Files
testing123/.ipynb_checkpoints/section1_1-checkpoint.ipynb
2026-05-21 08:40:24 -04:00

27544 lines
2.1 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"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": [],
"source": [
"naics_data = get_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": 8,
"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": "markdown",
"id": "eab31e30-c128-47ee-9d42-53ef852eb6bf",
"metadata": {},
"source": [
"### Get the code 11 data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4366e29e-e8d3-417f-bd27-32416fb26eea",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hello\n",
"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": 10,
"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": 11,
"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": 11,
"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": 12,
"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": 12,
"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": 51,
"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",
"Percentage"
]
},
"type": "table"
}
],
"layout": {
"height": 530,
"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
}
}
}
}
},
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"table_headers = [\"Sector\", \"Definition\", \"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",
"\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=530,\n",
" margin=dict(l=10, r=10, t=10, b=10)\n",
")\n",
" \n",
"\n",
"fig.show()\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": 14,
"id": "e2bd80bd-db49-4e8d-89d3-2d6b2b2aa85e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"11049 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>Primary Contact</th>\n",
" <th>Last Counseling</th>\n",
" <th>Phone</th>\n",
" <th>Email</th>\n",
" <th>Physical Address</th>\n",
" <th>Physical Address County</th>\n",
" <th>Physical Address State</th>\n",
" <th>Primary NAICS</th>\n",
" <th>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>Jardenson Castro</td>\n",
" <td>9/9/2025 12:00 AM</td>\n",
" <td>(267) 748-4465</td>\n",
" <td>JardensonC@ICLOUD.com</td>\n",
" <td>6752 Oakland St.</td>\n",
" <td>Philadelphia</td>\n",
" <td>Pennsylvania</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>mark crawley</td>\n",
" <td>10/20/2025 12:00 AM</td>\n",
" <td>(215) 290-9828</td>\n",
" <td>mrkcrawley@gmail.com</td>\n",
" <td>673 Rively ave</td>\n",
" <td>Delaware</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>PS018402</td>\n",
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
" <td>Anjelica Gonzez</td>\n",
" <td>10/14/2024 12:00 AM</td>\n",
" <td>(717) 521-3625</td>\n",
" <td>anjelicagonzalez2001@gmail.com</td>\n",
" <td>1129 High St</td>\n",
" <td>Lycoming</td>\n",
" <td>Pennsylvania</td>\n",
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
" <td>561720-JanitorialServices\\r\\r\\n\\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>RYAN BRENIMAN</td>\n",
" <td>10/17/2025 12:00 AM</td>\n",
" <td>NaN</td>\n",
" <td>r_breniman@yahoo.com</td>\n",
" <td>147 Heeter Rd</td>\n",
" <td>Clarion</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>BU016079</td>\n",
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
" <td>Robert Antanitis, II</td>\n",
" <td>10/21/2024 12:00 AM</td>\n",
" <td>(570) 523-3414</td>\n",
" <td>rob@civilwarcider.com</td>\n",
" <td>606 Market St.</td>\n",
" <td>Union</td>\n",
" <td>Pennsylvania</td>\n",
" <td>312130 - Wineries \\r\\r\\n</td>\n",
" <td>312130-Wineries\\r\\r\\n\\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",
" Primary Contact Last Counseling Phone \\\n",
"0 Jardenson Castro 9/9/2025 12:00 AM (267) 748-4465 \n",
"1 mark crawley 10/20/2025 12:00 AM (215) 290-9828 \n",
