Datasets:

claritystorm
/

usda-crop-insurance-indemnities-weather

record_id int64 920 4.18M	commodity_year int64 1.99k 2.02k	state_code int64 1 56	state_abbr stringclasses 43 values	county_code int64 1 999	county_name stringlengths 3 18	commodity_code int64 11 10k	commodity_name stringclasses 73 values	insurance_plan_code int64 1 90	insurance_plan_name stringclasses 11 values	coverage_category stringclasses 3 values	stage_code stringclasses 20 values	cause_of_loss_code stringclasses 23 values	cause_of_loss_desc stringclasses 31 values	month_of_loss int64 0 12	month_of_loss_name stringclasses 12 values	year_of_loss float64 2k 2.02k ⌀	policies_earning_premium int64 0 119	policies_indemnified int64 0 119	net_planted_quantity float64 0 860k	liability float64 0 10.8M	total_premium float64 0 1.88M	subsidy float64 0 610k	state_private_subsidy float64 0 1.36M	efts float64 0 2.96k	indemnity float64 0 9.47k ⌀	net_planted_quantity_2 float64 0 19.7k	loss_ratio float64 -56,187 3.92M	unknown_30 float64 -7.86 63.1	state_fips int64 1 56	county_fips_3 int64 1 999	county_fips int64 1k 56k	cause_category stringclasses 12 values	is_weather_cause bool 2 classes
3,190,388	2,016	28	MS	103	Noxubee	81	Soybeans	2	RP	A	PT	31	Excess Moisture/Precipitation/Rain	3	MAR	2,016	2	2	35.7	6,339	1,815	756	1,059	0	0	35.7	4,467	2.46	28	103	28,103	excess_moisture	true
600,652	1,996	18	IN	169	Wabash	41	CORN	90	null	L	P2	31	Excess Moisture/Precipitation/Rain	6	JUN	null	1	1	4	350	16	6	10	0	0	4	350	21.88	18	169	18,169	excess_moisture	true
1,733,383	2,005	18	IN	5	Bartholomew	81	SOYBEANS	90	null	A	H	11	Drought	7	JUL	2,005	1	1	28.1	3,585	430	193	237	0	0	28.1	672	1.56	18	5	18,005	disease	false
4,076,131	2,023	20	KS	175	Seward	51	Grain Sorghum	2	RP	A	H	62	Hot Wind	9	SEP	2,023	2	2	40.07663	6,854.916667	2,037.416667	835.416667	1,202	0	0	26.667	2,905	1.43	20	175	20,175	wind	true
1,858,616	2,006	20	KS	157	Republic	41	CORN	90	null	A	H	11	Drought	12	DEC	2,006	1	1	4.24	447	46.5	19	27.5	0	0	4.24	25.5	0.55	20	157	20,157	disease	false
2,450,852	2,010	48	TX	231	Hunt	41	CORN	44	null	A	H	11	Drought	6	JUN	2,010	4	4	279.476667	65,678.166667	16,852.166667	4,526.666667	12,325.5	0	0	484.24	56,499	3.35	48	231	48,231	disease	false
1,848,439	2,006	19	IA	131	Mitchell	64	GREEN PEAS	86	null	A	UB	12	Heat	7	JUL	2,006	1	1	50.7	12,406	2,345	1,055	1,290	0	0	50.7	12,406	5.29	19	131	19,131	fire	false
4,158,549	2,023	48	TX	227	Howard	21	Cotton	2	RP	A	UH	11	Drought	7	JUL	2,023	75	75	12,913.958417	2,970,190.8	1,711,458.75	355,967.05	1,355,491.7	0	0	12,913.9591	2,904,392.2	1.7	48	227	48,227	disease	false
960,477	1,999	38	ND	33	Golden Valley	11	WHEAT	90	null	L	UH	21	Hail	8	AUG	null	2	2	247.4	10,849	876	276	600	0	119	247.4	10,582	12.08	38	33	38,033	hail	true
