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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
solar	Karnataka	43.2	5.45	6.74	82	98	20,199	1,146	80.54	165.77
biomass	Maharashtra	28.3	13.95	5.34	67	188	22,666	1,325	93.21	495.06
solar	Andhra Pradesh	43.5	8.05	5.84	84	1,137	19,236	1,182	45.34	228.59
solar	Gujarat	28.7	0.71	3.17	82	2,123	33,199	829	61.31	450.5
biomass	Tamil Nadu	29.2	14.9	3.79	56	2,819	39,411	1,305	70.98	39.52
solar	Telangana	19.9	9.55	6.22	35	1,274	17,004	1,306	62.68	107.49
biomass	Maharashtra	44.6	3.27	6.3	60	2,049	17,534	875	93.41	450.75
wind	Gujarat	20.9	3.02	3.33	69	1,513	24,772	1,616	94.22	385.56
solar	Rajasthan	40.5	9.62	3.48	87	2,985	11,468	1,078	57.84	80.87
wind	Karnataka	33.6	4.09	2.83	72	1,799	19,628	537	91.12	329.32
solar	Rajasthan	22.7	1.85	3.48	39	2,825	20,351	1,235	59.45	389.92
solar	Karnataka	32.3	3.16	6.43	70	1,019	15,371	1,261	78.25	239.18
solar	Telangana	37.3	3.03	2.65	86	157	32,541	537	40.41	56.32
biomass	Karnataka	41.9	3.39	3.52	71	166	40,756	927	40.14	311.9
biomass	Tamil Nadu	43.7	5.75	3.96	57	2,162	41,254	648	66.5	39.92
biomass	Rajasthan	22.6	14.91	2.77	24	2,165	25,979	1,987	79.15	14.37
biomass	Rajasthan	27.7	7.74	5.97	61	1,942	29,011	525	84.46	298.35
biomass	Telangana	25.8	5.03	5.46	25	116	29,854	1,094	76.16	297.6
biomass	Karnataka	39.5	13.05	5.41	37	1,759	48,487	1,333	92.36	431.25
wind	Tamil Nadu	38	6.78	4.79	31	866	44,273	1,769	86.75	301.45
solar	Tamil Nadu	18.1	6.44	2.44	77	2,563	47,185	1,376	44.34	228.29
solar	Andhra Pradesh	18.8	10.01	4.25	32	2,497	30,738	1,864	87.17	347.43
wind	Rajasthan	24.8	6.56	3.21	32	1,059	34,179	1,853	90.36	197.39
biomass	Karnataka	29.2	9.88	4.61	30	799	11,000	1,382	44.43	435.28
biomass	Telangana	43.4	10.83	4.13	26	2,935	29,046	1,091	46.37	281.32
wind	Telangana	24	13.81	2.54	40	1,643	49,453	1,565	57.7	54.69
biomass	Telangana	24.4	8.84	2.25	75	1,418	22,150	1,729	49.42	13.87
solar	Maharashtra	15.4	10	3.19	66	1,608	42,579	1,662	65.7	110.02
biomass	Karnataka	31.9	9.98	5.6	65	211	13,600	504	59.59	66.45
wind	Andhra Pradesh	42	5.13	6.32	61	1,918	25,385	759	69.06	186.39
solar	Maharashtra	27.6	4.98	2.17	86	2,883	31,300	438	76.53	127.34
biomass	Telangana	15.1	14.38	4.99	30	1,273	34,517	1,782	56.52	73.48
biomass	Karnataka	19.5	12.91	2.19	80	2,660	32,190	695	81.55	440.51
wind	Maharashtra	21	5.49	2.83	68	1,828	22,788	1,432	53.59	424.63
solar	Andhra Pradesh	27.3	4.55	2.54	34	2,753	10,941	659	41.01	320.76
biomass	Maharashtra	38.3	9.22	3.36	36	1,589	28,634	1,697	83.93	197.73
solar	Telangana	43.4	9.49	2.79	26	2,981	11,071	424	94.32	496.06
solar	Andhra Pradesh	18.7	14.55	2.25	64	566	37,943	326	84.02	105.07
biomass	Andhra Pradesh	30	11.47	3.12	65	2,588	41,714	777	81.64	369.87
solar	Karnataka	36.8	12.35	5.68	74	2,551	31,658	1,796	70.75	464.48
biomass	Gujarat	34.1	5.18	5.77	57	2,416	48,990	378	43.53	292.08
solar	Rajasthan	41.1	11.91	4.27	21	1,629	10,813	948	54.88	410.67
biomass	Telangana	23.3	3.36	5.06	22	1,331	44,673	1,766	88.75	261.69
solar	Rajasthan	26.8	13.76	2.49	84	578	36,513	1,783	55.83	63.63
solar	Rajasthan	37.4	4.43	3.6	85	2,497	29,190	870	82.56	214.61
solar	Gujarat	28.7	4.82	6.47	26	1,677	25,684	1,959	86.53	306.4
wind	Maharashtra	17.7	1.58	5.42	46	1,529	22,400	1,664	75.03	225.38
biomass	Telangana	25.2	9.74	2.06	46	484	12,110	1,201	59.83	424.73
biomass	Telangana	31.1	11.41	2.72	64	1,626	25,640	751	75.97	266
