000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "naics_df.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "014f9a41-6f5f-4ea0-8768-568097fc1498",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "62 = 16.932716373237923\n",
      "54 = 13.056790718076186\n",
      "81 = 11.516827357249138\n",
      "11 = 10.547308396907171\n",
      "44 = 8.636222896902872\n",
      "45 = 8.636222896902872\n",
      "72 = 6.244570779829534\n",
      "23 = 6.190816124676397\n",
      "42 = 5.1494809450498416\n",
      "52 = 3.804109435877147\n",
      "56 = 3.605647249051768\n",
      "31 = 2.876304087934015\n",
      "32 = 2.876304087934015\n",
      "33 = 2.876304087934015\n",
      "53 = 2.5101273770308508\n",
      "48 = 2.3346721826110137\n",
      "49 = 2.3346721826110137\n",
      "71 = 2.1828690364585577\n",
      "61 = 1.2299065099037576\n",
      "51 = 1.2137801133578168\n",
      "92 = 1.0851989782315148\n",
      "55 = 0.5065838701631562\n",
      "22 = 0.19717207510170381\n",
      "21 = 0.17889549234963747\n",
      "0 = 0.0\n"
     ]
    }
   ],
   "source": [
    "# Create a mapping between the 2 didgit NAICS code and the assocaited percentage in PA\n",
    "# 0 will represent no data\n",
    "naics_mapping = {0: 0.0}\n",
    "\n",
    "for index, row in naics_df.iterrows():\n",
    "    split = str(row[\"NAICS_CODE\"]).split('-')\n",
    "    if len(split) == 2:\n",
    "        for code in range(int(split[0]), int(split[1]) + 1):\n",
    "            naics_mapping[code] = float(row[\"Percentage\"])\n",
    "            print(code, \"=\", row[\"Percentage\"])\n",
    "    else:\n",
    "        naics_mapping[int(row[\"NAICS_CODE\"])] = float(row[\"Percentage\"])\n",
    "        print(int(row[\"NAICS_CODE\"]), \"=\", row[\"Percentage\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fa3fb374-ef70-4781-8e29-9a535e66e824",
   "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>Client ID</th>\n",
       "      <th>Client</th>\n",
       "      <th>Last Counseling</th>\n",
       "      <th>Center</th>\n",
       "      <th>Physical Address County</th>\n",
       "      <th>NAICs</th>\n",
       "      <th>Primary NAICS</th>\n",
       "      <th>NAICS_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WD04170</td>\n",
       "      <td>\\tProinnov@ LLC (WD04170)</td>\n",
       "      <td>9/9/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WD02759</td>\n",
       "      <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
       "      <td>10/20/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
       "      <td>531390 - Other Activities Related to Real Esta...</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PS018402</td>\n",
       "      <td>Anjie's Cleaning Bees (PS018402)</td>\n",
       "      <td>10/14/2024 12:00 AM</td>\n",
       "      <td>Penn State SBDC</td>\n",
       "      <td>Lycoming</td>\n",
       "      <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C8538</td>\n",
       "      <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
       "      <td>10/17/2025 12:00 AM</td>\n",
       "      <td>PennWest University Clarion SBDC</td>\n",
       "      <td>Clarion</td>\n",
       "      <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
       "      <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BU016079</td>\n",
       "      <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
       "      <td>10/21/2024 12:00 AM</td>\n",
       "      <td>Bucknell SBDC</td>\n",
       "      <td>Union</td>\n",
       "      <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>312130 - Wineries \\r\\r\\n</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Client ID                                             Client  \\\n",
       "0   WD04170                          \\tProinnov@ LLC (WD04170)   \n",
       "1   WD02759   \"C.J.A.\"/ Crawley Jones and Allen real estate...   \n",
       "2  PS018402                   Anjie's Cleaning Bees (PS018402)   \n",
       "3     C8538                   BRENIMAN PROPERTIES, LLC (C8538)   \n",
       "4  BU016079               Civil War Cider Co., Inc. (BU016079)   \n",
       "\n",
       "       Last Counseling                            Center  \\\n",
       "0    9/9/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "1  10/20/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "2  10/14/2024 12:00 AM                   Penn State SBDC   \n",
       "3  10/17/2025 12:00 AM  PennWest University Clarion SBDC   \n",
       "4  10/21/2024 12:00 AM                     Bucknell SBDC   \n",
       "\n",
       "  Physical Address County                                              NAICs  \\\n",
       "0            Philadelphia                                                NaN   \n",
       "1                Delaware  531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...   \n",
       "2                Lycoming              561720-JanitorialServices\\r\\r\\n\\r\\r\\n   \n",
       "3                 Clarion  531120-LessorsofNonresidentialBuildings(except...   \n",
       "4                   Union                        312130-Wineries\\r\\r\\n\\r\\r\\n   \n",
       "\n",
       "                                       Primary NAICS  NAICS_2  \n",
       "0                                                NaN      0.0  \n",
       "1  531390 - Other Activities Related to Real Esta...     53.0  \n",
       "2                561720 - Janitorial Services \\r\\r\\n     56.0  \n",
       "3  531120 - Lessors of Nonresidential Buildings (...     53.0  \n",
       "4                           312130 - Wineries \\r\\r\\n     31.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client_naics_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "66f3e784-f1d3-4c05-91a4-36644eff629f",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'client_naics_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mNameError\u001b[39m                                 Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[5]\u001b[39m\u001b[32m, line 18\u001b[39m\n\u001b[32m     14\u001b[39m         \u001b[38;5;28;01mreturn\u001b[39;00m df;\n\u001b[32m     16\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m df;\n\u001b[32m---> \u001b[39m\u001b[32m18\u001b[39m client_naics_df = \u001b[43mclient_naics_df\u001b[49m.apply(tag_naics_percentatge, axis=\u001b[32m1\u001b[39m, naics_mapping=naics_mapping)\n\u001b[32m     19\u001b[39m client_naics_df.head()\n",
      "\u001b[31mNameError\u001b[39m: name 'client_naics_df' is not defined"
     ]
    }
   ],
   "source": [
    "# Modify the datframe and tag it\n",
    "\n",
    "def tag_naics_percentatge(df):\n",
    "    try:\n",
    "        df[\"PA NAICs Code Percentage\"] = naics_mapping[int(df[\"NAICS_2\"])]\n",
    "    except Exception as e:\n",
    "        if not pd.isna(df[\"NAICS_2\"]):\n",
    "            if int(df[\"NAICS_2\"]) == 11 or int(df[\"NAICS_2\"]) == 92:\n",
    "                return df\n",
    "            \n",
    "        if not pd.isna(df[\"NAICS_2\"]):\n",
    "            print(type(df[\"NAICS_2\"]), df[\"NAICS_2\"], \"did not have an associated percentage\")\n",
    "            \n",
    "        return df;\n",
    "        \n",
    "    return df;\n",
    "\n",
    "client_naics_df = client_naics_df.apply(tag_naics_percentatge, axis=1)\n",
    "client_naics_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b13a18c8-7e7b-4c22-8e58-edec177fb8e9",
   "metadata": {},
   "source": [
    "# Tagging PASBDC client percentages\n",
    "---\n",
    "Now that we have calculated the NAICS code percentages in PA based on census data and tagged it to our dataframe, we can calculate the same percentage for clients served within the PASBDC network\n",
    "\n",
    "# NOTE: When I am calculating percentages here, I am not doing it out of the total number of clients, I am doing it out of the total number of clients who have a tagged NAICS code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3545ef45-7efc-44d8-bb7e-59cd821799b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11050 total clients (with a tagged NAICS code)\n"
     ]
    }
   ],
   "source": [
    "naics_value_counts = client_naics_df['NAICS_2'].value_counts()\n",
    "naics_value_counts.head(30)\n",
    "total_clients = naics_value_counts.sum()\n",
    "print(total_clients, \"total clients (with a tagged NAICS code)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cc3d2e52-430d-482f-9abf-b46f642f1986",
   "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>Client ID</th>\n",
       "      <th>Client</th>\n",
       "      <th>Last Counseling</th>\n",
       "      <th>Center</th>\n",
       "      <th>Physical Address County</th>\n",
       "      <th>NAICs</th>\n",
       "      <th>Primary NAICS</th>\n",
       "      <th>NAICS_2</th>\n",
       "      <th>PA NAICs Code Percentage</th>\n",
       "      <th>PASBDC NAICs Code Percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WD04170</td>\n",
       "      <td>\\tProinnov@ LLC (WD04170)</td>\n",
       "      <td>9/9/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.809955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WD02759</td>\n",
       "      <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
       "      <td>10/20/2025 12:00 AM</td>\n",
       "      <td>WD - WIDENER SBDC</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
       "      <td>531390 - Other Activities Related to Real Esta...</td>\n",
       "      <td>53.0</td>\n",
       "      <td>2.510127</td>\n",
       "      <td>2.723982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PS018402</td>\n",
       "      <td>Anjie's Cleaning Bees (PS018402)</td>\n",
       "      <td>10/14/2024 12:00 AM</td>\n",
       "      <td>Penn State SBDC</td>\n",
       "      <td>Lycoming</td>\n",
       "      <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
       "      <td>56.0</td>\n",
       "      <td>3.605647</td>\n",
       "      <td>4.398190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C8538</td>\n",
       "      <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
       "      <td>10/17/2025 12:00 AM</td>\n",
       "      <td>PennWest University Clarion SBDC</td>\n",
       "      <td>Clarion</td>\n",
       "      <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
       "      <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
       "      <td>53.0</td>\n",
       "      <td>2.510127</td>\n",
       "      <td>2.723982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BU016079</td>\n",
       "      <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
       "      <td>10/21/2024 12:00 AM</td>\n",
       "      <td>Bucknell SBDC</td>\n",
       "      <td>Union</td>\n",
       "      <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
       "      <td>312130 - Wineries \\r\\r\\n</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2.876304</td>\n",
       "      <td>4.995475</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Client ID                                             Client  \\\n",
       "0   WD04170                          \\tProinnov@ LLC (WD04170)   \n",
       "1   WD02759   \"C.J.A.\"/ Crawley Jones and Allen real estate...   \n",
       "2  PS018402                   Anjie's Cleaning Bees (PS018402)   \n",
       "3     C8538                   BRENIMAN PROPERTIES, LLC (C8538)   \n",
       "4  BU016079               Civil War Cider Co., Inc. (BU016079)   \n",
       "\n",
       "       Last Counseling                            Center  \\\n",
       "0    9/9/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "1  10/20/2025 12:00 AM                 WD - WIDENER SBDC   \n",
       "2  10/14/2024 12:00 AM                   Penn State SBDC   \n",
       "3  10/17/2025 12:00 AM  PennWest University Clarion SBDC   \n",
       "4  10/21/2024 12:00 AM                     Bucknell SBDC   \n",
       "\n",
       "  Physical Address County                                              NAICs  \\\n",
       "0            Philadelphia                                                NaN   \n",
       "1                Delaware  531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...   \n",
       "2                Lycoming              561720-JanitorialServices\\r\\r\\n\\r\\r\\n   \n",
       "3                 Clarion  531120-LessorsofNonresidentialBuildings(except...   \n",
       "4                   Union                        312130-Wineries\\r\\r\\n\\r\\r\\n   \n",
       "\n",
       "                                       Primary NAICS  NAICS_2  \\\n",
       "0                                                NaN      0.0   \n",
       "1  531390 - Other Activities Related to Real Esta...     53.0   \n",
       "2                561720 - Janitorial Services \\r\\r\\n     56.0   \n",
       "3  531120 - Lessors of Nonresidential Buildings (...     53.0   \n",
       "4                           312130 - Wineries \\r\\r\\n     31.0   \n",
       "\n",
       "   PA NAICs Code Percentage  PASBDC NAICs Code Percentage  \n",
       "0                  0.000000                     13.809955  \n",
       "1                  2.510127                      2.723982  \n",
       "2                  3.605647                      4.398190  \n",
       "3                  2.510127                      2.723982  \n",
       "4                  2.876304                      4.995475  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def tag_pasbdc_percentage(series):\n",
    "    if not pd.isna(series['NAICS_2']):\n",
    "        series[\"PASBDC NAICs Code Percentage\"] = (int(naics_value_counts[series['NAICS_2']]) / total_clients) * 100\n",
    "        return series\n",
    "\n",
    "    return series\n",
    "\n",
    "client_naics_df = client_naics_df.apply(tag_pasbdc_percentage, axis=1)\n",
    "client_naics_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1b445bdf-ef98-4026-95f7-139af5bcb052",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the data files\n",
    "naics_df.to_csv(\"nasics_census.csv\", na_rep=\"\")\n",
    "client_naics_df.to_csv(\"naics_client_list_tagged.csv\", na_rep=\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9437445a-9ed8-4e42-87ce-954f722aa5fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "NAICS_Label=%{x}<br>PASBDC NAICs Code Percentage=%{text}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": "#6ebe4d",
          "pattern": {
           "shape": ""
          }
         },
         "name": "PASBDC Percentage",
         "orientation": "v",
         "showlegend": false,
         "text": {
          "bdata": "Y7KeY7KeK0AfqUYfqUb/PxKwiBKwiMI/F9wqF9wqtz+heQOheQMRQDPk9zLk9yZAf7prf7pr/z+q0Ueq0UcKQJchv5chvx9A3CoX3CoX/D8cCM0bCM3bPxXG2RTG2QRAFlECFlEC5j8Gt8oFt8oFQA35vQz5vSRAErCIErCIoj8iv5chv5cRQITmDYTmDQRA1F370137G0CHh4eHh4cXQEFo3kBo3iBALkN+L0N+H0CYIb+XIb/XPw==",
          "dtype": "f8"
         },
         "textfont": {
          "size": 14
         },
         "textposition": "outside",
         "texttemplate": "%{text:.2f}%",
         "type": "bar",
         "x": [
          "0 - Missing NAICS value",
          "11 - Farm Operations",
          "21 - Mining, quarrying, and oil and gas extraction",
          "22 - Utilities",
          "23 - Construction",
          "31-33 - Manufacturing",
          "42 - Wholesale trade",
          "44 - Retail trade",
          "45 - Retail trade",
          "48 - Transportation and warehousing",
          "49 - Transportation and warehousing",
          "51 - Information",
          "52 - Finance and insurance",
          "53 - Real estate and rental and leasing",
          "54 - Professional, scientific, and technical services",
          "55 - Management of companies and enterprises",
          "56 - Administrative and support and waste management and remediation services",
          "61 - Educational services",
          "62 - Health care and social assistance",
          "71 - Arts, entertainment, and recreation",
          "72 - Accommodation and food services",
          "81 - Other services (except public administration)",
          "92 - Government Institutions (local, state, and federal)"
         ],
         "xaxis": "x",
         "y": {
          "bdata": "Y7KeY7KeK0AfqUYfqUb/PxKwiBKwiMI/F9wqF9wqtz+heQOheQMRQDPk9zLk9yZAf7prf7pr/z+q0Ueq0UcKQJchv5chvx9A3CoX3CoX/D8cCM0bCM3bPxXG2RTG2QRAFlECFlEC5j8Gt8oFt8oFQA35vQz5vSRAErCIErCIoj8iv5chv5cRQITmDYTmDQRA1F370137G0CHh4eHh4cXQEFo3kBo3iBALkN+L0N+H0CYIb+XIb/XPw==",
          "dtype": "f8"
         },
         "yaxis": "y"
        },
        {
         "line": {
          "color": "#27323a"
         },
         "marker": {
          "size": 8
         },
         "mode": "lines+markers",
         "name": "PA Census Percentage",
         "type": "scatter",
         "x": [
          "0 - Missing NAICS value",
          "11 - Farm Operations",
          "21 - Mining, quarrying, and oil and gas extraction",
          "22 - Utilities",
          "23 - Construction",
          "31-33 - Manufacturing",
          "42 - Wholesale trade",
          "44 - Retail trade",
          "45 - Retail trade",
          "48 - Transportation and warehousing",
          "49 - Transportation and warehousing",
          "51 - Information",
          "52 - Finance and insurance",
          "53 - Real estate and rental and leasing",
          "54 - Professional, scientific, and technical services",
          "55 - Management of companies and enterprises",
          "56 - Administrative and support and waste management and remediation services",
          "61 - Educational services",
          "62 - Health care and social assistance",
          "71 - Arts, entertainment, and recreation",
          "72 - Accommodation and food services",
          "81 - Other services (except public administration)",
          "92 - Government Institutions (local, state, and federal)"
         ],
         "y": {
          "bdata": "AAAAAAAAAADBFWPOOBglQMaRhSgM5sY/5oUfP+88yT9qI1xNZcMYQLw4uLerAgdA/HRpiBGZFEAUVO4Bv0UhQBRU7gG/RSFA3I/5m2itAkDcj/mbaK0CQA6DNrKka/M/lfqL7dBuDkBWIompvRQEQAi1SawTHSpADAVhYO814D+6t7yVXdgMQEbJ0nKyrfM/KIAPgMbuMEAFU5gKhHYBQESzM8Nw+hhAViBqmJ0IJ0D1gpKa+VzxPw==",
          "dtype": "f8"
         }
        }
       ],
       "layout": {
        "annotations": [
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "0.00%",
          "x": "0 - Missing NAICS value",
          "xanchor": "center",
          "y": 1.0159629823942753,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "10.55%",
          "x": "11 - Farm Operations",
          "xanchor": "center",
          "y": 11.563271379301447,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "0.18%",
          "x": "21 - Mining, quarrying, and oil and gas extraction",
          "xanchor": "center",
          "y": 1.1948584747439128,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "0.20%",
          "x": "22 - Utilities",
          "xanchor": "center",
          "y": 1.2131350574959792,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "6.19%",
          "x": "23 - Construction",
          "xanchor": "center",
          "y": 7.206779107070672,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "2.88%",
          "x": "31-33 - Manufacturing",
          "xanchor": "center",
          "y": 3.8922670703282902,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "5.15%",
          "x": "42 - Wholesale trade",
          "xanchor": "center",
          "y": 6.165443927444117,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "8.64%",
          "x": "44 - Retail trade",
          "xanchor": "center",
          "y": 9.652185879297146,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "8.64%",
          "x": "45 - Retail trade",
          "xanchor": "center",
          "y": 9.652185879297146,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "2.33%",
          "x": "48 - Transportation and warehousing",
          "xanchor": "center",
          "y": 3.350635165005289,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "2.33%",
          "x": "49 - Transportation and warehousing",
          "xanchor": "center",
          "y": 3.350635165005289,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "1.21%",
          "x": "51 - Information",
          "xanchor": "center",
          "y": 2.229743095752092,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "3.80%",
          "x": "52 - Finance and insurance",
          "xanchor": "center",
          "y": 4.8200724182714225,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "2.51%",
          "x": "53 - Real estate and rental and leasing",
          "xanchor": "center",
          "y": 3.526090359425126,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "13.06%",
          "x": "54 - Professional, scientific, and technical services",
          "xanchor": "center",
          "y": 14.07275370047046,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "0.51%",
          "x": "55 - Management of companies and enterprises",
          "xanchor": "center",
          "y": 1.5225468525574315,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "3.61%",
          "x": "56 - Administrative and support and waste management and remediation services",
          "xanchor": "center",
          "y": 4.621610231446043,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "1.23%",
          "x": "61 - Educational services",
          "xanchor": "center",
          "y": 2.245869492298033,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "16.93%",
          "x": "62 - Health care and social assistance",
          "xanchor": "center",
          "y": 17.948679355632198,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "2.18%",
          "x": "71 - Arts, entertainment, and recreation",
          "xanchor": "center",
          "y": 3.198832018852833,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "6.24%",
          "x": "72 - Accommodation and food services",
          "xanchor": "center",
          "y": 7.260533762223809,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "11.52%",
          "x": "81 - Other services (except public administration)",
          "xanchor": "center",
          "y": 12.532790339643412,
          "yanchor": "bottom"
         },
         {
          "font": {
           "color": "#27323a",
           "size": 12
          },
          "showarrow": false,
          "text": "1.09%",
          "x": "92 - Government Institutions (local, state, and federal)",
          "xanchor": "center",
          "y": 2.10116196062579,
          "yanchor": "bottom"
         }
        ],
        "bargap": 0.1,
        "barmode": "group",
        "height": 1000,
        "legend": {
         "tracegroupgap": 0,
         "x": 0.02,
         "y": 0.98
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "width": 1500,
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Industry (NAICS Code)"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "range": [
          0,
          19.47262382922361
         ],
         "tickformat": ".0f",
         "title": {
          "text": "Percentage of PASBDC Businesses"
         }
        }
       }
      },
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "# -------------------- Prepare NAICS mapping --------------------------------\n",
    "naics_mapping = {}\n",
    "for _, row in naics_df.iterrows():\n",
    "    split = str(row[\"NAICS_CODE\"]).split('-')\n",
    "    if len(split) == 2:\n",
    "        for code in range(int(split[0]), int(split[1]) + 1):\n",
    "            naics_mapping[code] = {\n",
    "                \"Industry\": row[\"NAICS2022_LABEL\"],\n",
    "                \"PA_Percentage\": float(row[\"Percentage\"])\n",
    "            }\n",
    "    else:\n",
    "        naics_mapping[int(row[\"NAICS_CODE\"])] = {\n",
    "            \"Industry\": row[\"NAICS2022_LABEL\"],\n",
    "            \"PA_Percentage\": float(row[\"Percentage\"])\n",
    "        }\n",
    "\n",
    "# -------------------- Clean and Aggregate Client Data -----------------------\n",
    "client_naics_df[\"NAICS_2\"] = client_naics_df[\"NAICS_2\"].astype(float).astype(int)\n",
    "\n",
    "agg_df = (\n",
    "    client_naics_df\n",
    "    .groupby(\"NAICS_2\", as_index=False)\n",
    "    .agg({\n",
    "        \"PASBDC NAICs Code Percentage\": \"mean\",\n",
    "        \"PA NAICs Code Percentage\": \"mean\"\n",
    "    })\n",
    "    .sort_values(\"NAICS_2\")\n",
    ")\n",
    "\n",
    "# -------------------- Combine NAICS 31, 32, 33 ------------------------------\n",
    "# Create a new column to group manufacturing codes\n",
    "agg_df[\"NAICS_Combined\"] = agg_df[\"NAICS_2\"].apply(\n",
    "    lambda x: \"31-33\" if x in [31, 32, 33] else str(x)\n",
    ")\n",
    "\n",
    "# Aggregate the combined codes\n",
    "combined_df = agg_df.groupby(\"NAICS_Combined\", as_index=False).agg({\n",
    "    \"PASBDC NAICs Code Percentage\": \"sum\",  # Sum the percentages\n",
    "    \"PA NAICs Code Percentage\": \"sum\",\n",
    "    \"NAICS_2\": \"first\"  # Keep first code for mapping\n",
    "})\n",
    "\n",
    "# Update the NAICS_2 for the combined row to get proper mapping\n",
    "combined_df.loc[combined_df[\"NAICS_Combined\"] == \"31-33\", \"NAICS_2\"] = 31\n",
    "\n",
    "# Add industry name from mapping\n",
    "combined_df[\"Industry\"] = combined_df[\"NAICS_2\"].map(\n",
    "    lambda x: naics_mapping.get(x, {}).get(\"Industry\", \"Unknown\")\n",
    ")\n",
    "\n",
    "# For the combined manufacturing row, use a custom label\n",
    "combined_df.loc[combined_df[\"NAICS_Combined\"] == \"31-33\", \"Industry\"] = \"Manufacturing\"\n",
    "\n",
    "# Get PA percentages - but don't sum for 31-33 since they're already the same value\n",
    "combined_df[\"PA_Mapped_Percentage\"] = combined_df[\"NAICS_2\"].map(\n",
    "    lambda x: naics_mapping.get(x, {}).get(\"PA_Percentage\", None)\n",
    ")\n",
    "\n",
    "# Combine label for x-axis\n",
    "combined_df[\"NAICS_Label\"] = combined_df[\"NAICS_Combined\"] + \" - \" + combined_df[\"Industry\"]\n",
    "\n",
    "# Sort to maintain logical order\n",
    "combined_df = combined_df.sort_values(\"NAICS_Combined\")\n",
    "\n",
    "# -------------------- Plot PASBDC Bars --------------------------------------\n",
    "fig = px.bar(\n",
    "    combined_df,\n",
    "    x=\"NAICS_Label\",\n",
    "    y=\"PASBDC NAICs Code Percentage\",\n",
    "    text=\"PASBDC NAICs Code Percentage\",\n",
    "    width=1500,\n",
    "    height=1000, \n",
    ")\n",
    "fig.update_traces(marker_color=\"#6ebe4d\")  \n",
    "fig.update_traces(\n",
    "    name=\"PASBDC Percentage\",\n",
    "    texttemplate=\"%{text:.2f}%\",\n",
    "    textposition=\"outside\",\n",
    "    textfont_size=14\n",
    ")\n",
    "\n",
    "fig.add_trace(go.Scatter(\n",
    "    x=combined_df[\"NAICS_Label\"],\n",
    "    y=combined_df[\"PA_Mapped_Percentage\"],\n",
    "    name=\"PA Census Percentage\",\n",
    "    mode=\"lines+markers\",\n",
    "    line=dict(color=\"#27323a\"),\n",
    "    marker=dict(size=8)\n",
    "))\n",
    "\n",
    "max_y = combined_df[[\"PASBDC NAICs Code Percentage\", \"PA_Mapped_Percentage\"]].max().max()\n",
    "y_offset = max_y * 0.06  \n",
    "\n",
    "annotations = []\n",
    "for x, y in zip(combined_df[\"NAICS_Label\"], combined_df[\"PA_Mapped_Percentage\"]):\n",
    "    annotations.append(dict(\n",
    "        x=x,\n",
    "        y=y + y_offset,\n",
    "        text=f\"{y:.2f}%\",\n",
    "        showarrow=False,\n",
    "        font=dict(size=12, color=\"#27323a\"),\n",
    "        xanchor=\"center\",\n",
    "        yanchor=\"bottom\"\n",
    "    ))\n",
    "\n",
    "fig.update_layout(\n",
    "    annotations=annotations,\n",
    "    bargap=0.1,\n",
    "    barmode=\"group\",\n",
    "    yaxis=dict(\n",
    "        range=[0, max_y * 1.15],\n",
    "        title=\"Percentage of PASBDC Businesses\",\n",
    "        tickformat=\".0f\"\n",
    "    ),\n",
    "    xaxis=dict(title=\"Industry (NAICS Code)\"),\n",
    "    legend=dict(x=0.02, y=0.98)\n",
    ")\n",
    "\n",
    "fig.show()\n",
    "fig.write_image(\"comparison_graph.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6368d88-2ea8-4a69-a1f1-cfe75789d597",
   "metadata": {},
   "source": [
    "# Tagging fips codes \n",
    "---\n",
    "It was not needed for this analysis, but in order to map counties to an actual map we need their fips identifiers. For this I used a library called addfips: https://pypi.org/project/addfips/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "16a45c4d-c034-4a92-ba35-bf1e14b51b34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Physical Address County  NAICS_2\n",
       "Adams                    45.0       13\n",
       "                         72.0        7\n",
       "                         81.0        6\n",
       "                         71.0        5\n",
       "                         11.0        4\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "county_naics_df = pd.read_csv('naics_client_list_tagged.csv')\n",
    "naics_value_counts = county_naics_df.groupby('Physical Address County')['NAICS_2'].value_counts()\n",
    "\n",
    "naics_value_counts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9985ca81-a4fa-4e80-8bd5-b02e705a9481",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import addfips\n",
    "import numpy as np\n",
    "\n",
    "client_naics_df = pd.read_csv('naics_tagged_client_list.csv')\n",
    "county_naics_groups = client_naics_df.groupby('Physical Address County')\n",
    "\n",
    "# This gets the counts for non-null NAICS codes (including your 0s)\n",
    "naics_value_counts = county_naics_groups['NAICS_2'].value_counts()\n",
    "\n",
    "# --- 💡 THIS IS THE FIX 💡 ---\n",
    "# .size() gets the *total* number of clients in each county\n",
    "# It includes rows where NAICS_2 is 0, valid, or NaN.\n",
    "# This is your correct denominator.\n",
    "total_clients_by_county = county_naics_groups.size()\n",
    "# --- End Fix ---\n",
    "\n",
    "total_unique_counties = client_naics_df[client_naics_df['County Out of State'] == False]['Physical Address County'].unique()\n",
    "\n",
    "county_stats_list = []\n",
    "af = addfips.AddFIPS()\n",
    "\n",
    "for county in total_unique_counties:\n",
    "    # Use .get() to avoid errors if a county has 100% NaN NAICS codes\n",
    "    # In that case, value_counts() would be empty for it\n",
    "    county_counts_series = naics_value_counts.get(county, pd.Series(dtype=float))\n",
    "    \n",
    "    missing_naics_count = 0\n",
    "    unique_valid_naics_count = len(county_counts_series) \n",
    "    \n",
    "    if 0 in county_counts_series.index:\n",
    "        # This line was always correct\n",
    "        missing_naics_count = county_counts_series.loc[0]\n",
    "        \n",
    "        # Decrement the *unique* count\n",
    "        unique_valid_naics_count -= 1\n",
    "\n",
    "    # Now, just look up the true total for the county\n",
    "    total_records = total_clients_by_county.loc[county]\n",
    "\n",
    "    fips = np.nan\n",
    "    if not pd.isna(county):\n",
    "        fips = af.get_county_fips(county, 'Pennsylvania')\n",
    "    \n",
    "    county_data = {\n",
    "        'County': county,\n",
    "        'fips': fips,\n",
    "        'Unique Valid NAICS Codes': unique_valid_naics_count,\n",
    "        \"Missing NAICS\": missing_naics_count,\n",
    "        \"Total Clients\": total_records,\n",
    "        \"Percent NAICS Missing\": (missing_naics_count / total_records) * 100 if total_records > 0 else 0\n",
    "    }\n",
    "    \n",
    "    county_stats_list.append(county_data)\n",
    "\n",
    "county_stats_df = pd.DataFrame(county_stats_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1ab22bb3-f6d9-4d74-8d09-f2a54620a36c",
   "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>County</th>\n",
       "      <th>fips</th>\n",
       "      <th>Unique Valid NAICS Codes</th>\n",
       "      <th>Missing NAICS</th>\n",
       "      <th>Total Clients</th>\n",
       "      <th>Percent NAICS Missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Clarion</td>\n",
       "      <td>42031</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Elk</td>\n",
       "      <td>42047</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Bradford</td>\n",
       "      <td>42015</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Potter</td>\n",
       "      <td>42105</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Bedford</td>\n",
       "      <td>42009</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      County   fips  Unique Valid NAICS Codes  Missing NAICS  Total Clients  \\\n",
       "3    Clarion  42031                        21              0            169   \n",
       "10       Elk  42047                        18              0            112   \n",
       "17  Bradford  42015                        16              0             56   \n",
       "58    Potter  42105                        16              0             35   \n",
       "49   Bedford  42009                        15              0             37   \n",
       "\n",
       "    Percent NAICS Missing  \n",
       "3                     0.0  \n",
       "10                    0.0  \n",
       "17                    0.0  \n",
       "58                    0.0  \n",
       "49                    0.0  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "county_stats_df.sort_values(by='Percent NAICS Missing', ascending=True).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6f90567-0cd8-4865-a864-131ba06789bb",
   "metadata": {},
   "source": [
    "## Tagging fips codes\n",
    "---\n",
    "In order to generate a county heat map, we need to get a fips code for each county in the dataset. For this I used a library called addfips: https://pypi.org/project/addfips/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fef2d7ff-0352-4f75-83f2-22c28be6b3fa",
   "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>County</th>\n",
       "      <th>fips</th>\n",
       "      <th>Unique Valid NAICS Codes</th>\n",
       "      <th>Missing NAICS</th>\n",
       "      <th>Total Clients</th>\n",
       "      <th>Percent NAICS Missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>42101</td>\n",
       "      <td>23</td>\n",
       "      <td>280</td>\n",
       "      <td>1256</td>\n",
       "      <td>22.292994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>42045</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>356</td>\n",
       "      <td>7.584270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lycoming</td>\n",
       "      <td>42081</td>\n",
       "      <td>17</td>\n",
       "      <td>36</td>\n",
       "      <td>144</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Clarion</td>\n",
       "      <td>42031</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Union</td>\n",
       "      <td>42119</td>\n",
       "      <td>19</td>\n",
       "      <td>50</td>\n",
       "      <td>175</td>\n",
       "      <td>28.571429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         County   fips  Unique Valid NAICS Codes  Missing NAICS  \\\n",
       "0  Philadelphia  42101                        23            280   \n",
       "1      Delaware  42045                        21             27   \n",
       "2      Lycoming  42081                        17             36   \n",
       "3       Clarion  42031                        21              0   \n",
       "4         Union  42119                        19             50   \n",
       "\n",
       "   Total Clients  Percent NAICS Missing  \n",
       "0           1256              22.292994  \n",
       "1            356               7.584270  \n",
       "2            144              25.000000  \n",
       "3            169               0.000000  \n",
       "4            175              28.571429  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def add_fips_apply(series):\n",
    "    af = addfips.AddFIPS()\n",
    "    return af.add_county_fips(series, county_field=\"County\", state='Pennsylvania')\n",
    "\n",
    "county_stats_df = county_stats_df.apply(add_fips_apply, axis=1)\n",
    "county_stats_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "26109ebc-5700-4f0d-b6d3-262df944d2fd",
   "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>County</th>\n",
       "      <th>fips</th>\n",
       "      <th>Unique Valid NAICS Codes</th>\n",
       "      <th>Missing NAICS</th>\n",
       "      <th>Total Clients</th>\n",
       "      <th>Percent NAICS Missing</th>\n",
       "      <th>Percent NAICS Coverage</th>\n",
       "      <th>NAICS to Census Gap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>42101</td>\n",
       "      <td>23</td>\n",
       "      <td>280</td>\n",
       "      <td>1256</td>\n",
       "      <td>22.292994</td>\n",
       "      <td>92.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>42045</td>\n",
       "      <td>21</td>\n",
       "      <td>27</td>\n",
       "      <td>356</td>\n",
       "      <td>7.584270</td>\n",
       "      <td>84.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Lycoming</td>\n",
       "      <td>42081</td>\n",
       "      <td>17</td>\n",
       "      <td>36</td>\n",
       "      <td>144</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>68.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Clarion</td>\n",
       "      <td>42031</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>84.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Union</td>\n",
       "      <td>42119</td>\n",
       "      <td>19</td>\n",
       "      <td>50</td>\n",
       "      <td>175</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         County   fips  Unique Valid NAICS Codes  Missing NAICS  \\\n",
       "0  Philadelphia  42101                        23            280   \n",
       "1      Delaware  42045                        21             27   \n",
       "2      Lycoming  42081                        17             36   \n",
       "3       Clarion  42031                        21              0   \n",
       "4         Union  42119                        19             50   \n",
       "\n",
       "   Total Clients  Percent NAICS Missing  Percent NAICS Coverage  \\\n",
       "0           1256              22.292994                    92.0   \n",
       "1            356               7.584270                    84.0   \n",
       "2            144              25.000000                    68.0   \n",
       "3            169               0.000000                    84.0   \n",
       "4            175              28.571429                    76.0   \n",
       "\n",
       "   NAICS to Census Gap  \n",
       "0                  8.0  \n",
       "1                 16.0  \n",
       "2                 32.0  \n",
       "3                 16.0  \n",
       "4                 24.0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_naics_count = 0 \n",
    "\n",
    "for index, row in naics_df.iterrows():\n",
    "    split = str(row[\"NAICS_CODE\"]).split('-')\n",
    "    if len(split) == 2:\n",
    "        total_naics_count += abs(int(split[0]) - int(split[1])) + 1\n",
    "    else:\n",
    "        total_naics_count += 1\n",
    "\n",
    "\n",
    "\n",
    "county_stats_df['Percent NAICS Coverage'] = (county_stats_df['Unique Valid NAICS Codes'] / total_naics_count) * 100\n",
    "county_stats_df['NAICS to Census Gap'] = 100 -  county_stats_df['Percent NAICS Coverage']\n",
    "\n",
    "county_stats_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9d77a878-0fe8-45c3-9468-295e64b18581",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "14.87% of NAICS codes are missing network wide\n"
     ]
    }
   ],
   "source": [
    "total_clients = county_stats_df['Total Clients'].sum()\n",
    "missing_naics = county_stats_df['Missing NAICS'].sum()\n",
    "percent_missing_naics = missing_naics / total_clients\n",
    "print(f\"{percent_missing_naics * 100:.2f}% of NAICS codes are missing network wide\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9950718e-1495-4d89-b5a2-dc34f1bcd6d4",
   "metadata": {},
   "source": [
    "## Generating the Choropleth map\n",
    "---\n",
    "Followed directly from documentation here: https://plotly.com/python/choropleth-maps/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "82a73940-b35a-4fd1-a75a-36f78ead7895",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_45287/3089456622.py:19: UserWarning:\n",
      "\n",
      "Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "\n",
      "/tmp/ipykernel_45287/3089456622.py:22: UserWarning:\n",
      "\n",
      "Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "\n",
      "/tmp/ipykernel_45287/3089456622.py:23: UserWarning:\n",
      "\n",
      "Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "coloraxis": "coloraxis",
         "customdata": [
          [
           7.766990291262135,
           "42013"
          ],
          [
           0,
           "42015"
          ],
          [
           1.1363636363636365,
           "42021"
          ],
          [
           0,
           "42031"
          ],
          [
           0,
           "42047"
          ],
          [
           25.925925925925924,
           "42063"
          ],
          [
           9.411764705882353,
           "42069"
          ],
          [
           23.52941176470588,
           "42087"
          ],
          [
           27.906976744186046,
           "42093"
          ],
          [
           0,
           "42105"
          ],
          [
           10.526315789473683,
           "42113"
          ],
          [
           7.6923076923076925,
           "42123"
          ],
          [
           0,
           "42005"
          ],
          [
           17.65927977839335,
           "42003"
          ],
          [
           23.28767123287671,
           "42007"
          ],
          [
           28.346456692913385,
           "42017"
          ],
          [
           0,
           "42023"
          ],
          [
           19.41309255079007,
           "42027"
          ],
          [
           35.62874251497006,
           "42029"
          ],
          [
           0.8849557522123894,
           "42033"
          ],
          [
           5.405405405405405,
           "42039"
          ],
          [
           7.584269662921349,
           "42045"
          ],
          [
           9.535452322738386,
           "42049"
          ],
          [
           3.0303030303030303,
           "42051"
          ],
          [
           0.9950248756218906,
           "42055"
          ],
          [
           11.76470588235294,
           "42061"
          ],
          [
           38.46153846153847,
           "42067"
          ],
          [
           19.298245614035086,
           "42073"
          ],
          [
           8.360128617363344,
           "42079"
          ],
          [
           9.523809523809524,
           "42085"
          ],
          [
           10.526315789473683,
           "42089"
          ],
          [
           25.44642857142857,
           "42095"
          ],
          [
           22.29299363057325,
           "42101"
          ],
          [
           22.950819672131146,
           "42109"
          ],
          [
           11.11111111111111,
           "42111"
          ],
          [
           4.545454545454546,
           "42115"
          ],
          [
           28.57142857142857,
           "42119"
          ],
          [
           0,
           "42121"
          ],
          [
           17.699115044247787,
           "42125"
          ],
          [
           7.199999999999999,
           "42133"
          ],
          [
           7.823960880195599,
           "42011"
          ],
          [
           17.094017094017094,
           "42019"
          ],
          [
           9.210526315789473,
           "42025"
          ],
          [
           12.962962962962962,
           "42037"
          ],
          [
           0,
           "42053"
          ],
          [
           0,
           "42057"
          ],
          [
           12.280701754385964,
           "42075"
          ],
          [
           25,
           "42081"
          ],
          [
           16.666666666666664,
           "42099"
          ],
          [
           2.4390243902439024,
           "42117"
          ],
          [
           9.75609756097561,
           "42131"
          ],
          [
           0,
           "42009"
          ],
          [
           14.545454545454545,
           "42035"
          ],
          [
           23.873873873873876,
           "42041"
          ],
          [
           11.013215859030836,
           "42043"
          ],
          [
           12.5,
           "42059"
          ],
          [
           0.7936507936507936,
           "42065"
          ],
          [
           8.189655172413794,
           "42071"
          ],
          [
           30.278884462151396,
           "42077"
          ],
          [
           0,
           "42083"
          ],
          [
           10.76923076923077,
           "42107"
          ],
          [
           6.25,
           "42127"
          ],
          [
           7.114624505928854,
           "42129"
          ],
          [
           18.13186813186813,
           "42091"
          ],
          [
           26.027397260273972,
           "42097"
          ],
          [
           13.636363636363635,
           "42103"
          ],
          [
           3.076923076923077,
           "42001"
          ]
         ],
         "featureidkey": "properties.fips",
         "geo": "geo",
         "geojson": {
          "bbox": [
           -80.51979,
           39.719998,
           -74.689767,
           42.26986
          ],
          "features": [
           {
            "bbox": [
             -78.620383,
             40.242107,
             -78.116521,
             40.743017
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.542303,
                40.468851
               ],
               [
                -78.35043,
                40.724827
               ],
               [
                -78.359912,
                40.732592
               ],
               [
                -78.131834,
                40.743017
               ],
               [
                -78.116521,
                40.739127
               ],
               [
                -78.22197,
                40.674539
               ],
               [
                -78.197083,
                40.558444
               ],
               [
                -78.130081,
                40.48199
               ],
               [
                -78.257305,
                40.297883
               ],
               [
                -78.288764,
                40.242107
               ],
               [
                -78.434288,
                40.302301
               ],
               [
                -78.447895,
                40.244395
               ],
               [
                -78.620383,
                40.327025
               ],
               [
                -78.564085,
                40.370609
               ],
               [
                -78.542303,
                40.468851
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "0",
            "properties": {
             "CENSUSAREA": 525.8,
             "COUNTY": "013",
             "County": "Blair",
             "GEO_ID": "0500000US42013",
             "LSAD": "County",
             "Missing NAICS": 8,
             "NAICS to Census Gap": 28,
             "NAME": "Blair",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 7.766990291262135,
             "STATE": "42",
             "Total Clients": 103,
             "Unique Valid NAICS Codes": 18,
             "fips": "42013",
             "id": "42013",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Blair<br>7.77%</span>",
             "lat": 40.477236847861334,
             "lon": -78.35055711877322,
             "percent_str": "7.77%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.927084,
             41.541285,
             -76.115172,
             42.001774
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.874714,
                41.596919
               ],
               [
                -76.878699,
                41.620344
               ],
               [
                -76.883511,
                41.666314
               ],
               [
                -76.893201,
                41.748463
               ],
               [
                -76.927084,
                42.001674
               ],
               [
                -76.921884,
                42.001674
               ],
               [
                -76.920784,
                42.001774
               ],
               [
                -76.835079,
                42.001773
               ],
               [
                -76.815878,
                42.001673
               ],
               [
                -76.558118,
                42.000155
               ],
               [
                -76.557624,
                42.000149
               ],
               [
                -76.46654,
                41.999025
               ],
               [
                -76.462155,
                41.998934
               ],
               [
                -76.349898,
                41.99841
               ],
               [
                -76.343722,
                41.998346
               ],
               [
                -76.145519,
                41.998913
               ],
               [
                -76.115172,
                41.651825
               ],
               [
                -76.197998,
                41.647823
               ],
               [
                -76.220139,
                41.541285
               ],
               [
                -76.813731,
                41.590034
               ],
               [
                -76.874714,
                41.596919
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "1",
            "properties": {
             "CENSUSAREA": 1147.399,
             "COUNTY": "015",
             "County": "Bradford",
             "GEO_ID": "0500000US42015",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 36,
             "NAME": "Bradford",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 56,
             "Unique Valid NAICS Codes": 16,
             "fips": "42015",
             "id": "42015",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bradford<br>0.0%</span>",
             "lat": 41.78879908180103,
             "lon": -76.5158164254837,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.055983,
             40.242933,
             -78.35043,
             40.725968
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.768593,
                40.243441
               ],
               [
                -78.884862,
                40.244631
               ],
               [
                -78.927601,
                40.285041
               ],
               [
                -79.055983,
                40.285089
               ],
               [
                -78.974649,
                40.395972
               ],
               [
                -78.922748,
                40.48377
               ],
               [
                -78.896938,
                40.53316
               ],
               [
                -78.860105,
                40.604665
               ],
               [
                -78.846656,
                40.635638
               ],
               [
                -78.801697,
                40.724539
               ],
               [
                -78.712747,
                40.72435
               ],
               [
                -78.513712,
                40.725968
               ],
               [
                -78.35043,
                40.724827
               ],
               [
                -78.542303,
                40.468851
               ],
               [
                -78.564085,
                40.370609
               ],
               [
                -78.620383,
                40.327025
               ],
               [
                -78.658409,
                40.242933
               ],
               [
                -78.760311,
                40.243171
               ],
               [
                -78.768593,
                40.243441
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "2",
            "properties": {
             "CENSUSAREA": 688.351,
             "COUNTY": "021",
             "County": "Cambria",
             "GEO_ID": "0500000US42021",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 24,
             "NAME": "Cambria",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 1.1363636363636365,
             "STATE": "42",
             "Total Clients": 88,
             "Unique Valid NAICS Codes": 19,
             "fips": "42021",
             "id": "42021",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cambria<br>1.14%</span>",
             "lat": 40.49443898683218,
             "lon": -78.71185388796506,
             "percent_str": "1.14%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.694984,
             40.974142,
             -79.207196,
             41.436145
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.604161,
                41.321478
               ],
               [
                -79.47814,
                41.335708
               ],
               [
                -79.477822,
                41.386479
               ],
               [
                -79.400269,
                41.436145
               ],
               [
                -79.207196,
                41.430922
               ],
               [
                -79.208878,
                41.331861
               ],
               [
                -79.215214,
                41.050515
               ],
               [
                -79.284998,
                41.009295
               ],
               [
                -79.618352,
                40.974142
               ],
               [
                -79.690711,
                41.170691
               ],
               [
                -79.69235,
                41.172028
               ],
               [
                -79.694984,
                41.172865
               ],
               [
                -79.604161,
                41.321478
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "3",
            "properties": {
             "CENSUSAREA": 600.834,
             "COUNTY": "031",
             "County": "Clarion",
             "GEO_ID": "0500000US42031",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 16,
             "NAME": "Clarion",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 169,
             "Unique Valid NAICS Codes": 21,
             "fips": "42031",
             "id": "42031",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clarion<br>0.0%</span>",
             "lat": 41.19546199318124,
             "lon": -79.42336838806017,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.095096,
             41.201859,
             -78.236817,
             41.629898
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.956042,
                41.623402
               ],
               [
                -78.956056,
                41.623863
               ],
               [
                -78.483409,
                41.629898
               ],
               [
                -78.419118,
                41.602188
               ],
               [
                -78.420028,
                41.405046
               ],
               [
                -78.253959,
                41.404721
               ],
               [
                -78.236817,
                41.230475
               ],
               [
                -78.646666,
                41.253778
               ],
               [
                -78.710248,
                41.201859
               ],
               [
                -78.73528,
                41.262915
               ],
               [
                -78.974478,
                41.375476
               ],
               [
                -79.095096,
                41.340658
               ],
               [
                -79.06352,
                41.453207
               ],
               [
                -78.958957,
                41.437061
               ],
               [
                -78.956042,
                41.623402
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "4",
            "properties": {
             "CENSUSAREA": 827.358,
             "COUNTY": "047",
             "County": "Elk",
             "GEO_ID": "0500000US42047",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 28,
             "NAME": "Elk",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 112,
             "Unique Valid NAICS Codes": 18,
             "fips": "42047",
             "id": "42047",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Elk<br>0.0%</span>",
             "lat": 41.428107108124685,
             "lon": -78.64557876998508,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.454011,
             40.380868,
             -78.801697,
             40.911346
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.846656,
                40.635638
               ],
               [
                -78.860105,
                40.604665
               ],
               [
                -78.896938,
                40.53316
               ],
               [
                -78.922748,
                40.48377
               ],
               [
                -78.974649,
                40.395972
               ],
               [
                -79.058481,
                40.380868
               ],
               [
                -79.192722,
                40.414862
               ],
               [
                -79.199233,
                40.41078
               ],
               [
                -79.206513,
                40.415032
               ],
               [
                -79.214783,
                40.424458
               ],
               [
                -79.233203,
                40.430741
               ],
               [
                -79.240175,
                40.429991
               ],
               [
                -79.247568,
                40.43208
               ],
               [
                -79.250605,
                40.428726
               ],
               [
                -79.454011,
                40.485507
               ],
               [
                -79.450176,
                40.530149
               ],
               [
                -79.251517,
                40.737758
               ],
               [
                -79.215215,
                40.775942
               ],
               [
                -79.21531,
                40.911346
               ],
               [
                -78.805167,
                40.90598
               ],
               [
                -78.806363,
                40.845035
               ],
               [
                -78.801697,
                40.724539
               ],
               [
                -78.846656,
                40.635638
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "5",
            "properties": {
             "CENSUSAREA": 827.03,
             "COUNTY": "063",
             "County": "Indiana",
             "GEO_ID": "0500000US42063",
             "LSAD": "County",
             "Missing NAICS": 14,
             "NAICS to Census Gap": 40,
             "NAME": "Indiana",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 25.925925925925924,
             "STATE": "42",
             "Total Clients": 54,
             "Unique Valid NAICS Codes": 15,
             "fips": "42063",
             "id": "42063",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Indiana<br>25.93%</span>",
             "lat": 40.65145226775638,
             "lon": -79.08650961497837,
             "percent_str": "25.93%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.834695,
             41.161497,
             -75.441421,
             41.642263
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.687244,
                41.339216
               ],
               [
                -75.741539,
                41.348179
               ],
               [
                -75.760518,
                41.360942
               ],
               [
                -75.76786,
                41.365841
               ],
               [
                -75.795286,
                41.378127
               ],
               [
                -75.832631,
                41.399934
               ],
               [
                -75.834695,
                41.427246
               ],
               [
                -75.719887,
                41.642263
               ],
               [
                -75.469259,
                41.64141
               ],
               [
                -75.462411,
                41.641587
               ],
               [
                -75.441421,
                41.260053
               ],
               [
                -75.505607,
                41.232539
               ],
               [
                -75.600736,
                41.161497
               ],
               [
                -75.649257,
                41.190951
               ],
               [
                -75.687244,
                41.339216
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "6",
            "properties": {
             "CENSUSAREA": 459.078,
             "COUNTY": "069",
             "County": "Lackawanna",
             "GEO_ID": "0500000US42069",
             "LSAD": "County",
             "Missing NAICS": 32,
             "NAICS to Census Gap": 12,
             "NAME": "Lackawanna",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 9.411764705882353,
             "STATE": "42",
             "Total Clients": 340,
             "Unique Valid NAICS Codes": 22,
             "fips": "42069",
             "id": "42069",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lackawanna<br>9.41%</span>",
             "lat": 41.434683112750704,
             "lon": -75.60822617834343,
             "percent_str": "9.41%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.913844,
             40.378545,
             -77.287941,
             40.846937
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.667819,
                40.735335
               ],
               [
                -77.36418,
                40.846937
               ],
               [
                -77.357113,
                40.844484
               ],
               [
                -77.356628,
                40.807334
               ],
               [
                -77.354097,
                40.701667
               ],
               [
                -77.287941,
                40.693595
               ],
               [
                -77.323053,
                40.683082
               ],
               [
                -77.36069,
                40.669991
               ],
               [
                -77.49776,
                40.609484
               ],
               [
                -77.611315,
                40.515017
               ],
               [
                -77.75212,
                40.378545
               ],
               [
                -77.913844,
                40.398679
               ],
               [
                -77.816513,
                40.500074
               ],
               [
                -77.841827,
                40.550035
               ],
               [
                -77.68708,
                40.67675
               ],
               [
                -77.681334,
                40.729758
               ],
               [
                -77.667819,
                40.735335
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "7",
            "properties": {
             "CENSUSAREA": 411.031,
             "COUNTY": "087",
             "County": "Mifflin",
             "GEO_ID": "0500000US42087",
             "LSAD": "County",
             "Missing NAICS": 8,
             "NAICS to Census Gap": 40,
             "NAME": "Mifflin",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 23.52941176470588,
             "STATE": "42",
             "Total Clients": 34,
             "Unique Valid NAICS Codes": 15,
             "fips": "42087",
             "id": "42087",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mifflin<br>23.53%</span>",
             "lat": 40.61623708546824,
             "lon": -77.61090209360879,
             "percent_str": "23.53%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.792878,
             40.882515,
             -76.514951,
             41.17204
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.640767,
                41.155718
               ],
               [
                -76.618971,
                41.063759
