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Derived table · PPP, COVID EIDL, pandemic unemployment and other relief programs

Justice Department pandemic-relief announcements by year

Justice Department press releases on pandemic relief fraud, counted by year and by what each one announces: new charges, pleas, convictions, sentences, civil settlements, civil suits, forfeitures and everything else. 56 rows.

Rows56
Columns12
Files1 · 3 KB
FormatCSV
Source vintageJustice Department press releases dated 2019-10-25 to 2026-09-22 (135,785 releases)
Published byPandemic Darlings
Acquired / built2026-09-24
Built fromDOJ press-release corpus, 2020–2026 · COVID-19 Fraud Enforcement Task Force 2024 Report
SHA-2561c788711d8105d783f45157fff96f5af054527ae576a94c6302823b31bdf84e1
RightsCompiled from U.S. government public records; attribution to Pandemic Darlings requested for the compiled table.
Dictionarydictionary.csv

Download CSV 3 KBData dictionary CSVAt a glancePreviewColumnsHow to useBefore you quote a row

At a glance

Measured on the served file on 2026-09-24; the checksum above is the file these numbers describe.

Rows56
Columns12
Keyyear + stage · unique
Cells left blank204 of 672 · 30.4%
Releases4,996
Distinct announcements4,734
Years7

What it is

One row is one calendar year and one stage. releases counts press releases. distinct_announcements counts them after merging releases that announce the same event, such as a settlement posted by both the Civil Division and a U.S. Attorney's office. defendants_estimate counts the people the distinct criminal announcements name, and settlement_usd_sum adds the amounts civil resolutions say will be paid.

The companion file lists the 4,996 releases behind the table: date, headline, address on justice.gov, stage, programs named, people named and any settlement amount.

How it was built

A release is in scope when its headline or text names a pandemic relief program: the Paycheck Protection Program, COVID EIDL, pandemic unemployment benefits, the Employee Retention Credit, the Restaurant Revitalization Fund, the Shuttered Venue Operators Grant, the Provider Relief Fund and the uninsured-testing program, CARES Act and American Rescue Plan money, rental assistance, economic impact payments, and the Feeding Our Future child-nutrition fraud. The task force's standard closing paragraph is removed first, so it cannot bring a release in by itself. Spanish and Portuguese versions of English releases are left out.

The stage comes from the headline, or from the first 400 characters when the headline has no stage word. Releases that bundle unrelated cases (takedown summaries, office results, grand-jury lists) are OTHER, as are warnings and office news.

The rules were checked by reading 415 releases. Of 102 the rules call charging announcements, 98 were (90 wholly about pandemic relief, 8 partly). Of 100 called civil resolutions, 100 were (98 wholly, 2 partly). In 2021 the charging rule was right 46 times in 46; in 2025, 47 in 50. Of 50 releases that mention fraud and COVID but fell outside the scope, none was clearly about a relief program and 4 were borderline.

People named: the larger of the number the headline gives, the number the first sentence gives and the names printed with ages, and at least one. Counted by hand on 61 releases, the estimate was exact on 59.

Every cell was computed twice, by independently written programs: 238 of 238 agree.

Preview

yearstagereleasesdistinct_announcementsdefendants_nameddefendants_estimatedefendants_estimate_capped20releases_naming_no_defendantsettlement_usd_sumsettlement_usd_mediansettlements_with_amountall_doj_releases_that_year
2020CHARGED1901672444504075018429
2020PLEA74685773731618429
2020CONVICTED22222018429
2020SENTENCED48473148481618429
2020CIVIL_RESOLUTION00000018429
2020CIVIL_ACTION000018429
2020FORFEITURE330318429
2020OTHER159105010518429
2021CHARGED2462354005395325419247
2021PLEA2112021572412417519247

First 10 of 56 rows · cells longer than 60 characters are cut with an ellipsis · shown as text, unformatted.

