🚗 transport¶
U.S. transportation data spanning motor-vehicle safety (NHTSA recalls, consumer complaints, FARS fatal crashes), aviation (BTS airline on-time performance, FAA airport master, BTS T-100 air-carrier traffic), public transit (FTA National Transit Database monthly ridership), and highways (FHWA state motor-vehicle registrations). Each row is a discrete event or a place-and-period observation joinable to geo (states/counties), econ (fuel prices, employment), sec (airline / automaker filings), and weather. Together they describe how people and goods move, how safely, and at what capacity.
19 datasets · 258 columns
vehicle_recalls · table¶
NHTSA vehicle safety recall campaigns — one row per recall (NHTSA campaign id). All-history to current (~30K campaigns), served as a single Socrata JSON export, so this is a snapshot table: the whole set is re-fetched and the partition overwritten each run. The affected make / model / year set is rolled into the description text (not exploded). Source: data.transportation.gov/resource/6axg-epim.json.
| Column | Type | Null | Description |
|---|---|---|---|
nhtsa_ |
string | no | NHTSA recall campaign id (e.g. 26V434000) — PK |
report_ |
date | yes | Date NHTSA received the recall report |
manufacturer |
string | yes | Recalling manufacturer |
subject |
string | yes | Recall subject line |
component |
string | yes | Affected component category |
mfr_ |
string | yes | Manufacturer's own campaign number |
recall_ |
string | yes | Vehicle / Equipment / Tire / Child Seat |
potentially_ |
long | yes | Estimated number of units potentially affected |
recall_ |
string | yes | Description of the defect (SODA defect_summary) |
consequence_ |
string | yes | Consequence of the defect |
corrective_ |
string | yes | Manufacturer's remedy |
park_ |
string | yes | Fire-risk-when-parked advisory (Yes/No) |
do_ |
string | yes | Do-not-drive advisory (Yes/No) |
recall_ |
string | yes | NHTSA recall detail page URL (from recall_link.url) |
safety_complaints · table¶
NHTSA consumer safety-defect complaints — one row per complaint component record since 1995 (all-history bulk flat file, refreshed daily). No header row; the fixed 51-field TAB layout (CMPL.txt spec) is declared via columnNames. Snapshot: the whole file is re-fetched and the partition overwritten each run. In DQ mode dqRowLimit caps the sample. Source: static.nhtsa.gov/odi/ffdd/cmpl/FLAT_CMPL.zip.
| Column | Type | Null | Description |
|---|---|---|---|
cmplid |
string | no | NHTSA internal unique sequence number — PK |
odino |
string | yes | NHTSA internal reference number (may repeat across components) |
manufacturer |
string | yes | Manufacturer name |
make |
string | yes | Vehicle/equipment make |
model |
string | yes | Vehicle/equipment model |
model_ |
string | yes | Model year (9999 = unknown/NA) |
crash |
string | yes | Was vehicle involved in a crash (Y/N) |
fail_ |
date | yes | Date of incident |
fire |
string | yes | Was vehicle involved in a fire (Y/N) |
injured |
integer | yes | Number of persons injured |
deaths |
integer | yes | Number of fatalities |
component_ |
string | yes | Specific component description |
city |
string | yes | Consumer's city |
state_ |
string | yes | Consumer's state code (USPS abbr; FK component to geo.states) |
vin |
string | yes | Partial VIN |
date_ |
date | yes | Date added to file |
date_ |
date | yes | Date complaint received by NHTSA |
miles |
integer | yes | Vehicle mileage at failure |
complaint_ |
string | yes | Free-text description of the complaint |
complaint_ |
string | yes | Source-of-complaint code (IVOQ, EWR, VOQ, ...) |
product_ |
string | yes | Product type (V=vehicle, T=tires, E=equipment, C=child restraint) |
state_ |
string | yes | Incident state code (USPS abbr) |
fatal_crashes · table¶
NHTSA Fatality Analysis Reporting System — one row per fatal traffic crash (accident.csv, grain ST_CASE) for the given data year. FARS coded columns each have a decoded *NAME sibling; a curated subset is projected here. Delta by year: past years immutable, newest complete year (effective_year = year - 2) re-fetched. Joins to geo.counties via county_fips. Source: static.nhtsa.gov/nhtsa/downloads/FARS/{year}/National/FARS{year}NationalCSV.zip.
