NTSB investigations, 1973
1,368 cases where the phase of flight was Landing.
Cases per year
| 1962 | 22 |
|---|---|
| 1963 | 19 |
| 1964 | 2,152 |
| 1965 | 2,293 |
| 1966 | 2,496 |
| 1967 | 2,731 |
| 1968 | 1,964 |
| 1969 | 1,749 |
| 1970 | 1,680 |
| 1971 | 1,626 |
| 1972 | 1,480 |
| 1973 | 1,368 |
| 1974 | 1,387 |
| 1975 | 1,285 |
| 1976 | 1,307 |
| 1977 | 1,222 |
| 1978 | 1,325 |
| 1979 | 1,135 |
| 1980 | 1,123 |
| 1981 | 1,048 |
| 1982 | 939 |
| 1983 | 885 |
| 1984 | 853 |
| 1985 | 739 |
| 1986 | 661 |
| 1987 | 699 |
| 1988 | 605 |
| 1989 | 584 |
| 1990 | 556 |
| 1991 | 503 |
| 1992 | 534 |
| 1993 | 524 |
| 1994 | 516 |
| 1995 | 481 |
| 1996 | 529 |
| 1997 | 508 |
| 1998 | 545 |
| 1999 | 563 |
| 2000 | 517 |
| 2001 | 497 |
| 2002 | 516 |
| 2003 | 515 |
| 2004 | 522 |
| 2005 | 543 |
| 2006 | 470 |
| 2007 | 536 |
| 2008 | 538 |
| 2009 | 474 |
| 2010 | 512 |
| 2011 | 519 |
| 2012 | 500 |
| 2013 | 420 |
| 2014 | 412 |
| 2015 | 422 |
| 2016 | 527 |
| 2017 | 490 |
| 2018 | 518 |
| 2019 | 463 |
| 2020 | 420 |
| 2021 | 455 |
| 2022 | 494 |
| 2023 | 477 |
| 2024 | 477 |
| 2025 | 451 |
| 2026 | 373 |
Where
Latest cases
Query with SQL
duckdb -csv -c "WITH phase_names(main, name) AS (VALUES (100, 'Prior to flight'), (150, 'Standing'), (200, 'Pushback/towing'), (250, 'Taxi'), (300, 'Takeoff'), (350, 'Initial climb'), (400, 'Enroute'), (450, 'Maneuvering'), (500, 'Approach'), (550, 'Landing'), (600, 'Emergency descent'), (650, 'Uncontrolled descent'), (700, 'Post-impact'), (750, 'After landing'), (800, 'Other'), (990, 'Unknown')),
crosswalk(code, main, name) AS (VALUES (500, 150, 'Standing'), (501, 150, 'Standing - pre-flight'), (502, 150, 'Standing - starting engine(s)'), (503, 150, 'Standing - engine(s) operating'), (504, 150, 'Standing - engine(s) not operating'), (505, 150, 'Standing - idling rotors'), (510, 250, 'Taxi'), (511, 200, 'Taxi - pushback/tow'), (512, 250, 'Taxi - to takeoff'), (513, 250, 'Taxi - from landing'), (514, 250, 'Taxi - aerial'), (520, 300, 'Takeoff'), (521, 300, 'Takeoff - roll/run'), (522, 350, 'Takeoff - initial climb'), (523, 300, 'Takeoff - aborted'), (530, 400, 'Climb'), (531, 400, 'Climb - to cruise'), (540, 400, 'Cruise'), (541, 400, 'Cruise - normal'), (542, 400, 'Maneuvering - holding (IFR)'), (550, 400, 'Descent'), (551, 400, 'Descent - normal'), (552, 600, 'Descent - emergency'), (553, 650, 'Descent - uncontrolled'), (560, 500, 'Approach'), (561, 500, 'Approach - VFR pattern - downwind'), (562, 500, 'Approach - VFR pattern - base turn'), (563, 500, 'Approach - VFR pattern - base leg/base to final'), (564, 500, 'Approach - VFR pattern - final approach'), (565, 500, 'Go-around (VFR)'), (566, 500, 'Approach - IAF to FAF/outer marker (IFR)'), (567, 500, 'Approach - FAF/outer marker to threshold (IFR)'), (568, 