1,907,438	2,006	40	OK	139	Texas	11	WHEAT	44	null	A	UH	93	Wildlife	4	APR	2,006	2	2	55.36	2,750	1,172.6	462.2	710.4	0	0	13.61	961.6	0.82	40	139	40,139	wildlife	false
1,156,478	2,001	17	IL	133	Monroe	51	GRAIN SORGHUM	44	null	A	P2	31	Excess Moisture/Precipitation/Rain	7	JUL	null	1	1	7.53	556	131	54	77	0	0	7.53	556	4.24	17	133	17,133	excess_moisture	true
3,348,954	2,017	46	SD	93	Meade	33	Forage Production	90	APH	C	H	43	Cold Winter	1	JAN	2,017	5	5	139.484	5,685.3	774	0	774	0	0	139.484	3,296.25	4.26	46	93	46,093	frost_freeze	true
2,704,307	2,012	46	SD	33	Custer	33	FORAGE PRODUCTION	90	APH	A	H	11	Drought	8	AUG	2,012	1	1	208.9	7,990.5	2,350	775.5	1,574.5	0	0	208.9	3,919	1.67	46	33	46,033	disease	false
741,220	1,997	31	NE	151	Saline	41	CORN	90	null	A	R	31	Excess Moisture/Precipitation/Rain	6	JUN	null	1	1	29.1	5,005	257	150	107	0	null	23.5	461	1.79	31	151	31,151	excess_moisture	true
1,450,491	2,003	16	ID	29	Caribou	91	BARLEY	25	null	A	UH	11	Drought	8	AUG	2,003	1	1	600.9	45,759	6,954	2,851	4,103	0	0	600.9	42,303	6.08	16	29	16,029	disease	false
3,813,611	2,021	21	KY	85	Grayson	81	Soybeans	2	RP	A	H	31	Excess Moisture/Precipitation/Rain	11	NOV	2,021	1	1	100	36,560	2,682	1,100	1,582	0	0	100	771	0.29	21	85	21,085	excess_moisture	true
2,740,903	2,013	12	FL	91	Okaloosa	75	PEANUTS	90	APH	A	UH	31	Excess Moisture/Precipitation/Rain	9	SEP	2,013	1	1	4.2	2,216.4	217.2	88.8	128.4	0	0	4.2	1,867.2	8.6	12	91	12,091	excess_moisture	true
2,029,878	2,007	46	SD	37	Day	81	SOYBEANS	90	null	A	P2	31	Excess Moisture/Precipitation/Rain	5	MAY	2,007	9	9	122.5	11,742	1,616	660	956	0	0	122.5	11,742	7.27	46	37	46,037	excess_moisture	true
1,011,167	2,000	8	CO	33	Dolores	11	WHEAT	90	null	C	H	11	Drought	4	APR	null	1	1	25	197	62	0	62	0	0	25	148	2.39	8	33	8,033	disease	false
4,062,153	2,023	19	IA	165	Shelby	41	Corn	2	RP	A	UH	01	Decline in Price	8	AUG	2,023	3	3	484.35	506,416.5	25,061.5	9,239.5	15,822	0	0	429	22,474	0.9	19	165	19,165	drought	true
3,103,267	2,015	38	ND	91	Steele	47	Dry Beans	2	RP	A	H	21	Hail	7	JUL	2,015	1	1	108.29	38,605.63	8,863.12	3,988.6	4,874.52	0	0	108.29	22,953.56	2.59	38	91	38,091	hail	true
3,524,138	2,019	18	IN	29	Dearborn	81	Soybeans	2	RP	A	H	11	Drought	9	SEP	2,019	10	10	856.98239	300,309	33,053.5	16,587	16,466.5	0	0	1,041.1718	103,299	3.13	18	29	18,029	disease	false
3,901,331	2,022	10	DE	5	Sussex	46	Processing Beans	90	APH	A	H	11	Drought	7	JUL	2,022	2	2	25.423	13,901.8	1,536.7	521.9	906.4	108.4	0	25.423	10,351.8	6.74	10	5	10,005	disease	false
3,878,827	2,021	48	TX	417	Shackelford	332	Annual Forage	13	RI	A	FL	55	ARPI/SCO/ECO/STAX/MP/HIP WI Crops Only	3	MAR	2,021	4	4	323.718	40,276	12,679	6,213	6,466	0	0	0	8,832	0.7	48	417	48,417	other	false