| Column | Type | Null | Description |
|---|---|---|---|
st_ |
integer | no | FARS crash case number (unique within data year) — PK |
state_ |
string | yes | 2-digit state FIPS code (FK to geo.states) |
state_ |
string | yes | State name |
county_ |
string | yes | 5-digit county FIPS code (FK to geo.counties) |
county_ |
string | yes | County name |
city_ |
string | yes | City name |
crash_ |
date | yes | Crash date (from YEAR/MONTH/DAY) |
day_ |
string | yes | Day of week |
hour |
integer | yes | Hour of crash (0-23; 99=unknown mapped to null) |
latitude |
double | yes | Crash latitude (77.7777+ sentinel mapped to null) |
longitude |
double | yes | Crash longitude (-999.x sentinel mapped to null) |
harmful_ |
string | yes | First harmful event (decoded) |
manner_ |
string | yes | Manner of collision (decoded) |
light_ |
string | yes | Light condition (decoded) |
weather |
string | yes | Atmospheric conditions (decoded) |
roadway_ |
string | yes | Roadway functional classification (decoded) |
persons_ |
integer | yes | Number of persons in the crash |
vehicles_ |
integer | yes | Number of vehicles (contact + non-contact) |
fatalities |
integer | yes | Number of fatalities in the crash |
pedestrians |
integer | yes | Number of pedestrians/non-motorists involved |
airline_ontime · table¶
BTS Reporting Carrier On-Time Performance — one row per scheduled domestic flight for the (year, month) with departure/arrival delays, cancellations, diversions, and delay-cause minutes. A curated subset of the 110-column source is projected. Delta by (year, month); dataLag 1 keeps to complete prior years so no unpublished month is requested. In DQ mode dqRowLimit caps each month. Source: transtats.bts.gov/PREZIP/On_Time_Reporting_Carrier_On_Time_Performance_1987_present_{year}_{month}.zip.
| Column | Type | Null | Description |
|---|---|---|---|
flight_ |
date | yes | Flight date |
reporting_ |
string | yes | Reporting carrier IATA-style code |
dot_ |
integer | yes | DOT-assigned carrier id |
tail_ |
string | yes | Aircraft tail number |
flight_ |
string | yes | Flight number |
origin |
string | yes | Origin airport code (FK to airports.arpt_id) |
origin_ |
string | yes | Origin city name |
origin_ |
string | yes | Origin state (USPS abbr) |
dest |
string | yes | Destination airport code (FK to airports.arpt_id) |
dest_ |
string | yes | Destination city name |
dest_ |
string | yes | Destination state (USPS abbr) |
crs_ |
string | yes | Scheduled departure time (local hhmm) |
dep_ |
double | yes | Departure delay in minutes (negative = early) |
dep_ |
double | yes | Departure delayed >= 15 min (1/0) |
crs_ |
string | yes | Scheduled arrival time (local hhmm) |
arr_ |
double | yes | Arrival delay in minutes (negative = early) |
arr_ |
double | yes | Arrival delayed >= 15 min (1/0) |
cancelled |
double | yes | Flight cancelled (1/0) |
cancellation_ |
string | yes | Cancellation reason (A=carrier, B=weather, C=NAS, D=security) |
diverted |
double | yes | Flight diverted (1/0) |
air_ |
double | yes | Flight time in the air (minutes) |
distance |
double | yes | Distance between airports (miles) |
carrier_ |
double | yes | Delay minutes attributed to the carrier |
weather_ |
double | yes | Delay minutes attributed to weather |
nas_ |
double | yes | Delay minutes attributed to the National Airspace System |
security_ |
double | yes | Delay minutes attributed to security |
late_ |
double | yes | Delay minutes attributed to a late inbound aircraft |
airports · table¶
FAA airport / aviation-facility master (NTAD, NASR-derived) — one row per facility (~19,445), keyed by FAA location id. The ArcGIS FeatureServer paginates 2000 features/page, so a self-paginating ResponseTransformer fetches all pages and flattens features[].attributes. Snapshot, refreshed on the FAA 56-day NASR cycle. arpt_id joins airline_ontime.origin/dest. Source: services.arcgis.com/.../NTAD_Aviation_Facilities/FeatureServer/0.
