{ "cells": [ { "cell_type": "markdown", "id": "547d2fc3-9e4a-429c-9e7b-d229648338fa", "metadata": {}, "source": [ "# PUMS Demo" ] }, { "cell_type": "markdown", "id": "b51e1e17-a42d-4fd0-8647-aa47264f12bc", "metadata": {}, "source": [ "## Introduction\n", "\n", "This notebook demonstrates how to load \n", "[US Census American Community Survey (ACS) Public-Use Microdata Samples](https://www.census.gov/data/developers/data-sets/census-microdata-api.ACS_5-Year_PUMS.html). The process is very much parallel to how we loaded and used\n", "[US Census redistricting data](https://www.census.gov/programs-surveys/decennial-census/about/rdo.html)\n", "in the \n", "[SoMa DIS Demo](https://github.com/vengroff/censusdis/blob/main/notebooks/SoMa%20DIS%20Demo.ipynb)\n", "and \n", "[Seeing White](https://github.com/vengroff/censusdis/blob/main/notebooks/Seeing%20White.ipynb)\n", "notebooks." ] }, { "cell_type": "markdown", "id": "82b1b1d2-24f1-4e46-89ad-9c1401ee9f2f", "metadata": {}, "source": [ "## Imports and configuration" ] }, { "cell_type": "code", "execution_count": 1, "id": "0eb570b7-9c2c-4142-b003-f6408b8d4254", "metadata": { "tags": [] }, "outputs": [], "source": [ "import censusdis.data as ced\n", "import censusdis.geography as cgeo\n", "import censusdis.states\n", "from censusdis.maps import ShapeReader" ] }, { "cell_type": "code", "execution_count": 2, "id": "1f5c31a8-47c1-4f2d-99a2-c0477b121216", "metadata": {}, "outputs": [], "source": [ "# Set your API key here.\n", "CENSUS_API_KEY = None" ] }, { "cell_type": "code", "execution_count": 3, "id": "81ec3c0f-badb-4488-b538-f26e686d2c7b", "metadata": {}, "outputs": [], "source": [ "YEAR = 2020\n", "DATASET = \"acs/acs5/pums\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "2a663fe7-23be-48ce-86dd-2e584e050277", "metadata": {}, "outputs": [], "source": [ "STATE = censusdis.states.MA" ] }, { "cell_type": "markdown", "id": "25d16281-87a9-40cd-a2ba-d3a344f94002", "metadata": {}, "source": [ "## Query Metadata\n", "\n", "First we will see what variables are avialable in the dataset." ] }, { "cell_type": "code", "execution_count": 5, "id": "f7040c6c-9ce2-4fee-97e0-e3f3d8ce4b6b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['WKW', 'FBATHP', 'DRIVESP', 'WGTP23', 'WGTP22', 'WGTP25', 'WGTP24', 'RACNH', 'FWATP', 'WGTP21', 'WGTP20', 'WGTP27', 'WGTP26', 