Split (1)

train · 5k rows

record_id stringlengths 12 12	equipment_id stringlengths 9 9	equipment_type stringclasses 8 values	manufacturer stringclasses 14 values	model_year int64 2.01k 2.02k	mine_type stringclasses 3 values	country stringclasses 7 values	operating_hours int64 989 67.2k	event_date stringdate 2020-01-01 00:00:00 2024-12-04 00:00:00	event_type stringclasses 5 values	failure_mode stringclasses 24 values	component_failed stringclasses 28 values	severity stringclasses 4 values	downtime_hours float64 0.8 236	repair_cost_usd float64 408 595k	production_loss_tonnes float64 19 49.9k	maintenance_type stringclasses 4 values	was_scheduled bool 2 classes	days_since_last_service int64 1 365	oil_analysis_flag bool 2 classes	vibration_flag bool 2 classes	temperature_flag bool 2 classes
EQP-ADB3590D	UNIT-1803	haul_truck	Caterpillar	2,008	underground	drc	64,584	2022-12-03	breakdown	electrical	alternator	major	17.4	70,862.6	1,711	corrective	false	27	false	false	false
EQP-596EE017	UNIT-7964	crusher	Sandvik	2,019	open_pit	botswana	19,253	2023-08-03	breakdown	hydraulics	cylinder	major	46.3	74,513.34	10,010	corrective	false	57	true	false	false
EQP-23341C24	UNIT-6890	pump	Metso	2,011	open_pit	south_africa	52,894	2020-05-28	breakdown	casing	general_component	major	10.7	17,661.8	580	corrective	false	107	false	false	false
EQP-D8EF5309	UNIT-4949	loader	Volvo	2,019	processing_plant	zambia	18,369	2024-11-21	condition_based	tires	front_left	routine	2.5	2,218.7	240	predictive	false	23	false	true	false
EQP-5A611650	UNIT-4896	excavator	Hitachi	2,017	underground	ghana	27,901	2022-12-30	condition_based	bucket	general_component	minor	7.7	36,773.6	1,468	predictive	false	57	false	false	false
EQP-772D4E59	UNIT-8726	haul_truck	Caterpillar	2,011	open_pit	zambia	51,965	2023-01-17	scheduled_maintenance	preventive	adjustment	minor	4.8	23,730.11	650	preventive	true	88	false	false	false
EQP-FAF8FC8C	UNIT-1773	pump	Metso	2,015	underground	zambia	36,480	2024-05-07	breakdown	seal	general_component	major	8.5	13,579.31	796	corrective	false	86	false	true	false
EQP-A33557AD	UNIT-7275	grader	John Deere	2,008	underground	south_africa	62,968	2022-06-02	breakdown	electrical	starter	major	13.4	17,855.68	215	corrective	false	28	false	true	false
EQP-6774156A	UNIT-2813	conveyor	ThyssenKrupp	2,019	processing_plant	tanzania	18,033	2020-02-24	scheduled_maintenance	preventive	adjustment	routine	0.8	860.33	217	preventive	true	38	false	false	false
EQP-07368603	UNIT-1847	crusher	Sandvik	2,012	underground	south_africa	48,171	2020-08-27	breakdown	bearing	general_component	minor	19.1	22,423.17	3,067	corrective	false	32	false	false	false
EQP-43DEF3FE	UNIT-5737	drill_rig	Epiroc	2,014	open_pit	tanzania	40,526	2024-09-01	scheduled_maintenance	preventive	oil_change	routine	3	4,046.22	134	preventive	true	25	false	false	false
EQP-FFD8470D	UNIT-9779	drill_rig	Caterpillar	2,010	open_pit	south_africa	57,007	2024-11-11	scheduled_maintenance	preventive	oil_change	routine	1.2	3,488.05	46	preventive	true	150	false	false	false
EQP-30DDE4C5	UNIT-7621	haul_truck	Komatsu	2,013	open_pit	zambia	43,641	2020-05-30	condition_based	transmission	torque_converter	routine	1.8	2,805.71	172	predictive	false	119	true	false	false