| Column | Type | Null | Description |
|---|---|---|---|
arpt_ |
string | no | FAA location identifier (e.g. ATL) — PK |
arpt_ |
string | yes | Airport/facility name |
city |
string | yes | Associated city |
state_ |
string | yes | State (USPS abbr; FK component to geo.states) |
state_ |
string | yes | State name |
county_ |
string | yes | County name |
latitude |
double | yes | Latitude (decimal degrees, WGS84) |
longitude |
double | yes | Longitude (decimal degrees, WGS84) |
elevation_ |
double | yes | Field elevation (feet) |
site_ |
string | yes | Facility type (A=airport, H=heliport, S=seaplane base, ...) |
facility_ |
string | yes | PU=public, PR=private |
ownership_ |
string | yes | Ownership (PU=public, PR=private, MA/MN/MR=military) |
arpt_ |
string | yes | Operational status (O=operational) |
region_ |
string | yes | FAA region code |
eff_ |
string | yes | NASR effective date (56-day cycle) — freshness marker |
transit_ridership · table¶
FTA National Transit Database — Complete Monthly Ridership (with adjustments and estimates). Long format: one row per transit agency × mode × type-of-service × month with unlinked passenger trips (upt), vehicles operated in max service (voms), and vehicle revenue hours/miles (vrh/vrm). Delta by (year, month) sliced from the Socrata date field. Source: data.transportation.gov/resource/8bui-9xvu.json.
| Column | Type | Null | Description |
|---|---|---|---|
ntd_ |
string | yes | NTD agency id |
agency |
string | yes | Transit agency name |
uza_ |
string | yes | Urbanized area name |
mode |
string | yes | NTD mode code (e.g. DR, MB, HR, LR) |
mode_ |
string | yes | Grouped mode label (e.g. Bus, Heavy Rail) |
tos |
string | yes | Type of service (DO=directly operated, PT=purchased transportation) |
reporter_ |
string | yes | Reporter type (Full Reporter, ...) |
state_ |
string | yes | State (USPS abbr; FK component to geo.states) |
fta_ |
string | yes | FTA region number |
ride_ |
date | yes | Observation month (first of month) |
upt |
double | yes | Unlinked passenger trips |
voms |
double | yes | Vehicles operated in maximum service |
vrh |
double | yes | Vehicle revenue hours |
vrm |
double | yes | Vehicle revenue miles |
agency_ |
string | no | Composite natural key (agency_mode_tos_reporter_uace_date) — PK |
t100_segments · table¶
BTS T-100 Domestic Segment (All Carriers) — monthly air-carrier traffic and capacity per (carrier, origin, dest, aircraft type): passengers, freight, mail, seats, and departures performed/scheduled. Complements airline_ontime (which has punctuality but no volumes). One fetch per year returns all months. T-100 has no stable download URL, so a DataProvider reproduces the TranStats ASP.NET postback (gnoyr_VQ=GEE). Delta by year; dataLag 1 keeps to complete prior years. Source: transtats.bts.gov DL_SelectFields.aspx.