"2 Anjelica Gonzez 10/14/2024 12:00 AM (717) 521-3625 \n",
"3 RYAN BRENIMAN 10/17/2025 12:00 AM NaN \n",
"4 Robert Antanitis, II 10/21/2024 12:00 AM (570) 523-3414 \n",
"\n",
" Email Physical Address Physical Address County \\\n",
"0 JardensonC@ICLOUD.com 6752 Oakland St. Philadelphia \n",
"1 mrkcrawley@gmail.com 673 Rively ave Delaware \n",
"2 anjelicagonzalez2001@gmail.com 1129 High St Lycoming \n",
"3 r_breniman@yahoo.com 147 Heeter Rd Clarion \n",
"4 rob@civilwarcider.com 606 Market St. Union \n",
"\n",
" Physical Address State Primary NAICS \\\n",
"0 Pennsylvania NaN \n",
"1 Pennsylvania 531390 - Other Activities Related to Real Esta... \n",
"2 Pennsylvania 561720 - Janitorial Services \\r\\r\\n \n",
"3 Pennsylvania 531120 - Lessors of Nonresidential Buildings (... \n",
"4 Pennsylvania 312130 - Wineries \\r\\r\\n \n",
"\n",
" NAICs \n",
"0 NaN \n",
"1 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... \n",
"2 561720-JanitorialServices\\r\\r\\n\\r\\r\\n \n",
"3 531120-LessorsofNonresidentialBuildings(except... \n",
"4 312130-Wineries\\r\\r\\n\\r\\r\\n "
]
},
"execution_count": 14,
"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": 15,
"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": 16,
"id": "e3d34a69-5f0a-4a68-9da3-2d202cdbbe77",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1648 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>Primary Contact</th>\n",
" <th>Last Counseling</th>\n",
" <th>Phone</th>\n",
" <th>Email</th>\n",
" <th>Physical Address</th>\n",
" <th>Physical Address County</th>\n",
" <th>Physical Address State</th>\n",
" <th>Primary NAICS</th>\n",
" <th>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>Jardenson Castro</td>\n",
" <td>9/9/2025 12:00 AM</td>\n",
" <td>(267) 748-4465</td>\n",
" <td>JardensonC@ICLOUD.com</td>\n",
" <td>6752 Oakland St.</td>\n",
" <td>Philadelphia</td>\n",
" <td>Pennsylvania</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>Armando Diaz</td>\n",
" <td>9/9/2025 12:00 AM</td>\n",
" <td>(267) 864-1319</td>\n",
" <td>lluvianight@gmail.com</td>\n",
" <td>3300 N 6th st</td>\n",
" <td>Philadelphia</td>\n",
" <td>Pennsylvania</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>Martin Shelbo</td>\n",
" <td>7/3/2025 12:00 AM</td>\n",
" <td>(386) 628-7813</td>\n",
" <td>Mgnshelbo@hotmail.com</td>\n",
" <td>750 N 8th St, Apt 23</td>\n",
" <td>Northumberland</td>\n",
" <td>Pennsylvania</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>Olga Ponomarova</td>\n",
" <td>2/14/2025 12:00 AM</td>\n",
" <td>(610) 739-3950</td>\n",
" <td>ovipamerican@gmail.com</td>\n",
" <td>500w W Rosedale Ave</td>\n",
" <td>Chester</td>\n",
" <td>Pennsylvania</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>Samina Amjad</td>\n",
" <td>9/29/2025 12:00 AM</td>\n",
" <td>(443) 823-6075</td>\n",
" <td>saminaghumman786@gmail.com</td>\n",
" <td>300 Mill Ridge Dr</td>\n",
" <td>Bucks</td>\n",
" <td>Pennsylvania</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Client ID Client Primary Contact \\\n",
"0 WD04170 \\tProinnov@ LLC (WD04170) Jardenson Castro \n",
"6 WD04124 Diaz Flat Fix La guinea (WD04124) Armando Diaz \n",
"23 BU018452 \"Nick\" Martin Shelbo (BU018452) Martin Shelbo \n",
"27 KUP269380 ????? ?????????? (KUP269380) Olga Ponomarova \n",
"28 025327 @companion carers Inc (025327) Samina Amjad \n",
"\n",
" Last Counseling Phone Email \\\n",
"0 9/9/2025 12:00 AM (267) 748-4465 JardensonC@ICLOUD.com \n",
"6 9/9/2025 12:00 AM (267) 864-1319 lluvianight@gmail.com \n",
"23 7/3/2025 12:00 AM (386) 628-7813 Mgnshelbo@hotmail.com \n",
"27 2/14/2025 12:00 AM (610) 739-3950 ovipamerican@gmail.com \n",
"28 9/29/2025 12:00 AM (443) 823-6075 saminaghumman786@gmail.com \n",
"\n",
" Physical Address Physical Address County Physical Address State \\\n",
