Datasets:

Project-AgML
/

usda_nass_crop_statistics

crop_id stringclasses 438 values	commodity stringclasses 98 values	class stringclasses 211 values	practice stringclasses 9 values	utilization stringclasses 18 values	unit stringclasses 19 values	agg_level stringclasses 4 values	state_fips stringclasses 52 values	state_alpha stringclasses 52 values	asd_code stringclasses 25 values	county_fips stringlengths 5 5 ⌀	county_fips_nass stringlengths 5 5 ⌀	county_name stringlengths 3 25 ⌀	is_other_counties bool 2 classes	year int32 1.87k 2.03k	value float64 0 50k ⌀	value_flag stringclasses 6 values	cv_pct float64 0 85.5 ⌀	value_t_ha float64 0 590 ⌀	per_planted_acre bool 2 classes	load_time timestamp[us]date 1973-06-20 15:06:46 2026-10-09 12:00:00
4d66da6db450	WHEAT	SPRING, DURUM	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	38	ND	30	38063	38063	NELSON	false	1,985	39	null	null	2.6228	true	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	01	AL	20	01019	01019	CHEROKEE	false	1,991	25.7	null	null	1.7284	false	2012-01-01T00:00:00
7ef20a007fc2	CORN	ALL CLASSES	IRRIGATED	SILAGE	TONS / ACRE	COUNTY	08	CO	60	08041	08041	EL PASO	false	1,994	14	null	null	31.3838	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	31	NE	60	31159	31159	SEWARD	false	1,971	94.3	null	null	5.919	false	2012-01-01T00:00:00
5b57d835cdae	BARLEY	ALL CLASSES	NON-IRRIGATED, FOLLOWING SUMMER FALLOW	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	49	UT	60	49037	49037	SAN JUAN	false	1,978	25	null	null	1.345	false	2012-01-01T00:00:00
1f0b05ce9a40	WHEAT	SPRING, (EXCL DURUM)	IRRIGATED	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	49	UT	10	49057	49057	WEBER	false	1,995	86	null	null	5.7836	false	2012-01-01T00:00:00
8e3f7fc43681	SOYBEANS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	48	TX	90	48157	48157	FORT BEND	false	1,985	17.8	null	null	1.1971	false	2012-01-01T00:00:00
60098db9e91b	WHEAT	ALL CLASSES	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	48	TX	82	48355	48355	NUECES	false	1,976	6.6	null	null	0.4439	true	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	51	VA	60	51057	51057	ESSEX	false	1,984	44.5	null	null	2.9927	false	2012-01-01T00:00:00
8e3f7fc43681	SOYBEANS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	17	IL	80	17163	17163	ST CLAIR	false	1,967	34	null	null	2.2865	false	2012-01-01T00:00:00
792bcc101cb1	WHEAT	SPRING, (EXCL DURUM)	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	16	ID	80	16013	16013	BLAINE	false	1,950	26	null	null	1.7485	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	46	SD	80	46053	46053	GREGORY	false	1,986	27.2	null	null	1.8292	true	2012-01-01T00:00:00
75722dbd4d4c	BARLEY	ALL CLASSES	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / ACRE	AGRICULTURAL DISTRICT	38	ND	90	null	null	null	false	1,977	43.2	null	null	2.3242	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	AGRICULTURAL DISTRICT	29	MO	60	null	null	null	false	1,982	34.5	null	null	2.3202	true	2012-01-01T00:00:00
f41af5a6446d	BARLEY	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	17	IL	40	17179	17179	TAZEWELL	false	1,975	42	null	null	2.2596	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	51	VA	70	51155	51155	PULASKI	false	1,978	31	null	null	2.0848	false	2012-01-01T00:00:00
912a23c54053	RYE	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	NATIONAL	99	US	null	null	null	null	false	1,888	13	null	null	0.816	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	18	IN	80	18013	18013	BROWN	false	1,978	34	null	null	2.2865	true	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	39	OH	30	39029	39029	COLUMBIANA	false	1,963	65	null	null	4.0799	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	05	AR	70	05081	05081	LITTLE RIVER	false	1,978	14	null	null	0.9415	true	2012-01-01T00:00:00
49884f1e3995	SORGHUM	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / NET PLANTED ACRE	COUNTY	48	TX	30	48363	48363	PALO PINTO	false	1,973	35.9	null	null	2.2534	true	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	AGRICULTURAL DISTRICT	51	VA	20	null	null	null	false	1,931	25.8	null	null	1.7351	false	2012-01-01T00:00:00