EQP-8AC6BC3C	UNIT-7849	haul_truck	Belaz	2,014	underground	ghana	40,775	2023-05-17	breakdown	transmission	clutch	minor	8.7	15,772.63	677	corrective	false	31	true	false	false
EQP-9D554B23	UNIT-7456	haul_truck	Hitachi	2,011	underground	zambia	52,485	2023-04-04	scheduled_maintenance	preventive	filter_replace	routine	2.8	3,355.99	417	preventive	true	113	false	false	false
EQP-2469FA20	UNIT-8073	loader	Volvo	2,023	underground	ghana	5,322	2020-10-24	scheduled_maintenance	preventive	oil_change	routine	2.3	4,331.96	126	preventive	true	17	false	false	false
EQP-0DD3A635	UNIT-5618	haul_truck	Hitachi	2,012	underground	zambia	47,944	2023-11-18	inspection	preventive	inspection	routine	3.7	3,482.33	379	preventive	true	16	false	false	false
EQP-50C0A798	UNIT-2152	haul_truck	Hitachi	2,010	open_pit	south_africa	54,270	2022-04-07	scheduled_maintenance	preventive	oil_change	routine	3.2	6,111.62	403	preventive	true	54	false	true	true
EQP-B07114D9	UNIT-8556	conveyor	Metso	2,016	open_pit	ghana	31,932	2021-02-18	scheduled_maintenance	preventive	inspection	routine	1.4	1,889.93	568	preventive	true	57	false	true	false
EQP-C78A86BB	UNIT-5053	haul_truck	Hitachi	2,013	open_pit	tanzania	44,088	2022-10-05	breakdown	tires	front_right	major	18.5	40,917.2	1,563	corrective	false	132	false	false	false
EQP-8FCBD06E	UNIT-5502	haul_truck	Caterpillar	2,015	open_pit	drc	36,518	2024-06-17	condition_based	engine	head_gasket	routine	3.5	3,442.97	425	predictive	false	18	true	false	false
EQP-8727DECE	UNIT-4336	conveyor	FLSmidth	2,019	underground	drc	18,467	2021-01-25	scheduled_maintenance	preventive	filter_replace	routine	0.9	1,598.92	301	preventive	true	2	false	true	false
EQP-2B8400B6	UNIT-2642	excavator	Hitachi	2,009	processing_plant	zambia	59,687	2023-01-18	condition_based	undercarriage	general_component	routine	5.8	9,262.88	679	predictive	false	18	true	false	false
EQP-069B351A	UNIT-9339	conveyor	FLSmidth	2,016	open_pit	drc	32,868	2023-08-11	condition_based	gearbox	general_component	routine	0.9	722.97	364	predictive	false	13	false	true	false
EQP-6DD6D052	UNIT-8033	grader	Caterpillar	2,008	underground	tanzania	63,895	2023-01-30	inspection	preventive	inspection	routine	2.7	1,947.49	51	preventive	true	187	false	false	false
EQP-D99398FD	UNIT-6794	haul_truck	Caterpillar	2,008	open_pit	drc	63,694	2023-03-16	inspection	preventive	adjustment	routine	2.2	5,095.06	289	preventive	true	10	false	false	false
EQP-E0966AD6	UNIT-4621	grader	Komatsu	2,009	underground	botswana	61,906	2023-07-30	scheduled_maintenance	preventive	oil_change	routine	3.2	1,838.55	37	preventive	true	134	true	false	false
EQP-2FC015B3	UNIT-8404	grader	Komatsu	2,010	open_pit	tanzania	54,929	2021-02-24	breakdown	tires	front_left	major	22.1	22,949.26	259	corrective	false	40	false	false	false
EQP-8205EC56	UNIT-5908	loader	Komatsu	2,013	underground	drc	45,233	2020-07-01	overhaul	transmission	driveshaft	major	24.3	39,550.09	1,785	major_overhaul	true	32	true	true	false
EQP-A83E749F	UNIT-4990	conveyor	ThyssenKrupp	2,022	open_pit	ghana	9,021	2024-11-16	condition_based	gearbox	general_component	minor	2.9	3,944.6	740	predictive	false	46	true	true	false
EQP-433994D1	UNIT-5053	conveyor	ThyssenKrupp	2,022	open_pit	zimbabwe	7,774	2021-07-29	overhaul	pulley	general_component	major	10.7	19,051.57	2,730	major_overhaul	true	88	false	false	false