"0 6752 Oakland St. Philadelphia Pennsylvania \n",
"6 3300 N 6th st Philadelphia Pennsylvania \n",
"23 750 N 8th St, Apt 23 Northumberland Pennsylvania \n",
"27 500w W Rosedale Ave Chester Pennsylvania \n",
"28 300 Mill Ridge Dr Bucks Pennsylvania \n",
"\n",
" Primary NAICS NAICs \n",
"0 NaN NaN \n",
"6 NaN NaN \n",
"23 NaN NaN \n",
"27 NaN NaN \n",
"28 NaN NaN "
]
},
"execution_count": 16,
"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": 17,
"id": "869bddcd-e75d-4ca7-8ba4-abc089f08563",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"14.92% 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": 18,
"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>Primary Contact</th>\n",
" <th>Last Counseling</th>\n",
" <th>Phone</th>\n",
" <th>Email</th>\n",
" <th>Physical Address</th>\n",
" <th>Physical Address County</th>\n",
" <th>Physical Address State</th>\n",
" <th>Primary NAICS</th>\n",
" <th>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>Jardenson Castro</td>\n",
" <td>9/9/2025 12:00 AM</td>\n",
" <td>(267) 748-4465</td>\n",
" <td>JardensonC@ICLOUD.com</td>\n",
" <td>6752 Oakland St.</td>\n",
" <td>Philadelphia</td>\n",
" <td>Pennsylvania</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>mark crawley</td>\n",
" <td>10/20/2025 12:00 AM</td>\n",
" <td>(215) 290-9828</td>\n",
" <td>mrkcrawley@gmail.com</td>\n",
" <td>673 Rively ave</td>\n",
" <td>Delaware</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>PS018402</td>\n",
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
" <td>Anjelica Gonzez</td>\n",
" <td>10/14/2024 12:00 AM</td>\n",
" <td>(717) 521-3625</td>\n",
" <td>anjelicagonzalez2001@gmail.com</td>\n",
" <td>1129 High St</td>\n",
" <td>Lycoming</td>\n",
" <td>Pennsylvania</td>\n",
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
" <td>561720-JanitorialServices\\r\\r\\n\\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>RYAN BRENIMAN</td>\n",
" <td>10/17/2025 12:00 AM</td>\n",
" <td>NaN</td>\n",
" <td>r_breniman@yahoo.com</td>\n",
" <td>147 Heeter Rd</td>\n",
" <td>Clarion</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>BU016079</td>\n",
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
" <td>Robert Antanitis, II</td>\n",
" <td>10/21/2024 12:00 AM</td>\n",
" <td>(570) 523-3414</td>\n",
" <td>rob@civilwarcider.com</td>\n",
" <td>606 Market St.</td>\n",
" <td>Union</td>\n",
" <td>Pennsylvania</td>\n",
" <td>312130 - Wineries \\r\\r\\n</td>\n",
" <td>312130-Wineries\\r\\r\\n\\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",
" Primary Contact Last Counseling Phone \\\n",
"0 Jardenson Castro 9/9/2025 12:00 AM (267) 748-4465 \n",
"1 mark crawley 10/20/2025 12:00 AM (215) 290-9828 \n",
"2 Anjelica Gonzez 10/14/2024 12:00 AM (717) 521-3625 \n",
"3 RYAN BRENIMAN 10/17/2025 12:00 AM NaN \n",
"4 Robert Antanitis, II 10/21/2024 12:00 AM (570) 523-3414 \n",
"\n",
" Email Physical Address Physical Address County \\\n",
"0 JardensonC@ICLOUD.com 6752 Oakland St. Philadelphia \n",
"1 mrkcrawley@gmail.com 673 Rively ave Delaware \n",
"2 anjelicagonzalez2001@gmail.com 1129 High St Lycoming \n",
"3 r_breniman@yahoo.com 147 Heeter Rd Clarion \n",
"4 rob@civilwarcider.com 606 Market St. Union \n",
"\n",
" Physical Address State Primary NAICS \\\n",
"0 Pennsylvania NaN \n",
"1 Pennsylvania 531390 - Other Activities Related to Real Esta... \n",
"2 Pennsylvania 561720 - Janitorial Services \\r\\r\\n \n",
"3 Pennsylvania 531120 - Lessors of Nonresidential Buildings (... \n",
"4 Pennsylvania 312130 - Wineries \\r\\r\\n \n",
"\n",
" NAICs \n",
"0 NaN \n",
"1 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... \n",
"2 561720-JanitorialServices\\r\\r\\n\\r\\r\\n \n",
"3 531120-LessorsofNonresidentialBuildings(except... \n",