2,734,003	2,013	5	AR	107	Phillips	81	SOYBEANS	1	YP	A	R	12	Heat	6	JUN	2,013	4	4	1,221.6	410,133	35,457	11,820	23,637	0	0	229	8,965	0.25	5	107	5,107	fire	false
2,845,071	2,013	46	SD	79	Lake	88	PASTURE,RANGELAND,FORAGE	13	RI	A	FL	55	GRP/Grip Crops	10	OCT	2,013	19	19	3,419.4	53,845	3,893	1,768	2,125	0	0	1,009.39	13,510	3.47	46	79	46,079	other	false
2,771,071	2,013	20	KS	57	Ford	81	SOYBEANS	2	RP	A	R	71	Insects	5	MAY	2,013	1	1	91.2456	45,212	2,561	1,050	1,511	0	0	82.041	3,168	1.24	20	57	20,057	insects_pest	false
3,228,040	2,016	45	SC	85	Sumter	11	Wheat	2	RP	A	P2	31	Excess Moisture/Precipitation/Rain	10	OCT	2,015	19	19	4,558.734	475,566.5	82,003	34,185	47,818	0	0	4,558.734	377,905.5	4.61	45	85	45,085	excess_moisture	true
4,041,766	2,023	13	GA	37	Calhoun	41	Corn	2	RP	A	H	93	Wildlife	4	APR	2,023	2	2	217	72,040.6	23,249.2	9,532.2	13,717	0	0	217	40,100.8	1.72	13	37	13,037	wildlife	false
785,050	1,998	5	AR	93	Mississippi	81	SOYBEANS	90	null	L	R	31	Excess Moisture/Precipitation/Rain	6	JUN	null	3	3	1,054.795	120,941.5	8,638	3,455.333333	5,182.666667	0	null	641.02	10,705	1.24	5	93	5,093	excess_moisture	true
924,374	1,999	21	KY	107	Hopkins	231	BURLEY TOBACCO	70	null	A	H	11	Drought	8	AUG	null	1	1	891	1,036.8	70.5	28.8	41.7	0	12.3	0.54	356.1	5.05	21	107	21,107	disease	false
2,566,807	2,011	40	OK	47	Garfield	41	CORN	2	RP	A	H	11	Drought	6	JUN	2,011	18	18	2,307.7395	599,515.75	103,039.65	40,782.475	62,257.175	0	0	2,364.847	545,131.45	5.29	40	47	40,047	disease	false
2,047,421	2,007	55	WI	57	Juneau	41	CORN	90	null	A	UH	11	Drought	7	JUL	2,007	3	3	80.3	21,540	2,566.5	1,052.5	1,514	0	0	91.1	11,838	4.61	55	57	55,057	disease	false
2,034,640	2,007	46	SD	137	Ziebach	33	FORAGE PRODUCTION	86	null	A	UH	43	Cold Winter	8	AUG	2,007	1	1	45.15	2,423	358.5	118.5	240	0	0	68.3	3,574	9.97	46	137	46,137	frost_freeze	true
3,973,405	2,022	37	NC	107	Lenoir	41	Corn	1	YP	A	H	11	Drought	6	JUN	2,022	4	4	379.87	204,193	19,702	5,687	13,620	395	0	379.87	24,284	1.23	37	107	37,107	disease	false
2,015,132	2,007	38	ND	81	Sargent	41	CORN	44	null	A	PT	31	Excess Moisture/Precipitation/Rain	4	APR	2,007	6	6	702.02	170,700.5	44,062	18,186.5	25,875.5	0	0	760.84	185,591	4.21	38	81	38,081	excess_moisture	true
2,148,729	2,008	34	NJ	33	Salem	81	SOYBEANS	90	null	A	R	31	Excess Moisture/Precipitation/Rain	6	JUN	2,008	1	1	17.35	3,634	603.5	247.5	356	0	0	7	242	0.4	34	33	34,033	excess_moisture	true
2,731,617	2,013	1	AL	105	Perry	81	SOYBEANS	2	RP	A	H	31	Excess Moisture/Precipitation/Rain	8	AUG	2,013	1	1	356.4	82,172	24,948	11,227	13,721	0	0	356.4	44,601	1.79	1	105	1,105	excess_moisture	true