500, 'Circling (IFR)'), (569, 500, 'Missed approach (IFR)'), (570, 550, 'Landing'), (571, 550, 'Landing - flare/touchdown'), (572, 550, 'Landing - roll'), (573, 550, 'Landing - aborted'), (574, 550, 'Emergency landing'), (575, 550, 'Emergency landing after takeoff'), (576, 600, 'Emergency descent/landing'), (580, 450, 'Maneuvering'), (581, 450, 'Maneuvering - aerial application'), (582, 450, 'Maneuvering - turn to reverse direction'), (583, 450, 'Maneuvering - turn to landing area (emergency)'), (590, 450, 'Hover'), (591, 450, 'Hover - in ground effect'), (592, 450, 'Hover - out of ground effect'), (600, 800, 'Other'), (610, 990, 'Unknown')),
current_codes AS (
SELECT e.case_mkey, TRY_CAST(e.\"tier1Number\" AS INTEGER) AS code,
row_number() OVER (PARTITION BY e.case_mkey ORDER BY coalesce(e.\"isDefiningEvent\", false) DESC, e.position) AS n
FROM 'https://openairdocs.org/data/latest/ntsb_events.parquet' e
WHERE e.aircrafts_position = 1 AND e.\"tier1Number\" GLOB '[1-9][0-9]*'
AND (e.\"isDefiningEvent\" OR e.case_mkey IN (SELECT \"mKey\" FROM 'https://openairdocs.org/data/latest/ntsb_case_detail.parquet' WHERE \"isPre1982\"))
),
phases AS (
SELECT case_mkey, 'current' AS scheme, code, CASE WHEN code >= 990 THEN 990 ELSE code // 50 * 50 END AS main
FROM current_codes WHERE n = 1
UNION ALL
SELECT o.case_mkey, 'older', o.\"phaseOfFlightCode\", w.main
FROM 'https://openairdocs.org/data/latest/ntsb_occurrences.parquet' o JOIN crosswalk w ON w.code = o.\"phaseOfFlightCode\"
WHERE o.aircrafts_position = 1 AND o.\"occurrenceNumber\" = 1 AND o.case_mkey NOT IN (SELECT case_mkey FROM current_codes)
),
case_phases AS (
SELECT p.*, c.\"eventDate\", c.\"highestInjuryLevel\" = 'Fatal' AS fatal, a.aircraft_model_code
FROM phases p JOIN 'https://openairdocs.org/data/latest/ntsb_case_detail.parquet' c ON c.\"mKey\" = p.case_mkey
LEFT JOIN 'https://openairdocs.org/data/latest/ntsb_aircrafts.parquet' a ON a.case_mkey = p.case_mkey AND a.position = 1
WHERE c.\"eventDate\" >= DATE '1962-01-01' AND p.main IN (SELECT main FROM phase_names)
)
SELECT c.\"ntsbNumber\", c.\"eventDate\", c.\"eventType\", c.\"eventCity\", c.\"eventStateOrRegion\", a.n_number, a.\"aircraftMake\", a.\"aircraftModel\", c.\"highestInjuryLevel\", c.\"totalFatal\", c.\"completionStatus\", c.report_url
FROM 'https://openairdocs.org/data/latest/ntsb_case_detail.parquet' c LEFT JOIN 'https://openairdocs.org/data/latest/ntsb_aircrafts.parquet' a ON a.case_mkey = c.\"mKey\" AND a.position = 1
WHERE year(c.\"eventDate\") = 1973
AND c.\"mKey\" IN (SELECT case_mkey FROM case_phases WHERE main = 550)
ORDER BY c.\"eventDate\" DESC, c.\"ntsbNumber\" DESC"Prints the whole list as CSV. It reads the release’s Parquet files over HTTPS, so there’s nothing to download first. Install DuckDB to run it.