"4 312130-Wineries\\r\\r\\n\\r\\r\\n "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client_naics_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"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": 20,
"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": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"naics_df.head(30)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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": 22,
"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>Primary Contact</th>\n",
" <th>Last Counseling</th>\n",
" <th>Phone</th>\n",
" <th>Email</th>\n",
" <th>Physical Address</th>\n",
" <th>Physical Address County</th>\n",
" <th>Physical Address State</th>\n",
" <th>Primary NAICS</th>\n",
" <th>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>Jardenson Castro</td>\n",
" <td>9/9/2025 12:00 AM</td>\n",
" <td>(267) 748-4465</td>\n",
" <td>JardensonC@ICLOUD.com</td>\n",
" <td>6752 Oakland St.</td>\n",
" <td>Philadelphia</td>\n",
" <td>Pennsylvania</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>mark crawley</td>\n",
" <td>10/20/2025 12:00 AM</td>\n",
" <td>(215) 290-9828</td>\n",
" <td>mrkcrawley@gmail.com</td>\n",
" <td>673 Rively ave</td>\n",
" <td>Delaware</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</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>Anjelica Gonzez</td>\n",
" <td>10/14/2024 12:00 AM</td>\n",
" <td>(717) 521-3625</td>\n",
" <td>anjelicagonzalez2001@gmail.com</td>\n",
" <td>1129 High St</td>\n",
" <td>Lycoming</td>\n",
" <td>Pennsylvania</td>\n",
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
" <td>561720-JanitorialServices\\r\\r\\n\\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>RYAN BRENIMAN</td>\n",
" <td>10/17/2025 12:00 AM</td>\n",
" <td>NaN</td>\n",
" <td>r_breniman@yahoo.com</td>\n",
" <td>147 Heeter Rd</td>\n",
" <td>Clarion</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
" <td>531120-LessorsofNonresidentialBuildings(except...</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>Robert Antanitis, II</td>\n",
" <td>10/21/2024 12:00 AM</td>\n",
" <td>(570) 523-3414</td>\n",
" <td>rob@civilwarcider.com</td>\n",
" <td>606 Market St.</td>\n",
" <td>Union</td>\n",
" <td>Pennsylvania</td>\n",
" <td>312130 - Wineries \\r\\r\\n</td>\n",
" <td>312130-Wineries\\r\\r\\n\\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",
" Primary Contact Last Counseling Phone \\\n",
"0 Jardenson Castro 9/9/2025 12:00 AM (267) 748-4465 \n",
"1 mark crawley 10/20/2025 12:00 AM (215) 290-9828 \n",
"2 Anjelica Gonzez 10/14/2024 12:00 AM (717) 521-3625 \n",
"3 RYAN BRENIMAN 10/17/2025 12:00 AM NaN \n",
"4 Robert Antanitis, II 10/21/2024 12:00 AM (570) 523-3414 \n",
"\n",
" Email Physical Address Physical Address County \\\n",
"0 JardensonC@ICLOUD.com 6752 Oakland St. Philadelphia \n",
"1 mrkcrawley@gmail.com 673 Rively ave Delaware \n",
"2 anjelicagonzalez2001@gmail.com 1129 High St Lycoming \n",
"3 r_breniman@yahoo.com 147 Heeter Rd Clarion \n",
"4 rob@civilwarcider.com 606 Market St. Union \n",
"\n",
" Physical Address State Primary NAICS \\\n",
"0 Pennsylvania NaN \n",
"1 Pennsylvania 531390 - Other Activities Related to Real Esta... \n",
"2 Pennsylvania 561720 - Janitorial Services \\r\\r\\n \n",
"3 Pennsylvania 531120 - Lessors of Nonresidential Buildings (... \n",
"4 Pennsylvania 312130 - Wineries \\r\\r\\n \n",
"\n",
" NAICs NAICS_2 \n",
"0 NaN 0.0 \n",
"1 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... 53.0 \n",
"2 561720-JanitorialServices\\r\\r\\n\\r\\r\\n 56.0 \n",
"3 531120-LessorsofNonresidentialBuildings(except... 53.0 \n",