1,719,183	2,005	8	CO	61	Kiowa	78	SUNFLOWERS	25	null	A	UH	12	Heat	6	JUN	2,005	1	1	193.8	13,372.2	3,135.6	1,411.2	1,724.4	0	0	193.8	12,835.2	4.09	8	61	8,061	fire	false
611,780	1,996	20	KS	87	Jefferson	81	SOYBEANS	90	null	A	H	21	Hail	11	NOV	null	1	1	2.5	462	33	22	11	0	0	2.5	336	10.18	20	87	20,087	hail	true
1,923,522	2,006	48	TX	83	Coleman	11	WHEAT	90	null	C	H	11	Drought	3	MAR	2,006	2	2	224.585	4,434	839.5	0	839.5	0	0	204.255	330	0.39	48	83	48,083	disease	false
2,367,598	2,010	19	IA	81	Hancock	81	SOYBEANS	44	null	A	H	81	Plant Disease	9	SEP	2,010	1	1	13.02	4,903	412.2	255.6	156.6	0	0	13.02	188.6	0.46	19	81	19,081	disease	false
2,006,907	2,007	37	NC	89	Henderson	54	APPLES	86	null	A	UH	21	Hail	8	AUG	2,007	2	2	14.43	35,167.2	8,539.8	3,008.9	5,530.9	0	0	14.43	35,167.2	4.12	37	89	37,089	hail	true
2,809,262	2,013	31	NE	17	Brown	41	CORN	2	RP	A	H	01	Decline in Price	0	null	null	1	1	2.047	1,006.18	95.92	49.88	46.04	0	0	1.84	489.52	5.1	31	17	31,017	drought	true
2,091,900	2,008	19	IA	181	Warren	81	SOYBEANS	90	null	A	UH	31	Excess Moisture/Precipitation/Rain	7	JUL	2,008	1	1	15.5	5,491.5	420.5	189	231.5	0	0	9.85	3,491	8.3	19	181	19,181	excess_moisture	true
701,989	1,997	8	CO	123	Weld	39	SUGAR BEETS	84	null	A	2	21	Hail	0	null	null	2	2	22.326667	9,936.5	417.5	240.666667	176.833333	0	null	20.025	-3,282	-7.86	8	123	8,123	hail	true
3,314,896	2,017	31	NE	33	Cheyenne	9,999	All Other Crops	13	RI	A	FL	55	ARPI/SCO/STAX/MP Crops Only	8	AUG	2,017	2	2	3,204.88	71,563	7,263	3,336	3,927	0	0	0	20,397	2.81	31	33	31,033	other	false
555,387	1,995	46	SD	63	Harding	91	BARLEY	90	null	A	H	12	Heat	7	JUL	null	1	1	32.98	707.6	159	92.8	66.2	0	0	32.98	567.4	3.57	46	63	46,063	fire	false
742,717	1,997	37	NC	5	Alleghany	231	BURLEY TOBACCO	70	null	A	H	11	Drought	8	AUG	null	20	20	171,782	179,854.4	15,671.4	9,388	6,283.4	0	null	65.112861	60,438.9	3.86	37	5	37,005	disease	false
2,031,396	2,007	46	SD	67	Hutchinson	81	SOYBEANS	25	null	A	R	31	Excess Moisture/Precipitation/Rain	7	JUL	2,007	1	1	161.39	39,839	4,085	1,838	2,247	0	0	101.09	2,455	0.6	46	67	46,067	excess_moisture	true
3,996,885	2,022	46	SD	5	Beadle	88	Pasture,Rangeland,Forage	13	RI	A	FL	55	ARPI/SCO/ECO/STAX/MP/HIP-WI/PACE Crops Only	2	FEB	2,023	16	16	2,658.5978	156,738	36,709	17,986	18,723	0	0	0	96,554	2.63	46	5	46,005	other	false
3,478,131	2,018	48	TX	115	Dawson	51	Grain Sorghum	2	RP	A	H	61	Wind/Excess Wind	7	JUL	2,018	1	1	16	1,912	505	182	323	0	0	16	1,230	2.44	48	115	48,115	wind	true
1,140,637	2,001	1	AL	121	Talladega	81	SOYBEANS	90	null	A	H	11	Drought	7	JUL	null	1	1	154.2	7,938	4,909	2,012	2,897	0	0	154.2	1,185	0.24	1	121	1,121	disease	false
2,388,448	2,010	26	MI	5	Allegan	11	WHEAT	90	null	C	P2	31	Excess Moisture/Precipitation/Rain	10	OCT	2,009	2	2	55	2,348	110	0	110	0	0	55	1,937	17.61	26	5	26,005	excess_moisture	true
