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uspto-trademarks-features

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train · 12.7M rows

serial_no stringlengths 8 8	mark_id_char stringlengths 1 8.63k	coined_mark_score float64 0 1 ⌀	coined_token_max float64 0 1 ⌀	single_token bool 2 classes	is_standard_char bool 2 classes	is_marketplace_class bool 2 classes	filing_basis stringclasses 4 values	owner_country stringclasses 266 values	goods_item_count int64 1 8.44k ⌀	final_refusal_in bool 2 classes	abandoned_no_use_in bool 2 classes	filing_year int64 1.82k 2.03k ⌀
72153956	4895	null	null	true	false	false	use	US	1	false	false	1,962
72153957	YORK	0.2913	0.2913	true	false	false	use	US	1	false	false	1,962
72153958	NEWPORT	0.2088	0.2088	true	false	false	use	US	1	false	false	1,962
72153962	SCIMANTICS	0.2291	0.2291	true	false	false	use	null	1	false	false	1,962
72153963	DEMI	0.5147	0.5147	true	false	false	use	US	1	false	false	1,962
72153964	PLASTO-JOINT STIK	0.3717	0.5222	false	false	false	use	US	1	false	false	1,962
72153966	DEAL-AR-PAK	0.4369	0.4369	true	false	false	use	US	1	false	false	1,962
72153967	MARTINIQUE	0.0699	0.0699	true	false	true	use	US	1	false	false	1,962
72153970	MICRO-AIR	0.4125	0.4125	true	false	false	use	US	1	false	false	1,962
72153971	MACBOND	0.55	0.55	true	false	false	use	US	1	false	false	1,962
72153972	MUTUAL INSURANCE COMPANY OF BURLINGTON	0.1397	1	false	false	false	use	US	1	false	false	1,962
72153974	SCABBARD AND BLADE	0.3595	0.3317	false	false	false	use	null	1	false	false	1,962
72153975	CORROSTAN	0.208	0.208	true	false	false	use	US	1	false	false	1,962
72153976	HYDREA	0.2532	0.2532	true	false	false	use	DE	1	false	false	1,962
72153977	AMBEZIM	0.7267	0.7267	true	false	false	foreign	IT	1	false	false	1,962
72153980	CUBMARINE	0.2998	0.2998	true	false	false	use	US	1	false	false	1,962
72153982	INVITEGRAM	0.2337	0.2337	true	false	false	use	US	1	false	false	1,962
72153987	C	null	null	true	false	false	use	null	1	false	false	1,962
72153988	AS	0.5268	0.5268	true	false	false	use	null	1	false	false	1,962
72153997	DI SABATO'S SUPREME SW	0.5008	0.8456	false	false	false	use	US	1	false	false	1,962
72153999	MEDRATE	0.1742	0.1742	true	false	false	use	US	1	false	false	1,962
72154002	W WEBER	0.3101	0.0824	false	false	true	use	US	1	false	false	1,962
72154005	CADET	0.3095	0.3095	true	false	false	use	US	1	false	false	1,962
72154007	NUCLEAR NEWS	0.3479	0.4274	false	false	false	use	US	1	false	false	1,962
72154008	SAINT PAUL CAPITAL CUT	0.4151	0.6109	false	false	false	use	US	1	false	false	1,962
72154011	CHESLEY	0.3646	0.3646	true	false	true	use	US	1	false	false	1,962
72154012	VANE 100	0.2733	0.2733	false	false	false	use	US	1	false	false	1,962
72154014	BONE DRY	0.3736	0.2418	false	false	true	use	US	1	false	false	1,962
72154015	FOAMGRAB	0.6543	0.6543	true	false	false	use	US	1	false	false	1,962
72154016	PHENAGESIC	0.3727	0.3727	true	false	false	use	US	1	false	false	1,962
72154018	PROTECTOLITE	0.0892	0.0892	true	false	false	use	US	1	false	false	1,962
72154019	CARDLOCK	0.1387	0.1387	true	false	true	use	US	1	false	false	1,962
72154020	IMPERIAL COLLECTION	0	0.1909	false	false	false	use	US	1	false	false	1,962
72154021	UNITED DELCO	0.287	0.3466	false	false	false	use	US	1	false	false	1,962
72154022	PENNSY PINKIE	0.6237	0.6669	false	false	true	use	US	1	false	false	1,962
72154024	CAVENDALE	0.2936	0.2936	true	false	true	use	US	1	false	false	1,962
72154025	GEMBRITE	0.2396	0.2396	true	false	false	use	US	1	false	false	1,962
72154026	HALE	0.322	0.322	true	false	true	use	US	1	false	false	1,962
72154031	PINNACLE	0.3611	0.3611	true	false	false	use	US	1	false	false	1,962
72154032	LILAC FROST	0.5794	0.5997	false	false	false	use	US	1	false	false	1,962
72154035	SINBAD	0.4855	0.4855	true	false	false	use	US	1	false	false	1,962
72154038	LECTRO-TREAT	0.2598	0.2598	true	false	true	use	null	1	false	false	1,962
72154039	SIGNAL	0.0599	0.0599	true	false	false	use	US	1	false	false	1,962
72154040	CHESTER KING	0.0744	0	false	false	false	use	US	1	false	false	1,962
72154041	LILYETTE	0.4977	0.4977	true	false	true	use	FR	1	false	false	1,962
72154046	MOBILEFREEZE	0.1972	0.1972	true	false	false	use	US	1	false	false	1,962
72154047	HALO-OF-COLD	0.3307	0.3307	true	false	false	use	US	1	false	false	1,962