"4 312130-Wineries\\r\\r\\n\\r\\r\\n 31.0 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client_naics_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "66f3e784-f1d3-4c05-91a4-36644eff629f",
"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>Primary Contact</th>\n",
" <th>Last Counseling</th>\n",
" <th>Phone</th>\n",
" <th>Email</th>\n",
" <th>Physical Address</th>\n",
" <th>Physical Address County</th>\n",
" <th>Physical Address State</th>\n",
" <th>Primary NAICS</th>\n",
" <th>NAICs</th>\n",
" <th>NAICS_2</th>\n",
" <th>PA 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>Jardenson Castro</td>\n",
" <td>9/9/2025 12:00 AM</td>\n",
" <td>(267) 748-4465</td>\n",
" <td>JardensonC@ICLOUD.com</td>\n",
" <td>6752 Oakland St.</td>\n",
" <td>Philadelphia</td>\n",
" <td>Pennsylvania</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</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>mark crawley</td>\n",
" <td>10/20/2025 12:00 AM</td>\n",
" <td>(215) 290-9828</td>\n",
" <td>mrkcrawley@gmail.com</td>\n",
" <td>673 Rively ave</td>\n",
" <td>Delaware</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
" <td>53.0</td>\n",
" <td>2.510127</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>PS018402</td>\n",
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
" <td>Anjelica Gonzez</td>\n",
" <td>10/14/2024 12:00 AM</td>\n",
" <td>(717) 521-3625</td>\n",
" <td>anjelicagonzalez2001@gmail.com</td>\n",
" <td>1129 High St</td>\n",
" <td>Lycoming</td>\n",
" <td>Pennsylvania</td>\n",
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
" <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
" <td>56.0</td>\n",
" <td>3.605647</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>C8538</td>\n",
" <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
" <td>RYAN BRENIMAN</td>\n",
" <td>10/17/2025 12:00 AM</td>\n",
" <td>NaN</td>\n",
" <td>r_breniman@yahoo.com</td>\n",
" <td>147 Heeter Rd</td>\n",
" <td>Clarion</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
" <td>53.0</td>\n",
" <td>2.510127</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>BU016079</td>\n",
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
" <td>Robert Antanitis, II</td>\n",
" <td>10/21/2024 12:00 AM</td>\n",
" <td>(570) 523-3414</td>\n",
" <td>rob@civilwarcider.com</td>\n",
" <td>606 Market St.</td>\n",
" <td>Union</td>\n",
" <td>Pennsylvania</td>\n",
" <td>312130 - Wineries \\r\\r\\n</td>\n",
" <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
" <td>31.0</td>\n",
" <td>2.876304</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",
" Primary Contact Last Counseling Phone \\\n",
"0 Jardenson Castro 9/9/2025 12:00 AM (267) 748-4465 \n",
"1 mark crawley 10/20/2025 12:00 AM (215) 290-9828 \n",
"2 Anjelica Gonzez 10/14/2024 12:00 AM (717) 521-3625 \n",
"3 RYAN BRENIMAN 10/17/2025 12:00 AM NaN \n",
"4 Robert Antanitis, II 10/21/2024 12:00 AM (570) 523-3414 \n",
"\n",
" Email Physical Address Physical Address County \\\n",
"0 JardensonC@ICLOUD.com 6752 Oakland St. Philadelphia \n",
"1 mrkcrawley@gmail.com 673 Rively ave Delaware \n",
"2 anjelicagonzalez2001@gmail.com 1129 High St Lycoming \n",
"3 r_breniman@yahoo.com 147 Heeter Rd Clarion \n",
"4 rob@civilwarcider.com 606 Market St. Union \n",
"\n",
" Physical Address State Primary NAICS \\\n",
"0 Pennsylvania NaN \n",
"1 Pennsylvania 531390 - Other Activities Related to Real Esta... \n",
"2 Pennsylvania 561720 - Janitorial Services \\r\\r\\n \n",
"3 Pennsylvania 531120 - Lessors of Nonresidential Buildings (... \n",
"4 Pennsylvania 312130 - Wineries \\r\\r\\n \n",
"\n",
" NAICs NAICS_2 \\\n",
"0 NaN 0.0 \n",
"1 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... 53.0 \n",
"2 561720-JanitorialServices\\r\\r\\n\\r\\r\\n 56.0 \n",
"3 531120-LessorsofNonresidentialBuildings(except... 53.0 \n",