6a7bb7e21cc6	WHEAT	ALL CLASSES	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	AGRICULTURAL DISTRICT	41	OR	70	null	null	null	false	1,984	56.8	null	null	3.8199	true	2012-01-01T00:00:00
8e3f7fc43681	SOYBEANS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	27	MN	40	27167	27167	WILKIN	false	1,988	16	null	null	1.076	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	08	CO	60	null	null	OTHER (COMBINED) COUNTIES	true	2,012	34.1	null	null	2.1404	false	2015-06-03T15:08:31
912a23c54053	RYE	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	38	ND	80	38085	38085	SIOUX	false	1,953	11	null	null	0.6904	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	27	MN	80	27103	27103	NICOLLET	false	1,989	39.4	null	null	2.6497	true	2012-01-01T00:00:00
18e4bc1b60de	FLAXSEED	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	38	ND	10	38013	38013	BURKE	false	1,985	10.8	null	null	0.6779	true	2012-01-01T00:00:00
792bcc101cb1	WHEAT	SPRING, (EXCL DURUM)	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	27	MN	20	27077	27077	LAKE OF THE WOODS	false	1,975	28.7	null	null	1.9301	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / NET PLANTED ACRE	COUNTY	39	OH	10	39137	39137	PUTNAM	false	1,973	79.3	null	null	4.9775	true	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	08	CO	60	08005	08005	ARAPAHOE	false	1,978	19	null	null	1.2778	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	30	MT	70	30043	30043	JEFFERSON	false	1,932	16.7	null	null	1.1231	false	2012-01-01T00:00:00
3c97dc72cf2f	WHEAT	WINTER	IRRIGATED	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	41	OR	10	41043	41043	LINN	false	2,000	100	null	null	6.7251	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	13	GA	60	13189	13189	MCDUFFIE	false	1,966	23	null	null	1.4437	false	2012-01-01T00:00:00
f926220b020a	WHEAT	SPRING, (EXCL DURUM)	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	30	MT	80	30003	30003	BIG HORN	false	1,984	21.4	null	null	1.4392	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	51	VA	60	51119	51119	MIDDLESEX	false	1,984	34.5	null	null	2.3202	true	2012-01-01T00:00:00
912a23c54053	RYE	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	38	ND	20	38005	38005	BENSON	false	1,919	10	null	null	0.6277	false	2012-01-01T00:00:00
f63be1e608d3	WHEAT	WINTER	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	AGRICULTURAL DISTRICT	30	MT	80	null	null	null	false	1,987	31.3	null	null	2.105	true	2012-01-01T00:00:00
58a4987ce4c2	OATS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	48	TX	11	48111	48111	DALLAM	false	2,004	50	null	null	1.7934	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	18	IN	60	18135	18135	RANDOLPH	false	1,973	36.6	null	null	2.4614	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	55	WI	80	55105	55105	ROCK	false	2,003	139	null	null	8.7247	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	AGRICULTURAL DISTRICT	31	NE	80	null	null	null	false	2,001	44.5	null	null	2.9927	false	2012-01-01T00:00:00
75722dbd4d4c	BARLEY	ALL CLASSES	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / ACRE	AGRICULTURAL DISTRICT	56	WY	30	null	null	null	false	1,980	49.9	null	null	2.6847	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	AGRICULTURAL DISTRICT	16	ID	10	null	null	null	false	1,951	26	null	null	1.7485	true	2012-01-01T00:00:00
75722dbd4d4c	BARLEY	ALL CLASSES	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	38	ND	90	38045	38045	LA MOURE	false	1,971	48.4	null	null	2.604	false	2012-01-01T00:00:00
58a4987ce4c2	OATS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	08	CO	20	08115	08115	SEDGWICK	false	1,987	56	null	null	2.0086	false	2012-01-01T00:00:00
5b57d835cdae	BARLEY	ALL CLASSES	NON-IRRIGATED, FOLLOWING SUMMER FALLOW	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	30	MT	30	30021	30021	DAWSON	false	1,960	16	null	null	0.8608	false	2012-01-01T00:00:00