'WGTP29', 'WGTP28', 'FBROADBNDP', 'FDRATXP', 'FWKWNP', 'HOTWAT', 'FWKHP', 'FJWDP', 'WORKSTAT', 'FRACP', 'FFULP', 'WGTP34', 'WGTP33', 'WGTP36', 'PINCP', 'WGTP35', 'FPOBP', 'WGTP30', 'WGTP32', 'STOV', 'FMHP', 'WGTP31', 'RACAIAN', 'WGTP38', 'WGTP37', 'WGTP39', 'PUBCOV', 'SRNT', 'SEX', 'WGTP45', 'WGTP44', 'FACCESSP', 'WGTP47', 'DOUT', 'WGTP46', 'WGTP41', 'WGTP40', 'OTHSVCEX', 'WGTP43', 'RACPI', 'WGTP42', 'INDP', 'WGTP49', 'WGTP48', 'PRIVCOV', 'SFN', 'FINTP', 'HUPAC', 'SFR', 'WGTP50', 'FBLDP', 'WGTP56', 'WGTP55', 'WGTP58', 'WGTP57', 'WGTP52', 'WGTP51', 'DEAR', 'WGTP54', 'DIS', 'WGTP53', 'ACR', 'VACS', 'FINSP', 'WGTP59', 'FMILPP', 'MARHYP', 'ADJHSG', 'PAP', 'WGTP7', 'PWGTP30', 'WGTP6', 'PWGTP31', 'HINCP', 'WGTP5', 'PWGTP32', 'WKWN', 'WGTP4', 'PWGTP33', 'PWGTP34', 'PWGTP35', 'WGTP9', 'PWGTP36', 'WGTP8', 'WGTP3', 'WGTP2', 'RACWHT', 'WGTP1', 'GASP', 'PWGTP26', 'PWGTP27', 'PWGTP28', 'PWGTP29', 'FBDSP', 'FWKLP', 'FSCHP', 'FMARHTP', 'PWGTP20', 'PWGTP21', 'GRPIP', 'PWGTP22', 'PWGTP23', 'PWGTP24', 'PWGTP25', 'JWTRNS', 'FRNTMP', 'FOTHSVCEXP', 'CIT', 'LAPTOP', 'FMRGIP', 'JWRIP', 'PWGTP15', 'FCOMPOTHXP', 'PWGTP16', 'FSEMP', 'PWGTP17', 'PWGTP18', 'PWGTP19', 'ENG', 'FLANP', 'PWGTP10', 'PWGTP11', 'FCITWP', 'PWGTP12', 'PWGTP13', 'PWGTP14', 'FSSIP', 'FS', 'DIVISION', 'WRK', 'HICOV', 'DRATX', 'SMOCP', 'VPS', 'NWLA', 'FACRP', 'SCIENGRLP', 'FJWTRNSP', 'WGTP12', 'WGTP11', 'WGTP14', 'WGTP13', 'AGS', 'FSTOVP', 'WGTP10', 'WGTP19', 'WGTP16', 'WGTP15', 'WGTP18', 'WGTP17', 'FMARHWP', 'FTELP', 'PWGTP73', 'PWGTP74', 'QTRBIR', 'PWGTP75', 'FPERNP', 'PWGTP76', 'PWGTP77', 'PWGTP78', 'PWGTP79', 'PWGTP70', 'PWGTP71', 'PWGTP72', 'FDISP', 'PWGTP', 'WAGP', 'RWAT', 'PWGTP62', 'PWGTP63', 'PWGTP64', 'PWGTP65', 'PWGTP66', 'PWGTP67', 'PWGTP68', 'PWGTP69', 'FPLMPRP', 'TAXAMT', 'ANC2P', 'NWLK', 'PWGTP60', 'FPUBCOVP', 'PWGTP61', 'REGION', 'FMARHYP', 'FRETP', 'SMP', 'PWGTP59', 'FTENP', 'BLD', 'MAR', 'SMX', 'FVEHP', 'PWGTP51', 'PWGTP52', 'PWGTP53', 'PWGTP54', 'PWGTP55', 'GASFP', 'PWGTP56', 'PWGTP57', 'PWGTP58', 'VALP', 'PWGTP50', 'FDEYEP', 'FCITP', 'RACNUM', 'PWGTP48', 'PWGTP49', 'SPORDER', 'FANCP', 'PWGTP40', 'PWGTP41', 'DRAT', 'PWGTP42', 'PWGTP43', 'MRGI', 'ESP', 'PWGTP44', 'WGTP', 'PWGTP45', 'OCCP', 'ESR', 'PWGTP46', 'PWGTP47', 'FMRGP', 'MRGP', 'COW', 'TABLET', 'MRGX', 'MULTG', 'MRGT', 'PWGTP37', 'FOCCP', 'PWGTP38', 'PWGTP39', 'FREFRP', 'WGTP61', 