EQP-3073D525	UNIT-3044	conveyor	FLSmidth	2,009	underground	zimbabwe	59,967	2024-09-03	scheduled_maintenance	preventive	adjustment	routine	1.9	2,256.64	595	preventive	true	37	false	false	false
EQP-9B009935	UNIT-1829	crusher	Metso	2,023	open_pit	south_africa	3,963	2021-04-28	overhaul	motor	general_component	major	41.8	141,968.11	6,939	major_overhaul	true	19	false	true	false
EQP-89043B16	UNIT-5990	haul_truck	Belaz	2,018	open_pit	south_africa	24,181	2021-04-22	breakdown	tires	front_right	minor	6	18,106.82	696	corrective	false	16	false	false	false
EQP-6EC8326F	UNIT-8990	pump	Metso	2,016	open_pit	south_africa	31,405	2020-02-14	scheduled_maintenance	preventive	oil_change	routine	1.4	869.51	73	preventive	true	26	false	false	false
EQP-0111CD48	UNIT-1574	conveyor	ThyssenKrupp	2,020	processing_plant	zimbabwe	15,571	2022-03-06	scheduled_maintenance	preventive	adjustment	routine	1.7	1,264.79	529	preventive	true	53	false	false	false
EQP-3CB8BBE0	UNIT-8723	loader	Volvo	2,015	open_pit	zimbabwe	35,644	2024-08-27	breakdown	tires	rear_left	critical	38.9	101,104.02	2,058	corrective	false	39	true	false	false
EQP-396B4208	UNIT-8447	excavator	Komatsu	2,012	underground	south_africa	47,676	2024-05-29	breakdown	bucket	general_component	minor	6.6	27,956.4	1,010	corrective	false	21	false	false	false
EQP-2FD77B22	UNIT-3490	haul_truck	Hitachi	2,016	processing_plant	drc	31,689	2021-07-02	breakdown	electrical	wiring	critical	55.7	105,311.39	5,651	corrective	false	41	false	true	false
EQP-0CBEC397	UNIT-6684	drill_rig	Sandvik	2,019	underground	zimbabwe	17,759	2022-01-01	breakdown	drill_string	general_component	critical	51.5	97,726.3	1,394	corrective	false	42	false	false	false
EQP-ECAE2D8D	UNIT-2486	drill_rig	Caterpillar	2,018	open_pit	botswana	24,097	2023-04-20	overhaul	drill_string	general_component	major	11.7	25,117.76	396	major_overhaul	true	130	false	false	false
EQP-B8587403	UNIT-7822	drill_rig	Sandvik	2,010	underground	south_africa	55,472	2024-09-14	overhaul	electrical	alternator	major	14.2	26,158.14	355	major_overhaul	true	51	false	false	false
EQP-7AE0F851	UNIT-7304	excavator	Hitachi	2,023	open_pit	ghana	2,133	2022-12-23	inspection	preventive	inspection	routine	5.3	7,371.65	967	preventive	true	49	false	false	false
EQP-CB05D3CC	UNIT-4190	haul_truck	Komatsu	2,012	underground	ghana	47,649	2020-12-26	overhaul	transmission	gearbox	major	12.3	74,673.29	1,258	major_overhaul	true	56	true	false	false
EQP-849A59B9	UNIT-1611	conveyor	Metso	2,021	open_pit	zambia	11,619	2021-10-03	inspection	preventive	filter_replace	routine	1.2	1,850.84	500	preventive	true	22	false	false	false
EQP-B504153B	UNIT-9735	excavator	Komatsu	2,012	underground	south_africa	49,275	2023-07-27	overhaul	engine	oil_pump	major	23.5	54,646.46	4,016	major_overhaul	true	42	false	false	true
EQP-7636ED7D	UNIT-5010	pump	KSB	2,009	processing_plant	south_africa	59,460	2020-02-12	breakdown	motor	general_component	minor	4.9	4,445.95	381	corrective	false	83	false	true	false
EQP-4109C499	UNIT-9037	haul_truck	Caterpillar	2,023	open_pit	tanzania	4,667	2022-12-15	breakdown	tires	front_right	major	20	58,257.52	2,383	corrective	false	16	false	true	false