49884f1e3995	SORGHUM	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	40	OK	20	40129	40129	ROGER MILLS	false	1,970	29	null	null	1.8203	false	2012-01-01T00:00:00
45e465f318ca	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	SILAGE	TONS / ACRE	COUNTY	36	NY	40	36029	36029	ERIE	false	2,007	16.6	null	null	37.2123	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	AGRICULTURAL DISTRICT	42	PA	30	null	null	null	false	2,004	40	null	null	2.69	false	2012-01-01T00:00:00
6a7bb7e21cc6	WHEAT	ALL CLASSES	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	31	NE	60	31155	31155	SAUNDERS	false	1,981	38	null	null	2.5555	false	2012-01-01T00:00:00
f63be1e608d3	WHEAT	WINTER	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	06	CA	51	06047	06047	MERCED	false	1,974	12.5	null	null	0.8406	true	2012-01-01T00:00:00
cb4a7de11ed0	WHEAT	WINTER	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	48	TX	70	48267	48267	KIMBLE	false	1,980	7.3	null	null	0.4909	true	2012-01-01T00:00:00
75722dbd4d4c	BARLEY	ALL CLASSES	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	AGRICULTURAL DISTRICT	08	CO	10	null	null	null	false	1,976	20	null	null	1.076	true	2012-01-01T00:00:00
c4e9f6dee811	WHEAT	ALL CLASSES	NON-IRRIGATED, FOLLOWING SUMMER FALLOW	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	40	OK	20	40043	40043	DEWEY	false	1,995	23.8	null	null	1.6006	false	2012-01-01T00:00:00
58a4987ce4c2	OATS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	27	MN	50	27097	27097	MORRISON	false	1,931	25	null	null	0.8967	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	29	MO	30	29173	29173	RALLS	false	1,925	37	null	null	2.3224	false	2012-01-01T00:00:00
cb4a7de11ed0	WHEAT	WINTER	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	20	KS	60	20185	20185	STAFFORD	false	1,998	48	null	null	3.228	false	2012-01-01T00:00:00
58a4987ce4c2	OATS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	40	OK	70	40035	40035	CRAIG	false	1,969	33.5	null	null	1.2016	false	2012-01-01T00:00:00
c1c9f402980b	WHEAT	ALL CLASSES	IRRIGATED	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	08	CO	20	08069	08069	LARIMER	false	1,981	48.5	null	null	3.2617	true	2012-01-01T00:00:00
58a4987ce4c2	OATS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	30	MT	30	30105	30105	VALLEY	false	1,935	18.2	null	null	0.6528	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	20	KS	50	20169	20169	SALINE	false	1,976	82	null	null	5.1469	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	55	WI	30	55083	55083	OCONTO	false	1,981	27	null	null	1.8158	true	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	46	SD	50	46069	46069	HYDE	false	1,983	38.8	null	null	2.6093	true	2012-01-01T00:00:00
c1c9f402980b	WHEAT	ALL CLASSES	IRRIGATED	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	20	KS	40	20183	20183	SMITH	false	1,984	43.5	null	null	2.9254	true	2012-01-01T00:00:00
49884f1e3995	SORGHUM	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	08	CO	60	08073	08073	LINCOLN	false	1,965	14.5	null	null	0.9101	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	27	MN	10	27119	27119	POLK	false	1,987	43.3	null	null	2.912	true	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	39	OH	30	39155	39155	TRUMBULL	false	1,955	29	null	null	1.9503	false	2012-01-01T00:00:00
58a4987ce4c2	OATS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	27	MN	10	27029	27029	CLEARWATER	false	1,956	38	null	null	1.363	false	2012-01-01T00:00:00
8e3f7fc43681	SOYBEANS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	18	IN	60	18009	18009	BLACKFORD	false	1,957	22.7	null	null	1.5266	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	48	TX	70	null	null	OTHER (COMBINED) COUNTIES	true	1,985	15.5	null	null	1.0424	true	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	39	OH	30	39151	39151	STARK	false	2,006	130.2	null	null	8.1723	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	27	MN	40	27041	27041	DOUGLAS	false	1,923	11	null	null	0.7398	false	2012-01-01T00:00:00
8e3f7fc43681	SOYBEANS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	05	AR	60	05147	05147	WOODRUFF	false	1,958	22	null	null	1.4795	false	2021-09-16T09:14:15