Files

FileRowsSizeSHA-256
doj-pandemic-enforcement-by-year.csv
CSV, UTF-8, header row
562,672 B1c788711d8105d783f45157fff96f5af054527ae576a94c6302823b31bdf84e1Download ↓
dictionary.csv
data dictionary, 24 rows
24—built with this pageDownload ↓
doj-pandemic-enforcement-releases.csv
one row per in-scope press release
4,9961,416,826 Bce84b78c9b3d0a0e1a44abca18fe4860cc08f2890f524494666a851cfa624e63Download ↓
code/check_enforcement.py
rebuild and check programs and the hand-read sample (code/check_enforcement.py)
—4,984 Ba9b81a233573e8943e877a5f8532f2cdbad72ddeae13ca79b0b7fb2cc8413d57Download ↓
code/doj_rules.py
rebuild and check programs and the hand-read sample (code/doj_rules.py)
—12,325 B401be1d948ea8ef0438e12ba8e937dd383cf6cbbb4ad31ce52e1fe1aad6f1869Download ↓
code/load_corpus.py
rebuild and check programs and the hand-read sample (code/load_corpus.py)
—1,082 Bf3ebd45799aa762b2a40350b733b3e23983585f6e6b543482f7e3635006d344aDownload ↓
code/reproduce_enforcement.py
rebuild and check programs and the hand-read sample (code/reproduce_enforcement.py)
—9,056 Bb1ca7292de53ec24d0874bd02b425b743a1ecf965b6aed05b1768558649c9399Download ↓
code/topup_api.py
rebuild and check programs and the hand-read sample (code/topup_api.py)
—2,582 B657ee1aa66d067c9565760748fd4779677a5a3a4167766fa145047b668b311deDownload ↓
code/validate_handcheck.py
rebuild and check programs and the hand-read sample (code/validate_handcheck.py)
—4,648 B58b2764786c51bcdd0ed9460731c63ef02309c51cd06726eaea2eecbe4dd4649Download ↓
code/handcheck/defendant_fresh.json
rebuild and check programs and the hand-read sample (code/handcheck/defendant_fresh.json)
—3,894 Be96976d0ab5bfebd4b71f9797d127a80bdbdeaed469b3449f546a31c656528beDownload ↓
code/handcheck/defendant_sample.json
rebuild and check programs and the hand-read sample (code/handcheck/defendant_sample.json)
—7,760 B754651f5a5aa2951508db72a27918ab7cb3dc6e25a5fe39bc70937874f53f294Download ↓
code/handcheck/defendant_truth.csv
rebuild and check programs and the hand-read sample (code/handcheck/defendant_truth.csv)
405,201 Bd492d09ee8ab8223ec20070e38ade432091d1ecca4d9f14d25280376400a6d69Download ↓
code/handcheck/defendant_truth_fresh.csv
rebuild and check programs and the hand-read sample (code/handcheck/defendant_truth_fresh.csv)
243,137 Bb9e771f384476c36c821781e486d363032788d54c116538549f67508ce8ae696Download ↓
code/handcheck/doj_rules_FROZEN.py
rebuild and check programs and the hand-read sample (code/handcheck/doj_rules_FROZEN.py)
—12,325 B401be1d948ea8ef0438e12ba8e937dd383cf6cbbb4ad31ce52e1fe1aad6f1869Download ↓
code/handcheck/judgments.csv
rebuild and check programs and the hand-read sample (code/handcheck/judgments.csv)
4259,617 Bf66c8093ef290a8d4426f8da830b07d8f5b312196778b857e0f9963136e4da0dDownload ↓
code/handcheck/judgments_new_scope.csv
rebuild and check programs and the hand-read sample (code/handcheck/judgments_new_scope.csv)
304,217 Be91c526d6d02f33d9811f57019596173dc42a773810aec6fbdff9bccd91ea2ebDownload ↓
code/handcheck/new_scope_sample_urls.json
rebuild and check programs and the hand-read sample (code/handcheck/new_scope_sample_urls.json)
—3,376 Bdc544f0f9e03585b7347a43af7c45787a7a18120d37ae58bb6757fe156d1edb9Download ↓
code/handcheck/precision_rows.csv
rebuild and check programs and the hand-read sample (code/handcheck/precision_rows.csv)
45562,711 Bea6298d27e451fe17efbe225123525a98071a1d2c1e68edc06413dc810224352Download ↓
code/handcheck/precision_rows_final.csv
rebuild and check programs and the hand-read sample (code/handcheck/precision_rows_final.csv)
45564,983 B499e4f31e341bbfe8acb4b936fef3fca5cf82f62f35622a37181ae6f0e4580f3Download ↓
code/handcheck/recall2_judgments.csv
rebuild and check programs and the hand-read sample (code/handcheck/recall2_judgments.csv)
506,064 Bb10ecacca6a629c7b2cbf4edfa527c161bc3a160668376a621437617ceb3d308Download ↓
code/handcheck/recall2_sample_urls.json
rebuild and check programs and the hand-read sample (code/handcheck/recall2_sample_urls.json)
—5,574 Bad58acad1e768f5558090e7c29faa16129f5939818e29d2424029a50aa71d3b8Download ↓
code/handcheck/recall3_judgments.csv
rebuild and check programs and the hand-read sample (code/handcheck/recall3_judgments.csv)
506,174 B704861f972789aac5e2934eff38ecf699d5c9d6eeb62692e0f1e645bbbcae4b9Download ↓
code/handcheck/recall3_sample_urls.json
rebuild and check programs and the hand-read sample (code/handcheck/recall3_sample_urls.json)
—5,581 B40d955cfb09b6ae6572f64c261b2562d2dd9b0be903c40975d9b71d2961608eeDownload ↓
code/handcheck/recall_final_judgments.csv
rebuild and check programs and the hand-read sample (code/handcheck/recall_final_judgments.csv)
506,287 Bd7813aede6243b86eab3054269f0dcb33c7d1c00e9e4a04fd54f25b88d99fa4bDownload ↓
code/handcheck/recall_final_sample_urls.json
rebuild and check programs and the hand-read sample (code/handcheck/recall_final_sample_urls.json)
—5,825 B3bf7d560dd9a53fef0d6c3c0deb21a744de449e21d9e5347a72af56fe9d810d2Download ↓
code/handcheck/sample.csv
rebuild and check programs and the hand-read sample (code/handcheck/sample.csv)
425107,030 B1735f03ca9636cf96e35023c4282e5d223f9783fbd6f20a439450b0d2228e1eaDownload ↓
code/handcheck/validation.json
rebuild and check programs and the hand-read sample (code/handcheck/validation.json)
—1,904 Be094c1d421fa58d8c6ceb87d3343fd99d117c5baa10342a2a847c7aaa440007dDownload ↓
README.md
what the table is, what it does not measure, and how every number can be checked
—5,645 B663bc6a36b94feb958edf033826c07a7f828ad7c8936908d743be3fc1ab49d88Download ↓
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Columns