"4 312130-Wineries\\r\\r\\n\\r\\r\\n 31.0 \n",
"\n",
" PA NAICs Code Percentage \n",
"0 0.000000 \n",
"1 2.510127 \n",
"2 3.605647 \n",
"3 2.510127 \n",
"4 2.876304 "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"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": 24,
"id": "3545ef45-7efc-44d8-bb7e-59cd821799b8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"11049 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": 25,
"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>Primary Contact</th>\n",
" <th>Last Counseling</th>\n",
" <th>Phone</th>\n",
" <th>Email</th>\n",
" <th>Physical Address</th>\n",
" <th>Physical Address County</th>\n",
" <th>Physical Address State</th>\n",
" <th>Primary NAICS</th>\n",
" <th>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>Jardenson Castro</td>\n",
" <td>9/9/2025 12:00 AM</td>\n",
" <td>(267) 748-4465</td>\n",
" <td>JardensonC@ICLOUD.com</td>\n",
" <td>6752 Oakland St.</td>\n",
" <td>Philadelphia</td>\n",
" <td>Pennsylvania</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>14.915377</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>mark crawley</td>\n",
" <td>10/20/2025 12:00 AM</td>\n",
" <td>(215) 290-9828</td>\n",
" <td>mrkcrawley@gmail.com</td>\n",
" <td>673 Rively ave</td>\n",
" <td>Delaware</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
" <td>53.0</td>\n",
" <td>2.510127</td>\n",
" <td>2.688026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>PS018402</td>\n",
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
" <td>Anjelica Gonzez</td>\n",
" <td>10/14/2024 12:00 AM</td>\n",
" <td>(717) 521-3625</td>\n",
" <td>anjelicagonzalez2001@gmail.com</td>\n",
" <td>1129 High St</td>\n",
" <td>Lycoming</td>\n",
" <td>Pennsylvania</td>\n",
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
" <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
" <td>56.0</td>\n",
" <td>3.605647</td>\n",
" <td>4.344285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>C8538</td>\n",
" <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
" <td>RYAN BRENIMAN</td>\n",
" <td>10/17/2025 12:00 AM</td>\n",
" <td>NaN</td>\n",
" <td>r_breniman@yahoo.com</td>\n",
" <td>147 Heeter Rd</td>\n",
" <td>Clarion</td>\n",
" <td>Pennsylvania</td>\n",
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
" <td>53.0</td>\n",
" <td>2.510127</td>\n",
" <td>2.688026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>BU016079</td>\n",
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
" <td>Robert Antanitis, II</td>\n",
" <td>10/21/2024 12:00 AM</td>\n",
" <td>(570) 523-3414</td>\n",
" <td>rob@civilwarcider.com</td>\n",
" <td>606 Market St.</td>\n",
" <td>Union</td>\n",
" <td>Pennsylvania</td>\n",
" <td>312130 - Wineries \\r\\r\\n</td>\n",
" <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
" <td>31.0</td>\n",
" <td>2.876304</td>\n",
" <td>4.923522</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",
" Primary Contact Last Counseling Phone \\\n",
"0 Jardenson Castro 9/9/2025 12:00 AM (267) 748-4465 \n",
"1 mark crawley 10/20/2025 12:00 AM (215) 290-9828 \n",
"2 Anjelica Gonzez 10/14/2024 12:00 AM (717) 521-3625 \n",
"3 RYAN BRENIMAN 10/17/2025 12:00 AM NaN \n",
"4 Robert Antanitis, II 10/21/2024 12:00 AM (570) 523-3414 \n",
"\n",
" Email Physical Address Physical Address County \\\n",
"0 JardensonC@ICLOUD.com 6752 Oakland St. Philadelphia \n",
"1 mrkcrawley@gmail.com 673 Rively ave Delaware \n",
"2 anjelicagonzalez2001@gmail.com 1129 High St Lycoming \n",
"3 r_breniman@yahoo.com 147 Heeter Rd Clarion \n",
"4 rob@civilwarcider.com 606 Market St. Union \n",
"\n",
" Physical Address State Primary NAICS \\\n",
"0 Pennsylvania NaN \n",
"1 Pennsylvania 531390 - Other Activities Related to Real Esta... \n",