               ],
               [
                -76.514951,
                40.958959
               ],
               [
                -76.528034,
                40.882515
               ],
               [
                -76.557013,
                40.938617
               ],
               [
                -76.661348,
                40.967996
               ],
               [
                -76.792878,
                40.946583
               ],
               [
                -76.732672,
                41.17204
               ],
               [
                -76.678776,
                41.154172
               ],
               [
                -76.640767,
                41.155718
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "8",
            "properties": {
             "CENSUSAREA": 130.242,
             "COUNTY": "093",
             "County": "Montour",
             "GEO_ID": "0500000US42093",
             "LSAD": "County",
             "Missing NAICS": 12,
             "NAICS to Census Gap": 40,
             "NAME": "Montour",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 27.906976744186046,
             "STATE": "42",
             "Total Clients": 43,
             "Unique Valid NAICS Codes": 15,
             "fips": "42093",
             "id": "42093",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montour<br>27.91%</span>",
             "lat": 41.033291624100116,
             "lon": -76.66841630451262,
             "percent_str": "27.91%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.206606,
             41.474822,
             -77.598129,
             42.000452
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.599278,
                41.542271
               ],
               [
                -77.598129,
                41.478576
               ],
               [
                -77.989194,
                41.474822
               ],
               [
                -78.050442,
                41.475462
               ],
               [
                -78.203422,
                41.618157
               ],
               [
                -78.206606,
                41.999989
               ],
               [
                -78.12473,
                42.000452
               ],
               [
                -78.031177,
                41.999415
               ],
               [
                -78.030963,
                41.999392
               ],
               [
                -77.83203,
                41.998524
               ],
               [
                -77.822799,
                41.998547
               ],
               [
                -77.749931,
                41.998782
               ],
               [
                -77.610028,
                41.999519
               ],
               [
                -77.599278,
                41.542271
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "9",
            "properties": {
             "CENSUSAREA": 1081.323,
             "COUNTY": "105",
             "County": "Potter",
             "GEO_ID": "0500000US42105",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 36,
             "NAME": "Potter",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 35,
             "Unique Valid NAICS Codes": 16,
             "fips": "42105",
             "id": "42105",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Potter<br>0.0%</span>",
             "lat": 41.744838732807814,
             "lon": -77.89576705989249,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.813731,
             41.275629,
             -76.220139,
             41.590034
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.447597,
                41.275629
               ],
               [
                -76.592532,
                41.304332
               ],
               [
                -76.749497,
                41.405572
               ],
               [
                -76.813731,
                41.590034
               ],
               [
                -76.220139,
                41.541285
               ],
               [
                -76.223866,
                41.524544
               ],
               [
                -76.2831,
                41.376517
               ],
               [
                -76.284865,
                41.372724
               ],
               [
                -76.310133,
                41.310199
               ],
               [
                -76.407934,
                41.308418
               ],
               [
                -76.447597,
                41.275629
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "10",
            "properties": {
             "CENSUSAREA": 449.94,
             "COUNTY": "113",
             "County": "Sullivan",
             "GEO_ID": "0500000US42113",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 72,
             "NAME": "Sullivan",
             "Percent NAICS Coverage": 28.000000000000004,
             "Percent NAICS Missing": 10.526315789473683,
             "STATE": "42",
             "Total Clients": 19,
             "Unique Valid NAICS Codes": 7,
             "fips": "42113",
             "id": "42113",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Sullivan<br>10.53%</span>",
             "lat": 41.44634374298889,
             "lon": -76.51262649665257,
             "percent_str": "10.53%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.612873,
             41.623402,
             -78.918854,
             41.999259
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.402653,
                41.625968
               ],
               [
                -79.51207,
                41.624559
               ],
               [
                -79.612873,
                41.623858
               ],
               [
                -79.612598,
                41.77503
               ],
               [
                -79.612072,
                41.850056
               ],
               [
                -79.610839,
                41.998989
               ],
               [
                -79.551385,
                41.998666
               ],
               [
                -79.538445,
                41.998527
               ],
               [
                -79.061265,
                41.999259
               ],
               [
                -79.052473,
                41.999179
               ],
               [
                -78.918854,
                41.997961
               ],
               [
                -78.948689,
                41.83048
               ],
               [
                -78.956056,
                41.623863
               ],
               [
                -78.956042,
                41.623402
               ],
               [
                -79.402653,
                41.625968
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "11",
            "properties": {
             "CENSUSAREA": 884.135,
             "COUNTY": "123",
             "County": "Warren",
             "GEO_ID": "0500000US42123",
             "LSAD": "County",
             "Missing NAICS": 3,
             "NAICS to Census Gap": 36,
             "NAME": "Warren",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 7.6923076923076925,
             "STATE": "42",
             "Total Clients": 39,
             "Unique Valid NAICS Codes": 16,
             "fips": "42123",
             "id": "42123",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Warren<br>7.69%</span>",
             "lat": 41.81334731706143,
             "lon": -79.27779736446892,
             "percent_str": "7.69%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.69293,
             40.530149,
             -79.215214,
             41.170691
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.21531,
                40.911346
               ],
               [
                -79.215215,
                40.775942
               ],
               [
                -79.251517,
                40.737758
               ],
               [
                -79.450176,
                40.530149
               ],
               [
                -79.56111,
                40.564113
               ],
               [
                -79.638137,
                40.665601
               ],
               [
                -79.692587,
                40.669732
               ],
               [
                -79.69293,
                40.669744
               ],
               [
                -79.692357,
                40.672857
               ],
               [
                -79.692794,
                40.674604
               ],
               [
                -79.692615,
                40.688784
               ],
               [
                -79.692331,
                40.716656
               ],
               [
                -79.689994,
                40.741362
               ],
               [
                -79.690711,
                41.170691
               ],
               [
                -79.618352,
                40.974142
               ],
               [
                -79.284998,
                41.009295
               ],
               [
                -79.215214,
                41.050515
               ],
               [
                -79.21531,
                40.911346
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "12",
            "properties": {
             "CENSUSAREA": 653.203,
             "COUNTY": "005",
             "County": "Armstrong",
             "GEO_ID": "0500000US42005",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 32,
             "NAME": "Armstrong",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 73,
             "Unique Valid NAICS Codes": 17,
             "fips": "42005",
             "id": "42005",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Armstrong<br>0.0%</span>",
             "lat": 40.81238562069251,
             "lon": -79.46550075053662,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.360873,
             40.194352,
             -79.692587,
             40.67429
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.701624,
                40.525449
               ],
               [
                -79.701985,
                40.523787
               ],
               [
                -79.702131,
                40.489635
               ],
               [
                -79.703834,
                40.443526
               ],
               [
                -79.704739,
                40.427231
               ],
               [
                -79.722151,
                40.409098
               ],
               [
                -79.783684,
                40.315913
               ],
               [
                -79.787853,
                40.297693
               ],
               [
                -79.775139,
                40.287888
               ],
               [
                -79.781761,
                40.227711
               ],
               [
                -79.870585,
                40.197415
               ],
               [
                -79.881913,
                40.196519
               ],
               [
                -79.888986,
                40.194823
               ],
               [
                -79.893281,
                40.194352
               ],
               [
                -79.912586,
                40.197767
               ],
               [
                -79.927883,
                40.206822
               ],
               [
                -79.956073,
                40.213582
               ],
               [
                -79.968335,
                40.22382
               ],
               [
                -79.970652,
                40.231814
               ],
               [
                -79.964764,
                40.23767
               ],
               [
                -79.952098,
                40.240877
               ],
               [
                -80.033712,
                40.288034
               ],
               [
                -80.183129,
                40.332515
               ],
               [
                -80.360873,
                40.477539
               ],
               [
                -80.360782,
                40.477604
               ],
               [
                -80.228579,
                40.573072
               ],
               [
                -80.14485,
                40.613474
               ],
               [
                -80.148451,
                40.67429
               ],
               [
                -79.69293,
                40.669744
               ],
               [
                -79.692587,
                40.669732
               ],
               [
                -79.765415,
                40.549854
               ],
               [
                -79.701624,
                40.525449
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "13",
            "properties": {
             "CENSUSAREA": 730.075,
             "COUNTY": "003",
             "County": "Allegheny",
             "GEO_ID": "0500000US42003",
             "LSAD": "County",
             "Missing NAICS": 255,
             "NAICS to Census Gap": 8,
             "NAME": "Allegheny",
             "Percent NAICS Coverage": 92,
             "Percent NAICS Missing": 17.65927977839335,
             "STATE": "42",
             "Total Clients": 1444,
             "Unique Valid NAICS Codes": 23,
             "fips": "42003",
             "id": "42003",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Allegheny<br>17.66%</span>",
             "lat": 40.465034241870256,
             "lon": -79.978954466311,
             "percent_str": "17.66%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519086,
             40.477365,
             -80.14485,
             40.855157
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.519054,
                40.517922
               ],
               [
                -80.519057,
                40.517922
               ],
               [
                -80.519055,
                40.590173
               ],
               [
                -80.519086,
                40.590161
               ],
               [
                -80.519086,
                40.616385
               ],
               [
                -80.519039,
                40.616391
               ],
               [
                -80.518991,
                40.638801
               ],
               [
                -80.519058,
                40.792298
               ],
               [
                -80.518992,
                40.801221
               ],
               [
                -80.519081,
                40.849157
               ],
               [
                -80.51902,
                40.850073
               ],
               [
                -80.519039,
                40.851339
               ],
               [
                -80.158534,
                40.855157
               ],
               [
                -80.148787,
                40.676432
               ],
               [
                -80.148451,
                40.67429
               ],
               [
                -80.14485,
                40.613474
               ],
               [
                -80.228579,
                40.573072
               ],
               [
                -80.360782,
                40.477604
               ],
               [
                -80.360873,
                40.477539
               ],
               [
                -80.448114,
                40.477717
               ],
               [
                -80.518692,
                40.477365
               ],
               [
                -80.519054,
                40.517922
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "14",
            "properties": {
             "CENSUSAREA": 434.712,
             "COUNTY": "007",
             "County": "Beaver",
             "GEO_ID": "0500000US42007",
             "LSAD": "County",
             "Missing NAICS": 17,
             "NAICS to Census Gap": 24,
             "NAME": "Beaver",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 23.28767123287671,
             "STATE": "42",
             "Total Clients": 73,
             "Unique Valid NAICS Codes": 19,
             "fips": "42007",
             "id": "42007",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Beaver<br>23.29%</span>",
             "lat": 40.68219239336738,
             "lon": -80.34875800363787,
             "percent_str": "23.29%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.484057,
             40.048872,
             -74.721604,
             40.60858
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.106878,
                40.192279
               ],
               [
                -75.299774,
                40.307835
               ],
               [
                -75.484057,
                40.418451
               ],
               [
                -75.409733,
                40.487984
               ],
               [
                -75.367911,
                40.514601
               ],
               [
                -75.36661,
                40.515424
               ],
               [
                -75.338633,
                40.534068
               ],
               [
                -75.333514,
                40.537057
               ],
               [
                -75.196803,
                40.60858
               ],
               [
                -75.190858,
                40.591342
               ],
               [
                -75.190161,
                40.589321
               ],
               [
                -75.147368,
                40.573152
               ],
               [
                -75.135389,
                40.575624
               ],
               [
                -75.117292,
                40.573211
               ],
               [
                -75.100325,
                40.567811
               ],
               [
                -75.068615,
                40.542223
               ],
               [
                -75.067344,
                40.536428
               ],
               [
                -75.06509,
                40.526148
               ],
               [
                -75.065853,
                40.519495
               ],
               [
                -75.070568,
                40.455165
               ],
               [
                -75.061489,
                40.422848
               ],
               [
                -75.058848,
                40.418065
               ],
               [
                -75.035548,
                40.406309
               ],
               [
                -75.024775,
                40.403455
               ],
               [
                -74.937954,
                40.340634
               ],
               [
                -74.860492,
                40.284584
               ],
               [
                -74.770706,
                40.214908
               ],
               [
                -74.758613,
                40.201342
               ],
               [
                -74.722304,
                40.160609
               ],
               [
                -74.721604,
                40.15381
               ],
               [
                -74.724179,
                40.147324
               ],
               [
                -74.724304,
                40.14701
               ],
               [
                -74.740605,
                40.13521
               ],
               [
                -74.838008,
                40.10091
               ],
               [
                -74.900236,
                40.077149
               ],
               [
                -74.97429,
                40.048872
               ],
               [
                -74.984893,
                40.057287
               ],
               [
                -74.971268,
                40.073744
               ],
               [
                -74.958841,
                40.082503
               ],
               [
                -74.956164,
                40.095745
               ],
               [
                -74.961342,
                40.097496
               ],
               [
                -74.964991,
                40.118635
               ],
               [
                -74.981947,
                40.120245
               ],
               [
                -75.005946,
                40.132524
               ],
               [
                -75.00853,
                40.133992
               ],
               [
                -75.015066,
                40.137992
               ],
               [
                -75.104874,
                40.191109
               ],
               [
                -75.106878,
                40.192279
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "15",
            "properties": {
             "CENSUSAREA": 604.307,
             "COUNTY": "017",
             "County": "Bucks",
             "GEO_ID": "0500000US42017",
             "LSAD": "County",
             "Missing NAICS": 36,
             "NAICS to Census Gap": 36,
             "NAME": "Bucks",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 28.346456692913385,
             "STATE": "42",
             "Total Clients": 127,
             "Unique Valid NAICS Codes": 16,
             "fips": "42017",
             "id": "42017",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bucks<br>28.35%</span>",
             "lat": 40.33533393638281,
             "lon": -75.10573678249436,
             "percent_str": "28.35%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.420028,
             41.216931,
             -77.988786,
             41.618157
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.093381,
                41.216931
               ],
               [
                -78.236817,
                41.230475
               ],
               [
                -78.253959,
                41.404721
               ],
               [
                -78.420028,
                41.405046
               ],
               [
                -78.419118,
                41.602188
               ],
               [
                -78.419299,
                41.616853
               ],
               [
                -78.203422,
                41.618157
               ],
               [
                -78.050442,
                41.475462
               ],
               [
                -77.989194,
                41.474822
               ],
               [
                -77.988786,
                41.367453
               ],
               [
                -78.093381,
                41.216931
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "16",
            "properties": {
             "CENSUSAREA": 396.231,
             "COUNTY": "023",
             "County": "Cameron",
             "GEO_ID": "0500000US42023",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 68,
             "NAME": "Cameron",
             "Percent NAICS Coverage": 32,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 13,
             "Unique Valid NAICS Codes": 8,
             "fips": "42023",
             "id": "42023",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cameron<br>0.0%</span>",
             "lat": 41.436332298858645,
             "lon": -78.20386569442027,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.376518,
             40.691557,
             -77.14416,
             41.252752
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.667819,
                40.735335
               ],
               [
                -77.681334,
                40.729758
               ],
               [
                -77.824506,
                40.743681
               ],
               [
                -77.94425,
                40.691557
               ],
               [
                -78.116521,
                40.739127
               ],
               [
                -78.131834,
                40.743017
               ],
               [
                -78.359912,
                40.732592
               ],
               [
                -78.376518,
                40.754417
               ],
               [
                -78.24922,
                40.855383
               ],
               [
                -78.168128,
                40.960865
               ],
               [
                -78.07774,
                40.958824
               ],
               [
                -78.056276,
                41.00417
               ],
               [
                -78.112239,
                41.114217
               ],
               [
                -78.038203,
                41.153633
               ],
               [
                -77.898195,
                41.252752
               ],
               [
                -77.892724,
                41.178259
               ],
               [
                -77.79856,
                41.18195
               ],
               [
                -77.741911,
                41.107614
               ],
               [
                -77.621759,
                41.091185
               ],
               [
                -77.508596,
                40.962938
               ],
               [
                -77.14416,
                41.044338
               ],
               [
                -77.36418,
                40.846937
               ],
               [
                -77.667819,
                40.735335
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "17",
            "properties": {
             "CENSUSAREA": 1109.921,
             "COUNTY": "027",
             "County": "Centre",
             "GEO_ID": "0500000US42027",
             "LSAD": "County",
             "Missing NAICS": 86,
             "NAICS to Census Gap": 12,
             "NAME": "Centre",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 19.41309255079007,
             "STATE": "42",
             "Total Clients": 443,
             "Unique Valid NAICS Codes": 22,
             "fips": "42027",
             "id": "42027",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Centre<br>19.41%</span>",
             "lat": 40.92203468688562,
             "lon": -77.81824606823722,
             "percent_str": "19.41%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.135584,
             39.721556,
             -75.361066,
             40.241863
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.361066,
                40.065543
               ],
               [
                -75.414991,
                40.041787
               ],
               [
                -75.435816,
                39.985059
               ],
               [
                -75.562539,
                39.901638
               ],
               [
                -75.594846,
                39.837286
               ],
               [
                -75.595756,
                39.837156
               ],
               [
                -75.634706,
                39.830164
               ],
               [
                -75.641518,
                39.828363
               ],
               [
                -75.662822,
                39.82115
               ],
               [
                -75.685991,
                39.811054
               ],
               [
                -75.716969,
                39.791998
               ],
               [
                -75.739705,
                39.772623
               ],
               [
                -75.788359,
                39.721811
               ],
               [
                -75.799563,
                39.721882
               ],
               [
                -75.810068,
                39.721906
               ],
               [
                -76.013067,
                39.72192
               ],
               [
                -76.027618,
                39.721833
               ],
               [
                -76.135584,
                39.721556
               ],
               [
                -76.066685,
                39.759969
               ],
               [
                -75.991644,
                39.868713
               ],
               [
                -75.985056,
                39.937871
               ],
               [
                -75.942997,
                40.109266
               ],
               [
                -75.873375,
                40.137107
               ],
               [
                -75.729863,
                40.224489
               ],
               [
                -75.696782,
                40.241863
               ],
               [
                -75.592657,
                40.225491
               ],
               [
                -75.573338,
                40.195303
               ],
               [
                -75.562878,
                40.197361
               ],
               [
                -75.557148,
                40.207213
               ],
               [
                -75.549174,
                40.189542
               ],
               [
                -75.525945,
                40.148611
               ],
               [
                -75.361066,
                40.065543
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "18",
            "properties": {
             "CENSUSAREA": 750.508,
             "COUNTY": "029",
             "County": "Chester",
             "GEO_ID": "0500000US42029",
             "LSAD": "County",
             "Missing NAICS": 119,
             "NAICS to Census Gap": 16,
             "NAME": "Chester",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 35.62874251497006,
             "STATE": "42",
             "Total Clients": 334,
             "Unique Valid NAICS Codes": 21,
             "fips": "42029",
             "id": "42029",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Chester<br>35.63%</span>",
             "lat": 39.973872756570614,
             "lon": -75.7459736125578,
             "percent_str": "35.63%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.806363,
             40.72435,
             -78.038203,
             41.253778
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.513712,
                40.725968
               ],
               [
                -78.712747,
                40.72435
               ],
               [
                -78.801697,
                40.724539
               ],
               [
                -78.806363,
                40.845035
               ],
               [
                -78.805167,
                40.90598
               ],
               [
                -78.804532,
                41.132186
               ],
               [
                -78.710248,
                41.201859
               ],
               [
                -78.646666,
                41.253778
               ],
               [
                -78.236817,
                41.230475
               ],
               [
                -78.093381,
                41.216931
               ],
               [
                -78.061007,
                41.174539
               ],
               [
                -78.038203,
                41.153633
               ],
               [
                -78.112239,
                41.114217
               ],
               [
                -78.056276,
                41.00417
               ],
               [
                -78.07774,
                40.958824
               ],
               [
                -78.168128,
                40.960865
               ],
               [
                -78.24922,
                40.855383
               ],
               [
                -78.376518,
                40.754417
               ],
               [
                -78.359912,
                40.732592
               ],
               [
                -78.35043,
                40.724827
               ],
               [
                -78.513712,
                40.725968
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "19",
            "properties": {
             "CENSUSAREA": 1144.722,
             "COUNTY": "033",
             "County": "Clearfield",
             "GEO_ID": "0500000US42033",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 32,
             "NAME": "Clearfield",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 0.8849557522123894,
             "STATE": "42",
             "Total Clients": 113,
             "Unique Valid NAICS Codes": 17,
             "fips": "42033",
             "id": "42033",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clearfield<br>0.88%</span>",
             "lat": 40.999379596970996,
             "lon": -78.47308284818986,
             "percent_str": "0.88%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519424,
             41.480395,
             -79.612072,
             41.850056
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.612598,
                41.77503
               ],
               [
                -79.612873,
                41.623858
               ],
               [
                -79.612866,
                41.617058
               ],
               [
                -79.748047,
                41.617747
               ],
               [
                -79.828876,
                41.622057
               ],
               [
                -79.999779,
                41.490049
               ],
               [
                -80.125316,
                41.480395
               ],
               [
                -80.519209,
                41.489013
               ],
               [
                -80.519225,
                41.499924
               ],
               [
                -80.519157,
                41.528769
               ],
               [
                -80.519339,
                41.539297
               ],
               [
                -80.519357,
                41.669767
               ],
               [
                -80.519424,
                41.671228
               ],
               [
                -80.519373,
                41.701473
               ],
               [
                -80.519408,
                41.739359
               ],
               [
                -80.519369,
                41.752487
               ],
               [
                -80.519239,
                41.765138
               ],
               [
                -80.519294,
                41.849563
               ],
               [
                -79.612072,
                41.850056
               ],
               [
                -79.612598,
                41.77503
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "20",
            "properties": {
             "CENSUSAREA": 1012.298,
             "COUNTY": "039",
             "County": "Crawford",
             "GEO_ID": "0500000US42039",
             "LSAD": "County",
             "Missing NAICS": 4,
             "NAICS to Census Gap": 40,
             "NAME": "Crawford",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 5.405405405405405,
             "STATE": "42",
             "Total Clients": 74,
             "Unique Valid NAICS Codes": 15,
             "fips": "42039",
             "id": "42039",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Crawford<br>5.41%</span>",
             "lat": 41.68459206001365,
             "lon": -80.10735206126095,
             "percent_str": "5.41%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.594846,
             39.801786,
             -75.210972,
             40.065543
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.562539,
                39.901638
               ],
               [
                -75.435816,
                39.985059
               ],
               [
                -75.414991,
                40.041787
               ],
               [
                -75.361066,
                40.065543
               ],
               [
                -75.356534,
                40.062787
               ],
               [
                -75.349457,
                40.052905
               ],
               [
                -75.276482,
                39.976959
               ],
               [
                -75.262539,
                39.876578
               ],
               [
                -75.24047,
                39.872381
               ],
               [
                -75.215722,
                39.876087
               ],
               [
                -75.210972,
                39.865706
               ],
               [
                -75.235026,
                39.856613
               ],
               [
                -75.271159,
                39.84944
               ],
               [
                -75.3065,
                39.849812
               ],
               [
                -75.374635,
                39.82577
               ],
               [
                -75.390169,
                39.816549
               ],
               [
                -75.415041,
                39.801786
               ],
               [
                -75.428038,
                39.809212
               ],
               [
                -75.45374,
                39.820312
               ],
               [
                -75.498843,
                39.833312
               ],
               [
                -75.539346,
                39.838211
               ],
               [
                -75.579849,
                39.838526
               ],
               [
                -75.5799,
                39.838522
               ],
               [
                -75.593082,
                39.8375
               ],
               [
                -75.593666,
                39.837455
               ],
               [
                -75.594846,
                39.837286
               ],
               [
                -75.562539,
                39.901638
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "21",
            "properties": {
             "CENSUSAREA": 183.843,
             "COUNTY": "045",
             "County": "Delaware",
             "GEO_ID": "0500000US42045",
             "LSAD": "County",
             "Missing NAICS": 27,
             "NAICS to Census Gap": 16,
             "NAME": "Delaware",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 7.584269662921349,
             "STATE": "42",
             "Total Clients": 356,
             "Unique Valid NAICS Codes": 21,
             "fips": "42045",
             "id": "42045",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Delaware<br>7.58%</span>",
             "lat": 39.915783876494736,
             "lon": -75.39949338833998,
             "percent_str": "7.58%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519425,
             41.849563,
             -79.610839,
             42.26986
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.610839,
                41.998989
               ],
               [
                -79.612072,
                41.850056
               ],
               [
                -80.519294,
                41.849563
               ],
               [
                -80.519345,
                41.929168
               ],
               [
                -80.519304,
                41.943992
               ],
               [
                -80.519405,
                41.976158
               ],
               [
                -80.519425,
                41.977522
               ],
               [
                -80.519425,
                41.977523
               ],
               [
                -80.435451,
                42.005611
               ],
               [
                -80.409776,
                42.011578
               ],
               [
                -80.373066,
                42.024102
               ],
               [
                -80.371869,
                42.023966
               ],
               [
                -80.363251,
                42.027973
               ],
               [
                -80.349169,
                42.030243
               ],
               [
                -80.329976,
                42.036168
               ],
               [
                -80.296758,
                42.049076
               ],
               [
                -80.230486,
                42.077957
               ],
               [
                -80.188085,
                42.094257
               ],
               [
                -80.165884,
                42.105857
               ],
               [
                -80.154084,
                42.114757
               ],
               [
                -80.136213,
                42.149937
               ],
               [
                -80.13043,
                42.156331
               ],
               [
                -80.117368,
                42.166341
               ],
               [
                -80.088512,
                42.173184
               ],
               [
                -80.077388,
                42.171262
               ],
               [
                -80.073381,
                42.168658
               ],
               [
                -80.080028,
                42.163625
               ],
               [
                -80.071981,
                42.155357
               ],
               [
                -80.078781,
                42.151457
               ],
               [
                -80.076281,
                42.147857
               ],
               [
                -80.07198,
                42.146057
               ],
               [
                -80.06108,
                42.144857
               ],
               [
                -79.989186,
                42.177051
               ],
               [
                -79.931324,
                42.206737
               ],
               [
                -79.923924,
                42.207546
               ],
               [
                -79.90105,
                42.216701
               ],
               [
                -79.886187,
                42.224933
               ],
               [
                -79.867979,
                42.230999
               ],
               [
                -79.844661,
                42.235486
               ],
               [
                -79.798447,
                42.255939
               ],
               [
                -79.761951,
                42.26986
               ],
               [
                -79.761964,
                42.251354
               ],
               [
                -79.762152,
                42.243054
               ],
               [
                -79.761833,
                42.183627
               ],
               [
                -79.761929,
                42.179693
               ],
               [
                -79.761921,
                42.173319
               ],
               [
                -79.761759,
                42.162675
               ],
               [
                -79.761861,
                42.150712
               ],
               [
                -79.762122,
                42.131246
               ],
               [
                -79.761374,
                41.999067
               ],
               [
                -79.625287,
                41.999003
               ],
               [
                -79.625301,
                41.999068
               ],
               [
                -79.610839,
                41.998989
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "22",
            "properties": {
             "CENSUSAREA": 799.154,
             "COUNTY": "049",
             "County": "Erie",
             "GEO_ID": "0500000US42049",
             "LSAD": "County",
             "Missing NAICS": 39,
             "NAICS to Census Gap": 12,
             "NAME": "Erie",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 9.535452322738386,
             "STATE": "42",
             "Total Clients": 409,
             "Unique Valid NAICS Codes": 22,
             "fips": "42049",
             "id": "42049",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Erie<br>9.54%</span>",
             "lat": 41.99236639544638,
             "lon": -80.03247948615177,
             "percent_str": "9.54%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.998014,
             39.720713,
             -79.293682,
             40.142801
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.476662,
                39.721078
               ],
               [
                -79.608223,
                39.721154
               ],
               [
                -79.610623,
                39.721245
               ],
               [
                -79.763774,
                39.720776
               ],
               [
                -79.852904,
                39.720713
               ],
               [
                -79.853131,
                39.720713
               ],
               [
                -79.916266,
                39.720792
               ],
               [
                -79.915278,
                39.8803
               ],
               [
                -79.998014,
                39.983322
               ],
               [
                -79.877048,
                40.036826
               ],
               [
                -79.877385,
                40.126792
               ],
               [
                -79.72224,
                40.121141
               ],
               [
                -79.641098,
                40.088317
               ],
               [
                -79.592602,
                40.092005
               ],
               [
                -79.578966,
                40.105496
               ],
               [
                -79.540347,
                40.114035
               ],
               [
                -79.505188,
                40.140568
               ],
               [
                -79.479402,
                40.142801
               ],
               [
                -79.457008,
                40.135108
               ],
               [
                -79.293682,
                40.040413
               ],
               [
                -79.294283,
                40.039429
               ],
               [
                -79.296131,
                40.03675
               ],
               [
                -79.301533,
                40.02986
               ],
               [
                -79.302801,
                40.0285
               ],
               [
                -79.32525,
                39.999872
               ],
               [
                -79.330397,
                39.992796
               ],
               [
                -79.347363,
                39.969492
               ],
               [
                -79.417558,
                39.853776
               ],
               [
                -79.365695,
                39.820546
               ],
               [
                -79.392458,
                39.72134
               ],
               [
                -79.476662,
                39.721078
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "23",
            "properties": {
             "CENSUSAREA": 790.339,
             "COUNTY": "051",
             "County": "Fayette",
             "GEO_ID": "0500000US42051",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 32,
             "NAME": "Fayette",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 3.0303030303030303,
             "STATE": "42",
             "Total Clients": 66,
             "Unique Valid NAICS Codes": 17,
             "fips": "42051",
             "id": "42051",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fayette<br>3.03%</span>",
             "lat": 39.921069321232565,
             "lon": -79.64411511531453,
             "percent_str": "3.03%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.09914,
             39.720017,
             -77.459427,
             40.289825
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.70303,
                40.263576
               ],
               [
                -77.685163,
                40.276304
               ],
               [
                -77.671761,
                40.289825
               ],
               [
                -77.614665,
                40.198549
               ],
               [
                -77.471085,
                39.944077
               ],
               [
                -77.459427,
                39.720017
               ],
               [
                -77.469145,
                39.720018
               ],
               [
                -77.533371,
                39.720165
               ],
               [
                -77.534758,
                39.720134
               ],
               [
                -77.672249,
                39.720778
               ],
               [
                -77.674522,
                39.720847
               ],
               [
                -77.724115,
                39.720894
               ],
               [
                -77.732615,
                39.721094
               ],
               [
                -77.743204,
                39.721205
               ],
               [
                -77.768534,
                39.721358
               ],
               [
                -78.073736,
                39.722314
               ],
               [
                -78.075771,
                39.722301
               ],
               [
                -78.09914,
                39.722322
               ],
               [
                -78.0027,
                39.826599
               ],
               [
                -77.920952,
                40.00045
               ],
               [
                -77.864489,
                40.061568
               ],
               [
                -77.70303,
                40.263576
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "24",
            "properties": {
             "CENSUSAREA": 772.224,
             "COUNTY": "055",
             "County": "Franklin",
             "GEO_ID": "0500000US42055",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 20,
             "NAME": "Franklin",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 0.9950248756218906,
             "STATE": "42",
             "Total Clients": 201,
             "Unique Valid NAICS Codes": 20,
             "fips": "42055",
             "id": "42055",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Franklin<br>1.0%</span>",
             "lat": 39.92485553780654,
             "lon": -77.72343788938241,
             "percent_str": "1.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.257305,
             40.061568,
             -77.681334,
             40.743681
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.116521,
                40.739127
               ],
               [
                -77.94425,
                40.691557
               ],
               [
                -77.824506,
                40.743681
               ],
               [
                -77.681334,
                40.729758
               ],
               [
                -77.68708,
                40.67675
               ],
               [
                -77.841827,
                40.550035
               ],
               [
                -77.816513,
                40.500074
               ],
               [
                -77.913844,
                40.398679
               ],
               [
                -77.75212,
                40.378545
               ],
               [
                -77.70303,
                40.263576
               ],
               [
                -77.864489,
                40.061568
               ],
               [
                -77.925905,
                40.101911
               ],
               [
                -78.134863,
                40.165131
               ],
               [
                -78.236302,
                40.224559
               ],
               [
                -78.257305,
                40.297883
               ],
               [
                -78.130081,
                40.48199
               ],
               [
                -78.197083,
                40.558444
               ],
               [
                -78.22197,
                40.674539
               ],
               [
                -78.116521,
                40.739127
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "25",
            "properties": {
             "CENSUSAREA": 874.639,
             "COUNTY": "061",
             "County": "Huntingdon",
             "GEO_ID": "0500000US42061",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 72,
             "NAME": "Huntingdon",
             "Percent NAICS Coverage": 28.000000000000004,
             "Percent NAICS Missing": 11.76470588235294,
             "STATE": "42",
             "Total Clients": 17,
             "Unique Valid NAICS Codes": 7,
             "fips": "42061",
             "id": "42061",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Huntingdon<br>11.76%</span>",
             "lat": 40.421370291699574,
             "lon": -77.97686746427162,
             "percent_str": "11.76%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.75212,
             40.263576,
             -76.939749,
             40.693595
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.75212,
                40.378545
               ],
               [
                -77.611315,
                40.515017
               ],
               [
                -77.49776,
                40.609484
               ],
               [
                -77.36069,
                40.669991
               ],
               [
                -77.323053,
                40.683082
               ],
               [
                -77.287941,
                40.693595
               ],
               [
                -77.198923,
                40.682511
               ],
               [
                -77.035549,
                40.676918
               ],
               [
                -76.939749,
                40.638378
               ],
               [
                -76.947365,
                40.629517
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -77.18293,
                40.58214
               ],
               [
                -77.16996,
                40.562726
               ],
               [
                -77.33811,
                40.495336
               ],
               [
                -77.540141,
                40.399221
               ],
               [
                -77.671761,
                40.289825
               ],
               [
                -77.685163,
                40.276304
               ],
               [
                -77.70303,
                40.263576
               ],
               [
                -77.75212,
                40.378545
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "26",
            "properties": {
             "CENSUSAREA": 391.35,
             "COUNTY": "067",
             "County": "Juniata",
             "GEO_ID": "0500000US42067",
             "LSAD": "County",
             "Missing NAICS": 5,
             "NAICS to Census Gap": 72,
             "NAME": "Juniata",
             "Percent NAICS Coverage": 28.000000000000004,
             "Percent NAICS Missing": 38.46153846153847,
             "STATE": "42",
             "Total Clients": 13,
             "Unique Valid NAICS Codes": 7,
             "fips": "42067",
             "id": "42067",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Juniata<br>38.46%</span>",
             "lat": 40.531427692872846,
             "lon": -77.40585793638617,
             "percent_str": "38.46%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.51979,
             40.851339,
             -80.096861,
             41.126492
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.096861,
                41.069804
               ],
               [
                -80.16529,
                41.00047
               ],
               [
                -80.160006,
                40.886909
               ],
               [
                -80.158534,
                40.855157
               ],
               [
                -80.519039,
                40.851339
               ],
               [
                -80.519764,
                40.899858
               ],
               [
                -80.51979,
                40.900761
               ],
               [
                -80.519091,
                40.921061
               ],
               [
                -80.519,
                40.98738
               ],
               [
                -80.518989,
                40.995445
               ],
               [
                -80.518927,
                41.015387
               ],
               [
                -80.51896,
                41.061546
               ],
               [
                -80.518928,
                41.070954
               ],
               [
                -80.51896,
                41.071866
               ],
               [
                -80.518999,
                41.075014
               ],
               [
                -80.519088,
                41.082074
               ],
               [
                -80.519092,
                41.090658
               ],
               [
                -80.519125,
                41.100819
               ],
               [
                -80.519192,
                41.105358
               ],
               [
                -80.518992,
                41.115958
               ],
               [
                -80.519056,
                41.125057
               ],
               [
                -80.519012,
                41.125057
               ],
               [
                -80.519012,
                41.125093
               ],
               [
                -80.385094,
                41.126492
               ],
               [
                -80.147164,
                41.113795
               ],
               [
                -80.096861,
                41.069804
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "27",
            "properties": {
             "CENSUSAREA": 358.175,
             "COUNTY": "073",
             "County": "Lawrence",
             "GEO_ID": "0500000US42073",
             "LSAD": "County",
             "Missing NAICS": 11,
             "NAICS to Census Gap": 43.99999999999999,
             "NAME": "Lawrence",
             "Percent NAICS Coverage": 56.00000000000001,
             "Percent NAICS Missing": 19.298245614035086,
             "STATE": "42",
             "Total Clients": 57,
             "Unique Valid NAICS Codes": 14,
             "fips": "42073",
             "id": "42073",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lawrence<br>19.3%</span>",
             "lat": 40.99077826064697,
             "lon": -80.33435269461059,
             "percent_str": "19.3%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.317916,
             40.901986,
             -75.600736,
             41.427246
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.207827,
                40.94974
               ],
               [
                -76.228975,
                41.138466
               ],
               [
                -76.317916,
                41.205384
               ],
               [
                -76.310133,
                41.310199
               ],
               [
                -76.284865,
                41.372724
               ],
               [
                -76.2831,
                41.376517
               ],
               [
                -76.00507,
                41.384551
               ],
               [
                -75.834695,
                41.427246
               ],
               [
                -75.832631,
                41.399934
               ],
               [
                -75.795286,
                41.378127
               ],
               [
                -75.76786,
                41.365841
               ],
               [
                -75.760518,
                41.360942
               ],
               [
                -75.741539,
                41.348179
               ],
               [
                -75.687244,
                41.339216
               ],
               [
                -75.649257,
                41.190951
               ],
               [
                -75.600736,
                41.161497
               ],
               [
                -75.603002,
                41.151914
               ],
               [
                -75.615557,
                41.150001
               ],
               [
                -75.634978,
                41.123192
               ],
               [
                -75.649637,
                41.122344
               ],
               [
                -75.77196,
                41.076751
               ],
               [
                -75.73193,
                41.00822
               ],
               [
                -75.997348,
                40.912985
               ],
               [
                -76.02815,
                40.901986
               ],
               [
                -76.207827,
                40.94974
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "28",
            "properties": {
             "CENSUSAREA": 890.333,
             "COUNTY": "079",
             "County": "Luzerne",
             "GEO_ID": "0500000US42079",
             "LSAD": "County",
             "Missing NAICS": 26,
             "NAICS to Census Gap": 8,
             "NAME": "Luzerne",
             "Percent NAICS Coverage": 92,
             "Percent NAICS Missing": 8.360128617363344,
             "STATE": "42",
             "Total Clients": 311,
             "Unique Valid NAICS Codes": 23,
             "fips": "42079",
             "id": "42079",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Luzerne<br>8.36%</span>",
             "lat": 41.17710778579855,
             "lon": -75.9824361625914,
             "percent_str": "8.36%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519345,
             41.069804,
             -79.999779,
             41.490049
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.99978,
                41.274178
               ],
               [
                -79.999779,
                41.171861
               ],
               [
                -80.096861,
                41.069804
               ],
               [
                -80.147164,
                41.113795
               ],
               [
                -80.385094,
                41.126492
               ],
               [
                -80.519012,
                41.125093
               ],
               [
                -80.519012,
                41.125116
               ],
               [
                -80.519167,
                41.133343
               ],
               [
                -80.519167,
                41.133388
               ],
               [
                -80.519115,
                41.14552
               ],
               [
                -80.519144,
                41.171203
               ],
               [
                -80.51883,
                41.209213
               ],
               [
                -80.518893,
                41.219356
               ],
               [
                -80.518893,
                41.219357
               ],
               [
                -80.518893,
                41.232556
               ],
               [
                -80.518693,
                41.248855
               ],
               [
                -80.518893,
                41.265155
               ],
               [
                -80.518993,
                41.268155
               ],
               [
                -80.518996,
                41.2683
               ],
               [
                -80.518794,
                41.305509
               ],
               [
                -80.519129,
                41.312408
               ],
               [
                -80.519265,
                41.333495
               ],
               [
                -80.519281,
                41.335958
               ],
               [
                -80.519281,
                41.337145
               ],
               [
                -80.519281,
                41.337174
               ],
               [
                -80.519311,
                41.339052
               ],
               [
                -80.519293,
                41.339054
               ],
               [
                -80.519293,
                41.339654
               ],
