27577 lines
2.0 MiB
27577 lines
2.0 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "4235cfaf-5e1d-49ac-bab9-4f1dc8b057d7",
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"metadata": {},
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"outputs": [],
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"source": [
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"import requests\n",
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"import pandas as pd\n",
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"import textwrap\n",
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"import plotly.graph_objects as go\n",
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"import plotly.express as px\n",
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"import kaleido\n",
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"import addfips"
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]
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},
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{
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"cell_type": "markdown",
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"id": "34c4ded6-fc29-4754-a7f7-d69559d4464f",
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"metadata": {},
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"source": [
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"# Obtaining NAICS data for PA\n",
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"---\n",
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"To make the 1.1 Section of the desk review we first need to obtain the cencus business data for PA\n",
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"\n",
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"The below function obtains the 2022 census (Most recent data year at time of writing) and returns it as a 2D array"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "d52921ed-3689-4aec-a841-1aefc34c7fa9",
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_naics_data(api_url = \"https://api.census.gov/data/2022/ecnbasic?get=group(EC2200BASIC)&NAICS2022=pseudo(N0200.00)&ucgid=0400000US42\"):\n",
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" try:\n",
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" census_naics_json = requests.get(api_url)\n",
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" \n",
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" if census_naics_json.status_code == 200:\n",
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" table_data = census_naics_json.json()\n",
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" return table_data\n",
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" else:\n",
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" return []\n",
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" \n",
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" except requests.exceptions.RequestException as e:\n",
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" print(\"Failed to get NAICS census data from the API. Verify that the url is still correct.\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "09f5a056-f219-4a28-b3b1-2a5763508cd5",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[['EMP', 'EMP_F', 'EMP_IMP', 'EMP_IMP_F', 'ESTAB', 'ESTAB_F', 'FIRM', 'FIRM_F', 'GEO_ID', 'GEO_ID_F', 'NAME', 'NAICS2022', 'NAICS2022_F', 'NAICS2022_LABEL', 'PAYANN', 'PAYANN_F', 'PAYANN_IMP', 'PAYANN_IMP_F', 'PAYQTR1', 'PAYQTR1_F', 'RCPTOT', 'RCPTOT_F', 'RCPTOT_IMP', 'RCPTOT_IMP_F', 'TAXSTAT', 'TAXSTAT_LABEL', 'TYPOP', 'TYPOP_LABEL', 'YEAR', 'NAICS2022', 'ucgid'], ['19792', None, '0', '2', '832', None, '614', None, '0400000US42', None, 'Pennsylvania', '21', None, 'Mining, quarrying, and oil and gas extraction', '1784460', None, '0', '2', '445665', None, '44369022', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '21', '0400000US42'], ['30844', None, '0', '1', '917', None, '252', None, '0400000US42', None, 'Pennsylvania', '22', None, 'Utilities', '3538744', None, '0', '0', '1078106', None, '32259552', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '22', '0400000US42'], ['39822', None, '0', '0', '4706', None, '4548', None, '0400000US42', None, 'Pennsylvania', '81', '119', 'Other services (except public administration)', '1781964', None, '0', '0', '416683', None, '25604266', None, '0', '0', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '81', '0400000US42'], ['261765', None, '0', '2', '28792', None, '28433', None, '0400000US42', None, 'Pennsylvania', '23', None, 'Construction', '18896978', None, '0', '0', '4007954', None, '93996998', None, '0', '1', '00', 'All establishments', '00', 'All establishments', '2022', '23', '0400000US42'], ['563035', None, '0', '2', '13377', None, '11984', None, '0400000US42', None, 'Pennsylvania', '31-33', None, 'Manufacturing', '36353647', None, '0', '2', '8835257', None, '262564512', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '31-33', '0400000US42'], ['252741', None, '0', '3', '12585', None, '9750', None, '0400000US42', None, 'Pennsylvania', '42', None, 'Wholesale trade', '21162185', None, '0', '4', '5607679', None, '411318239', None, '0', '1', '00', 'All establishments', '00', 'All establishments', '2022', '42', '0400000US42'], ['202600', None, '0', '3', '10632', None, '8321', None, '0400000US42', None, 'Pennsylvania', '42', None, 'Wholesale trade', '15143956', None, '0', '3', '3728627', None, '259322722', None, '0', '1', '00', 'All establishments', '10', \"Merchant wholesalers, except manufacturers' sales branches and offices\", '2022', '42', '0400000US42'], ['40420', None, '0', '6', '732', None, '330', None, '0400000US42', None, 'Pennsylvania', '42', None, 'Wholesale trade', '5294916', None, '0', '7', '1708821', None, '121491259', None, '0', '1', '00', 'All establishments', '20', \"Manufacturers' sales branches and offices\", '2022', '42', '0400000US42'], ['689445', None, '0', '2', '40165', None, '24552', None, '0400000US42', None, 'Pennsylvania', '44-45', None, 'Retail trade', '22798490', None, '0', '2', '5482917', None, '301886383', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '44-45', '0400000US42'], ['272785', None, '0', '2', '10858', None, '8798', None, '0400000US42', None, 'Pennsylvania', '48-49', '107', 'Transportation and warehousing', '13976679', None, '0', '2', '3337124', None, '42748848', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '48-49', '0400000US42'], ['107284', None, '0', '3', '5645', None, '2877', None, '0400000US42', None, 'Pennsylvania', '51', None, 'Information', '10240723', None, '0', '3', '2874268', None, '47462326', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '51', '0400000US42'], ['319889', None, '0', '2', '17692', None, '8906', None, '0400000US42', None, 'Pennsylvania', '52', '115', 'Finance and insurance', '32714999', None, '0', '2', '10239224', None, '270729542', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '52', '0400000US42'], ['77732', None, '0', '2', '11674', None, '8702', None, '0400000US42', None, 'Pennsylvania', '53', None, 'Real estate and rental and leasing', '4747740', None, '0', '1', '1182233', None, '27046613', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '53', '0400000US42'], ['391239', None, '0', '2', '30362', None, '27665', None, '0400000US42', None, 'Pennsylvania', '54', None, 'Professional, scientific, and technical services', '35025855', None, '0', '2', '8635386', None, '92640000', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '54', '0400000US42'], ['385749', None, '0', '2', '30161', None, '27552', None, '0400000US42', None, 'Pennsylvania', '54', None, 'Professional, scientific, and technical services', '34609148', None, '0', '2', '8540229', None, '91663124', None, '0', '3', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '54', '0400000US42'], ['5490', None, '0', '2', '201', None, '118', None, '0400000US42', None, 'Pennsylvania', '54', None, 'Professional, scientific, and technical services', '416707', None, '0', '1', '95157', None, '976876', None, '0', '3', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '54', '0400000US42'], ['243649', None, '0', '3', '2356', None, '1369', None, '0400000US42', None, 'Pennsylvania', '55', None, 'Management of companies and enterprises', '22253581', None, '0', '3', '6614090', None, '2963566', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '55', '0400000US42'], ['362904', None, '0', '2', '16769', None, '14161', None, '0400000US42', None, 'Pennsylvania', '56', None, 'Administrative and support and waste management and remediation services', '16073022', None, '0', '2', '3744495', None, '41378855', None, '0', '3', '00', 'All establishments', '00', 'All establishments', '2022', '56', '0400000US42'], ['524181', None, '0', '3', '8729', None, '3414', None, '0400000US42', None, 'Pennsylvania', '62', None, 'Health care and social assistance', '29549195', None, '0', '3', '6932316', None, '80068178', None, '0', '4', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '62', '0400000US42'], ['26627', None, '0', '1', '2860', None, '2720', None, '0400000US42', None, 'Pennsylvania', '61', '117', 'Educational services', '957785', None, '0', '1', '222531', None, '2767178', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '61', '0400000US42'], ['18878', None, '0', '2', '2270', None, '2163', None, '0400000US42', None, 'Pennsylvania', '61', '117', 'Educational services', '600188', None, '0', '2', '137158', None, '1844599', None, '0', '3', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '61', '0400000US42'], ['7749', None, '0', '1', '590', None, '558', None, '0400000US42', None, 'Pennsylvania', '61', '117', 'Educational services', '357597', None, '0', '1', '85373', None, '922579', None, '0', '1', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '61', '0400000US42'], ['1109625', None, '0', '2', '39375', None, '23841', None, '0400000US42', None, 'Pennsylvania', '62', None, 'Health care and social assistance', '61823458', None, '0', '2', '14423975', None, '154216328', None, '0', '4', '00', 'All establishments', '00', 'All establishments', '2022', '62', '0400000US42'], ['585444', None, '0', '2', '30646', None, '20539', None, '0400000US42', None, 'Pennsylvania', '62', None, 'Health care and social assistance', '32274263', None, '0', '2', '7491659', None, '74148150', None, '0', '4', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '62', '0400000US42'], ['100712', None, '0', '1', '5076', None, '4693', None, '0400000US42', None, 'Pennsylvania', '71', None, 'Arts, entertainment, and recreation', '4172509', None, '0', '0', '881024', None, '13079147', None, '0', '1', '00', 'All establishments', '00', 'All establishments', '2022', '71', '0400000US42'], ['69561', None, '0', '2', '3762', None, '3501', None, '0400000US42', None, 'Pennsylvania', '71', None, 'Arts, entertainment, and recreation', '3218925', None, '0', '1', '684522', None, '10360135', None, '0', '1', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '71', '0400000US42'], ['31151', None, '0', '1', '1314', None, '1194', None, '0400000US42', None, 'Pennsylvania', '71', None, 'Arts, entertainment, and recreation', '953584', None, '0', '0', '196502', None, '2719012', None, '0', '0', 'Y', 'Establishments exempt from federal income tax', '00', 'All establishments', '2022', '71', '0400000US42'], ['462379', None, '0', '1', '29042', None, '23281', None, '0400000US42', None, 'Pennsylvania', '72', None, 'Accommodation and food services', '9724441', None, '0', '1', '2193189', None, '34888736', None, '0', '2', '00', 'All establishments', '00', 'All establishments', '2022', '72', '0400000US42'], ['162373', None, '0', '1', '26781', None, '24498', None, '0400000US42', None, 'Pennsylvania', '81', '119', 'Other services (except public administration)', '6204798', None, '0', '1', '1420492', None, '40428262', None, '0', '0', '00', 'All establishments', '00', 'All establishments', '2022', '81', '0400000US42'], ['122551', None, '0', '1', '22075', None, '19955', None, '0400000US42', None, 'Pennsylvania', '81', '119', 'Other services (except public administration)', '4422834', None, '0', '1', '1003809', None, '14823996', None, '0', '2', 'T', 'Establishments subject to federal income tax', '00', 'All establishments', '2022', '81', '0400000US42']]\n"
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]
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}
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],
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"source": [
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"naics_data = get_naics_data()\n",
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"print(naics_data)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "d30062d9-d88f-4bf8-8f62-65030aabae86",
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"metadata": {},
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"outputs": [],
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"source": [
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"column_names = naics_data[0]\n",
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"records = naics_data[1:]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "6818b1ee-87cb-491d-b922-98f7352be74b",
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"metadata": {},
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"outputs": [],
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"source": [
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"naics_df = pd.DataFrame(records, columns=column_names)\n",
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"# Convert the establishments column into an int so we can sum it\n",
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"naics_df[\"ESTAB\"] = naics_df[\"ESTAB\"].map(int)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "d2cb0774-2a62-4332-b2d7-0edfd65edc22",
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"metadata": {},
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"source": [
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"# Obtaining data for NAICS codes 92 and 11\n",
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"---\n",
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"The main US Census data does not cover codes 92 (goverment operated institutions) and 11 (agriculture)\n",
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"\n",
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"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",
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"\n",
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"Therefore we need to query both of these institutions to get a count of establishments\n",
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"\n",