WITH phase_names(main, name) AS (VALUES (100, 'Prior to flight'), (150, 'Standing'), (200, 'Pushback/towing'), (250, 'Taxi'), (300, 'Takeoff'), (350, 'Initial climb'), (400, 'Enroute'), (450, 'Maneuvering'), (500, 'Approach'), (550, 'Landing'), (600, 'Emergency descent'), (650, 'Uncontrolled descent'), (700, 'Post-impact'), (750, 'After landing'), (800, 'Other'), (990, 'Unknown')),
crosswalk(code, main, name) AS (VALUES (500, 150, 'Standing'), (501, 150, 'Standing - pre-flight'), (502, 150, 'Standing - starting engine(s)'), (503, 150, 'Standing - engine(s) operating'), (504, 150, 'Standing - engine(s) not operating'), (505, 150, 'Standing - idling rotors'), (510, 250, 'Taxi'), (511, 200, 'Taxi - pushback/tow'), (512, 250, 'Taxi - to takeoff'), (513, 250, 'Taxi - from landing'), (514, 250, 'Taxi - aerial'), (520, 300, 'Takeoff'), (521, 300, 'Takeoff - roll/run'), (522, 350, 'Takeoff - initial climb'), (523, 300, 'Takeoff - aborted'), (530, 400, 'Climb'), (531, 400, 'Climb - to cruise'), (540, 400, 'Cruise'), (541, 400, 'Cruise - normal'), (542, 400, 'Maneuvering - holding (IFR)'), (550, 400, 'Descent'), (551, 400, 'Descent - normal'), (552, 600, 'Descent - emergency'), (553, 650, 'Descent - uncontrolled'), (560, 500, 'Approach'), (561, 500, 'Approach - VFR pattern - downwind'), (562, 500, 'Approach - VFR pattern - base turn'), (563, 500, 'Approach - VFR pattern - base leg/base to final'), (564, 500, 'Approach - VFR pattern - final approach'), (565, 500, 'Go-around (VFR)'), (566, 500, 'Approach - IAF to FAF/outer marker (IFR)'), (567, 500, 'Approach - FAF/outer marker to threshold (IFR)'), (568, 500, 'Circling (IFR)'), (569, 500, 'Missed approach (IFR)'), (570, 550, 'Landing'), (571, 550, 'Landing - flare/touchdown'), (572, 550, 'Landing - roll'), (573, 550, 'Landing - aborted'), (574, 550, 'Emergency landing'), (575, 550, 'Emergency landing after takeoff'), (576, 600, 'Emergency descent/landing'), (580, 450, 'Maneuvering'), (581, 450, 'Maneuvering - aerial application'), (582, 450, 'Maneuvering - turn to reverse direction'), (583, 450, 'Maneuvering - turn to landing area (emergency)'), (590, 450, 'Hover'), (591, 450, 'Hover - in ground effect'), (592, 450, 'Hover - out of ground effect'), (600, 800, 'Other'), (610, 990, 'Unknown')),
current_codes AS (
SELECT e.case_mkey, TRY_CAST(e."tier1Number" AS INTEGER) AS code,
row_number() OVER (PARTITION BY e.case_mkey ORDER BY coalesce(e."isDefiningEvent", false) DESC, e.position) AS n
FROM 'https://openairdocs.org/data/latest/ntsb_events.parquet' e
WHERE e.aircrafts_position = 1 AND e."tier1Number" GLOB '[1-9][0-9]*'
AND (e."isDefiningEvent" OR e.case_mkey IN (SELECT "mKey" FROM 'https://openairdocs.org/data/latest/ntsb_case_detail.parquet' WHERE "isPre1982"))
),
phases AS (
SELECT case_mkey, 'current' AS scheme, code, CASE WHEN code >= 990 THEN 990 ELSE code // 50 * 50 END AS main
FROM current_codes WHERE n = 1
UNION ALL
SELECT o.case_mkey, 'older', o."phaseOfFlightCode", w.main
FROM 'https://openairdocs.org/data/latest/ntsb_occurrences.parquet' o JOIN crosswalk w ON w.code = o."phaseOfFlightCode"
WHERE o.aircrafts_position = 1 AND o."occurrenceNumber" = 1 AND o.case_mkey NOT IN (SELECT case_mkey FROM current_codes)
),
case_phases AS (
SELECT p.*, c."eventDate", c."highestInjuryLevel" = 'Fatal' AS fatal, a.aircraft_model_code
FROM phases p JOIN 'https://openairdocs.org/data/latest/ntsb_case_detail.parquet' c ON c."mKey" = p.case_mkey
LEFT JOIN 'https://openairdocs.org/data/latest/ntsb_aircrafts.parquet' a ON a.case_mkey = p.case_mkey AND a.position = 1
WHERE c."eventDate" >= DATE '1962-01-01' AND p.main IN (SELECT main FROM phase_names)
)
SELECT c."ntsbNumber", c."eventDate", c."eventType", c."eventCity", c."eventStateOrRegion", a.n_number, a."aircraftMake", a."aircraftModel", c."highestInjuryLevel", c."totalFatal", c."completionStatus", c.report_url
FROM 'https://openairdocs.org/data/latest/ntsb_case_detail.parquet' c LEFT JOIN 'https://openairdocs.org/data/latest/ntsb_aircrafts.parquet' a ON a.case_mkey = c."mKey" AND a.position = 1
WHERE year(c."eventDate") = 1973
AND c."mKey" IN (SELECT case_mkey FROM case_phases WHERE main = 550)
ORDER BY c."eventDate" DESC, c."ntsbNumber" DESCRun it at the DuckDB prompt, or in any tool that reads Parquet over HTTPS. More ways to query the release are on Use the data.