| Column | Type | Null | Description |
|---|---|---|---|
month |
integer | yes | Calendar month (1-12) |
carrier |
string | yes | Unique carrier code |
carrier_ |
string | yes | Unique carrier name |
origin |
string | yes | Origin airport code (FK to airports.arpt_id) |
origin_ |
string | yes | Origin city name |
origin_ |
string | yes | Origin state (USPS abbr) |
dest |
string | yes | Destination airport code (FK to airports.arpt_id) |
dest_ |
string | yes | Destination city name |
dest_ |
string | yes | Destination state (USPS abbr) |
aircraft_ |
string | yes | BTS aircraft type code |
service_ |
string | yes | Service class (F=scheduled passenger/cargo, ...) |
departures_ |
double | yes | Departures scheduled on the segment for the month |
departures_ |
double | yes | Departures performed on the segment for the month |
seats |
double | yes | Available seats |
passengers |
double | yes | Passengers transported |
freight |
double | yes | Freight transported (pounds) |
mail |
double | yes | Mail transported (pounds) |
distance |
double | yes | Segment distance (miles) |
vehicle_registrations · table¶
FHWA Highway Statistics table MV-1 — state motor-vehicle registrations by vehicle class (automobiles, buses, trucks, motorcycles, and the all-vehicle total) for the data year. FHWA publishes MV-1 only as a merged multi-header Excel workbook, so a ResponseTransformer parses the fixed MV-1 layout and derives state_fips. Delta by year; dataLag 2 targets the newest available data year. Joins to geo.states via state_fips. Source: fhwa.dot.gov/policyinformation/statistics/{year}/xls/mv1.xlsx.
| Column | Type | Null | Description |
|---|---|---|---|
state_ |
string | no | 2-digit state FIPS code (FK to geo.states) |
state_ |
string | yes | State name (footnote markers stripped) |
automobiles |
long | yes | Registered automobiles (total, public + private) |
buses |
long | yes | Registered buses (total) |
trucks |
long | yes | Registered trucks (total) |
motorcycles |
long | yes | Registered motorcycles (total) |
all_ |
long | yes | All registered motor vehicles (total) |
fmcsa_carriers · table¶
FMCSA Company Census File — one row per USDOT-registered motor carrier (~4.47M rows), carrying registration, fleet size, operation type, and (for carriers that received a compliance review) the assigned safety rating. Bulk CSV export of DOT Socrata dataset az4n-8mr2 — the whole set is downloaded in one unpaginated request and the partition overwritten each run, so this is a snapshot. Crash/inspection/out-of-service metrics are NOT on this file (only ~54K carriers are ever rated); they publish as separate per-event SMS datasets (SMS Input - Crash 4wxs-vbns / aayw-vxb3, SMS Input - Inspection rbkj-cgst) and would be their own raw tables + a rollup view, per the one-source-per-table rule. In DQ mode dqRowLimit caps the sample. Source: data.transportation.gov/api/views/az4n-8mr2/rows.csv?accessType=DOWNLOAD.
| Column | Type | Null | Description |
|---|---|---|---|
dot_ |
string | no | USDOT number — PK |
carrier_ |
string | yes | Legal carrier name (fuzzy-join to sec.filing_metadata) |
dba_ |
string | yes | Doing-business-as name (often blank) |
phy_ |
string | yes | Principal place of business — city |
state_ |
string | yes | Principal office state (USPS abbr; FK component to geo.state_ref) |
phy_ |
string | yes | Principal place of business — ZIP |
business_ |
string | yes | Business organization (CORPORATION / LLC / SOLE PROPRIETOR / ...) |
classdef |
string | yes | Carrier classification (semicolon multi-value, e.g. PRIVATE PROPERTY;AUTHORIZED FOR HIRE) |
operation_ |
string | yes | Operation classification (A=Interstate, B=Intrastate Hazmat, C=Intrastate Non-Hazmat) |
safety_ |
string | yes | Safety rating (S=Satisfactory, C=Conditional, U=Unsatisfactory; blank unless a compliance review occurred) |
safety_ |
date | yes | Date of the most recent safety rating |
review_ |
date | yes | Date of the most recent compliance review |
total_ |
integer | yes | Number of drivers |
total_ |
integer | yes | Number of CDL drivers |
power_ |
integer | yes | Power units (trucks and tractors) |
truck_ |
integer | yes | Truck units |
bus_ |
integer | yes | Bus units |
hazmat_ |
string | yes | Authorized to transport hazardous materials (Y/N) |
recordable_ |
double | yes | FMCSA recordable crash rate (per the carrier census, when computed) |
mcs150_ |
long | yes | Annual vehicle miles traveled reported on the MCS-150 |
mcs150_ |
integer | yes | Year of the reported MCS-150 mileage |
status_ |
string | yes | Carrier record status code (A=Active, I=Inactive, ...) |
faa_aircraft_master · table¶
FAA MASTER.txt — one row per registered aircraft (~314K), keyed by N-number. Faithful recreation of the master file: registration, address, airworthiness/certificate dates, Mode-S transponder codes, fractional ownership, kit build, and the reference/engine join codes. Snapshot. Source: registry.faa.gov/database/ReleasableAircraft.zip (MASTER.txt).