               [
                -80.519345,
                41.340145
               ],
               [
                -80.519345,
                41.34074
               ],
               [
                -80.519297,
                41.350833
               ],
               [
                -80.519249,
                41.36103
               ],
               [
                -80.519217,
                41.372006
               ],
               [
                -80.519249,
                41.378918
               ],
               [
                -80.519025,
                41.416438
               ],
               [
                -80.518993,
                41.416437
               ],
               [
                -80.518993,
                41.435454
               ],
               [
                -80.519169,
                41.462581
               ],
               [
                -80.519209,
                41.489013
               ],
               [
                -80.125316,
                41.480395
               ],
               [
                -79.999779,
                41.490049
               ],
               [
                -79.99978,
                41.274178
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "29",
            "properties": {
             "CENSUSAREA": 672.575,
             "COUNTY": "085",
             "County": "Mercer",
             "GEO_ID": "0500000US42085",
             "LSAD": "County",
             "Missing NAICS": 8,
             "NAICS to Census Gap": 24,
             "NAME": "Mercer",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 9.523809523809524,
             "STATE": "42",
             "Total Clients": 84,
             "Unique Valid NAICS Codes": 19,
             "fips": "42085",
             "id": "42085",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mercer<br>9.52%</span>",
             "lat": 41.30155827155718,
             "lon": -80.25821325246602,
             "percent_str": "9.52%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.649637,
             40.814746,
             -74.980674,
             41.252101
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.600736,
                41.161497
               ],
               [
                -75.505607,
                41.232539
               ],
               [
                -75.359184,
                41.239206
               ],
               [
                -75.129721,
                41.252101
               ],
               [
                -75.156507,
                41.150341
               ],
               [
                -74.980674,
                41.078178
               ],
               [
                -75.026003,
                41.042687
               ],
               [
                -75.036982,
                41.034702
               ],
               [
                -75.051794,
                41.027142
               ],
               [
                -75.069277,
                41.019348
               ],
               [
                -75.091377,
                41.012283
               ],
               [
                -75.109114,
                41.004102
               ],
               [
                -75.130575,
                40.991093
               ],
               [
                -75.135526,
                40.973807
               ],
               [
                -75.131364,
                40.969277
               ],
               [
                -75.120564,
                40.968313
               ],
               [
                -75.300594,
                40.859563
               ],
               [
                -75.474193,
                40.814746
               ],
               [
                -75.57459,
                40.951323
               ],
               [
                -75.49599,
                40.987181
               ],
               [
                -75.649637,
                41.122344
               ],
               [
                -75.634978,
                41.123192
               ],
               [
                -75.615557,
                41.150001
               ],
               [
                -75.603002,
                41.151914
               ],
               [
                -75.600736,
                41.161497
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "30",
            "properties": {
             "CENSUSAREA": 608.286,
             "COUNTY": "089",
             "County": "Monroe",
             "GEO_ID": "0500000US42089",
             "LSAD": "County",
             "Missing NAICS": 12,
             "NAICS to Census Gap": 24,
             "NAME": "Monroe",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 10.526315789473683,
             "STATE": "42",
             "Total Clients": 114,
             "Unique Valid NAICS Codes": 19,
             "fips": "42089",
             "id": "42089",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Monroe<br>10.53%</span>",
             "lat": 41.05684891019836,
             "lon": -75.33977187371454,
             "percent_str": "10.53%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.608985,
             40.537057,
             -75.051029,
             40.968313
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.474193,
                40.814746
               ],
               [
                -75.300594,
                40.859563
               ],
               [
                -75.120564,
                40.968313
               ],
               [
                -75.120435,
                40.968302
               ],
               [
                -75.120316,
                40.96263
               ],
               [
                -75.119893,
                40.961646
               ],
               [
                -75.117764,
                40.953023
               ],
               [
                -75.052538,
                40.872051
               ],
               [
                -75.051029,
                40.865662
               ],
               [
                -75.053294,
                40.8599
               ],
               [
                -75.108505,
                40.791094
               ],
               [
                -75.1344,
                40.773765
               ],
               [
                -75.149378,
                40.774786
               ],
               [
                -75.16365,
                40.778386
               ],
               [
                -75.171587,
                40.777745
               ],
               [
                -75.196533,
                40.751631
               ],
               [
                -75.20392,
                40.691498
               ],
               [
                -75.200708,
                40.618356
               ],
               [
                -75.196803,
                40.60858
               ],
               [
                -75.333514,
                40.537057
               ],
               [
                -75.404412,
                40.581154
               ],
               [
                -75.430404,
                40.674152
               ],
               [
                -75.481469,
                40.655744
               ],
               [
                -75.608985,
                40.787387
               ],
               [
                -75.474193,
                40.814746
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "31",
            "properties": {
             "CENSUSAREA": 369.671,
             "COUNTY": "095",
             "County": "Northampton",
             "GEO_ID": "0500000US42095",
             "LSAD": "County",
             "Missing NAICS": 57,
             "NAICS to Census Gap": 16,
             "NAME": "Northampton",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 25.44642857142857,
             "STATE": "42",
             "Total Clients": 224,
             "Unique Valid NAICS Codes": 21,
             "fips": "42095",
             "id": "42095",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northampton<br>25.45%</span>",
             "lat": 40.75136136208792,
             "lon": -75.30798328398438,
             "percent_str": "25.45%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.276482,
             39.865706,
             -74.956164,
             40.137992
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.264431,
                40.054094
               ],
               [
                -75.176438,
                40.084649
               ],
               [
                -75.151596,
                40.070328
               ],
               [
                -75.135193,
                40.061031
               ],
               [
                -75.129021,
                40.057091
               ],
               [
                -75.124916,
                40.054684
               ],
               [
                -75.109406,
                40.04584
               ],
               [
                -75.087425,
                40.063599
               ],
               [
                -75.096733,
                40.068989
               ],
               [
                -75.015066,
                40.137992
               ],
               [
                -75.00853,
                40.133992
               ],
               [
                -75.005946,
                40.132524
               ],
               [
                -74.981947,
                40.120245
               ],
               [
                -74.964991,
                40.118635
               ],
               [
                -74.961342,
                40.097496
               ],
               [
                -74.956164,
                40.095745
               ],
               [
                -74.958841,
                40.082503
               ],
               [
                -74.971268,
                40.073744
               ],
               [
                -74.984893,
                40.057287
               ],
               [
                -74.97429,
                40.048872
               ],
               [
                -74.974713,
                40.048711
               ],
               [
                -75.014343,
                40.020976
               ],
               [
                -75.056039,
                39.991795
               ],
               [
                -75.072017,
                39.980612
               ],
               [
                -75.085754,
                39.967572
               ],
               [
                -75.13322,
                39.922512
               ],
               [
                -75.153925,
                39.906144
               ],
               [
                -75.184952,
                39.881615
               ],
               [
                -75.210425,
                39.865913
               ],
               [
                -75.210972,
                39.865706
               ],
               [
                -75.215722,
                39.876087
               ],
               [
                -75.24047,
                39.872381
               ],
               [
                -75.262539,
                39.876578
               ],
               [
                -75.276482,
                39.976959
               ],
               [
                -75.263687,
                39.982658
               ],
               [
                -75.256119,
                39.987301
               ],
               [
                -75.249214,
                39.990547
               ],
               [
                -75.264431,
                40.054094
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "32",
            "properties": {
             "CENSUSAREA": 134.101,
             "COUNTY": "101",
             "County": "Philadelphia",
             "GEO_ID": "0500000US42101",
             "LSAD": "County",
             "Missing NAICS": 280,
             "NAICS to Census Gap": 8,
             "NAME": "Philadelphia",
             "Percent NAICS Coverage": 92,
             "Percent NAICS Missing": 22.29299363057325,
             "STATE": "42",
             "Total Clients": 1256,
             "Unique Valid NAICS Codes": 23,
             "fips": "42101",
             "id": "42101",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Philadelphia<br>22.29%</span>",
             "lat": 40.004363062407904,
             "lon": -75.13968232823345,
             "percent_str": "22.29%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.356628,
             40.638378,
             -76.798714,
             40.888023
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.800242,
                40.881994
               ],
               [
                -76.798714,
                40.878366
               ],
               [
                -76.798921,
                40.876901
               ],
               [
                -76.799523,
                40.874749
               ],
               [
                -76.801561,
                40.870634
               ],
               [
                -76.806246,
                40.862535
               ],
               [
                -76.808366,
                40.857369
               ],
               [
                -76.811228,
                40.851712
               ],
               [
                -76.812242,
                40.850305
               ],
               [
                -76.812728,
                40.847457
               ],
               [
                -76.817522,
                40.843782
               ],
               [
                -76.820895,
                40.839898
               ],
               [
                -76.825648,
                40.835503
               ],
               [
                -76.829685,
                40.831029
               ],
               [
                -76.836338,
                40.825761
               ],
               [
                -76.840626,
                40.821324
               ],
               [
                -76.845395,
                40.815175
               ],
               [
                -76.84928,
                40.809755
               ],
               [
                -76.84966,
                40.808205
               ],
               [
                -76.848912,
                40.805989
               ],
               [
                -76.852163,
                40.800839
               ],
               [
                -76.856094,
                40.791211
               ],
               [
                -76.856292,
                40.789697
               ],
               [
                -76.858703,
                40.781521
               ],
               [
                -76.858513,
                40.779416
               ],
               [
                -76.859252,
                40.777043
               ],
               [
                -76.858352,
                40.769536
               ],
               [
                -76.857522,
                40.766
               ],
               [
                -76.857719,
                40.764374
               ],
               [
                -76.857209,
                40.759446
               ],
               [
                -76.856445,
                40.75581
               ],
               [
                -76.857521,
                40.749612
               ],
               [
                -76.856681,
                40.747311
               ],
               [
                -76.856979,
                40.746001
               ],
               [
                -76.855995,
                40.737931
               ],
               [
                -76.855523,
                40.737119
               ],
               [
                -76.855362,
                40.728821
               ],
               [
                -76.939749,
                40.638378
               ],
               [
                -77.035549,
                40.676918
               ],
               [
                -77.198923,
                40.682511
               ],
               [
                -77.287941,
                40.693595
               ],
               [
                -77.354097,
                40.701667
               ],
               [
                -77.356628,
                40.807334
               ],
               [
                -76.940706,
                40.888023
               ],
               [
                -76.800242,
                40.881994
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "33",
            "properties": {
             "CENSUSAREA": 328.705,
             "COUNTY": "109",
             "County": "Snyder",
             "GEO_ID": "0500000US42109",
             "LSAD": "County",
             "Missing NAICS": 14,
             "NAICS to Census Gap": 36,
             "NAME": "Snyder",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 22.950819672131146,
             "STATE": "42",
             "Total Clients": 61,
             "Unique Valid NAICS Codes": 16,
             "fips": "42109",
             "id": "42109",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Snyder<br>22.95%</span>",
             "lat": 40.77089298977678,
             "lon": -77.07099409367433,
             "percent_str": "22.95%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.417558,
             39.72134,
             -78.658409,
             40.285089
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.768593,
                40.243441
               ],
               [
                -78.760311,
                40.243171
               ],
               [
                -78.658409,
                40.242933
               ],
               [
                -78.763206,
                40.057005
               ],
               [
                -78.757241,
                39.823484
               ],
               [
                -78.808387,
                39.722726
               ],
               [
                -78.931175,
                39.722775
               ],
               [
                -78.931176,
                39.722775
               ],
               [
                -79.392458,
                39.72134
               ],
               [
                -79.365695,
                39.820546
               ],
               [
                -79.417558,
                39.853776
               ],
               [
                -79.347363,
                39.969492
               ],
               [
                -79.330397,
                39.992796
               ],
               [
                -79.32525,
                39.999872
               ],
               [
                -79.302801,
                40.0285
               ],
               [
                -79.301533,
                40.02986
               ],
               [
                -79.296131,
                40.03675
               ],
               [
                -79.294283,
                40.039429
               ],
               [
                -79.293682,
                40.040413
               ],
               [
                -79.185222,
                40.109848
               ],
               [
                -79.088656,
                40.241259
               ],
               [
                -79.086174,
                40.242665
               ],
               [
                -79.086734,
                40.245342
               ],
               [
                -79.082472,
                40.250074
               ],
               [
                -79.07925,
                40.251172
               ],
               [
                -79.078084,
                40.25484
               ],
               [
                -79.07957,
                40.257928
               ],
               [
                -79.076638,
                40.260307
               ],
               [
                -79.073523,
                40.266727
               ],
               [
                -79.067963,
                40.272471
               ],
               [
                -79.059378,
                40.275767
               ],
               [
                -79.056646,
                40.278604
               ],
               [
                -79.055983,
                40.285089
               ],
               [
                -78.927601,
                40.285041
               ],
               [
                -78.884862,
                40.244631
               ],
               [
                -78.768593,
                40.243441
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "34",
            "properties": {
             "CENSUSAREA": 1074.374,
             "COUNTY": "111",
             "County": "Somerset",
             "GEO_ID": "0500000US42111",
             "LSAD": "County",
             "Missing NAICS": 5,
             "NAICS to Census Gap": 36,
             "NAME": "Somerset",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 11.11111111111111,
             "STATE": "42",
             "Total Clients": 45,
             "Unique Valid NAICS Codes": 16,
             "fips": "42111",
             "id": "42111",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Somerset<br>11.11%</span>",
             "lat": 39.97122645404979,
             "lon": -79.02765583114018,
             "percent_str": "11.11%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.145519,
             41.64141,
             -75.462411,
             41.999259
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.719887,
                41.642263
               ],
               [
                -76.115172,
                41.651825
               ],
               [
                -76.145519,
                41.998913
               ],
               [
                -76.131201,
                41.998954
               ],
               [
                -76.123696,
                41.998954
               ],
               [
                -76.10584,
                41.998858
               ],
               [
                -75.983082,
                41.999035
               ],
               [
                -75.98025,
                41.999035
               ],
               [
                -75.483738,
                41.999244
               ],
               [
                -75.48315,
                41.999259
               ],
               [
                -75.462411,
                41.641587
               ],
               [
                -75.469259,
                41.64141
               ],
               [
                -75.719887,
                41.642263
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "35",
            "properties": {
             "CENSUSAREA": 823.435,
             "COUNTY": "115",
             "County": "Susquehanna",
             "GEO_ID": "0500000US42115",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 36,
             "NAME": "Susquehanna",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 4.545454545454546,
             "STATE": "42",
             "Total Clients": 44,
             "Unique Valid NAICS Codes": 16,
             "fips": "42115",
             "id": "42115",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Susquehanna<br>4.55%</span>",
             "lat": 41.82248983012018,
             "lon": -75.79975086028496,
             "percent_str": "4.55%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.36418,
             40.807334,
             -76.800242,
             41.13907
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.356628,
                40.807334
               ],
               [
                -77.357113,
                40.844484
               ],
               [
                -77.36418,
                40.846937
               ],
               [
                -77.14416,
                41.044338
               ],
               [
                -77.143723,
                41.04578
               ],
               [
                -77.144111,
                41.06884
               ],
               [
                -76.977939,
                41.087883
               ],
               [
                -76.896114,
                41.13907
               ],
               [
                -76.88228,
                40.971334
               ],
               [
                -76.800242,
                40.881994
               ],
               [
                -76.940706,
                40.888023
               ],
               [
                -77.356628,
                40.807334
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "36",
            "properties": {
             "CENSUSAREA": 315.982,
             "COUNTY": "119",
             "County": "Union",
             "GEO_ID": "0500000US42119",
             "LSAD": "County",
             "Missing NAICS": 50,
             "NAICS to Census Gap": 24,
             "NAME": "Union",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 28.57142857142857,
             "STATE": "42",
             "Total Clients": 175,
             "Unique Valid NAICS Codes": 19,
             "fips": "42119",
             "id": "42119",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Union<br>28.57%</span>",
             "lat": 40.954034719414075,
             "lon": -77.0714351828737,
             "percent_str": "28.57%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.99978,
             41.171861,
             -79.477822,
             41.624559
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.477822,
                41.386479
               ],
               [
                -79.47814,
                41.335708
               ],
               [
                -79.604161,
                41.321478
               ],
               [
                -79.694984,
                41.172865
               ],
               [
                -79.999779,
                41.171861
               ],
               [
                -79.99978,
                41.274178
               ],
               [
                -79.999779,
                41.490049
               ],
               [
                -79.828876,
                41.622057
               ],
               [
                -79.748047,
                41.617747
               ],
               [
                -79.612866,
                41.617058
               ],
               [
                -79.612873,
                41.623858
               ],
               [
                -79.51207,
                41.624559
               ],
               [
                -79.512276,
                41.46524
               ],
               [
                -79.477822,
                41.386479
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "37",
            "properties": {
             "CENSUSAREA": 674.284,
             "COUNTY": "121",
             "County": "Venango",
             "GEO_ID": "0500000US42121",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 28,
             "NAME": "Venango",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 75,
             "Unique Valid NAICS Codes": 18,
             "fips": "42121",
             "id": "42121",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Venango<br>0.0%</span>",
             "lat": 41.402857247694136,
             "lon": -79.75982360671578,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519218,
             39.962199,
             -79.870585,
             40.477717
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.519217,
                39.962199
               ],
               [
                -80.519218,
                39.962424
               ],
               [
                -80.519207,
                39.963381
               ],
               [
                -80.51912,
                40.01641
               ],
               [
                -80.519008,
                40.077001
               ],
               [
                -80.51896,
                40.078089
               ],
               [
                -80.519104,
                40.159672
               ],
               [
                -80.519056,
                40.172744
               ],
               [
                -80.519056,
                40.172771
               ],
               [
                -80.517991,
                40.398868
               ],
               [
                -80.517998,
                40.399644
               ],
               [
                -80.518692,
                40.477365
               ],
               [
                -80.448114,
                40.477717
               ],
               [
                -80.360873,
                40.477539
               ],
               [
                -80.183129,
                40.332515
               ],
               [
                -80.033712,
                40.288034
               ],
               [
                -79.952098,
                40.240877
               ],
               [
                -79.964764,
                40.23767
               ],
               [
                -79.970652,
                40.231814
               ],
               [
                -79.968335,
                40.22382
               ],
               [
                -79.956073,
                40.213582
               ],
               [
                -79.927883,
                40.206822
               ],
               [
                -79.912586,
                40.197767
               ],
               [
                -79.893281,
                40.194352
               ],
               [
                -79.888986,
                40.194823
               ],
               [
                -79.881913,
                40.196519
               ],
               [
                -79.870585,
                40.197415
               ],
               [
                -79.877385,
                40.126792
               ],
               [
                -79.877048,
                40.036826
               ],
               [
                -79.998014,
                39.983322
               ],
               [
                -80.157339,
                39.999581
               ],
               [
                -80.379505,
                39.994125
               ],
               [
                -80.519217,
                39.962199
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "38",
            "properties": {
             "CENSUSAREA": 856.989,
             "COUNTY": "125",
             "County": "Washington",
             "GEO_ID": "0500000US42125",
             "LSAD": "County",
             "Missing NAICS": 20,
             "NAICS to Census Gap": 24,
             "NAME": "Washington",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 17.699115044247787,
             "STATE": "42",
             "Total Clients": 113,
             "Unique Valid NAICS Codes": 19,
             "fips": "42125",
             "id": "42125",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Washington<br>17.7%</span>",
             "lat": 40.188711470429155,
             "lon": -80.25042327557965,
             "percent_str": "17.7%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.137425,
             39.720128,
             -76.239805,
             40.226328
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.72162,
                40.12007
               ],
               [
                -76.663825,
                40.063227
               ],
               [
                -76.534524,
                40.051348
               ],
               [
                -76.47358,
                39.947352
               ],
               [
                -76.239805,
                39.721305
               ],
               [
                -76.380083,
                39.721304
               ],
               [
                -76.380583,
                39.721304
               ],
               [
                -76.395583,
                39.721204
               ],
               [
                -76.418684,
                39.721304
               ],
               [
                -76.418784,
                39.721204
               ],
               [
                -76.491887,
                39.721304
               ],
               [
                -76.517087,
                39.721304
               ],
               [
                -76.569389,
                39.721203
               ],
               [
                -76.569475,
                39.721203
               ],
               [
                -76.711894,
                39.721103
               ],
               [
                -76.715594,
                39.721103
               ],
               [
                -76.787096,
                39.720802
               ],
               [
                -76.787097,
                39.720802
               ],
               [
                -76.806397,
                39.720602
               ],
               [
                -76.809197,
                39.720702
               ],
               [
                -76.8901,
                39.720401
               ],
               [
                -76.897566,
                39.720401
               ],
               [
                -76.999465,
                39.720128
               ],
               [
                -76.998377,
                39.832115
               ],
               [
                -76.954932,
                39.85685
               ],
               [
                -77.018648,
                40.013947
               ],
               [
                -77.137425,
                40.069945
               ],
               [
                -77.028853,
                40.147838
               ],
               [
                -76.905875,
                40.165723
               ],
               [
                -76.859023,
                40.226328
               ],
               [
                -76.72162,
                40.12007
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "39",
            "properties": {
             "CENSUSAREA": 904.181,
             "COUNTY": "133",
             "County": "York",
             "GEO_ID": "0500000US42133",
             "LSAD": "County",
             "Missing NAICS": 18,
             "NAICS to Census Gap": 24,
             "NAME": "York",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 7.199999999999999,
             "STATE": "42",
             "Total Clients": 250,
             "Unique Valid NAICS Codes": 19,
             "fips": "42133",
             "id": "42133",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">York<br>7.2%</span>",
             "lat": 39.9177240290385,
             "lon": -76.73070507106759,
             "percent_str": "7.2%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.440181,
             40.137107,
             -75.529694,
             40.67727
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.739442,
                40.57994
               ],
               [
                -75.738038,
                40.579105
               ],
               [
                -75.694308,
                40.551149
               ],
               [
                -75.682238,
                40.543638
               ],
               [
                -75.529694,
                40.446995
               ],
               [
                -75.695955,
                40.242359
               ],
               [
                -75.696782,
                40.241863
               ],
               [
                -75.729863,
                40.224489
               ],
               [
                -75.873375,
                40.137107
               ],
               [
                -75.875162,
                40.138071
               ],
               [
                -76.091764,
                40.277692
               ],
               [
                -76.149509,
                40.314454
               ],
               [
                -76.151215,
                40.315971
               ],
               [
                -76.151994,
                40.31654
               ],
               [
                -76.440181,
                40.495952
               ],
               [
                -76.171624,
                40.534947
               ],
               [
                -76.012226,
                40.577713
               ],
               [
                -75.996233,
                40.629971
               ],
               [
                -75.993212,
                40.639712
               ],
               [
                -75.891473,
                40.67727
               ],
               [
                -75.76674,
                40.597033
               ],
               [
                -75.739442,
                40.57994
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "40",
            "properties": {
             "CENSUSAREA": 856.506,
             "COUNTY": "011",
             "County": "Berks",
             "GEO_ID": "0500000US42011",
             "LSAD": "County",
             "Missing NAICS": 32,
             "NAICS to Census Gap": 16,
             "NAME": "Berks",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 7.823960880195599,
             "STATE": "42",
             "Total Clients": 409,
             "Unique Valid NAICS Codes": 21,
             "fips": "42011",
             "id": "42011",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Berks<br>7.82%</span>",
             "lat": 40.41540575885069,
             "lon": -75.92572757327704,
             "percent_str": "7.82%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.16529,
             40.669744,
             -79.689994,
             41.172865
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.160006,
                40.886909
               ],
               [
                -80.16529,
                41.00047
               ],
               [
                -80.096861,
                41.069804
               ],
               [
                -79.999779,
                41.171861
               ],
               [
                -79.694984,
                41.172865
               ],
               [
                -79.69235,
                41.172028
               ],
               [
                -79.690711,
                41.170691
               ],
               [
                -79.689994,
                40.741362
               ],
               [
                -79.692331,
                40.716656
               ],
               [
                -79.692615,
                40.688784
               ],
               [
                -79.692794,
                40.674604
               ],
               [
                -79.692357,
                40.672857
               ],
               [
                -79.69293,
                40.669744
               ],
               [
                -80.148451,
                40.67429
               ],
               [
                -80.148787,
                40.676432
               ],
               [
                -80.158534,
                40.855157
               ],
               [
                -80.160006,
                40.886909
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "41",
            "properties": {
             "CENSUSAREA": 788.604,
             "COUNTY": "019",
             "County": "Butler",
             "GEO_ID": "0500000US42019",
             "LSAD": "County",
             "Missing NAICS": 20,
             "NAICS to Census Gap": 20,
             "NAME": "Butler",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 17.094017094017094,
             "STATE": "42",
             "Total Clients": 117,
             "Unique Valid NAICS Codes": 20,
             "fips": "42019",
             "id": "42019",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Butler<br>17.09%</span>",
             "lat": 40.91140054953501,
             "lon": -79.9128990716287,
             "percent_str": "17.09%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.997348,
             40.735414,
             -75.474193,
             41.122344
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.997348,
                40.912985
               ],
               [
                -75.73193,
                41.00822
               ],
               [
                -75.77196,
                41.076751
               ],
               [
                -75.649637,
                41.122344
               ],
               [
                -75.49599,
                40.987181
               ],
               [
                -75.57459,
                40.951323
               ],
               [
                -75.474193,
                40.814746
               ],
               [
                -75.608985,
                40.787387
               ],
               [
                -75.757807,
                40.735414
               ],
               [
                -75.997348,
                40.912985
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "42",
            "properties": {
             "CENSUSAREA": 381.46,
             "COUNTY": "025",
             "County": "Carbon",
             "GEO_ID": "0500000US42025",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 32,
             "NAME": "Carbon",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 9.210526315789473,
             "STATE": "42",
             "Total Clients": 76,
             "Unique Valid NAICS Codes": 17,
             "fips": "42025",
             "id": "42025",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Carbon<br>9.21%</span>",
             "lat": 40.913167386901314,
             "lon": -75.70597315610999,
             "percent_str": "9.21%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.640767,
             40.775511,
             -76.207827,
             41.310199
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.463481,
                41.262612
               ],
               [
                -76.460762,
                41.264848
               ],
               [
                -76.447597,
                41.275629
               ],
               [
                -76.407934,
                41.308418
               ],
               [
                -76.310133,
                41.310199
               ],
               [
                -76.317916,
                41.205384
               ],
               [
                -76.228975,
                41.138466
               ],
               [
                -76.207827,
                40.94974
               ],
               [
                -76.284611,
                40.883588
               ],
               [
                -76.30717,
                40.801809
               ],
               [
                -76.380152,
                40.775511
               ],
               [
                -76.409667,
                40.833624
               ],
               [
                -76.501312,
                40.824817
               ],
               [
                -76.528034,
                40.882515
               ],
               [
                -76.514951,
                40.958959
               ],
               [
                -76.618971,
                41.063759
               ],
               [
                -76.640767,
                41.155718
               ],
               [
                -76.592607,
                41.157765
               ],
               [
                -76.463481,
                41.262612
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "43",
            "properties": {
             "CENSUSAREA": 483.108,
             "COUNTY": "037",
             "County": "Columbia",
             "GEO_ID": "0500000US42037",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 32,
             "NAME": "Columbia",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 12.962962962962962,
             "STATE": "42",
             "Total Clients": 54,
             "Unique Valid NAICS Codes": 17,
             "fips": "42037",
             "id": "42037",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Columbia<br>12.96%</span>",
             "lat": 41.04981632305999,
             "lon": -76.40380677861596,
             "percent_str": "12.96%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.512276,
             41.331861,
             -78.956042,
             41.625968
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.402653,
                41.625968
               ],
               [
                -78.956042,
                41.623402
               ],
               [
                -78.958957,
                41.437061
               ],
               [
                -79.06352,
                41.453207
               ],
               [
                -79.095096,
                41.340658
               ],
               [
                -79.208878,
                41.331861
               ],
               [
                -79.207196,
                41.430922
               ],
               [
                -79.400269,
                41.436145
               ],
               [
                -79.477822,
                41.386479
               ],
               [
                -79.512276,
                41.46524
               ],
               [
                -79.51207,
                41.624559
               ],
               [
                -79.402653,
                41.625968
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "44",
            "properties": {
             "CENSUSAREA": 427.185,
             "COUNTY": "053",
             "County": "Forest",
             "GEO_ID": "0500000US42053",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 80,
             "NAME": "Forest",
             "Percent NAICS Coverage": 20,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 9,
             "Unique Valid NAICS Codes": 5,
             "fips": "42053",
             "id": "42053",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Forest<br>0.0%</span>",
             "lat": 41.513661311375,
             "lon": -79.23197596586637,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.380599,
             39.722322,
             -77.864489,
             40.165131
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.34252,
                39.722539
               ],
               [
                -78.342834,
                39.722539
               ],
               [
                -78.380599,
                39.722554
               ],
               [
                -78.299003,
                39.8255
               ],
               [
                -78.134863,
                40.165131
               ],
               [
                -77.925905,
                40.101911
               ],
               [
                -77.864489,
                40.061568
               ],
               [
                -77.920952,
                40.00045
               ],
               [
                -78.0027,
                39.826599
               ],
               [
                -78.09914,
                39.722322
               ],
               [
                -78.202895,
                39.722416
               ],
               [
                -78.20445,
                39.72252
               ],
               [
                -78.240334,
                39.722498
               ],
               [
                -78.243103,
                39.722481
               ],
               [
                -78.268948,
                39.72259
               ],
               [
                -78.26902,
                39.722613
               ],
               [
                -78.330715,
                39.722689
               ],
               [
                -78.337111,
                39.722461
               ],
               [
                -78.339539,
                39.722552
               ],
               [
                -78.340498,
                39.722514
               ],
               [
                -78.34252,
                39.722539
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "45",
            "properties": {
             "CENSUSAREA": 437.551,
             "COUNTY": "057",
             "County": "Fulton",
             "GEO_ID": "0500000US42057",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 80,
             "NAME": "Fulton",
             "Percent NAICS Coverage": 20,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 7,
             "Unique Valid NAICS Codes": 5,
             "fips": "42057",
             "id": "42057",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fulton<br>0.0%</span>",
             "lat": 39.92630408729074,
             "lon": -78.11157439470689,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.67804,
             40.196644,
             -76.151215,
             40.555157
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.151994,
                40.31654
               ],
               [
                -76.151215,
                40.315971
               ],
               [
                -76.307578,
                40.255066
               ],
               [
                -76.566339,
                40.196644
               ],
               [
                -76.67804,
                40.474717
               ],
               [
                -76.535414,
                40.555157
               ],
               [
                -76.440181,
                40.495952
               ],
               [
                -76.151994,
                40.31654
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "46",
            "properties": {
             "CENSUSAREA": 361.833,
             "COUNTY": "075",
             "County": "Lebanon",
             "GEO_ID": "0500000US42075",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 28,
             "NAME": "Lebanon",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 12.280701754385964,
             "STATE": "42",
             "Total Clients": 57,
             "Unique Valid NAICS Codes": 18,
             "fips": "42075",
             "id": "42075",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lebanon<br>12.28%</span>",
             "lat": 40.3654773146722,
             "lon": -76.45773310848874,
             "percent_str": "12.28%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.599278,
             41.06884,
             -76.447597,
             41.596919
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.463481,
                41.262612
               ],
               [
                -76.592607,
                41.157765
               ],
               [
                -76.640767,
                41.155718
               ],
               [
                -76.678776,
                41.154172
               ],
               [
                -76.732672,
                41.17204
               ],
               [
                -76.788659,
                41.175762
               ],
               [
                -76.880963,
                41.158044
               ],
               [
                -76.888145,
                41.153807
               ],
               [
                -76.896114,
                41.13907
               ],
               [
                -76.977939,
                41.087883
               ],
               [
                -77.144111,
                41.06884
               ],
               [
                -77.320891,
                41.218932
               ],
               [
                -77.526537,
                41.358528
               ],
               [
                -77.598129,
                41.478576
               ],
               [
                -77.599278,
                41.542271
               ],
               [
                -77.00871,
                41.549883
               ],
               [
                -76.874714,
                41.596919
               ],
               [
                -76.813731,
                41.590034
               ],
               [
                -76.749497,
                41.405572
               ],
               [
                -76.592532,
                41.304332
               ],
               [
                -76.447597,
                41.275629
               ],
               [
                -76.460762,
                41.264848
               ],
               [
                -76.463481,
                41.262612
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "47",
            "properties": {
             "CENSUSAREA": 1228.594,
             "COUNTY": "081",
             "County": "Lycoming",
             "GEO_ID": "0500000US42081",
             "LSAD": "County",
             "Missing NAICS": 36,
             "NAICS to Census Gap": 32,
             "NAME": "Lycoming",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 25,
             "STATE": "42",
             "Total Clients": 144,
             "Unique Valid NAICS Codes": 17,
             "fips": "42081",
             "id": "42081",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lycoming<br>25.0%</span>",
             "lat": 41.34382289958747,
             "lon": -77.06068881822378,
             "percent_str": "25.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.671761,
             40.198549,
             -76.91497,
             40.628163
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.083942,
                40.30122
               ],
               [
                -77.229166,
                40.283744
               ],
               [
                -77.241691,
                40.282847
               ],
               [
                -77.270057,
                40.278652
               ],
               [
                -77.280548,
                40.275923
               ],
               [
                -77.419795,
                40.26407
               ],
               [
                -77.366018,
                40.313569
               ],
               [
                -77.614665,
                40.198549
               ],
               [
                -77.671761,
                40.289825
               ],
               [
                -77.540141,
                40.399221
               ],
               [
                -77.33811,
                40.495336
               ],
               [
                -77.16996,
                40.562726
               ],
               [
                -77.18293,
                40.58214
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -76.957444,
                40.594677
               ],
               [
                -76.983673,
                40.578259
               ],
               [
                -76.991939,
                40.561475
               ],
               [
                -76.949397,
                40.469037
               ],
               [
                -77.028645,
                40.391197
               ],
               [
                -76.933589,
                40.356045
               ],
               [
                -76.928521,
                40.347985
               ],
               [
                -76.92618,
                40.34098
               ],
               [
                -76.91727,
                40.332715
               ],
               [
                -76.91497,
                40.328484
               ],
               [
                -77.083942,
                40.30122
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "48",
            "properties": {
             "CENSUSAREA": 551.445,
             "COUNTY": "099",
             "County": "Perry",
             "GEO_ID": "0500000US42099",
             "LSAD": "County",
             "Missing NAICS": 3,
             "NAICS to Census Gap": 68,
             "NAME": "Perry",
             "Percent NAICS Coverage": 32,
             "Percent NAICS Missing": 16.666666666666664,
             "STATE": "42",
             "Total Clients": 18,
             "Unique Valid NAICS Codes": 8,
             "fips": "42099",
             "id": "42099",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Perry<br>16.67%</span>",
             "lat": 40.401377726732385,
             "lon": -77.25718600216067,
             "percent_str": "16.67%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.610028,
             41.542271,
             -76.874714,
             42.001674
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.00871,
                41.549883
               ],
               [
                -77.599278,
                41.542271
               ],
               [
                -77.610028,
                41.999519
               ],
               [
                -77.505308,
                42.00007
               ],
               [
                -77.124693,
                41.999395
               ],
               [
                -77.007635,
                42.000848
               ],
               [
                -77.007536,
                42.000819
               ],
               [
                -76.965728,
                42.001274
               ],
               [
                -76.965686,
                42.001274
               ],
               [
                -76.942585,
                42.001574
               ],
               [
                -76.937084,
                42.001674
               ],
               [
                -76.927084,
                42.001674
               ],
               [
                -76.893201,
                41.748463
               ],
               [
                -76.883511,
                41.666314
               ],
               [
                -76.878699,
                41.620344
               ],
               [
                -76.874714,
                41.596919
               ],
               [
                -77.00871,
                41.549883
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "49",
            "properties": {
             "CENSUSAREA": 1133.788,
             "COUNTY": "117",
             "County": "Tioga",
             "GEO_ID": "0500000US42117",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 48,
             "NAME": "Tioga",
             "Percent NAICS Coverage": 52,
             "Percent NAICS Missing": 2.4390243902439024,
             "STATE": "42",
             "Total Clients": 41,
             "Unique Valid NAICS Codes": 13,
             "fips": "42117",
             "id": "42117",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Tioga<br>2.44%</span>",
             "lat": 41.77299274922828,
             "lon": -77.25528592568293,
             "percent_str": "2.44%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.2831,
             41.376517,
             -75.719887,
             41.651825
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.2831,
                41.376517
               ],
               [
                -76.223866,
                41.524544
               ],
               [
                -76.220139,
                41.541285
               ],
               [
                -76.197998,
                41.647823
               ],
               [
                -76.115172,
                41.651825
               ],
               [
                -75.719887,
                41.642263
               ],
               [
                -75.834695,
                41.427246
               ],
               [
                -76.00507,
                41.384551
               ],
               [
                -76.2831,
                41.376517
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "50",
            "properties": {
             "CENSUSAREA": 397.324,
             "COUNTY": "131",
             "County": "Wyoming",
             "GEO_ID": "0500000US42131",
             "LSAD": "County",
             "Missing NAICS": 4,
             "NAICS to Census Gap": 43.99999999999999,
             "NAME": "Wyoming",
             "Percent NAICS Coverage": 56.00000000000001,
             "Percent NAICS Missing": 9.75609756097561,
             "STATE": "42",
             "Total Clients": 41,
             "Unique Valid NAICS Codes": 14,
             "fips": "42131",
             "id": "42131",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wyoming<br>9.76%</span>",
             "lat": 41.520856309386296,
             "lon": -76.01501113832902,
             "percent_str": "9.76%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.808387,
             39.722554,
             -78.134863,
             40.327025
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.620383,
                40.327025
               ],
               [
                -78.447895,
                40.244395
               ],
               [
                -78.434288,
                40.302301
               ],
               [
                -78.288764,
                40.242107
               ],
               [
                -78.257305,
                40.297883
               ],
               [
                -78.236302,
                40.224559
               ],
               [
                -78.134863,
                40.165131
               ],
               [
                -78.299003,
                39.8255
               ],
               [
                -78.380599,
                39.722554
               ],
               [
                -78.808387,
                39.722726
               ],
               [
                -78.757241,
                39.823484
               ],
               [
                -78.763206,
                40.057005
               ],
               [
                -78.658409,
                40.242933
               ],
               [
                -78.620383,
                40.327025
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "51",
            "properties": {
             "CENSUSAREA": 1012.296,
             "COUNTY": "009",
             "County": "Bedford",
             "GEO_ID": "0500000US42009",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 40,
             "NAME": "Bedford",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 37,
             "Unique Valid NAICS Codes": 15,
             "fips": "42009",
             "id": "42009",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bedford<br>0.0%</span>",
             "lat": 40.005936217740384,
             "lon": -78.4896062007238,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.093381,
             40.962938,
             -77.143723,
             41.478576
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.989194,
                41.474822
               ],
               [
                -77.598129,
                41.478576
               ],
               [
                -77.526537,
                41.358528
               ],
               [
                -77.320891,
                41.218932
               ],
               [
                -77.144111,
                41.06884
               ],
               [
                -77.143723,
                41.04578
               ],
               [
                -77.14416,
                41.044338
               ],
               [
                -77.508596,
                40.962938
               ],
               [
                -77.621759,
                41.091185
               ],
               [
                -77.741911,
                41.107614
               ],
               [
                -77.79856,
                41.18195
               ],
               [
                -77.892724,
                41.178259
               ],
               [
                -77.898195,
                41.252752
               ],
               [
                -78.038203,
                41.153633
               ],
               [
                -78.061007,
                41.174539
               ],
               [
                -78.093381,
                41.216931
               ],
               [
                -77.988786,
                41.367453
               ],
               [
                -77.989194,
                41.474822
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "52",
            "properties": {
             "CENSUSAREA": 887.984,
             "COUNTY": "035",
             "County": "Clinton",
             "GEO_ID": "0500000US42035",
             "LSAD": "County",
             "Missing NAICS": 16,
             "NAICS to Census Gap": 32,
             "NAME": "Clinton",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 14.545454545454545,
             "STATE": "42",
             "Total Clients": 110,
             "Unique Valid NAICS Codes": 17,
             "fips": "42035",