72154050	PLASTI/CARVE	0.1197	0.1197	true	false	true	use	US	1	false	false	1,962
72154051	PLASTI/CARVE	0.1197	0.1197	true	false	true	use	US	1	false	false	1,962
72154058	MARY QUANT	0.3009	0.187	false	false	true	use	GB	1	false	false	1,962
72154060	THE WORLD'S LARGEST MIDWAY ROYAL SHOWS AMERICAN	0.2533	0.3034	false	false	false	use	US	1	false	false	1,962
72154062	STUBS	0.3719	0.3719	true	false	false	use	null	1	false	false	1,962
72154063	DECUBAN	0.4173	0.4173	true	false	false	use	null	1	false	false	1,962
72154064	SHOW WINDOW	0.3494	0.2388	false	false	false	use	US	1	false	false	1,962
72154066	HUMI-CITE	0.2827	0.2827	true	false	false	use	US	1	false	false	1,962
72154067	SUNAID	0.4891	0.4891	true	false	false	use	US	1	false	false	1,962
72154069	TRAVCOA	0.5615	0.5615	true	false	false	use	US	1	false	false	1,962
72154070	GOLDEN ANCHOR	0.2382	0.3034	false	false	true	use	US	2	false	false	1,962
72154071	ULTRONIC	0.2183	0.2183	true	false	false	use	US	1	false	false	1,962
72154074	HEXTRIL	0.419	0.419	true	false	false	use	US	1	false	false	1,962
72154078	DYNAMITE POP CORN	0.4097	0.3254	false	false	false	use	US	1	false	false	1,962
72154081	SIERRA	0.5008	0.5008	true	false	false	use	FR	2	false	false	1,962
72154082	SPRINTER	0	0	true	false	false	foreign	SE	1	false	false	1,962
72154083	SPRINTER	0	0	true	false	false	foreign	SE	1	false	false	1,962
72154084	AIRWAYS RENT-A-CAR SYSTEM	0.2748	0.2671	false	false	false	use	US	1	false	false	1,962
72154085	AEROSIZE	0.4768	0.4768	true	false	false	use	US	1	false	false	1,962
72154090	AC	0.469	0.469	true	false	false	foreign	NL	1	false	false	1,962
72154091	AC	0.469	0.469	true	false	false	foreign	null	1	false	false	1,962
72154092	DINALON	0.2034	0.2034	true	false	false	use	CH	1	false	false	1,962
72154094	FIRMA-GRIP	0.2747	0.2747	true	false	false	use	US	1	false	false	1,962
72154095	END/RUN	0.4915	0.4915	true	false	true	use	US	1	false	false	1,962
72154098	DP	1	1	true	false	true	use	US	1	false	false	1,962
72154099	A DRAM OF DRAMBUIE	0.5722	1	false	false	false	use	GB	1	false	false	1,962
72154100	FLOR DE FELIPE	0.3781	0.5425	false	false	false	use	US	1	false	false	1,962
72154102	PLA-GARD	0.172	0.172	true	false	false	use	US	1	false	false	1,962
72154103	TRI-AZO-MUL	0.6818	0.6818	true	false	false	use	US	1	false	false	1,962
72154105	TRI-AZO-TAB	0.6565	0.6565	true	false	false	use	US	1	false	false	1,962
72154106	V EDGE	0.2979	0.2232	false	false	true	use	US	1	false	false	1,962
72154108	FRIDEN	0.1568	0.1568	true	false	true	use	US	1	false	false	1,962
72154111	GREEN GIANT	0.2302	0.3427	false	false	false	use	null	1	false	false	1,962
72154113	MEXICORN	0.4828	0.4828	true	false	false	use	US	1	false	false	1,962
72154114	NIBLETS	0.3324	0.3324	true	false	false	use	null	1	false	false	1,962
72154117	SUN'S OWN SON	0.3862	0.5287	false	false	true	use	US	1	false	false	1,962
72154118	VAC-U-TRON	0.3505	0.3505	true	false	false	use	US	1	false	false	1,962
72154119	HYDRO-MECA	0.3285	0.3285	true	false	true	foreign	null	11	false	false	1,962
72154122	CLEARVIEW	0.2274	0.2274	true	false	false	use	US	1	false	false	1,962
72154125	GL	0.9525	0.9525	true	false	false	use	US	1	false	false	1,962
72154126	JUMBO	0.5089	0.5089	true	false	true	use	US	1	false	false	1,962
72154127	ONCOVIN	0.4543	0.4543	true	false	false	use	US	1	false	false	1,962
72154130	HYDRIPILLS	0.2104	0.2104	true	false	false	use	US	1	false	false	1,962
72154133	HYDRITEX	0.1455	0.1455	true	false	false	use	US	1	false	false	1,962
72154134	TARTAN	0.2424	0.2424	true	false	false	use	US	1	false	false	1,962
72154135	CIRCUITAIR	0.3907	0.3907	true	false	false	use	US	1	false	false	1,962
72154136	CO-AXIAL	0.4746	0.4746	true	false	false	use	US	1	false	false	1,962
72154138	VERITROL	0.3021	0.3021	true	false	false	use	US	1	false	false	1,962
72154139	PIERRE CARTIER	0.2859	0.3453	false	false	false	use	CH	1	false	false	1,962
72154144	JET LINE	0.2957	0.3084	false	false	true	use	US	1	false	false	1,962
72154145	C.O. OBERG & CO ESKILTUNA OBERG FILES	0.6342	0.6855	false	false	false	foreign	SE	1	false	false	1,962
72154146	COBALT BLUE PROCESS	0.2434	0.2682	false	false	false	use	US	1	false	false	1,962
72154147	COBALT BLUE PROCESS	0.2434	0.2682	false	false	false	use	US	1	false	false	1,962

