NTSB investigations, 1970
1,680 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 | 379 |
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\") = 1970
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") = 1970
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 MKC71DCD46Accident · No injuriesClosedBeech 95-B55 · Mason City, IANTSB MIA71DKT30Accident · No injuriesClosedPiper PA-23 · Arcadia, FLNTSB IAD71DKM23Accident · No injuriesClosedCessna 401A · Winston Salem, NCNTSB OAK71DVD25Accident · No injuriesClosedCessna 150 · Hayward, CANTSB MKC71DDD16Accident · No injuriesClosedCessna 150F · Cooperstown, NDNTSB NYC71DFD27Accident · Minor injuriesClosedPiper PA-28 · Beverly, MANTSB IAD71II032Incident · No injuriesClosedDouglas DC-9 · Greensboro, NCNTSB DEN71DXD43Accident · No injuriesClosedAmer Avco AA-1 · Longmont, CONTSB MIA71FKT28Accident · No injuriesClosedAero Comdr 520 · Miami, FLNTSB IAD71FID17Accident · No injuriesClosedCessna 175 · Sandston, VANTSB FTW71FRD31Accident · No injuriesClosedBeech 95-B55 · Kenner, LANTSB DCA71AZ014Accident · 2 fatalClosedBoeing 727 · St Thomas, VINTSB OAK71DJZ06Accident · No injuriesClosedCessna 170B · Iwakuni Mcs, JANTSB NYC71FHM12Accident · No injuriesClosedPiper PA-28 · Morganville, NJNTSB NYC71DFA32Accident · No injuriesClosedPiper PA-18 · Old Forge, NYNTSB MKC71DCD42Accident · No injuriesClosedPiper PA-22 · Sibley, IANTSB MIA71FKT27Accident · No injuriesClosedPiper PA-23 · Opa Locka, FLNTSB IAD71DLJ19Accident · No injuriesClosedCessna 150 · Fort Bragg, NCNTSB NYC71FHM14Accident · No injuriesClosedCessna 150H · Stormville, NYNTSB NYC71FHM13Accident · No injuriesClosedCessna 150H · Stormville, NYNTSB MKC71DCJ35Accident · No injuriesClosedCessna 182 · Ewing, NENTSB ANC71AA032Accident · Minor injuriesClosedCessna 180H · Rampart, AKNTSB NYC71AN073Accident · No injuriesClosedCessna 310J · Windsor Lock, CTNTSB MKC71FCJ34Accident · No injuriesClosedBeech K35 · Sidney, NENTSB FTW71FPG31Accident · No injuriesClosedBeech A23-24 · Arkadelphia, ARNTSB OAK71DVG45Accident · No injuriesClosedHiller Acft FH1100 · Burney, CANTSB UNK71X0103Accident · No injuriesClosedBeech 99 · Trinidad, ChadNTSB NYC71AN072Accident · Minor injuriesClosedBeech D18S · Binghamton, NYNTSB LAX71DVA51Accident · No injuriesClosedBeech 95-B55 · Bakersfield, CANTSB CHI71DDW26Accident · No injuriesClosedCessna 150 · Owosso, MINTSB NYC71DFD35Accident · No injuriesClosedBeech A23-24 · Marlboro, MANTSB NYC71DFD29Accident · No injuriesClosedPiper J-3 · Stow, MANTSB NYC71DFA30Accident · No injuriesClosedCessna 320E · Lyndonville, VTNTSB MKC71DCG38Accident · No injuriesClosedPiper PA-28 · Chillicothe, MONTSB MKC71DCD45Accident · No injuriesClosedChampion 7ECA · Council Bluf, IANTSB MIA71DLD40Accident · No injuriesClosedBellanca 14-13 · Clearwater, FLNTSB MIA71DLA28Accident · No injuriesClosedCessna 172 · Lake Como, FLNTSB FTW71FPD29Accident · No injuriesClosedCessna 182 · Fort Worth, TXNTSB FTW71DQG49Accident · No injuriesClosedCessna 150 · Perryton, TXNTSB NYC71FFD24Accident · No injuriesClosedBeech D95A · Norwood, MANTSB MKC71DCG37Accident · No injuriesClosedPiper PA-16 · Topeka, KSNTSB CHI71DLQ19Accident · No injuriesClosedPiper PA-24 · Frankfort, KYNTSB MKC71FCD41Accident · Minor injuriesClosedCessna 182J · Oskaloosa, IANTSB MIA71DKJ35Accident · No injuriesClosedBeech 95-C55 · Anniston, ALNTSB CHI71DDJ33Accident · No injuriesClosedAero Comdr 560A · Milwaukee, WINTSB NYC71DFA31Accident · No injuriesClosedBeech B55-95 · Burlington, VTNTSB MKC71FDM38Accident · No injuriesClosedSwearingen 2B · Minneapolis, MNNTSB MIA71FLD38Accident · No injuriesClosedPiper PA-28 · Vero Beach, FLNTSB IAD71DKM21Accident · No injuriesClosedCessna 337C · Lincolnton, NCNTSB MKC71FCG39Accident · No injuriesClosedBeech E18S · Kansas City, MO