ColumnType, measuredBlankDistinctRange / valuesMeaning
yearinteger072K – 2K · median 2KCalendar year of the release date.
stagetext08CHARGED (7), PLEA (7), CONVICTED (7), SENTENCED (7), CIVIL_RESOLUTION (7), CIVIL_ACTION (7)What the release announces, read from its headline (or its first 400 characters when the headline has no stage word): CHARGED, PLEA, CONVICTED (verdict or unspecified conviction), SENTENCED, CIVIL_RESOLUTION (settlement, consent or default judgment, agreement to pay), CIVIL_ACTION (civil suit filed), FORFEITURE, OTHER (round-ups, takedown summaries, warnings, office news).
releasesinteger0390 – 331 · median 46.50Press releases with this year and stage.
distinct_announcementsinteger0420 – 327 · median 37The same, counting once any release that repeats another of the same stage within 30 days (near-identical headline, identical opening text, or for civil resolutions the same amount).
defendants_namedinteger0270 – 400 · median 1People printed with an age in the style "Name, 45, of City" in the distinct announcements (criminal stages only). A floor, not a count.
defendants_estimateinteger28282 – 696 · median 257.50People each distinct announcement names: the larger of the number its headline gives, the number its first sentence gives and the names printed with ages, and at least one (criminal stages only).
defendants_estimate_capped20integer28282 – 532 · median 252.50defendants_estimate counting at most 20 people per release, so that a few mass-defendant releases do not swing a year.
releases_naming_no_defendantinteger0350 – 109 · median 25.50Distinct announcements in which no name was printed with an age (criminal stages only).
settlement_usd_sumnumber4970 – 306.8M · median 46.4MFor CIVIL_RESOLUTION: the amounts the distinct announcements say will be or were paid, summed. Whole settlements are counted even when pandemic relief was one of several allegations.
settlement_usd_mediannumber506107K – 2.3M · median 750KFor CIVIL_RESOLUTION: median of those amounts.
settlements_with_amountinteger4970 – 83 · median 26For CIVIL_RESOLUTION: distinct announcements that state an amount.
all_doj_releases_that_yearinteger0714K – 21K · median 19KEvery Justice Department press release dated in that year, in the same collection, as the denominator.

Type, blanks, distinct count, and range are measured on the file. The same table as CSV: dictionary.csv.

How to use it

Specific to this file, measured on it: keys, joins, encodings, units, and the values that will trip a naive count.

  • These are announcements, not caseloads. The department does not announce every charge or settlement, and the share it announces changes. Its COVID-19 Fraud Enforcement Task Force counted about 3,500 people charged by U.S. Attorneys' offices through 2023 in 2,388 cases, under a wider definition of pandemic fraud; the charging announcements here name about 2,100 people over the same years. Its year-end False Claims Act figures report about 270 PPP civil resolutions in fiscal 2023 and more than 250 pandemic-related ones in fiscal 2024; 20 and 42 were announced.
  • 2026 is a partial year, through September 22.
  • 2024's people count runs high. One district round-up is headlined "Over 100 Defendants" and one gang case appears under two headlines. defendants_estimate_capped20 limits each release to 20 people.
  • Dollar sums follow the largest settlements. 2024 includes Kabbage's agreement to pay up to $120 million, made in its bankruptcy; 2022 includes a $24.5 million settlement in which a PPP loan was one of several allegations.
  • CRLF line endings, UTF-8, 2,672 bytes.

Before you quote a row

  • A charge is an accusation. A charging announcement reports allegations, and civil settlements commonly resolve allegations without a finding of liability.
  • It does not cover state cases, SBA's own actions, or cases that surface only in court filings.
Cite this table. Name the source vintage; the numbers depend on it.Justice Department pandemic-relief announcements by year, compiled from Justice Department press releases dated January 2020 to September 22, 2026. Pandemic Darlings, https://pandemicdarlings.com/data/doj-pandemic-enforcement-by-year/, SHA-256 1c788711d8105d783f45157fff96f5af054527ae576a94c6302823b31bdf84e1
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