'WGTP60', 'WGTP67', 'WGTP66', 'WGTP69', 'WGTP68', 'WGTP63', 'FRWATP', 'WGTP62', 'WGTP65', 'WGTP64', 'RAC1P', 'RNTM', 'DREM', 'MIGSP', 'FHICOVP', 'NWRE', 'FDIALUPP', 'RNTP', 'WGTP70', 'HUPAOC', 'WGTP72', 'WGTP71', 'WGTP78', 'MV', 'WGTP77', 'WGTP79', 'WGTP74', 'WGTP73', 'WGTP76', 'WGTP75', 'FAGSP', 'ANC', 'OIP', 'WGTP80', 'NP', 'NR', 'LNGI', 'ANC1P', 'HISPEED', 'PLM', 'RAC3P', 'OC', 'LANP', 'FLAPTOPP', 'FPRIVCOVP', 'LANX', 'HUPARC', 'FMVP', 'SVAL', 'PWGTP80', 'RWATPR', 'FWKWP', 'RAC2P', 'FPOWSP', 'SSP', 'R18', 'NAICSP', 'WATFP', 'RMSP', 'FDRATP', 'BDSP', 'FGASP', 'RESMODE', 'FSEXP', 'MHP', 'REFR', 'POWSP', 'FPLMP', 'JWAP', 'DIALUP', 'ELEFP', 'RELSHIPP', 'MIG', 'RC', 'MIL', 'WAOB', 'FHINS7P', 'RT', 'INTP', 'RACASN', 'FRELSHIPP', 'FHISPEEDP', 'FINDP', 'FPAP', 'JWMNP', 'FHINS6P', 'FKITP', 'INSP', 'ST', 'FFINCP', 'YBL', 'FINCP', 'YOEP', 'HINS6', 'FSMXHP', 'HINS7', 'FTABLETP', 'FLANXP', 'GRNTP', 'FCOWP', 'FJWMNP', 'HINS1', 'HINS2', 'HINS3', 'HINS4', 'HINS5', 'FDDRSP', 'FWAGP', 'FGRNTP', 'PUMA', 'FHINS5P', 'FSCHGP', 'FHINS5C', 'FVACSP', 'FHOTWATP', 'R60', 'FMARHDP', 'FMIGSP', 'R65', 'MARHT', 'FHINS4P', 'SERIALNO', 'DECADE', 'MARHW', 'MARHM', 'FGCRP', 'FHINS4C', 'PSF', 'RACSOR', 'NOC', 'POBP', 'CPLT', 'TYPEHUGQ', 'NOP', 'FSMARTPHONP', 'FULP', 'FHINS3P', 'SINK', 'KIT', 'FVALP', 'CONCAT_ID', 'JWDP', 'WKEXREL', 'DPHY', 'FWRKP', 'NPF', 'FHINS3C', 'FDEARP', 'NPP', 'FHINS2P', 'FRWATPRP', 'FSCHLP', 'MLPCD', 'FPARC', 'MIGPUMA', 'HUGCL', 'DDRS', 'MARHD', 'FMRGXP', 'SATELLITE', 'POVPIP', 'FULFP', 'BATH', 'WATP', 'GCM', 'FSATELLITEP', 'GCL', 'FHINS1P', 'WKHP', 'RECORD_TYPE', 'GCR', 'FRNTP', 'NRC', 'HFL', 'FSMP', 'ACCESSINET', 'ADJINC', 'FRMSP', 'POWPUMA', 'PARTNER', 'FELEP', 'CONP', 'FMIGP', 'FFSP', 'FGCMP', 'HISP', 'FESRP', 'HHL', 'AGEP', 'DEYE', 'SEMP', 'HHT', 'OCPIP', 'FGCLP', 'FENGP', 'SCHG', 'FTAXP', 'MSP', 'RACBLK', 'FMRGTP', 'FAGEP', 'SCHL', 'PWGTP9', 'FER', 'MLPFG', 'PWGTP8', 'NATIVITY', 'PWGTP7', 'SMARTPHONE', 'PWGTP6', 'FES', 'PWGTP5', 'PWGTP4', 'VEH', 'PWGTP3', 'FFERP', 'PWGTP2', 'PWGTP1', 'HHT2', 'FYOEP', 'FDREMP', 'NWAB', 'FCONP', 'FYBLP', 'FOIP', 'FHINCP', 'FHISP', 'BROADBND', 'NWAV', 'FDPHYP', 'PAOC', 'FFODP', 'FMARHMP', 'SSIP', 'FJWRIP', 'COMPOTHX', 'FSINKP', 'ELEP', 'FHFLP', 'WIF', 'FSMXSP', 'FOD2P', 'RETP', 'FSSP', 'PLMPRP', 'SCIENGP', 'CITWP', 'FMILSP', 'FPINCP', 'FOD1P', 'FMARP', 'SOCP', 'MLPE', 