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"Developer documentation here: https://www.bls.gov/developers/api_python.htm#python2"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3d37f711-37c3-4e0e-9bc2-05f12e483f6d",
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"metadata": {},
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"source": [
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"### Get the code 92 data from the BLS:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "1c8228fc-015e-468b-82ae-6b7340eea6cd",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Data obtained from http://data.bls.gov/cew/data/api/2022/a/area/42000.csv\n",
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"5047 NAICS 92 organizations\n"
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]
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}
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],
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"source": [
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"import urllib \n",
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"import urllib.request\n",
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"import io\n",
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"# 42000 is the code for PA\n",
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"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",
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" api_url = api_url.replace(\"[YEAR]\",year)\n",
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" api_url = api_url.replace(\"[AREA]\",area_code.upper())\n",
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" \n",
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" httpStream = urllib.request.urlopen(api_url)\n",
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" csv = httpStream.read()\n",
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" httpStream.close()\n",
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" \n",
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" print(\"Data obtained from\", api_url)\n",
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" return pd.read_csv(io.StringIO(csv.decode('UTF-8')))\n",
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" \n",
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"\n",
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"bls_df = get_bls_public_admin_data(\"2022\")\n",
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"\n",
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"# Summing here because there will be 3 sums within this data. One for local, state, and federal institutions\n",
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"naics_92_count = bls_df[bls_df[\"industry_code\"].str.strip() == \"92\"]['annual_avg_estabs'].sum()\n",
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"bls_df.to_csv(\"bls_naics_data.csv\")\n",
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"print(naics_92_count, \"NAICS 92 organizations\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "c9c95796-d77a-4360-9b63-36dc1c0ef058",
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"metadata": {},
|
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"outputs": [],
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"source": []
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},
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{
|
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"cell_type": "markdown",
|
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"id": "eab31e30-c128-47ee-9d42-53ef852eb6bf",
|
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"metadata": {},
|
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"source": [
|
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"### Get the code 11 data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "4366e29e-e8d3-417f-bd27-32416fb26eea",
|
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"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
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"output_type": "stream",
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"text": [
|
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"https://quickstats.nass.usda.gov/api/api_GET/?key=72A4453A-E4CB-3D1C-BF42-03B6FAF9E7E6&source_desc=CENSUS§or_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",
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"49053 farm operations in PA\n"
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]
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}
|
|
],
|
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"source": [
|
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"import requests\n",
|
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"import urllib.parse\n",
|
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"import io\n",
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"\n",
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"def get_farm_operations():\n",
|
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" API_KEY = \"72A4453A-E4CB-3D1C-BF42-03B6FAF9E7E6\"\n",
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" SOURCE_DESC = \"CENSUS\"\n",
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" SECTOR_DESC = \"ECONOMICS\"\n",
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" GROUP_DESC = \"FARMS & LAND & ASSETS\"\n",
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" COMMODITY_DESC = \"FARM OPERATIONS\"\n",
|
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" UNIT_DESC = \"OPERATIONS\"\n",
|
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" AGG_LEVEL = \"STATE\"\n",
|
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" STATE_ALPHA = \"PA\"\n",
|
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" DOMAIN_DESC = \"TOTAL\"\n",
|
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" SHORT_DESC = \"FARM OPERATIONS - NUMBER OF OPERATIONS\"\n",
|
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" YEAR = \"2022\"\n",
|
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" \n",
|
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" api_url = f\"https://quickstats.nass.usda.gov/api/api_GET/?key={API_KEY}&source_desc={SOURCE_DESC}§or_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",
|
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" print(api_url)\n",
|
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" result = requests.get(api_url)\n",
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"\n",
|
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" if result.status_code == 200:\n",
|
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" return pd.read_csv(io.StringIO(result.text))\n",
|
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" else:\n",
|
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" raise Exception(\"Could not query quickstats API, check the url!\")\n",
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"\n",
|
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"naics_11_df = get_farm_operations()\n",
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"\n",
|
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"naics_11_count = int(str(naics_11_df.iloc[0][\"Value\"]).replace(\",\", \"\"))\n",
|
|
"print(naics_11_count, \" farm operations in PA\")"
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]
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},
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|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "e36493e8-1df6-4a63-880b-a1a9b7592662",
|
|
"metadata": {},
|
|
"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
|
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"465076 Total businesses in PA recorded in the census\n"
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]
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}
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],
|
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"source": [
|
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"# This is the column containing the count of establishments in each NAICS code\n",
|
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"total_establishments = naics_df[\"ESTAB\"].sum() + naics_92_count + naics_11_count\n",
|
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"print(total_establishments, \"Total businesses in PA recorded in the census\")"
|
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]
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},
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{
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"cell_type": "markdown",
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"id": "21911f6d-80a8-46e9-8e67-d100950a1af9",
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"metadata": {},
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"source": [
|
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"# Aggregating NAICS establishment counts\n",
|
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"---\n",
|
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"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"
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]
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},
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{
|
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"cell_type": "code",
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"execution_count": 9,
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"id": "5867ff9e-052f-44aa-8961-a74dfad6b586",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>NAICS_CODE</th>\n",
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" <th>ESTAB</th>\n",
|
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" <th>NAICS2022_LABEL</th>\n",
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" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
|
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" <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>"
|
|
],
|
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"text/plain": [
|
|
" NAICS_CODE ESTAB NAICS2022_LABEL\n",
|
|
"18 92 5047 Government Institutions (local, state, and fed...\n",
|
|
"17 81 53562 Other services (except public administration)\n",
|
|
"16 72 29042 Accommodation and food services\n",
|
|
"15 71 10152 Arts, entertainment, and recreation\n",
|
|
"14 62 78750 Health care and social assistance\n",
|
|
"13 61 5720 Educational services\n",
|
|
"12 56 16769 Administrative and support and waste managemen...\n",
|
|
"11 55 2356 Management of companies and enterprises\n",
|
|
"10 54 60724 Professional, scientific, and technical services\n",
|
|
"9 53 11674 Real estate and rental and leasing\n",
|
|
"8 52 17692 Finance and insurance\n",
|
|
"7 51 5645 Information\n",
|
|
"6 48-49 10858 Transportation and warehousing\n",
|
|
"5 44-45 40165 Retail trade\n",
|
|
"4 42 23949 Wholesale trade\n",
|
|
"3 31-33 13377 Manufacturing\n",
|
|
"2 23 28792 Construction\n",
|
|
"1 22 917 Utilities\n",
|
|
"0 21 832 Mining, quarrying, and oil and gas extraction\n",
|
|
"19 11 49053 Farm Operations\n",
|
|
"20 0 0 Missing NAICS value"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create a new NAICS code column as there are two in the data for whatever reason\n",
|
|
"naics_df[\"NAICS_CODE\"] = naics_df[\"NAICS2022\"].iloc[:, 0]\n",
|
|
"\n",
|
|
"# Group the records by their NAICS_CODE and name, then aggregate the sums for the groups\n",
|
|
"naics_df = naics_df.groupby(\n",
|
|
" ['NAICS_CODE']\n",
|
|
").agg({\"ESTAB\": \"sum\", \"NAICS2022_LABEL\": \"first\"}).reset_index()\n",
|
|
"\n",
|
|
"# Append the NAICS 92 data\n",
|
|
"\n",
|
|
"naics_92_data = pd.DataFrame({\n",
|
|
" 'NAICS_CODE': [\"92\"],\n",
|
|
" 'NAICS2022_LABEL': [\"Government Institutions (local, state, and federal)\"],\n",
|
|
" 'ESTAB': [naics_92_count]\n",
|
|
"})\n",
|
|
"\n",
|
|
"naics_11_data = pd.DataFrame({\n",
|
|
" 'NAICS_CODE': [\"11\"],\n",
|
|
" 'NAICS2022_LABEL': [\"Farm Operations\"],\n",
|
|
" 'ESTAB': [naics_11_count]\n",
|
|
"})\n",
|
|
"\n",
|
|
"# So we have a sentinal value that means no value. NAICS 0 does not exist\n",
|
|
"missing_data = pd.DataFrame({\n",
|
|
" 'NAICS_CODE': [\"0\"],\n",
|
|
" 'NAICS2022_LABEL': [\"Missing NAICS value\"],\n",
|
|
" 'ESTAB': [0]\n",
|
|
"})\n",
|
|
"\n",
|
|
"naics_df = pd.concat([naics_df, naics_92_data, naics_11_data, missing_data], ignore_index=True)\n",
|
|
"naics_df = naics_df.sort_values(by='NAICS_CODE', ascending=False)\n",
|
|
"naics_df.head(60)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8a59e45d-d2cb-41ea-83c8-4879a10c9451",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Adding a percentage to each NAICS code\n",
|
|
"---\n",
|
|
"Now that we have a total count for the number of all establishments, we need to calculate the percentage each code makes up of the total"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "63482154-c2b7-42da-a93e-b4b44c6a443f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
|
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" }\n",
|
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>NAICS_CODE</th>\n",
|
|
" <th>ESTAB</th>\n",
|
|
" <th>NAICS2022_LABEL</th>\n",
|
|
" <th>Percentage</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>14</th>\n",
|
|
" <td>62</td>\n",
|
|
" <td>78750</td>\n",
|
|
" <td>Health care and social assistance</td>\n",
|
|
" <td>16.932716</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>54</td>\n",
|
|
" <td>60724</td>\n",
|
|
" <td>Professional, scientific, and technical services</td>\n",
|
|
" <td>13.056791</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>17</th>\n",
|
|
" <td>81</td>\n",
|
|
" <td>53562</td>\n",
|
|
" <td>Other services (except public administration)</td>\n",
|
|
" <td>11.516827</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>19</th>\n",
|
|
" <td>11</td>\n",
|
|
" <td>49053</td>\n",
|
|
" <td>Farm Operations</td>\n",
|
|
" <td>10.547308</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>44-45</td>\n",
|
|
" <td>40165</td>\n",
|
|
" <td>Retail trade</td>\n",
|
|
" <td>8.636223</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>16</th>\n",
|
|
" <td>72</td>\n",
|
|
" <td>29042</td>\n",
|
|
" <td>Accommodation and food services</td>\n",
|
|
" <td>6.244571</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>23</td>\n",
|
|
" <td>28792</td>\n",
|
|
" <td>Construction</td>\n",
|
|
" <td>6.190816</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>42</td>\n",
|
|
" <td>23949</td>\n",
|
|
" <td>Wholesale trade</td>\n",
|
|
" <td>5.149481</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>52</td>\n",
