Hugging Face's logo

Datasets:
zer0contextlost
/
airtox

Modalities:
Tabular
Text
Geospatial
Formats:
parquet
Languages:
English
Size:
10M - 100M
Tags:
air-quality
air-toxics
environmental-health
epa
nata
airtoxscreen
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
xet
 Community
airtox / README.md
zer0contextlost's picture
zer0contextlost
dataset card
889b3a2 verified
preview code
|
Raw History Blame Contribute Delete
15.3 kB
metadata 
license: cc-by-4.0
pretty_name: 'airtox: EPA air toxics risk estimates 1996-2021'
language:
  - en
size_categories:
  - 100M<n<1B
tags:
  - air-quality
  - air-toxics
  - environmental-health
  - epa
  - nata
  - airtoxscreen
  - cancer-risk
  - census-tract
  - census-block
  - geospatial
configs:
  - config_name: blocks_2021
    data_files: data/blocks/2021/*_by_poll.parquet
  - config_name: blocks_2020
    data_files: data/blocks/2020/*_by_poll.parquet
  - config_name: tracts_2021
    default: true
    data_files: data/rollups/2021_tract_by_poll.parquet
  - config_name: tracts_2020
    data_files: data/rollups/2020_tract_by_poll.parquet
  - config_name: hazard_tracts_2021
    data_files: data/rollups/2021_tract_hi.parquet
  - config_name: hazard_tracts_2020
    data_files: data/rollups/2020_tract_hi.parquet

airtox: EPA air toxics risk estimates, 1996-2021, in one format

Every national air toxics assessment EPA has published (NATA 1996, 1999, 2002, 2005, 2011, 2014 and AirToxScreen 2017-2020), converted from Access databases, xls, xlsx and zipped CSVs into Parquet with consistent column names. Plus 2021 block-level cancer risk, which EPA did not publish.

Data: https://huggingface.co/datasets/zer0contextlost/airtox Code: https://github.com/zer0contextlost/airtox Map: https://zer0contextlost.github.io/airtox/ (every county, every year, as published or rescored on 2020 toxicity values)

Why 2021 is here

In August 2026 EPA posted 2021 block-level ambient and exposure concentrations for 177 air toxics ("2021 Multipollutant Platform", gaftp.epa.gov/Air/Multipollutant_Platform/2021/) without the risk step that AirToxScreen normally adds. This dataset applies AirToxScreen's own cancer risk method to those concentrations:

risk per million = exposure concentration (ug/m3) x unit risk estimate (1/(ug/m3)) x 1e6

The unit risk estimates are EPA's 2020 AirToxScreen pollutant table (ref/2020AirToxScreenPollutants.xlsx, mutagenic adjustment already included). For 2018 and 2019 we back-calculated the values EPA actually used from its published risk and exposure tables (risk / exposure, per tract), and they match this table for every carcinogen except PAHPOM. So it is the table EPA used for 2018-2020.

Method check. We ran the same code on EPA's 2020 exposure concentrations and compared the result with EPA's published 2020 risk. For every block in EPA Region 1 (225,438 blocks), all 71 carcinogens except PAHPOM and all 39 source groups match EPA's per-pollutant risk files. The 99th-percentile relative error is about 1e-9. The largest is 5e-4, which comes from rounding in EPA's CSVs. See validation/recompute_method_check_2020_R1.json.

What this is: EPA's method applied to EPA's data, for screening. It is not EPA's 2021 assessment and EPA has not reviewed it. The usual AirToxScreen caveats apply: modeled estimates of lifetime risk from inhalation of outdoor air toxics, meant to find places and pollutants worth a closer look, not to describe any person's actual risk.