395,662	1,993	55	WI	75	Marinette	41	CORN	90	null	null	H	41	Frost	7	JUL	null	1	1	117.649	14,963.13	1,953.14	1,373.96	579.18	0	0	117.649	5,726.14	2.93	55	75	55,075	frost_freeze	true
905,394	1,999	18	IN	137	Ripley	231	BURLEY TOBACCO	70	null	A	H	11	Drought	8	AUG	null	1	1	17,094	19,889	1,193	487	706	0	209	7.6	15,653	13.12	18	137	18,137	disease	false
2,792,561	2,013	27	MN	95	Mille Lacs	81	SOYBEANS	1	YP	A	P2	31	Excess Moisture/Precipitation/Rain	6	JUN	2,013	1	1	17.4	3,914	964	501	463	0	0	17.4	3,914	4.06	27	95	27,095	excess_moisture	true
1,419,695	2,002	48	TX	69	Castro	21	COTTON	90	null	A	H	61	Wind/Excess Wind	12	DEC	null	1	1	33	8,070	1,231.6	504.8	726.8	0	0	33	2,924.4	2.37	48	69	48,069	wind	true
1,297,413	2,002	16	ID	63	Lincoln	41	CORN	90	null	A	P2	31	Excess Moisture/Precipitation/Rain	5	MAY	null	1	1	334.1	47,709	2,991	1,226	1,765	0	0	334.1	47,709	15.95	16	63	16,063	excess_moisture	true
929,274	1,999	26	MI	151	Sanilac	11	WHEAT	90	null	L	UH	11	Drought	10	OCT	null	1	1	36.3	4,282	154.5	48.5	106	0	21	36.3	3,015	19.51	26	151	26,151	disease	false
35,512	1,989	29	MO	23	Butler	51	GRAIN SORGHUM	90	null	null	0H	31	null	12	DEC	null	3	3	307.4	17,777	1,048	737	311	0	0	307.4	6,949	6.63	29	23	29,023	other	false
2,443,022	2,010	46	SD	89	McPherson	41	CORN	44	null	A	H	21	Hail	6	JUN	2,010	2	2	164.35	33,452.5	8,364	2,194.5	6,169.5	0	0	328.7	8,462	1.01	46	89	46,089	hail	true
504,073	1,995	27	MN	167	Wilkin	11	WHEAT	90	null	C	UH	31	Excess Moisture/Precipitation/Rain	7	JUL	null	1	1	52	1,202	86.5	0	86.5	0	0	50	1,156	13.36	27	167	27,167	excess_moisture	true
3,390,706	2,018	17	IL	191	Wayne	81	Soybeans	2	RP	A	UH	82	Mycotoxin	10	OCT	2,018	2	2	61.25	15,544.5	4,899.5	2,008.75	2,890.75	0	0	122.5	31,089	6.35	17	191	17,191	other	false
1,156,730	2,001	17	IL	141	Ogle	41	CORN	44	null	A	R	71	Insects	6	JUN	null	1	1	15	4,291.5	259	116.5	142.5	0	0	7.5	148	0.57	17	141	17,141	insects_pest	false
3,429,493	2,018	29	MO	45	Clark	41	Corn	2	RP	A	H	12	Heat	9	SEP	2,018	1	1	115.89	65,167	7,468	3,510	3,958	0	0	115.89	37,679	5.05	29	45	29,045	fire	false
176,251	1,991	20	KS	63	Gove	11	WHEAT	90	null	null	04	42	Freeze	5	MAY	null	1	1	45.144	2,508.8	302.4	212	90.4	0	0	45.14256	792.8	2.62	20	63	20,063	frost_freeze	true
4,073,730	2,023	20	KS	151	Pratt	81	Soybeans	1	YP	A	H	11	Drought	7	JUL	2,023	1	1	6.811319	2,099.4	417.4	171.2	246.2	0	0	6.81132	305.2	0.73	20	151	20,151	disease	false
639,654	1,996	30	MT	85	Roosevelt	11	WHEAT	90	null	A	H	21	Hail	6	JUN	null	1	1	148.68	4,178	839	489	350	0	0	148.675	1,674	2	30	85	30,085	hail	true
3,640,668	2,019	50	VT	11	Franklin	41	Corn	1	YP	A	H	31	Excess Moisture/Precipitation/Rain	6	JUN	2,019	2	2	1,502.46	643,525.8	82,274.7	37,033.2	45,241.5	0	0	1,502.46	281,903.8	3.43	50	11	50,011	excess_moisture	true