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	17	IL	60	17013	17013	CALHOUN	false	1,982	117	null	null	7.3438	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	46	SD	70	46033	46033	CUSTER	false	1,964	15.5	null	null	1.0424	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	AGRICULTURAL DISTRICT	53	WA	10	null	null	null	false	2,003	71.1	null	null	4.7815	false	2012-01-01T00:00:00
d6d32be05deb	WHEAT	SPRING, DURUM	NON-IRRIGATED, FOLLOWING SUMMER FALLOW	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	38	ND	70	38041	38041	HETTINGER	false	1,969	28.4	null	null	1.9099	false	2012-01-01T00:00:00
45e465f318ca	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	SILAGE	TONS / ACRE	COUNTY	19	IA	60	19031	19031	CEDAR	false	2,001	19.3	null	null	43.2648	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	55	WI	10	55107	55107	RUSK	false	1,976	30	null	null	2.0175	false	2012-01-01T00:00:00
75722dbd4d4c	BARLEY	ALL CLASSES	NON-IRRIGATED, CONTINUOUS CROP	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	38	ND	80	38015	38015	BURLEIGH	false	1,989	5.8	null	null	0.312	true	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	46	SD	20	46129	46129	WALWORTH	false	2,008	125	null	null	7.846	false	2015-06-03T15:08:31
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	19	IA	90	19179	19179	WAPELLO	false	1,939	48.5	null	null	3.0442	false	2012-01-01T00:00:00
792bcc101cb1	WHEAT	SPRING, (EXCL DURUM)	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	08	CO	70	08083	08083	MONTEZUMA	false	1,988	11	null	null	0.7398	false	2012-01-01T00:00:00
f41af5a6446d	BARLEY	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	40	OK	40	40071	40071	KAY	false	1,975	36.5	null	null	1.9637	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	42	PA	40	42019	42019	BUTLER	false	2,005	51.3	null	null	3.45	false	2012-01-01T00:00:00
4144ca6b604e	OATS	ALL CLASSES	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	31	NE	20	31089	31089	HOLT	false	1,961	27	null	null	0.9684	false	2012-01-01T00:00:00
8e3f7fc43681	SOYBEANS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	26	MI	50	26111	26111	MIDLAND	false	2,003	26	null	null	1.7485	false	2012-01-01T00:00:00
60098db9e91b	WHEAT	ALL CLASSES	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	48	TX	30	48049	48049	BROWN	false	1,974	15.4	null	null	1.0357	false	2012-01-01T00:00:00
58a4987ce4c2	OATS	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	54	WV	40	54105	54105	WIRT	false	1,962	33	null	null	1.1836	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	37	NC	80	37103	37103	JONES	false	2,006	51	null	null	3.4298	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	17	IL	60	17167	17167	SANGAMON	false	1,957	66	null	null	4.1427	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	31	NE	20	31117	31117	MCPHERSON	false	1,985	109.9	null	null	6.8982	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	19	IA	40	19027	19027	CARROLL	false	1,976	31	null	null	2.0848	false	2012-01-01T00:00:00
8665469ece30	SORGHUM	ALL CLASSES	IRRIGATED	GRAIN	BU / ACRE	COUNTY	35	NM	30	35037	35037	QUAY	false	1,962	50	null	null	3.1384	false	2012-01-01T00:00:00
6256b3fe85b5	WHEAT	ALL CLASSES	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	17	IL	40	17125	17125	MASON	false	1,985	51	null	null	3.4298	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	05	AR	30	05093	05093	MISSISSIPPI	false	1,977	63	null	null	3.9544	false	2012-01-01T00:00:00
fd79e4e4bf52	BARLEY	ALL CLASSES	NON-IRRIGATED	ALL UTILIZATION PRACTICES	BU / ACRE	COUNTY	41	OR	10	41047	41047	MARION	false	1,946	35	null	null	1.883	false	2012-01-01T00:00:00
f56a2f05c3bd	CORN	ALL CLASSES	ALL PRODUCTION PRACTICES	GRAIN	BU / ACRE	COUNTY	48	TX	70	48171	48171	GILLESPIE	false	1,998	52.7	null	null	3.3079	false	2012-01-01T00:00:00
c66627e9fb28	WHEAT	WINTER	ALL PRODUCTION PRACTICES	ALL UTILIZATION PRACTICES	BU / NET PLANTED ACRE	COUNTY	46	SD	50	46069	46069	HYDE	false	1,988	11.9	null	null	0.8003	true	2012-01-01T00:00:00