'MLPH', 'MLPA', 'FSMOCP', 'MLPB', 'FDOUTP', 'PERNP', 'WKL', 'SCH', 'TEL', 'TEN', 'MLPI', 'MLPJ', 'MLPK'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "group = ced.variables.get_group(DATASET, YEAR, None)\n", "\n", "group.keys()" ] }, { "cell_type": "code", "execution_count": 6, "id": "9da6fb7c-c3c7-40f0-a0fa-12a7abc74eb1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'label': 'Age',\n", " 'predicateType': 'int',\n", " 'group': 'N/A',\n", " 'limit': 0,\n", " 'suggested-weight': 'PWGTP',\n", " 'values': {'item': {'0': 'Under 1 year'},\n", " 'range': [{'min': '1',\n", " 'max': '99',\n", " 'description': '1 to 99 years (Top-coded)'}]},\n", " 'name': 'AGEP'}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "group[\"AGEP\"]" ] }, { "cell_type": "markdown", "id": "7f2ee674-0e68-4f92-a6ed-ce06432a6077", "metadata": {}, "source": [ "Next we will see what geographies are available. Note that PUMS data is available in a lot fewer\n", "geography hierarchies than the full ACS5 data set." ] }, { "cell_type": "code", "execution_count": 7, "id": "d1d12070-6e8c-4092-b4c9-bd78c900cd6b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'020': ['region'],\n", " '030': ['division'],\n", " '040': ['state'],\n", " '795': ['state', 'public_use_microdata_area']}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cgeo.geo_path_snake_specs(DATASET, YEAR)" ] }, { "cell_type": "markdown", "id": "f37165db-4da9-4aff-a0c6-d27c7c1a7247", "metadata": {}, "source": [ "## Query Age and its Suggested Weight at the PUMA Level" ] }, { "cell_type": "code", "execution_count": 8, "id": "2ec8e899-6d50-4fd2-b153-6e0c141b6024", "metadata": {}, "outputs": [], "source": [ "query_variables = [\"AGEP\"]" ] }, { "cell_type": "code", "execution_count": 9, "id": "bec0fa6b-8926-4394-83d9-0c02512fa9cf", "metadata": {}, "outputs": [], "source": [ "variable_weights = {\n", " variable: group[variable][\"suggested-weight\"] for variable in query_variables\n", "}\n", "\n", "unique_weights = list(set(variable_weights.values()))" ] }, { "cell_type": "code", "execution_count": 10, "id": "3fbf90d9-ea15-4157-8037-d819f618b4a3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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STATEPUBLIC_USE_MICRODATA_AREAAGEPPWGTP
02539004614
12539004612
22539001213
3253025214
4253022117
...............