3,967,237	2,022	31	NE	161	Sheridan	11	Wheat	1	YP	A	H	11	Drought	7	JUL	2,022	1	1	28.1688	4,960	690	310	380	0	0	28.1688	718	1.04	31	161	31,161	disease	false
2,703,300	2,012	46	SD	13	Brown	41	CORN	2	RP	A	H	11	Drought	6	JUN	2,012	14	14	2,820.8922	1,842,991	249,458	91,142	158,316	0	0	2,820.8922	902,919.5	3.62	46	13	46,013	disease	false
2,122,718	2,008	27	MN	151	Swift	11	WHEAT	25	null	A	H	11	Drought	7	JUL	2,008	2	2	218.45	87,494	16,391	7,375	9,016	0	0	225.85	9,825	0.6	27	151	27,151	disease	false
3,096,350	2,015	37	NC	163	Sampson	11	Wheat	2	RP	A	H	31	Excess Moisture/Precipitation/Rain	4	APR	2,015	2	2	166.06	36,252.6	6,599.4	2,970.4	3,629	0	0	166.06	18,748.8	2.84	37	163	37,163	excess_moisture	true
1,393,365	2,002	39	OH	39	Defiance	81	SOYBEANS	44	null	A	R	31	Excess Moisture/Precipitation/Rain	5	MAY	null	1	1	194.19	20,495	4,089	1,839.5	2,249.5	0	0	287.1	3,878	0.95	39	39	39,039	excess_moisture	true
1,509,390	2,003	31	NE	85	Hayes	11	WHEAT	44	null	A	H	12	Heat	6	JUN	2,003	7	7	560.62	51,918.4	16,223.6	9,303.6	6,920	0	0	576.86	23,758.1	1.46	31	85	31,085	fire	false
382,821	1,993	46	SD	99	Minnehaha	11	WHEAT	90	null	null	H	31	Excess Moisture/Precipitation/Rain	8	AUG	null	1	1	20	1,056	88	62	26	0	0	20	854	9.7	46	99	46,099	excess_moisture	true
2,542,717	2,011	31	NE	121	Merrick	41	CORN	1	YP	A	H	21	Hail	6	JUN	2,011	4	4	194.425	119,779	4,713	1,942.5	2,770.5	0	0	194.425	54,375.5	11.54	31	121	31,121	hail	true
631,276	1,996	27	MN	153	Todd	41	CORN	90	null	L	UH	11	Drought	7	JUL	null	1	1	54.65	4,590.25	1,014.25	405.75	608.5	0	0	46.95	1,098.5	1.08	27	153	27,153	disease	false
3,343,009	2,017	44	RI	7	Providence	9,999	All Other Crops	1	YP	A	H	44	Cold Wet Weather	6	JUN	2,017	1	1	7.63	3,283	181.3	65.1	116.2	0	0	7.63	151.9	0.84	44	7	44,007	frost_freeze	true
4,133,504	2,023	39	OH	169	Wayne	81	Soybeans	2	RP	A	R	11	Drought	5	MAY	2,023	2	2	102.76	71,492.25	3,762.5	1,203.75	2,558.75	0	0	160.9	6,642	1.77	39	169	39,169	disease	false
1,979,604	2,007	22	LA	83	Richland	11	WHEAT	90	null	A	UH	31	Excess Moisture/Precipitation/Rain	11	NOV	2,006	2	2	172	16,435	4,727	1,938	2,789	0	0	172	15,212	3.22	22	83	22,083	excess_moisture	true
1,219,486	2,001	31	NE	69	Garden	11	WHEAT	90	null	A	UH	43	Cold Winter	5	MAY	null	1	1	16.91	1,127	125	51	74	0	0	16.91	142	1.14	31	69	31,069	frost_freeze	true
1,353,833	2,002	29	MO	135	Moniteau	41	CORN	90	null	A	H	11	Drought	8	AUG	null	1	1	72.795	8,907	1,247	561	686	0	0	72.795	743.5	0.6	29	135	29,135	disease	false
804,312	1,998	19	IA	25	Calhoun	41	CORN	90	null	A	H	51	Flood	7	JUL	null	1	1	33.65	8,303	247	144	103	0	null	33.65	1,888	7.64	19	25	19,025	flood	true