NTSB MKC74DCJ22Accident · No injuriesClosedCessna 120 · Wilber, NENTSB LAX74DUJ38Accident · No injuriesClosedGrumman G-164A · Tonopah, AZNTSB CHI74DEE41Accident · Minor injuriesClosedCessna 150 · Wheeling, ILNTSB SEA74DYC30Accident · No injuriesClosedPiper PA-28 · Mocalla, ORNTSB CHI74DEM32Accident · No injuriesClosedPiper PA-32 · Boyne Falls, MINTSB CHI74DEE45Accident · No injuriesClosedCessna 150 · Lansing, ILNTSB SEA74FTA15Accident · No injuriesClosedCessna 150 · Belle Creek, MTNTSB MKC74DER32Accident · No injuriesClosedCessna U206C · Austin, MNNTSB MKC74DCJ21Accident · No injuriesClosedCessna 172 · Omaha, NENTSB MIA74DKT45Accident · No injuriesClosedCessna 180 · Delray Beach, FLNTSB IAD74DKM33Accident · No injuriesClosedCessna 150 · High Point, NCNTSB FTW74DRJ22Accident · No injuriesClosedCessna 177 · Jonesville, LANTSB CHI74DEV33Accident · No injuriesClosedPiper PA-28 · Decatur, ILNTSB CHI74DEP27Accident · No injuriesClosedCessna 172 · Kenosha, WINTSB CHI74FEK12Accident · No injuriesClosedCessna 170B · Lima, OHNTSB NYC74DHM14Accident · No injuriesClosedCessna 150 · Lincoln Park, NJNTSB CHI74AC053Accident · No injuriesClosedBeech E18S · Chicago, ILNTSB MKC74DCG17Accident · No injuriesClosedCessna 172 · Leawood, KSNTSB IAD74DLQ20Accident · No injuriesClosedCessna 172 · Moreland, KYNTSB MIA74FLA26Accident · No injuriesClosedBeech 65 · Gainsville, FLNTSB FTW74DPG41Accident · No injuriesClosedPiper PA-32 · Mena, ARNTSB MIA74DLA29Accident · No injuriesClosedStinson 108-1 · Pensacola, FLNTSB FTW74DRG44Accident · Minor injuriesClosedLuscombe 8A · New Braunfels, TXNTSB CHI74FEV32Accident · No injuriesClosedPiper PA-30 · Peoria, ILNTSB CHI74DEM34Accident · No injuriesClosedAeronca 7AC · Ironwood, MINTSB CHI74DEE38Accident · No injuriesClosedCessna 182F · Schaumberg, ILNTSB NYC74DFJ25Accident · Minor injuriesClosedBeech E18S · Syracuse, NYNTSB MKC74DCQ21Accident · No injuriesClosedCessna 177 · Great Bend, KSNTSB LAX74FUQ24Accident · Serious injuriesClosedLaister LP-49 · Santa Brbra, CANTSB CHI74FEK18Accident · No injuriesClosedCessna 172M · Defiance, OHNTSB ANC74DAG85Accident · No injuriesClosedCessna 185 · Illiamna, AKNTSB SEA74AS026Accident · No injuriesClosedCessna 182 · Anacortes, WANTSB MKC74FER30Accident · No injuriesClosedBell 47G4A · St Paul, MNNTSB MIA74DKJ38Accident · No injuriesClosedBeech B95 · Birmingham, ALNTSB DEN74DTE50Accident · No injuriesClosedCessna 182 · Ft.Lupton, CONTSB CHI74DEC23Accident · No injuriesClosedCessna 150 · Troy, MINTSB IAD74FHD23Accident · No injuriesClosedPiper PA-24 · Wilmington, DENTSB CHI74DEE43Accident · No injuriesClosedStinson 108 · Kewanee, ILNTSB CHI74DEE40Accident · No injuriesClosedCessna 150 · Rochelle, ILNTSB ANC74DAG82Accident · No injuriesClosedChampion 7GCBC · Kodiak, AKNTSB NYC74IN054Incident · No injuriesClosedBeech E18S · Windsor Lock, CTNTSB MKC74DER28Accident · No injuriesClosedBeech E58 · T River Fall, MNNTSB IAD74DKM28Accident · No injuriesClosedPiper PA-28R · Greensboro, NCNTSB DEN74FTM09Accident · No injuriesClosedCessna 172D · West Jordan, UTNTSB CHI74AC050Accident · No injuriesClosedGates Lear 25 · Detroit, MINTSB OAK74DVG28Accident · No injuriesClosedBoeing A75N1 · Woodland, CANTSB OAK74DVD18Accident · No injuriesClosedCessna 172 · Novato, CANTSB MKC74DCG16Accident · No injuriesClosedCessna 150L · Pleasanton, KSNTSB MIA74D5T43Accident · No injuriesClosedMaule M4-220 · Ft Lauderdale, FLNTSB SEA74DYA17Accident · No injuriesClosedBell 47G-3B · Twin Falls, ID