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SivaMallikarjun
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Non-Conventional-Energy-Sources-Optimizer

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train · 100k rows

source_type stringclasses 3 values	location stringclasses 7 values	avg_temperature_C float64 15 45	wind_speed_mps float64 0.5 15	solar_radiation_kWh_m2 float64 2 7	humidity_percent int64 20 90	altitude_m int64 0 3k	installation_cost_usd int64 10k 50k	maintenance_cost_usd_year int64 300 2k	output_efficiency_percent float64 40 95	optimized_output_kw float64 10 500
biomass	Tamil Nadu	15.4	6.19	6.38	38	2,727	12,068	1,043	45.73	134.58
wind	Maharashtra	15.7	0.94	6.86	90	1,800	43,738	487	86.62	335.01
biomass	Rajasthan	24.3	4.67	6.6	20	1,116	36,628	340	47.79	496.6
wind	Rajasthan	15.7	0.69	6.4	56	2,657	36,639	1,647	82.55	197.78
solar	Maharashtra	43.1	6.36	6.35	86	1,686	21,528	1,530	53.31	202.53
biomass	Telangana	29.5	0.54	2.47	39	358	37,519	1,642	40.81	244.58
biomass	Rajasthan	22.1	8.12	6.31	37	2,084	18,678	1,723	50.66	207.25
biomass	Telangana	20.7	9.25	2.85	57	1,353	46,234	1,564	81.13	222.24
solar	Rajasthan	18	8.12	5.96	46	2,766	29,224	1,337	89.62	183.18
biomass	Gujarat	23.3	8.9	6.3	20	701	35,852	1,507	94.11	47.75
biomass	Telangana	21	4.48	3.81	25	2,696	12,027	755	41.57	402.97
biomass	Maharashtra	30.8	4.62	5.77	55	1,355	11,935	673	86.54	435.82
wind	Gujarat	37.4	8.68	3.37	59	397	37,488	728	58.75	10.71
biomass	Karnataka	31	13.23	6.73	39	1,281	46,316	681	70.56	42.17
wind	Tamil Nadu	44.4	1.35	3.77	68	2,362	32,330	1,331	78.6	302.49
biomass	Gujarat	26.9	6	2.19	32	294	17,353	1,558	69.19	295.55
biomass	Rajasthan	36.1	7.82	6.06	66	1,996	10,912	827	83.67	263.18
solar	Maharashtra	29.2	8.04	6.21	34	2,421	18,144	1,583	70.52	136.11
solar	Gujarat	28.4	7.94	6.61	35	986	15,298	1,030	50.05	167.21
wind	Rajasthan	43.3	14.5	5.24	70	1,374	32,781	986	91.5	17.37
solar	Telangana	40.1	2.78	2.91	39	251	16,499	585	45.26	409.99
solar	Tamil Nadu	23.4	12.21	2.05	52	1,985	27,648	1,720	92.3	21
biomass	Telangana	27.8	6.67	3.33	55	1,102	42,618	994	44.08	107.06
solar	Karnataka	25.7	9.9	4.04	32	2,059	43,542	1,986	73.75	285.51
wind	Andhra Pradesh	21.5	8.91	4.58	76	963	45,395	1,897	91.36	415.87
wind	Tamil Nadu	29	12.57	3.41	59	2,719	48,706	800	44.16	262.19
solar	Tamil Nadu	19.6	2.57	3.49	44	2,488	21,462	1,823	68.83	259.35
solar	Telangana	43.6	2.29	3.15	33	1,902	38,330	768	71.93	392.38
solar	Maharashtra	28.1	12.87	3.95	78	2,982	34,927	701	66.87	373.89
wind	Telangana	27.4	3.3	2.36	26	1,072	18,554	871	82.88	312.68
biomass	Telangana	28.1	1.57	6.08	59	2,072	47,522	797	49.94	133.1
biomass	Tamil Nadu	41.6	11.09	4.04	41	2,529	33,019	1,973	43.62	31.92
biomass	Telangana	15.2	13.49	6.11	85	967	25,591	1,457	54.78	497.57
biomass	Gujarat	37.6	10.6	5.36	47	2,154	26,054	1,062	52.7	403.34
solar	Andhra Pradesh	36.1	9.09	4.18	78	1,277	43,178	1,658	89.08	395.67
solar	Telangana	33.7	8.53	5.36	27	2,844	14,796	1,222	60.41	493.22
solar	Rajasthan	15	12.06	6.6	90	2,020	24,370	1,491	61.49	363.66
wind	Telangana	17.1	14.46	3.83	52	1,146	43,203	633	55.53	84.36
wind	Gujarat	27.7	3.19	3.34	32	336	15,782	1,531	87.62	207.24
biomass	Gujarat	19.6	9.27	6.55	51	2,454	35,430	1,856	67.39	392.38
wind	Maharashtra	16.6	12.24	4.91	69	811	13,540	738	43.23	279.51
biomass	Gujarat	17.2	9.94	5.42	90	678	35,919	1,583	71.95	345.91
biomass	Tamil Nadu	36.5	14.07	4.41	77	528	12,225	1,555	62.79	374.19
solar	Maharashtra	37.9	13.44	5.91	90	2,315	27,730	1,244	58.91	418.83
solar	Tamil Nadu	15.1	2.65	2.41	89	412	25,642	1,908	86.19	310.66
wind	Gujarat	40.5	11.1	4.93	62	153	42,632	1,559	65.19	38.48