wind	Maharashtra	23.9	5.14	3.61	89	226	19,192	1,775	80.68	190.71
wind	Karnataka	39.8	6.65	6.22	62	2,460	46,363	339	79.04	484.99
solar	Gujarat	19.6	3.84	3.25	41	1,955	26,548	1,751	79.36	199.92
wind	Rajasthan	31.5	10.75	5.55	74	1,422	39,201	902	62	316.1
biomass	Andhra Pradesh	26.5	13.03	4.51	40	553	12,969	1,239	94.88	255.45
wind	Rajasthan	25.6	12.8	2.36	40	601	10,305	406	86.96	467.76
biomass	Rajasthan	37.2	7.98	3.76	81	2,404	34,736	1,841	67.76	417.14
biomass	Andhra Pradesh	26.2	10.05	6.99	87	2,457	10,546	1,186	76.73	90.44
biomass	Gujarat	22.6	2.29	2.24	78	768	30,510	387	72.61	214.23
solar	Karnataka	16.6	3.45	4.53	48	1,317	12,850	1,334	90.35	45.65
solar	Maharashtra	24.2	2.92	6.79	84	1,389	32,349	1,728	47.03	427.66
solar	Telangana	28.3	10.97	6.8	35	2,854	19,401	1,074	82.26	173.23
wind	Gujarat	35.6	11.84	4.54	88	2,766	21,595	1,889	68.2	447.02
solar	Maharashtra	34.2	10.66	2.46	67	751	21,686	934	74.83	327.19
biomass	Maharashtra	34.9	8.33	2.64	53	620	48,499	1,440	92.99	59
solar	Karnataka	37.1	5.14	4.31	81	87	33,552	1,580	45.06	481.62
solar	Karnataka	34.7	11.25	5.49	69	2,605	24,650	464	68.63	343.72
biomass	Andhra Pradesh	42.8	7.32	5.71	86	779	18,727	965	43.15	315.46
wind	Tamil Nadu	24.7	2.67	6.39	80	2,972	14,703	398	49.02	294.39
wind	Tamil Nadu	40.9	2.29	3.79	70	622	27,648	639	49.99	396.69
wind	Maharashtra	39.5	9.06	6.14	85	2,637	32,951	1,856	51.81	147.62
solar	Tamil Nadu	40.3	0.63	2.12	71	1,134	16,837	755	66.08	30.4
solar	Karnataka	34.1	6.09	3.67	77	696	25,141	462	43.86	226.06
solar	Rajasthan	23.6	11.09	4.17	34	2,338	23,799	406	51.3	95.84
solar	Tamil Nadu	20.2	5.68	3.84	61	1,686	40,260	586	43.94	358.12
wind	Karnataka	25.3	10.57	3.44	55	2,702	45,248	1,643	93.27	146.2
solar	Tamil Nadu	23.3	8.55	5.61	21	308	21,888	1,419	69.04	31.62
wind	Karnataka	38.1	12.41	3.21	39	1,723	19,421	1,320	79.23	390.74
wind	Gujarat	40.7	3.58	3.03	36	1,539	39,661	1,472	76.47	336.85
solar	Karnataka	42.9	11.4	5.5	49	108	16,280	478	74.69	495.44
biomass	Gujarat	28	12.14	2.21	73	165	28,259	1,121	87.98	437.2
biomass	Rajasthan	38.5	8.09	3.76	22	1,458	24,122	1,289	66.29	108.25
biomass	Andhra Pradesh	31	2.15	2.67	23	1,304	37,827	1,138	54.09	294.19
wind	Karnataka	19.3	9.44	3.58	58	2,719	49,034	1,844	75.57	40.47
wind	Telangana	32.6	10.86	2.46	22	223	32,750	731	77.51	270.15
wind	Karnataka	43.3	8.79	6.45	86	2,935	41,260	1,087	79.12	345.84
wind	Gujarat	33.8	7.35	3.36	76	201	20,904	1,148	91.18	94.92
solar	Tamil Nadu	34.8	2.91	6.09	49	1,826	24,212	804	48.82	479.4
solar	Gujarat	26	11.95	4.09	29	2,998	25,221	1,014	81.36	132.02
biomass	Telangana	15.7	3.05	2.66	58	2,839	15,710	756	53.22	28.71
wind	Maharashtra	24	3.07	5.81	74	2,102	42,851	1,321	64.61	310.65
biomass	Gujarat	26.3	14.63	5.19	58	2,283	13,077	1,319	79.07	297.87
biomass	Andhra Pradesh	24.5	1.58	2.21	89	2,759	28,429	1,005	72.55	158.32
wind	Gujarat	40.5	11.69	5.93	82	912	45,079	611	68.4	138.05
wind	Karnataka	24.4	9.11	4.09	27	2,035	41,182	388	73.84	96.76
biomass	Karnataka	23.5	8.13	2.09	67	269	32,471	842	66.02	406.06
wind	Telangana	39.3	10.12	6.02	71	1,832	48,362	418	53.42	33.86
solar	Andhra Pradesh	40.9	2.38	6.18	39	581	47,458	1,054	63.87	349.75
wind	Maharashtra	16.7	3.72	3.49	25	2,632	43,068	1,192	84.74	495.77
solar	Rajasthan	30	4.09	3.39	34	1,077	22,221	1,681	93.01	83.01
solar	Andhra Pradesh	22.5	7.07	4.95	56	912	28,585	390	72.78	50.33

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