2,215,511	2,009	8	CO	87	Morgan	11	WHEAT	25	null	A	UH	61	Wind/Excess Wind	2	FEB	2,009	1	1	10	3,315	809	332	477	0	0	10	3,167	3.91	8	87	8,087	wind	true
2,103,516	2,008	20	KS	159	Rice	11	WHEAT	25	null	A	H	31	Excess Moisture/Precipitation/Rain	6	JUN	2,008	10	10	756.59	141,393	22,770	10,887	11,883	0	0	756.65	58,873	2.59	20	159	20,159	excess_moisture	true
3,885,170	2,021	55	WI	21	Columbia	41	Corn	2	RP	A	R	44	Cold Wet Weather	5	MAY	2,021	1	1	225.91	141,543	12,401	3,968	8,433	0	0	31.3	1,147	0.09	55	21	55,021	frost_freeze	true
2,832,903	2,013	39	OH	125	Paulding	81	SOYBEANS	2	RP	A	H	01	Decline in Price	8	AUG	2,013	1	1	24.4	8,382.5	929.5	297.5	632	0	0	48.8	179	0.19	39	125	39,125	drought	true
2,159,463	2,008	38	ND	63	Nelson	81	SOYBEANS	25	null	A	H	01	Decline in Price	10	OCT	2,008	86	86	18,250.8625	4,635,882.29	907,613.605	377,773.91	529,839.695	0	0	19,221.135	1,018,658.03	1.12	38	63	38,063	drought	true
3,889,731	2,022	1	AL	71	Jackson	81	Soybeans	2	RP	A	R	31	Excess Moisture/Precipitation/Rain	5	MAY	2,022	3	3	489.90625	199,385	19,410	7,958.75	11,451.25	0	0	284.525	11,678	0.6	1	71	1,071	excess_moisture	true
2,782,481	2,013	21	KY	217	Taylor	11	WHEAT	2	RP	A	H	31	Excess Moisture/Precipitation/Rain	6	JUN	2,013	1	1	215	112,027	16,042	8,342	7,700	0	0	215	6,224	0.39	21	217	21,217	excess_moisture	true
754,481	1,997	39	OH	75	Holmes	41	CORN	90	null	C	UH	42	Freeze	10	OCT	null	1	1	29.8	1,826.6	128.4	0	128.4	0	null	29.8	532.4	4.15	39	75	39,075	frost_freeze	true
24,156	1,989	20	KS	191	Sumner	11	WHEAT	90	null	null	UH	11	null	12	DEC	null	1	1	99.2	6,012	283	198	85	0	0	99.2	4,791	16.93	20	191	20,191	disease	false
3,443,778	2,018	36	NY	123	Yates	41	Corn	2	RP	A	UH	31	Excess Moisture/Precipitation/Rain	9	SEP	2,018	1	1	41.825	20,504.5	1,434	330	1,104	0	0	25.16	6,657	4.64	36	123	36,123	excess_moisture	true
2,856,937	2,013	48	TX	317	Martin	21	COTTON	1	YP	C	UH	61	Wind/Excess Wind	5	MAY	2,013	2	2	132.7357	6,233	3,672	0	3,672	0	0	132.7357	6,233	1.7	48	317	48,317	wind	true
1,160,436	2,001	18	IN	131	Pulaski	41	CORN	44	null	A	H	31	Excess Moisture/Precipitation/Rain	12	DEC	null	6	6	1,055.7	267,394	21,710	10,257	11,453	0	0	1,055.7	86,756	4	18	131	18,131	excess_moisture	true
2,655,835	2,012	26	MI	155	Shiawassee	11	WHEAT	2	RP	A	H	11	Drought	6	JUN	2,012	1	1	5.4	2,028.15	251.1	112.95	138.15	0	0	7.56	1,015.2	4.04	26	155	26,155	disease	false
1,707,876	2,004	55	WI	33	Dunn	81	SOYBEANS	90	null	A	H	81	Plant Disease	9	SEP	2,004	1	1	1.74	336	21.6	9.6	12	0	0	1.74	117.9	5.46	55	33	55,033	disease	false
3,513,534	2,019	16	ID	49	Idaho	15	Canola	2	RP	A	R	44	Cold Wet Weather	4	APR	2,019	2	2	295.9	79,628	12,952	5,829	7,123	0	0	90.7	2,793	0.22	16	49	16,049	frost_freeze	true