End of preview. Expand in Data Studio

USPTO Trademark Mark Features (derived)

Objective per-mark feature columns derived from the companion silver corpus, one row per application (serial_no, joins to illeatmyhat/uspto-trademarks). Each column is a measurement of the filing, not a judgement about any filer.

column	meaning
`coined_mark_score`	character n-gram improbability of the whole mark, [0,1] (1 = most coined/random-looking)
`coined_token_max`	max n-gram improbability over the mark's tokens, [0,1] (catches a coined token padded with an ordinary word)
`single_token`	mark is a single word
`is_standard_char`	standard-character drawing
`is_marketplace_class`	filed in an Amazon-heavy class (9/11/18/20/21/25/28)
`filing_basis`	use / intent / foreign / madrid
`final_refusal_in`	a final refusal issued (public prosecution-history fact)
`abandoned_no_use_in`	abandoned for a missing/defective use statement
`owner_country`	applicant country code (public record; contains dirt)
`goods_item_count`	number of goods/services items listed
`filing_year`	filing year

Use

-- e.g. surface coined, marketplace-class, use-based recent marks
SELECT serial_no, mark_id_char, coined_mark_score
FROM 'hf://datasets/illeatmyhat/uspto-trademarks-features/*.parquet'
WHERE coined_mark_score > 0.85 AND is_marketplace_class
  AND filing_basis = 'use' AND filing_year >= 2015
ORDER BY coined_mark_score DESC;

coined_mark_score measures the statistical unusualness of a mark's letter sequence; the other columns are direct properties of the filing. Methodology: https://github.com/illeatmyhat/uspto-trademark-radar/blob/main/docs/ANALYSIS.md. License: US government work (public domain).

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