NTSB investigations, 1976
1,307 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 | 381 |
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\") = 1976
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") = 1976
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 OAK77DXQ04Accident · No injuriesClosedPiper PA28 · Winnemucca, NVNTSB NYC77DHA10Accident · No injuriesClosedCessna 182K · Pittstown, NJNTSB MIA77FLD24Accident · Minor injuriesClosedCessna 401 · Tampa, FLNTSB MIA77FLD23Accident · Minor injuriesClosedLet-Np-K L-13 · Clearwater, FLNTSB CHI77FEC08Accident · No injuriesClosedCessna 150 · Pontiac, MINTSB MKC77FER13Accident · No injuriesClosedCessna 182 · Brainerd, MNNTSB MKC77DCJ07Accident · No injuriesClosedCessna 150 · Omaha, NENTSB MIA77DLA12Accident · No injuriesClosedPiper PA-11 · Perry, FLNTSB MIA77FLG04Accident · No injuriesClosedBeech D55 · Charleston, SCNTSB MIA77FLD21Accident · No injuriesClosedGrum Amer AA-1B · St.Cloud, FLNTSB LAX77DVM04Accident · Minor injuriesClosedPiper PA-28 · Paso Robles, CANTSB FTW77DPG12Accident · No injuriesClosedThorp T-18 · Dumas, ARNTSB NYC77IA024Incident · No injuriesClosedDouglas DC-10 · Jamicia, NYNTSB MKC77DCQ12Accident · No injuriesClosedCessna 172 · Alma, KSNTSB MIA77DKG10Accident · No injuriesClosedCessna 150F · Elberton, GANTSB FTW77DPG13Accident · No injuriesClosedCessna 150 · Mt.Home, ARNTSB CHI77FEP13Accident · No injuriesClosedPiper PA-28 · Cable, WINTSB FTW77DPG14Accident · No injuriesClosedCessna 150 · El Dorado, ARNTSB MKC77FCA06Accident · No injuriesClosedCessna 172K · Fenton, MONTSB NYC77FHJ08Accident · No injuriesClosedCessna 182 · White Plains, NYNTSB FTW77FQG06Accident · No injuriesClosedN. American TB-25N · Vega, TXNTSB CHI77DEP11Accident · No injuriesClosedPiper PA-22 · West Bend, WINTSB SEA77FYC11Accident · No injuriesClosedCessna 310B · Orchards, WANTSB MIA77FKG09Accident · No injuriesClosedPiper PA-30 · Macon, GANTSB SEA77FTA05Accident · No injuriesClosedCessna 170A · Ashland, MTNTSB NYC77FGM08Accident · No injuriesClosedPiper PA-32 · Ligonier, PANTSB DEN77FQA07Accident · No injuriesClosedBellanca 17-30A · Albuquerque, NMNTSB SEA77FA009Accident · No injuriesClosedHiller Acft FH1100 · Renton, WANTSB MIA77FKG11Accident · No injuriesClosedCessna U206A · Palmetto, GANTSB NYC77FGM06Accident · No injuriesClosedBeech C23 · Farmingdale, NYNTSB NYC77DNC12Accident · No injuriesClosedBeech C23 · Frenchville, MENTSB MKC77IA008Incident · No injuriesClosedPiper PA-28 · Muscatine, IANTSB MIA77DLG03Accident · No injuriesClosedPiper PA-28 · Liberty, SCNTSB LAX77DUJ21Accident · No injuriesClosedPiper PA-24 · Tucson, AZNTSB SEA77DTI05Accident · No injuriesClosedPiper PA-22 · Seeley Lake, MTNTSB NYC77FGM06Accident · No injuriesClosedBeech B19 · Belle Vernon, PANTSB MIA77FKG01Accident · No injuriesClosedCessna 210L · Marietta, GANTSB LAX77FUA02Accident · No injuriesClosedHughes 269B · Long Beach, CANTSB FTW77FPG11Accident · No injuriesClosedBeech A56TC · Ft.Smith, ARNTSB MKC77DCD05Accident · No injuriesClosedCessna 150H · Solon, IANTSB MIA77DLD18Accident · Serious injuriesClosedBalloon FF-6 · Temple Terrace, FLNTSB CHI77FEV06Accident · 1 fatalClosedHughes 369C · Pontiac, ILNTSB NYC77FGM05Accident · No injuriesClosedPiper PA-24 · Monongahela, PANTSB MIA77DKT11Accident · No injuriesClosedPiper PA-24 · Sanibel Island, FLNTSB LAX77DUG15Accident · No injuriesClosedCessna 172 · Riverside, CANTSB SEA77FYP12Accident · No injuriesClosedAmer Avco AA-1 · Spokane, WANTSB OAK77FVW05Accident · No injuriesClosedEmair 1200MA · Las Vegas, NVNTSB IAD77DKM07Accident · No injuriesClosedCessna 182 · Hickory, NCNTSB FTW77FRG16Accident · No injuriesClosedAero Comdr 680E · Mineral, TXNTSB SEA77DYP13Accident · Minor injuriesClosedCessna 150E · Spangle, WA