| Column | Type | Null | Description |
|---|---|---|---|
n_ |
string | no | FAA N-number / tail number, canonical N-prefixed form (e.g. N100) — PK; join target for airline_ontime.tail_number and ntsb_aviation_accidents.aircraft_n_number |
serial_ |
string | yes | Manufacturer serial number |
mfr_ |
string | yes | 7-char Aircraft Mfr/Model/Series code (FK to faa_aircraft_reference.code) |
eng_ |
string | yes | 5-char engine Mfr/Model code (FK to faa_engine_reference.code) |
year_ |
integer | yes | Year of manufacture |
type_ |
string | yes | Registrant type code (1=Individual, 3=Corporation, 5=Government, 7=LLC, ...) |
registrant_ |
string | yes | Registered owner name |
street |
string | yes | Registrant street address |
street2 |
string | yes | Registrant street address line 2 |
city |
string | yes | Registrant city |
state_ |
string | yes | Registrant state (USPS abbr; FK to geo.state_ref) |
zip_ |
string | yes | Registrant ZIP code |
region |
string | yes | FAA region code (internal, not census) |
county_ |
string | yes | County code (3-digit FIPS county within state, US records) |
country |
string | yes | Country code (US = domestic) |
last_ |
date | yes | Date of last registration action |
cert_ |
date | yes | Certificate issue date |
certification |
string | yes | Airworthiness classification + approved operations (packed code) |
type_ |
string | yes | Aircraft type code (denormalized; see faa_aircraft_reference.type_acft) |
type_ |
string | yes | Engine type code (denormalized; see faa_aircraft_reference.type_eng) |
status_ |
string | yes | Registration status code (V=Valid, R=pending, ...) |
mode_ |
string | yes | Mode-S transponder code (octal) |
fract_ |
string | yes | Fractional ownership indicator (Y/blank) |
airworthiness_ |
date | yes | Date of original airworthiness certificate |
other_ |
string | yes | Additional registrant name 1 |
other_ |
string | yes | Additional registrant name 2 |
other_ |
string | yes | Additional registrant name 3 |
other_ |
string | yes | Additional registrant name 4 |
other_ |
string | yes | Additional registrant name 5 |
expiration_ |
date | yes | Registration expiration date |
unique_ |
string | yes | FAA stable unique aircraft id |
kit_ |
string | yes | Kit manufacturer (amateur-built) |
kit_ |
string | yes | Kit model (amateur-built) |
mode_ |
string | yes | Mode-S / ICAO 24-bit address (hex; ADS-B flight-tracking join key) |
faa_aircraft_reference · table¶
FAA ACFTREF.txt — aircraft reference file, one row per Mfr/Model/Series code (~94K): manufacturer, model, aircraft/engine type, category, engine and seat counts, weight class, cruising speed, type-certificate holder. Faithful recreation; joined from faa_aircraft_master on mfr_mdl_code. Source: registry.faa.gov/database/ReleasableAircraft.zip (ACFTREF.txt).