             "id": "42035",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clinton<br>14.55%</span>",
             "lat": 41.23584139319359,
             "lon": -77.63436626089761,
             "percent_str": "14.55%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.614665,
             39.944077,
             -76.859023,
             40.328484
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.137425,
                40.069945
               ],
               [
                -77.255209,
                40.02076
               ],
               [
                -77.403788,
                39.994447
               ],
               [
                -77.471085,
                39.944077
               ],
               [
                -77.614665,
                40.198549
               ],
               [
                -77.366018,
                40.313569
               ],
               [
                -77.419795,
                40.26407
               ],
               [
                -77.280548,
                40.275923
               ],
               [
                -77.270057,
                40.278652
               ],
               [
                -77.241691,
                40.282847
               ],
               [
                -77.229166,
                40.283744
               ],
               [
                -77.083942,
                40.30122
               ],
               [
                -76.91497,
                40.328484
               ],
               [
                -76.859023,
                40.226328
               ],
               [
                -76.905875,
                40.165723
               ],
               [
                -77.028853,
                40.147838
               ],
               [
                -77.137425,
                40.069945
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "53",
            "properties": {
             "CENSUSAREA": 545.459,
             "COUNTY": "041",
             "County": "Cumberland",
             "GEO_ID": "0500000US42041",
             "LSAD": "County",
             "Missing NAICS": 53,
             "NAICS to Census Gap": 24,
             "NAME": "Cumberland",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 23.873873873873876,
             "STATE": "42",
             "Total Clients": 222,
             "Unique Valid NAICS Codes": 19,
             "fips": "42041",
             "id": "42041",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cumberland<br>23.87%</span>",
             "lat": 40.16549323624367,
             "lon": -77.25956971326448,
             "percent_str": "23.87%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.028645,
             40.12007,
             -76.535414,
             40.658082
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.91497,
                40.328484
               ],
               [
                -76.91727,
                40.332715
               ],
               [
                -76.92618,
                40.34098
               ],
               [
                -76.928521,
                40.347985
               ],
               [
                -76.933589,
                40.356045
               ],
               [
                -77.028645,
                40.391197
               ],
               [
                -76.949397,
                40.469037
               ],
               [
                -76.991939,
                40.561475
               ],
               [
                -76.983673,
                40.578259
               ],
               [
                -76.957444,
                40.594677
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -76.890875,
                40.610096
               ],
               [
                -76.701624,
                40.658082
               ],
               [
                -76.701566,
                40.658048
               ],
               [
                -76.701507,
                40.658014
               ],
               [
                -76.700933,
                40.65768
               ],
               [
                -76.698863,
                40.656477
               ],
               [
                -76.698173,
                40.656076
               ],
               [
                -76.696916,
                40.655321
               ],
               [
                -76.693145,
                40.653057
               ],
               [
                -76.691889,
                40.652303
               ],
               [
                -76.691603,
                40.652118
               ],
               [
                -76.690746,
                40.651565
               ],
               [
                -76.69056,
                40.651445
               ],
               [
                -76.690461,
                40.651381
               ],
               [
                -76.690418,
                40.651353
               ],
               [
                -76.690398,
                40.65134
               ],
               [
                -76.690289,
                40.651271
               ],
               [
                -76.690247,
                40.651244
               ],
               [
                -76.690172,
                40.651195
               ],
               [
                -76.68995,
                40.651051
               ],
               [
                -76.689876,
                40.651003
               ],
               [
                -76.687847,
                40.649693
               ],
               [
                -76.685028,
                40.647873
               ],
               [
                -76.681741,
                40.645797
               ],
               [
                -76.6797,
                40.644509
               ],
               [
                -76.678351,
                40.643656
               ],
               [
                -76.674304,
                40.6411
               ],
               [
                -76.673096,
                40.640337
               ],
               [
                -76.673026,
                40.640292
               ],
               [
                -76.672956,
                40.640248
               ],
               [
                -76.672894,
                40.640208
               ],
               [
                -76.672833,
                40.640169
               ],
               [
                -76.671471,
                40.639296
               ],
               [
                -76.668823,
                40.637599
               ],
               [
                -76.666982,
                40.636502
               ],
               [
                -76.665469,
                40.635601
               ],
               [
                -76.665355,
                40.635533
               ],
               [
                -76.665083,
                40.635359
               ],
               [
                -76.663935,
                40.634624
               ],
               [
                -76.663554,
                40.63438
               ],
               [
                -76.663552,
                40.634379
               ],
               [
                -76.662765,
                40.633898
               ],
               [
                -76.660405,
                40.632455
               ],
               [
                -76.659618,
                40.631975
               ],
               [
                -76.658169,
                40.631089
               ],
               [
                -76.655755,
                40.629613
               ],
               [
                -76.653822,
                40.628431
               ],
               [
                -76.652374,
                40.627546
               ],
               [
                -76.650217,
                40.626228
               ],
               [
                -76.648348,
                40.625086
               ],
               [
                -76.64373,
                40.622304
               ],
               [
                -76.641566,
                40.621001
               ],
               [
                -76.641488,
                40.620955
               ],
               [
                -76.641433,
                40.620922
               ],
               [
                -76.641259,
                40.620812
               ],
               [
                -76.641183,
                40.620765
               ],
               [
                -76.641162,
                40.620752
               ],
               [
                -76.641102,
                40.620714
               ],
               [
                -76.641082,
                40.620702
               ],
               [
                -76.64078,
                40.620513
               ],
               [
                -76.639877,
                40.619948
               ],
               [
                -76.639697,
                40.619836
               ],
               [
                -76.639576,
                40.61976
               ],
               [
                -76.637041,
                40.618175
               ],
               [
                -76.629437,
                40.61342
               ],
               [
                -76.626903,
                40.611835
               ],
               [
                -76.626499,
                40.611582
               ],
               [
                -76.625287,
                40.610824
               ],
               [
                -76.624883,
                40.610572
               ],
               [
                -76.624686,
                40.610449
               ],
               [
                -76.623653,
                40.609799
               ],
               [
                -76.622898,
                40.609324
               ],
               [
                -76.619966,
                40.607481
               ],
               [
                -76.618738,
                40.606709
               ],
               [
                -76.618353,
                40.606466
               ],
               [
                -76.617203,
                40.605739
               ],
               [
                -76.616824,
                40.6055
               ],
               [
                -76.616819,
                40.605497
               ],
               [
                -76.616703,
                40.605423
               ],
               [
                -76.616465,
                40.605273
               ],
               [
                -76.615405,
                40.604603
               ],
               [
                -76.615053,
                40.60438
               ],
               [
                -76.61461,
                40.6041
               ],
               [
                -76.614473,
                40.604007
               ],
               [
                -76.612764,
                40.602846
               ],
               [
                -76.612414,
                40.602609
               ],
               [
                -76.612186,
                40.602473
               ],
               [
                -76.612146,
                40.602449
               ],
               [
                -76.612026,
                40.602377
               ],
               [
                -76.611987,
                40.602354
               ],
               [
                -76.609607,
                40.600932
               ],
               [
                -76.609284,
                40.600739
               ],
               [
                -76.607903,
                40.599915
               ],
               [
                -76.601283,
                40.595723
               ],
               [
                -76.600084,
                40.594964
               ],
               [
                -76.598611,
                40.594061
               ],
               [
                -76.598325,
                40.593885
               ],
               [
                -76.597468,
                40.59336
               ],
               [
                -76.597183,
                40.593185
               ],
               [
                -76.596992,
                40.593064
               ],
               [
                -76.596422,
                40.592701
               ],
               [
                -76.596232,
                40.59258
               ],
               [
                -76.59427,
                40.591333
               ],
               [
                -76.588384,
                40.587592
               ],
               [
                -76.586423,
                40.586345
               ],
               [
                -76.585822,
                40.585963
               ],
               [
                -76.58448,
                40.58511
               ],
               [
                -76.584014,
                40.584831
               ],
               [
                -76.583404,
                40.584466
               ],
               [
                -76.583115,
                40.584293
               ],
               [
                -76.58225,
                40.583775
               ],
               [
                -76.581962,
                40.583603
               ],
               [
                -76.581662,
                40.583423
               ],
               [
                -76.580763,
                40.582886
               ],
               [
                -76.580464,
                40.582707
               ],
               [
                -76.579789,
                40.582303
               ],
               [
                -76.577765,
                40.581091
               ],
               [
                -76.577091,
                40.580688
               ],
               [
                -76.577073,
                40.580677
               ],
               [
                -76.575558,
                40.57977
               ],
               [
                -76.575216,
                40.579566
               ],
               [
                -76.571818,
                40.577533
               ],
               [
                -76.570965,
                40.577007
               ],
               [
                -76.56948,
                40.576092
               ],
               [
                -76.569445,
                40.57607
               ],
               [
                -76.568682,
                40.575599
               ],
               [
                -76.566393,
                40.574189
               ],
               [
                -76.565631,
                40.573719
               ],
               [
                -76.565486,
                40.573629
               ],
               [
                -76.565051,
                40.573361
               ],
               [
                -76.564906,
                40.573272
               ],
               [
                -76.564446,
                40.572989
               ],
               [
                -76.563068,
                40.572141
               ],
               [
                -76.562649,
                40.571883
               ],
               [
                -76.562609,
                40.571859
               ],
               [
                -76.560911,
                40.570815
               ],
               [
                -76.560743,
                40.570712
               ],
               [
                -76.556354,
                40.568014
               ],
               [
                -76.555148,
                40.567273
               ],
               [
                -76.553283,
                40.566127
               ],
               [
                -76.552318,
                40.565533
               ],
               [
                -76.549423,
                40.563753
               ],
               [
                -76.54846,
                40.56316
               ],
               [
                -76.548127,
                40.562955
               ],
               [
                -76.547134,
                40.562344
               ],
               [
                -76.546803,
                40.562141
               ],
               [
                -76.54514,
                40.561118
               ],
               [
                -76.545071,
                40.561076
               ],
               [
                -76.543218,
                40.559937
               ],
               [
                -76.539858,
                40.557915
               ],
               [
                -76.538117,
                40.556868
               ],
               [
                -76.537576,
                40.556525
               ],
               [
                -76.535954,
                40.555499
               ],
               [
                -76.535414,
                40.555157
               ],
               [
                -76.67804,
                40.474717
               ],
               [
                -76.566339,
                40.196644
               ],
               [
                -76.72162,
                40.12007
               ],
               [
                -76.859023,
                40.226328
               ],
               [
                -76.91497,
                40.328484
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "54",
            "properties": {
             "CENSUSAREA": 525.047,
             "COUNTY": "043",
             "County": "Dauphin",
             "GEO_ID": "0500000US42043",
             "LSAD": "County",
             "Missing NAICS": 25,
             "NAICS to Census Gap": 12,
             "NAME": "Dauphin",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 11.013215859030836,
             "STATE": "42",
             "Total Clients": 227,
             "Unique Valid NAICS Codes": 22,
             "fips": "42043",
             "id": "42043",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Dauphin<br>11.01%</span>",
             "lat": 40.41093183142462,
             "lon": -76.77374772934277,
             "percent_str": "11.01%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519342,
             39.720792,
             -79.915278,
             39.999581
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.916266,
                39.720792
               ],
               [
                -80.308651,
                39.721283
               ],
               [
                -80.309457,
                39.721264
               ],
               [
                -80.421388,
                39.721189
               ],
               [
                -80.519342,
                39.721403
               ],
               [
                -80.519248,
                39.936967
               ],
               [
                -80.519115,
                39.939188
               ],
               [
                -80.519175,
                39.956648
               ],
               [
                -80.519203,
                39.959394
               ],
               [
                -80.519217,
                39.962199
               ],
               [
                -80.379505,
                39.994125
               ],
               [
                -80.157339,
                39.999581
               ],
               [
                -79.998014,
                39.983322
               ],
               [
                -79.915278,
                39.8803
               ],
               [
                -79.916266,
                39.720792
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "55",
            "properties": {
             "CENSUSAREA": 575.949,
             "COUNTY": "059",
             "County": "Greene",
             "GEO_ID": "0500000US42059",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 64,
             "NAME": "Greene",
             "Percent NAICS Coverage": 36,
             "Percent NAICS Missing": 12.5,
             "STATE": "42",
             "Total Clients": 16,
             "Unique Valid NAICS Codes": 9,
             "fips": "42059",
             "id": "42059",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Greene<br>12.5%</span>",
             "lat": 39.8528381596143,
             "lon": -80.22325939411859,
             "percent_str": "12.5%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.21531,
             40.90598,
             -78.710248,
             41.375476
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.208878,
                41.331861
               ],
               [
                -79.095096,
                41.340658
               ],
               [
                -78.974478,
                41.375476
               ],
               [
                -78.73528,
                41.262915
               ],
               [
                -78.710248,
                41.201859
               ],
               [
                -78.804532,
                41.132186
               ],
               [
                -78.805167,
                40.90598
               ],
               [
                -79.21531,
                40.911346
               ],
               [
                -79.215214,
                41.050515
               ],
               [
                -79.208878,
                41.331861
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "56",
            "properties": {
             "CENSUSAREA": 652.429,
             "COUNTY": "065",
             "County": "Jefferson",
             "GEO_ID": "0500000US42065",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 24,
             "NAME": "Jefferson",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 0.7936507936507936,
             "STATE": "42",
             "Total Clients": 126,
             "Unique Valid NAICS Codes": 19,
             "fips": "42065",
             "id": "42065",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Jefferson<br>0.79%</span>",
             "lat": 41.13002211566116,
             "lon": -78.99759384576454,
             "percent_str": "0.79%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.72162,
             39.721305,
             -75.873375,
             40.315971
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.091764,
                40.277692
               ],
               [
                -75.875162,
                40.138071
               ],
               [
                -75.873375,
                40.137107
               ],
               [
                -75.942997,
                40.109266
               ],
               [
                -75.985056,
                39.937871
               ],
               [
                -75.991644,
                39.868713
               ],
               [
                -76.066685,
                39.759969
               ],
               [
                -76.135584,
                39.721556
               ],
               [
                -76.224191,
                39.721328
               ],
               [
                -76.233259,
                39.721305
               ],
               [
                -76.233277,
                39.721305
               ],
               [
                -76.239805,
                39.721305
               ],
               [
                -76.47358,
                39.947352
               ],
               [
                -76.534524,
                40.051348
               ],
               [
                -76.663825,
                40.063227
               ],
               [
                -76.72162,
                40.12007
               ],
               [
                -76.566339,
                40.196644
               ],
               [
                -76.307578,
                40.255066
               ],
               [
                -76.151215,
                40.315971
               ],
               [
                -76.149509,
                40.314454
               ],
               [
                -76.091764,
                40.277692
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "57",
            "properties": {
             "CENSUSAREA": 943.81,
             "COUNTY": "071",
             "County": "Lancaster",
             "GEO_ID": "0500000US42071",
             "LSAD": "County",
             "Missing NAICS": 19,
             "NAICS to Census Gap": 16,
             "NAME": "Lancaster",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 8.189655172413794,
             "STATE": "42",
             "Total Clients": 232,
             "Unique Valid NAICS Codes": 21,
             "fips": "42071",
             "id": "42071",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lancaster<br>8.19%</span>",
             "lat": 40.037217833869995,
             "lon": -76.24631763906667,
             "percent_str": "8.19%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.891473,
             40.418451,
             -75.333514,
             40.787387
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.694308,
                40.551149
               ],
               [
                -75.738038,
                40.579105
               ],
               [
                -75.739442,
                40.57994
               ],
               [
                -75.76674,
                40.597033
               ],
               [
                -75.891473,
                40.67727
               ],
               [
                -75.757807,
                40.735414
               ],
               [
                -75.608985,
                40.787387
               ],
               [
                -75.481469,
                40.655744
               ],
               [
                -75.430404,
                40.674152
               ],
               [
                -75.404412,
                40.581154
               ],
               [
                -75.333514,
                40.537057
               ],
               [
                -75.338633,
                40.534068
               ],
               [
                -75.36661,
                40.515424
               ],
               [
                -75.367911,
                40.514601
               ],
               [
                -75.409733,
                40.487984
               ],
               [
                -75.484057,
                40.418451
               ],
               [
                -75.529694,
                40.446995
               ],
               [
                -75.682238,
                40.543638
               ],
               [
                -75.694308,
                40.551149
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "58",
            "properties": {
             "CENSUSAREA": 345.166,
             "COUNTY": "077",
             "County": "Lehigh",
             "GEO_ID": "0500000US42077",
             "LSAD": "County",
             "Missing NAICS": 76,
             "NAICS to Census Gap": 20,
             "NAME": "Lehigh",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 30.278884462151396,
             "STATE": "42",
             "Total Clients": 251,
             "Unique Valid NAICS Codes": 20,
             "fips": "42077",
             "id": "42077",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lehigh<br>30.28%</span>",
             "lat": 40.61212978300357,
             "lon": -75.59564593854462,
             "percent_str": "30.28%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.956056,
             41.602188,
             -78.203422,
             41.999989
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.419118,
                41.602188
               ],
               [
                -78.483409,
                41.629898
               ],
               [
                -78.956056,
                41.623863
               ],
               [
                -78.948689,
                41.83048
               ],
               [
                -78.918854,
                41.997961
               ],
               [
                -78.874759,
                41.997559
               ],
               [
                -78.59665,
                41.999877
               ],
               [
                -78.308128,
                41.999415
               ],
               [
                -78.206606,
                41.999989
               ],
               [
                -78.203422,
                41.618157
               ],
               [
                -78.419299,
                41.616853
               ],
               [
                -78.419118,
                41.602188
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "59",
            "properties": {
             "CENSUSAREA": 979.197,
             "COUNTY": "083",
             "County": "McKean",
             "GEO_ID": "0500000US42083",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 32,
             "NAME": "McKean",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 106,
             "Unique Valid NAICS Codes": 17,
             "fips": "42083",
             "id": "42083",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">McKean<br>0.0%</span>",
             "lat": 41.80952067370011,
             "lon": -78.5723916574792,
             "percent_str": "0.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.701624,
             40.495952,
             -75.757807,
             40.94974
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.996233,
                40.629971
               ],
               [
                -76.012226,
                40.577713
               ],
               [
                -76.171624,
                40.534947
               ],
               [
                -76.440181,
                40.495952
               ],
               [
                -76.535414,
                40.555157
               ],
               [
                -76.535954,
                40.555499
               ],
               [
                -76.537576,
                40.556525
               ],
               [
                -76.538117,
                40.556868
               ],
               [
                -76.539858,
                40.557915
               ],
               [
                -76.543218,
                40.559937
               ],
               [
                -76.545071,
                40.561076
               ],
               [
                -76.54514,
                40.561118
               ],
               [
                -76.546803,
                40.562141
               ],
               [
                -76.547134,
                40.562344
               ],
               [
                -76.548127,
                40.562955
               ],
               [
                -76.54846,
                40.56316
               ],
               [
                -76.549423,
                40.563753
               ],
               [
                -76.552318,
                40.565533
               ],
               [
                -76.553283,
                40.566127
               ],
               [
                -76.555148,
                40.567273
               ],
               [
                -76.556354,
                40.568014
               ],
               [
                -76.560743,
                40.570712
               ],
               [
                -76.560911,
                40.570815
               ],
               [
                -76.562609,
                40.571859
               ],
               [
                -76.562649,
                40.571883
               ],
               [
                -76.563068,
                40.572141
               ],
               [
                -76.564446,
                40.572989
               ],
               [
                -76.564906,
                40.573272
               ],
               [
                -76.565051,
                40.573361
               ],
               [
                -76.565486,
                40.573629
               ],
               [
                -76.565631,
                40.573719
               ],
               [
                -76.566393,
                40.574189
               ],
               [
                -76.568682,
                40.575599
               ],
               [
                -76.569445,
                40.57607
               ],
               [
                -76.56948,
                40.576092
               ],
               [
                -76.570965,
                40.577007
               ],
               [
                -76.571818,
                40.577533
               ],
               [
                -76.575216,
                40.579566
               ],
               [
                -76.575558,
                40.57977
               ],
               [
                -76.577073,
                40.580677
               ],
               [
                -76.577091,
                40.580688
               ],
               [
                -76.577765,
                40.581091
               ],
               [
                -76.579789,
                40.582303
               ],
               [
                -76.580464,
                40.582707
               ],
               [
                -76.580763,
                40.582886
               ],
               [
                -76.581662,
                40.583423
               ],
               [
                -76.581962,
                40.583603
               ],
               [
                -76.58225,
                40.583775
               ],
               [
                -76.583115,
                40.584293
               ],
               [
                -76.583404,
                40.584466
               ],
               [
                -76.584014,
                40.584831
               ],
               [
                -76.58448,
                40.58511
               ],
               [
                -76.585822,
                40.585963
               ],
               [
                -76.586423,
                40.586345
               ],
               [
                -76.588384,
                40.587592
               ],
               [
                -76.59427,
                40.591333
               ],
               [
                -76.596232,
                40.59258
               ],
               [
                -76.596422,
                40.592701
               ],
               [
                -76.596992,
                40.593064
               ],
               [
                -76.597183,
                40.593185
               ],
               [
                -76.597468,
                40.59336
               ],
               [
                -76.598325,
                40.593885
               ],
               [
                -76.598611,
                40.594061
               ],
               [
                -76.600084,
                40.594964
               ],
               [
                -76.601283,
                40.595723
               ],
               [
                -76.607903,
                40.599915
               ],
               [
                -76.609284,
                40.600739
               ],
               [
                -76.609607,
                40.600932
               ],
               [
                -76.611987,
                40.602354
               ],
               [
                -76.612026,
                40.602377
               ],
               [
                -76.612146,
                40.602449
               ],
               [
                -76.612186,
                40.602473
               ],
               [
                -76.612414,
                40.602609
               ],
               [
                -76.612764,
                40.602846
               ],
               [
                -76.614473,
                40.604007
               ],
               [
                -76.61461,
                40.6041
               ],
               [
                -76.615053,
                40.60438
               ],
               [
                -76.615405,
                40.604603
               ],
               [
                -76.616465,
                40.605273
               ],
               [
                -76.616703,
                40.605423
               ],
               [
                -76.616819,
                40.605497
               ],
               [
                -76.616824,
                40.6055
               ],
               [
                -76.617203,
                40.605739
               ],
               [
                -76.618353,
                40.606466
               ],
               [
                -76.618738,
                40.606709
               ],
               [
                -76.619966,
                40.607481
               ],
               [
                -76.622898,
                40.609324
               ],
               [
                -76.623653,
                40.609799
               ],
               [
                -76.624686,
                40.610449
               ],
               [
                -76.624883,
                40.610572
               ],
               [
                -76.625287,
                40.610824
               ],
               [
                -76.626499,
                40.611582
               ],
               [
                -76.626903,
                40.611835
               ],
               [
                -76.629437,
                40.61342
               ],
               [
                -76.637041,
                40.618175
               ],
               [
                -76.639576,
                40.61976
               ],
               [
                -76.639697,
                40.619836
               ],
               [
                -76.639877,
                40.619948
               ],
               [
                -76.64078,
                40.620513
               ],
               [
                -76.641082,
                40.620702
               ],
               [
                -76.641102,
                40.620714
               ],
               [
                -76.641162,
                40.620752
               ],
               [
                -76.641183,
                40.620765
               ],
               [
                -76.641259,
                40.620812
               ],
               [
                -76.641433,
                40.620922
               ],
               [
                -76.641488,
                40.620955
               ],
               [
                -76.641566,
                40.621001
               ],
               [
                -76.64373,
                40.622304
               ],
               [
                -76.648348,
                40.625086
               ],
               [
                -76.650217,
                40.626228
               ],
               [
                -76.652374,
                40.627546
               ],
               [
                -76.653822,
                40.628431
               ],
               [
                -76.655755,
                40.629613
               ],
               [
                -76.658169,
                40.631089
               ],
               [
                -76.659618,
                40.631975
               ],
               [
                -76.660405,
                40.632455
               ],
               [
                -76.662765,
                40.633898
               ],
               [
                -76.663552,
                40.634379
               ],
               [
                -76.663554,
                40.63438
               ],
               [
                -76.663935,
                40.634624
               ],
               [
                -76.665083,
                40.635359
               ],
               [
                -76.665355,
                40.635533
               ],
               [
                -76.665469,
                40.635601
               ],
               [
                -76.666982,
                40.636502
               ],
               [
                -76.668823,
                40.637599
               ],
               [
                -76.671471,
                40.639296
               ],
               [
                -76.672833,
                40.640169
               ],
               [
                -76.672894,
                40.640208
               ],
               [
                -76.672956,
                40.640248
               ],
               [
                -76.673026,
                40.640292
               ],
               [
                -76.673096,
                40.640337
               ],
               [
                -76.674304,
                40.6411
               ],
               [
                -76.678351,
                40.643656
               ],
               [
                -76.6797,
                40.644509
               ],
               [
                -76.681741,
                40.645797
               ],
               [
                -76.685028,
                40.647873
               ],
               [
                -76.687847,
                40.649693
               ],
               [
                -76.689876,
                40.651003
               ],
               [
                -76.68995,
                40.651051
               ],
               [
                -76.690172,
                40.651195
               ],
               [
                -76.690247,
                40.651244
               ],
               [
                -76.690289,
                40.651271
               ],
               [
                -76.690398,
                40.65134
               ],
               [
                -76.690418,
                40.651353
               ],
               [
                -76.690461,
                40.651381
               ],
               [
                -76.69056,
                40.651445
               ],
               [
                -76.690746,
                40.651565
               ],
               [
                -76.691603,
                40.652118
               ],
               [
                -76.691889,
                40.652303
               ],
               [
                -76.693145,
                40.653057
               ],
               [
                -76.696916,
                40.655321
               ],
               [
                -76.698173,
                40.656076
               ],
               [
                -76.698863,
                40.656477
               ],
               [
                -76.700933,
                40.65768
               ],
               [
                -76.701507,
                40.658014
               ],
               [
                -76.701566,
                40.658048
               ],
               [
                -76.701624,
                40.658082
               ],
               [
                -76.380152,
                40.775511
               ],
               [
                -76.30717,
                40.801809
               ],
               [
                -76.284611,
                40.883588
               ],
               [
                -76.207827,
                40.94974
               ],
               [
                -76.02815,
                40.901986
               ],
               [
                -75.997348,
                40.912985
               ],
               [
                -75.757807,
                40.735414
               ],
               [
                -75.891473,
                40.67727
               ],
               [
                -75.993212,
                40.639712
               ],
               [
                -75.996233,
                40.629971
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "60",
            "properties": {
             "CENSUSAREA": 778.634,
             "COUNTY": "107",
             "County": "Schuylkill",
             "GEO_ID": "0500000US42107",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 28,
             "NAME": "Schuylkill",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 10.76923076923077,
             "STATE": "42",
             "Total Clients": 65,
             "Unique Valid NAICS Codes": 18,
             "fips": "42107",
             "id": "42107",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Schuylkill<br>10.77%</span>",
             "lat": 40.70590912714066,
             "lon": -76.21263156263278,
             "percent_str": "10.77%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.505607,
             41.232539,
             -75.048199,
             41.999445
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.505607,
                41.232539
               ],
               [
                -75.441421,
                41.260053
               ],
               [
                -75.462411,
                41.641587
               ],
               [
                -75.48315,
                41.999259
               ],
               [
                -75.477144,
                41.999407
               ],
               [
                -75.436216,
                41.999353
               ],
               [
                -75.431961,
                41.999363
               ],
               [
                -75.359579,
                41.999445
               ],
               [
                -75.341868,
                41.993262
               ],
               [
                -75.292589,
                41.953897
               ],
               [
                -75.279094,
                41.938917
               ],
               [
                -75.263005,
                41.885109
               ],
               [
                -75.146446,
                41.850899
               ],
               [
                -75.140241,
                41.852078
               ],
               [
                -75.114399,
                41.843583
               ],
               [
                -75.090799,
                41.811991
               ],
               [
                -75.053431,
                41.752538
               ],
               [
                -75.048199,
                41.632011
               ],
               [
                -75.053077,
                41.618552
               ],
               [
                -75.050074,
                41.606893
               ],
               [
                -75.311143,
                41.331439
               ],
               [
                -75.359184,
                41.239206
               ],
               [
                -75.505607,
                41.232539
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "61",
            "properties": {
             "CENSUSAREA": 725.604,
             "COUNTY": "127",
             "County": "Wayne",
             "GEO_ID": "0500000US42127",
             "LSAD": "County",
             "Missing NAICS": 3,
             "NAICS to Census Gap": 40,
             "NAME": "Wayne",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 6.25,
             "STATE": "42",
             "Total Clients": 48,
             "Unique Valid NAICS Codes": 15,
             "fips": "42127",
             "id": "42127",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wayne<br>6.25%</span>",
             "lat": 41.64940507484564,
             "lon": -75.3013356374813,
             "percent_str": "6.25%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.877385,
             40.040413,
             -78.974649,
             40.669732
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.703834,
                40.443526
               ],
               [
                -79.702131,
                40.489635
               ],
               [
                -79.701985,
                40.523787
               ],
               [
                -79.701624,
                40.525449
               ],
               [
                -79.765415,
                40.549854
               ],
               [
                -79.692587,
                40.669732
               ],
               [
                -79.638137,
                40.665601
               ],
               [
                -79.56111,
                40.564113
               ],
               [
                -79.450176,
                40.530149
               ],
               [
                -79.454011,
                40.485507
               ],
               [
                -79.250605,
                40.428726
               ],
               [
                -79.247568,
                40.43208
               ],
               [
                -79.240175,
                40.429991
               ],
               [
                -79.233203,
                40.430741
               ],
               [
                -79.214783,
                40.424458
               ],
               [
                -79.206513,
                40.415032
               ],
               [
                -79.199233,
                40.41078
               ],
               [
                -79.192722,
                40.414862
               ],
               [
                -79.058481,
                40.380868
               ],
               [
                -78.974649,
                40.395972
               ],
               [
                -79.055983,
                40.285089
               ],
               [
                -79.056646,
                40.278604
               ],
               [
                -79.059378,
                40.275767
               ],
               [
                -79.067963,
                40.272471
               ],
               [
                -79.073523,
                40.266727
               ],
               [
                -79.076638,
                40.260307
               ],
               [
                -79.07957,
                40.257928
               ],
               [
                -79.078084,
                40.25484
               ],
               [
                -79.07925,
                40.251172
               ],
               [
                -79.082472,
                40.250074
               ],
               [
                -79.086734,
                40.245342
               ],
               [
                -79.086174,
                40.242665
               ],
               [
                -79.088656,
                40.241259
               ],
               [
                -79.185222,
                40.109848
               ],
               [
                -79.293682,
                40.040413
               ],
               [
                -79.457008,
                40.135108
               ],
               [
                -79.479402,
                40.142801
               ],
               [
                -79.505188,
                40.140568
               ],
               [
                -79.540347,
                40.114035
               ],
               [
                -79.578966,
                40.105496
               ],
               [
                -79.592602,
                40.092005
               ],
               [
                -79.641098,
                40.088317
               ],
               [
                -79.72224,
                40.121141
               ],
               [
                -79.877385,
                40.126792
               ],
               [
                -79.870585,
                40.197415
               ],
               [
                -79.781761,
                40.227711
               ],
               [
                -79.775139,
                40.287888
               ],
               [
                -79.787853,
                40.297693
               ],
               [
                -79.783684,
                40.315913
               ],
               [
                -79.722151,
                40.409098
               ],
               [
                -79.704739,
                40.427231
               ],
               [
                -79.703834,
                40.443526
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "62",
            "properties": {
             "CENSUSAREA": 1027.554,
             "COUNTY": "129",
             "County": "Westmoreland",
             "GEO_ID": "0500000US42129",
             "LSAD": "County",
             "Missing NAICS": 18,
             "NAICS to Census Gap": 20,
             "NAME": "Westmoreland",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 7.114624505928854,
             "STATE": "42",
             "Total Clients": 253,
             "Unique Valid NAICS Codes": 20,
             "fips": "42129",
             "id": "42129",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Westmoreland<br>7.11%</span>",
             "lat": 40.309488584178524,
             "lon": -79.46488738280983,
             "percent_str": "7.11%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.696782,
             39.976959,
             -75.015066,
             40.446995
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.361066,
                40.065543
               ],
               [
                -75.525945,
                40.148611
               ],
               [
                -75.549174,
                40.189542
               ],
               [
                -75.557148,
                40.207213
               ],
               [
                -75.562878,
                40.197361
               ],
               [
                -75.573338,
                40.195303
               ],
               [
                -75.592657,
                40.225491
               ],
               [
                -75.696782,
                40.241863
               ],
               [
                -75.695955,
                40.242359
               ],
               [
                -75.529694,
                40.446995
               ],
               [
                -75.484057,
                40.418451
               ],
               [
                -75.299774,
                40.307835
               ],
               [
                -75.106878,
                40.192279
               ],
               [
                -75.104874,
                40.191109
               ],
               [
                -75.015066,
                40.137992
               ],
               [
                -75.096733,
                40.068989
               ],
               [
                -75.087425,
                40.063599
               ],
               [
                -75.109406,
                40.04584
               ],
               [
                -75.124916,
                40.054684
               ],
               [
                -75.129021,
                40.057091
               ],
               [
                -75.135193,
                40.061031
               ],
               [
                -75.151596,
                40.070328
               ],
               [
                -75.176438,
                40.084649
               ],
               [
                -75.264431,
                40.054094
               ],
               [
                -75.249214,
                39.990547
               ],
               [
                -75.256119,
                39.987301
               ],
               [
                -75.263687,
                39.982658
               ],
               [
                -75.276482,
                39.976959
               ],
               [
                -75.349457,
                40.052905
               ],
               [
                -75.356534,
                40.062787
               ],
               [
                -75.361066,
                40.065543
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "63",
            "properties": {
             "CENSUSAREA": 483.04,
             "COUNTY": "091",
             "County": "Montgomery",
             "GEO_ID": "0500000US42091",
             "LSAD": "County",
             "Missing NAICS": 66,
             "NAICS to Census Gap": 16,
             "NAME": "Montgomery",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 18.13186813186813,
             "STATE": "42",
             "Total Clients": 364,
             "Unique Valid NAICS Codes": 21,
             "fips": "42091",
             "id": "42091",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montgomery<br>18.13%</span>",
             "lat": 40.212907544268695,
             "lon": -75.36814635989448,
             "percent_str": "18.13%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.949414,
             40.610096,
             -76.380152,
             41.175762
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.896114,
                41.13907
               ],
               [
                -76.888145,
                41.153807
               ],
               [
                -76.880963,
                41.158044
               ],
               [
                -76.788659,
                41.175762
               ],
               [
                -76.732672,
                41.17204
               ],
               [
                -76.792878,
                40.946583
               ],
               [
                -76.661348,
                40.967996
               ],
               [
                -76.557013,
                40.938617
               ],
               [
                -76.528034,
                40.882515
               ],
               [
                -76.501312,
                40.824817
               ],
               [
                -76.409667,
                40.833624
               ],
               [
                -76.380152,
                40.775511
               ],
               [
                -76.701624,
                40.658082
               ],
               [
                -76.890875,
                40.610096
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -76.947365,
                40.629517
               ],
               [
                -76.939749,
                40.638378
               ],
               [
                -76.855362,
                40.728821
               ],
               [
                -76.855523,
                40.737119
               ],
               [
                -76.855995,
                40.737931
               ],
               [
                -76.856979,
                40.746001
               ],
               [
                -76.856681,
                40.747311
               ],
               [
                -76.857521,
                40.749612
               ],
               [
                -76.856445,
                40.75581
               ],
               [
                -76.857209,
                40.759446
               ],
               [
                -76.857719,
                40.764374
               ],
               [
                -76.857522,
                40.766
               ],
               [
                -76.858352,
                40.769536
               ],
               [
                -76.859252,
                40.777043
               ],
               [
                -76.858513,
                40.779416
               ],
               [
                -76.858703,
                40.781521
               ],
               [
                -76.856292,
                40.789697
               ],
               [
                -76.856094,
                40.791211
               ],
               [
                -76.852163,
                40.800839
               ],
               [
                -76.848912,
                40.805989
               ],
               [
                -76.84966,
                40.808205
               ],
               [
                -76.84928,
                40.809755
               ],
               [
                -76.845395,
                40.815175
               ],
               [
                -76.840626,
                40.821324
               ],
               [
                -76.836338,
                40.825761
               ],
               [
                -76.829685,
                40.831029
               ],
               [
                -76.825648,
                40.835503
               ],
               [
                -76.820895,
                40.839898
               ],
               [
                -76.817522,
                40.843782
               ],
               [
                -76.812728,
                40.847457
               ],
               [
                -76.812242,
                40.850305
               ],
               [
                -76.811228,
                40.851712
               ],
               [
                -76.808366,
                40.857369
               ],
               [
                -76.806246,
                40.862535
               ],
               [
                -76.801561,
                40.870634
               ],
               [
                -76.799523,
                40.874749
               ],
               [
                -76.798921,
                40.876901
               ],
               [
                -76.798714,
                40.878366
               ],
               [
                -76.800242,
                40.881994
               ],
               [
                -76.88228,
                40.971334
               ],
               [
                -76.896114,
                41.13907
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "64",
            "properties": {
             "CENSUSAREA": 458.368,
             "COUNTY": "097",
             "County": "Northumberland",
             "GEO_ID": "0500000US42097",
             "LSAD": "County",
             "Missing NAICS": 38,
             "NAICS to Census Gap": 28,
             "NAME": "Northumberland",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 26.027397260273972,
             "STATE": "42",
             "Total Clients": 146,
             "Unique Valid NAICS Codes": 18,
             "fips": "42097",
             "id": "42097",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northumberland<br>26.03%</span>",
             "lat": 40.85059074495749,
             "lon": -76.71092617628436,
             "percent_str": "26.03%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.359184,
             41.078178,
             -74.689767,
             41.606893
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -74.966759,
                41.093425
               ],
               [
                -74.968389,
                41.087797
               ],
               [
                -74.980674,
                41.078178
               ],
               [
                -75.156507,
                41.150341
               ],
               [
                -75.129721,
                41.252101
               ],
               [
                -75.359184,
                41.239206
               ],
               [
                -75.311143,
                41.331439
               ],
               [
                -75.050074,
                41.606893
               ],
               [
                -75.04049,
                41.569688
               ],
               [
                -74.984226,
                41.506299
               ],
               [
                -74.93976,
                41.483371
               ],
               [
                -74.912517,
                41.475605
               ],
               [
                -74.891948,
                41.448853
               ],
               [
                -74.876721,
                41.440338
               ],
               [
                -74.799165,
                41.430451
               ],
               [
                -74.75595,
                41.426804
               ],
               [
                -74.752562,
                41.426518
               ],
               [
                -74.691129,
                41.367324
               ],
               [
                -74.689767,
                41.361558
               ],
               [
                -74.694914,
                41.357423
               ],