|
|
" <td>17692</td>\n",
|
|
" <td>Finance and insurance</td>\n",
|
|
" <td>3.804109</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>12</th>\n",
|
|
" <td>56</td>\n",
|
|
" <td>16769</td>\n",
|
|
" <td>Administrative and support and waste managemen...</td>\n",
|
|
" <td>3.605647</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>31-33</td>\n",
|
|
" <td>13377</td>\n",
|
|
" <td>Manufacturing</td>\n",
|
|
" <td>2.876304</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>53</td>\n",
|
|
" <td>11674</td>\n",
|
|
" <td>Real estate and rental and leasing</td>\n",
|
|
" <td>2.510127</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>48-49</td>\n",
|
|
" <td>10858</td>\n",
|
|
" <td>Transportation and warehousing</td>\n",
|
|
" <td>2.334672</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15</th>\n",
|
|
" <td>71</td>\n",
|
|
" <td>10152</td>\n",
|
|
" <td>Arts, entertainment, and recreation</td>\n",
|
|
" <td>2.182869</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>61</td>\n",
|
|
" <td>5720</td>\n",
|
|
" <td>Educational services</td>\n",
|
|
" <td>1.229907</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>51</td>\n",
|
|
" <td>5645</td>\n",
|
|
" <td>Information</td>\n",
|
|
" <td>1.213780</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>18</th>\n",
|
|
" <td>92</td>\n",
|
|
" <td>5047</td>\n",
|
|
" <td>Government Institutions (local, state, and fed...</td>\n",
|
|
" <td>1.085199</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>55</td>\n",
|
|
" <td>2356</td>\n",
|
|
" <td>Management of companies and enterprises</td>\n",
|
|
" <td>0.506584</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>22</td>\n",
|
|
" <td>917</td>\n",
|
|
" <td>Utilities</td>\n",
|
|
" <td>0.197172</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>21</td>\n",
|
|
" <td>832</td>\n",
|
|
" <td>Mining, quarrying, and oil and gas extraction</td>\n",
|
|
" <td>0.178895</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>20</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Missing NAICS value</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" NAICS_CODE ESTAB NAICS2022_LABEL \\\n",
|
|
"14 62 78750 Health care and social assistance \n",
|
|
"10 54 60724 Professional, scientific, and technical services \n",
|
|
"17 81 53562 Other services (except public administration) \n",
|
|
"19 11 49053 Farm Operations \n",
|
|
"5 44-45 40165 Retail trade \n",
|
|
"16 72 29042 Accommodation and food services \n",
|
|
"2 23 28792 Construction \n",
|
|
"4 42 23949 Wholesale trade \n",
|
|
"8 52 17692 Finance and insurance \n",
|
|
"12 56 16769 Administrative and support and waste managemen... \n",
|
|
"3 31-33 13377 Manufacturing \n",
|
|
"9 53 11674 Real estate and rental and leasing \n",
|
|
"6 48-49 10858 Transportation and warehousing \n",
|
|
"15 71 10152 Arts, entertainment, and recreation \n",
|
|
"13 61 5720 Educational services \n",
|
|
"7 51 5645 Information \n",
|
|
"18 92 5047 Government Institutions (local, state, and fed... \n",
|
|
"11 55 2356 Management of companies and enterprises \n",
|
|
"1 22 917 Utilities \n",
|
|
"0 21 832 Mining, quarrying, and oil and gas extraction \n",
|
|
"20 0 0 Missing NAICS value \n",
|
|
"\n",
|
|
" Percentage \n",
|
|
"14 16.932716 \n",
|
|
"10 13.056791 \n",
|
|
"17 11.516827 \n",
|
|
"19 10.547308 \n",
|
|
"5 8.636223 \n",
|
|
"16 6.244571 \n",
|
|
"2 6.190816 \n",
|
|
"4 5.149481 \n",
|
|
"8 3.804109 \n",
|
|
"12 3.605647 \n",
|
|
"3 2.876304 \n",
|
|
"9 2.510127 \n",
|
|
"6 2.334672 \n",
|
|
"15 2.182869 \n",
|
|
"13 1.229907 \n",
|
|
"7 1.213780 \n",
|
|
"18 1.085199 \n",
|
|
"11 0.506584 \n",
|
|
"1 0.197172 \n",
|
|
"0 0.178895 \n",
|
|
"20 0.000000 "
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"naics_df[\"Percentage\"] = (naics_df[\"ESTAB\"] / total_establishments) * 100\n",
|
|
"#naics_df = naics_df[naics_df['NAICS2022_LABEL'].notna() & (naics_df['NAICS2022_LABEL'] != '')]\n",
|
|
"naics_df = naics_df.sort_values(by=['Percentage'], ascending=False)\n",
|
|
"naics_df.head(30)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "218de75d-65c7-46e0-888b-27af0bcc6f80",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Displaying NAICS source data\n",
|
|
"---\n",
|
|
"Now we need a way to show this data in the final report, lets make a table of it. For this I'll be using plotly as matplotlib does not have the needed utilities for making good tables"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "9f263ae7-11c9-47b8-900e-844a54fffe38",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"cells": {
|
|
"align": [
|
|
"left",
|
|
"left",
|
|
"right"
|
|
],
|
|
"fill": {
|
|
"color": "#bad4d6"
|
|
},
|
|
"font": {
|
|
"color": "black",
|
|
"size": 11
|
|
},
|
|
"values": [
|
|
[
|
|
"62",
|
|
"54",
|
|
"81",
|
|
"11",
|
|
"44-45",
|
|
"72",
|
|
"23",
|
|
"42",
|
|
"52",
|
|
"56",
|
|
"31-33",
|
|
"53",
|
|
"48-49",
|
|
"71",
|
|
"61",
|
|
"51",
|
|
"92",
|
|
"55",
|
|
"22",
|
|
"21",
|
|
"0"
|
|
],
|
|
[
|
|
"Health care and social assistance",
|
|
"Professional, scientific, and technical<br>services",
|
|
"Other services (except public administration)",
|
|
"Farm Operations",
|
|
"Retail trade",
|
|
"Accommodation and food services",
|
|
"Construction",
|
|
"Wholesale trade",
|
|
"Finance and insurance",
|
|
"Administrative and support and waste<br>management and remediation services",
|
|
"Manufacturing",
|
|
"Real estate and rental and leasing",
|
|
"Transportation and warehousing",
|
|
"Arts, entertainment, and recreation",
|
|
"Educational services",
|
|
"Information",
|
|
"Government Institutions (local, state, and<br>federal)",
|
|
"Management of companies and enterprises",
|
|
"Utilities",
|
|
"Mining, quarrying, and oil and gas extraction",
|
|
"Missing NAICS value"
|
|
],
|
|
[
|
|
"16.93%",
|
|
"13.06%",
|
|
"11.52%",
|
|
"10.55%",
|
|
"8.64%",
|
|
"6.24%",
|
|
"6.19%",
|
|
"5.15%",
|
|
"3.80%",
|
|
"3.61%",
|
|
"2.88%",
|
|
"2.51%",
|
|
"2.33%",
|
|
"2.18%",
|
|
"1.23%",
|
|
"1.21%",
|
|
"1.09%",
|
|
"0.51%",
|
|
"0.20%",
|
|
"0.18%",
|
|
"0.00%"
|
|
]
|
|
]
|
|
},
|
|
"columnwidth": [
|
|
0.15,
|
|
0.5,
|
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0.15
|
|
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|
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|
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|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
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|
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"table_headers = [\"Sector\", \"Definition\", \"PA Census Percentage\"]\n",
|
|
"\n",
|
|
"# For whatever reason, there are 2 of these identical columns\n",
|
|
"naics_codes = naics_df[\"NAICS_CODE\"]\n",
|
|
"naics_code_names = naics_df[\"NAICS2022_LABEL\"]\n",
|
|
"percentages = [f\"{x:.2f}%\" for x in naics_df[\"Percentage\"]]\n",
|
|
"\n",
|
|
"# --- 2. Create a new list of \"wrapped\" names ---\n",
|
|
"# This loops through each name, wraps it at 45 characters,\n",
|
|
"# and joins the lines with an HTML break <br>\n",
|
|
"width = 45 # Adjust this width as needed\n",
|
|
"wrapped_names = ['<br>'.join(textwrap.wrap(name, width=width)) for name in naics_code_names]\n",
|
|
"\n",
|
|
"\n",
|
|
"fig = go.Figure(data=[\n",
|
|
" go.Table(\n",
|
|
" header=dict(values=table_headers, fill_color='#6ebe4d'),\n",
|
|
" cells=dict(\n",
|
|
" # --- 3. Use the new 'wrapped_names' list ---\n",
|
|
" values=[naics_codes, wrapped_names, percentages],\n",
|
|
" \n",
|
|
" # --- 4. REMOVE the height=100 parameter ---\n",
|
|
" # This lets Plotly auto-size the row height to fit the wrapped text.\n",
|
|
" \n",
|
|
" # Optional: Align all text to the left/top for readability\n",
|
|
" align=['left', 'left', 'right'],\n",
|
|
" font=dict(size=11, color='black'),\n",
|
|
" fill_color='#bad4d6'\n",
|
|
" ),\n",
|
|
" columnwidth=[0.15, 0.5, 0.15], # Your column widths are good\n",
|
|
" )]\n",
|
|
")\n",
|
|
"\n",
|
|
"fig.update_layout(\n",
|
|
" height=575,\n",
|
|
" width=500,\n",
|
|
" margin=dict(l=10, r=10, t=10, b=10)\n",
|
|
")\n",
|
|
" \n",
|
|
"\n",
|
|
"fig.show()\n",
|
|
"\n",
|
|
"fig.write_image(\"sector_table.jpg\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c6f73aa0-a9fc-4b78-8829-d252b24a745e",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Cleaning Up the Neoserra Data\n",
|
|
"---\n",
|
|
"Now that we have the census data cleaned up and in a usable form, we need to merge it with the neoserra data in a graphic that compares the NAICS codes of the clients served.\n",
|
|
"\n",
|
|
"The data for this section can be obtained by running the following filter and exporting a quick report: https://pasbdc.neoserra.com/clients?__formid=3&remove=&savename=&sort=CLIENT_ID&sortdir=ASC&expr=&field_1=REVIEWID&opt_1=13213656&field_2=&sortdir=ASC\n",
|
|
"\n",
|
|
"OR by going to this goalcard and following through to the clients served: https://pasbdc.neoserra.com/scorecards/goalset/708"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "e2bd80bd-db49-4e8d-89d3-2d6b2b2aa85e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11050 Clients Total\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Client ID</th>\n",
|
|
" <th>Client</th>\n",
|
|
" <th>Last Counseling</th>\n",
|
|
" <th>Center</th>\n",
|
|
" <th>Physical Address County</th>\n",
|
|
" <th>NAICs</th>\n",
|
|
" <th>Primary NAICS</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>WD04170</td>\n",
|
|
" <td>\\tProinnov@ LLC (WD04170)</td>\n",
|
|
" <td>9/9/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>WD02759</td>\n",
|
|
" <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
|
|
" <td>10/20/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Delaware</td>\n",
|
|
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
|
|
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>PS018402</td>\n",
|
|
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
|
|
" <td>10/14/2024 12:00 AM</td>\n",
|
|
" <td>Penn State SBDC</td>\n",
|
|
" <td>Lycoming</td>\n",
|
|
" <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>C8538</td>\n",
|
|
" <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
|
|
" <td>10/17/2025 12:00 AM</td>\n",
|
|
" <td>PennWest University Clarion SBDC</td>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
|
|
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>BU016079</td>\n",
|
|
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
|
|
" <td>10/21/2024 12:00 AM</td>\n",
|
|
" <td>Bucknell SBDC</td>\n",
|
|
" <td>Union</td>\n",
|
|
" <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>312130 - Wineries \\r\\r\\n</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Client ID Client \\\n",
|
|
"0 WD04170 \\tProinnov@ LLC (WD04170) \n",
|
|
"1 WD02759 \"C.J.A.\"/ Crawley Jones and Allen real estate... \n",
|
|
"2 PS018402 Anjie's Cleaning Bees (PS018402) \n",
|
|
"3 C8538 BRENIMAN PROPERTIES, LLC (C8538) \n",
|
|
"4 BU016079 Civil War Cider Co., Inc. (BU016079) \n",
|
|
"\n",
|
|
" Last Counseling Center \\\n",
|
|
"0 9/9/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"1 10/20/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"2 10/14/2024 12:00 AM Penn State SBDC \n",
|
|
"3 10/17/2025 12:00 AM PennWest University Clarion SBDC \n",
|
|
"4 10/21/2024 12:00 AM Bucknell SBDC \n",
|
|
"\n",
|
|
" Physical Address County NAICs \\\n",
|
|
"0 Philadelphia NaN \n",
|
|
"1 Delaware 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... \n",
|
|
"2 Lycoming 561720-JanitorialServices\\r\\r\\n\\r\\r\\n \n",
|
|
"3 Clarion 531120-LessorsofNonresidentialBuildings(except... \n",
|
|
"4 Union 312130-Wineries\\r\\r\\n\\r\\r\\n \n",
|
|
"\n",
|
|
" Primary NAICS \n",
|
|
"0 NaN \n",
|
|
"1 531390 - Other Activities Related to Real Esta... \n",
|
|
"2 561720 - Janitorial Services \\r\\r\\n \n",
|
|
"3 531120 - Lessors of Nonresidential Buildings (... \n",
|
|
"4 312130 - Wineries \\r\\r\\n "
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"client_naics_df = pd.read_csv(\"clients_naics_data.csv\")\n",
|
|
"client_count = client_naics_df.shape[0]\n",
|
|
"print(client_count,\"Clients Total\")\n",
|
|
"client_naics_df.head()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "539b75ad-c032-478e-9d35-514eecbe1ed4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"missing_naics_df = client_naics_df[client_naics_df[\"NAICs\"].isna() & client_naics_df[\"Primary NAICS\"].isna()]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "e3d34a69-5f0a-4a68-9da3-2d202cdbbe77",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"1526 Clients with missing NAICS values\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" }\n",
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"\n",
|
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" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
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" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Client ID</th>\n",
|
|
" <th>Client</th>\n",
|
|
" <th>Last Counseling</th>\n",
|
|
" <th>Center</th>\n",
|
|
" <th>Physical Address County</th>\n",
|
|
" <th>NAICs</th>\n",
|
|
" <th>Primary NAICS</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>WD04170</td>\n",
|
|
" <td>\\tProinnov@ LLC (WD04170)</td>\n",
|
|
" <td>9/9/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>WD04124</td>\n",
|
|
" <td>Diaz Flat Fix La guinea (WD04124)</td>\n",
|
|
" <td>9/9/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>23</th>\n",
|
|
" <td>BU018452</td>\n",
|
|
" <td>\"Nick\" Martin Shelbo (BU018452)</td>\n",
|
|
" <td>7/3/2025 12:00 AM</td>\n",
|
|
" <td>Bucknell SBDC</td>\n",
|
|
" <td>Northumberland</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>27</th>\n",
|
|
" <td>KUP269380</td>\n",
|
|
" <td>????? ?????????? (KUP269380)</td>\n",
|
|
" <td>2/14/2025 12:00 AM</td>\n",
|
|
" <td>Kutztown University SBDC</td>\n",
|
|
" <td>Chester</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>28</th>\n",
|
|
" <td>025327</td>\n",
|
|
" <td>@companion carers Inc (025327)</td>\n",
|
|
" <td>9/29/2025 12:00 AM</td>\n",
|
|
" <td>LE - LEHIGH UNIVERSITY SBDC</td>\n",
|
|
" <td>Bucks</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Client ID Client Last Counseling \\\n",
|
|
"0 WD04170 \\tProinnov@ LLC (WD04170) 9/9/2025 12:00 AM \n",
|
|
"6 WD04124 Diaz Flat Fix La guinea (WD04124) 9/9/2025 12:00 AM \n",
|
|
"23 BU018452 \"Nick\" Martin Shelbo (BU018452) 7/3/2025 12:00 AM \n",
|
|
"27 KUP269380 ????? ?????????? (KUP269380) 2/14/2025 12:00 AM \n",
|
|
"28 025327 @companion carers Inc (025327) 9/29/2025 12:00 AM \n",
|
|
"\n",
|
|
" Center Physical Address County NAICs Primary NAICS \n",
|
|
"0 WD - WIDENER SBDC Philadelphia NaN NaN \n",
|
|
"6 WD - WIDENER SBDC Philadelphia NaN NaN \n",
|
