MIPDSA vehicle_brands typo / unrecognized report
Generated: 2026-08-20 08:46:48
Total brands scanned: 315

=== LIKELY TYPOS (Levenshtein distance <= 2 to a known make) ===
brand | vmy_rows | suggested | distance
Nexus | 10 | Lexus | 1
GAC | 2 | GMC | 1
JMC | 2 | GMC | 1
3Lincoln | 2 | Lincoln | 1
Loncoln | 1 | Lincoln | 1
Hino | 112 | Mini | 2
JAC | 32 | GMC | 2
MG | 22 | BMW | 2
UD | 18 | Audi | 2
BAIC | 14 | Buick | 2
Geo | 10 | GMC | 2
Cupra | 7 | Acura | 2
FAW | 7 | VW | 2
VAM | 6 | VW | 2
BYD | 6 | BMW | 2
Dina | 6 | Mini | 2
Asuna | 5 | Acura | 2
Giant | 4 | Fiat | 2
Lotus | 4 | Lexus | 2
Omoda | 3 | Skoda | 2
GWM | 2 | GMC | 2
AM | 2 | GMC | 2
Merkur | 2 | Mercury | 2
DKW | 2 | VW | 2
Olsdmobile | 1 | Oldsmobile | 2
SRT | 1 | Smart | 2
MAN | 1 | Mini | 2
VPG | 1 | VW | 2

=== UNRECOGNIZED BRANDS (distance > 2; may be legitimate) ===
brand | vmy_rows | closest_known | distance
Freightliner | 148 | Bentley | 8
Mack | 86 | GMC | 3
Ram | 82 | GMC | 3
Peterbilt | 79 | Peugeot | 6
Kenworth | 78 | Plymouth | 5
Studebaker | 78 | Subaru | 6
Sterling Truck | 72 | Aston Martin | 11
Saturn | 70 | Acura | 3
Winnebago | 51 | Hyundai | 7
Western Star | 45 | Maserati | 8
Land | 44 | Ford | 3
Hudson | 39 | Audi | 4
Workhorse | 35 | Porsche | 6
Thor Motor Coach | 31 | Toyota | 11
Fleetwood | 30 | Ford | 6
Mitsubishi Fuso | 26 | Mitsubishi | 5
Holiday Rambler | 25 | Alfa Romeo | 9
118i | 25 | Audi | 3
Willys | 24 | Cadillac | 5
Foton | 22 | Ford | 3
Blue Bird | 19 | Buick | 6
Jayco | 19 | Audi | 4
IC Corporation | 19 | International | 9
Chirey | 18 | Citroen | 4
Watson & Chalin Mfg. Inc. | 18 | Aston Martin | 18
Itasca | 18 | Mazda | 4
Motor Coach Industries | 16 | Mercedes | 16
Coachmen | 16 | Citroen | 5
Entegra Coach | 16 | International | 8
Scion | 16 | Acura | 4
American Motors | 15 | Mercedes | 10
Four Winds International | 14 | International | 11
Hendrickson Truck Suspension Systems | 14 | Rolls-Royce | 29
Forest River | 14 | Land Rover | 7
Changan | 12 | Honda | 4
Datsun | 12 | Nissan | 4
Hendrickson Trailer Suspension Systems | 12 | Mercedes Benz | 30
Gulf Stream | 12 | Seat | 8
Dynamax Corp | 11 | Pontiac | 9
Hummer | 11 | Suzuki | 5
SAF Holland | 11 | Vauxhall | 7
Spartan Motors | 11 | Aston Martin | 9
American | 10 | Acura | 5
Dodge/Chrysler | 10 | Chrysler | 6
Packard | 10 | Jaguar | 4
Autocar LLC. | 9 | Cadillac | 8
Pierce Mfg. Inc. | 9 | Mercedes Benz | 11
Thomas | 8 | Toyota | 4
Monaco Coach | 8 | Pontiac | 8
Checker | 8 | Chrysler | 4
Edsel | 7 | Opel | 3
Safari Motor Coach | 7 | Alfa Romeo | 13
Meritor | 7 | Mercury | 4
Nash | 6 | Saab | 3
Tesla | 6 | Eagle | 4
White/GMC | 6 | GMC | 6
Lion | 6 | Mini | 3
Renegade | 5 | Renault | 5
Damon | 5 | Mazda | 4
Gillig | 5 | Mini | 4
Reyco Suspension | 5 | Peugeot | 12
Workhorse Custom Chassis | 5 | Aston Martin | 18
DeSoto | 5 | Seat | 4