EQP-772FE08D	UNIT-7100	excavator	Komatsu	2,017	open_pit	drc	29,382	2023-10-16	inspection	preventive	adjustment	minor	15.9	36,021.72	2,272	preventive	true	84	false	false	false
EQP-096675DF	UNIT-8004	excavator	Caterpillar	2,011	open_pit	south_africa	51,371	2021-09-15	scheduled_maintenance	preventive	filter_replace	routine	4.4	7,714.01	619	preventive	true	40	true	false	false
EQP-E89D56AE	UNIT-7838	conveyor	Metso	2,008	underground	ghana	63,952	2022-08-28	condition_based	motor	general_component	routine	1.1	790.75	359	predictive	false	34	false	true	false
EQP-20D5314A	UNIT-2751	drill_rig	Sandvik	2,010	open_pit	south_africa	57,728	2023-07-16	scheduled_maintenance	preventive	inspection	routine	2	3,415.7	54	preventive	true	1	false	false	false
EQP-45ED40AE	UNIT-4274	crusher	Sandvik	2,010	underground	ghana	56,228	2022-12-07	scheduled_maintenance	preventive	inspection	minor	21.5	23,872.93	4,352	preventive	true	8	true	false	false
EQP-7C435606	UNIT-5200	pump	KSB	2,022	underground	drc	8,373	2020-02-13	breakdown	motor	general_component	major	10	12,491.92	731	corrective	false	4	false	true	false
EQP-ADBD88CD	UNIT-5479	excavator	Hitachi	2,010	processing_plant	south_africa	55,592	2022-11-19	condition_based	undercarriage	general_component	minor	17.4	38,944.64	1,973	predictive	false	135	true	false	false
EQP-6267C331	UNIT-1394	crusher	FLSmidth	2,010	open_pit	south_africa	56,687	2021-02-19	scheduled_maintenance	preventive	inspection	routine	8.1	13,704.98	2,318	preventive	true	18	false	false	false
EQP-51B9F9A4	UNIT-5918	haul_truck	Hitachi	2,021	open_pit	tanzania	11,960	2023-08-24	scheduled_maintenance	preventive	inspection	routine	3.1	3,040.64	234	preventive	true	109	false	false	false
EQP-8ABFFA6E	UNIT-2388	excavator	Komatsu	2,022	open_pit	tanzania	6,167	2021-04-15	scheduled_maintenance	preventive	filter_replace	routine	3	7,828.33	367	preventive	true	51	true	false	false
EQP-CCB93AC3	UNIT-7689	drill_rig	Caterpillar	2,011	underground	south_africa	51,644	2024-10-26	scheduled_maintenance	preventive	adjustment	minor	6.4	9,942.79	269	preventive	true	5	false	false	false
EQP-C2C85256	UNIT-7146	haul_truck	Caterpillar	2,018	open_pit	zambia	22,816	2020-07-30	scheduled_maintenance	preventive	inspection	routine	3.3	1,547.15	451	preventive	true	25	true	true	false
EQP-248513DA	UNIT-9301	conveyor	ThyssenKrupp	2,016	open_pit	south_africa	32,112	2024-05-22	condition_based	belt	general_component	routine	1.7	2,200.23	626	predictive	false	37	false	false	false
EQP-9A090B36	UNIT-7702	crusher	Metso	2,017	open_pit	tanzania	27,083	2020-03-02	scheduled_maintenance	preventive	oil_change	routine	11.8	12,869.92	2,812	preventive	true	86	false	false	false
EQP-C4EBFD24	UNIT-4299	loader	Volvo	2,012	underground	tanzania	48,478	2023-05-14	overhaul	tires	rear_left	major	29.8	34,589.75	1,897	major_overhaul	true	3	false	false	false
EQP-51213139	UNIT-9706	drill_rig	Sandvik	2,020	processing_plant	zambia	16,044	2021-09-27	scheduled_maintenance	preventive	adjustment	minor	6.1	16,581.4	298	preventive	true	12	false	true	false
EQP-F4D26B61	UNIT-4697	conveyor	Metso	2,022	open_pit	zambia	6,751	2020-12-17	overhaul	roller	general_component	major	11.2	10,472.31	4,604	major_overhaul	true	19	true	false	false