|
"23 Bucknell SBDC Northumberland NaN NaN \n",
|
|
"27 Kutztown University SBDC Chester NaN NaN \n",
|
|
"28 LE - LEHIGH UNIVERSITY SBDC Bucks NaN NaN "
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"missing_count = missing_naics_df.shape[0]\n",
|
|
"print(missing_count, \"Clients with missing NAICS values\")\n",
|
|
"missing_naics_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "869bddcd-e75d-4ca7-8ba4-abc089f08563",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"13.81% of clients are missing NAICS values\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(f\"{(missing_count / client_count) * 100 :.2f}%\", \"of clients are missing NAICS values\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "adb5a9a8-2b22-40c8-8387-d775040a85d3",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Combining the data\n",
|
|
"---\n",
|
|
"Now we need to take the census data we downloaded before, and tag each client with the assocaited percentage.\n",
|
|
"\n",
|
|
"The first step of this is to turn the 6 digit code into a 2 digit identifier. To do this we just take the first 2 digits.\n",
|
|
"\n",
|
|
"We also need to process the census data a little bit more because of the ranges of codes used within the counts."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "cc6327a9-8c6d-4634-85d1-c1043d9dcaab",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
|
|
"\n",
|
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Client ID</th>\n",
|
|
" <th>Client</th>\n",
|
|
" <th>Last Counseling</th>\n",
|
|
" <th>Center</th>\n",
|
|
" <th>Physical Address County</th>\n",
|
|
" <th>NAICs</th>\n",
|
|
" <th>Primary NAICS</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>WD04170</td>\n",
|
|
" <td>\\tProinnov@ LLC (WD04170)</td>\n",
|
|
" <td>9/9/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>WD02759</td>\n",
|
|
" <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
|
|
" <td>10/20/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Delaware</td>\n",
|
|
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
|
|
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>PS018402</td>\n",
|
|
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
|
|
" <td>10/14/2024 12:00 AM</td>\n",
|
|
" <td>Penn State SBDC</td>\n",
|
|
" <td>Lycoming</td>\n",
|
|
" <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>C8538</td>\n",
|
|
" <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
|
|
" <td>10/17/2025 12:00 AM</td>\n",
|
|
" <td>PennWest University Clarion SBDC</td>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
|
|
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>BU016079</td>\n",
|
|
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
|
|
" <td>10/21/2024 12:00 AM</td>\n",
|
|
" <td>Bucknell SBDC</td>\n",
|
|
" <td>Union</td>\n",
|
|
" <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>312130 - Wineries \\r\\r\\n</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Client ID Client \\\n",
|
|
"0 WD04170 \\tProinnov@ LLC (WD04170) \n",
|
|
"1 WD02759 \"C.J.A.\"/ Crawley Jones and Allen real estate... \n",
|
|
"2 PS018402 Anjie's Cleaning Bees (PS018402) \n",
|
|
"3 C8538 BRENIMAN PROPERTIES, LLC (C8538) \n",
|
|
"4 BU016079 Civil War Cider Co., Inc. (BU016079) \n",
|
|
"\n",
|
|
" Last Counseling Center \\\n",
|
|
"0 9/9/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"1 10/20/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"2 10/14/2024 12:00 AM Penn State SBDC \n",
|
|
"3 10/17/2025 12:00 AM PennWest University Clarion SBDC \n",
|
|
"4 10/21/2024 12:00 AM Bucknell SBDC \n",
|
|
"\n",
|
|
" Physical Address County NAICs \\\n",
|
|
"0 Philadelphia NaN \n",
|
|
"1 Delaware 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... \n",
|
|
"2 Lycoming 561720-JanitorialServices\\r\\r\\n\\r\\r\\n \n",
|
|
"3 Clarion 531120-LessorsofNonresidentialBuildings(except... \n",
|
|
"4 Union 312130-Wineries\\r\\r\\n\\r\\r\\n \n",
|
|
"\n",
|
|
" Primary NAICS \n",
|
|
"0 NaN \n",
|
|
"1 531390 - Other Activities Related to Real Esta... \n",
|
|
"2 561720 - Janitorial Services \\r\\r\\n \n",
|
|
"3 531120 - Lessors of Nonresidential Buildings (... \n",
|
|
"4 312130 - Wineries \\r\\r\\n "
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"client_naics_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "415205d4-1ad3-4b78-9a05-925f29deb42f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"def tag_two_digit_naics(row):\n",
|
|
" new_col_name = \"NAICS_2\"\n",
|
|
"\n",
|
|
" if pd.isna(row[\"NAICs\"]) and pd.isna(row[\"Primary NAICS\"]):\n",
|
|
" row[new_col_name] = np.nan; \n",
|
|
" return row\n",
|
|
"\n",
|
|
" if pd.isna(row[\"NAICs\"]):\n",
|
|
" row[new_col_name] = int(row[\"Primary NAICS\"][:2])\n",
|
|
" return row\n",
|
|
" elif pd.isna(row[\"Primary NAICS\"]):\n",
|
|
" row[new_col_name] = int(row[\"NAICs\"][:2])\n",
|
|
" return row\n",
|
|
" else:\n",
|
|
" # Then both columns are not na, default to the Primary NAICs\n",
|
|
" row[new_col_name] = int(row[\"Primary NAICS\"][:2])\n",
|
|
" return row\n",
|
|
" \n",
|
|
" return row \n",
|
|
" \n",
|
|
"client_naics_df = client_naics_df.apply(tag_two_digit_naics, axis=1)\n",
|
|
"\n",
|
|
"# Deal with missing NAICS values\n",
|
|
"client_naics_df[\"NAICS_2\"] = client_naics_df[\"NAICS_2\"].fillna(0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "b52f9656-3d61-4e81-9fb9-de9c0ab3ffce",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>NAICS_CODE</th>\n",
|
|
" <th>ESTAB</th>\n",
|
|
" <th>NAICS2022_LABEL</th>\n",
|
|
" <th>Percentage</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>14</th>\n",
|
|
" <td>62</td>\n",
|
|
" <td>78750</td>\n",
|
|
" <td>Health care and social assistance</td>\n",
|
|
" <td>16.932716</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>54</td>\n",
|
|
" <td>60724</td>\n",
|
|
" <td>Professional, scientific, and technical services</td>\n",
|
|
" <td>13.056791</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>17</th>\n",
|
|
" <td>81</td>\n",
|
|
" <td>53562</td>\n",
|
|
" <td>Other services (except public administration)</td>\n",
|
|
" <td>11.516827</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>19</th>\n",
|
|
" <td>11</td>\n",
|
|
" <td>49053</td>\n",
|
|
" <td>Farm Operations</td>\n",
|
|
" <td>10.547308</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>44-45</td>\n",
|
|
" <td>40165</td>\n",
|
|
" <td>Retail trade</td>\n",
|
|
" <td>8.636223</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>16</th>\n",
|
|
" <td>72</td>\n",
|
|
" <td>29042</td>\n",
|
|
" <td>Accommodation and food services</td>\n",
|
|
" <td>6.244571</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>23</td>\n",
|
|
" <td>28792</td>\n",
|
|
" <td>Construction</td>\n",
|
|
" <td>6.190816</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>42</td>\n",
|
|
" <td>23949</td>\n",
|
|
" <td>Wholesale trade</td>\n",
|
|
" <td>5.149481</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>52</td>\n",
|
|
" <td>17692</td>\n",
|
|
" <td>Finance and insurance</td>\n",
|
|
" <td>3.804109</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>12</th>\n",
|
|
" <td>56</td>\n",
|
|
" <td>16769</td>\n",
|
|
" <td>Administrative and support and waste managemen...</td>\n",
|
|
" <td>3.605647</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>31-33</td>\n",
|
|
" <td>13377</td>\n",
|
|
" <td>Manufacturing</td>\n",
|
|
" <td>2.876304</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>53</td>\n",
|
|
" <td>11674</td>\n",
|
|
" <td>Real estate and rental and leasing</td>\n",
|
|
" <td>2.510127</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>48-49</td>\n",
|
|
" <td>10858</td>\n",
|
|
" <td>Transportation and warehousing</td>\n",
|
|
" <td>2.334672</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15</th>\n",
|
|
" <td>71</td>\n",
|
|
" <td>10152</td>\n",
|
|
" <td>Arts, entertainment, and recreation</td>\n",
|
|
" <td>2.182869</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>61</td>\n",
|
|
" <td>5720</td>\n",
|
|
" <td>Educational services</td>\n",
|
|
" <td>1.229907</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>51</td>\n",
|
|
" <td>5645</td>\n",
|
|
" <td>Information</td>\n",
|
|
" <td>1.213780</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>18</th>\n",
|
|
" <td>92</td>\n",
|
|
" <td>5047</td>\n",
|
|
" <td>Government Institutions (local, state, and fed...</td>\n",
|
|
" <td>1.085199</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>55</td>\n",
|
|
" <td>2356</td>\n",
|
|
" <td>Management of companies and enterprises</td>\n",
|
|
" <td>0.506584</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>22</td>\n",
|
|
" <td>917</td>\n",
|
|
" <td>Utilities</td>\n",
|
|
" <td>0.197172</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>21</td>\n",
|
|
" <td>832</td>\n",
|
|
" <td>Mining, quarrying, and oil and gas extraction</td>\n",
|
|
" <td>0.178895</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>20</th>\n",
|
|
" <td>0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Missing NAICS value</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" NAICS_CODE ESTAB NAICS2022_LABEL \\\n",
|
|
"14 62 78750 Health care and social assistance \n",
|
|
"10 54 60724 Professional, scientific, and technical services \n",
|
|
"17 81 53562 Other services (except public administration) \n",
|
|
"19 11 49053 Farm Operations \n",
|
|
"5 44-45 40165 Retail trade \n",
|
|
"16 72 29042 Accommodation and food services \n",
|
|
"2 23 28792 Construction \n",
|
|
"4 42 23949 Wholesale trade \n",
|
|
"8 52 17692 Finance and insurance \n",
|
|
"12 56 16769 Administrative and support and waste managemen... \n",
|
|
"3 31-33 13377 Manufacturing \n",
|
|
"9 53 11674 Real estate and rental and leasing \n",
|
|
"6 48-49 10858 Transportation and warehousing \n",
|
|
"15 71 10152 Arts, entertainment, and recreation \n",
|
|
"13 61 5720 Educational services \n",
|
|
"7 51 5645 Information \n",
|
|
"18 92 5047 Government Institutions (local, state, and fed... \n",
|
|
"11 55 2356 Management of companies and enterprises \n",
|
|
"1 22 917 Utilities \n",
|
|
"0 21 832 Mining, quarrying, and oil and gas extraction \n",
|
|
"20 0 0 Missing NAICS value \n",
|
|
"\n",
|
|
" Percentage \n",
|
|
"14 16.932716 \n",
|
|
"10 13.056791 \n",
|
|
"17 11.516827 \n",
|
|
"19 10.547308 \n",
|
|
"5 8.636223 \n",
|
|
"16 6.244571 \n",
|
|
"2 6.190816 \n",
|
|
"4 5.149481 \n",
|
|
"8 3.804109 \n",
|
|
"12 3.605647 \n",
|
|
"3 2.876304 \n",
|
|
"9 2.510127 \n",
|
|
"6 2.334672 \n",
|
|
"15 2.182869 \n",
|
|
"13 1.229907 \n",
|
|
"7 1.213780 \n",
|
|
"18 1.085199 \n",
|
|
"11 0.506584 \n",
|
|
"1 0.197172 \n",
|
|
"0 0.178895 \n",
|
|
"20 0.000000 "
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"naics_df.head(30)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "014f9a41-6f5f-4ea0-8768-568097fc1498",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"62 = 16.932716373237923\n",
|
|
"54 = 13.056790718076186\n",
|
|
"81 = 11.516827357249138\n",
|
|
"11 = 10.547308396907171\n",
|
|
"44 = 8.636222896902872\n",
|
|
"45 = 8.636222896902872\n",
|
|
"72 = 6.244570779829534\n",
|
|
"23 = 6.190816124676397\n",
|
|
"42 = 5.1494809450498416\n",
|
|
"52 = 3.804109435877147\n",
|
|
"56 = 3.605647249051768\n",
|
|
"31 = 2.876304087934015\n",
|
|
"32 = 2.876304087934015\n",
|
|
"33 = 2.876304087934015\n",
|
|
"53 = 2.5101273770308508\n",
|
|
"48 = 2.3346721826110137\n",
|
|
"49 = 2.3346721826110137\n",
|
|
"71 = 2.1828690364585577\n",
|
|
"61 = 1.2299065099037576\n",
|
|
"51 = 1.2137801133578168\n",
|
|
"92 = 1.0851989782315148\n",
|
|
"55 = 0.5065838701631562\n",
|
|
"22 = 0.19717207510170381\n",
|
|
"21 = 0.17889549234963747\n",
|
|
"0 = 0.0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create a mapping between the 2 didgit NAICS code and the assocaited percentage in PA\n",
|
|
"# 0 will represent no data\n",
|
|
"naics_mapping = {0: 0.0}\n",
|
|
"\n",
|
|
"for index, row in naics_df.iterrows():\n",
|
|
" split = str(row[\"NAICS_CODE\"]).split('-')\n",
|
|
" if len(split) == 2:\n",
|
|
" for code in range(int(split[0]), int(split[1]) + 1):\n",
|
|
" naics_mapping[code] = float(row[\"Percentage\"])\n",
|
|
" print(code, \"=\", row[\"Percentage\"])\n",
|
|
" else:\n",
|
|
" naics_mapping[int(row[\"NAICS_CODE\"])] = float(row[\"Percentage\"])\n",
|
|
" print(int(row[\"NAICS_CODE\"]), \"=\", row[\"Percentage\"])\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "fa3fb374-ef70-4781-8e29-9a535e66e824",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
|
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Client ID</th>\n",
|
|
" <th>Client</th>\n",
|
|
" <th>Last Counseling</th>\n",
|
|
" <th>Center</th>\n",
|
|
" <th>Physical Address County</th>\n",
|
|
" <th>NAICs</th>\n",
|
|
" <th>Primary NAICS</th>\n",
|
|
" <th>NAICS_2</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>WD04170</td>\n",
|
|
" <td>\\tProinnov@ LLC (WD04170)</td>\n",
|
|
" <td>9/9/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>WD02759</td>\n",
|
|
" <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
|
|
" <td>10/20/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Delaware</td>\n",
|
|
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
|
|
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
|
|
" <td>53.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>PS018402</td>\n",
|
|
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
|
|
" <td>10/14/2024 12:00 AM</td>\n",
|
|
" <td>Penn State SBDC</td>\n",
|
|
" <td>Lycoming</td>\n",
|
|
" <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
|
|
" <td>56.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>C8538</td>\n",
|
|
" <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
|
|
" <td>10/17/2025 12:00 AM</td>\n",
|
|
" <td>PennWest University Clarion SBDC</td>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
|
|
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
|
|
" <td>53.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>BU016079</td>\n",
|
|
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
|
|
" <td>10/21/2024 12:00 AM</td>\n",
|
|
" <td>Bucknell SBDC</td>\n",
|
|
" <td>Union</td>\n",
|
|
" <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>312130 - Wineries \\r\\r\\n</td>\n",
|
|
" <td>31.0</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Client ID Client \\\n",
|
|
"0 WD04170 \\tProinnov@ LLC (WD04170) \n",
|
|
"1 WD02759 \"C.J.A.\"/ Crawley Jones and Allen real estate... \n",
|
|
"2 PS018402 Anjie's Cleaning Bees (PS018402) \n",
|
|
"3 C8538 BRENIMAN PROPERTIES, LLC (C8538) \n",
|
|
"4 BU016079 Civil War Cider Co., Inc. (BU016079) \n",
|
|
"\n",
|
|
" Last Counseling Center \\\n",
|
|