               [
                -74.76173,
                41.336398
               ],
               [
                -74.795847,
                41.318951
               ],
               [
                -74.830057,
                41.2872
               ],
               [
                -74.838366,
                41.277286
               ],
               [
                -74.861678,
                41.241575
               ],
               [
                -74.867267,
                41.228861
               ],
               [
                -74.864356,
                41.224854
               ],
               [
                -74.867287,
                41.208754
               ],
               [
                -74.882139,
                41.180836
               ],
               [
                -74.923169,
                41.138146
               ],
               [
                -74.974338,
                41.103912
               ],
               [
                -74.969434,
                41.096074
               ],
               [
                -74.967389,
                41.094049
               ],
               [
                -74.966759,
                41.093425
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "65",
            "properties": {
             "CENSUSAREA": 544.961,
             "COUNTY": "103",
             "County": "Pike",
             "GEO_ID": "0500000US42103",
             "LSAD": "County",
             "Missing NAICS": 6,
             "NAICS to Census Gap": 40,
             "NAME": "Pike",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 13.636363636363635,
             "STATE": "42",
             "Total Clients": 44,
             "Unique Valid NAICS Codes": 15,
             "fips": "42103",
             "id": "42103",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Pike<br>13.64%</span>",
             "lat": 41.33029786981072,
             "lon": -75.03147345867978,
             "percent_str": "13.64%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.471085,
             39.719998,
             -76.954932,
             40.069945
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.255209,
                40.02076
               ],
               [
                -77.137425,
                40.069945
               ],
               [
                -77.018648,
                40.013947
               ],
               [
                -76.954932,
                39.85685
               ],
               [
                -76.998377,
                39.832115
               ],
               [
                -76.999465,
                39.720128
               ],
               [
                -77.047104,
                39.72
               ],
               [
                -77.058204,
                39.7202
               ],
               [
                -77.058904,
                39.7201
               ],
               [
                -77.216806,
                39.719998
               ],
               [
                -77.217024,
                39.719998
               ],
               [
                -77.239807,
                39.719998
               ],
               [
                -77.243307,
                39.719998
               ],
               [
                -77.459427,
                39.720017
               ],
               [
                -77.471085,
                39.944077
               ],
               [
                -77.403788,
                39.994447
               ],
               [
                -77.255209,
                40.02076
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "66",
            "properties": {
             "CENSUSAREA": 518.668,
             "COUNTY": "001",
             "County": "Adams",
             "GEO_ID": "0500000US42001",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 24,
             "NAME": "Adams",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 3.076923076923077,
             "STATE": "42",
             "Total Clients": 65,
             "Unique Valid NAICS Codes": 19,
             "fips": "42001",
             "id": "42001",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Adams<br>3.08%</span>",
             "lat": 39.87223427444471,
             "lon": -77.21857518133255,
             "percent_str": "3.08%"
            },
            "type": "Feature"
           }
          ],
          "type": "FeatureCollection"
         },
         "hovertemplate": "<b>%{hovertext}</b><br><br>Percent NAICS Missing=%{z:.2f}<extra></extra>",
         "hovertext": [
          "Blair",
          "Bradford",
          "Cambria",
          "Clarion",
          "Elk",
          "Indiana",
          "Lackawanna",
          "Mifflin",
          "Montour",
          "Potter",
          "Sullivan",
          "Warren",
          "Armstrong",
          "Allegheny",
          "Beaver",
          "Bucks",
          "Cameron",
          "Centre",
          "Chester",
          "Clearfield",
          "Crawford",
          "Delaware",
          "Erie",
          "Fayette",
          "Franklin",
          "Huntingdon",
          "Juniata",
          "Lawrence",
          "Luzerne",
          "Mercer",
          "Monroe",
          "Northampton",
          "Philadelphia",
          "Snyder",
          "Somerset",
          "Susquehanna",
          "Union",
          "Venango",
          "Washington",
          "York",
          "Berks",
          "Butler",
          "Carbon",
          "Columbia",
          "Forest",
          "Fulton",
          "Lebanon",
          "Lycoming",
          "Perry",
          "Tioga",
          "Wyoming",
          "Bedford",
          "Clinton",
          "Cumberland",
          "Dauphin",
          "Greene",
          "Jefferson",
          "Lancaster",
          "Lehigh",
          "McKean",
          "Schuylkill",
          "Wayne",
          "Westmoreland",
          "Montgomery",
          "Northumberland",
          "Pike",
          "Adams"
         ],
         "locations": [
          "42013",
          "42015",
          "42021",
          "42031",
          "42047",
          "42063",
          "42069",
          "42087",
          "42093",
          "42105",
          "42113",
          "42123",
          "42005",
          "42003",
          "42007",
          "42017",
          "42023",
          "42027",
          "42029",
          "42033",
          "42039",
          "42045",
          "42049",
          "42051",
          "42055",
          "42061",
          "42067",
          "42073",
          "42079",
          "42085",
          "42089",
          "42095",
          "42101",
          "42109",
          "42111",
          "42115",
          "42119",
          "42121",
          "42125",
          "42133",
          "42011",
          "42019",
          "42025",
          "42037",
          "42053",
          "42057",
          "42075",
          "42081",
          "42099",
          "42117",
          "42131",
          "42009",
          "42035",
          "42041",
          "42043",
          "42059",
          "42065",
          "42071",
          "42077",
          "42083",
          "42107",
          "42127",
          "42129",
          "42091",
          "42097",
          "42103",
          "42001"
         ],
         "name": "",
         "type": "choropleth",
         "z": {
          "bdata": "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",
          "dtype": "f8"
         }
        },
        {
         "hoverinfo": "none",
         "lat": {
          "bdata": "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",
          "dtype": "f8"
         },
         "lon": {
          "bdata": "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",
          "dtype": "f8"
         },
         "mode": "text",
         "text": [
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Blair<br>7.77%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bradford<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cambria<br>1.14%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clarion<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Elk<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Indiana<br>25.93%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lackawanna<br>9.41%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mifflin<br>23.53%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montour<br>27.91%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Potter<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Sullivan<br>10.53%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Warren<br>7.69%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Armstrong<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Allegheny<br>17.66%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Beaver<br>23.29%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bucks<br>28.35%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cameron<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Centre<br>19.41%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Chester<br>35.63%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clearfield<br>0.88%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Crawford<br>5.41%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Delaware<br>7.58%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Erie<br>9.54%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fayette<br>3.03%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Franklin<br>1.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Huntingdon<br>11.76%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Juniata<br>38.46%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lawrence<br>19.3%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Luzerne<br>8.36%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mercer<br>9.52%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Monroe<br>10.53%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northampton<br>25.45%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Philadelphia<br>22.29%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Snyder<br>22.95%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Somerset<br>11.11%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Susquehanna<br>4.55%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Union<br>28.57%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Venango<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Washington<br>17.7%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">York<br>7.2%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Berks<br>7.82%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Butler<br>17.09%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Carbon<br>9.21%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Columbia<br>12.96%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Forest<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fulton<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lebanon<br>12.28%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lycoming<br>25.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Perry<br>16.67%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Tioga<br>2.44%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wyoming<br>9.76%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bedford<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clinton<br>14.55%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cumberland<br>23.87%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Dauphin<br>11.01%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Greene<br>12.5%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Jefferson<br>0.79%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lancaster<br>8.19%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lehigh<br>30.28%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">McKean<br>0.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Schuylkill<br>10.77%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wayne<br>6.25%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Westmoreland<br>7.11%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montgomery<br>18.13%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northumberland<br>26.03%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Pike<br>13.64%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Adams<br>3.08%</span>"
         ],
         "type": "scattergeo"
        }
       ],
       "layout": {
        "coloraxis": {
         "cmax": 100,
         "cmin": 0,
         "colorbar": {
          "ticksuffix": "%",
          "title": {
           "text": "Percent NAICS Missing"
          }
         },
         "colorscale": [
          [
           0,
           "#cde0c3"
          ],
          [
           0.08333333333333333,
           "#b4e09a"
          ],
          [
           0.16666666666666666,
           "#6dafb2"
          ],
          [
           0.25,
           "#499699"
          ],
          [
           0.3333333333333333,
           "#2d797c"
          ],
          [
           0.4166666666666667,
           "#256e70"
          ],
          [
           0.5,
           "#156264"
          ],
          [
           0.5833333333333334,
           "#094f51"
          ],
          [
           0.6666666666666666,
           "#004649"
          ],
          [
           0.75,
           "#003234"
          ],
          [
           0.8333333333333334,
           "#002f30"
          ],
          [
           0.9166666666666666,
           "#002223"
          ],
          [
           1,
           "#001111"
          ]
         ]
        },
        "geo": {
         "center": {
          "lat": 40.81757119226621,
          "lon": -77.61565231132181
         },
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "fitbounds": "locations",
         "projection": {
          "scale": 60
         },
         "visible": false
        },
        "height": 800,
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "b": 0,
         "l": 0,
         "r": 0,
         "t": 80
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "font": {
          "color": "black",
          "size": 22
         },
         "text": "Missing Client NAICS Codes Per County (FY 2025)",
         "x": 0.5,
         "xanchor": "center",
         "yanchor": "top"
        },
        "width": 1300
       }
      },
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_45287/3089456622.py:19: UserWarning:\n",
      "\n",
      "Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "\n",
      "/tmp/ipykernel_45287/3089456622.py:22: UserWarning:\n",
      "\n",
      "Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "\n",
      "/tmp/ipykernel_45287/3089456622.py:23: UserWarning:\n",
      "\n",
      "Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "coloraxis": "coloraxis",
         "customdata": [
          [
           72,
           "42013"
          ],
          [
           64,
           "42015"
          ],
          [
           76,
           "42021"
          ],
          [
           84,
           "42031"
          ],
          [
           72,
           "42047"
          ],
          [
           60,
           "42063"
          ],
          [
           88,
           "42069"
          ],
          [
           60,
           "42087"
          ],
          [
           60,
           "42093"
          ],
          [
           64,
           "42105"
          ],
          [
           28.000000000000004,
           "42113"
          ],
          [
           64,
           "42123"
          ],
          [
           68,
           "42005"
          ],
          [
           92,
           "42003"
          ],
          [
           76,
           "42007"
          ],
          [
           64,
           "42017"
          ],
          [
           32,
           "42023"
          ],
          [
           88,
           "42027"
          ],
          [
           84,
           "42029"
          ],
          [
           68,
           "42033"
          ],
          [
           60,
           "42039"
          ],
          [
           84,
           "42045"
          ],
          [
           88,
           "42049"
          ],
          [
           68,
           "42051"
          ],
          [
           80,
           "42055"
          ],
          [
           28.000000000000004,
           "42061"
          ],
          [
           28.000000000000004,
           "42067"
          ],
          [
           56.00000000000001,
           "42073"
          ],
          [
           92,
           "42079"
          ],
          [
           76,
           "42085"
          ],
          [
           76,
           "42089"
          ],
          [
           84,
           "42095"
          ],
          [
           92,
           "42101"
          ],
          [
           64,
           "42109"
          ],
          [
           64,
           "42111"
          ],
          [
           64,
           "42115"
          ],
          [
           76,
           "42119"
          ],
          [
           72,
           "42121"
          ],
          [
           76,
           "42125"
          ],
          [
           76,
           "42133"
          ],
          [
           84,
           "42011"
          ],
          [
           80,
           "42019"
          ],
          [
           68,
           "42025"
          ],
          [
           68,
           "42037"
          ],
          [
           20,
           "42053"
          ],
          [
           20,
           "42057"
          ],
          [
           72,
           "42075"
          ],
          [
           68,
           "42081"
          ],
          [
           32,
           "42099"
          ],
          [
           52,
           "42117"
          ],
          [
           56.00000000000001,
           "42131"
          ],
          [
           60,
           "42009"
          ],
          [
           68,
           "42035"
          ],
          [
           76,
           "42041"
          ],
          [
           88,
           "42043"
          ],
          [
           36,
           "42059"
          ],
          [
           76,
           "42065"
          ],
          [
           84,
           "42071"
          ],
          [
           80,
           "42077"
          ],
          [
           68,
           "42083"
          ],
          [
           72,
           "42107"
          ],
          [
           60,
           "42127"
          ],
          [
           80,
           "42129"
          ],
          [
           84,
           "42091"
          ],
          [
           72,
           "42097"
          ],
          [
           60,
           "42103"
          ],
          [
           76,
           "42001"
          ]
         ],
         "featureidkey": "properties.fips",
         "geo": "geo",
         "geojson": {
          "bbox": [
           -80.51979,
           39.719998,
           -74.689767,
           42.26986
          ],
          "features": [
           {
            "bbox": [
             -78.620383,
             40.242107,
             -78.116521,
             40.743017
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.542303,
                40.468851
               ],
               [
                -78.35043,
                40.724827
               ],
               [
                -78.359912,
                40.732592
               ],
               [
                -78.131834,
                40.743017
               ],
               [
                -78.116521,
                40.739127
               ],
               [
                -78.22197,
                40.674539
               ],
               [
                -78.197083,
                40.558444
               ],
               [
                -78.130081,
                40.48199
               ],
               [
                -78.257305,
                40.297883
               ],
               [
                -78.288764,
                40.242107
               ],
               [
                -78.434288,
                40.302301
               ],
               [
                -78.447895,
                40.244395
               ],
               [
                -78.620383,
                40.327025
               ],
               [
                -78.564085,
                40.370609
               ],
               [
                -78.542303,
                40.468851
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "0",
            "properties": {
             "CENSUSAREA": 525.8,
             "COUNTY": "013",
             "County": "Blair",
             "GEO_ID": "0500000US42013",
             "LSAD": "County",
             "Missing NAICS": 8,
             "NAICS to Census Gap": 28,
             "NAME": "Blair",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 7.766990291262135,
             "STATE": "42",
             "Total Clients": 103,
             "Unique Valid NAICS Codes": 18,
             "fips": "42013",
             "id": "42013",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Blair<br>72.0%</span>",
             "lat": 40.477236847861334,
             "lon": -78.35055711877322,
             "percent_str": "72.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.927084,
             41.541285,
             -76.115172,
             42.001774
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.874714,
                41.596919
               ],
               [
                -76.878699,
                41.620344
               ],
               [
                -76.883511,
                41.666314
               ],
               [
                -76.893201,
                41.748463
               ],
               [
                -76.927084,
                42.001674
               ],
               [
                -76.921884,
                42.001674
               ],
               [
                -76.920784,
                42.001774
               ],
               [
                -76.835079,
                42.001773
               ],
               [
                -76.815878,
                42.001673
               ],
               [
                -76.558118,
                42.000155
               ],
               [
                -76.557624,
                42.000149
               ],
               [
                -76.46654,
                41.999025
               ],
               [
                -76.462155,
                41.998934
               ],
               [
                -76.349898,
                41.99841
               ],
               [
                -76.343722,
                41.998346
               ],
               [
                -76.145519,
                41.998913
               ],
               [
                -76.115172,
                41.651825
               ],
               [
                -76.197998,
                41.647823
               ],
               [
                -76.220139,
                41.541285
               ],
               [
                -76.813731,
                41.590034
               ],
               [
                -76.874714,
                41.596919
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "1",
            "properties": {
             "CENSUSAREA": 1147.399,
             "COUNTY": "015",
             "County": "Bradford",
             "GEO_ID": "0500000US42015",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 36,
             "NAME": "Bradford",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 56,
             "Unique Valid NAICS Codes": 16,
             "fips": "42015",
             "id": "42015",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bradford<br>64.0%</span>",
             "lat": 41.78879908180103,
             "lon": -76.5158164254837,
             "percent_str": "64.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.055983,
             40.242933,
             -78.35043,
             40.725968
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.768593,
                40.243441
               ],
               [
                -78.884862,
                40.244631
               ],
               [
                -78.927601,
                40.285041
               ],
               [
                -79.055983,
                40.285089
               ],
               [
                -78.974649,
                40.395972
               ],
               [
                -78.922748,
                40.48377
               ],
               [
                -78.896938,
                40.53316
               ],
               [
                -78.860105,
                40.604665
               ],
               [
                -78.846656,
                40.635638
               ],
               [
                -78.801697,
                40.724539
               ],
               [
                -78.712747,
                40.72435
               ],
               [
                -78.513712,
                40.725968
               ],
               [
                -78.35043,
                40.724827
               ],
               [
                -78.542303,
                40.468851
               ],
               [
                -78.564085,
                40.370609
               ],
               [
                -78.620383,
                40.327025
               ],
               [
                -78.658409,
                40.242933
               ],
               [
                -78.760311,
                40.243171
               ],
               [
                -78.768593,
                40.243441
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "2",
            "properties": {
             "CENSUSAREA": 688.351,
             "COUNTY": "021",
             "County": "Cambria",
             "GEO_ID": "0500000US42021",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 24,
             "NAME": "Cambria",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 1.1363636363636365,
             "STATE": "42",
             "Total Clients": 88,
             "Unique Valid NAICS Codes": 19,
             "fips": "42021",
             "id": "42021",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cambria<br>76.0%</span>",
             "lat": 40.49443898683218,
             "lon": -78.71185388796506,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.694984,
             40.974142,
             -79.207196,
             41.436145
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.604161,
                41.321478
               ],
               [
                -79.47814,
                41.335708
               ],
               [
                -79.477822,
                41.386479
               ],
               [
                -79.400269,
                41.436145
               ],
               [
                -79.207196,
                41.430922
               ],
               [
                -79.208878,
                41.331861
               ],
               [
                -79.215214,
                41.050515
               ],
               [
                -79.284998,
                41.009295
               ],
               [
                -79.618352,
                40.974142
               ],
               [
                -79.690711,
                41.170691
               ],
               [
                -79.69235,
                41.172028
               ],
               [
                -79.694984,
                41.172865
               ],
               [
                -79.604161,
                41.321478
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "3",
            "properties": {
             "CENSUSAREA": 600.834,
             "COUNTY": "031",
             "County": "Clarion",
             "GEO_ID": "0500000US42031",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 16,
             "NAME": "Clarion",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 169,
             "Unique Valid NAICS Codes": 21,
             "fips": "42031",
             "id": "42031",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clarion<br>84.0%</span>",
             "lat": 41.19546199318124,
             "lon": -79.42336838806017,
             "percent_str": "84.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.095096,
             41.201859,
             -78.236817,
             41.629898
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.956042,
                41.623402
               ],
               [
                -78.956056,
                41.623863
               ],
               [
                -78.483409,
                41.629898
               ],
               [
                -78.419118,
                41.602188
               ],
               [
                -78.420028,
                41.405046
               ],
               [
                -78.253959,
                41.404721
               ],
               [
                -78.236817,
                41.230475
               ],
               [
                -78.646666,
                41.253778
               ],
               [
                -78.710248,
                41.201859
               ],
               [
                -78.73528,
                41.262915
               ],
               [
                -78.974478,
                41.375476
               ],
               [
                -79.095096,
                41.340658
               ],
               [
                -79.06352,
                41.453207
               ],
               [
                -78.958957,
                41.437061
               ],
               [
                -78.956042,
                41.623402
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "4",
            "properties": {
             "CENSUSAREA": 827.358,
             "COUNTY": "047",
             "County": "Elk",
             "GEO_ID": "0500000US42047",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 28,
             "NAME": "Elk",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 112,
             "Unique Valid NAICS Codes": 18,
             "fips": "42047",
             "id": "42047",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Elk<br>72.0%</span>",
             "lat": 41.428107108124685,
             "lon": -78.64557876998508,
             "percent_str": "72.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.454011,
             40.380868,
             -78.801697,
             40.911346
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.846656,
                40.635638
               ],
               [
                -78.860105,
                40.604665
               ],
               [
                -78.896938,
                40.53316
               ],
               [
                -78.922748,
                40.48377
               ],
               [
                -78.974649,
                40.395972
               ],
               [
                -79.058481,
                40.380868
               ],
               [
                -79.192722,
                40.414862
               ],
               [
                -79.199233,
                40.41078
               ],
               [
                -79.206513,
                40.415032
               ],
               [
                -79.214783,
                40.424458
               ],
               [
                -79.233203,
                40.430741
               ],
               [
                -79.240175,
                40.429991
               ],
               [
                -79.247568,
                40.43208
               ],
               [
                -79.250605,
                40.428726
               ],
               [
                -79.454011,
                40.485507
               ],
               [
                -79.450176,
                40.530149
               ],
               [
                -79.251517,
                40.737758
               ],
               [
                -79.215215,
                40.775942
               ],
               [
                -79.21531,
                40.911346
               ],
               [
                -78.805167,
                40.90598
               ],
               [
                -78.806363,
                40.845035
               ],
               [
                -78.801697,
                40.724539
               ],
               [
                -78.846656,
                40.635638
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "5",
            "properties": {
             "CENSUSAREA": 827.03,
             "COUNTY": "063",
             "County": "Indiana",
             "GEO_ID": "0500000US42063",
             "LSAD": "County",
             "Missing NAICS": 14,
             "NAICS to Census Gap": 40,
             "NAME": "Indiana",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 25.925925925925924,
             "STATE": "42",
             "Total Clients": 54,
             "Unique Valid NAICS Codes": 15,
             "fips": "42063",
             "id": "42063",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Indiana<br>60.0%</span>",
             "lat": 40.65145226775638,
             "lon": -79.08650961497837,
             "percent_str": "60.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.834695,
             41.161497,
             -75.441421,
             41.642263
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.687244,
                41.339216
               ],
               [
                -75.741539,
                41.348179
               ],
               [
                -75.760518,
                41.360942
               ],
               [
                -75.76786,
                41.365841
               ],
               [
                -75.795286,
                41.378127
               ],
               [
                -75.832631,
                41.399934
               ],
               [
                -75.834695,
                41.427246
               ],
               [
                -75.719887,
                41.642263
               ],
               [
                -75.469259,
                41.64141
               ],
               [
                -75.462411,
                41.641587
               ],
               [
                -75.441421,
                41.260053
               ],
               [
                -75.505607,
                41.232539
               ],
               [
                -75.600736,
                41.161497
               ],
               [
                -75.649257,
                41.190951
               ],
               [
                -75.687244,
                41.339216
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "6",
            "properties": {
             "CENSUSAREA": 459.078,
             "COUNTY": "069",
             "County": "Lackawanna",
             "GEO_ID": "0500000US42069",
             "LSAD": "County",
             "Missing NAICS": 32,
             "NAICS to Census Gap": 12,
             "NAME": "Lackawanna",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 9.411764705882353,
             "STATE": "42",
             "Total Clients": 340,
             "Unique Valid NAICS Codes": 22,
             "fips": "42069",
             "id": "42069",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lackawanna<br>88.0%</span>",
             "lat": 41.434683112750704,
             "lon": -75.60822617834343,
             "percent_str": "88.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.913844,
             40.378545,
             -77.287941,
             40.846937
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.667819,
                40.735335
               ],
               [
                -77.36418,
                40.846937
               ],
               [
                -77.357113,
                40.844484
               ],
               [
                -77.356628,
                40.807334
               ],
               [
                -77.354097,
                40.701667
               ],
               [
                -77.287941,
                40.693595
               ],
               [
                -77.323053,
                40.683082
               ],
               [
                -77.36069,
                40.669991
               ],
               [
                -77.49776,
                40.609484
               ],
               [
                -77.611315,
                40.515017
               ],
               [
                -77.75212,
                40.378545
               ],
               [
                -77.913844,
                40.398679
               ],
               [
                -77.816513,
                40.500074
               ],
               [
                -77.841827,
                40.550035
               ],
               [
                -77.68708,
                40.67675
               ],
               [
                -77.681334,
                40.729758
               ],
               [
                -77.667819,
                40.735335
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "7",
            "properties": {
             "CENSUSAREA": 411.031,
             "COUNTY": "087",
             "County": "Mifflin",
             "GEO_ID": "0500000US42087",
             "LSAD": "County",
             "Missing NAICS": 8,
             "NAICS to Census Gap": 40,
             "NAME": "Mifflin",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 23.52941176470588,
             "STATE": "42",
             "Total Clients": 34,
             "Unique Valid NAICS Codes": 15,
             "fips": "42087",
             "id": "42087",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mifflin<br>60.0%</span>",
             "lat": 40.61623708546824,
             "lon": -77.61090209360879,
             "percent_str": "60.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.792878,
             40.882515,
             -76.514951,
             41.17204
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.640767,
                41.155718
               ],
               [
                -76.618971,
                41.063759
               ],
               [
                -76.514951,
                40.958959
               ],
               [
                -76.528034,
                40.882515
               ],
               [
                -76.557013,
                40.938617
               ],
               [
                -76.661348,
                40.967996
               ],
               [
                -76.792878,
                40.946583
               ],
               [
                -76.732672,
                41.17204
               ],
               [
                -76.678776,
                41.154172
               ],
               [
                -76.640767,
                41.155718
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "8",
            "properties": {
             "CENSUSAREA": 130.242,
             "COUNTY": "093",
             "County": "Montour",
             "GEO_ID": "0500000US42093",
             "LSAD": "County",
             "Missing NAICS": 12,
             "NAICS to Census Gap": 40,
             "NAME": "Montour",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 27.906976744186046,
             "STATE": "42",
             "Total Clients": 43,
             "Unique Valid NAICS Codes": 15,
             "fips": "42093",
             "id": "42093",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montour<br>60.0%</span>",
             "lat": 41.033291624100116,
             "lon": -76.66841630451262,
             "percent_str": "60.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.206606,
             41.474822,
             -77.598129,
             42.000452
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.599278,
                41.542271
               ],
               [
                -77.598129,
                41.478576
               ],
               [
                -77.989194,
                41.474822
               ],
               [
                -78.050442,
                41.475462
               ],
               [
                -78.203422,
                41.618157
               ],
               [
                -78.206606,
                41.999989
               ],
               [
                -78.12473,
                42.000452
               ],
               [
                -78.031177,
                41.999415
               ],
               [
                -78.030963,
                41.999392
               ],
               [
                -77.83203,
                41.998524
               ],
               [
                -77.822799,
                41.998547
               ],
               [
                -77.749931,
                41.998782
               ],
               [
                -77.610028,
                41.999519
               ],
               [
                -77.599278,
                41.542271
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "9",
            "properties": {
             "CENSUSAREA": 1081.323,
             "COUNTY": "105",
             "County": "Potter",
             "GEO_ID": "0500000US42105",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 36,
             "NAME": "Potter",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 35,
             "Unique Valid NAICS Codes": 16,
             "fips": "42105",
             "id": "42105",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Potter<br>64.0%</span>",
             "lat": 41.744838732807814,
             "lon": -77.89576705989249,
             "percent_str": "64.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.813731,
             41.275629,
             -76.220139,
             41.590034
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.447597,
                41.275629
               ],
               [
                -76.592532,
                41.304332
               ],
               [
                -76.749497,
                41.405572
               ],
               [
                -76.813731,
                41.590034
               ],
               [
                -76.220139,
                41.541285
               ],
               [
                -76.223866,
                41.524544
               ],
               [
                -76.2831,
                41.376517
               ],
               [
                -76.284865,
                41.372724
               ],
               [
                -76.310133,
                41.310199
               ],
               [
                -76.407934,
                41.308418
               ],
               [
                -76.447597,
                41.275629
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "10",
            "properties": {
             "CENSUSAREA": 449.94,
             "COUNTY": "113",
             "County": "Sullivan",
             "GEO_ID": "0500000US42113",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 72,
             "NAME": "Sullivan",
             "Percent NAICS Coverage": 28.000000000000004,
             "Percent NAICS Missing": 10.526315789473683,
             "STATE": "42",
             "Total Clients": 19,
             "Unique Valid NAICS Codes": 7,
             "fips": "42113",
             "id": "42113",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Sullivan<br>28.0%</span>",
             "lat": 41.44634374298889,
             "lon": -76.51262649665257,
             "percent_str": "28.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.612873,
             41.623402,
             -78.918854,
             41.999259
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.402653,
                41.625968
               ],
               [
                -79.51207,
                41.624559
               ],
               [
                -79.612873,
                41.623858
               ],
               [
                -79.612598,
                41.77503
               ],
               [
                -79.612072,
                41.850056
               ],
               [
                -79.610839,
                41.998989
               ],
               [
                -79.551385,
                41.998666
               ],
               [
                -79.538445,
                41.998527
               ],
               [
                -79.061265,
                41.999259
               ],
               [
                -79.052473,
                41.999179
               ],
               [
                -78.918854,
                41.997961
               ],
               [
                -78.948689,
                41.83048
               ],
               [
                -78.956056,
                41.623863
               ],
               [
                -78.956042,
                41.623402
               ],
               [
                -79.402653,
                41.625968
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "11",
            "properties": {
             "CENSUSAREA": 884.135,
             "COUNTY": "123",
             "County": "Warren",
             "GEO_ID": "0500000US42123",
             "LSAD": "County",
             "Missing NAICS": 3,
             "NAICS to Census Gap": 36,
             "NAME": "Warren",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 7.6923076923076925,
             "STATE": "42",
             "Total Clients": 39,
             "Unique Valid NAICS Codes": 16,
             "fips": "42123",
             "id": "42123",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Warren<br>64.0%</span>",
             "lat": 41.81334731706143,
             "lon": -79.27779736446892,
             "percent_str": "64.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.69293,
             40.530149,
             -79.215214,
             41.170691
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.21531,
                40.911346
               ],
               [
                -79.215215,
                40.775942
               ],
               [
                -79.251517,
                40.737758
               ],
               [
                -79.450176,
                40.530149
               ],
               [
                -79.56111,
                40.564113
               ],
               [
                -79.638137,
                40.665601
               ],
               [
                -79.692587,
                40.669732
               ],
               [
                -79.69293,
                40.669744
               ],
               [
                -79.692357,
                40.672857
               ],
               [
                -79.692794,
                40.674604
               ],
               [
                -79.692615,
                40.688784
               ],
               [
                -79.692331,
                40.716656
               ],
               [
                -79.689994,
                40.741362
               ],
               [
                -79.690711,
                41.170691
               ],
               [
                -79.618352,
                40.974142
               ],
               [
                -79.284998,
                41.009295
               ],
               [
                -79.215214,
                41.050515
               ],
               [
                -79.21531,
                40.911346
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "12",
            "properties": {
             "CENSUSAREA": 653.203,
             "COUNTY": "005",
             "County": "Armstrong",
             "GEO_ID": "0500000US42005",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 32,
             "NAME": "Armstrong",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 73,
             "Unique Valid NAICS Codes": 17,
             "fips": "42005",
             "id": "42005",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Armstrong<br>68.0%</span>",
             "lat": 40.81238562069251,
             "lon": -79.46550075053662,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.360873,
             40.194352,
             -79.692587,
             40.67429
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.701624,
                40.525449
               ],
               [
                -79.701985,
                40.523787
               ],
               [
                -79.702131,
                40.489635
               ],
               [
                -79.703834,
                40.443526
               ],
               [
                -79.704739,
                40.427231
               ],
               [
                -79.722151,
                40.409098
               ],
               [
                -79.783684,
                40.315913
               ],
               [
                -79.787853,
                40.297693
               ],
               [
                -79.775139,
                40.287888
               ],
               [
                -79.781761,
                40.227711
               ],
               [
                -79.870585,
                40.197415
               ],
               [
                -79.881913,
                40.196519
               ],
               [
                -79.888986,
                40.194823
               ],
               [
                -79.893281,
                40.194352
               ],
               [
                -79.912586,
                40.197767
               ],
               [
                -79.927883,
                40.206822
               ],
               [
                -79.956073,
                40.213582
               ],
               [
                -79.968335,
                40.22382
               ],
               [
                -79.970652,
                40.231814
               ],
               [
                -79.964764,
                40.23767
               ],
               [
                -79.952098,
                40.240877
               ],
               [
                -80.033712,
                40.288034
               ],
               [
                -80.183129,
                40.332515
               ],
               [
                -80.360873,
                40.477539
               ],
               [
                -80.360782,
                40.477604
               ],
               [
                -80.228579,
                40.573072
               ],
               [
                -80.14485,
                40.613474
               ],
               [
                -80.148451,
                40.67429
               ],
               [
                -79.69293,
                40.669744
               ],
               [
                -79.692587,
                40.669732
               ],
               [
                -79.765415,
                40.549854
               ],
               [
                -79.701624,
                40.525449
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "13",
            "properties": {
             "CENSUSAREA": 730.075,
             "COUNTY": "003",
             "County": "Allegheny",
             "GEO_ID": "0500000US42003",
             "LSAD": "County",
             "Missing NAICS": 255,
             "NAICS to Census Gap": 8,
             "NAME": "Allegheny",
             "Percent NAICS Coverage": 92,
             "Percent NAICS Missing": 17.65927977839335,
             "STATE": "42",
             "Total Clients": 1444,
             "Unique Valid NAICS Codes": 23,
             "fips": "42003",
             "id": "42003",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Allegheny<br>92.0%</span>",
             "lat": 40.465034241870256,
             "lon": -79.978954466311,
             "percent_str": "92.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519086,
             40.477365,
             -80.14485,
             40.855157
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.519054,
                40.517922
               ],
               [
                -80.519057,
                40.517922
               ],
               [
                -80.519055,
                40.590173
               ],
               [
                -80.519086,
                40.590161
               ],
               [
                -80.519086,
                40.616385
               ],
               [
                -80.519039,
                40.616391
               ],
               [
                -80.518991,
                40.638801
               ],
               [
                -80.519058,
                40.792298
               ],
               [
                -80.518992,
                40.801221
               ],
               [
                -80.519081,
                40.849157
               ],
               [
                -80.51902,
                40.850073
               ],
               [
                -80.519039,
                40.851339
               ],
               [
                -80.158534,
                40.855157
               ],
               [
                -80.148787,
                40.676432
               ],
               [
                -80.148451,
                40.67429
               ],
               [
                -80.14485,
                40.613474
               ],
               [
                -80.228579,
                40.573072
               ],
               [
                -80.360782,
                40.477604
               ],
               [
                -80.360873,
                40.477539
               ],
               [
                -80.448114,
                40.477717
               ],
               [
                -80.518692,
                40.477365
               ],
               [
                -80.519054,
                40.517922
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "14",
            "properties": {
             "CENSUSAREA": 434.712,
             "COUNTY": "007",
             "County": "Beaver",
             "GEO_ID": "0500000US42007",
             "LSAD": "County",
             "Missing NAICS": 17,
             "NAICS to Census Gap": 24,
             "NAME": "Beaver",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 23.28767123287671,
             "STATE": "42",
             "Total Clients": 73,
             "Unique Valid NAICS Codes": 19,
             "fips": "42007",
             "id": "42007",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Beaver<br>76.0%</span>",
             "lat": 40.68219239336738,
             "lon": -80.34875800363787,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.484057,
             40.048872,
             -74.721604,
             40.60858
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.106878,
                40.192279
               ],
               [
                -75.299774,
                40.307835
               ],
               [
                -75.484057,
                40.418451
               ],
               [
                -75.409733,
                40.487984
               ],
               [
                -75.367911,
                40.514601
               ],
               [
                -75.36661,
                40.515424
               ],
               [
                -75.338633,
                40.534068
               ],
               [
                -75.333514,
                40.537057
               ],
               [
                -75.196803,
                40.60858
               ],
               [
                -75.190858,
                40.591342
               ],
               [
                -75.190161,
                40.589321
               ],
               [
                -75.147368,
                40.573152
               ],
               [
                -75.135389,
                40.575624
               ],
               [
                -75.117292,
                40.573211
               ],
               [
                -75.100325,
                40.567811
               ],
               [
                -75.068615,
                40.542223
               ],
               [
                -75.067344,
                40.536428
               ],
               [
                -75.06509,
                40.526148
               ],
               [
                -75.065853,
                40.519495
               ],
               [
                -75.070568,
                40.455165
               ],
               [
                -75.061489,
                40.422848
               ],
               [
                -75.058848,
                40.418065
               ],
               [
                -75.035548,
                40.406309
               ],
               [
                -75.024775,
                40.403455
               ],
               [
                -74.937954,
                40.340634
               ],
               [
                -74.860492,
                40.284584
               ],
               [
                -74.770706,
                40.214908
               ],
               [
                -74.758613,
                40.201342
               ],
               [
                -74.722304,
                40.160609
               ],
               [
                -74.721604,
                40.15381
               ],
               [
                -74.724179,
                40.147324
               ],
               [
                -74.724304,
                40.14701
               ],
               [
                -74.740605,
                40.13521
               ],
               [
                -74.838008,
                40.10091
               ],
               [
                -74.900236,
                40.077149
               ],
               [
                -74.97429,
                40.048872
               ],
               [
                -74.984893,
                40.057287
               ],
               [
                -74.971268,
                40.073744
               ],
               [
                -74.958841,
                40.082503
               ],
               [
                -74.956164,
                40.095745
               ],
               [
                -74.961342,
                40.097496
               ],
               [
                -74.964991,
                40.118635
               ],
               [
                -74.981947,
                40.120245
               ],
               [
                -75.005946,
                40.132524
               ],
               [
                -75.00853,
                40.133992
               ],
               [
                -75.015066,
                40.137992
               ],
               [
                -75.104874,
                40.191109
               ],
               [
                -75.106878,
                40.192279
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "15",
            "properties": {
             "CENSUSAREA": 604.307,
             "COUNTY": "017",
             "County": "Bucks",
             "GEO_ID": "0500000US42017",
             "LSAD": "County",
             "Missing NAICS": 36,
             "NAICS to Census Gap": 36,
             "NAME": "Bucks",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 28.346456692913385,
             "STATE": "42",
             "Total Clients": 127,
             "Unique Valid NAICS Codes": 16,
             "fips": "42017",
             "id": "42017",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bucks<br>64.0%</span>",
             "lat": 40.33533393638281,
             "lon": -75.10573678249436,
             "percent_str": "64.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.420028,
             41.216931,
             -77.988786,
             41.618157
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.093381,
                41.216931
               ],
               [
                -78.236817,
                41.230475
               ],
               [
                -78.253959,
                41.404721
               ],
               [
                -78.420028,
                41.405046
               ],
               [
                -78.419118,
                41.602188
               ],
               [
                -78.419299,
                41.616853
               ],
               [
                -78.203422,
                41.618157
               ],
               [
                -78.050442,
                41.475462
               ],
               [
                -77.989194,
                41.474822
               ],
               [
                -77.988786,
                41.367453
               ],
               [
                -78.093381,
                41.216931
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "16",
            "properties": {
             "CENSUSAREA": 396.231,
             "COUNTY": "023",
             "County": "Cameron",
             "GEO_ID": "0500000US42023",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 68,
             "NAME": "Cameron",
             "Percent NAICS Coverage": 32,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 13,
             "Unique Valid NAICS Codes": 8,
             "fips": "42023",
             "id": "42023",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cameron<br>32.0%</span>",
             "lat": 41.436332298858645,
             "lon": -78.20386569442027,
             "percent_str": "32.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.376518,
             40.691557,
             -77.14416,
             41.252752
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.667819,
                40.735335
               ],
               [
                -77.681334,
                40.729758
               ],
               [
                -77.824506,
                40.743681
               ],
               [
                -77.94425,
                40.691557
               ],
               [
                -78.116521,
                40.739127
               ],
               [
                -78.131834,
                40.743017
               ],
               [
                -78.359912,
                40.732592
               ],
               [
                -78.376518,
                40.754417
               ],
               [
                -78.24922,
                40.855383
               ],
               [
                -78.168128,
                40.960865
               ],
               [
                -78.07774,
                40.958824
               ],
               [
                -78.056276,
                41.00417
               ],
               [
                -78.112239,
                41.114217
               ],
               [
                -78.038203,
                41.153633
               ],
               [
                -77.898195,
                41.252752
               ],
               [
                -77.892724,
                41.178259
               ],
               [
                -77.79856,
                41.18195
               ],
               [
                -77.741911,
                41.107614
               ],
               [
                -77.621759,
                41.091185
               ],
               [
                -77.508596,
                40.962938
               ],
               [
                -77.14416,
                41.044338
               ],
               [
                -77.36418,
                40.846937
               ],
               [
                -77.667819,
                40.735335
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "17",
            "properties": {
             "CENSUSAREA": 1109.921,
             "COUNTY": "027",
             "County": "Centre",
             "GEO_ID": "0500000US42027",
             "LSAD": "County",
             "Missing NAICS": 86,
             "NAICS to Census Gap": 12,
             "NAME": "Centre",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 19.41309255079007,
             "STATE": "42",
             "Total Clients": 443,
             "Unique Valid NAICS Codes": 22,
             "fips": "42027",
             "id": "42027",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Centre<br>88.0%</span>",
             "lat": 40.92203468688562,
             "lon": -77.81824606823722,
             "percent_str": "88.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.135584,
             39.721556,
             -75.361066,