PAHPOM is estimated, not computed

PAHPOM (polycyclic organic matter) is a lump of PAH groups that EPA scores with different unit risks per group. EPA publishes only the lumped concentration, so its risk can't be recomputed exactly. For 2021 we estimate it per block and per source group as:

PAHPOM risk 2021 = PAHPOM exposure 2021 x (EPA PAHPOM risk 2020 / PAHPOM exposure 2020), same block, same source group

The 2020 ratio of the block's total is the fallback where a source group had no 2020 PAHPOM. That is mostly the two source groups that are new in 2021, TRANSPORT and NP-FirePileBurns. Nationally, about 0.3% of estimated PAHPOM risk or less uses the fallback in any region.

How good is that? There's no 2022 data to check against, so we tested the same carry-forward one year earlier. We took 2019 county ratios, applied them to 2020 exposure, and compared the result with EPA's 2020 PAHPOM risk. The median county error was 47%, and the national population-weighted PAHPOM risk came out 2.1 per million against EPA's 1.1. EPA's PAHPOM inventory roughly doubled between 2019 and 2020, so this is a hard test. Still, treat the 2021 PAHPOM column as uncertain to within a factor of about 2. PAHPOM is 3.8% of 2021 national population-weighted risk. Every 2021 block row carries total_excl_pahpom (exact) next to PAHPOM (estimate) and total_cancer_risk_per_million (both). File: validation/pahpom_transfer_2019_2020_county.csv.

National numbers

year blocks people pop-weighted cancer risk per million of which PAHPOM origin
2020 5,808,484 334,725,204 30.0 epa_published
2021 5,807,940 334,725,204 27.8 1.07 (estimate) recomputed_2021

EPA cautions that years are not directly comparable: emissions inventories, models and toxicity values change between assessments.

Noncancer hazard, 2020 and 2021 (added in v1.1)

EPA did not publish block-level noncancer results for 2020 or any noncancer results for 2021. data/hazard/<year>/ has them for every block, using AirToxScreen's method:

hazard quotient (HQ) = exposure concentration (ug/m3) / (RfC (mg/m3) x 1000)
hazard index (HI) for an organ = sum of HQ over the pollutants EPA flags for that organ

RfCs and organ flags come from the same EPA 2020 pollutant table. Method check: we rebuilt EPA's published 2019 tract hazard indexes from EPA's 2019 exposure concentrations.

  • The pollutant sets per organ match EPA exactly for all five organs EPA publishes in detail.
  • Per-pollutant HQs match within EPA's rounding: 99th-percentile error about 0, largest 0.1%. Ethylene oxide is off by up to 64% in a handful of tracts at very small values.
  • All 14 organ HIs fall within EPA's rounding in 100% of tracts (respiratory 99.995%).

See validation/noncancer_method_check_2019.json.

Files per region: _hi (14 organ HIs per block), _hq_by_poll (HQ for each of the 97 pollutants with an RfC), _resp_hi_by_src (respiratory HI by source group). Tract and county rollups are in data/rollups/.

organ 2020 pop-weighted HI 2021 pop-weighted HI
respiratory 0.350 0.339
neurological 0.020 0.022
liver 0.007 0.007
kidney 0.003 0.003
immunological 0.010 0.010
developmental 0.038 0.037
reproductive 0.048 0.047
blocks with respiratory HI > 1 17,629 5,267

Re-scored series: every year with 2020 toxicity values (added in v1.1)

Each assessment used the toxicity values current at the time, so part of the change between years is a change in toxicity values, not in air. data/rescored_2020tox/ re-scores each year's tract cancer risk with the 2020 unit risk estimates:

re-scored = EPA's published tract total + sum over pollutants of (URE_2020 / URE_that_year - 1) x EPA's risk for that pollutant

The unit risk EPA used each year (validation/ure_by_year.csv) comes from:

  • 1996, 1999, 2002, 2018, 2019: recovered from EPA's own risk and exposure tables (risk / exposure, per tract; spread under 0.1% for single substances).
  • 2005, 2011: read from the dose-response tables in EPA's documentation.
  • 2014, 2017: taken from EPA's pollutant spreadsheets.