"0 9/9/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"1 10/20/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"2 10/14/2024 12:00 AM Penn State SBDC \n",
|
|
"3 10/17/2025 12:00 AM PennWest University Clarion SBDC \n",
|
|
"4 10/21/2024 12:00 AM Bucknell SBDC \n",
|
|
"\n",
|
|
" Physical Address County NAICs \\\n",
|
|
"0 Philadelphia NaN \n",
|
|
"1 Delaware 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... \n",
|
|
"2 Lycoming 561720-JanitorialServices\\r\\r\\n\\r\\r\\n \n",
|
|
"3 Clarion 531120-LessorsofNonresidentialBuildings(except... \n",
|
|
"4 Union 312130-Wineries\\r\\r\\n\\r\\r\\n \n",
|
|
"\n",
|
|
" Primary NAICS NAICS_2 \n",
|
|
"0 NaN 0.0 \n",
|
|
"1 531390 - Other Activities Related to Real Esta... 53.0 \n",
|
|
"2 561720 - Janitorial Services \\r\\r\\n 56.0 \n",
|
|
"3 531120 - Lessors of Nonresidential Buildings (... 53.0 \n",
|
|
"4 312130 - Wineries \\r\\r\\n 31.0 "
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"client_naics_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "66f3e784-f1d3-4c05-91a4-36644eff629f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
|
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"\n",
|
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|
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" text-align: right;\n",
|
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" }\n",
|
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"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Client ID</th>\n",
|
|
" <th>Client</th>\n",
|
|
" <th>Last Counseling</th>\n",
|
|
" <th>Center</th>\n",
|
|
" <th>Physical Address County</th>\n",
|
|
" <th>NAICs</th>\n",
|
|
" <th>Primary NAICS</th>\n",
|
|
" <th>NAICS_2</th>\n",
|
|
" <th>PA NAICs Code Percentage</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>WD04170</td>\n",
|
|
" <td>\\tProinnov@ LLC (WD04170)</td>\n",
|
|
" <td>9/9/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>WD02759</td>\n",
|
|
" <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
|
|
" <td>10/20/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Delaware</td>\n",
|
|
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
|
|
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
|
|
" <td>53.0</td>\n",
|
|
" <td>2.510127</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>PS018402</td>\n",
|
|
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
|
|
" <td>10/14/2024 12:00 AM</td>\n",
|
|
" <td>Penn State SBDC</td>\n",
|
|
" <td>Lycoming</td>\n",
|
|
" <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
|
|
" <td>56.0</td>\n",
|
|
" <td>3.605647</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>C8538</td>\n",
|
|
" <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
|
|
" <td>10/17/2025 12:00 AM</td>\n",
|
|
" <td>PennWest University Clarion SBDC</td>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
|
|
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
|
|
" <td>53.0</td>\n",
|
|
" <td>2.510127</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>BU016079</td>\n",
|
|
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
|
|
" <td>10/21/2024 12:00 AM</td>\n",
|
|
" <td>Bucknell SBDC</td>\n",
|
|
" <td>Union</td>\n",
|
|
" <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>312130 - Wineries \\r\\r\\n</td>\n",
|
|
" <td>31.0</td>\n",
|
|
" <td>2.876304</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Client ID Client \\\n",
|
|
"0 WD04170 \\tProinnov@ LLC (WD04170) \n",
|
|
"1 WD02759 \"C.J.A.\"/ Crawley Jones and Allen real estate... \n",
|
|
"2 PS018402 Anjie's Cleaning Bees (PS018402) \n",
|
|
"3 C8538 BRENIMAN PROPERTIES, LLC (C8538) \n",
|
|
"4 BU016079 Civil War Cider Co., Inc. (BU016079) \n",
|
|
"\n",
|
|
" Last Counseling Center \\\n",
|
|
"0 9/9/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"1 10/20/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"2 10/14/2024 12:00 AM Penn State SBDC \n",
|
|
"3 10/17/2025 12:00 AM PennWest University Clarion SBDC \n",
|
|
"4 10/21/2024 12:00 AM Bucknell SBDC \n",
|
|
"\n",
|
|
" Physical Address County NAICs \\\n",
|
|
"0 Philadelphia NaN \n",
|
|
"1 Delaware 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... \n",
|
|
"2 Lycoming 561720-JanitorialServices\\r\\r\\n\\r\\r\\n \n",
|
|
"3 Clarion 531120-LessorsofNonresidentialBuildings(except... \n",
|
|
"4 Union 312130-Wineries\\r\\r\\n\\r\\r\\n \n",
|
|
"\n",
|
|
" Primary NAICS NAICS_2 \\\n",
|
|
"0 NaN 0.0 \n",
|
|
"1 531390 - Other Activities Related to Real Esta... 53.0 \n",
|
|
"2 561720 - Janitorial Services \\r\\r\\n 56.0 \n",
|
|
"3 531120 - Lessors of Nonresidential Buildings (... 53.0 \n",
|
|
"4 312130 - Wineries \\r\\r\\n 31.0 \n",
|
|
"\n",
|
|
" PA NAICs Code Percentage \n",
|
|
"0 0.000000 \n",
|
|
"1 2.510127 \n",
|
|
"2 3.605647 \n",
|
|
"3 2.510127 \n",
|
|
"4 2.876304 "
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"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": 22,
|
|
"id": "3545ef45-7efc-44d8-bb7e-59cd821799b8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11050 total clients (with a tagged NAICS code)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"naics_value_counts = client_naics_df['NAICS_2'].value_counts()\n",
|
|
"naics_value_counts.head(30)\n",
|
|
"total_clients = naics_value_counts.sum()\n",
|
|
"print(total_clients, \"total clients (with a tagged NAICS code)\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "cc3d2e52-430d-482f-9abf-b46f642f1986",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Client ID</th>\n",
|
|
" <th>Client</th>\n",
|
|
" <th>Last Counseling</th>\n",
|
|
" <th>Center</th>\n",
|
|
" <th>Physical Address County</th>\n",
|
|
" <th>NAICs</th>\n",
|
|
" <th>Primary NAICS</th>\n",
|
|
" <th>NAICS_2</th>\n",
|
|
" <th>PA NAICs Code Percentage</th>\n",
|
|
" <th>PASBDC NAICs Code Percentage</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>WD04170</td>\n",
|
|
" <td>\\tProinnov@ LLC (WD04170)</td>\n",
|
|
" <td>9/9/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" <td>13.809955</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>WD02759</td>\n",
|
|
" <td>\"C.J.A.\"/ Crawley Jones and Allen real estate...</td>\n",
|
|
" <td>10/20/2025 12:00 AM</td>\n",
|
|
" <td>WD - WIDENER SBDC</td>\n",
|
|
" <td>Delaware</td>\n",
|
|
" <td>531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\...</td>\n",
|
|
" <td>531390 - Other Activities Related to Real Esta...</td>\n",
|
|
" <td>53.0</td>\n",
|
|
" <td>2.510127</td>\n",
|
|
" <td>2.723982</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>PS018402</td>\n",
|
|
" <td>Anjie's Cleaning Bees (PS018402)</td>\n",
|
|
" <td>10/14/2024 12:00 AM</td>\n",
|
|
" <td>Penn State SBDC</td>\n",
|
|
" <td>Lycoming</td>\n",
|
|
" <td>561720-JanitorialServices\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>561720 - Janitorial Services \\r\\r\\n</td>\n",
|
|
" <td>56.0</td>\n",
|
|
" <td>3.605647</td>\n",
|
|
" <td>4.398190</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>C8538</td>\n",
|
|
" <td>BRENIMAN PROPERTIES, LLC (C8538)</td>\n",
|
|
" <td>10/17/2025 12:00 AM</td>\n",
|
|
" <td>PennWest University Clarion SBDC</td>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>531120-LessorsofNonresidentialBuildings(except...</td>\n",
|
|
" <td>531120 - Lessors of Nonresidential Buildings (...</td>\n",
|
|
" <td>53.0</td>\n",
|
|
" <td>2.510127</td>\n",
|
|
" <td>2.723982</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>BU016079</td>\n",
|
|
" <td>Civil War Cider Co., Inc. (BU016079)</td>\n",
|
|
" <td>10/21/2024 12:00 AM</td>\n",
|
|
" <td>Bucknell SBDC</td>\n",
|
|
" <td>Union</td>\n",
|
|
" <td>312130-Wineries\\r\\r\\n\\r\\r\\n</td>\n",
|
|
" <td>312130 - Wineries \\r\\r\\n</td>\n",
|
|
" <td>31.0</td>\n",
|
|
" <td>2.876304</td>\n",
|
|
" <td>4.995475</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Client ID Client \\\n",
|
|
"0 WD04170 \\tProinnov@ LLC (WD04170) \n",
|
|
"1 WD02759 \"C.J.A.\"/ Crawley Jones and Allen real estate... \n",
|
|
"2 PS018402 Anjie's Cleaning Bees (PS018402) \n",
|
|
"3 C8538 BRENIMAN PROPERTIES, LLC (C8538) \n",
|
|
"4 BU016079 Civil War Cider Co., Inc. (BU016079) \n",
|
|
"\n",
|
|
" Last Counseling Center \\\n",
|
|
"0 9/9/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"1 10/20/2025 12:00 AM WD - WIDENER SBDC \n",
|
|
"2 10/14/2024 12:00 AM Penn State SBDC \n",
|
|
"3 10/17/2025 12:00 AM PennWest University Clarion SBDC \n",
|
|
"4 10/21/2024 12:00 AM Bucknell SBDC \n",
|
|
"\n",
|
|
" Physical Address County NAICs \\\n",
|
|
"0 Philadelphia NaN \n",
|
|
"1 Delaware 531390-OtherActivitiesRelatedtoRealEstate\\r\\r\\... \n",
|
|
"2 Lycoming 561720-JanitorialServices\\r\\r\\n\\r\\r\\n \n",
|
|
"3 Clarion 531120-LessorsofNonresidentialBuildings(except... \n",
|
|
"4 Union 312130-Wineries\\r\\r\\n\\r\\r\\n \n",
|
|
"\n",
|
|
" Primary NAICS NAICS_2 \\\n",
|
|
"0 NaN 0.0 \n",
|
|
"1 531390 - Other Activities Related to Real Esta... 53.0 \n",
|
|
"2 561720 - Janitorial Services \\r\\r\\n 56.0 \n",
|
|
"3 531120 - Lessors of Nonresidential Buildings (... 53.0 \n",
|
|
"4 312130 - Wineries \\r\\r\\n 31.0 \n",
|
|
"\n",
|
|
" PA NAICs Code Percentage PASBDC NAICs Code Percentage \n",
|
|
"0 0.000000 13.809955 \n",
|
|
"1 2.510127 2.723982 \n",
|
|
"2 3.605647 4.398190 \n",
|
|
"3 2.510127 2.723982 \n",
|
|
"4 2.876304 4.995475 "
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def tag_pasbdc_percentage(series):\n",
|
|
" if not pd.isna(series['NAICS_2']):\n",
|
|
" series[\"PASBDC NAICs Code Percentage\"] = (int(naics_value_counts[series['NAICS_2']]) / total_clients) * 100\n",
|
|
" return series\n",
|
|
"\n",
|
|
" return series\n",
|
|
"\n",
|
|
"client_naics_df = client_naics_df.apply(tag_pasbdc_percentage, axis=1)\n",
|
|
"client_naics_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "1b445bdf-ef98-4026-95f7-139af5bcb052",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Save the data files\n",
|
|
"naics_df.to_csv(\"nasics_census.csv\", na_rep=\"\")\n",
|
|
"client_naics_df.to_csv(\"naics_client_list_tagged.csv\", na_rep=\"\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "9437445a-9ed8-4e42-87ce-954f722aa5fe",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"hovertemplate": "NAICS_Label=%{x}<br>PASBDC NAICs Code Percentage=%{text}<extra></extra>",
|
|
"legendgroup": "",
|
|
"marker": {
|
|
"color": "#6ebe4d",
|
|
"pattern": {
|
|
"shape": ""
|
|
}
|
|
},
|
|
"name": "PASBDC Percentage",
|
|
"orientation": "v",
|
|
"showlegend": false,
|
|
"text": {
|
|
"bdata": "Y7KeY7KeK0AfqUYfqUb/PxKwiBKwiMI/F9wqF9wqtz+heQOheQMRQDPk9zLk9yZAf7prf7pr/z+q0Ueq0UcKQJchv5chvx9A3CoX3CoX/D8cCM0bCM3bPxXG2RTG2QRAFlECFlEC5j8Gt8oFt8oFQA35vQz5vSRAErCIErCIoj8iv5chv5cRQITmDYTmDQRA1F370137G0CHh4eHh4cXQEFo3kBo3iBALkN+L0N+H0CYIb+XIb/XPw==",
|
|
"dtype": "f8"
|
|
},
|
|
"textfont": {
|
|
"size": 14
|
|
},
|
|
"textposition": "outside",
|
|
"texttemplate": "%{text:.2f}%",
|
|
"type": "bar",
|
|
"x": [
|
|
"0 - Missing NAICS value",
|
|
"11 - Farm Operations",
|
|
"21 - Mining, quarrying, and oil and gas extraction",
|
|
"22 - Utilities",
|
|
"23 - Construction",
|
|
"31-33 - Manufacturing",
|
|
"42 - Wholesale trade",
|
|
"44 - Retail trade",
|
|
"45 - Retail trade",
|
|
"48 - Transportation and warehousing",
|
|
"49 - Transportation and warehousing",
|
|
"51 - Information",
|
|
"52 - Finance and insurance",
|
|
"53 - Real estate and rental and leasing",
|
|
"54 - Professional, scientific, and technical services",
|
|
"55 - Management of companies and enterprises",
|
|
"56 - Administrative and support and waste management and remediation services",
|
|
"61 - Educational services",
|
|
"62 - Health care and social assistance",
|
|
"71 - Arts, entertainment, and recreation",
|
|
"72 - Accommodation and food services",
|
|
"81 - Other services (except public administration)",
|
|
"92 - Government Institutions (local, state, and federal)"
|
|
],
|
|
"xaxis": "x",
|
|
"y": {
|
|
"bdata": "Y7KeY7KeK0AfqUYfqUb/PxKwiBKwiMI/F9wqF9wqtz+heQOheQMRQDPk9zLk9yZAf7prf7pr/z+q0Ueq0UcKQJchv5chvx9A3CoX3CoX/D8cCM0bCM3bPxXG2RTG2QRAFlECFlEC5j8Gt8oFt8oFQA35vQz5vSRAErCIErCIoj8iv5chv5cRQITmDYTmDQRA1F370137G0CHh4eHh4cXQEFo3kBo3iBALkN+L0N+H0CYIb+XIb/XPw==",
|
|
"dtype": "f8"
|
|
},
|
|
"yaxis": "y"
|
|
},
|
|
{
|
|
"line": {
|
|
"color": "#27323a"
|
|
},
|
|
"marker": {
|
|
"size": 8
|
|
},
|
|
"mode": "lines+markers",
|
|
"name": "PA Census Percentage",
|
|
"type": "scatter",
|
|
"x": [
|
|
"0 - Missing NAICS value",
|
|
"11 - Farm Operations",
|
|
"21 - Mining, quarrying, and oil and gas extraction",
|
|
"22 - Utilities",
|
|
"23 - Construction",
|
|
"31-33 - Manufacturing",
|
|
"42 - Wholesale trade",
|
|
"44 - Retail trade",
|
|
"45 - Retail trade",
|
|
"48 - Transportation and warehousing",
|
|
"49 - Transportation and warehousing",
|
|
"51 - Information",
|
|
"52 - Finance and insurance",
|
|
"53 - Real estate and rental and leasing",
|
|
"54 - Professional, scientific, and technical services",
|
|
"55 - Management of companies and enterprises",
|
|
"56 - Administrative and support and waste management and remediation services",
|
|
"61 - Educational services",
|
|
"62 - Health care and social assistance",
|
|
"71 - Arts, entertainment, and recreation",
|
|
"72 - Accommodation and food services",
|
|
"81 - Other services (except public administration)",
|
|
"92 - Government Institutions (local, state, and federal)"
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],
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"y": {
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"x": "0 - Missing NAICS value",
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|
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},
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|
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"yanchor": "bottom"
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},
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"showarrow": false,
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"text": "0.18%",
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"x": "21 - Mining, quarrying, and oil and gas extraction",
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"xanchor": "center",
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|
"y": 1.1948584747439128,
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"size": 12
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},
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"text": "0.20%",
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|
"x": "22 - Utilities",
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|
"xanchor": "center",
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|
"y": 1.2131350574959792,
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|
"yanchor": "bottom"
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},