| Column | Type | Null | Description |
|---|---|---|---|
code |
string | no | 7-char Aircraft Mfr/Model/Series code — PK |
mfr |
string | yes | Manufacturer name |
model |
string | yes | Model / series name |
type_ |
string | yes | Aircraft type code (4=Fixed wing single, 5=Fixed wing multi, 6=Rotorcraft, ...) |
type_ |
string | yes | Engine type code (1=Reciprocating, 4=Turbo-jet, 5=Turbo-fan, 10=Electric, ...) |
ac_ |
string | yes | Aircraft category code (1=Land, 2=Sea, 3=Amphibian) |
build_ |
string | yes | Builder certification (0=Type Certificated, 1=Not TC, 2=Light Sport) |
no_ |
integer | yes | Number of engines |
no_ |
integer | yes | Maximum number of seats |
ac_ |
string | yes | Weight class (CLASS 1 <=12499 lb, CLASS 2, CLASS 3 20000+, CLASS 4 UAV) |
speed |
integer | yes | Average cruising speed (mph) |
tc_ |
string | yes | Type Certificate data sheet |
tc_ |
string | yes | Type Certificate data holder |
faa_engine_reference · table¶
FAA ENGINE.txt — engine reference file, one row per engine Mfr/Model code (~5K): manufacturer, model, engine type, horsepower, thrust. Faithful recreation; joined from faa_aircraft_master on eng_mfr_mdl. Source: registry.faa.gov/database/ReleasableAircraft.zip (ENGINE.txt).
| Column | Type | Null | Description |
|---|---|---|---|
code |
string | no | 5-char engine Mfr/Model code — PK |
mfr |
string | yes | Engine manufacturer name |
model |
string | yes | Engine model name |
engine_ |
string | yes | Engine type code (1=Reciprocating, 4=Turbo-jet, 5=Turbo-fan, 10=Electric, ...) |
horsepower |
integer | yes | Rated horsepower (piston/turboprop) |
thrust |
integer | yes | Rated thrust in pounds (jet) |
ntsb_aviation_accidents · table¶
NTSB aviation accident & incident database — one row per aircraft involved in an event (all events 1982-present). The download (avall.zip, ~95MB) is a single Microsoft Access database (avall.mdb, ~553MB) read in-JVM with Jackcess by NtsbAviationTransformer: the aircraft table (grain ev_id + Aircraft_Key) is streamed and joined to events (ev_id) and the narratives.narr_cause probable-cause text. The MDB has no county column, so only state_fips is derived (from USPS ev_state). Snapshot: the whole MDB is re-ingested and the partition overwritten each run. event_year is a column (not a partition) since one file carries all years. Source: data.ntsb.gov/avdata/avall.zip.
| Column | Type | Null | Description |
|---|---|---|---|
event_ |
string | no | NTSB event id (ev_id) — PK component |
aircraft_ |
integer | no | Aircraft sequence within the event (Aircraft_Key) — PK component |
event_ |
integer | yes | Year of the event |
event_ |
date | yes | Date of the accident/incident |
event_ |
string | yes | Accident / Incident (decoded from ev_type) |
aircraft_ |
string | yes | Aircraft tail number, canonical N-prefixed (regis_no; FK to faa_aircraft_master.n_number) |
aircraft_ |
string | yes | Aircraft manufacturer (acft_make) |
aircraft_ |
string | yes | Aircraft model (acft_model) |
aircraft_ |
string | yes | Aircraft category code (acft_category; e.g. AIR, HELI) |
far_ |
string | yes | FAR operating part (091, 121, 135, ...) — operation type |
carrier_ |
string | yes | Operator/carrier name (oper_name) |
city |
string | yes | Event city (ev_city) |
state_ |
string | yes | Event state (USPS abbr; FK component to geo.state_ref) |
state_ |
string | yes | 2-digit state FIPS code (FK to geo.states) |
country |
string | yes | Event country code (ev_country) |
airport_ |
string | yes | Nearest airport id (ev_nr_apt_id; null for en-route) |
airport_ |
string | yes | Nearest airport name (apt_name) |
injury_ |
string | yes | Highest injury level (Fatal / Serious / Minor / None; decoded) |
fatal_ |
integer | yes | Total fatalities (inj_tot_f) |
serious_ |
integer | yes | Total serious injuries (inj_tot_s) |
minor_ |
integer | yes | Total minor injuries (inj_tot_m) |
aircraft_ |
string | yes | Aircraft damage (Destroyed / Substantial / Minor / None; decoded) |
phase_ |
integer | yes | NTSB phase-of-flight code (phase_flt_spec; raw code, not decoded) |
latitude |
double | yes | Event latitude (dec_latitude, WGS84) |
longitude |
double | yes | Event longitude (dec_longitude, WGS84) |
probable_ |
string | yes | NTSB probable-cause narrative (narr_cause, truncated to 4000 chars) |
cfs_shipments · table¶
Census/BTS Commodity Flow Survey 2017 Public Use File (PUF) — one row per sampled shipment (~5.98M), the shipment-level microdata behind every CFS cross-tab. Origin/destination state + CFS area, SCTG commodity, mode, shipper NAICS, value ($), weight (lb), great-circle + routed distance (miles), and WGT_FACTOR (the tabulation weight: SUM(measure * wgt_factor) estimates the population total). All published cross-tabs (origin x dest x commodity x mode, by-NAICS, by-distance, ...) are SQL views over this one table (never Java) — e.g. the bts_freight_flows view. Aggregates are sample-weighted estimates and approximate the official CFS tables. Bulk CSV export of BTS Socrata y9wr-xk52; snapshot, partition overwritten each run. Source: data.bts.gov/api/views/y9wr-xk52/rows.csv.