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USDA NASS Crop Statistics

Crop statistics for the United States from the USDA National Agricultural Statistics Service (NASS) Quick Stats database, cleaned and reorganized into analysis-ready parquet tables. The dataset covers yield, area planted and harvested, production, the Census of Agriculture, weekly crop progress and condition, and in-season yield forecasts, at national, state, agricultural district, and county level. It also ships the 2020 Census state and county boundaries, so every record can be joined to a map.

The dataset is part of AgML and is read by its agml.ag_stats module.

Quick start

With AgML (pip install agml[ag_stats]), filters are pushed down to the parquet reader, so only the needed tables are downloaded and only the matching rows are read:

from agml.ag_stats import NASSDataLoader

nass = NASSDataLoader()  # downloads from this repo and caches locally

# Corn grain yield for Story County, Iowa, 2000 to 2024.
df = nass.yield_data(crop="corn", utilization="grain", state="IA", county="Story", years=(2000, 2024))

# Weekly soybean planting progress in Illinois in 2023.
nass.progress(crop="soybeans", state="IL", years=2023, stage="planted")

# County boundaries as WKB geometry.
counties = nass.boundaries("county")

Without AgML, each table is a separate config:

from datasets import load_dataset

yield_table = load_dataset("Project-AgML/usda_nass_crop_statistics", "yield", split="train")

Or read a file directly with pandas, polars, or DuckDB:

import pandas as pd

df = pd.read_parquet("hf://datasets/Project-AgML/usda_nass_crop_statistics/parquet/yield.parquet")

Tables

Config	File	Rows	Years	Levels	Contents
`yield`	`parquet/yield.parquet`	2,809,107	1866–2026	national, state, district, county	Yield for 438 crop variants (98 commodities), with a metric `value_t_ha` column.
`county_yield`	`parquet/v_county_yield_main.parquet`	1,390,109	1909–2025	county	County yield for the main variant of 31 commodities, on 2020 county FIPS codes, with metric yield, centroids, and a `qa_outlier` flag.
`area_production`	`parquet/area_production.parquet`	6,325,661	1866–2027	national, state, district, county	Area planted, area harvested, and production (`statistic` column) for 1,072 crop variants.
`census`	`parquet/census_crops.parquet`	2,488,534	1997–2024	national, state, county	Census of Agriculture area harvested, production, and yield, every five years.
`forecast`	`parquet/yield_forecast.parquet`	45,754	1963–2026	national, state	In-season yield forecasts by `forecast_month`.
`progress`	`parquet/crop_progress.parquet`	403,883	1979–2027	national, state	Weekly percent of the crop at each of 44 stages (planted, silking, harvested, and so on).
`condition`	`parquet/crop_condition.parquet`	198,281	1986–2027	national, state	Weekly condition ratings, one column per rating, plus `good_excellent` and a `condition_index`.
`condition_long`	`parquet/crop_condition_long.parquet`	957,372	1986–2027	national, state	The same ratings, one row per rating.