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"color": "#27323a",
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|
"size": 12
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|
},
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"showarrow": false,
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"text": "6.19%",
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|
"x": "23 - Construction",
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|
"xanchor": "center",
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|
"y": 7.206779107070672,
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|
"yanchor": "bottom"
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},
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{
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|
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"color": "#27323a",
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|
"size": 12
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|
},
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"showarrow": false,
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"text": "2.88%",
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|
"x": "31-33 - Manufacturing",
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|
"xanchor": "center",
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|
"y": 3.8922670703282902,
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|
"yanchor": "bottom"
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},
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|
{
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|
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"color": "#27323a",
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|
"size": 12
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|
},
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|
"showarrow": false,
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|
"text": "5.15%",
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|
"x": "42 - Wholesale trade",
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|
"xanchor": "center",
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|
"y": 6.165443927444117,
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|
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},
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|
"size": 12
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|
},
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"showarrow": false,
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|
"text": "8.64%",
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|
"x": "44 - Retail trade",
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|
"xanchor": "center",
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|
"y": 9.652185879297146,
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|
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},
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|
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"size": 12
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|
},
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"showarrow": false,
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"text": "8.64%",
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|
"x": "45 - Retail trade",
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|
"xanchor": "center",
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|
"y": 9.652185879297146,
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|
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|
},
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|
{
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|
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|
"color": "#27323a",
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|
"size": 12
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|
},
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|
"showarrow": false,
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|
"text": "2.33%",
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|
"x": "48 - Transportation and warehousing",
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|
"xanchor": "center",
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|
"y": 3.350635165005289,
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|
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|
},
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{
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|
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|
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|
"size": 12
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|
},
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|
"showarrow": false,
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|
"text": "2.33%",
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|
"x": "49 - Transportation and warehousing",
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|
"xanchor": "center",
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|
"y": 3.350635165005289,
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|
"yanchor": "bottom"
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|
},
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{
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|
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|
"color": "#27323a",
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|
"size": 12
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|
},
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"showarrow": false,
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|
"text": "1.21%",
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|
"x": "51 - Information",
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|
"xanchor": "center",
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|
"y": 2.229743095752092,
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|
"yanchor": "bottom"
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|
},
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{
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|
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|
"color": "#27323a",
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|
"size": 12
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|
},
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|
"showarrow": false,
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|
"text": "3.80%",
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|
"x": "52 - Finance and insurance",
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|
"xanchor": "center",
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|
"y": 4.8200724182714225,
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|
"yanchor": "bottom"
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|
},
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{
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|
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|
"color": "#27323a",
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|
"size": 12
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|
},
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|
"showarrow": false,
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|
"text": "2.51%",
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|
"x": "53 - Real estate and rental and leasing",
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|
"xanchor": "center",
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|
"y": 3.526090359425126,
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|
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|
},
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{
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|
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|
"size": 12
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|
},
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"showarrow": false,
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"text": "13.06%",
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|
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|
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|
"y": 14.07275370047046,
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|
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|
},
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{
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|
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"color": "#27323a",
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|
"size": 12
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|
},
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"showarrow": false,
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|
"text": "0.51%",
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|
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|
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|
"y": 1.5225468525574315,
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},
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{
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|
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|
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|
"size": 12
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|
},
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|
"text": "3.61%",
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|
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|
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|
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|
},
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{
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|
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|
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|
},
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|
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|
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|
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|
},
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|
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|
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|
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|
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|
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|
},
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|
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|
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|
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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import plotly.express as px\n",
|
|
"import plotly.graph_objects as go\n",
|
|
"\n",
|
|
"# -------------------- Prepare NAICS mapping --------------------------------\n",
|
|
"naics_mapping = {}\n",
|
|
"for _, row in naics_df.iterrows():\n",
|
|
" split = str(row[\"NAICS_CODE\"]).split('-')\n",
|
|
" if len(split) == 2:\n",
|
|
" for code in range(int(split[0]), int(split[1]) + 1):\n",
|
|
" naics_mapping[code] = {\n",
|
|
" \"Industry\": row[\"NAICS2022_LABEL\"],\n",
|
|
" \"PA_Percentage\": float(row[\"Percentage\"])\n",
|
|
" }\n",
|
|
" else:\n",
|
|
" naics_mapping[int(row[\"NAICS_CODE\"])] = {\n",
|
|
" \"Industry\": row[\"NAICS2022_LABEL\"],\n",
|
|
" \"PA_Percentage\": float(row[\"Percentage\"])\n",
|
|
" }\n",
|
|
"\n",
|
|
"# -------------------- Clean and Aggregate Client Data -----------------------\n",
|
|
"client_naics_df[\"NAICS_2\"] = client_naics_df[\"NAICS_2\"].astype(float).astype(int)\n",
|
|
"\n",
|
|
"agg_df = (\n",
|
|
" client_naics_df\n",
|
|
" .groupby(\"NAICS_2\", as_index=False)\n",
|
|
" .agg({\n",
|
|
" \"PASBDC NAICs Code Percentage\": \"mean\",\n",
|
|
" \"PA NAICs Code Percentage\": \"mean\"\n",
|
|
" })\n",
|
|
" .sort_values(\"NAICS_2\")\n",
|
|
")\n",
|
|
"\n",
|
|
"# -------------------- Combine NAICS 31, 32, 33 ------------------------------\n",
|
|
"# Create a new column to group manufacturing codes\n",
|
|
"agg_df[\"NAICS_Combined\"] = agg_df[\"NAICS_2\"].apply(\n",
|
|
" lambda x: \"31-33\" if x in [31, 32, 33] else str(x)\n",
|
|
")\n",
|
|
"\n",
|
|
"# Aggregate the combined codes\n",
|
|
"combined_df = agg_df.groupby(\"NAICS_Combined\", as_index=False).agg({\n",
|
|
" \"PASBDC NAICs Code Percentage\": \"sum\", # Sum the percentages\n",
|
|
" \"PA NAICs Code Percentage\": \"sum\",\n",
|
|
" \"NAICS_2\": \"first\" # Keep first code for mapping\n",
|
|
"})\n",
|
|
"\n",
|
|
"# Update the NAICS_2 for the combined row to get proper mapping\n",
|
|
"combined_df.loc[combined_df[\"NAICS_Combined\"] == \"31-33\", \"NAICS_2\"] = 31\n",
|
|
"\n",
|
|
"# Add industry name from mapping\n",
|
|
"combined_df[\"Industry\"] = combined_df[\"NAICS_2\"].map(\n",
|
|
" lambda x: naics_mapping.get(x, {}).get(\"Industry\", \"Unknown\")\n",
|
|
")\n",
|
|
"\n",
|
|
"# For the combined manufacturing row, use a custom label\n",
|
|
"combined_df.loc[combined_df[\"NAICS_Combined\"] == \"31-33\", \"Industry\"] = \"Manufacturing\"\n",
|
|
"\n",
|
|
"# Get PA percentages - but don't sum for 31-33 since they're already the same value\n",
|
|
"combined_df[\"PA_Mapped_Percentage\"] = combined_df[\"NAICS_2\"].map(\n",
|
|
" lambda x: naics_mapping.get(x, {}).get(\"PA_Percentage\", None)\n",
|
|
")\n",
|
|
"\n",
|
|
"# Combine label for x-axis\n",
|
|
"combined_df[\"NAICS_Label\"] = combined_df[\"NAICS_Combined\"] + \" - \" + combined_df[\"Industry\"]\n",
|
|
"\n",
|
|
"# Sort to maintain logical order\n",
|
|
"combined_df = combined_df.sort_values(\"NAICS_Combined\")\n",
|
|
"\n",
|
|
"# -------------------- Plot PASBDC Bars --------------------------------------\n",
|
|
"fig = px.bar(\n",
|
|
" combined_df,\n",
|
|
" x=\"NAICS_Label\",\n",
|
|
" y=\"PASBDC NAICs Code Percentage\",\n",
|
|
" text=\"PASBDC NAICs Code Percentage\",\n",
|
|
" width=1500,\n",
|
|
" height=1000, \n",
|
|
")\n",
|
|
"fig.update_traces(marker_color=\"#6ebe4d\") \n",
|
|
"fig.update_traces(\n",
|
|
" name=\"PASBDC Percentage\",\n",
|
|
" texttemplate=\"%{text:.2f}%\",\n",
|
|
" textposition=\"outside\",\n",
|
|
" textfont_size=14\n",
|
|
")\n",
|
|
"\n",
|
|
"fig.add_trace(go.Scatter(\n",
|
|
" x=combined_df[\"NAICS_Label\"],\n",
|
|
" y=combined_df[\"PA_Mapped_Percentage\"],\n",
|
|
" name=\"PA Census Percentage\",\n",
|
|
" mode=\"lines+markers\",\n",
|
|
" line=dict(color=\"#27323a\"),\n",
|
|
" marker=dict(size=8)\n",
|
|
"))\n",
|
|
"\n",
|
|
"max_y = combined_df[[\"PASBDC NAICs Code Percentage\", \"PA_Mapped_Percentage\"]].max().max()\n",
|
|
"y_offset = max_y * 0.06 \n",
|
|
"\n",
|
|
"annotations = []\n",