"2 Pennsylvania 561720 - Janitorial Services \\r\\r\\n \n",
"3 Pennsylvania 531120 - Lessors of Nonresidential Buildings (... \n",
"4 Pennsylvania 312130 - Wineries \\r\\r\\n \n",
"\n",
" NAICs NAICS_2 \\\n",
"0 NaN 0.0 \n",
"1 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... 53.0 \n",
"2 561720-JanitorialServices\\r\\r\\n\\r\\r\\n 56.0 \n",
"3 531120-LessorsofNonresidentialBuildings(except... 53.0 \n",
"4 312130-Wineries\\r\\r\\n\\r\\r\\n 31.0 \n",
"\n",
" PA NAICs Code Percentage PASBDC NAICs Code Percentage \n",
"0 0.000000 14.915377 \n",
"1 2.510127 2.688026 \n",
"2 3.605647 4.344285 \n",
"3 2.510127 2.688026 \n",
"4 2.876304 4.923522 "
]
},
"execution_count": 25,
"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": 26,
"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": 27,
"id": "83c9f59a-f4ad-4b0d-abec-99330fb967aa",
"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": "xErdSazULUCbMeuxGbP+P+CRKAEeicI/WLZygWUrtz8zxAwxQ8wQQP4aO+GvsRNA/ho74a+xA0AmkvxzIskPQAYl8mVQIv8//7ue9b/rCUByGPkZh5EfQBh9wXnRF/w/0Nq8Aa3N2z/UAUlJHZAEQKvoVrGKbuU/PRFYzxOBBUD7NkOzbzMkQOCRKAEeiaI/wggWIYxgEUCQQzz/OMQDQGT1uTZWnxtAxZt1TLxZF0APcwr1MKcgQAYl8mVQIh9A5/p7ca6/1z8=",
"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 - Manufacturing",
"32 - Manufacturing",
"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": "xErdSazULUCbMeuxGbP+P+CRKAEeicI/WLZygWUrtz8zxAwxQ8wQQP4aO+GvsRNA/ho74a+xA0AmkvxzIskPQAYl8mVQIv8//7ue9b/rCUByGPkZh5EfQBh9wXnRF/w/0Nq8Aa3N2z/UAUlJHZAEQKvoVrGKbuU/PRFYzxOBBUD7NkOzbzMkQOCRKAEeiaI/wggWIYxgEUCQQzz/OMQDQGT1uTZWnxtAxZt1TLxZF0APcwr1MKcgQAYl8mVQIh9A5/p7ca6/1z8=",
"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 - Manufacturing",
"32 - Manufacturing",
"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+88yT9qI1xNZcMYQLw4uLerAgdAvDi4t6sCB0C8OLi3qwIHQPx0aYgRmRRAFFTuAb9FIUAUVO4Bv0UhQNyP+ZtorQJA3I/5m2itAkAOgzaypGvzP5X6i+3Qbg5AViKJqb0UBEAItUmsEx0qQAwFYWDvNeA/ure8lV3YDEBGydJysq3zPyiAD4DG7jBABVOYCoR2AUBEszPDcPoYQFYgapidCCdA9YKSmvlc8T8=",
"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 - Manufacturing",
"xanchor": "center",
"y": 3.8922670703282902,
"yanchor": "bottom"
},
{
"font": {
"color": "#27323a",
"size": 12
},
"showarrow": false,
"text": "2.88%",
"x": "32 - Manufacturing",
"xanchor": "center",
"y": 3.8922670703282902,
"yanchor": "bottom"
},
{
"font": {
"color": "#27323a",
"size": 12
},
"showarrow": false,
"text": "2.88%",
"x": "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",
"\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",
"\n",
"# TODO: Deal with empty naics value\n",
"\n",
"\n",
"client_naics_df[\"NAICS_2\"] = client_naics_df[\"NAICS_2\"].astype(float).astype(int)\n",
"\n",
"# So our data has a percetnage for each row which represent sthe percentage of these metrics for the whole state.\n",
"# by taking the mean, we are adding up all values that are the same and dividing by the number of values which will result in the single value shared on all rows\n",
"# This is a just a quick way to squash the data for use in the graph\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",
"# Add industry name from mapping\n",
"agg_df[\"Industry\"] = agg_df[\"NAICS_2\"].map(lambda x: naics_mapping.get(x, {}).get(\"Industry\", \"Unknown\"))\n",
"agg_df[\"PA_Mapped_Percentage\"] = agg_df[\"NAICS_2\"].map(lambda x: naics_mapping.get(x, {}).get(\"PA_Percentage\", None))\n",
"\n",
"# Combine label for x-axis\n",
"agg_df[\"NAICS_Label\"] = agg_df[\"NAICS_2\"].astype(str) + \" - \" + agg_df[\"Industry\"]\n",
"\n",
"# -------------------- Plot PASBDC Bars --------------------------------------\n",
"fig = px.bar(\n",
" agg_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",
"\n",
"fig.update_traces(marker_color=\"#6ebe4d\") \n",