| Column | Type | Null | Description |
|---|---|---|---|
shipmt_ |
string | no | Shipment identifier — PK |
survey_ |
integer | no | CFS survey year (this PUF file is 2017) |
orig_ |
string | yes | Origin state FIPS (FK to geo.state_ref) |
orig_ |
string | yes | Origin CFS area code (state-MA) |
dest_ |
string | yes | Destination state FIPS (FK to geo.state_ref) |
dest_ |
string | yes | Destination CFS area code (state-MA) |
naics |
string | yes | Shipper NAICS code |
quarter |
integer | yes | Quarter of shipment (1-4) |
sctg_ |
string | yes | SCTG commodity code |
mode_ |
string | yes | CFS transport mode code (raw; some recoded for confidentiality) |
shipmt_ |
double | yes | Shipment value (USD) |
shipmt_ |
double | yes | Shipment weight (pounds) |
dist_ |
double | yes | Great-circle distance origin->destination (miles) |
dist_ |
double | yes | Routed distance origin->destination (miles) |
temp_ |
string | yes | Temperature-controlled shipment (true/false) |
export_ |
string | yes | Export shipment (true/false) |
export_ |
string | yes | Export final destination country indicator |
hazmat |
string | yes | Hazardous material code (N = not hazmat) |
wgt_ |
double | yes | Shipment tabulation weighting factor (multiply measures by this for population estimates) |
airline_ontime_by_carrier_month · view¶
Monthly on-time summary by reporting carrier: flight counts, average arrival delay, and cancellation rate. The headline punctuality rollup.
View — columns are resolved by the query engine at runtime.
fatal_crashes_by_state_year · view¶
Fatal crashes and total fatalities by state and year — the core FARS rollup, joinable to geo.states and census population for per-capita rates.
View — columns are resolved by the query engine at runtime.
transit_ridership_by_agency_year · view¶
Annual transit ridership (unlinked passenger trips) by agency and mode, summed from the monthly series.
View — columns are resolved by the query engine at runtime.
bts_freight_flows · view¶
Commodity Flow Survey freight flows — the origin-state x destination-state x SCTG commodity x mode estimate, aggregated from the cfs_shipments Public Use File by the tabulation weight (WGT_FACTOR). value_million = USD millions, tons_thousands = thousands of short tons (weight_lb / 2000), ton_miles_million = millions of ton-miles (tons x routed miles). These are sample-weighted estimates and approximate — not identical to — the official published CFS tables. Every other CFS cross-tab (by NAICS, by distance band, ...) is a sibling view over cfs_shipments; add as needed.
View — columns are resolved by the query engine at runtime.
faa_aircraft_registry · view¶
Friendly denormalized view of the FAA aircraft registry: faa_aircraft_master joined to faa_aircraft_reference (manufacturer / model / category / seats) and faa_engine_reference (engine make / model / horsepower / thrust), with the registrant-type, aircraft-type, engine-type, category and status codes decoded. n_number is surfaced as the full tail number (N-prefixed). Raw per-file detail (addresses, Mode-S codes, dates, kit build, other names) stays on faa_aircraft_master; other cross-tabs are sibling views.
View — columns are resolved by the query engine at runtime.