solar	Gujarat	43.8	6.68	5.19	85	2,060	47,112	322	68.31	337.93
biomass	Andhra Pradesh	39.4	5.66	4.13	70	917	45,986	1,705	60.83	465.8
wind	Karnataka	23.7	10.96	4.48	81	2,369	43,618	1,631	93.47	418.44
wind	Tamil Nadu	19.5	8.9	3.14	23	351	19,607	1,221	90.96	47.41
biomass	Tamil Nadu	25.2	1.13	6.51	66	2,083	12,519	990	48.71	307.35
wind	Karnataka	30.7	14.2	4.97	24	91	23,541	1,165	81.15	455.51
biomass	Tamil Nadu	29.1	11.96	3.09	59	2,075	20,690	1,490	74.55	129.98
biomass	Tamil Nadu	37.3	13.86	2.5	90	720	15,304	566	74.79	106.69
wind	Telangana	42.8	10.24	6.76	63	1,738	30,131	590	43.7	289.86
biomass	Maharashtra	31.4	4.01	6.33	40	2,016	22,079	611	57.5	447.88
biomass	Gujarat	40.3	10.96	5.4	27	868	29,873	749	93.96	329.92
wind	Maharashtra	39.4	13.64	3.81	26	1,840	25,326	946	89.79	173.6
wind	Andhra Pradesh	40.4	8.4	6.5	34	143	11,255	1,490	58.49	392.68
wind	Maharashtra	32.7	7.21	2.28	23	342	44,871	1,959	52.86	27.24
solar	Karnataka	28.5	11.69	6.22	54	270	28,388	1,154	60.44	391.9
solar	Tamil Nadu	37.6	13.72	3.38	73	2,005	25,590	938	46.79	345.51
biomass	Maharashtra	17.9	9.34	2	28	1,150	43,412	664	48.38	159.64
wind	Rajasthan	36.1	4.63	4.43	36	2,728	19,117	710	46.29	287.69
biomass	Rajasthan	39.5	8.35	4.83	41	2,340	25,978	1,718	65.88	256.06
wind	Rajasthan	43.6	6.82	3.51	30	2,017	21,629	1,384	92.45	478.04
wind	Tamil Nadu	33.1	9.3	2.62	34	2,196	47,921	703	53.97	425.37
solar	Karnataka	30.9	4.64	2.89	47	2,440	33,093	1,282	45.37	174.85
solar	Tamil Nadu	33.4	7.82	5.84	83	1,718	48,777	919	76.12	331.67
biomass	Karnataka	20.4	6.59	6.78	86	2,201	49,239	1,201	58.6	347.77
biomass	Andhra Pradesh	41.1	0.76	4.16	52	2,004	21,220	442	45.82	466.43
biomass	Tamil Nadu	29	2.36	2.79	63	2,205	49,493	928	88.41	375.47
solar	Tamil Nadu	23.3	2.59	4.62	29	713	28,846	723	78.93	433.45
wind	Maharashtra	38.4	6.61	4.48	24	1,322	47,786	390	44.5	350.96
solar	Rajasthan	16.8	10.86	5.58	61	1,659	38,557	1,878	92.38	64.7
solar	Telangana	25.3	9.16	2.69	79	538	12,427	1,036	73.51	427.77
wind	Maharashtra	40.3	10.23	4.86	81	583	19,852	469	60.27	281.25
wind	Gujarat	26.8	9.09	6.62	69	730	16,968	1,432	93.88	179.99
solar	Tamil Nadu	39.8	0.75	6.49	81	1,398	45,320	1,277	78.83	422.71
wind	Karnataka	32.8	7.66	2.58	40	738	24,116	1,015	45.03	345.47
solar	Rajasthan	15.7	4.29	4.6	33	2,766	35,771	730	68.42	330.82
solar	Rajasthan	19.4	12.27	4.11	51	997	32,492	1,160	54.93	396.03
solar	Maharashtra	42.8	1.77	6.07	48	2,766	12,542	1,327	52.55	99.87
biomass	Andhra Pradesh	38.5	7.36	5.1	88	943	42,875	1,519	65.36	246.53
solar	Rajasthan	33.3	13.67	6.58	58	2,764	21,151	1,812	78.12	310.23
solar	Maharashtra	21.6	6.77	4.94	24	434	28,882	608	50.52	55.27
wind	Maharashtra	27.5	0.83	4.38	78	381	24,319	1,882	78.33	286.11
wind	Gujarat	35.8	4.86	5.88	26	1,148	44,108	607	45.91	451.7
wind	Rajasthan	22.2	9.89	3.94	36	2,407	15,530	1,623	76.85	250.54
biomass	Telangana	33.3	4.42	4.96	30	2,268	39,563	1,500	87.03	163.99
wind	Maharashtra	16.7	9.09	6.41	45	1,421	29,377	947	45.94	284.5
wind	Telangana	38.4	5.45	2.95	59	2,474	46,667	1,366	57.07	167.51
biomass	Telangana	30.3	8.3	5.7	40	1,595	19,005	567	91.76	55.51
biomass	Gujarat	29	6.53	5.24	74	1,174	14,407	937	49.73	465.8
solar	Andhra Pradesh	38.2	7.3	5.99	20	1,389	24,140	1,423	61.91	69.52
wind	Tamil Nadu	22.4	13.02	4.73	38	1,616	36,861	1,048	71.61	460.5
solar	Gujarat	21.3	11.67	6.56	57	1,075	45,266	1,649	62	290.12
wind	Tamil Nadu	28	5.89	2.16	23	1,779	15,884	1,040	73.32	348.93
wind	Rajasthan	41.6	14.51	6.73	67	2,627	19,496	1,535	68.64	247.35
wind	Telangana	39.4	7.59	3.14	67	1,953	44,136	401	53.71	266.8

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