2014 through 2020 turned out to use the same values, so only 1996-2011 change. The big ones:

  • Formaldehyde: 1999 and 2002 used an industry-funded potency (5.5e-9, about 2,400x lower than the IRIS value EPA has used since 2005).
  • Ethylene oxide: 57x higher after EPA's 2016 IRIS update.
  • Trichloroethylene and ethylene dibromide: higher now.
  • Methylene chloride, perchloroethylene and carbon tetrachloride: lower now.
  • No longer scored for cancer: about a dozen pollutants, including chloroform, quinoline and 1,1,2,2-tetrachloroethane. They get zero.

Not re-scored, and kept as published: lumped groups and metal compounds (POM/PAH groups, chromium, nickel, PCBs). EPA folds speciation and group-specific values into those numbers, so a single ratio would be wrong. The summary lists them per year.

year tracts pop-weighted cancer risk per million, as published re-scored with 2020 values biggest re-scoring changes (per million)
1996 60,287 55.2 63.7 Ethylene Oxide +14.5, Carbon Tetrachloride -5.8, Ethylene Dibromide +2.3, Chloroform -1.7
1999 66,028 41.5 84.4 Ethylene oxide +22.8, Formaldehyde +19.3, Ethylene dibromide +6.9, 1,1,2,2-Tetrachloroethane -2.6
2002 66,029 35.6 84.9 ETHYLENE OXIDE +34.7, FORMALDEHYDE +20.0, CARBON TETRACHLORIDE -4.3, TETRACHLOROETHYLENE (PERCHLOROETHYLENE) -1.1
2005 66,029 49.8 80.2 ETHYLENE OXIDE +30.5, 1,1,2,2-TETRACHLOROETHANE -0.2, ETHYLBENZENE +0.2, METHYLENE CHLORIDE (DICHLOROMETHANE) -0.1
2011 73,450 39.9 43.7 ETHYLENE OXIDE +3.8
2014 73,450 31.7 31.7
2017 73,449 28.7 28.7
2018 73,449 25.0 25.0
2019 73,449 25.4 25.4

1996 covers only the 33 pollutants EPA assessed that year, so its total isn't comparable to later years.

This removes only the toxicity-value differences. Emissions inventories, models, pollutant coverage and census geography still differ between assessments, so the re-scored series is closer to comparable but is not a clean trend.

Layout 

data/
  epa_published/<year>/   EPA's published tables, long format (see schema)
  blocks/2020/            EPA 2020 block-level cancer risk, per region: _by_poll, _by_src (wide)
  blocks/2021/            our 2021 recompute, same layout + PAHPOM estimate columns
  rollups/                2020 and 2021 tract and county tables: population-weighted means of the blocks
  hazard/2020, hazard/2021 noncancer HQ and organ HI per block (recomputed, see below)
  rescored_2020tox/       every year's tract cancer risk re-scored with 2020 toxicity values
validation/               method check, PAHPOM test, recovered toxicity values, sector-sum checks
ref/                      EPA 2020 pollutant table (unit risk estimates)

Long schema (data/epa_published)

year, geo_level (nation|state|county|tract), geoid, state, county, population, dimension, name, metric, value, unit, origin, source_file

  • dimension: pollutant, source (sector or source group), source_category (2005 sub-sector files), total, or statistic (1999 county distributions).
  • metric: cancer_risk (per million), hazard_index_<organ>, hazard_quotient, ambient_conc / exposure_conc (ug/m3), emissions (tons/yr), and for 1999 state files <metric>_percent_of_total (each pollutant's share of the tract total, in percent).
  • source_file: the raw EPA file (and Access table) each row came from.
  • 1999 tract files and 1996 files are one Parquet per pollutant and add pollutant (and cas, urban_rural for 1999) columns.

Block tables (data/blocks)

One row per census block: State, County, FIPS, Block, Population, then one column per pollutant (_by_poll) or source group (_by_src), then total_cancer_risk_per_million. _by_poll also has total_rounded_epa_style, the total rounded to one significant figure the way EPA's published totals are. 2021 adds PAHPOM (estimate), total_excl_pahpom, pahpom_share_no_source_ratio, and pahpom_ratio_level. 2020 and 2021 both use 2020 census block IDs, so you can join the two years on Block. EPA's 2021 files leave out some blocks that are in its 2020 files, for example 544 in Region 2. Every 2021 block is in 2020.