             40.241863
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.361066,
                40.065543
               ],
               [
                -75.414991,
                40.041787
               ],
               [
                -75.435816,
                39.985059
               ],
               [
                -75.562539,
                39.901638
               ],
               [
                -75.594846,
                39.837286
               ],
               [
                -75.595756,
                39.837156
               ],
               [
                -75.634706,
                39.830164
               ],
               [
                -75.641518,
                39.828363
               ],
               [
                -75.662822,
                39.82115
               ],
               [
                -75.685991,
                39.811054
               ],
               [
                -75.716969,
                39.791998
               ],
               [
                -75.739705,
                39.772623
               ],
               [
                -75.788359,
                39.721811
               ],
               [
                -75.799563,
                39.721882
               ],
               [
                -75.810068,
                39.721906
               ],
               [
                -76.013067,
                39.72192
               ],
               [
                -76.027618,
                39.721833
               ],
               [
                -76.135584,
                39.721556
               ],
               [
                -76.066685,
                39.759969
               ],
               [
                -75.991644,
                39.868713
               ],
               [
                -75.985056,
                39.937871
               ],
               [
                -75.942997,
                40.109266
               ],
               [
                -75.873375,
                40.137107
               ],
               [
                -75.729863,
                40.224489
               ],
               [
                -75.696782,
                40.241863
               ],
               [
                -75.592657,
                40.225491
               ],
               [
                -75.573338,
                40.195303
               ],
               [
                -75.562878,
                40.197361
               ],
               [
                -75.557148,
                40.207213
               ],
               [
                -75.549174,
                40.189542
               ],
               [
                -75.525945,
                40.148611
               ],
               [
                -75.361066,
                40.065543
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "18",
            "properties": {
             "CENSUSAREA": 750.508,
             "COUNTY": "029",
             "County": "Chester",
             "GEO_ID": "0500000US42029",
             "LSAD": "County",
             "Missing NAICS": 119,
             "NAICS to Census Gap": 16,
             "NAME": "Chester",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 35.62874251497006,
             "STATE": "42",
             "Total Clients": 334,
             "Unique Valid NAICS Codes": 21,
             "fips": "42029",
             "id": "42029",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Chester<br>84.0%</span>",
             "lat": 39.973872756570614,
             "lon": -75.7459736125578,
             "percent_str": "84.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.806363,
             40.72435,
             -78.038203,
             41.253778
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.513712,
                40.725968
               ],
               [
                -78.712747,
                40.72435
               ],
               [
                -78.801697,
                40.724539
               ],
               [
                -78.806363,
                40.845035
               ],
               [
                -78.805167,
                40.90598
               ],
               [
                -78.804532,
                41.132186
               ],
               [
                -78.710248,
                41.201859
               ],
               [
                -78.646666,
                41.253778
               ],
               [
                -78.236817,
                41.230475
               ],
               [
                -78.093381,
                41.216931
               ],
               [
                -78.061007,
                41.174539
               ],
               [
                -78.038203,
                41.153633
               ],
               [
                -78.112239,
                41.114217
               ],
               [
                -78.056276,
                41.00417
               ],
               [
                -78.07774,
                40.958824
               ],
               [
                -78.168128,
                40.960865
               ],
               [
                -78.24922,
                40.855383
               ],
               [
                -78.376518,
                40.754417
               ],
               [
                -78.359912,
                40.732592
               ],
               [
                -78.35043,
                40.724827
               ],
               [
                -78.513712,
                40.725968
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "19",
            "properties": {
             "CENSUSAREA": 1144.722,
             "COUNTY": "033",
             "County": "Clearfield",
             "GEO_ID": "0500000US42033",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 32,
             "NAME": "Clearfield",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 0.8849557522123894,
             "STATE": "42",
             "Total Clients": 113,
             "Unique Valid NAICS Codes": 17,
             "fips": "42033",
             "id": "42033",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clearfield<br>68.0%</span>",
             "lat": 40.999379596970996,
             "lon": -78.47308284818986,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519424,
             41.480395,
             -79.612072,
             41.850056
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.612598,
                41.77503
               ],
               [
                -79.612873,
                41.623858
               ],
               [
                -79.612866,
                41.617058
               ],
               [
                -79.748047,
                41.617747
               ],
               [
                -79.828876,
                41.622057
               ],
               [
                -79.999779,
                41.490049
               ],
               [
                -80.125316,
                41.480395
               ],
               [
                -80.519209,
                41.489013
               ],
               [
                -80.519225,
                41.499924
               ],
               [
                -80.519157,
                41.528769
               ],
               [
                -80.519339,
                41.539297
               ],
               [
                -80.519357,
                41.669767
               ],
               [
                -80.519424,
                41.671228
               ],
               [
                -80.519373,
                41.701473
               ],
               [
                -80.519408,
                41.739359
               ],
               [
                -80.519369,
                41.752487
               ],
               [
                -80.519239,
                41.765138
               ],
               [
                -80.519294,
                41.849563
               ],
               [
                -79.612072,
                41.850056
               ],
               [
                -79.612598,
                41.77503
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "20",
            "properties": {
             "CENSUSAREA": 1012.298,
             "COUNTY": "039",
             "County": "Crawford",
             "GEO_ID": "0500000US42039",
             "LSAD": "County",
             "Missing NAICS": 4,
             "NAICS to Census Gap": 40,
             "NAME": "Crawford",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 5.405405405405405,
             "STATE": "42",
             "Total Clients": 74,
             "Unique Valid NAICS Codes": 15,
             "fips": "42039",
             "id": "42039",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Crawford<br>60.0%</span>",
             "lat": 41.68459206001365,
             "lon": -80.10735206126095,
             "percent_str": "60.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.594846,
             39.801786,
             -75.210972,
             40.065543
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.562539,
                39.901638
               ],
               [
                -75.435816,
                39.985059
               ],
               [
                -75.414991,
                40.041787
               ],
               [
                -75.361066,
                40.065543
               ],
               [
                -75.356534,
                40.062787
               ],
               [
                -75.349457,
                40.052905
               ],
               [
                -75.276482,
                39.976959
               ],
               [
                -75.262539,
                39.876578
               ],
               [
                -75.24047,
                39.872381
               ],
               [
                -75.215722,
                39.876087
               ],
               [
                -75.210972,
                39.865706
               ],
               [
                -75.235026,
                39.856613
               ],
               [
                -75.271159,
                39.84944
               ],
               [
                -75.3065,
                39.849812
               ],
               [
                -75.374635,
                39.82577
               ],
               [
                -75.390169,
                39.816549
               ],
               [
                -75.415041,
                39.801786
               ],
               [
                -75.428038,
                39.809212
               ],
               [
                -75.45374,
                39.820312
               ],
               [
                -75.498843,
                39.833312
               ],
               [
                -75.539346,
                39.838211
               ],
               [
                -75.579849,
                39.838526
               ],
               [
                -75.5799,
                39.838522
               ],
               [
                -75.593082,
                39.8375
               ],
               [
                -75.593666,
                39.837455
               ],
               [
                -75.594846,
                39.837286
               ],
               [
                -75.562539,
                39.901638
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "21",
            "properties": {
             "CENSUSAREA": 183.843,
             "COUNTY": "045",
             "County": "Delaware",
             "GEO_ID": "0500000US42045",
             "LSAD": "County",
             "Missing NAICS": 27,
             "NAICS to Census Gap": 16,
             "NAME": "Delaware",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 7.584269662921349,
             "STATE": "42",
             "Total Clients": 356,
             "Unique Valid NAICS Codes": 21,
             "fips": "42045",
             "id": "42045",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Delaware<br>84.0%</span>",
             "lat": 39.915783876494736,
             "lon": -75.39949338833998,
             "percent_str": "84.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519425,
             41.849563,
             -79.610839,
             42.26986
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.610839,
                41.998989
               ],
               [
                -79.612072,
                41.850056
               ],
               [
                -80.519294,
                41.849563
               ],
               [
                -80.519345,
                41.929168
               ],
               [
                -80.519304,
                41.943992
               ],
               [
                -80.519405,
                41.976158
               ],
               [
                -80.519425,
                41.977522
               ],
               [
                -80.519425,
                41.977523
               ],
               [
                -80.435451,
                42.005611
               ],
               [
                -80.409776,
                42.011578
               ],
               [
                -80.373066,
                42.024102
               ],
               [
                -80.371869,
                42.023966
               ],
               [
                -80.363251,
                42.027973
               ],
               [
                -80.349169,
                42.030243
               ],
               [
                -80.329976,
                42.036168
               ],
               [
                -80.296758,
                42.049076
               ],
               [
                -80.230486,
                42.077957
               ],
               [
                -80.188085,
                42.094257
               ],
               [
                -80.165884,
                42.105857
               ],
               [
                -80.154084,
                42.114757
               ],
               [
                -80.136213,
                42.149937
               ],
               [
                -80.13043,
                42.156331
               ],
               [
                -80.117368,
                42.166341
               ],
               [
                -80.088512,
                42.173184
               ],
               [
                -80.077388,
                42.171262
               ],
               [
                -80.073381,
                42.168658
               ],
               [
                -80.080028,
                42.163625
               ],
               [
                -80.071981,
                42.155357
               ],
               [
                -80.078781,
                42.151457
               ],
               [
                -80.076281,
                42.147857
               ],
               [
                -80.07198,
                42.146057
               ],
               [
                -80.06108,
                42.144857
               ],
               [
                -79.989186,
                42.177051
               ],
               [
                -79.931324,
                42.206737
               ],
               [
                -79.923924,
                42.207546
               ],
               [
                -79.90105,
                42.216701
               ],
               [
                -79.886187,
                42.224933
               ],
               [
                -79.867979,
                42.230999
               ],
               [
                -79.844661,
                42.235486
               ],
               [
                -79.798447,
                42.255939
               ],
               [
                -79.761951,
                42.26986
               ],
               [
                -79.761964,
                42.251354
               ],
               [
                -79.762152,
                42.243054
               ],
               [
                -79.761833,
                42.183627
               ],
               [
                -79.761929,
                42.179693
               ],
               [
                -79.761921,
                42.173319
               ],
               [
                -79.761759,
                42.162675
               ],
               [
                -79.761861,
                42.150712
               ],
               [
                -79.762122,
                42.131246
               ],
               [
                -79.761374,
                41.999067
               ],
               [
                -79.625287,
                41.999003
               ],
               [
                -79.625301,
                41.999068
               ],
               [
                -79.610839,
                41.998989
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "22",
            "properties": {
             "CENSUSAREA": 799.154,
             "COUNTY": "049",
             "County": "Erie",
             "GEO_ID": "0500000US42049",
             "LSAD": "County",
             "Missing NAICS": 39,
             "NAICS to Census Gap": 12,
             "NAME": "Erie",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 9.535452322738386,
             "STATE": "42",
             "Total Clients": 409,
             "Unique Valid NAICS Codes": 22,
             "fips": "42049",
             "id": "42049",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Erie<br>88.0%</span>",
             "lat": 41.99236639544638,
             "lon": -80.03247948615177,
             "percent_str": "88.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.998014,
             39.720713,
             -79.293682,
             40.142801
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.476662,
                39.721078
               ],
               [
                -79.608223,
                39.721154
               ],
               [
                -79.610623,
                39.721245
               ],
               [
                -79.763774,
                39.720776
               ],
               [
                -79.852904,
                39.720713
               ],
               [
                -79.853131,
                39.720713
               ],
               [
                -79.916266,
                39.720792
               ],
               [
                -79.915278,
                39.8803
               ],
               [
                -79.998014,
                39.983322
               ],
               [
                -79.877048,
                40.036826
               ],
               [
                -79.877385,
                40.126792
               ],
               [
                -79.72224,
                40.121141
               ],
               [
                -79.641098,
                40.088317
               ],
               [
                -79.592602,
                40.092005
               ],
               [
                -79.578966,
                40.105496
               ],
               [
                -79.540347,
                40.114035
               ],
               [
                -79.505188,
                40.140568
               ],
               [
                -79.479402,
                40.142801
               ],
               [
                -79.457008,
                40.135108
               ],
               [
                -79.293682,
                40.040413
               ],
               [
                -79.294283,
                40.039429
               ],
               [
                -79.296131,
                40.03675
               ],
               [
                -79.301533,
                40.02986
               ],
               [
                -79.302801,
                40.0285
               ],
               [
                -79.32525,
                39.999872
               ],
               [
                -79.330397,
                39.992796
               ],
               [
                -79.347363,
                39.969492
               ],
               [
                -79.417558,
                39.853776
               ],
               [
                -79.365695,
                39.820546
               ],
               [
                -79.392458,
                39.72134
               ],
               [
                -79.476662,
                39.721078
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "23",
            "properties": {
             "CENSUSAREA": 790.339,
             "COUNTY": "051",
             "County": "Fayette",
             "GEO_ID": "0500000US42051",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 32,
             "NAME": "Fayette",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 3.0303030303030303,
             "STATE": "42",
             "Total Clients": 66,
             "Unique Valid NAICS Codes": 17,
             "fips": "42051",
             "id": "42051",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fayette<br>68.0%</span>",
             "lat": 39.921069321232565,
             "lon": -79.64411511531453,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.09914,
             39.720017,
             -77.459427,
             40.289825
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.70303,
                40.263576
               ],
               [
                -77.685163,
                40.276304
               ],
               [
                -77.671761,
                40.289825
               ],
               [
                -77.614665,
                40.198549
               ],
               [
                -77.471085,
                39.944077
               ],
               [
                -77.459427,
                39.720017
               ],
               [
                -77.469145,
                39.720018
               ],
               [
                -77.533371,
                39.720165
               ],
               [
                -77.534758,
                39.720134
               ],
               [
                -77.672249,
                39.720778
               ],
               [
                -77.674522,
                39.720847
               ],
               [
                -77.724115,
                39.720894
               ],
               [
                -77.732615,
                39.721094
               ],
               [
                -77.743204,
                39.721205
               ],
               [
                -77.768534,
                39.721358
               ],
               [
                -78.073736,
                39.722314
               ],
               [
                -78.075771,
                39.722301
               ],
               [
                -78.09914,
                39.722322
               ],
               [
                -78.0027,
                39.826599
               ],
               [
                -77.920952,
                40.00045
               ],
               [
                -77.864489,
                40.061568
               ],
               [
                -77.70303,
                40.263576
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "24",
            "properties": {
             "CENSUSAREA": 772.224,
             "COUNTY": "055",
             "County": "Franklin",
             "GEO_ID": "0500000US42055",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 20,
             "NAME": "Franklin",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 0.9950248756218906,
             "STATE": "42",
             "Total Clients": 201,
             "Unique Valid NAICS Codes": 20,
             "fips": "42055",
             "id": "42055",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Franklin<br>80.0%</span>",
             "lat": 39.92485553780654,
             "lon": -77.72343788938241,
             "percent_str": "80.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.257305,
             40.061568,
             -77.681334,
             40.743681
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.116521,
                40.739127
               ],
               [
                -77.94425,
                40.691557
               ],
               [
                -77.824506,
                40.743681
               ],
               [
                -77.681334,
                40.729758
               ],
               [
                -77.68708,
                40.67675
               ],
               [
                -77.841827,
                40.550035
               ],
               [
                -77.816513,
                40.500074
               ],
               [
                -77.913844,
                40.398679
               ],
               [
                -77.75212,
                40.378545
               ],
               [
                -77.70303,
                40.263576
               ],
               [
                -77.864489,
                40.061568
               ],
               [
                -77.925905,
                40.101911
               ],
               [
                -78.134863,
                40.165131
               ],
               [
                -78.236302,
                40.224559
               ],
               [
                -78.257305,
                40.297883
               ],
               [
                -78.130081,
                40.48199
               ],
               [
                -78.197083,
                40.558444
               ],
               [
                -78.22197,
                40.674539
               ],
               [
                -78.116521,
                40.739127
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "25",
            "properties": {
             "CENSUSAREA": 874.639,
             "COUNTY": "061",
             "County": "Huntingdon",
             "GEO_ID": "0500000US42061",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 72,
             "NAME": "Huntingdon",
             "Percent NAICS Coverage": 28.000000000000004,
             "Percent NAICS Missing": 11.76470588235294,
             "STATE": "42",
             "Total Clients": 17,
             "Unique Valid NAICS Codes": 7,
             "fips": "42061",
             "id": "42061",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Huntingdon<br>28.0%</span>",
             "lat": 40.421370291699574,
             "lon": -77.97686746427162,
             "percent_str": "28.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.75212,
             40.263576,
             -76.939749,
             40.693595
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.75212,
                40.378545
               ],
               [
                -77.611315,
                40.515017
               ],
               [
                -77.49776,
                40.609484
               ],
               [
                -77.36069,
                40.669991
               ],
               [
                -77.323053,
                40.683082
               ],
               [
                -77.287941,
                40.693595
               ],
               [
                -77.198923,
                40.682511
               ],
               [
                -77.035549,
                40.676918
               ],
               [
                -76.939749,
                40.638378
               ],
               [
                -76.947365,
                40.629517
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -77.18293,
                40.58214
               ],
               [
                -77.16996,
                40.562726
               ],
               [
                -77.33811,
                40.495336
               ],
               [
                -77.540141,
                40.399221
               ],
               [
                -77.671761,
                40.289825
               ],
               [
                -77.685163,
                40.276304
               ],
               [
                -77.70303,
                40.263576
               ],
               [
                -77.75212,
                40.378545
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "26",
            "properties": {
             "CENSUSAREA": 391.35,
             "COUNTY": "067",
             "County": "Juniata",
             "GEO_ID": "0500000US42067",
             "LSAD": "County",
             "Missing NAICS": 5,
             "NAICS to Census Gap": 72,
             "NAME": "Juniata",
             "Percent NAICS Coverage": 28.000000000000004,
             "Percent NAICS Missing": 38.46153846153847,
             "STATE": "42",
             "Total Clients": 13,
             "Unique Valid NAICS Codes": 7,
             "fips": "42067",
             "id": "42067",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Juniata<br>28.0%</span>",
             "lat": 40.531427692872846,
             "lon": -77.40585793638617,
             "percent_str": "28.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.51979,
             40.851339,
             -80.096861,
             41.126492
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.096861,
                41.069804
               ],
               [
                -80.16529,
                41.00047
               ],
               [
                -80.160006,
                40.886909
               ],
               [
                -80.158534,
                40.855157
               ],
               [
                -80.519039,
                40.851339
               ],
               [
                -80.519764,
                40.899858
               ],
               [
                -80.51979,
                40.900761
               ],
               [
                -80.519091,
                40.921061
               ],
               [
                -80.519,
                40.98738
               ],
               [
                -80.518989,
                40.995445
               ],
               [
                -80.518927,
                41.015387
               ],
               [
                -80.51896,
                41.061546
               ],
               [
                -80.518928,
                41.070954
               ],
               [
                -80.51896,
                41.071866
               ],
               [
                -80.518999,
                41.075014
               ],
               [
                -80.519088,
                41.082074
               ],
               [
                -80.519092,
                41.090658
               ],
               [
                -80.519125,
                41.100819
               ],
               [
                -80.519192,
                41.105358
               ],
               [
                -80.518992,
                41.115958
               ],
               [
                -80.519056,
                41.125057
               ],
               [
                -80.519012,
                41.125057
               ],
               [
                -80.519012,
                41.125093
               ],
               [
                -80.385094,
                41.126492
               ],
               [
                -80.147164,
                41.113795
               ],
               [
                -80.096861,
                41.069804
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "27",
            "properties": {
             "CENSUSAREA": 358.175,
             "COUNTY": "073",
             "County": "Lawrence",
             "GEO_ID": "0500000US42073",
             "LSAD": "County",
             "Missing NAICS": 11,
             "NAICS to Census Gap": 43.99999999999999,
             "NAME": "Lawrence",
             "Percent NAICS Coverage": 56.00000000000001,
             "Percent NAICS Missing": 19.298245614035086,
             "STATE": "42",
             "Total Clients": 57,
             "Unique Valid NAICS Codes": 14,
             "fips": "42073",
             "id": "42073",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lawrence<br>56.0%</span>",
             "lat": 40.99077826064697,
             "lon": -80.33435269461059,
             "percent_str": "56.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.317916,
             40.901986,
             -75.600736,
             41.427246
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.207827,
                40.94974
               ],
               [
                -76.228975,
                41.138466
               ],
               [
                -76.317916,
                41.205384
               ],
               [
                -76.310133,
                41.310199
               ],
               [
                -76.284865,
                41.372724
               ],
               [
                -76.2831,
                41.376517
               ],
               [
                -76.00507,
                41.384551
               ],
               [
                -75.834695,
                41.427246
               ],
               [
                -75.832631,
                41.399934
               ],
               [
                -75.795286,
                41.378127
               ],
               [
                -75.76786,
                41.365841
               ],
               [
                -75.760518,
                41.360942
               ],
               [
                -75.741539,
                41.348179
               ],
               [
                -75.687244,
                41.339216
               ],
               [
                -75.649257,
                41.190951
               ],
               [
                -75.600736,
                41.161497
               ],
               [
                -75.603002,
                41.151914
               ],
               [
                -75.615557,
                41.150001
               ],
               [
                -75.634978,
                41.123192
               ],
               [
                -75.649637,
                41.122344
               ],
               [
                -75.77196,
                41.076751
               ],
               [
                -75.73193,
                41.00822
               ],
               [
                -75.997348,
                40.912985
               ],
               [
                -76.02815,
                40.901986
               ],
               [
                -76.207827,
                40.94974
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "28",
            "properties": {
             "CENSUSAREA": 890.333,
             "COUNTY": "079",
             "County": "Luzerne",
             "GEO_ID": "0500000US42079",
             "LSAD": "County",
             "Missing NAICS": 26,
             "NAICS to Census Gap": 8,
             "NAME": "Luzerne",
             "Percent NAICS Coverage": 92,
             "Percent NAICS Missing": 8.360128617363344,
             "STATE": "42",
             "Total Clients": 311,
             "Unique Valid NAICS Codes": 23,
             "fips": "42079",
             "id": "42079",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Luzerne<br>92.0%</span>",
             "lat": 41.17710778579855,
             "lon": -75.9824361625914,
             "percent_str": "92.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519345,
             41.069804,
             -79.999779,
             41.490049
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.99978,
                41.274178
               ],
               [
                -79.999779,
                41.171861
               ],
               [
                -80.096861,
                41.069804
               ],
               [
                -80.147164,
                41.113795
               ],
               [
                -80.385094,
                41.126492
               ],
               [
                -80.519012,
                41.125093
               ],
               [
                -80.519012,
                41.125116
               ],
               [
                -80.519167,
                41.133343
               ],
               [
                -80.519167,
                41.133388
               ],
               [
                -80.519115,
                41.14552
               ],
               [
                -80.519144,
                41.171203
               ],
               [
                -80.51883,
                41.209213
               ],
               [
                -80.518893,
                41.219356
               ],
               [
                -80.518893,
                41.219357
               ],
               [
                -80.518893,
                41.232556
               ],
               [
                -80.518693,
                41.248855
               ],
               [
                -80.518893,
                41.265155
               ],
               [
                -80.518993,
                41.268155
               ],
               [
                -80.518996,
                41.2683
               ],
               [
                -80.518794,
                41.305509
               ],
               [
                -80.519129,
                41.312408
               ],
               [
                -80.519265,
                41.333495
               ],
               [
                -80.519281,
                41.335958
               ],
               [
                -80.519281,
                41.337145
               ],
               [
                -80.519281,
                41.337174
               ],
               [
                -80.519311,
                41.339052
               ],
               [
                -80.519293,
                41.339054
               ],
               [
                -80.519293,
                41.339654
               ],
               [
                -80.519345,
                41.340145
               ],
               [
                -80.519345,
                41.34074
               ],
               [
                -80.519297,
                41.350833
               ],
               [
                -80.519249,
                41.36103
               ],
               [
                -80.519217,
                41.372006
               ],
               [
                -80.519249,
                41.378918
               ],
               [
                -80.519025,
                41.416438
               ],
               [
                -80.518993,
                41.416437
               ],
               [
                -80.518993,
                41.435454
               ],
               [
                -80.519169,
                41.462581
               ],
               [
                -80.519209,
                41.489013
               ],
               [
                -80.125316,
                41.480395
               ],
               [
                -79.999779,
                41.490049
               ],
               [
                -79.99978,
                41.274178
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "29",
            "properties": {
             "CENSUSAREA": 672.575,
             "COUNTY": "085",
             "County": "Mercer",
             "GEO_ID": "0500000US42085",
             "LSAD": "County",
             "Missing NAICS": 8,
             "NAICS to Census Gap": 24,
             "NAME": "Mercer",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 9.523809523809524,
             "STATE": "42",
             "Total Clients": 84,
             "Unique Valid NAICS Codes": 19,
             "fips": "42085",
             "id": "42085",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mercer<br>76.0%</span>",
             "lat": 41.30155827155718,
             "lon": -80.25821325246602,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.649637,
             40.814746,
             -74.980674,
             41.252101
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.600736,
                41.161497
               ],
               [
                -75.505607,
                41.232539
               ],
               [
                -75.359184,
                41.239206
               ],
               [
                -75.129721,
                41.252101
               ],
               [
                -75.156507,
                41.150341
               ],
               [
                -74.980674,
                41.078178
               ],
               [
                -75.026003,
                41.042687
               ],
               [
                -75.036982,
                41.034702
               ],
               [
                -75.051794,
                41.027142
               ],
               [
                -75.069277,
                41.019348
               ],
               [
                -75.091377,
                41.012283
               ],
               [
                -75.109114,
                41.004102
               ],
               [
                -75.130575,
                40.991093
               ],
               [
                -75.135526,
                40.973807
               ],
               [
                -75.131364,
                40.969277
               ],
               [
                -75.120564,
                40.968313
               ],
               [
                -75.300594,
                40.859563
               ],
               [
                -75.474193,
                40.814746
               ],
               [
                -75.57459,
                40.951323
               ],
               [
                -75.49599,
                40.987181
               ],
               [
                -75.649637,
                41.122344
               ],
               [
                -75.634978,
                41.123192
               ],
               [
                -75.615557,
                41.150001
               ],
               [
                -75.603002,
                41.151914
               ],
               [
                -75.600736,
                41.161497
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "30",
            "properties": {
             "CENSUSAREA": 608.286,
             "COUNTY": "089",
             "County": "Monroe",
             "GEO_ID": "0500000US42089",
             "LSAD": "County",
             "Missing NAICS": 12,
             "NAICS to Census Gap": 24,
             "NAME": "Monroe",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 10.526315789473683,
             "STATE": "42",
             "Total Clients": 114,
             "Unique Valid NAICS Codes": 19,
             "fips": "42089",
             "id": "42089",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Monroe<br>76.0%</span>",
             "lat": 41.05684891019836,
             "lon": -75.33977187371454,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.608985,
             40.537057,
             -75.051029,
             40.968313
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.474193,
                40.814746
               ],
               [
                -75.300594,
                40.859563
               ],
               [
                -75.120564,
                40.968313
               ],
               [
                -75.120435,
                40.968302
               ],
               [
                -75.120316,
                40.96263
               ],
               [
                -75.119893,
                40.961646
               ],
               [
                -75.117764,
                40.953023
               ],
               [
                -75.052538,
                40.872051
               ],
               [
                -75.051029,
                40.865662
               ],
               [
                -75.053294,
                40.8599
               ],
               [
                -75.108505,
                40.791094
               ],
               [
                -75.1344,
                40.773765
               ],
               [
                -75.149378,
                40.774786
               ],
               [
                -75.16365,
                40.778386
               ],
               [
                -75.171587,
                40.777745
               ],
               [
                -75.196533,
                40.751631
               ],
               [
                -75.20392,
                40.691498
               ],
               [
                -75.200708,
                40.618356
               ],
               [
                -75.196803,
                40.60858
               ],
               [
                -75.333514,
                40.537057
               ],
               [
                -75.404412,
                40.581154
               ],
               [
                -75.430404,
                40.674152
               ],
               [
                -75.481469,
                40.655744
               ],
               [
                -75.608985,
                40.787387
               ],
               [
                -75.474193,
                40.814746
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "31",
            "properties": {
             "CENSUSAREA": 369.671,
             "COUNTY": "095",
             "County": "Northampton",
             "GEO_ID": "0500000US42095",
             "LSAD": "County",
             "Missing NAICS": 57,
             "NAICS to Census Gap": 16,
             "NAME": "Northampton",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 25.44642857142857,
             "STATE": "42",
             "Total Clients": 224,
             "Unique Valid NAICS Codes": 21,
             "fips": "42095",
             "id": "42095",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northampton<br>84.0%</span>",
             "lat": 40.75136136208792,
             "lon": -75.30798328398438,
             "percent_str": "84.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.276482,
             39.865706,
             -74.956164,
             40.137992
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.264431,
                40.054094
               ],
               [
                -75.176438,
                40.084649
               ],
               [
                -75.151596,
                40.070328
               ],
               [
                -75.135193,
                40.061031
               ],
               [
                -75.129021,
                40.057091
               ],
               [
                -75.124916,
                40.054684
               ],
               [
                -75.109406,
                40.04584
               ],
               [
                -75.087425,
                40.063599
               ],
               [
                -75.096733,
                40.068989
               ],
               [
                -75.015066,
                40.137992
               ],
               [
                -75.00853,
                40.133992
               ],
               [
                -75.005946,
                40.132524
               ],
               [
                -74.981947,
                40.120245
               ],
               [
                -74.964991,
                40.118635
               ],
               [
                -74.961342,
                40.097496
               ],
               [
                -74.956164,
                40.095745
               ],
               [
                -74.958841,
                40.082503
               ],
               [
                -74.971268,
                40.073744
               ],
               [
                -74.984893,
                40.057287
               ],
               [
                -74.97429,
                40.048872
               ],
               [
                -74.974713,
                40.048711
               ],
               [
                -75.014343,
                40.020976
               ],
               [
                -75.056039,
                39.991795
               ],
               [
                -75.072017,
                39.980612
               ],
               [
                -75.085754,
                39.967572
               ],
               [
                -75.13322,
                39.922512
               ],
               [
                -75.153925,
                39.906144
               ],
               [
                -75.184952,
                39.881615
               ],
               [
                -75.210425,
                39.865913
               ],
               [
                -75.210972,
                39.865706
               ],
               [
                -75.215722,
                39.876087
               ],
               [
                -75.24047,
                39.872381
               ],
               [
                -75.262539,
                39.876578
               ],
               [
                -75.276482,
                39.976959
               ],
               [
                -75.263687,
                39.982658
               ],
               [
                -75.256119,
                39.987301
               ],
               [
                -75.249214,
                39.990547
               ],
               [
                -75.264431,
                40.054094
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "32",
            "properties": {
             "CENSUSAREA": 134.101,
             "COUNTY": "101",
             "County": "Philadelphia",
             "GEO_ID": "0500000US42101",
             "LSAD": "County",
             "Missing NAICS": 280,
             "NAICS to Census Gap": 8,
             "NAME": "Philadelphia",
             "Percent NAICS Coverage": 92,
             "Percent NAICS Missing": 22.29299363057325,
             "STATE": "42",
             "Total Clients": 1256,
             "Unique Valid NAICS Codes": 23,
             "fips": "42101",
             "id": "42101",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Philadelphia<br>92.0%</span>",
             "lat": 40.004363062407904,
             "lon": -75.13968232823345,
             "percent_str": "92.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.356628,
             40.638378,
             -76.798714,
             40.888023
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.800242,
                40.881994
               ],
               [
                -76.798714,
                40.878366
               ],
               [
                -76.798921,
                40.876901
               ],
               [
                -76.799523,
                40.874749
               ],
               [
                -76.801561,
                40.870634
               ],
               [
                -76.806246,
                40.862535
               ],
               [
                -76.808366,
                40.857369
               ],
               [
                -76.811228,
                40.851712
               ],
               [
                -76.812242,
                40.850305
               ],
               [
                -76.812728,
                40.847457
               ],
               [
                -76.817522,
                40.843782
               ],
               [
                -76.820895,
                40.839898
               ],
               [
                -76.825648,
                40.835503
               ],
               [
                -76.829685,
                40.831029
               ],
               [
                -76.836338,
                40.825761
               ],
               [
                -76.840626,
                40.821324
               ],
               [
                -76.845395,
                40.815175
               ],
               [
                -76.84928,
                40.809755
               ],
               [
                -76.84966,
                40.808205
               ],
               [
                -76.848912,
                40.805989
               ],
               [
                -76.852163,
                40.800839
               ],
               [
                -76.856094,
                40.791211
               ],
               [
                -76.856292,
                40.789697
               ],
               [
                -76.858703,
                40.781521
               ],
               [
                -76.858513,
                40.779416
               ],
               [
                -76.859252,
                40.777043
               ],
               [
                -76.858352,
                40.769536
               ],
               [
                -76.857522,
                40.766
               ],
               [
                -76.857719,
                40.764374
               ],
               [
                -76.857209,
                40.759446
               ],
               [
                -76.856445,
                40.75581
               ],
               [
                -76.857521,
                40.749612
               ],
               [
                -76.856681,
                40.747311
               ],
               [
                -76.856979,
                40.746001
               ],
               [
                -76.855995,
                40.737931
               ],
               [
                -76.855523,
                40.737119
               ],
               [
                -76.855362,
                40.728821
               ],
               [
                -76.939749,
                40.638378
               ],
               [
                -77.035549,
                40.676918
               ],
               [
                -77.198923,
                40.682511
               ],
               [
                -77.287941,
                40.693595
               ],
               [
                -77.354097,
                40.701667
               ],
               [
                -77.356628,
                40.807334
               ],
               [
                -76.940706,
                40.888023
               ],
               [
                -76.800242,
                40.881994
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "33",
            "properties": {
             "CENSUSAREA": 328.705,
             "COUNTY": "109",
             "County": "Snyder",
             "GEO_ID": "0500000US42109",
             "LSAD": "County",
             "Missing NAICS": 14,
             "NAICS to Census Gap": 36,
             "NAME": "Snyder",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 22.950819672131146,
             "STATE": "42",
             "Total Clients": 61,
             "Unique Valid NAICS Codes": 16,
             "fips": "42109",
             "id": "42109",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Snyder<br>64.0%</span>",
             "lat": 40.77089298977678,
             "lon": -77.07099409367433,
             "percent_str": "64.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.417558,
             39.72134,
             -78.658409,
             40.285089
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.768593,
                40.243441
               ],
               [
                -78.760311,
                40.243171
               ],
               [
                -78.658409,
                40.242933
               ],
               [
                -78.763206,
                40.057005
               ],
               [
                -78.757241,
                39.823484
               ],
               [
                -78.808387,
                39.722726
               ],
               [
                -78.931175,
                39.722775
               ],
               [
                -78.931176,
                39.722775
               ],
               [
                -79.392458,
                39.72134
               ],
               [
                -79.365695,
                39.820546
               ],
               [
                -79.417558,
                39.853776
               ],
               [
                -79.347363,
                39.969492
               ],
               [
                -79.330397,
                39.992796
               ],
               [
                -79.32525,
                39.999872
               ],
               [
                -79.302801,
                40.0285
               ],
               [
                -79.301533,
                40.02986
               ],
               [
                -79.296131,
                40.03675
               ],
               [
                -79.294283,
                40.039429
               ],
               [
                -79.293682,
                40.040413
               ],
               [
                -79.185222,
                40.109848
               ],
               [
                -79.088656,
                40.241259
               ],
               [
                -79.086174,
                40.242665
               ],
               [
                -79.086734,
                40.245342
               ],
               [
                -79.082472,
                40.250074
               ],
               [
                -79.07925,
                40.251172
               ],
               [
                -79.078084,
                40.25484
               ],
               [
                -79.07957,
                40.257928
               ],
               [
                -79.076638,
                40.260307
               ],
               [
                -79.073523,
                40.266727
               ],
               [
                -79.067963,
                40.272471
               ],
               [
                -79.059378,
                40.275767
               ],
               [
                -79.056646,
                40.278604
               ],
               [
                -79.055983,
                40.285089
               ],
               [
                -78.927601,
                40.285041
               ],
               [
                -78.884862,
                40.244631
               ],
               [
                -78.768593,
                40.243441
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "34",
            "properties": {
             "CENSUSAREA": 1074.374,
             "COUNTY": "111",
             "County": "Somerset",
             "GEO_ID": "0500000US42111",
             "LSAD": "County",
             "Missing NAICS": 5,
             "NAICS to Census Gap": 36,
             "NAME": "Somerset",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 11.11111111111111,
             "STATE": "42",
             "Total Clients": 45,
             "Unique Valid NAICS Codes": 16,
             "fips": "42111",
             "id": "42111",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Somerset<br>64.0%</span>",
             "lat": 39.97122645404979,
             "lon": -79.02765583114018,
             "percent_str": "64.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.145519,
             41.64141,
             -75.462411,
             41.999259
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.719887,
                41.642263
               ],
               [
                -76.115172,
                41.651825
               ],
               [
                -76.145519,
                41.998913
               ],
               [
                -76.131201,
                41.998954
               ],
               [
                -76.123696,
                41.998954
               ],
               [
                -76.10584,
                41.998858
               ],
               [
                -75.983082,
                41.999035
               ],
               [
                -75.98025,
                41.999035
               ],
               [
                -75.483738,
                41.999244
               ],
               [
                -75.48315,
                41.999259
               ],
               [
                -75.462411,
                41.641587
               ],
               [
                -75.469259,
                41.64141
               ],
               [
                -75.719887,
                41.642263
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "35",
            "properties": {
             "CENSUSAREA": 823.435,
             "COUNTY": "115",
             "County": "Susquehanna",
             "GEO_ID": "0500000US42115",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 36,
             "NAME": "Susquehanna",
             "Percent NAICS Coverage": 64,
             "Percent NAICS Missing": 4.545454545454546,
             "STATE": "42",
             "Total Clients": 44,
             "Unique Valid NAICS Codes": 16,
             "fips": "42115",
             "id": "42115",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Susquehanna<br>64.0%</span>",
             "lat": 41.82248983012018,
             "lon": -75.79975086028496,
             "percent_str": "64.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.36418,
             40.807334,
             -76.800242,
             41.13907
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.356628,
                40.807334
               ],
               [
                -77.357113,
                40.844484
               ],
               [
                -77.36418,
                40.846937
               ],
               [
                -77.14416,
                41.044338
               ],
               [
                -77.143723,
                41.04578
               ],
               [
                -77.144111,
                41.06884
               ],
               [
                -76.977939,
                41.087883
               ],
               [
                -76.896114,
                41.13907
               ],
               [
                -76.88228,
                40.971334
               ],
               [
                -76.800242,
                40.881994
               ],
               [
                -76.940706,
                40.888023
               ],
               [
                -77.356628,
                40.807334
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "36",
            "properties": {
             "CENSUSAREA": 315.982,
             "COUNTY": "119",
             "County": "Union",
             "GEO_ID": "0500000US42119",
             "LSAD": "County",
             "Missing NAICS": 50,
             "NAICS to Census Gap": 24,
             "NAME": "Union",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 28.57142857142857,
             "STATE": "42",
             "Total Clients": 175,
             "Unique Valid NAICS Codes": 19,
             "fips": "42119",
             "id": "42119",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Union<br>76.0%</span>",
             "lat": 40.954034719414075,
             "lon": -77.0714351828737,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.99978,
             41.171861,
             -79.477822,
             41.624559
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.477822,
                41.386479
               ],
               [
                -79.47814,
                41.335708
               ],
               [
                -79.604161,
                41.321478
               ],
               [
                -79.694984,
                41.172865
               ],
               [
                -79.999779,
                41.171861
               ],
               [
                -79.99978,
                41.274178
               ],
               [
                -79.999779,
                41.490049
               ],
               [
                -79.828876,
                41.622057
               ],
               [
                -79.748047,
                41.617747
               ],
               [
                -79.612866,
                41.617058
               ],
               [
                -79.612873,
                41.623858
               ],
               [
                -79.51207,
                41.624559
               ],