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USDA Crop Insurance Indemnities + Weather Anomaly 1989–2023

2M+ county × crop × year × cause-of-loss indemnity records from the USDA Risk Management Agency (RMA) Cause of Loss database — every federally insured crop loss paid in the US since 1989. Pre-joined with NOAA nClimDiv county-level drought (PDSI), precipitation, and temperature anomalies.

This repository contains a 1,000-row sample (public domain). Full dataset (3 tables, CSV + Parquet) → claritystorm.com/datasets/usda-crop-insurance

Quick Start

from datasets import load_dataset
import pandas as pd

# Load the 1,000-row sample
ds = load_dataset("claritystorm/usda-crop-insurance-indemnities-weather")
df = ds["train"].to_pandas()

# Top crops by indemnity paid
print(df.groupby("commodity_name")["indemnity"].sum().sort_values(ascending=False).head(10))

# Drought-driven losses
drought = df[df["cause_category"] == "drought"]
print(f"Drought losses: ${drought['indemnity'].sum():,.0f}")
print(f"Drought as % of total: {len(drought)/len(df)*100:.1f}%")

# Loss ratio by cause category
print(df.groupby("cause_category")["loss_ratio"].mean().sort_values(ascending=False))

Schema — Indemnity Table (primary)

Field	Type	Description
record_id	int	Unique row identifier
commodity_year	int	Crop year (1989–2023)
state_fips	string	2-digit state FIPS code
county_fips	string	5-digit county FIPS code
county_name	string	County name
state_abbr	string	State abbreviation
commodity_code	string	USDA RMA commodity code
commodity_name	string	Crop name (Corn, Soybeans, Wheat, etc.)
insurance_plan_code	string	Insurance plan code (APH, RP, etc.)
insurance_plan_name	string	Insurance plan name
coverage_category	string	Coverage category (CAT / BUYUP)
cause_of_loss_code	string	RMA cause of loss code
cause_of_loss_desc	string	Cause of loss description
cause_category	string	Normalized category: drought / flood / hail / frost_freeze / wind / heat / insects_pest / disease / other
is_weather_cause	bool	True for weather-driven causes (drought, flood, hail, frost, wind, heat, tornado)
month_of_loss	int	Month loss was reported (1–12)
policies_indemnified	float	Number of policies that received an indemnity payment
unit_months_indemnified	float	Unit months indemnified
net_planted_quantity	float	Net planted acres/quantity
net_endorsed_quantity	float	Net endorsed acres/quantity
liability	float	Total liability (insurance coverage amount) in USD
total_premium	float	Total premium collected in USD
subsidy	float	Federal premium subsidy in USD
indemnity	float	Total indemnity paid in USD
loss_ratio	float	Loss ratio (indemnity / total_premium)

Schema — Weather Table

Field	Type	Description
weather_id	int	Unique row identifier
county_fips	string	5-digit county FIPS (join key)
year	int	Year (1895–2023)
pdsi_annual_mean	float	Palmer Drought Severity Index — annual mean (<−2 = drought)
pdsi_growing_season_mean	float	PDSI — growing season mean (April–September)
pcpn_annual_mean	float	Precipitation — annual mean (inches)
pcpn_growing_season_mean	float	Precipitation — growing season mean (inches)
tmpc_annual_mean	float	Temperature — annual mean (°F)
tmpc_growing_season_mean	float	Temperature — growing season mean (°F)
drought_class	string	Drought classification: extreme_drought / severe_drought / moderate_drought / mild_drought / near_normal / moist / very_moist

Dataset Stats

Indemnity records: 2M+ county × crop × year × cause-of-loss rows
Years: 1989–2023 (35 years)
States: All 50 US states + territories
Crops covered: 130+ commodity types (Corn, Soybeans, Wheat, Cotton, Rice, Sorghum, Tobacco, Vegetables, and more)
Weather records: ~175K county-year rows (PDSI, precipitation, temperature)
Source: USDA RMA + NOAA NCEI nClimDiv

Top Crops by Historical Indemnity

Crop	% of Total Indemnity
Corn	~28%
Soybeans	~18%
Wheat	~12%
Cotton	~10%
Sorghum	~5%
Other	~27%

Use Cases

Climate risk modeling — quantify how drought/flood anomalies translate to crop insurance losses by county
AgTech product development — county-level crop loss distributions for precision agriculture risk tools
Actuarial analysis — loss ratio trends by crop, cause, and region across 35 years
ESG / climate finance — exposure analysis for agricultural supply chain under climate scenarios
Research — academic study of climate-agriculture vulnerability and federal crop insurance effectiveness

⬇️ Get the Full Dataset

Tier	Price	Includes
Sample	Free	1,000 rows, public domain (this repo)
Complete	$99	All 3 tables, 2M+ records, CSV + Parquet, commercial license
Annual	$199/yr	Complete + annual updates as USDA RMA publishes new data

👉 Purchase at claritystorm.com/datasets/usda-crop-insurance

Source

USDA Risk Management Agency (RMA) — Cause of Loss data. NOAA NCEI nClimDiv — county climate divisional dataset. All source data is US federal government work in the public domain (17 U.S.C. 105).

Processed and enriched by ClarityStorm Data.

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