EQP-3B43867B	UNIT-3932	excavator	Komatsu	2,019	open_pit	ghana	19,507	2021-01-27	inspection	preventive	inspection	routine	5.1	6,318.27	577	preventive	true	54	false	false	false
EQP-7F4F6C80	UNIT-9148	haul_truck	Hitachi	2,022	open_pit	south_africa	8,620	2020-03-10	inspection	preventive	adjustment	routine	2.9	7,389.5	378	preventive	true	7	true	false	false
EQP-6BBA66A1	UNIT-4333	haul_truck	Caterpillar	2,009	open_pit	drc	61,147	2020-08-27	condition_based	transmission	gearbox	routine	1.7	6,230.87	144	predictive	false	4	true	false	false
EQP-65F93B93	UNIT-1687	crusher	Metso	2,018	processing_plant	south_africa	23,097	2021-12-06	scheduled_maintenance	preventive	oil_change	routine	11.8	9,906.75	2,484	preventive	true	56	true	false	false
EQP-957CC4C2	UNIT-5225	pump	Metso	2,023	open_pit	zimbabwe	2,902	2020-10-10	scheduled_maintenance	preventive	filter_replace	minor	5.9	4,194.93	440	preventive	true	74	false	false	false
EQP-295C4C82	UNIT-8160	haul_truck	Hitachi	2,016	underground	drc	33,950	2024-10-08	scheduled_maintenance	preventive	oil_change	routine	2.8	5,912.06	362	preventive	true	32	false	false	false
EQP-2D5F5567	UNIT-2705	conveyor	ThyssenKrupp	2,023	processing_plant	south_africa	3,990	2024-01-27	breakdown	gearbox	general_component	critical	21.6	98,155.64	10,780	corrective	false	29	false	true	false
EQP-9B223007	UNIT-5166	loader	Komatsu	2,013	underground	zambia	44,091	2022-04-30	breakdown	hydraulics	pump	major	16.7	30,916.35	1,145	corrective	false	94	true	false	false
EQP-72D6FFAF	UNIT-2169	loader	Komatsu	2,022	open_pit	tanzania	7,260	2020-06-19	breakdown	engine	head_gasket	major	15.8	25,783.2	1,324	corrective	false	24	false	false	true
EQP-8AE0F3D8	UNIT-7177	conveyor	FLSmidth	2,023	underground	zambia	4,215	2024-11-10	condition_based	motor	general_component	routine	1.8	1,254.53	753	predictive	false	31	false	true	true
EQP-A8548F35	UNIT-5280	conveyor	ThyssenKrupp	2,017	open_pit	drc	29,715	2023-07-28	breakdown	gearbox	general_component	major	8.5	17,753.1	2,516	corrective	false	20	false	false	false
EQP-60EC4EDD	UNIT-3971	crusher	Metso	2,019	open_pit	tanzania	20,254	2020-11-25	scheduled_maintenance	preventive	oil_change	routine	8.9	5,942.62	2,193	preventive	true	5	true	false	false
EQP-A21FC492	UNIT-3041	loader	Caterpillar	2,016	processing_plant	south_africa	33,064	2020-04-07	breakdown	electrical	starter	major	19.5	46,196.18	1,832	corrective	false	120	false	false	false
EQP-D6D742D7	UNIT-6079	haul_truck	Caterpillar	2,013	open_pit	zambia	44,028	2023-01-20	breakdown	brakes	general_component	major	19.4	43,764.07	2,264	corrective	false	118	false	false	true
EQP-AFD2652E	UNIT-7027	grader	Caterpillar	2,016	open_pit	drc	30,974	2020-03-14	scheduled_maintenance	preventive	filter_replace	minor	10.1	15,783.03	149	preventive	true	86	false	false	false
EQP-9279872F	UNIT-9461	haul_truck	Komatsu	2,023	open_pit	south_africa	3,316	2023-01-10	inspection	preventive	oil_change	minor	11.1	13,470.31	1,372	preventive	true	13	true	false	false
EQP-9A51FC11	UNIT-4933	loader	Volvo	2,008	open_pit	botswana	62,882	2022-03-07	scheduled_maintenance	preventive	oil_change	routine	3.5	5,054.3	316	preventive	true	11	false	false	false
EQP-FF8F12D9	UNIT-2446	haul_truck	Hitachi	2,011	underground	drc	52,217	2024-05-03	inspection	preventive	inspection	routine	2.3	7,287.82	211	preventive	true	71	false	false	false