"\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=agg_df[\"NAICS_Label\"],\n",
" y=agg_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 = agg_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(agg_df[\"NAICS_Label\"], agg_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], # extra space for annotations\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\")\n"
]
},
{
"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": 33,
"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": 33,
"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": 35,
"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": 37,
"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": 37,
"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": 38,
"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": 38,
"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": 39,
"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": 39,
"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": "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": 48,
"id": "82a73940-b35a-4fd1-a75a-36f78ead7895",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_9441/822823508.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_9441/822823508.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_9441/822823508.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": "tCAgh2+WU8BMjOUiAyFTwMkVnAOPrVPAPDi5dxjbU8D7BJ4pUalTwMnHn1+JxVPAlyN+Le3mUsDkRhgFGWdTwKz/LVXHKlPAocRcP1R5U8Dli13fziBTwMfTmG7H0VPAXvSow8rdU8AMRaIwp/5TwPL1Fg1SFlTAC7M1ZMTGUsDuk7IiDI1TwDTKwSRedFPAWGcbCL7vUsCJUUj9Rp5TwIkRLtveBlTA3Hi3TJHZUsAEtNYkFAJUwKfImi456VPAbOVuzkxuU8Ct5Bz/hH5TwHHmkJP5WVPApSvYCGYVVMA4L+074P5SwBCv4JCGEFTAGG2H0r7VUsBeG4X/tdNSwODlJY7wyFLAlqLPKotEU8CckvYcxcFTwMt3Ox4v81LAfI7fZJJEU8CtZDHzoPBTwGWxWO8GEFTAbdAz38MuU8C+Dt0eP/tSwGtMOvBs+lPAKlYIqi7tUsDBA2P41xlTwKm2uLHYzlPAkxXuCCSHU8Bb0M5/Sx1TwEJgWlPiQ1PAOBFHvHVQU8D8e8eaVlBTwLoMR/H1AFPAwwE/tVWfU8BtD/J0mWhTwDJgScqcUFPAajgyFYUxU8DnEMXhSQ5UwPmP25PYv1PACQ4Pq8MPU8DXgiQQH+ZSwBdYnhCipFPAu+ZpwZsNU8B/BkUVSdNSwHFfArfA3VPA2fi/tY/XUsC/QIHQfy1TwDDuQKkDwlLAmeLBIv1NU8A=",
"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,
"#79be54"
],
[
0.16666666666666666,
"#ddf0f7"
],
[
0.3333333333333333,
"#c6dbe2"
],
[
0.5,
"#a7d2e2"
],
[
0.6666666666666666,
"#313C47"
],
[
0.8333333333333334,
"#2A3440"
],
[
1,
"#101c25"
]
]
},
"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_9441/822823508.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_9441/822823508.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_9441/822823508.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": "WgHXGBY9RECiuUle9+REQOIn18ZJP0RAhikK5gSZREBTSrY2zLZEQJh1tMliU0RAorE8sqO3RECQVVjb4E5EQNBeYuZChERAERon4FbfRECsdLHKIblEQLqIz8Mb6ERAuE6EQPxnREAsLfY9hjtEQOOLkRRSV0RAZgDxOOwqRECo5Jy82bdEQMX5jDsFdkRA1PfL3Kf8Q0Dao66r639EQBFubrag10RA39/zZzj1Q0C6C6/cBf9EQHoFepnl9UNAqTOQqmH2Q0CGLTN27zVEQO+JmNIFRERAg4hx0tF+RECV78l3q5ZEQJMWIXaZpkRAvw4500aHRECk0u6bLGBEQBotBfiOAERASucZn6xiRECzkwAmUfxDQFPUxFhH6URA5ZBHzx16REDF5ofTkLNEQMjvjLInGERAo7wh+3f1Q0C5ahIELDVEQJfn8MWodERA6UE/q+J0REDBLJthYIZEQL7JYqe/wURATYjgIZH2Q0A3+ez1xy5EQAushmMCrERAR9RoWGAzRECE/Sht8eJEQF1dZ2urwkRASIeahMIARECfZ/8MMJ5EQBmw4uEuFURAVG0Mapk0RECBKQLNKe1DQL5Cj5CkkERAWabRjcMEREA2dMtEWk5EQCt9mV+e50RALoLzOltaREDDKJu0H9NEQBzEaVKdJ0RAVdrtjUAbREC171Mo4GxEQERjWjNHqkRAXJhpX6XvQ0A=",
"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",
"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",
" '#79be54', \n",
" #'#8EBD79',\n",
" '#ddf0f7',\n",
" '#c6dbe2',\n",
" '#a7d2e2',\n",
" '#313C47',\n",
" '#2A3440',\n",
" '#101c25']\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": "code",
"execution_count": null,
"id": "61a7c10c-392a-42ec-a589-34ca2c666ec5",
"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
}