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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	Tamil Nadu	17.1	2.56	2.6	52	1,335	48,433	1,516	91.31	404.4
wind	Gujarat	44	2.98	5.08	83	96	34,962	564	50.82	409.35
solar	Telangana	44.3	7.27	2.25	77	387	14,197	1,312	49.99	425.52
biomass	Karnataka	16.9	8.12	3.84	27	1,630	40,158	1,234	50.86	430.84
wind	Telangana	29.5	5.98	3.89	34	792	46,394	1,594	78.86	87.25
wind	Maharashtra	38.6	9.59	5.03	20	1,743	42,815	468	70.56	348.62
solar	Tamil Nadu	31.6	4.4	6	77	2,011	35,341	1,684	71.55	103.71
wind	Gujarat	22.4	6.95	6.21	31	2,602	26,899	1,858	40.92	15.75
biomass	Gujarat	31.4	12.43	4.86	35	143	18,656	390	74.23	61.72
solar	Andhra Pradesh	34.4	12.99	4.08	42	621	30,354	752	70.07	429.13
biomass	Gujarat	38.6	9.96	5.95	69	851	28,399	1,791	86.88	492.61
biomass	Telangana	37.3	13.63	5.63	71	621	31,366	582	84.98	294.6
wind	Maharashtra	15.1	8.38	4.39	65	2,268	19,692	1,937	64.73	106.87
biomass	Maharashtra	41.6	11.7	4.37	45	370	42,685	1,376	77.14	387.69
wind	Rajasthan	17.9	6.28	4.52	39	2,525	12,567	872	79.88	180.92
wind	Karnataka	43.9	2.4	6.34	76	107	12,081	841	79.56	230.15
biomass	Tamil Nadu	23.1	4.98	3.65	80	2,519	40,700	1,851	64.77	381.61
solar	Gujarat	41.7	12.55	4.25	51	493	34,372	1,917	84.59	108.63
wind	Telangana	15.8	10.57	3.99	61	1,727	24,328	1,870	69.73	400.93
biomass	Telangana	16.9	8.8	3.58	66	766	29,890	1,859	73.25	232.89
biomass	Telangana	19.2	12.27	2.34	39	1,504	33,411	1,430	56.09	348.49
solar	Tamil Nadu	43.4	11.94	2.61	38	1,792	42,903	1,101	51.21	214.9
wind	Karnataka	36.5	0.82	3.95	30	502	25,559	1,507	40.78	233.18
wind	Karnataka	20.3	6.21	3.2	73	1,616	37,590	745	90.96	107.69
biomass	Andhra Pradesh	25.4	5.16	6.71	66	2,725	24,761	1,366	94.54	328.24
wind	Rajasthan	26.2	12.83	3.78	27	583	42,032	312	45.45	265.81
wind	Telangana	24.9	12.57	4.44	81	2,636	37,727	1,566	82.96	127.73
biomass	Gujarat	19.2	9.81	6.02	37	455	38,451	344	53.19	137.68
solar	Telangana	43.6	11.89	2.2	45	1,922	33,484	1,314	73.13	186.42
wind	Rajasthan	29.8	14.32	5.31	70	1,754	15,647	886	87.46	339.52
biomass	Gujarat	30.2	8.05	2.82	42	2,722	47,978	1,509	93.36	396.03
solar	Tamil Nadu	15.7	9.14	3.05	20	1,860	27,611	520	61.03	94.42
biomass	Gujarat	25.1	1.12	3.13	74	1,349	28,382	1,840	46.25	103.13
wind	Rajasthan	43.3	10.77	2.81	69	1,944	11,455	948	40.87	176.83
wind	Telangana	23.5	7.5	3.96	34	726	38,886	811	76.6	90.66
biomass	Andhra Pradesh	30.2	3.93	3.71	80	1,890	11,609	909	93.62	112.13
wind	Karnataka	33.3	2.36	6.37	89	2,266	15,664	1,080	86.76	321.32
solar	Rajasthan	32.4	6.85	3.1	78	2,357	26,063	1,747	42.06	328.01
biomass	Telangana	36.3	8.82	3.43	86	1,044	39,789	575	46.39	39.12
biomass	Karnataka	28.7	5.39	6.55	85	1,762	40,767	1,598	90.78	404.7
biomass	Rajasthan	15.8	3.46	6.39	54	946	10,511	1,557	45.89	93.11
biomass	Telangana	16.9	14.48	6.86	31	1,268	22,921	1,730	58.7	81.45
wind	Telangana	31.7	2.58	5.98	63	1,508	40,673	609	80.27	183.46
solar	Maharashtra	21.6	2.33	3.53	65	2,685	49,035	1,989	62.93	160.94
wind	Andhra Pradesh	39.9	13.52	6.61	76	2,547	24,053	1,321	81.77	96.61
wind	Andhra Pradesh	42.5	10.08	4.82	39	2,263	36,070	1,862	52.82	103.84
wind	Andhra Pradesh	39.9	14.61	5.16	20	1,333	13,379	593	40.2	234.5
solar	Rajasthan	25	9.97	5.88	32	1,343	11,283	556	55.76	57.96
wind	Gujarat	20.3	4.61	5.99	29	650	47,963	1,498	69.39	441.99
solar	Maharashtra	27.5	10.64	3.71	52	621	12,362	818	83.96	43.41