               [
                -79.512276,
                41.46524
               ],
               [
                -79.477822,
                41.386479
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "37",
            "properties": {
             "CENSUSAREA": 674.284,
             "COUNTY": "121",
             "County": "Venango",
             "GEO_ID": "0500000US42121",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 28,
             "NAME": "Venango",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 75,
             "Unique Valid NAICS Codes": 18,
             "fips": "42121",
             "id": "42121",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Venango<br>72.0%</span>",
             "lat": 41.402857247694136,
             "lon": -79.75982360671578,
             "percent_str": "72.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519218,
             39.962199,
             -79.870585,
             40.477717
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.519217,
                39.962199
               ],
               [
                -80.519218,
                39.962424
               ],
               [
                -80.519207,
                39.963381
               ],
               [
                -80.51912,
                40.01641
               ],
               [
                -80.519008,
                40.077001
               ],
               [
                -80.51896,
                40.078089
               ],
               [
                -80.519104,
                40.159672
               ],
               [
                -80.519056,
                40.172744
               ],
               [
                -80.519056,
                40.172771
               ],
               [
                -80.517991,
                40.398868
               ],
               [
                -80.517998,
                40.399644
               ],
               [
                -80.518692,
                40.477365
               ],
               [
                -80.448114,
                40.477717
               ],
               [
                -80.360873,
                40.477539
               ],
               [
                -80.183129,
                40.332515
               ],
               [
                -80.033712,
                40.288034
               ],
               [
                -79.952098,
                40.240877
               ],
               [
                -79.964764,
                40.23767
               ],
               [
                -79.970652,
                40.231814
               ],
               [
                -79.968335,
                40.22382
               ],
               [
                -79.956073,
                40.213582
               ],
               [
                -79.927883,
                40.206822
               ],
               [
                -79.912586,
                40.197767
               ],
               [
                -79.893281,
                40.194352
               ],
               [
                -79.888986,
                40.194823
               ],
               [
                -79.881913,
                40.196519
               ],
               [
                -79.870585,
                40.197415
               ],
               [
                -79.877385,
                40.126792
               ],
               [
                -79.877048,
                40.036826
               ],
               [
                -79.998014,
                39.983322
               ],
               [
                -80.157339,
                39.999581
               ],
               [
                -80.379505,
                39.994125
               ],
               [
                -80.519217,
                39.962199
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "38",
            "properties": {
             "CENSUSAREA": 856.989,
             "COUNTY": "125",
             "County": "Washington",
             "GEO_ID": "0500000US42125",
             "LSAD": "County",
             "Missing NAICS": 20,
             "NAICS to Census Gap": 24,
             "NAME": "Washington",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 17.699115044247787,
             "STATE": "42",
             "Total Clients": 113,
             "Unique Valid NAICS Codes": 19,
             "fips": "42125",
             "id": "42125",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Washington<br>76.0%</span>",
             "lat": 40.188711470429155,
             "lon": -80.25042327557965,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.137425,
             39.720128,
             -76.239805,
             40.226328
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.72162,
                40.12007
               ],
               [
                -76.663825,
                40.063227
               ],
               [
                -76.534524,
                40.051348
               ],
               [
                -76.47358,
                39.947352
               ],
               [
                -76.239805,
                39.721305
               ],
               [
                -76.380083,
                39.721304
               ],
               [
                -76.380583,
                39.721304
               ],
               [
                -76.395583,
                39.721204
               ],
               [
                -76.418684,
                39.721304
               ],
               [
                -76.418784,
                39.721204
               ],
               [
                -76.491887,
                39.721304
               ],
               [
                -76.517087,
                39.721304
               ],
               [
                -76.569389,
                39.721203
               ],
               [
                -76.569475,
                39.721203
               ],
               [
                -76.711894,
                39.721103
               ],
               [
                -76.715594,
                39.721103
               ],
               [
                -76.787096,
                39.720802
               ],
               [
                -76.787097,
                39.720802
               ],
               [
                -76.806397,
                39.720602
               ],
               [
                -76.809197,
                39.720702
               ],
               [
                -76.8901,
                39.720401
               ],
               [
                -76.897566,
                39.720401
               ],
               [
                -76.999465,
                39.720128
               ],
               [
                -76.998377,
                39.832115
               ],
               [
                -76.954932,
                39.85685
               ],
               [
                -77.018648,
                40.013947
               ],
               [
                -77.137425,
                40.069945
               ],
               [
                -77.028853,
                40.147838
               ],
               [
                -76.905875,
                40.165723
               ],
               [
                -76.859023,
                40.226328
               ],
               [
                -76.72162,
                40.12007
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "39",
            "properties": {
             "CENSUSAREA": 904.181,
             "COUNTY": "133",
             "County": "York",
             "GEO_ID": "0500000US42133",
             "LSAD": "County",
             "Missing NAICS": 18,
             "NAICS to Census Gap": 24,
             "NAME": "York",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 7.199999999999999,
             "STATE": "42",
             "Total Clients": 250,
             "Unique Valid NAICS Codes": 19,
             "fips": "42133",
             "id": "42133",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">York<br>76.0%</span>",
             "lat": 39.9177240290385,
             "lon": -76.73070507106759,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.440181,
             40.137107,
             -75.529694,
             40.67727
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.739442,
                40.57994
               ],
               [
                -75.738038,
                40.579105
               ],
               [
                -75.694308,
                40.551149
               ],
               [
                -75.682238,
                40.543638
               ],
               [
                -75.529694,
                40.446995
               ],
               [
                -75.695955,
                40.242359
               ],
               [
                -75.696782,
                40.241863
               ],
               [
                -75.729863,
                40.224489
               ],
               [
                -75.873375,
                40.137107
               ],
               [
                -75.875162,
                40.138071
               ],
               [
                -76.091764,
                40.277692
               ],
               [
                -76.149509,
                40.314454
               ],
               [
                -76.151215,
                40.315971
               ],
               [
                -76.151994,
                40.31654
               ],
               [
                -76.440181,
                40.495952
               ],
               [
                -76.171624,
                40.534947
               ],
               [
                -76.012226,
                40.577713
               ],
               [
                -75.996233,
                40.629971
               ],
               [
                -75.993212,
                40.639712
               ],
               [
                -75.891473,
                40.67727
               ],
               [
                -75.76674,
                40.597033
               ],
               [
                -75.739442,
                40.57994
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "40",
            "properties": {
             "CENSUSAREA": 856.506,
             "COUNTY": "011",
             "County": "Berks",
             "GEO_ID": "0500000US42011",
             "LSAD": "County",
             "Missing NAICS": 32,
             "NAICS to Census Gap": 16,
             "NAME": "Berks",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 7.823960880195599,
             "STATE": "42",
             "Total Clients": 409,
             "Unique Valid NAICS Codes": 21,
             "fips": "42011",
             "id": "42011",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Berks<br>84.0%</span>",
             "lat": 40.41540575885069,
             "lon": -75.92572757327704,
             "percent_str": "84.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.16529,
             40.669744,
             -79.689994,
             41.172865
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -80.160006,
                40.886909
               ],
               [
                -80.16529,
                41.00047
               ],
               [
                -80.096861,
                41.069804
               ],
               [
                -79.999779,
                41.171861
               ],
               [
                -79.694984,
                41.172865
               ],
               [
                -79.69235,
                41.172028
               ],
               [
                -79.690711,
                41.170691
               ],
               [
                -79.689994,
                40.741362
               ],
               [
                -79.692331,
                40.716656
               ],
               [
                -79.692615,
                40.688784
               ],
               [
                -79.692794,
                40.674604
               ],
               [
                -79.692357,
                40.672857
               ],
               [
                -79.69293,
                40.669744
               ],
               [
                -80.148451,
                40.67429
               ],
               [
                -80.148787,
                40.676432
               ],
               [
                -80.158534,
                40.855157
               ],
               [
                -80.160006,
                40.886909
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "41",
            "properties": {
             "CENSUSAREA": 788.604,
             "COUNTY": "019",
             "County": "Butler",
             "GEO_ID": "0500000US42019",
             "LSAD": "County",
             "Missing NAICS": 20,
             "NAICS to Census Gap": 20,
             "NAME": "Butler",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 17.094017094017094,
             "STATE": "42",
             "Total Clients": 117,
             "Unique Valid NAICS Codes": 20,
             "fips": "42019",
             "id": "42019",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Butler<br>80.0%</span>",
             "lat": 40.91140054953501,
             "lon": -79.9128990716287,
             "percent_str": "80.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.997348,
             40.735414,
             -75.474193,
             41.122344
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.997348,
                40.912985
               ],
               [
                -75.73193,
                41.00822
               ],
               [
                -75.77196,
                41.076751
               ],
               [
                -75.649637,
                41.122344
               ],
               [
                -75.49599,
                40.987181
               ],
               [
                -75.57459,
                40.951323
               ],
               [
                -75.474193,
                40.814746
               ],
               [
                -75.608985,
                40.787387
               ],
               [
                -75.757807,
                40.735414
               ],
               [
                -75.997348,
                40.912985
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "42",
            "properties": {
             "CENSUSAREA": 381.46,
             "COUNTY": "025",
             "County": "Carbon",
             "GEO_ID": "0500000US42025",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 32,
             "NAME": "Carbon",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 9.210526315789473,
             "STATE": "42",
             "Total Clients": 76,
             "Unique Valid NAICS Codes": 17,
             "fips": "42025",
             "id": "42025",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Carbon<br>68.0%</span>",
             "lat": 40.913167386901314,
             "lon": -75.70597315610999,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.640767,
             40.775511,
             -76.207827,
             41.310199
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.463481,
                41.262612
               ],
               [
                -76.460762,
                41.264848
               ],
               [
                -76.447597,
                41.275629
               ],
               [
                -76.407934,
                41.308418
               ],
               [
                -76.310133,
                41.310199
               ],
               [
                -76.317916,
                41.205384
               ],
               [
                -76.228975,
                41.138466
               ],
               [
                -76.207827,
                40.94974
               ],
               [
                -76.284611,
                40.883588
               ],
               [
                -76.30717,
                40.801809
               ],
               [
                -76.380152,
                40.775511
               ],
               [
                -76.409667,
                40.833624
               ],
               [
                -76.501312,
                40.824817
               ],
               [
                -76.528034,
                40.882515
               ],
               [
                -76.514951,
                40.958959
               ],
               [
                -76.618971,
                41.063759
               ],
               [
                -76.640767,
                41.155718
               ],
               [
                -76.592607,
                41.157765
               ],
               [
                -76.463481,
                41.262612
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "43",
            "properties": {
             "CENSUSAREA": 483.108,
             "COUNTY": "037",
             "County": "Columbia",
             "GEO_ID": "0500000US42037",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 32,
             "NAME": "Columbia",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 12.962962962962962,
             "STATE": "42",
             "Total Clients": 54,
             "Unique Valid NAICS Codes": 17,
             "fips": "42037",
             "id": "42037",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Columbia<br>68.0%</span>",
             "lat": 41.04981632305999,
             "lon": -76.40380677861596,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.512276,
             41.331861,
             -78.956042,
             41.625968
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.402653,
                41.625968
               ],
               [
                -78.956042,
                41.623402
               ],
               [
                -78.958957,
                41.437061
               ],
               [
                -79.06352,
                41.453207
               ],
               [
                -79.095096,
                41.340658
               ],
               [
                -79.208878,
                41.331861
               ],
               [
                -79.207196,
                41.430922
               ],
               [
                -79.400269,
                41.436145
               ],
               [
                -79.477822,
                41.386479
               ],
               [
                -79.512276,
                41.46524
               ],
               [
                -79.51207,
                41.624559
               ],
               [
                -79.402653,
                41.625968
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "44",
            "properties": {
             "CENSUSAREA": 427.185,
             "COUNTY": "053",
             "County": "Forest",
             "GEO_ID": "0500000US42053",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 80,
             "NAME": "Forest",
             "Percent NAICS Coverage": 20,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 9,
             "Unique Valid NAICS Codes": 5,
             "fips": "42053",
             "id": "42053",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Forest<br>20.0%</span>",
             "lat": 41.513661311375,
             "lon": -79.23197596586637,
             "percent_str": "20.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.380599,
             39.722322,
             -77.864489,
             40.165131
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.34252,
                39.722539
               ],
               [
                -78.342834,
                39.722539
               ],
               [
                -78.380599,
                39.722554
               ],
               [
                -78.299003,
                39.8255
               ],
               [
                -78.134863,
                40.165131
               ],
               [
                -77.925905,
                40.101911
               ],
               [
                -77.864489,
                40.061568
               ],
               [
                -77.920952,
                40.00045
               ],
               [
                -78.0027,
                39.826599
               ],
               [
                -78.09914,
                39.722322
               ],
               [
                -78.202895,
                39.722416
               ],
               [
                -78.20445,
                39.72252
               ],
               [
                -78.240334,
                39.722498
               ],
               [
                -78.243103,
                39.722481
               ],
               [
                -78.268948,
                39.72259
               ],
               [
                -78.26902,
                39.722613
               ],
               [
                -78.330715,
                39.722689
               ],
               [
                -78.337111,
                39.722461
               ],
               [
                -78.339539,
                39.722552
               ],
               [
                -78.340498,
                39.722514
               ],
               [
                -78.34252,
                39.722539
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "45",
            "properties": {
             "CENSUSAREA": 437.551,
             "COUNTY": "057",
             "County": "Fulton",
             "GEO_ID": "0500000US42057",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 80,
             "NAME": "Fulton",
             "Percent NAICS Coverage": 20,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 7,
             "Unique Valid NAICS Codes": 5,
             "fips": "42057",
             "id": "42057",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fulton<br>20.0%</span>",
             "lat": 39.92630408729074,
             "lon": -78.11157439470689,
             "percent_str": "20.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.67804,
             40.196644,
             -76.151215,
             40.555157
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.151994,
                40.31654
               ],
               [
                -76.151215,
                40.315971
               ],
               [
                -76.307578,
                40.255066
               ],
               [
                -76.566339,
                40.196644
               ],
               [
                -76.67804,
                40.474717
               ],
               [
                -76.535414,
                40.555157
               ],
               [
                -76.440181,
                40.495952
               ],
               [
                -76.151994,
                40.31654
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "46",
            "properties": {
             "CENSUSAREA": 361.833,
             "COUNTY": "075",
             "County": "Lebanon",
             "GEO_ID": "0500000US42075",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 28,
             "NAME": "Lebanon",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 12.280701754385964,
             "STATE": "42",
             "Total Clients": 57,
             "Unique Valid NAICS Codes": 18,
             "fips": "42075",
             "id": "42075",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lebanon<br>72.0%</span>",
             "lat": 40.3654773146722,
             "lon": -76.45773310848874,
             "percent_str": "72.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.599278,
             41.06884,
             -76.447597,
             41.596919
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.463481,
                41.262612
               ],
               [
                -76.592607,
                41.157765
               ],
               [
                -76.640767,
                41.155718
               ],
               [
                -76.678776,
                41.154172
               ],
               [
                -76.732672,
                41.17204
               ],
               [
                -76.788659,
                41.175762
               ],
               [
                -76.880963,
                41.158044
               ],
               [
                -76.888145,
                41.153807
               ],
               [
                -76.896114,
                41.13907
               ],
               [
                -76.977939,
                41.087883
               ],
               [
                -77.144111,
                41.06884
               ],
               [
                -77.320891,
                41.218932
               ],
               [
                -77.526537,
                41.358528
               ],
               [
                -77.598129,
                41.478576
               ],
               [
                -77.599278,
                41.542271
               ],
               [
                -77.00871,
                41.549883
               ],
               [
                -76.874714,
                41.596919
               ],
               [
                -76.813731,
                41.590034
               ],
               [
                -76.749497,
                41.405572
               ],
               [
                -76.592532,
                41.304332
               ],
               [
                -76.447597,
                41.275629
               ],
               [
                -76.460762,
                41.264848
               ],
               [
                -76.463481,
                41.262612
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "47",
            "properties": {
             "CENSUSAREA": 1228.594,
             "COUNTY": "081",
             "County": "Lycoming",
             "GEO_ID": "0500000US42081",
             "LSAD": "County",
             "Missing NAICS": 36,
             "NAICS to Census Gap": 32,
             "NAME": "Lycoming",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 25,
             "STATE": "42",
             "Total Clients": 144,
             "Unique Valid NAICS Codes": 17,
             "fips": "42081",
             "id": "42081",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lycoming<br>68.0%</span>",
             "lat": 41.34382289958747,
             "lon": -77.06068881822378,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.671761,
             40.198549,
             -76.91497,
             40.628163
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.083942,
                40.30122
               ],
               [
                -77.229166,
                40.283744
               ],
               [
                -77.241691,
                40.282847
               ],
               [
                -77.270057,
                40.278652
               ],
               [
                -77.280548,
                40.275923
               ],
               [
                -77.419795,
                40.26407
               ],
               [
                -77.366018,
                40.313569
               ],
               [
                -77.614665,
                40.198549
               ],
               [
                -77.671761,
                40.289825
               ],
               [
                -77.540141,
                40.399221
               ],
               [
                -77.33811,
                40.495336
               ],
               [
                -77.16996,
                40.562726
               ],
               [
                -77.18293,
                40.58214
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -76.957444,
                40.594677
               ],
               [
                -76.983673,
                40.578259
               ],
               [
                -76.991939,
                40.561475
               ],
               [
                -76.949397,
                40.469037
               ],
               [
                -77.028645,
                40.391197
               ],
               [
                -76.933589,
                40.356045
               ],
               [
                -76.928521,
                40.347985
               ],
               [
                -76.92618,
                40.34098
               ],
               [
                -76.91727,
                40.332715
               ],
               [
                -76.91497,
                40.328484
               ],
               [
                -77.083942,
                40.30122
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "48",
            "properties": {
             "CENSUSAREA": 551.445,
             "COUNTY": "099",
             "County": "Perry",
             "GEO_ID": "0500000US42099",
             "LSAD": "County",
             "Missing NAICS": 3,
             "NAICS to Census Gap": 68,
             "NAME": "Perry",
             "Percent NAICS Coverage": 32,
             "Percent NAICS Missing": 16.666666666666664,
             "STATE": "42",
             "Total Clients": 18,
             "Unique Valid NAICS Codes": 8,
             "fips": "42099",
             "id": "42099",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Perry<br>32.0%</span>",
             "lat": 40.401377726732385,
             "lon": -77.25718600216067,
             "percent_str": "32.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.610028,
             41.542271,
             -76.874714,
             42.001674
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.00871,
                41.549883
               ],
               [
                -77.599278,
                41.542271
               ],
               [
                -77.610028,
                41.999519
               ],
               [
                -77.505308,
                42.00007
               ],
               [
                -77.124693,
                41.999395
               ],
               [
                -77.007635,
                42.000848
               ],
               [
                -77.007536,
                42.000819
               ],
               [
                -76.965728,
                42.001274
               ],
               [
                -76.965686,
                42.001274
               ],
               [
                -76.942585,
                42.001574
               ],
               [
                -76.937084,
                42.001674
               ],
               [
                -76.927084,
                42.001674
               ],
               [
                -76.893201,
                41.748463
               ],
               [
                -76.883511,
                41.666314
               ],
               [
                -76.878699,
                41.620344
               ],
               [
                -76.874714,
                41.596919
               ],
               [
                -77.00871,
                41.549883
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "49",
            "properties": {
             "CENSUSAREA": 1133.788,
             "COUNTY": "117",
             "County": "Tioga",
             "GEO_ID": "0500000US42117",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 48,
             "NAME": "Tioga",
             "Percent NAICS Coverage": 52,
             "Percent NAICS Missing": 2.4390243902439024,
             "STATE": "42",
             "Total Clients": 41,
             "Unique Valid NAICS Codes": 13,
             "fips": "42117",
             "id": "42117",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Tioga<br>52.0%</span>",
             "lat": 41.77299274922828,
             "lon": -77.25528592568293,
             "percent_str": "52.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.2831,
             41.376517,
             -75.719887,
             41.651825
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.2831,
                41.376517
               ],
               [
                -76.223866,
                41.524544
               ],
               [
                -76.220139,
                41.541285
               ],
               [
                -76.197998,
                41.647823
               ],
               [
                -76.115172,
                41.651825
               ],
               [
                -75.719887,
                41.642263
               ],
               [
                -75.834695,
                41.427246
               ],
               [
                -76.00507,
                41.384551
               ],
               [
                -76.2831,
                41.376517
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "50",
            "properties": {
             "CENSUSAREA": 397.324,
             "COUNTY": "131",
             "County": "Wyoming",
             "GEO_ID": "0500000US42131",
             "LSAD": "County",
             "Missing NAICS": 4,
             "NAICS to Census Gap": 43.99999999999999,
             "NAME": "Wyoming",
             "Percent NAICS Coverage": 56.00000000000001,
             "Percent NAICS Missing": 9.75609756097561,
             "STATE": "42",
             "Total Clients": 41,
             "Unique Valid NAICS Codes": 14,
             "fips": "42131",
             "id": "42131",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wyoming<br>56.0%</span>",
             "lat": 41.520856309386296,
             "lon": -76.01501113832902,
             "percent_str": "56.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.808387,
             39.722554,
             -78.134863,
             40.327025
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.620383,
                40.327025
               ],
               [
                -78.447895,
                40.244395
               ],
               [
                -78.434288,
                40.302301
               ],
               [
                -78.288764,
                40.242107
               ],
               [
                -78.257305,
                40.297883
               ],
               [
                -78.236302,
                40.224559
               ],
               [
                -78.134863,
                40.165131
               ],
               [
                -78.299003,
                39.8255
               ],
               [
                -78.380599,
                39.722554
               ],
               [
                -78.808387,
                39.722726
               ],
               [
                -78.757241,
                39.823484
               ],
               [
                -78.763206,
                40.057005
               ],
               [
                -78.658409,
                40.242933
               ],
               [
                -78.620383,
                40.327025
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "51",
            "properties": {
             "CENSUSAREA": 1012.296,
             "COUNTY": "009",
             "County": "Bedford",
             "GEO_ID": "0500000US42009",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 40,
             "NAME": "Bedford",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 37,
             "Unique Valid NAICS Codes": 15,
             "fips": "42009",
             "id": "42009",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bedford<br>60.0%</span>",
             "lat": 40.005936217740384,
             "lon": -78.4896062007238,
             "percent_str": "60.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.093381,
             40.962938,
             -77.143723,
             41.478576
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.989194,
                41.474822
               ],
               [
                -77.598129,
                41.478576
               ],
               [
                -77.526537,
                41.358528
               ],
               [
                -77.320891,
                41.218932
               ],
               [
                -77.144111,
                41.06884
               ],
               [
                -77.143723,
                41.04578
               ],
               [
                -77.14416,
                41.044338
               ],
               [
                -77.508596,
                40.962938
               ],
               [
                -77.621759,
                41.091185
               ],
               [
                -77.741911,
                41.107614
               ],
               [
                -77.79856,
                41.18195
               ],
               [
                -77.892724,
                41.178259
               ],
               [
                -77.898195,
                41.252752
               ],
               [
                -78.038203,
                41.153633
               ],
               [
                -78.061007,
                41.174539
               ],
               [
                -78.093381,
                41.216931
               ],
               [
                -77.988786,
                41.367453
               ],
               [
                -77.989194,
                41.474822
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "52",
            "properties": {
             "CENSUSAREA": 887.984,
             "COUNTY": "035",
             "County": "Clinton",
             "GEO_ID": "0500000US42035",
             "LSAD": "County",
             "Missing NAICS": 16,
             "NAICS to Census Gap": 32,
             "NAME": "Clinton",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 14.545454545454545,
             "STATE": "42",
             "Total Clients": 110,
             "Unique Valid NAICS Codes": 17,
             "fips": "42035",
             "id": "42035",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clinton<br>68.0%</span>",
             "lat": 41.23584139319359,
             "lon": -77.63436626089761,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.614665,
             39.944077,
             -76.859023,
             40.328484
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.137425,
                40.069945
               ],
               [
                -77.255209,
                40.02076
               ],
               [
                -77.403788,
                39.994447
               ],
               [
                -77.471085,
                39.944077
               ],
               [
                -77.614665,
                40.198549
               ],
               [
                -77.366018,
                40.313569
               ],
               [
                -77.419795,
                40.26407
               ],
               [
                -77.280548,
                40.275923
               ],
               [
                -77.270057,
                40.278652
               ],
               [
                -77.241691,
                40.282847
               ],
               [
                -77.229166,
                40.283744
               ],
               [
                -77.083942,
                40.30122
               ],
               [
                -76.91497,
                40.328484
               ],
               [
                -76.859023,
                40.226328
               ],
               [
                -76.905875,
                40.165723
               ],
               [
                -77.028853,
                40.147838
               ],
               [
                -77.137425,
                40.069945
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "53",
            "properties": {
             "CENSUSAREA": 545.459,
             "COUNTY": "041",
             "County": "Cumberland",
             "GEO_ID": "0500000US42041",
             "LSAD": "County",
             "Missing NAICS": 53,
             "NAICS to Census Gap": 24,
             "NAME": "Cumberland",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 23.873873873873876,
             "STATE": "42",
             "Total Clients": 222,
             "Unique Valid NAICS Codes": 19,
             "fips": "42041",
             "id": "42041",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cumberland<br>76.0%</span>",
             "lat": 40.16549323624367,
             "lon": -77.25956971326448,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.028645,
             40.12007,
             -76.535414,
             40.658082
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.91497,
                40.328484
               ],
               [
                -76.91727,
                40.332715
               ],
               [
                -76.92618,
                40.34098
               ],
               [
                -76.928521,
                40.347985
               ],
               [
                -76.933589,
                40.356045
               ],
               [
                -77.028645,
                40.391197
               ],
               [
                -76.949397,
                40.469037
               ],
               [
                -76.991939,
                40.561475
               ],
               [
                -76.983673,
                40.578259
               ],
               [
                -76.957444,
                40.594677
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -76.890875,
                40.610096
               ],
               [
                -76.701624,
                40.658082
               ],
               [
                -76.701566,
                40.658048
               ],
               [
                -76.701507,
                40.658014
               ],
               [
                -76.700933,
                40.65768
               ],
               [
                -76.698863,
                40.656477
               ],
               [
                -76.698173,
                40.656076
               ],
               [
                -76.696916,
                40.655321
               ],
               [
                -76.693145,
                40.653057
               ],
               [
                -76.691889,
                40.652303
               ],
               [
                -76.691603,
                40.652118
               ],
               [
                -76.690746,
                40.651565
               ],
               [
                -76.69056,
                40.651445
               ],
               [
                -76.690461,
                40.651381
               ],
               [
                -76.690418,
                40.651353
               ],
               [
                -76.690398,
                40.65134
               ],
               [
                -76.690289,
                40.651271
               ],
               [
                -76.690247,
                40.651244
               ],
               [
                -76.690172,
                40.651195
               ],
               [
                -76.68995,
                40.651051
               ],
               [
                -76.689876,
                40.651003
               ],
               [
                -76.687847,
                40.649693
               ],
               [
                -76.685028,
                40.647873
               ],
               [
                -76.681741,
                40.645797
               ],
               [
                -76.6797,
                40.644509
               ],
               [
                -76.678351,
                40.643656
               ],
               [
                -76.674304,
                40.6411
               ],
               [
                -76.673096,
                40.640337
               ],
               [
                -76.673026,
                40.640292
               ],
               [
                -76.672956,
                40.640248
               ],
               [
                -76.672894,
                40.640208
               ],
               [
                -76.672833,
                40.640169
               ],
               [
                -76.671471,
                40.639296
               ],
               [
                -76.668823,
                40.637599
               ],
               [
                -76.666982,
                40.636502
               ],
               [
                -76.665469,
                40.635601
               ],
               [
                -76.665355,
                40.635533
               ],
               [
                -76.665083,
                40.635359
               ],
               [
                -76.663935,
                40.634624
               ],
               [
                -76.663554,
                40.63438
               ],
               [
                -76.663552,
                40.634379
               ],
               [
                -76.662765,
                40.633898
               ],
               [
                -76.660405,
                40.632455
               ],
               [
                -76.659618,
                40.631975
               ],
               [
                -76.658169,
                40.631089
               ],
               [
                -76.655755,
                40.629613
               ],
               [
                -76.653822,
                40.628431
               ],
               [
                -76.652374,
                40.627546
               ],
               [
                -76.650217,
                40.626228
               ],
               [
                -76.648348,
                40.625086
               ],
               [
                -76.64373,
                40.622304
               ],
               [
                -76.641566,
                40.621001
               ],
               [
                -76.641488,
                40.620955
               ],
               [
                -76.641433,
                40.620922
               ],
               [
                -76.641259,
                40.620812
               ],
               [
                -76.641183,
                40.620765
               ],
               [
                -76.641162,
                40.620752
               ],
               [
                -76.641102,
                40.620714
               ],
               [
                -76.641082,
                40.620702
               ],
               [
                -76.64078,
                40.620513
               ],
               [
                -76.639877,
                40.619948
               ],
               [
                -76.639697,
                40.619836
               ],
               [
                -76.639576,
                40.61976
               ],
               [
                -76.637041,
                40.618175
               ],
               [
                -76.629437,
                40.61342
               ],
               [
                -76.626903,
                40.611835
               ],
               [
                -76.626499,
                40.611582
               ],
               [
                -76.625287,
                40.610824
               ],
               [
                -76.624883,
                40.610572
               ],
               [
                -76.624686,
                40.610449
               ],
               [
                -76.623653,
                40.609799
               ],
               [
                -76.622898,
                40.609324
               ],
               [
                -76.619966,
                40.607481
               ],
               [
                -76.618738,
                40.606709
               ],
               [
                -76.618353,
                40.606466
               ],
               [
                -76.617203,
                40.605739
               ],
               [
                -76.616824,
                40.6055
               ],
               [
                -76.616819,
                40.605497
               ],
               [
                -76.616703,
                40.605423
               ],
               [
                -76.616465,
                40.605273
               ],
               [
                -76.615405,
                40.604603
               ],
               [
                -76.615053,
                40.60438
               ],
               [
                -76.61461,
                40.6041
               ],
               [
                -76.614473,
                40.604007
               ],
               [
                -76.612764,
                40.602846
               ],
               [
                -76.612414,
                40.602609
               ],
               [
                -76.612186,
                40.602473
               ],
               [
                -76.612146,
                40.602449
               ],
               [
                -76.612026,
                40.602377
               ],
               [
                -76.611987,
                40.602354
               ],
               [
                -76.609607,
                40.600932
               ],
               [
                -76.609284,
                40.600739
               ],
               [
                -76.607903,
                40.599915
               ],
               [
                -76.601283,
                40.595723
               ],
               [
                -76.600084,
                40.594964
               ],
               [
                -76.598611,
                40.594061
               ],
               [
                -76.598325,
                40.593885
               ],
               [
                -76.597468,
                40.59336
               ],
               [
                -76.597183,
                40.593185
               ],
               [
                -76.596992,
                40.593064
               ],
               [
                -76.596422,
                40.592701
               ],
               [
                -76.596232,
                40.59258
               ],
               [
                -76.59427,
                40.591333
               ],
               [
                -76.588384,
                40.587592
               ],
               [
                -76.586423,
                40.586345
               ],
               [
                -76.585822,
                40.585963
               ],
               [
                -76.58448,
                40.58511
               ],
               [
                -76.584014,
                40.584831
               ],
               [
                -76.583404,
                40.584466
               ],
               [
                -76.583115,
                40.584293
               ],
               [
                -76.58225,
                40.583775
               ],
               [
                -76.581962,
                40.583603
               ],
               [
                -76.581662,
                40.583423
               ],
               [
                -76.580763,
                40.582886
               ],
               [
                -76.580464,
                40.582707
               ],
               [
                -76.579789,
                40.582303
               ],
               [
                -76.577765,
                40.581091
               ],
               [
                -76.577091,
                40.580688
               ],
               [
                -76.577073,
                40.580677
               ],
               [
                -76.575558,
                40.57977
               ],
               [
                -76.575216,
                40.579566
               ],
               [
                -76.571818,
                40.577533
               ],
               [
                -76.570965,
                40.577007
               ],
               [
                -76.56948,
                40.576092
               ],
               [
                -76.569445,
                40.57607
               ],
               [
                -76.568682,
                40.575599
               ],
               [
                -76.566393,
                40.574189
               ],
               [
                -76.565631,
                40.573719
               ],
               [
                -76.565486,
                40.573629
               ],
               [
                -76.565051,
                40.573361
               ],
               [
                -76.564906,
                40.573272
               ],
               [
                -76.564446,
                40.572989
               ],
               [
                -76.563068,
                40.572141
               ],
               [
                -76.562649,
                40.571883
               ],
               [
                -76.562609,
                40.571859
               ],
               [
                -76.560911,
                40.570815
               ],
               [
                -76.560743,
                40.570712
               ],
               [
                -76.556354,
                40.568014
               ],
               [
                -76.555148,
                40.567273
               ],
               [
                -76.553283,
                40.566127
               ],
               [
                -76.552318,
                40.565533
               ],
               [
                -76.549423,
                40.563753
               ],
               [
                -76.54846,
                40.56316
               ],
               [
                -76.548127,
                40.562955
               ],
               [
                -76.547134,
                40.562344
               ],
               [
                -76.546803,
                40.562141
               ],
               [
                -76.54514,
                40.561118
               ],
               [
                -76.545071,
                40.561076
               ],
               [
                -76.543218,
                40.559937
               ],
               [
                -76.539858,
                40.557915
               ],
               [
                -76.538117,
                40.556868
               ],
               [
                -76.537576,
                40.556525
               ],
               [
                -76.535954,
                40.555499
               ],
               [
                -76.535414,
                40.555157
               ],
               [
                -76.67804,
                40.474717
               ],
               [
                -76.566339,
                40.196644
               ],
               [
                -76.72162,
                40.12007
               ],
               [
                -76.859023,
                40.226328
               ],
               [
                -76.91497,
                40.328484
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "54",
            "properties": {
             "CENSUSAREA": 525.047,
             "COUNTY": "043",
             "County": "Dauphin",
             "GEO_ID": "0500000US42043",
             "LSAD": "County",
             "Missing NAICS": 25,
             "NAICS to Census Gap": 12,
             "NAME": "Dauphin",
             "Percent NAICS Coverage": 88,
             "Percent NAICS Missing": 11.013215859030836,
             "STATE": "42",
             "Total Clients": 227,
             "Unique Valid NAICS Codes": 22,
             "fips": "42043",
             "id": "42043",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Dauphin<br>88.0%</span>",
             "lat": 40.41093183142462,
             "lon": -76.77374772934277,
             "percent_str": "88.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -80.519342,
             39.720792,
             -79.915278,
             39.999581
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.916266,
                39.720792
               ],
               [
                -80.308651,
                39.721283
               ],
               [
                -80.309457,
                39.721264
               ],
               [
                -80.421388,
                39.721189
               ],
               [
                -80.519342,
                39.721403
               ],
               [
                -80.519248,
                39.936967
               ],
               [
                -80.519115,
                39.939188
               ],
               [
                -80.519175,
                39.956648
               ],
               [
                -80.519203,
                39.959394
               ],
               [
                -80.519217,
                39.962199
               ],
               [
                -80.379505,
                39.994125
               ],
               [
                -80.157339,
                39.999581
               ],
               [
                -79.998014,
                39.983322
               ],
               [
                -79.915278,
                39.8803
               ],
               [
                -79.916266,
                39.720792
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "55",
            "properties": {
             "CENSUSAREA": 575.949,
             "COUNTY": "059",
             "County": "Greene",
             "GEO_ID": "0500000US42059",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 64,
             "NAME": "Greene",
             "Percent NAICS Coverage": 36,
             "Percent NAICS Missing": 12.5,
             "STATE": "42",
             "Total Clients": 16,
             "Unique Valid NAICS Codes": 9,
             "fips": "42059",
             "id": "42059",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Greene<br>36.0%</span>",
             "lat": 39.8528381596143,
             "lon": -80.22325939411859,
             "percent_str": "36.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.21531,
             40.90598,
             -78.710248,
             41.375476
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.208878,
                41.331861
               ],
               [
                -79.095096,
                41.340658
               ],
               [
                -78.974478,
                41.375476
               ],
               [
                -78.73528,
                41.262915
               ],
               [
                -78.710248,
                41.201859
               ],
               [
                -78.804532,
                41.132186
               ],
               [
                -78.805167,
                40.90598
               ],
               [
                -79.21531,
                40.911346
               ],
               [
                -79.215214,
                41.050515
               ],
               [
                -79.208878,
                41.331861
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "56",
            "properties": {
             "CENSUSAREA": 652.429,
             "COUNTY": "065",
             "County": "Jefferson",
             "GEO_ID": "0500000US42065",
             "LSAD": "County",
             "Missing NAICS": 1,
             "NAICS to Census Gap": 24,
             "NAME": "Jefferson",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 0.7936507936507936,
             "STATE": "42",
             "Total Clients": 126,
             "Unique Valid NAICS Codes": 19,
             "fips": "42065",
             "id": "42065",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Jefferson<br>76.0%</span>",
             "lat": 41.13002211566116,
             "lon": -78.99759384576454,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.72162,
             39.721305,
             -75.873375,
             40.315971
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.091764,
                40.277692
               ],
               [
                -75.875162,
                40.138071
               ],
               [
                -75.873375,
                40.137107
               ],
               [
                -75.942997,
                40.109266
               ],
               [
                -75.985056,
                39.937871
               ],
               [
                -75.991644,
                39.868713
               ],
               [
                -76.066685,
                39.759969
               ],
               [
                -76.135584,
                39.721556
               ],
               [
                -76.224191,
                39.721328
               ],
               [
                -76.233259,
                39.721305
               ],
               [
                -76.233277,
                39.721305
               ],
               [
                -76.239805,
                39.721305
               ],
               [
                -76.47358,
                39.947352
               ],
               [
                -76.534524,
                40.051348
               ],
               [
                -76.663825,
                40.063227
               ],
               [
                -76.72162,
                40.12007
               ],
               [
                -76.566339,
                40.196644
               ],
               [
                -76.307578,
                40.255066
               ],
               [
                -76.151215,
                40.315971
               ],
               [
                -76.149509,
                40.314454
               ],
               [
                -76.091764,
                40.277692
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "57",
            "properties": {
             "CENSUSAREA": 943.81,
             "COUNTY": "071",
             "County": "Lancaster",
             "GEO_ID": "0500000US42071",
             "LSAD": "County",
             "Missing NAICS": 19,
             "NAICS to Census Gap": 16,
             "NAME": "Lancaster",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 8.189655172413794,
             "STATE": "42",
             "Total Clients": 232,
             "Unique Valid NAICS Codes": 21,
             "fips": "42071",
             "id": "42071",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lancaster<br>84.0%</span>",
             "lat": 40.037217833869995,
             "lon": -76.24631763906667,
             "percent_str": "84.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.891473,
             40.418451,
             -75.333514,
             40.787387
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.694308,
                40.551149
               ],
               [
                -75.738038,
                40.579105
               ],
               [
                -75.739442,
                40.57994
               ],
               [
                -75.76674,
                40.597033
               ],
               [
                -75.891473,
                40.67727
               ],
               [
                -75.757807,
                40.735414
               ],
               [
                -75.608985,
                40.787387
               ],
               [
                -75.481469,
                40.655744
               ],
               [
                -75.430404,
                40.674152
               ],
               [
                -75.404412,
                40.581154
               ],
               [
                -75.333514,
                40.537057
               ],
               [
                -75.338633,
                40.534068
               ],
               [
                -75.36661,
                40.515424
               ],
               [
                -75.367911,
                40.514601
               ],
               [
                -75.409733,
                40.487984
               ],
               [
                -75.484057,
                40.418451
               ],
               [
                -75.529694,
                40.446995