Crane Carrier | 5 | Land Rover | 7
Prevost | 5 | Peugeot | 5
Sterling | 4 | Seat | 6
Lamborghini | 4 | Mini | 7
Caterpillar | 4 | Cadillac | 5
Ridewell Corp. | 4 | Rolls-Royce | 10
Roadtrek | 4 | Dodge | 5
Exeed | 4 | Jeep | 3
Wabco | 4 | Buick | 4
Tuthill Technologies | 4 | Chevrolet | 15
Newmar | 4 | Jaguar | 4
Knorr | 3 | Ford | 3
Cush Corporation | 3 | Aston Martin | 11
Geely | 3 | Opel | 3
Nova Bus Corporation | 3 | Aston Martin | 14
NSU | 3 | GMC | 3
AM General | 3 | Maserati | 7
Hymer | 3 | Chrysler | 4
Genesis | 3 | Mini | 5
Metropolitan | 3 | Toyota | 7
Evergreen RV | 2 | Ferrari | 8
Scania | 2 | Skoda | 4
Coach House | 2 | Rolls-Royce | 7
Mc Neilus Truck & Man. | 2 | Citroen | 17
Rover | 2 | Opel | 3
Shelby | 2 | Seat | 4
Frazer | 2 | Mazda | 4
Granning Suspension | 2 | Aston Martin | 14
Rivian | 2 | Nissan | 3
Lancia | 2 | Acura | 4
Monroe | 2 | Ford | 4
Thor | 2 | Ford | 3
Kodiak | 2 | Skoda | 3
Daewoo | 2 | Audi | 5
Tiffin | 2 | Nissan | 4
Daihatsu | 2 | Fiat | 5
Utility Trailer Manufacturing Company | 2 | International | 27
Kalmar | 2 | Jaguar | 3
Muncie Reclamation | 2 | Maserati | 12
Jaecoo | 2 | Jaguar | 4
Avanti | 2 | Seat | 4
Autocar | 2 | Acura | 5
Dana | 2 | Saab | 3
American LaFrance | 2 | Rolls-Royce | 12
Panoz | 2 | Saab | 4
Dura Suspension | 1 | Alfa Romeo | 11
Dina Bus | 1 | Isuzu | 6
Holland - Binkley | 1 | Land Rover | 9
Ingersoll Axles | 1 | International | 10
Holden | 1 | Honda | 3
Iveco | 1 | VW | 4
Hobbs Trailer | 1 | Oldsmobile | 8
Highway Product | 1 | Alfa Romeo | 11
Jay Madsen | 1 | Jaguar | 7
Jifflox | 1 | Fiat | 6
Higer | 1 | Mini | 4
Haval | 1 | Saab | 3
Kimble Mixer Co. | 1 | Mercury | 13
King Long | 1 | Lincoln | 5
King Of The Road | 1 | Land Rover | 12
Hausman | 1 | Nissan | 4
Hardee Mfg. | 1 | Dodge | 9
KWK-LOC (JIFFLOX) | 1 | Oldsmobile | 14
Grumman Bus | 1 | Subaru | 8
Greyhound Bus | 1 | Honda | 9
GREAT DANE TRAILER | 1 | Land Rover | 12
Leyland Truck | 1 | Land Rover | 8
Link Manufacturing LTD. | 1 | International | 16
Glaval Bus Co. | 1 | Alfa Romeo | 10
Lodal Inc. | 1 | Pontiac | 7
London Mixer | 1 | Land Rover | 6
Glas | 1 | Fiat | 3
Maeco | 1 | Mazda | 3
Mandalay Coach | 1 | Land Rover | 9
Marmon | 1 | Mazda | 4
Marmon Herrington | 1 | Aston Martin | 10
Matson School Bus | 1 | Mitsubishi | 12
Georgie Boy Manufacturing | 1 | Aston Martin | 18
General Trailer Co. | 1 | Bentley | 14
FWD Corporation | 1 | Ferrari | 10
Fruehauf | 1 | Vauxhall | 5
Mobility Ventures | 1 | Bentley | 12
Mohawk | 1 | Kia | 5
Flyer Industries | 1 | Ferrari | 11
Flxible Transit Bus | 1 | Ferrari | 14
Mor-Ryde Suspension | 1 | Mercedes Benz | 12
Fluidrive | 1 | Hyundai | 6
Federal Coach | 1 | Cadillac | 9
Emergency One | 1 | Mercedes Benz | 8
National Coach Corp. | 1 | Alfa Romeo | 15
National RV | 1 | Vauxhall | 8
Neoplan | 1 | Nissan | 4
New Flyer | 1 | Bentley | 6