EQP-7A4D6B72	UNIT-8493	haul_truck	Komatsu	2,015	underground	ghana	37,223	2021-11-18	breakdown	engine	turbo	major	12.9	52,479.52	1,125	corrective	false	11	false	true	false
EQP-0EA7AAF6	UNIT-6667	haul_truck	Caterpillar	2,013	underground	south_africa	44,161	2022-03-17	scheduled_maintenance	preventive	inspection	routine	3.6	2,695.52	446	preventive	true	4	true	false	false
EQP-3DF830A1	UNIT-7301	drill_rig	Epiroc	2,017	open_pit	botswana	27,692	2022-09-09	breakdown	drill_string	general_component	major	16.7	46,711.4	432	corrective	false	86	false	false	false
EQP-8ABBA3B7	UNIT-1874	excavator	Komatsu	2,013	open_pit	tanzania	43,210	2024-11-04	scheduled_maintenance	preventive	filter_replace	routine	3.7	5,218.72	675	preventive	true	5	false	false	false
EQP-933B3C98	UNIT-3810	haul_truck	Belaz	2,018	open_pit	south_africa	24,355	2023-06-18	breakdown	tires	front_left	major	14.5	54,485.6	1,416	corrective	false	70	true	false	false
EQP-49806335	UNIT-7909	drill_rig	Epiroc	2,009	underground	zambia	58,761	2023-04-19	breakdown	compressor	general_component	major	15.1	21,471.2	419	corrective	false	52	false	false	false
EQP-E2242B1E	UNIT-8489	drill_rig	Epiroc	2,013	underground	south_africa	42,865	2021-07-11	condition_based	hydraulics	hose	routine	2.6	2,392.42	115	predictive	false	6	false	false	false
EQP-9DC546E1	UNIT-4916	loader	Volvo	2,019	underground	zimbabwe	20,900	2022-05-19	condition_based	electrical	battery	routine	4.2	3,868.58	257	predictive	false	32	true	false	false
EQP-E940FD52	UNIT-8242	grader	Caterpillar	2,015	processing_plant	drc	35,722	2020-12-15	breakdown	blade	general_component	minor	4.6	12,315.83	64	corrective	false	94	false	false	false
EQP-D87020F0	UNIT-8574	crusher	Sandvik	2,019	underground	south_africa	19,702	2021-12-05	inspection	preventive	inspection	routine	11.9	14,413.75	2,524	preventive	true	11	false	false	false
EQP-B41BC2FE	UNIT-4486	haul_truck	Hitachi	2,018	open_pit	zambia	23,830	2024-01-19	condition_based	engine	injector	routine	2.9	5,000.98	396	predictive	false	32	false	false	false
EQP-DEEB97B0	UNIT-9081	excavator	Komatsu	2,013	underground	botswana	44,725	2020-06-28	scheduled_maintenance	preventive	inspection	routine	4.6	4,171.19	582	preventive	true	8	false	false	false
EQP-DE16D037	UNIT-3594	grader	Caterpillar	2,014	underground	ghana	40,165	2020-10-24	scheduled_maintenance	preventive	oil_change	routine	1.7	2,582.94	28	preventive	true	150	false	false	false
EQP-26FD23A8	UNIT-3155	haul_truck	Komatsu	2,023	processing_plant	south_africa	3,256	2022-11-20	breakdown	hydraulics	pump	minor	4.1	9,095.73	615	corrective	false	43	false	false	true
EQP-3D2B3823	UNIT-7141	drill_rig	Sandvik	2,023	open_pit	botswana	3,292	2023-12-08	inspection	preventive	oil_change	routine	1.4	1,592.39	56	preventive	true	33	false	false	false
EQP-577F8110	UNIT-6730	pump	KSB	2,008	underground	south_africa	63,804	2024-10-21	scheduled_maintenance	preventive	adjustment	routine	1.3	962.94	74	preventive	true	119	true	false	false
EQP-C07A2327	UNIT-2257	pump	Weir	2,019	open_pit	drc	20,302	2022-11-22	breakdown	seal	general_component	minor	5.8	2,133.54	372	corrective	false	42	false	false	false

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