               ],
               [
                -75.682238,
                40.543638
               ],
               [
                -75.694308,
                40.551149
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "58",
            "properties": {
             "CENSUSAREA": 345.166,
             "COUNTY": "077",
             "County": "Lehigh",
             "GEO_ID": "0500000US42077",
             "LSAD": "County",
             "Missing NAICS": 76,
             "NAICS to Census Gap": 20,
             "NAME": "Lehigh",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 30.278884462151396,
             "STATE": "42",
             "Total Clients": 251,
             "Unique Valid NAICS Codes": 20,
             "fips": "42077",
             "id": "42077",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lehigh<br>80.0%</span>",
             "lat": 40.61212978300357,
             "lon": -75.59564593854462,
             "percent_str": "80.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -78.956056,
             41.602188,
             -78.203422,
             41.999989
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -78.419118,
                41.602188
               ],
               [
                -78.483409,
                41.629898
               ],
               [
                -78.956056,
                41.623863
               ],
               [
                -78.948689,
                41.83048
               ],
               [
                -78.918854,
                41.997961
               ],
               [
                -78.874759,
                41.997559
               ],
               [
                -78.59665,
                41.999877
               ],
               [
                -78.308128,
                41.999415
               ],
               [
                -78.206606,
                41.999989
               ],
               [
                -78.203422,
                41.618157
               ],
               [
                -78.419299,
                41.616853
               ],
               [
                -78.419118,
                41.602188
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "59",
            "properties": {
             "CENSUSAREA": 979.197,
             "COUNTY": "083",
             "County": "McKean",
             "GEO_ID": "0500000US42083",
             "LSAD": "County",
             "Missing NAICS": 0,
             "NAICS to Census Gap": 32,
             "NAME": "McKean",
             "Percent NAICS Coverage": 68,
             "Percent NAICS Missing": 0,
             "STATE": "42",
             "Total Clients": 106,
             "Unique Valid NAICS Codes": 17,
             "fips": "42083",
             "id": "42083",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">McKean<br>68.0%</span>",
             "lat": 41.80952067370011,
             "lon": -78.5723916574792,
             "percent_str": "68.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.701624,
             40.495952,
             -75.757807,
             40.94974
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.996233,
                40.629971
               ],
               [
                -76.012226,
                40.577713
               ],
               [
                -76.171624,
                40.534947
               ],
               [
                -76.440181,
                40.495952
               ],
               [
                -76.535414,
                40.555157
               ],
               [
                -76.535954,
                40.555499
               ],
               [
                -76.537576,
                40.556525
               ],
               [
                -76.538117,
                40.556868
               ],
               [
                -76.539858,
                40.557915
               ],
               [
                -76.543218,
                40.559937
               ],
               [
                -76.545071,
                40.561076
               ],
               [
                -76.54514,
                40.561118
               ],
               [
                -76.546803,
                40.562141
               ],
               [
                -76.547134,
                40.562344
               ],
               [
                -76.548127,
                40.562955
               ],
               [
                -76.54846,
                40.56316
               ],
               [
                -76.549423,
                40.563753
               ],
               [
                -76.552318,
                40.565533
               ],
               [
                -76.553283,
                40.566127
               ],
               [
                -76.555148,
                40.567273
               ],
               [
                -76.556354,
                40.568014
               ],
               [
                -76.560743,
                40.570712
               ],
               [
                -76.560911,
                40.570815
               ],
               [
                -76.562609,
                40.571859
               ],
               [
                -76.562649,
                40.571883
               ],
               [
                -76.563068,
                40.572141
               ],
               [
                -76.564446,
                40.572989
               ],
               [
                -76.564906,
                40.573272
               ],
               [
                -76.565051,
                40.573361
               ],
               [
                -76.565486,
                40.573629
               ],
               [
                -76.565631,
                40.573719
               ],
               [
                -76.566393,
                40.574189
               ],
               [
                -76.568682,
                40.575599
               ],
               [
                -76.569445,
                40.57607
               ],
               [
                -76.56948,
                40.576092
               ],
               [
                -76.570965,
                40.577007
               ],
               [
                -76.571818,
                40.577533
               ],
               [
                -76.575216,
                40.579566
               ],
               [
                -76.575558,
                40.57977
               ],
               [
                -76.577073,
                40.580677
               ],
               [
                -76.577091,
                40.580688
               ],
               [
                -76.577765,
                40.581091
               ],
               [
                -76.579789,
                40.582303
               ],
               [
                -76.580464,
                40.582707
               ],
               [
                -76.580763,
                40.582886
               ],
               [
                -76.581662,
                40.583423
               ],
               [
                -76.581962,
                40.583603
               ],
               [
                -76.58225,
                40.583775
               ],
               [
                -76.583115,
                40.584293
               ],
               [
                -76.583404,
                40.584466
               ],
               [
                -76.584014,
                40.584831
               ],
               [
                -76.58448,
                40.58511
               ],
               [
                -76.585822,
                40.585963
               ],
               [
                -76.586423,
                40.586345
               ],
               [
                -76.588384,
                40.587592
               ],
               [
                -76.59427,
                40.591333
               ],
               [
                -76.596232,
                40.59258
               ],
               [
                -76.596422,
                40.592701
               ],
               [
                -76.596992,
                40.593064
               ],
               [
                -76.597183,
                40.593185
               ],
               [
                -76.597468,
                40.59336
               ],
               [
                -76.598325,
                40.593885
               ],
               [
                -76.598611,
                40.594061
               ],
               [
                -76.600084,
                40.594964
               ],
               [
                -76.601283,
                40.595723
               ],
               [
                -76.607903,
                40.599915
               ],
               [
                -76.609284,
                40.600739
               ],
               [
                -76.609607,
                40.600932
               ],
               [
                -76.611987,
                40.602354
               ],
               [
                -76.612026,
                40.602377
               ],
               [
                -76.612146,
                40.602449
               ],
               [
                -76.612186,
                40.602473
               ],
               [
                -76.612414,
                40.602609
               ],
               [
                -76.612764,
                40.602846
               ],
               [
                -76.614473,
                40.604007
               ],
               [
                -76.61461,
                40.6041
               ],
               [
                -76.615053,
                40.60438
               ],
               [
                -76.615405,
                40.604603
               ],
               [
                -76.616465,
                40.605273
               ],
               [
                -76.616703,
                40.605423
               ],
               [
                -76.616819,
                40.605497
               ],
               [
                -76.616824,
                40.6055
               ],
               [
                -76.617203,
                40.605739
               ],
               [
                -76.618353,
                40.606466
               ],
               [
                -76.618738,
                40.606709
               ],
               [
                -76.619966,
                40.607481
               ],
               [
                -76.622898,
                40.609324
               ],
               [
                -76.623653,
                40.609799
               ],
               [
                -76.624686,
                40.610449
               ],
               [
                -76.624883,
                40.610572
               ],
               [
                -76.625287,
                40.610824
               ],
               [
                -76.626499,
                40.611582
               ],
               [
                -76.626903,
                40.611835
               ],
               [
                -76.629437,
                40.61342
               ],
               [
                -76.637041,
                40.618175
               ],
               [
                -76.639576,
                40.61976
               ],
               [
                -76.639697,
                40.619836
               ],
               [
                -76.639877,
                40.619948
               ],
               [
                -76.64078,
                40.620513
               ],
               [
                -76.641082,
                40.620702
               ],
               [
                -76.641102,
                40.620714
               ],
               [
                -76.641162,
                40.620752
               ],
               [
                -76.641183,
                40.620765
               ],
               [
                -76.641259,
                40.620812
               ],
               [
                -76.641433,
                40.620922
               ],
               [
                -76.641488,
                40.620955
               ],
               [
                -76.641566,
                40.621001
               ],
               [
                -76.64373,
                40.622304
               ],
               [
                -76.648348,
                40.625086
               ],
               [
                -76.650217,
                40.626228
               ],
               [
                -76.652374,
                40.627546
               ],
               [
                -76.653822,
                40.628431
               ],
               [
                -76.655755,
                40.629613
               ],
               [
                -76.658169,
                40.631089
               ],
               [
                -76.659618,
                40.631975
               ],
               [
                -76.660405,
                40.632455
               ],
               [
                -76.662765,
                40.633898
               ],
               [
                -76.663552,
                40.634379
               ],
               [
                -76.663554,
                40.63438
               ],
               [
                -76.663935,
                40.634624
               ],
               [
                -76.665083,
                40.635359
               ],
               [
                -76.665355,
                40.635533
               ],
               [
                -76.665469,
                40.635601
               ],
               [
                -76.666982,
                40.636502
               ],
               [
                -76.668823,
                40.637599
               ],
               [
                -76.671471,
                40.639296
               ],
               [
                -76.672833,
                40.640169
               ],
               [
                -76.672894,
                40.640208
               ],
               [
                -76.672956,
                40.640248
               ],
               [
                -76.673026,
                40.640292
               ],
               [
                -76.673096,
                40.640337
               ],
               [
                -76.674304,
                40.6411
               ],
               [
                -76.678351,
                40.643656
               ],
               [
                -76.6797,
                40.644509
               ],
               [
                -76.681741,
                40.645797
               ],
               [
                -76.685028,
                40.647873
               ],
               [
                -76.687847,
                40.649693
               ],
               [
                -76.689876,
                40.651003
               ],
               [
                -76.68995,
                40.651051
               ],
               [
                -76.690172,
                40.651195
               ],
               [
                -76.690247,
                40.651244
               ],
               [
                -76.690289,
                40.651271
               ],
               [
                -76.690398,
                40.65134
               ],
               [
                -76.690418,
                40.651353
               ],
               [
                -76.690461,
                40.651381
               ],
               [
                -76.69056,
                40.651445
               ],
               [
                -76.690746,
                40.651565
               ],
               [
                -76.691603,
                40.652118
               ],
               [
                -76.691889,
                40.652303
               ],
               [
                -76.693145,
                40.653057
               ],
               [
                -76.696916,
                40.655321
               ],
               [
                -76.698173,
                40.656076
               ],
               [
                -76.698863,
                40.656477
               ],
               [
                -76.700933,
                40.65768
               ],
               [
                -76.701507,
                40.658014
               ],
               [
                -76.701566,
                40.658048
               ],
               [
                -76.701624,
                40.658082
               ],
               [
                -76.380152,
                40.775511
               ],
               [
                -76.30717,
                40.801809
               ],
               [
                -76.284611,
                40.883588
               ],
               [
                -76.207827,
                40.94974
               ],
               [
                -76.02815,
                40.901986
               ],
               [
                -75.997348,
                40.912985
               ],
               [
                -75.757807,
                40.735414
               ],
               [
                -75.891473,
                40.67727
               ],
               [
                -75.993212,
                40.639712
               ],
               [
                -75.996233,
                40.629971
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "60",
            "properties": {
             "CENSUSAREA": 778.634,
             "COUNTY": "107",
             "County": "Schuylkill",
             "GEO_ID": "0500000US42107",
             "LSAD": "County",
             "Missing NAICS": 7,
             "NAICS to Census Gap": 28,
             "NAME": "Schuylkill",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 10.76923076923077,
             "STATE": "42",
             "Total Clients": 65,
             "Unique Valid NAICS Codes": 18,
             "fips": "42107",
             "id": "42107",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Schuylkill<br>72.0%</span>",
             "lat": 40.70590912714066,
             "lon": -76.21263156263278,
             "percent_str": "72.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.505607,
             41.232539,
             -75.048199,
             41.999445
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.505607,
                41.232539
               ],
               [
                -75.441421,
                41.260053
               ],
               [
                -75.462411,
                41.641587
               ],
               [
                -75.48315,
                41.999259
               ],
               [
                -75.477144,
                41.999407
               ],
               [
                -75.436216,
                41.999353
               ],
               [
                -75.431961,
                41.999363
               ],
               [
                -75.359579,
                41.999445
               ],
               [
                -75.341868,
                41.993262
               ],
               [
                -75.292589,
                41.953897
               ],
               [
                -75.279094,
                41.938917
               ],
               [
                -75.263005,
                41.885109
               ],
               [
                -75.146446,
                41.850899
               ],
               [
                -75.140241,
                41.852078
               ],
               [
                -75.114399,
                41.843583
               ],
               [
                -75.090799,
                41.811991
               ],
               [
                -75.053431,
                41.752538
               ],
               [
                -75.048199,
                41.632011
               ],
               [
                -75.053077,
                41.618552
               ],
               [
                -75.050074,
                41.606893
               ],
               [
                -75.311143,
                41.331439
               ],
               [
                -75.359184,
                41.239206
               ],
               [
                -75.505607,
                41.232539
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "61",
            "properties": {
             "CENSUSAREA": 725.604,
             "COUNTY": "127",
             "County": "Wayne",
             "GEO_ID": "0500000US42127",
             "LSAD": "County",
             "Missing NAICS": 3,
             "NAICS to Census Gap": 40,
             "NAME": "Wayne",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 6.25,
             "STATE": "42",
             "Total Clients": 48,
             "Unique Valid NAICS Codes": 15,
             "fips": "42127",
             "id": "42127",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wayne<br>60.0%</span>",
             "lat": 41.64940507484564,
             "lon": -75.3013356374813,
             "percent_str": "60.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -79.877385,
             40.040413,
             -78.974649,
             40.669732
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -79.703834,
                40.443526
               ],
               [
                -79.702131,
                40.489635
               ],
               [
                -79.701985,
                40.523787
               ],
               [
                -79.701624,
                40.525449
               ],
               [
                -79.765415,
                40.549854
               ],
               [
                -79.692587,
                40.669732
               ],
               [
                -79.638137,
                40.665601
               ],
               [
                -79.56111,
                40.564113
               ],
               [
                -79.450176,
                40.530149
               ],
               [
                -79.454011,
                40.485507
               ],
               [
                -79.250605,
                40.428726
               ],
               [
                -79.247568,
                40.43208
               ],
               [
                -79.240175,
                40.429991
               ],
               [
                -79.233203,
                40.430741
               ],
               [
                -79.214783,
                40.424458
               ],
               [
                -79.206513,
                40.415032
               ],
               [
                -79.199233,
                40.41078
               ],
               [
                -79.192722,
                40.414862
               ],
               [
                -79.058481,
                40.380868
               ],
               [
                -78.974649,
                40.395972
               ],
               [
                -79.055983,
                40.285089
               ],
               [
                -79.056646,
                40.278604
               ],
               [
                -79.059378,
                40.275767
               ],
               [
                -79.067963,
                40.272471
               ],
               [
                -79.073523,
                40.266727
               ],
               [
                -79.076638,
                40.260307
               ],
               [
                -79.07957,
                40.257928
               ],
               [
                -79.078084,
                40.25484
               ],
               [
                -79.07925,
                40.251172
               ],
               [
                -79.082472,
                40.250074
               ],
               [
                -79.086734,
                40.245342
               ],
               [
                -79.086174,
                40.242665
               ],
               [
                -79.088656,
                40.241259
               ],
               [
                -79.185222,
                40.109848
               ],
               [
                -79.293682,
                40.040413
               ],
               [
                -79.457008,
                40.135108
               ],
               [
                -79.479402,
                40.142801
               ],
               [
                -79.505188,
                40.140568
               ],
               [
                -79.540347,
                40.114035
               ],
               [
                -79.578966,
                40.105496
               ],
               [
                -79.592602,
                40.092005
               ],
               [
                -79.641098,
                40.088317
               ],
               [
                -79.72224,
                40.121141
               ],
               [
                -79.877385,
                40.126792
               ],
               [
                -79.870585,
                40.197415
               ],
               [
                -79.781761,
                40.227711
               ],
               [
                -79.775139,
                40.287888
               ],
               [
                -79.787853,
                40.297693
               ],
               [
                -79.783684,
                40.315913
               ],
               [
                -79.722151,
                40.409098
               ],
               [
                -79.704739,
                40.427231
               ],
               [
                -79.703834,
                40.443526
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "62",
            "properties": {
             "CENSUSAREA": 1027.554,
             "COUNTY": "129",
             "County": "Westmoreland",
             "GEO_ID": "0500000US42129",
             "LSAD": "County",
             "Missing NAICS": 18,
             "NAICS to Census Gap": 20,
             "NAME": "Westmoreland",
             "Percent NAICS Coverage": 80,
             "Percent NAICS Missing": 7.114624505928854,
             "STATE": "42",
             "Total Clients": 253,
             "Unique Valid NAICS Codes": 20,
             "fips": "42129",
             "id": "42129",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Westmoreland<br>80.0%</span>",
             "lat": 40.309488584178524,
             "lon": -79.46488738280983,
             "percent_str": "80.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.696782,
             39.976959,
             -75.015066,
             40.446995
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -75.361066,
                40.065543
               ],
               [
                -75.525945,
                40.148611
               ],
               [
                -75.549174,
                40.189542
               ],
               [
                -75.557148,
                40.207213
               ],
               [
                -75.562878,
                40.197361
               ],
               [
                -75.573338,
                40.195303
               ],
               [
                -75.592657,
                40.225491
               ],
               [
                -75.696782,
                40.241863
               ],
               [
                -75.695955,
                40.242359
               ],
               [
                -75.529694,
                40.446995
               ],
               [
                -75.484057,
                40.418451
               ],
               [
                -75.299774,
                40.307835
               ],
               [
                -75.106878,
                40.192279
               ],
               [
                -75.104874,
                40.191109
               ],
               [
                -75.015066,
                40.137992
               ],
               [
                -75.096733,
                40.068989
               ],
               [
                -75.087425,
                40.063599
               ],
               [
                -75.109406,
                40.04584
               ],
               [
                -75.124916,
                40.054684
               ],
               [
                -75.129021,
                40.057091
               ],
               [
                -75.135193,
                40.061031
               ],
               [
                -75.151596,
                40.070328
               ],
               [
                -75.176438,
                40.084649
               ],
               [
                -75.264431,
                40.054094
               ],
               [
                -75.249214,
                39.990547
               ],
               [
                -75.256119,
                39.987301
               ],
               [
                -75.263687,
                39.982658
               ],
               [
                -75.276482,
                39.976959
               ],
               [
                -75.349457,
                40.052905
               ],
               [
                -75.356534,
                40.062787
               ],
               [
                -75.361066,
                40.065543
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "63",
            "properties": {
             "CENSUSAREA": 483.04,
             "COUNTY": "091",
             "County": "Montgomery",
             "GEO_ID": "0500000US42091",
             "LSAD": "County",
             "Missing NAICS": 66,
             "NAICS to Census Gap": 16,
             "NAME": "Montgomery",
             "Percent NAICS Coverage": 84,
             "Percent NAICS Missing": 18.13186813186813,
             "STATE": "42",
             "Total Clients": 364,
             "Unique Valid NAICS Codes": 21,
             "fips": "42091",
             "id": "42091",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montgomery<br>84.0%</span>",
             "lat": 40.212907544268695,
             "lon": -75.36814635989448,
             "percent_str": "84.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -76.949414,
             40.610096,
             -76.380152,
             41.175762
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -76.896114,
                41.13907
               ],
               [
                -76.888145,
                41.153807
               ],
               [
                -76.880963,
                41.158044
               ],
               [
                -76.788659,
                41.175762
               ],
               [
                -76.732672,
                41.17204
               ],
               [
                -76.792878,
                40.946583
               ],
               [
                -76.661348,
                40.967996
               ],
               [
                -76.557013,
                40.938617
               ],
               [
                -76.528034,
                40.882515
               ],
               [
                -76.501312,
                40.824817
               ],
               [
                -76.409667,
                40.833624
               ],
               [
                -76.380152,
                40.775511
               ],
               [
                -76.701624,
                40.658082
               ],
               [
                -76.890875,
                40.610096
               ],
               [
                -76.949414,
                40.628163
               ],
               [
                -76.947365,
                40.629517
               ],
               [
                -76.939749,
                40.638378
               ],
               [
                -76.855362,
                40.728821
               ],
               [
                -76.855523,
                40.737119
               ],
               [
                -76.855995,
                40.737931
               ],
               [
                -76.856979,
                40.746001
               ],
               [
                -76.856681,
                40.747311
               ],
               [
                -76.857521,
                40.749612
               ],
               [
                -76.856445,
                40.75581
               ],
               [
                -76.857209,
                40.759446
               ],
               [
                -76.857719,
                40.764374
               ],
               [
                -76.857522,
                40.766
               ],
               [
                -76.858352,
                40.769536
               ],
               [
                -76.859252,
                40.777043
               ],
               [
                -76.858513,
                40.779416
               ],
               [
                -76.858703,
                40.781521
               ],
               [
                -76.856292,
                40.789697
               ],
               [
                -76.856094,
                40.791211
               ],
               [
                -76.852163,
                40.800839
               ],
               [
                -76.848912,
                40.805989
               ],
               [
                -76.84966,
                40.808205
               ],
               [
                -76.84928,
                40.809755
               ],
               [
                -76.845395,
                40.815175
               ],
               [
                -76.840626,
                40.821324
               ],
               [
                -76.836338,
                40.825761
               ],
               [
                -76.829685,
                40.831029
               ],
               [
                -76.825648,
                40.835503
               ],
               [
                -76.820895,
                40.839898
               ],
               [
                -76.817522,
                40.843782
               ],
               [
                -76.812728,
                40.847457
               ],
               [
                -76.812242,
                40.850305
               ],
               [
                -76.811228,
                40.851712
               ],
               [
                -76.808366,
                40.857369
               ],
               [
                -76.806246,
                40.862535
               ],
               [
                -76.801561,
                40.870634
               ],
               [
                -76.799523,
                40.874749
               ],
               [
                -76.798921,
                40.876901
               ],
               [
                -76.798714,
                40.878366
               ],
               [
                -76.800242,
                40.881994
               ],
               [
                -76.88228,
                40.971334
               ],
               [
                -76.896114,
                41.13907
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "64",
            "properties": {
             "CENSUSAREA": 458.368,
             "COUNTY": "097",
             "County": "Northumberland",
             "GEO_ID": "0500000US42097",
             "LSAD": "County",
             "Missing NAICS": 38,
             "NAICS to Census Gap": 28,
             "NAME": "Northumberland",
             "Percent NAICS Coverage": 72,
             "Percent NAICS Missing": 26.027397260273972,
             "STATE": "42",
             "Total Clients": 146,
             "Unique Valid NAICS Codes": 18,
             "fips": "42097",
             "id": "42097",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northumberland<br>72.0%</span>",
             "lat": 40.85059074495749,
             "lon": -76.71092617628436,
             "percent_str": "72.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -75.359184,
             41.078178,
             -74.689767,
             41.606893
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -74.966759,
                41.093425
               ],
               [
                -74.968389,
                41.087797
               ],
               [
                -74.980674,
                41.078178
               ],
               [
                -75.156507,
                41.150341
               ],
               [
                -75.129721,
                41.252101
               ],
               [
                -75.359184,
                41.239206
               ],
               [
                -75.311143,
                41.331439
               ],
               [
                -75.050074,
                41.606893
               ],
               [
                -75.04049,
                41.569688
               ],
               [
                -74.984226,
                41.506299
               ],
               [
                -74.93976,
                41.483371
               ],
               [
                -74.912517,
                41.475605
               ],
               [
                -74.891948,
                41.448853
               ],
               [
                -74.876721,
                41.440338
               ],
               [
                -74.799165,
                41.430451
               ],
               [
                -74.75595,
                41.426804
               ],
               [
                -74.752562,
                41.426518
               ],
               [
                -74.691129,
                41.367324
               ],
               [
                -74.689767,
                41.361558
               ],
               [
                -74.694914,
                41.357423
               ],
               [
                -74.76173,
                41.336398
               ],
               [
                -74.795847,
                41.318951
               ],
               [
                -74.830057,
                41.2872
               ],
               [
                -74.838366,
                41.277286
               ],
               [
                -74.861678,
                41.241575
               ],
               [
                -74.867267,
                41.228861
               ],
               [
                -74.864356,
                41.224854
               ],
               [
                -74.867287,
                41.208754
               ],
               [
                -74.882139,
                41.180836
               ],
               [
                -74.923169,
                41.138146
               ],
               [
                -74.974338,
                41.103912
               ],
               [
                -74.969434,
                41.096074
               ],
               [
                -74.967389,
                41.094049
               ],
               [
                -74.966759,
                41.093425
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "65",
            "properties": {
             "CENSUSAREA": 544.961,
             "COUNTY": "103",
             "County": "Pike",
             "GEO_ID": "0500000US42103",
             "LSAD": "County",
             "Missing NAICS": 6,
             "NAICS to Census Gap": 40,
             "NAME": "Pike",
             "Percent NAICS Coverage": 60,
             "Percent NAICS Missing": 13.636363636363635,
             "STATE": "42",
             "Total Clients": 44,
             "Unique Valid NAICS Codes": 15,
             "fips": "42103",
             "id": "42103",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Pike<br>60.0%</span>",
             "lat": 41.33029786981072,
             "lon": -75.03147345867978,
             "percent_str": "60.0%"
            },
            "type": "Feature"
           },
           {
            "bbox": [
             -77.471085,
             39.719998,
             -76.954932,
             40.069945
            ],
            "geometry": {
             "coordinates": [
              [
               [
                -77.255209,
                40.02076
               ],
               [
                -77.137425,
                40.069945
               ],
               [
                -77.018648,
                40.013947
               ],
               [
                -76.954932,
                39.85685
               ],
               [
                -76.998377,
                39.832115
               ],
               [
                -76.999465,
                39.720128
               ],
               [
                -77.047104,
                39.72
               ],
               [
                -77.058204,
                39.7202
               ],
               [
                -77.058904,
                39.7201
               ],
               [
                -77.216806,
                39.719998
               ],
               [
                -77.217024,
                39.719998
               ],
               [
                -77.239807,
                39.719998
               ],
               [
                -77.243307,
                39.719998
               ],
               [
                -77.459427,
                39.720017
               ],
               [
                -77.471085,
                39.944077
               ],
               [
                -77.403788,
                39.994447
               ],
               [
                -77.255209,
                40.02076
               ]
              ]
             ],
             "type": "Polygon"
            },
            "id": "66",
            "properties": {
             "CENSUSAREA": 518.668,
             "COUNTY": "001",
             "County": "Adams",
             "GEO_ID": "0500000US42001",
             "LSAD": "County",
             "Missing NAICS": 2,
             "NAICS to Census Gap": 24,
             "NAME": "Adams",
             "Percent NAICS Coverage": 76,
             "Percent NAICS Missing": 3.076923076923077,
             "STATE": "42",
             "Total Clients": 65,
             "Unique Valid NAICS Codes": 19,
             "fips": "42001",
             "id": "42001",
             "label_text": "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Adams<br>76.0%</span>",
             "lat": 39.87223427444471,
             "lon": -77.21857518133255,
             "percent_str": "76.0%"
            },
            "type": "Feature"
           }
          ],
          "type": "FeatureCollection"
         },
         "hovertemplate": "<b>%{hovertext}</b><br><br>Percent NAICS Coverage=%{z:.2f}<extra></extra>",
         "hovertext": [
          "Blair",
          "Bradford",
          "Cambria",
          "Clarion",
          "Elk",
          "Indiana",
          "Lackawanna",
          "Mifflin",
          "Montour",
          "Potter",
          "Sullivan",
          "Warren",
          "Armstrong",
          "Allegheny",
          "Beaver",
          "Bucks",
          "Cameron",
          "Centre",
          "Chester",
          "Clearfield",
          "Crawford",
          "Delaware",
          "Erie",
          "Fayette",
          "Franklin",
          "Huntingdon",
          "Juniata",
          "Lawrence",
          "Luzerne",
          "Mercer",
          "Monroe",
          "Northampton",
          "Philadelphia",
          "Snyder",
          "Somerset",
          "Susquehanna",
          "Union",
          "Venango",
          "Washington",
          "York",
          "Berks",
          "Butler",
          "Carbon",
          "Columbia",
          "Forest",
          "Fulton",
          "Lebanon",
          "Lycoming",
          "Perry",
          "Tioga",
          "Wyoming",
          "Bedford",
          "Clinton",
          "Cumberland",
          "Dauphin",
          "Greene",
          "Jefferson",
          "Lancaster",
          "Lehigh",
          "McKean",
          "Schuylkill",
          "Wayne",
          "Westmoreland",
          "Montgomery",
          "Northumberland",
          "Pike",
          "Adams"
         ],
         "locations": [
          "42013",
          "42015",
          "42021",
          "42031",
          "42047",
          "42063",
          "42069",
          "42087",
          "42093",
          "42105",
          "42113",
          "42123",
          "42005",
          "42003",
          "42007",
          "42017",
          "42023",
          "42027",
          "42029",
          "42033",
          "42039",
          "42045",
          "42049",
          "42051",
          "42055",
          "42061",
          "42067",
          "42073",
          "42079",
          "42085",
          "42089",
          "42095",
          "42101",
          "42109",
          "42111",
          "42115",
          "42119",
          "42121",
          "42125",
          "42133",
          "42011",
          "42019",
          "42025",
          "42037",
          "42053",
          "42057",
          "42075",
          "42081",
          "42099",
          "42117",
          "42131",
          "42009",
          "42035",
          "42041",
          "42043",
          "42059",
          "42065",
          "42071",
          "42077",
          "42083",
          "42107",
          "42127",
          "42129",
          "42091",
          "42097",
          "42103",
          "42001"
         ],
         "name": "",
         "type": "choropleth",
         "z": {
          "bdata": "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",
          "dtype": "f8"
         }
        },
        {
         "hoverinfo": "none",
         "lat": {
          "bdata": "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",
          "dtype": "f8"
         },
         "lon": {
          "bdata": "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",
          "dtype": "f8"
         },
         "mode": "text",
         "text": [
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Blair<br>72.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bradford<br>64.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cambria<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clarion<br>84.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Elk<br>72.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Indiana<br>60.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lackawanna<br>88.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mifflin<br>60.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montour<br>60.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Potter<br>64.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Sullivan<br>28.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Warren<br>64.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Armstrong<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Allegheny<br>92.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Beaver<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bucks<br>64.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cameron<br>32.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Centre<br>88.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Chester<br>84.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clearfield<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Crawford<br>60.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Delaware<br>84.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Erie<br>88.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fayette<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Franklin<br>80.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Huntingdon<br>28.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Juniata<br>28.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lawrence<br>56.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Luzerne<br>92.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Mercer<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Monroe<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northampton<br>84.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Philadelphia<br>92.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Snyder<br>64.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Somerset<br>64.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Susquehanna<br>64.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Union<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Venango<br>72.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Washington<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">York<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Berks<br>84.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Butler<br>80.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Carbon<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Columbia<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Forest<br>20.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fulton<br>20.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lebanon<br>72.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lycoming<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Perry<br>32.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Tioga<br>52.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wyoming<br>56.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bedford<br>60.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clinton<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cumberland<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Dauphin<br>88.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Greene<br>36.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Jefferson<br>76.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lancaster<br>84.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lehigh<br>80.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">McKean<br>68.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Schuylkill<br>72.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wayne<br>60.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Westmoreland<br>80.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montgomery<br>84.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northumberland<br>72.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Pike<br>60.0%</span>",
          "<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Adams<br>76.0%</span>"
         ],
         "type": "scattergeo"
        }
       ],
       "layout": {
        "coloraxis": {
         "cmax": 100,
         "cmin": 0,
         "colorbar": {
          "ticksuffix": "%",
          "title": {
           "text": "Percent NAICS Coverage"
          }
         },
         "colorscale": [
          [
           0,
           "#101c25"
          ],
          [
           0.5,
           "#bad4d6"
          ],
          [
           1,
           "#79be54"
          ]
         ]
        },
        "geo": {
         "center": {
          "lat": 40.81757119226621,
          "lon": -77.61565231132181
         },
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "fitbounds": "locations",
         "projection": {
          "scale": 60
         },
         "visible": false
        },
        "height": 800,
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "b": 0,
         "l": 0,
         "r": 0,
         "t": 80
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermap": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermap"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "font": {
          "color": "black",
          "size": 22
         },
         "text": "NAICS Coverage Per County (FY 2025)",
         "x": 0.5,
         "xanchor": "center",
         "yanchor": "top"
        },
        "width": 1300
       }
      },
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "def make_county_penetration_map(county_stats_df, value_column, title, out_image_path=\"county_heat_map.png\", tick_suffix=\"%\", color_continuous_scale=['#101c25', '#bad4d6','#79be54']):\n",
    "    # This file has the FIPS codes and the county shape (geometry)\n",
    "    geojson_url = 'https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json'\n",
    "    gdf = gpd.read_file(geojson_url)\n",
    "    \n",
    "    # We merge your data *onto* the geospatial data\n",
    "    merged_gdf = gdf.merge(county_stats_df, left_on='id', right_on='fips')\n",
    "    \n",
    "    # Filter for Pennsylvania (FIPS prefix '42') \n",
    "    pa_gdf = merged_gdf[merged_gdf['fips'].str.startswith('42')].copy()\n",
    "    \n",
    "    #Calculate the centroid for each county's geometry\n",
    "    #Note: This might warn about CRS, but for plotting it's usually fine.\n",
    "    pa_gdf['centroid'] = pa_gdf.geometry.centroid\n",
    "    \n",
    "    # Extract needed positional data\n",
    "    pa_gdf['lon'] = pa_gdf.centroid.x\n",
    "    pa_gdf['lat'] = pa_gdf.centroid.y\n",
    "    \n",
    "    pa_gdf = pa_gdf.drop(columns=['centroid'])\n",
    "    \n",
    "    # Create the text label\n",
    "    pa_gdf['percent_str'] = (pa_gdf[value_column].round(2).astype(str)) + tick_suffix \n",
    "    # Plotly accepts html styling in text labels\n",
    "    pa_gdf['label_text'] = '<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">' + pa_gdf['County'] + '<br>' + pa_gdf['percent_str'] + \"</span>\"\n",
    "    \n",
    "    \n",
    "    # Create the Base Choropleth Map \n",
    "    fig = px.choropleth(pa_gdf,\n",
    "                        geojson=pa_gdf,\n",
    "                        locations='fips',\n",
    "                        featureidkey='properties.fips',\n",
    "                        color=value_column,    # Column for color\n",
    "                        hover_name='County',\n",
    "                        hover_data={value_column: ':.2f', 'fips': False},\n",
    "                        color_continuous_scale=color_continuous_scale,\n",
    "                        range_color=[0, 100]\n",
    "                       )\n",
    "    \n",
    "    \n",
    "    # Add a scatter plot of the state labels \n",
    "    fig.add_trace(\n",
    "        go.Scattergeo(\n",
    "            lat=pa_gdf['lat'],\n",
    "            lon=pa_gdf['lon'],\n",
    "            text=pa_gdf['label_text'],\n",
    "            mode='text',\n",
    "            hoverinfo='none'\n",
    "        )\n",
    "    )\n",
    "    \n",
    "    \n",
    "    \n",
    "    fig.update_geos(\n",
    "        fitbounds=\"locations\", \n",
    "        visible=False, \n",
    "        projection_scale=60,\n",
    "        center={\"lat\": pa_gdf['lat'].mean(), \"lon\": pa_gdf['lon'].mean()}\n",
    "    )\n",
    "    \n",
    "    fig.update_coloraxes(\n",
    "        colorbar=dict(\n",
    "            title=value_column,\n",
    "            ticksuffix=\"%\",       \n",
    "        )\n",
    "    )\n",
    "    \n",
    "    # Set the layout for saving an image\n",
    "    fig.update_layout(\n",
    "        title=dict(\n",
    "            text=title,\n",
    "            font=dict(size=22, color='black'),\n",
    "            x=0.5,          # center the title horizontally (0=left, 1=right)\n",
    "            xanchor='center',\n",
    "            yanchor='top'\n",
    "        ),\n",
    "        margin={\"r\":0,\"t\":80,\"l\":0,\"b\":0},\n",
    "        width=2000,\n",
    "        height=1200,\n",
    "    )\n",
    "    \n",
    "    # Write the big image then size down for display here\n",
    "    fig.write_image(out_image_path)\n",
    "    fig.update_layout(\n",
    "        title=dict(\n",
    "            text=title,\n",
    "            font=dict(size=22, color='black'),\n",
    "            x=0.5,          # center the title horizontally (0=left, 1=right)\n",
    "            xanchor='center',\n",
    "            yanchor='top'\n",
    "        ),\n",
    "        margin={\"r\":0,\"t\":80,\"l\":0,\"b\":0},\n",
    "        width=1300,\n",
    "        height=800,\n",
    "    )\n",
    "    fig.show()\n",
    "                                \n",
    "                                \n",
    "make_county_penetration_map(county_stats_df, \"Percent NAICS Missing\", \n",
    "                            title=\"Missing Client NAICS Codes Per County (FY 2025)\", \n",
    "                            out_image_path=\"county_missing_heat_map.png\", \n",
    "                            color_continuous_scale=[\n",
    "                                '#cde0c3',\n",
    "                                '#b4e09a',\n",
    "                                #'#9ed67d',\n",
    "                                \n",
    "                                '#6dafb2',\n",
    "                                '#499699',\n",
    "                                '#2d797c',\n",
    "                                '#256e70',\n",
    "                                \n",
    "                                '#156264',\n",
    "                                '#094f51',\n",
    "                                '#004649',\n",
    "\n",
    "                                '#003234',\n",
    "                                '#002f30',\n",
    "                                '#002223',\n",
    "                                '#001111'\n",
    "                            ]\n",
    "                           );\n",
    "\n",
    "make_county_penetration_map(county_stats_df, \"Percent NAICS Coverage\", title=\"NAICS Coverage Per County (FY 2025)\", out_image_path=\"county_coverage_heat_map.png\");\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d1b253a-2cbd-474c-bb7c-ed7e1b9a98ae",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f400daa5-caae-45dc-81b1-5092090d7db3",
   "metadata": {},
   "source": [
    "# Creating the word document\n",
    "---\n",
    "Now we will generate a word document with these graphs on it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8af495fa-aa0b-41e4-9a7f-d411e5d4b5eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import sys\n",
    "from docx import Document\n",
    "from docx.shared import Inches, Pt, RGBColor\n",
    "from docx.enum.text import WD_ALIGN_PARAGRAPH\n",
    "\n",
    "notebook_dir = Path().resolve()  # Current working directory\n",
    "project_root = notebook_dir.parent.parent # Goes up to root/\n",
    "sys.path.insert(0, str(project_root / \"libs\"))\n",
    "\n",
    "from word_library import WordDocumentBuilder, PageConfig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ba7cb145-7866-4c5f-80cb-6c611242199e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def naics_penetration_page_one(builder: WordDocumentBuilder, sector_table:str=\"sector_table.jpg\", penetration_graph:str=\"comparison_graph.png\"):\n",
    "    \n",
    "    for section in builder.doc.sections:\n",
    "        section.top_margin = Inches(0.5)\n",
    "        section.bottom_margin = Inches(0.5)\n",
    "        section.left_margin = Inches(0.5)\n",
    "        section.right_margin = Inches(0.5)\n",
    "    heading_paragraph = builder.doc.add_paragraph()\n",
    "\n",
    "    # TODO: replace this part with using the section numbners of the document builder\n",
    "    heading_run = heading_paragraph.add_run(f\"1.1 NAICS Penetration Study\") \n",
    "    heading_run.font.name = 'Futera'\n",
    "    heading_run.font.size = Pt(12)\n",
    "    heading_run.font.color.rgb = RGBColor(113, 191, 68)\n",
    "    heading_run.bold = True\n",
    "\n",
    "    penetration_picture = builder.doc.add_picture(penetration_graph, width=Inches(7))\n",
    "    last_pg = builder.doc.paragraphs[-1]\n",
    "    last_pg.alignment = WD_ALIGN_PARAGRAPH.CENTER\n",
    "\n",
    "    # TODO: Change this to use section number and prefix in script\n",
    "    pen_note_run = builder.doc.paragraphs[-1].add_run(f\"\\nFigure {\"1.1\"}.{builder.figure_number + 1} shows the percentage of PASBDC clients per NAICS code compared to census percentages.\")\n",
    "    pen_note_run.font.name = 'Futera'\n",
    "    pen_note_run.font.size = Pt(8)\n",
    "    pen_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
    "    pen_note_run.bold = True\n",
    "\n",
    "    builder.figure_number += 1\n",
    "    # Create a table to hold the sector table and an explaination\n",
    "    \n",
    "    picture_table = builder.doc.add_table(rows=2, cols=2)\n",
    "\n",
    "    row1_cells = picture_table.rows[0].cells\n",
    "    row2_cells = picture_table.rows[1].cells\n",
    "\n",
    "    sector_chart_paragrah = row1_cells[0].paragraphs[0]\n",
    "    sector_chart_run = sector_chart_paragrah.add_run()\n",
    "    sector_chart_run.add_picture(sector_table, width=Inches(2.5), height=Inches(3.5))\n",
    "\n",
    "    sector_chart_note_paragraph = row2_cells[0].paragraphs[0]\n",
    "    # TODO: Change this to use section number and prefix in script\n",
    "    sector_note_run = sector_chart_note_paragraph.add_run(f\"Table {\"1.1\"}.{builder.table_number + 1} Shows the NAICS codes for each sector along with the percentage that sector makes up of the PA census data.\")\n",
    "    sector_note_run.font.name = 'Futera'\n",
    "    sector_note_run.font.size = Pt(7)\n",
    "    sector_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
    "    sector_note_run.bold = True\n",
    "\n",
    "    builder.table_number += 1\n",
    "\n",
    "    county_chart_note_paragraph = row2_cells[1].paragraphs[0]\n",
    "    \n",
    "    census_note_run = county_chart_note_paragraph.add_run(f\"NOTE: The US census does not cover agriculture (as that is the responsiblity of the USDA) nor government institutions (as the census measures the private sector). Agriculture data was soruced from the USDA where number of farm operations was used as the statistical stand in. As for government institutions, that data was sourced from the BLS by taking the number of NAICS code 92 organizations.\")\n",
    "    census_note_run.font.name = 'Futera'\n",
    "    census_note_run.font.size = Pt(6)\n",
    "    census_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4d2804fb-69de-4116-83b8-fd99b2eea8ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: Change the percent missing naics parameter to default to something super stupid like a negative number so its obvious when making the script\n",
    "\n",
    "def naics_penetration_page_two(builder: WordDocumentBuilder, county_map:str=\"county_missing_heat_map.png\", percent_missing_naics:float = percent_missing_naics):\n",
    "    # Add the county heat map\n",
    "    sector_chart_paragrah = builder.doc.add_paragraph()\n",
    "    sector_chart_run = sector_chart_paragrah.add_run()\n",
    "    sector_chart_run.add_picture(county_map, width=Inches(7))\n",
    "\n",
    "    last_pg = builder.doc.paragraphs[-1]\n",
    "    last_pg.alignment = WD_ALIGN_PARAGRAPH.CENTER\n",
    "\n",
    "    county_chart_note_paragraph = builder.doc.add_paragraph()\n",
    "    # TODO: Change this to use section number and prefix in script\n",
    "    county_note_run = county_chart_note_paragraph.add_run(f\"Figure {\"1.1\"}.{builder.figure_number + 1} shows the percentage of clients whose NAICS codes were missing in Neoserra by county. Network wide, {percent_missing_naics * 100:.2f}% of client profiles are missing NAICS codes.\")\n",
    "    county_note_run.font.name = 'Futera'\n",
    "    county_note_run.font.size = Pt(7)\n",
    "    county_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
    "    county_note_run.bold = True\n",
    "\n",
    "    builder.figure_number += 1\n",
    "\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1bf0a9cb-2b75-46f7-bccb-488eeb90c1c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "pages = [\n",
    "    PageConfig(naics_penetration_page_one, add_page_break=False),\n",
    "    PageConfig(naics_penetration_page_two, add_page_break=False)\n",
    "]\n",
    "\n",
    "builder = WordDocumentBuilder()\n",
    "\n",
    "doc = builder.create_document(\n",
    "    pages,\n",
    "    \"section1_1.docx\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1dd7fb41-4eb9-45da-b73a-c1b2814e932a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c1402bb-1f87-40b6-b210-bb164f7bf6c8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa4c1fc7-d6b6-40f5-8652-d24b2e83a3fb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.13.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}