Eldorado National | 1 | International | 8
Econoline | 1 | Pontiac | 6
East to West | 1 | Land Rover | 8
Oneida Products | 1 | Alfa Romeo | 11
Orion Bus | 1 | Pontiac | 7
Oshkosh Motor Truck Co. | 1 | Aston Martin | 17
Osterlund Truck | 1 | Mercury | 11
Ottawa | 1 | Opel | 5
Pacific Truck and Trailer | 1 | Land Rover | 18
East Manufacturing Corp. | 1 | Aston Martin | 16
Page Suspension | 1 | Peugeot | 10
PAI Corp. | 1 | Lincoln | 6
Eagle Motor Coach | 1 | Rolls-Royce | 12
Peerless Trailer | 1 | Oldsmobile | 11
Dynamax Corp. | 1 | Pontiac | 10
Hutchens Suspension | 1 | Mercedes Benz | 14
Polestar | 1 | Toyota | 5
Powerhouse Coach Inc. | 1 | Porsche | 15
Powerpacker | 1 | Porsche | 6
Diamond T | 1 | Dodge | 6
Diamond Reo | 1 | Dodge | 7
Rameriz Trailer | 1 | Maserati | 10
Raydan Manufacturing | 1 | Aston Martin | 12
Red Lion Trailer | 1 | Land Rover | 11
Dexter Axle | 1 | Eagle | 7
Rex Mixer | 1 | Mini | 7
DeTomaso | 1 | Dodge | 6
Dennis Eagle | 1 | Eagle | 7
Cunha Products OHD | 1 | Alfa Romeo | 13
Roadmaster (Monaco) | 1 | Rolls-Royce | 13
Crown Coach | 1 | Pontiac | 7
Country Coach | 1 | Pontiac | 8
Continental Trailways - Eagle Int. | 1 | International | 24
CNH Global NV. | 1 | Chevrolet | 10
Clark Equipement | 1 | Alfa Romeo | 12
Chance Coach | 1 | Land Rover | 8
Champion Bus Inc. | 1 | Aston Martin | 11
Seagrave Fire Apparatus LLC | 1 | International | 22
Chalmers Suspension | 1 | Mercedes Benz | 14
Sicard | 1 | Subaru | 3
Souther Coach | 1 | Pontiac | 9
Challenge Cook | 1 | Lincoln | 10
StarCraft Bus Co. | 1 | Maserati | 13
Cascade Trailer | 1 | Land Rover | 9
Carpenter Bus | 1 | Mercedes Benz | 9
Stoughton Trailers Inc. | 1 | Aston Martin | 15
Bus & Truck Co. | 1 | Buick | 11
Suspensions Inc. | 1 | Pontiac | 11
Terex Corp. | 1 | Mercury | 7
Built Rite | 1 | Buick | 7
The Binkley Company | 1 | Lincoln | 14
Brockway School Bus | 1 | Rolls-Royce | 15
BrightDrop | 1 | Citroen | 7
Boydstun Equipment Manufacturing | 1 | Aston Martin | 23
Blue | 1 | BMW | 3
Tiffin MotorHomes Inc. | 1 | Infiniti | 16
Timbren Industries | 1 | Infiniti | 12
Trailmobile Canada Corp. | 1 | Oldsmobile | 18
Transportation Mfg. Corp. | 1 | Aston Martin | 18
Triumph | 1 | Mini | 6
Bering | 1 | Buick | 4
Twin Coach | 1 | Lincoln | 6
United Manufacturing | 1 | Aston Martin | 13
Universal Coach | 1 | International | 10
Unknown | 1 | Citroen | 5
UPS Truck | 1 | Pontiac | 6
Benson Truck Bodies Inc. | 1 | Mercedes Benz | 17
Wabash National | 1 | International | 7
Beck Bus | 1 | Lexus | 5
Batco | 1 | Buick | 3
Arvin Meritor | 1 | Aston Martin | 7
Western Unit Stabilaire Suspension | 1 | Aston Martin | 26
Airstream | 1 | Citroen | 6
Advance Mixer | 1 | Land Rover | 8
Wilwood | 1 | Citroen | 5
Adaptacion | 1 | Cadillac | 7
ACF Brill Bus | 1 | Cadillac | 9
ABC Bus | 1 | Acura | 5
Xos | 1 | GMC | 3
Zeekr | 1 | Jeep | 3