|
|
"for x, y in zip(combined_df[\"NAICS_Label\"], combined_df[\"PA_Mapped_Percentage\"]):\n",
|
|
" annotations.append(dict(\n",
|
|
" x=x,\n",
|
|
" y=y + y_offset,\n",
|
|
" text=f\"{y:.2f}%\",\n",
|
|
" showarrow=False,\n",
|
|
" font=dict(size=12, color=\"#27323a\"),\n",
|
|
" xanchor=\"center\",\n",
|
|
" yanchor=\"bottom\"\n",
|
|
" ))\n",
|
|
"\n",
|
|
"fig.update_layout(\n",
|
|
" annotations=annotations,\n",
|
|
" bargap=0.1,\n",
|
|
" barmode=\"group\",\n",
|
|
" yaxis=dict(\n",
|
|
" range=[0, max_y * 1.15],\n",
|
|
" title=\"Percentage of PASBDC Businesses\",\n",
|
|
" tickformat=\".0f\"\n",
|
|
" ),\n",
|
|
" xaxis=dict(title=\"Industry (NAICS Code)\"),\n",
|
|
" legend=dict(x=0.02, y=0.98)\n",
|
|
")\n",
|
|
"\n",
|
|
"fig.show()\n",
|
|
"fig.write_image(\"comparison_graph.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b6368d88-2ea8-4a69-a1f1-cfe75789d597",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Tagging fips codes \n",
|
|
"---\n",
|
|
"It was not needed for this analysis, but in order to map counties to an actual map we need their fips identifiers. For this I used a library called addfips: https://pypi.org/project/addfips/"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"id": "16a45c4d-c034-4a92-ba35-bf1e14b51b34",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Physical Address County NAICS_2\n",
|
|
"Adams 45.0 13\n",
|
|
" 72.0 7\n",
|
|
" 81.0 6\n",
|
|
" 71.0 5\n",
|
|
" 11.0 4\n",
|
|
"Name: count, dtype: int64"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"county_naics_df = pd.read_csv('naics_client_list_tagged.csv')\n",
|
|
"naics_value_counts = county_naics_df.groupby('Physical Address County')['NAICS_2'].value_counts()\n",
|
|
"\n",
|
|
"naics_value_counts.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"id": "9985ca81-a4fa-4e80-8bd5-b02e705a9481",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import addfips\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"client_naics_df = pd.read_csv('naics_tagged_client_list.csv')\n",
|
|
"county_naics_groups = client_naics_df.groupby('Physical Address County')\n",
|
|
"\n",
|
|
"# This gets the counts for non-null NAICS codes (including your 0s)\n",
|
|
"naics_value_counts = county_naics_groups['NAICS_2'].value_counts()\n",
|
|
"\n",
|
|
"# --- 💡 THIS IS THE FIX 💡 ---\n",
|
|
"# .size() gets the *total* number of clients in each county\n",
|
|
"# It includes rows where NAICS_2 is 0, valid, or NaN.\n",
|
|
"# This is your correct denominator.\n",
|
|
"total_clients_by_county = county_naics_groups.size()\n",
|
|
"# --- End Fix ---\n",
|
|
"\n",
|
|
"total_unique_counties = client_naics_df[client_naics_df['County Out of State'] == False]['Physical Address County'].unique()\n",
|
|
"\n",
|
|
"county_stats_list = []\n",
|
|
"af = addfips.AddFIPS()\n",
|
|
"\n",
|
|
"for county in total_unique_counties:\n",
|
|
" # Use .get() to avoid errors if a county has 100% NaN NAICS codes\n",
|
|
" # In that case, value_counts() would be empty for it\n",
|
|
" county_counts_series = naics_value_counts.get(county, pd.Series(dtype=float))\n",
|
|
" \n",
|
|
" missing_naics_count = 0\n",
|
|
" unique_valid_naics_count = len(county_counts_series) \n",
|
|
" \n",
|
|
" if 0 in county_counts_series.index:\n",
|
|
" # This line was always correct\n",
|
|
" missing_naics_count = county_counts_series.loc[0]\n",
|
|
" \n",
|
|
" # Decrement the *unique* count\n",
|
|
" unique_valid_naics_count -= 1\n",
|
|
"\n",
|
|
" # Now, just look up the true total for the county\n",
|
|
" total_records = total_clients_by_county.loc[county]\n",
|
|
"\n",
|
|
" fips = np.nan\n",
|
|
" if not pd.isna(county):\n",
|
|
" fips = af.get_county_fips(county, 'Pennsylvania')\n",
|
|
" \n",
|
|
" county_data = {\n",
|
|
" 'County': county,\n",
|
|
" 'fips': fips,\n",
|
|
" 'Unique Valid NAICS Codes': unique_valid_naics_count,\n",
|
|
" \"Missing NAICS\": missing_naics_count,\n",
|
|
" \"Total Clients\": total_records,\n",
|
|
" \"Percent NAICS Missing\": (missing_naics_count / total_records) * 100 if total_records > 0 else 0\n",
|
|
" }\n",
|
|
" \n",
|
|
" county_stats_list.append(county_data)\n",
|
|
"\n",
|
|
"county_stats_df = pd.DataFrame(county_stats_list)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"id": "1ab22bb3-f6d9-4d74-8d09-f2a54620a36c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>County</th>\n",
|
|
" <th>fips</th>\n",
|
|
" <th>Unique Valid NAICS Codes</th>\n",
|
|
" <th>Missing NAICS</th>\n",
|
|
" <th>Total Clients</th>\n",
|
|
" <th>Percent NAICS Missing</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>42031</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>169</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>Elk</td>\n",
|
|
" <td>42047</td>\n",
|
|
" <td>18</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>112</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>17</th>\n",
|
|
" <td>Bradford</td>\n",
|
|
" <td>42015</td>\n",
|
|
" <td>16</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>56</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>58</th>\n",
|
|
" <td>Potter</td>\n",
|
|
" <td>42105</td>\n",
|
|
" <td>16</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>35</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>49</th>\n",
|
|
" <td>Bedford</td>\n",
|
|
" <td>42009</td>\n",
|
|
" <td>15</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>37</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" County fips Unique Valid NAICS Codes Missing NAICS Total Clients \\\n",
|
|
"3 Clarion 42031 21 0 169 \n",
|
|
"10 Elk 42047 18 0 112 \n",
|
|
"17 Bradford 42015 16 0 56 \n",
|
|
"58 Potter 42105 16 0 35 \n",
|
|
"49 Bedford 42009 15 0 37 \n",
|
|
"\n",
|
|
" Percent NAICS Missing \n",
|
|
"3 0.0 \n",
|
|
"10 0.0 \n",
|
|
"17 0.0 \n",
|
|
"58 0.0 \n",
|
|
"49 0.0 "
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"county_stats_df.sort_values(by='Percent NAICS Missing', ascending=True).head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a6f90567-0cd8-4865-a864-131ba06789bb",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Tagging fips codes\n",
|
|
"---\n",
|
|
"In order to generate a county heat map, we need to get a fips code for each county in the dataset. For this I used a library called addfips: https://pypi.org/project/addfips/"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"id": "fef2d7ff-0352-4f75-83f2-22c28be6b3fa",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>County</th>\n",
|
|
" <th>fips</th>\n",
|
|
" <th>Unique Valid NAICS Codes</th>\n",
|
|
" <th>Missing NAICS</th>\n",
|
|
" <th>Total Clients</th>\n",
|
|
" <th>Percent NAICS Missing</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>42101</td>\n",
|
|
" <td>23</td>\n",
|
|
" <td>280</td>\n",
|
|
" <td>1256</td>\n",
|
|
" <td>22.292994</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>Delaware</td>\n",
|
|
" <td>42045</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>27</td>\n",
|
|
" <td>356</td>\n",
|
|
" <td>7.584270</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>Lycoming</td>\n",
|
|
" <td>42081</td>\n",
|
|
" <td>17</td>\n",
|
|
" <td>36</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>25.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>42031</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>169</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>Union</td>\n",
|
|
" <td>42119</td>\n",
|
|
" <td>19</td>\n",
|
|
" <td>50</td>\n",
|
|
" <td>175</td>\n",
|
|
" <td>28.571429</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" County fips Unique Valid NAICS Codes Missing NAICS \\\n",
|
|
"0 Philadelphia 42101 23 280 \n",
|
|
"1 Delaware 42045 21 27 \n",
|
|
"2 Lycoming 42081 17 36 \n",
|
|
"3 Clarion 42031 21 0 \n",
|
|
"4 Union 42119 19 50 \n",
|
|
"\n",
|
|
" Total Clients Percent NAICS Missing \n",
|
|
"0 1256 22.292994 \n",
|
|
"1 356 7.584270 \n",
|
|
"2 144 25.000000 \n",
|
|
"3 169 0.000000 \n",
|
|
"4 175 28.571429 "
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def add_fips_apply(series):\n",
|
|
" af = addfips.AddFIPS()\n",
|
|
" return af.add_county_fips(series, county_field=\"County\", state='Pennsylvania')\n",
|
|
"\n",
|
|
"county_stats_df = county_stats_df.apply(add_fips_apply, axis=1)\n",
|
|
"county_stats_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"id": "26109ebc-5700-4f0d-b6d3-262df944d2fd",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>County</th>\n",
|
|
" <th>fips</th>\n",
|
|
" <th>Unique Valid NAICS Codes</th>\n",
|
|
" <th>Missing NAICS</th>\n",
|
|
" <th>Total Clients</th>\n",
|
|
" <th>Percent NAICS Missing</th>\n",
|
|
" <th>Percent NAICS Coverage</th>\n",
|
|
" <th>NAICS to Census Gap</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>Philadelphia</td>\n",
|
|
" <td>42101</td>\n",
|
|
" <td>23</td>\n",
|
|
" <td>280</td>\n",
|
|
" <td>1256</td>\n",
|
|
" <td>22.292994</td>\n",
|
|
" <td>92.0</td>\n",
|
|
" <td>8.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>Delaware</td>\n",
|
|
" <td>42045</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>27</td>\n",
|
|
" <td>356</td>\n",
|
|
" <td>7.584270</td>\n",
|
|
" <td>84.0</td>\n",
|
|
" <td>16.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>Lycoming</td>\n",
|
|
" <td>42081</td>\n",
|
|
" <td>17</td>\n",
|
|
" <td>36</td>\n",
|
|
" <td>144</td>\n",
|
|
" <td>25.000000</td>\n",
|
|
" <td>68.0</td>\n",
|
|
" <td>32.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>Clarion</td>\n",
|
|
" <td>42031</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>169</td>\n",
|
|
" <td>0.000000</td>\n",
|
|
" <td>84.0</td>\n",
|
|
" <td>16.0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>Union</td>\n",
|
|
" <td>42119</td>\n",
|
|
" <td>19</td>\n",
|
|
" <td>50</td>\n",
|
|
" <td>175</td>\n",
|
|
" <td>28.571429</td>\n",
|
|
" <td>76.0</td>\n",
|
|
" <td>24.0</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" County fips Unique Valid NAICS Codes Missing NAICS \\\n",
|
|
"0 Philadelphia 42101 23 280 \n",
|
|
"1 Delaware 42045 21 27 \n",
|
|
"2 Lycoming 42081 17 36 \n",
|
|
"3 Clarion 42031 21 0 \n",
|
|
"4 Union 42119 19 50 \n",
|
|
"\n",
|
|
" Total Clients Percent NAICS Missing Percent NAICS Coverage \\\n",
|
|
"0 1256 22.292994 92.0 \n",
|
|
"1 356 7.584270 84.0 \n",
|
|
"2 144 25.000000 68.0 \n",
|
|
"3 169 0.000000 84.0 \n",
|
|
"4 175 28.571429 76.0 \n",
|
|
"\n",
|
|
" NAICS to Census Gap \n",
|
|
"0 8.0 \n",
|
|
"1 16.0 \n",
|
|
"2 32.0 \n",
|
|
"3 16.0 \n",
|
|
"4 24.0 "
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"total_naics_count = 0 \n",
|
|
"\n",
|
|
"for index, row in naics_df.iterrows():\n",
|
|
" split = str(row[\"NAICS_CODE\"]).split('-')\n",
|
|
" if len(split) == 2:\n",
|
|
" total_naics_count += abs(int(split[0]) - int(split[1])) + 1\n",
|
|
" else:\n",
|
|
" total_naics_count += 1\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"county_stats_df['Percent NAICS Coverage'] = (county_stats_df['Unique Valid NAICS Codes'] / total_naics_count) * 100\n",
|
|
"county_stats_df['NAICS to Census Gap'] = 100 - county_stats_df['Percent NAICS Coverage']\n",
|
|
"\n",
|
|
"county_stats_df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"id": "9d77a878-0fe8-45c3-9468-295e64b18581",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"14.87% of NAICS codes are missing network wide\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"total_clients = county_stats_df['Total Clients'].sum()\n",
|
|
"missing_naics = county_stats_df['Missing NAICS'].sum()\n",
|
|
"percent_missing_naics = missing_naics / total_clients\n",
|
|
"print(f\"{percent_missing_naics * 100:.2f}% of NAICS codes are missing network wide\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9950718e-1495-4d89-b5a2-dc34f1bcd6d4",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Generating the Choropleth map\n",
|
|
"---\n",
|
|
"Followed directly from documentation here: https://plotly.com/python/choropleth-maps/"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"id": "82a73940-b35a-4fd1-a75a-36f78ead7895",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_45287/3089456622.py:19: UserWarning:\n",
|
|
"\n",
|
|
"Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
|
|
"\n",
|
|
"\n",
|
|
"/tmp/ipykernel_45287/3089456622.py:22: UserWarning:\n",
|
|
"\n",
|
|
"Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
|
|
"\n",
|
|
"\n",
|
|
"/tmp/ipykernel_45287/3089456622.py:23: UserWarning:\n",
|
|
"\n",
|
|
"Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
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|
},
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|
"data": [
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|
{
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|
"coloraxis": "coloraxis",
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|
"customdata": [
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"geo": "geo",
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"geojson": {
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"bbox": [
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|
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|
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|
|
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|
|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
|
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|
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|
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|
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|
|
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|
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|
|
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|
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|
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|
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wyoming<br>9.76%</span>",
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|
"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bedford<br>0.0%</span>",
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|
"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clinton<br>14.55%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cumberland<br>23.87%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Dauphin<br>11.01%</span>",
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|
"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Greene<br>12.5%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Jefferson<br>0.79%</span>",
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|