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335410 rows × 4 columns

\n", "
" ], "text/plain": [ " STATE PUBLIC_USE_MICRODATA_AREA AGEP PWGTP\n", "0 25 3900 46 14\n", "1 25 3900 46 12\n", "2 25 3900 12 13\n", "3 25 302 52 14\n", "4 25 302 21 17\n", "... ... ... ... ...\n", "335405 25 506 65 12\n", "335406 25 4301 89 20\n", "335407 25 400 51 5\n", "335408 25 400 56 6\n", "335409 25 400 5 6\n", "\n", "[335410 rows x 4 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_acs5_pums = ced.download(\n", " DATASET,\n", " YEAR,\n", " query_variables + unique_weights,\n", " state=STATE,\n", " public_use_microdata_area=\"*\",\n", ")\n", "\n", "df_acs5_pums" ] }, { "cell_type": "code", "execution_count": 11, "id": "2cb24357-7ae9-4a76-9146-4f943d17447a", "metadata": {}, "outputs": [], "source": [ "# Reformat and rename for easier merging with the map later.\n", "df_acs5_pums[\"PUMACE\"] = df_acs5_pums[\"PUBLIC_USE_MICRODATA_AREA\"].apply(\n", " lambda p: f\"{int(p):05d}\"\n", ")" ] }, { "cell_type": "markdown", "id": "f50db2de-e352-4627-8df0-42007afa19ad", "metadata": {}, "source": [ "## Compute Average Age in Each Area" ] }, { "cell_type": "code", "execution_count": 12, "id": "06559562-2415-43f0-a502-342474068448", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/78/t8hxf7gn23543dfqt1z2m2d00000gn/T/ipykernel_25316/3164945290.py:2: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", " df_acs5_pums.groupby(\"PUMACE\")\n" ] } ], "source": [ "df_average_age = (\n", " df_acs5_pums.groupby(\"PUMACE\")\n", " .apply(\n", " lambda g: (g[\"AGEP\"] * g[variable_weights[\"AGEP\"]]).sum()\n", " / g[variable_weights[\"AGEP\"]].sum()\n", " )\n", " .rename(\"avg_age\")\n", " .reset_index()\n", ")" ] }, { "cell_type": "markdown", "id": "ecf3b49a-fa80-4796-a64e-034d0b92f885", "metadata": { "tags": [] }, "source": [ "## Load map data and merge in our PUMS data" ] }, { "cell_type": "code", "execution_count": 13, "id": "a5d464d5-7d2a-4baf-93c1-82cd21fd5ce4", "metadata": { "tags": [] }, "outputs": [], "source": [ "reader = ShapeReader(year=YEAR)" ] }, { "cell_type": "code", "execution_count": 14, "id": "1aa1542a-db2d-49f6-a9c0-ab751222a853", "metadata": {}, "outputs": [], "source": [ "gdf_puma = reader.read_shapefile(STATE, \"puma\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "2e983517-203c-4dd3-979a-31d557dd2002", "metadata": {}, "outputs": [], "source": [ "gdf_avg_age = gdf_puma.merge(df_average_age, left_on=\"PUMACE\", right_on=\"PUMACE\")" ] }, { "cell_type": "markdown", "id": "bcad980f-f19c-4b46-9c97-e6f7fa83ff82", "metadata": {}, "source": [ "## Plot the Map" ] }, { "cell_type": "code", "execution_count": 16, "id": "aa5e1c76-4832-412d-b7e1-a8329ce8aa62", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = (12, 6)\n", "\n", "ax = gdf_avg_age.plot(\n", " \"avg_age\", cmap=\"Greens\", edgecolor=\"black\", legend=True, linewidth=0.5\n", ")\n", "\n", "ax.set_title(\n", " f\"Average Age by Public Use Microdata Area in {censusdis.states.NAMES_FROM_IDS[STATE]}\"\n", ")\n", "\n", "ax.tick_params(\n", " left=False,\n", " right=False,\n", " bottom=False,\n", " labelleft=False,\n", " labelbottom=False,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "cb3c2a3f-cbaa-4ab5-9e8b-9d2fce28b511", "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": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 5 }