What's in each year

year geography what EPA published (and is here)
1996 tract 33 pollutants: concentration, exposure, risk tables (per-pollutant xls)
1999 tract, county, state 188 pollutants per tract: ambient + exposure conc, cancer risk, hazard quotient by sector; state tract totals (cancer, respiratory, neurological); county emissions; county concentration distributions
2002 tract cancer risk, respiratory and neurological HI by pollutant and sector
2005 tract cancer, respiratory, neurological by pollutant and sector; onroad, nonroad, nonpoint by sub-category
2011, 2014 tract cancer risk and hazard indexes by pollutant and source group
2017-2019 tract same, AirToxScreen
2020 block (+ tract/county rollups) cancer risk by pollutant and source group (EPA gaftp per-pollutant files); noncancer HQ/HI recomputed here
2021 block (+ rollups) recomputed here: cancer risk by pollutant and source group; noncancer HQ/HI

Known quirks in EPA's files

  • EPA's published totals for 2017-2020 are rounded to one significant figure. The exact sum is in total_cancer_risk_per_million, the rounded one in total_rounded_epa_style, or in EPA's own TOTAL rows for the tract years.
  • 2005 onroad file: in 855 Puerto Rico tracts EPA's total is about 10x gasoline + diesel. Kept as published.
  • 2020 PAHPOM_RISK_R3.csv has "Exposure Conc" column headers over risk values. The values are risk (about 55x the exposure file), so we read them as risk.
  • 2020 Region 9 per-pollutant CSVs drop the leading zero on about 1,000-2,000 California and Arizona block IDs, and which blocks are affected differs between files. IDs here are zero-padded to 15 digits (block) and 5 digits (county FIPS).
  • US Virgin Islands blocks have zero population in EPA's 2020 and 2021 block files, so their tract and county rollups here are plain means of the blocks. EPA's own 2020 county file uses population-weighted values and differs by up to 22% for those 3 counties. Every other county matches EPA's county file within EPA's rounding.
  • 2021 Region 10 CSVs leave commas in pollutant names unquoted (1,3-BUTADIENE). The code re-quotes them.
  • 2021 headers have typos (BENZOAPYRNE). The code maps them to the 2020 names.
  • A few 1999 and 2002 files linked from EPA's pages are gone and aren't in the Wayback Machine either: 2002 tract databases for asbestos, fine mineral fibers, radionuclides and hexachlorocyclohexane, and one 1999 county database. Other dead 1999 links point to files that exist under a different folder, and those are included.

Changes

  • v1.1 (2026-11-04). Added: noncancer hazard for 2020 and 2021, the re-scored series, and the per-year toxicity table. Fixed two conversion errors of ours in v1:
    • 1999 cancer risk for benzyl chloride, 2,4-toluene diamine and POM was 1,000,000x too small. Those EPA tables store risk as a probability, not per million.
    • The 2014, 2017, 2018 and 2019 all-organ HI files had shifted columns in 2014 and 2019 and a misleading metric name. They now have one row per organ with metric = hazard_index. EPA's 2014, 2018 and 2019 all-organ files carry no state or county names, so join on geoid.
  • v1 (2026-11-04). First release.

Not included

  • The raw EPA files (about 127 GB). They were mirrored for this build, and the Data Rescue Project and Zenodo record 17187663 already archive them.
  • Noncancer re-scoring of older years.

Credit and license

All input data is from the U.S. EPA (public domain). This compilation, the 2021 recompute, and the code are released under CC BY 4.0 (data) and MIT (code). Questions about EPA's underlying data: airtoxics@epa.gov. Thanks to the Data Rescue Project and the Internet Archive for keeping copies of EPA's older assessment pages.