"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lancaster<br>8.19%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lehigh<br>30.28%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">McKean<br>0.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Schuylkill<br>10.77%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wayne<br>6.25%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Westmoreland<br>7.11%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montgomery<br>18.13%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northumberland<br>26.03%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Pike<br>13.64%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Adams<br>3.08%</span>"
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_45287/3089456622.py:19: UserWarning:\n",
|
|
"\n",
|
|
"Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
|
|
"\n",
|
|
"\n",
|
|
"/tmp/ipykernel_45287/3089456622.py:22: UserWarning:\n",
|
|
"\n",
|
|
"Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
|
|
"\n",
|
|
"\n",
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|
"/tmp/ipykernel_45287/3089456622.py:23: UserWarning:\n",
|
|
"\n",
|
|
"Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
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|
"\n",
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|
"\n"
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]
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"<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>",
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|
"<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>",
|
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"<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>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Venango<br>72.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Washington<br>76.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">York<br>76.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Berks<br>84.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Butler<br>80.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Carbon<br>68.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Columbia<br>68.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Fulton<br>20.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lebanon<br>72.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lycoming<br>68.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Perry<br>32.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Tioga<br>52.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wyoming<br>56.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Bedford<br>60.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Clinton<br>68.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Cumberland<br>76.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Dauphin<br>88.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Greene<br>36.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Jefferson<br>76.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lancaster<br>84.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Lehigh<br>80.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">McKean<br>68.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Schuylkill<br>72.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Wayne<br>60.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Westmoreland<br>80.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Montgomery<br>84.0%</span>",
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"<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">Northumberland<br>72.0%</span>",
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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",
|
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"\n",
|
|
"def make_county_penetration_map(county_stats_df, value_column, title, out_image_path=\"county_heat_map.png\", tick_suffix=\"%\", color_continuous_scale=['#101c25', '#bad4d6','#79be54']):\n",
|
|
" # This file has the FIPS codes and the county shape (geometry)\n",
|
|
" geojson_url = 'https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json'\n",
|
|
" gdf = gpd.read_file(geojson_url)\n",
|
|
" \n",
|
|
" # We merge your data *onto* the geospatial data\n",
|
|
" merged_gdf = gdf.merge(county_stats_df, left_on='id', right_on='fips')\n",
|
|
" \n",
|
|
" # Filter for Pennsylvania (FIPS prefix '42') \n",
|
|
" pa_gdf = merged_gdf[merged_gdf['fips'].str.startswith('42')].copy()\n",
|
|
" \n",
|
|
" #Calculate the centroid for each county's geometry\n",
|
|
" #Note: This might warn about CRS, but for plotting it's usually fine.\n",
|
|
" pa_gdf['centroid'] = pa_gdf.geometry.centroid\n",
|
|
" \n",
|
|
" # Extract needed positional data\n",
|
|
" pa_gdf['lon'] = pa_gdf.centroid.x\n",
|
|
" pa_gdf['lat'] = pa_gdf.centroid.y\n",
|
|
" \n",
|
|
" pa_gdf = pa_gdf.drop(columns=['centroid'])\n",
|
|
" \n",
|
|
" # Create the text label\n",
|
|
" pa_gdf['percent_str'] = (pa_gdf[value_column].round(2).astype(str)) + tick_suffix \n",
|
|
" # Plotly accepts html styling in text labels\n",
|
|
" pa_gdf['label_text'] = '<span style=\"font-weight:bold; color:white; text-shadow: 1px 1px 2px black;\">' + pa_gdf['County'] + '<br>' + pa_gdf['percent_str'] + \"</span>\"\n",
|
|
" \n",
|
|
" \n",
|
|
" # Create the Base Choropleth Map \n",
|
|
" fig = px.choropleth(pa_gdf,\n",
|
|
" geojson=pa_gdf,\n",
|
|
" locations='fips',\n",
|
|
" featureidkey='properties.fips',\n",
|
|
" color=value_column, # Column for color\n",
|
|
" hover_name='County',\n",
|
|
" hover_data={value_column: ':.2f', 'fips': False},\n",
|
|
" color_continuous_scale=color_continuous_scale,\n",
|
|
" range_color=[0, 100]\n",
|
|
" )\n",
|
|
" \n",
|
|
" \n",
|
|
" # Add a scatter plot of the state labels \n",
|
|
" fig.add_trace(\n",
|
|
" go.Scattergeo(\n",
|
|
" lat=pa_gdf['lat'],\n",
|
|
" lon=pa_gdf['lon'],\n",
|
|
" text=pa_gdf['label_text'],\n",
|
|
" mode='text',\n",
|
|
" hoverinfo='none'\n",
|
|
" )\n",
|
|
" )\n",
|
|
" \n",
|
|
" \n",
|
|
" \n",
|
|
" fig.update_geos(\n",
|
|
" fitbounds=\"locations\", \n",
|
|
" visible=False, \n",
|
|
" projection_scale=60,\n",
|
|
" center={\"lat\": pa_gdf['lat'].mean(), \"lon\": pa_gdf['lon'].mean()}\n",
|
|
" )\n",
|
|
" \n",
|
|
" fig.update_coloraxes(\n",
|
|
" colorbar=dict(\n",
|
|
" title=value_column,\n",
|
|
" ticksuffix=\"%\", \n",
|
|
" )\n",
|
|
" )\n",
|
|
" \n",
|
|
" # Set the layout for saving an image\n",
|
|
" fig.update_layout(\n",
|
|
" title=dict(\n",
|
|
" text=title,\n",
|
|
" font=dict(size=22, color='black'),\n",
|
|
" x=0.5, # center the title horizontally (0=left, 1=right)\n",
|
|
" xanchor='center',\n",
|
|
" yanchor='top'\n",
|
|
" ),\n",
|
|
" margin={\"r\":0,\"t\":80,\"l\":0,\"b\":0},\n",
|
|
" width=2000,\n",
|
|
" height=1200,\n",
|
|
" )\n",
|
|
" \n",
|
|
" # Write the big image then size down for display here\n",
|
|
" fig.write_image(out_image_path)\n",
|
|
" fig.update_layout(\n",
|
|
" title=dict(\n",
|
|
" text=title,\n",
|
|
" font=dict(size=22, color='black'),\n",
|
|
" x=0.5, # center the title horizontally (0=left, 1=right)\n",
|
|
" xanchor='center',\n",
|
|
" yanchor='top'\n",
|
|
" ),\n",
|
|
" margin={\"r\":0,\"t\":80,\"l\":0,\"b\":0},\n",
|
|
" width=1300,\n",
|
|
" height=800,\n",
|
|
" )\n",
|
|
" fig.show()\n",
|
|
" \n",
|
|
" \n",
|
|
"make_county_penetration_map(county_stats_df, \"Percent NAICS Missing\", \n",
|
|
" title=\"Missing Client NAICS Codes Per County (FY 2025)\", \n",
|
|
" out_image_path=\"county_missing_heat_map.png\", \n",
|
|
" color_continuous_scale=[\n",
|
|
" '#cde0c3',\n",
|
|
" '#b4e09a',\n",
|
|
" #'#9ed67d',\n",
|
|
" \n",
|
|
" '#6dafb2',\n",
|
|
" '#499699',\n",
|
|
" '#2d797c',\n",
|
|
" '#256e70',\n",
|
|
" \n",
|
|
" '#156264',\n",
|
|
" '#094f51',\n",
|
|
" '#004649',\n",
|
|
"\n",
|
|
" '#003234',\n",
|
|
" '#002f30',\n",
|
|
" '#002223',\n",
|
|
" '#001111'\n",
|
|
" ]\n",
|
|
" );\n",
|
|
"\n",
|
|
"make_county_penetration_map(county_stats_df, \"Percent NAICS Coverage\", title=\"NAICS Coverage Per County (FY 2025)\", out_image_path=\"county_coverage_heat_map.png\");\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "4d1b253a-2cbd-474c-bb7c-ed7e1b9a98ae",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f400daa5-caae-45dc-81b1-5092090d7db3",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Creating the word document\n",
|
|
"---\n",
|
|
"Now we will generate a word document with these graphs on it"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"id": "8af495fa-aa0b-41e4-9a7f-d411e5d4b5eb",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from pathlib import Path\n",
|
|
"import sys\n",
|
|
"from docx import Document\n",
|
|
"from docx.shared import Inches, Pt, RGBColor\n",
|
|
"from docx.enum.text import WD_ALIGN_PARAGRAPH\n",
|
|
"\n",
|
|
"notebook_dir = Path().resolve() # Current working directory\n",
|
|
"project_root = notebook_dir.parent.parent # Goes up to root/\n",
|
|
"sys.path.insert(0, str(project_root / \"libs\"))\n",
|
|
"\n",
|
|
"from word_library import WordDocumentBuilder, PageConfig"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"id": "ba7cb145-7866-4c5f-80cb-6c611242199e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def naics_penetration_page_one(builder: WordDocumentBuilder, sector_table:str=\"sector_table.jpg\", penetration_graph:str=\"comparison_graph.png\"):\n",
|
|
" \n",
|
|
" for section in builder.doc.sections:\n",
|
|
" section.top_margin = Inches(0.5)\n",
|
|
" section.bottom_margin = Inches(0.5)\n",
|
|
" section.left_margin = Inches(0.5)\n",
|
|
" section.right_margin = Inches(0.5)\n",
|
|
" heading_paragraph = builder.doc.add_paragraph()\n",
|
|
"\n",
|
|
" # TODO: replace this part with using the section numbners of the document builder\n",
|
|
" heading_run = heading_paragraph.add_run(f\"1.1 NAICS Penetration Study\") \n",
|
|
" heading_run.font.name = 'Futera'\n",
|
|
" heading_run.font.size = Pt(12)\n",
|
|
" heading_run.font.color.rgb = RGBColor(113, 191, 68)\n",
|
|
" heading_run.bold = True\n",
|
|
"\n",
|
|
" penetration_picture = builder.doc.add_picture(penetration_graph, width=Inches(7))\n",
|
|
" last_pg = builder.doc.paragraphs[-1]\n",
|
|
" last_pg.alignment = WD_ALIGN_PARAGRAPH.CENTER\n",
|
|
"\n",
|
|
" # TODO: Change this to use section number and prefix in script\n",
|
|
" pen_note_run = builder.doc.paragraphs[-1].add_run(f\"\\nFigure {\"1.1\"}.{builder.figure_number + 1} shows the percentage of PASBDC clients per NAICS code compared to census percentages.\")\n",
|
|
" pen_note_run.font.name = 'Futera'\n",
|
|
" pen_note_run.font.size = Pt(8)\n",
|
|
" pen_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
|
|
" pen_note_run.bold = True\n",
|
|
"\n",
|
|
" builder.figure_number += 1\n",
|
|
" # Create a table to hold the sector table and an explaination\n",
|
|
" \n",
|
|
" picture_table = builder.doc.add_table(rows=2, cols=2)\n",
|
|
"\n",
|
|
" row1_cells = picture_table.rows[0].cells\n",
|
|
" row2_cells = picture_table.rows[1].cells\n",
|
|
"\n",
|
|
" sector_chart_paragrah = row1_cells[0].paragraphs[0]\n",
|
|
" sector_chart_run = sector_chart_paragrah.add_run()\n",
|
|
" sector_chart_run.add_picture(sector_table, width=Inches(2.5), height=Inches(3.5))\n",
|
|
"\n",
|
|
" sector_chart_note_paragraph = row2_cells[0].paragraphs[0]\n",
|
|
" # TODO: Change this to use section number and prefix in script\n",
|
|
" sector_note_run = sector_chart_note_paragraph.add_run(f\"Table {\"1.1\"}.{builder.table_number + 1} Shows the NAICS codes for each sector along with the percentage that sector makes up of the PA census data.\")\n",
|
|
" sector_note_run.font.name = 'Futera'\n",
|
|
" sector_note_run.font.size = Pt(7)\n",
|
|
" sector_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
|
|
" sector_note_run.bold = True\n",
|
|
"\n",
|
|
" builder.table_number += 1\n",
|
|
"\n",
|
|
" county_chart_note_paragraph = row2_cells[1].paragraphs[0]\n",
|
|
" \n",
|
|
" census_note_run = county_chart_note_paragraph.add_run(f\"NOTE: The US census does not cover agriculture (as that is the responsiblity of the USDA) nor government institutions (as the census measures the private sector). Agriculture data was soruced from the USDA where number of farm operations was used as the statistical stand in. As for government institutions, that data was sourced from the BLS by taking the number of NAICS code 92 organizations.\")\n",
|
|
" census_note_run.font.name = 'Futera'\n",
|
|
" census_note_run.font.size = Pt(6)\n",
|
|
" census_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"id": "4d2804fb-69de-4116-83b8-fd99b2eea8ee",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# TODO: Change the percent missing naics parameter to default to something super stupid like a negative number so its obvious when making the script\n",
|
|
"\n",
|
|
"def naics_penetration_page_two(builder: WordDocumentBuilder, county_map:str=\"county_missing_heat_map.png\", percent_missing_naics:float = percent_missing_naics):\n",
|
|
" # Add the county heat map\n",
|
|
" sector_chart_paragrah = builder.doc.add_paragraph()\n",
|
|
" sector_chart_run = sector_chart_paragrah.add_run()\n",
|
|
" sector_chart_run.add_picture(county_map, width=Inches(7))\n",
|
|
"\n",
|
|
" last_pg = builder.doc.paragraphs[-1]\n",
|
|
" last_pg.alignment = WD_ALIGN_PARAGRAPH.CENTER\n",
|
|
"\n",
|
|
" county_chart_note_paragraph = builder.doc.add_paragraph()\n",
|
|
" # TODO: Change this to use section number and prefix in script\n",
|
|
" county_note_run = county_chart_note_paragraph.add_run(f\"Figure {\"1.1\"}.{builder.figure_number + 1} shows the percentage of clients whose NAICS codes were missing in Neoserra by county. Network wide, {percent_missing_naics * 100:.2f}% of client profiles are missing NAICS codes.\")\n",
|
|
" county_note_run.font.name = 'Futera'\n",
|
|
" county_note_run.font.size = Pt(7)\n",
|
|
" county_note_run.font.color.rgb = RGBColor(15, 27, 38)\n",
|
|
" county_note_run.bold = True\n",
|
|
"\n",
|
|
" builder.figure_number += 1\n",
|
|
"\n",
|
|
" pass"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"id": "1bf0a9cb-2b75-46f7-bccb-488eeb90c1c7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"pages = [\n",
|
|
" PageConfig(naics_penetration_page_one, add_page_break=False),\n",
|
|
" PageConfig(naics_penetration_page_two, add_page_break=False)\n",
|
|
"]\n",
|
|
"\n",
|
|
"builder = WordDocumentBuilder()\n",
|
|
"\n",
|
|
"doc = builder.create_document(\n",
|
|
" pages,\n",
|
|
" \"section1_1.docx\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "1dd7fb41-4eb9-45da-b73a-c1b2814e932a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "7c1402bb-1f87-40b6-b210-bb164f7bf6c8",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "fa4c1fc7-d6b6-40f5-8652-d24b2e83a3fb",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.13.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|