Years after the current one come from crop years that span two calendar years, such as winter wheat, and from marketing-year records. Coverage varies widely by crop, place, and statistic, so the year range of a table is not the year range of every series in it.

Lookup tables

Config	File	Rows	Contents
`dim_crop`	`parquet/dim_crop.parquet`	1,599	Every crop variant: `commodity`, `class`, `practice`, `utilization`, and a readable `crop_label`.
`dim_state`	`parquet/dim_state.parquet`	56	State FIPS code, postal code, name, area, and centroid.
`dim_county`	`parquet/dim_county.parquet`	3,234	2020 county FIPS code, name, state, area, and centroid.
`dim_district`	`parquet/dim_asd.parquet`	407	Agricultural statistics districts per state.
`county_fips_remap`	`parquet/county_fips_remap.parquet`	12	Old NASS county codes mapped to their 2020 codes, with the reason.

Boundaries

Config	File	Rows	Contents
`boundaries_county`	`boundaries/us_county_2020.parquet`	3,234	2020 Census county polygons as WKB `geometry`, with FIPS code, names, area, and centroid.
`boundaries_state`	`boundaries/us_state_2020.parquet`	56	2020 Census state polygons, same layout.

boundaries/us_county_2020_attributes.parquet and boundaries/us_state_2020_attributes.parquet hold the same rows without the geometry. boundaries/us_boundaries_2020.gpkg holds both layers as a GeoPackage for GIS software.

Keys and codes

crop_id: a 12-character ID for one combination of commodity, class, practice, and utilization. CORN, GRAIN, CORN, GRAIN (IRRIGATED), and CORN, SILAGE are separate crops. Look them up in dim_crop.
agg_level: NATIONAL, STATE, AGRICULTURAL DISTRICT, or COUNTY.
state_fips (2 digits) and state_alpha (postal code) identify states.
county_fips is the 5-digit 2020 county FIPS code. county_fips_nass is the code NASS reported, which differs for the 12 counties in county_fips_remap that were renamed or merged.
asd_code is the agricultural statistics district within a state. state_fips + asd_code is unique.
is_other_counties marks NASS "other (combined) counties" rows, which pool counties too small to publish alone.
value_flag keeps the NASS footnote when value is missing or special: (D) withheld to avoid disclosing individual operations, (NA) not available, (X) not applicable, (Z) less than half the unit shown, (O) and (1) other NASS footnotes. It is empty for ordinary values.
cv_pct is the coefficient of variation NASS published with an estimate, when it published one.

Source and processing

All statistics come from USDA NASS Quick Stats. The records were downloaded, split into one table per statistic, given a stable crop_id, and mapped onto 2020 county FIPS codes. Yield units were converted to tonnes per hectare where a conversion exists (value_t_ha, yield_t_ha). Boundaries come from the 2020 US Census Bureau cartographic boundary files.

Limitations

Values are official NASS estimates, not field measurements. They are revised over time, and this snapshot may differ from the current Quick Stats values.
County estimates are not published for every crop and year. Withheld values appear as (D) in value_flag.
Units differ by crop and statistic. Always check unit before comparing or combining rows.
The qa_outlier flag in county_yield is a heuristic and should be reviewed before records are dropped.

License

USDA NASS statistics and US Census Bureau boundaries are works of the US federal government and are in the public domain. This compilation is released under CC0 1.0. Please cite USDA NASS as the source of the statistics.

Citation

@misc{usda_nass_quickstats,
  author       = {{USDA National Agricultural Statistics Service}},
  title        = {Quick Stats Database},
  howpublished = {\url{https://quickstats.nass.usda.gov/}},
}

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