biomass	Andhra Pradesh	19.4	2.34	4.29	51	2,213	17,185	1,673	63.38	298.59
solar	Andhra Pradesh	25.6	7.63	4.35	39	48	22,992	796	68.08	336.24
wind	Andhra Pradesh	20.4	0.75	4.86	25	1,904	39,277	980	66.53	154.08
biomass	Telangana	23.5	8.94	5.05	54	1,232	39,567	1,097	55.29	263.03
biomass	Telangana	15	7.35	2.47	83	631	19,339	1,384	81.13	344.02
solar	Gujarat	36.9	8.88	3	64	2,336	26,186	979	50.43	55.88
biomass	Rajasthan	41.7	4.9	5.49	56	2,397	18,262	321	76.55	215.82
solar	Maharashtra	23.8	4.96	4.45	32	1,400	48,012	986	55.86	423.31
biomass	Gujarat	21.3	12.51	2.86	69	1,216	48,130	777	94.39	374.44
biomass	Andhra Pradesh	21.9	14.29	5.84	49	2,231	43,603	796	64.67	200.91
wind	Rajasthan	42.7	13.44	4.73	58	24	30,313	633	94.86	302.26
solar	Rajasthan	22.4	12.59	4.96	29	1,059	31,740	754	79.89	273.35
wind	Andhra Pradesh	25	4.39	3.84	64	1,182	20,762	390	63.94	246
biomass	Karnataka	24.4	9.76	2.3	64	2,502	39,618	1,068	87.03	166.22
solar	Rajasthan	25.1	5.04	3.03	73	2,290	16,924	1,658	44.94	108
solar	Gujarat	38.8	4.3	3.77	88	1,672	32,374	1,636	41.6	464.38
wind	Telangana	36.5	12.65	2.44	28	958	12,525	1,925	48.01	310.81
wind	Maharashtra	29.4	4.07	5.46	78	2,877	25,837	1,606	53.41	266.96
solar	Andhra Pradesh	28.3	3.62	4.92	24	1,139	22,392	435	44.87	406.26
solar	Maharashtra	28.7	3.18	5.32	43	1,526	14,476	1,452	67.49	212.76
biomass	Karnataka	29.6	2.1	4.09	70	2,937	33,186	1,651	52.59	52.19
solar	Karnataka	43.9	1.24	4.25	29	272	25,936	864	86.31	437.03
solar	Rajasthan	19.7	3.31	6.59	47	1,334	34,328	1,110	56.78	182.57
wind	Telangana	23.6	6.84	2.03	87	2,613	37,285	1,308	82.58	441.18
wind	Andhra Pradesh	44.3	13.87	4.5	68	2,350	39,436	1,005	50.5	141.5
biomass	Maharashtra	29	13.25	5.02	59	2,468	43,927	1,067	72.68	129.72
solar	Maharashtra	39.3	13.64	2.23	74	379	37,225	1,621	94.11	54.55
solar	Andhra Pradesh	19.4	2.2	2.83	44	1,809	33,919	1,475	89.13	168.34
wind	Andhra Pradesh	18.1	9.78	3.28	21	1,597	26,617	1,750	75.82	187.52
wind	Telangana	29.7	5.06	4.26	31	2,808	43,558	1,597	94.18	229.99
wind	Andhra Pradesh	22.4	14.01	4.8	76	2,115	44,851	1,434	70.9	489.51
wind	Maharashtra	31.3	8.97	6.82	21	1,695	49,610	993	68.54	126.02
biomass	Karnataka	30.8	7.08	4.28	71	1,393	27,568	1,409	72.68	35.37
wind	Karnataka	32.4	5.92	3.32	40	478	32,800	1,767	52.05	336.13
wind	Rajasthan	15.5	0.63	5.12	59	2,202	13,269	621	46.92	476.94
biomass	Rajasthan	18.2	12.86	3.95	64	2,559	17,487	1,214	79.02	364.44
biomass	Telangana	16.5	6.05	2.77	90	568	47,430	448	70.11	161.91
biomass	Gujarat	20.5	9.66	5.39	82	1,075	41,891	1,233	59.06	324.97
solar	Maharashtra	26.9	2.87	4.22	51	1,168	20,116	484	70.97	430.99
solar	Gujarat	24.4	4.9	2.93	23	1,070	32,184	1,500	58.05	387.94
biomass	Maharashtra	31.1	8.64	6.2	31	2,964	18,897	1,550	81.55	224.35
solar	Karnataka	40	1.75	5.31	25	964	22,342	337	76.19	106.47
biomass	Maharashtra	25.8	13.66	2.44	63	654	34,858	893	74.22	350.77
biomass	Gujarat	44.5	4.12	4.76	90	1,209	36,237	813	83.5	158.3
wind	Andhra Pradesh	33.4	4.34	4.21	85	222	41,571	1,150	73.21	113.18
wind	Karnataka	36.5	6.7	5.2	47	1,865	18,785	1,532	49.62	369.16
wind	Rajasthan	22	3.89	3.08	84	2,016	31,754	325	45.16	235.67
wind	Gujarat	17.2	8.98	2.82	39	1,632	48,751	1,248	50.81	97.08
biomass	Tamil Nadu	27.4	9.62	6.14	27	840	34,373	1,803	49.13	193.74
solar	Karnataka	24.4	10.64	3.48	31	63	44,340	1,121	55.15	144.15

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