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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
wind	Karnataka	40.3	14.96	4.96	39	2,929	37,392	1,481	57.01	464.58
solar	Karnataka	40.3	9.03	5.32	25	7	30,980	679	68.71	268.02
biomass	Rajasthan	25.1	5.08	4	73	439	34,464	487	67.47	425.34
biomass	Telangana	35.9	6.13	5.07	70	700	30,343	681	41.11	260.72
wind	Rajasthan	21.4	11.8	6.57	50	1,682	35,040	1,597	66.82	92.63
biomass	Gujarat	16.3	1.63	6.64	89	531	43,392	1,165	69.3	289.86
biomass	Gujarat	29.1	2.91	2.86	48	1,303	41,288	1,556	94.07	306.54
solar	Tamil Nadu	31.5	8.52	6.06	40	734	32,914	1,467	60.76	392.33
wind	Karnataka	26.4	13.87	5.66	21	2,514	42,908	975	89.68	95.45
biomass	Gujarat	38.7	13.73	5.15	50	304	46,747	765	75.76	332.14
wind	Rajasthan	40.9	12.73	6.67	62	2,366	46,622	1,462	93.46	448.81
solar	Tamil Nadu	36	13.68	4.48	38	867	42,971	304	50.22	379.98
solar	Tamil Nadu	29	8.2	2.05	64	1,835	47,460	1,791	65.09	416.48
biomass	Rajasthan	15.3	11.05	3.39	89	2,997	45,356	410	55.23	469.95
biomass	Tamil Nadu	17.2	1.85	6.18	47	1,808	46,687	1,916	53.58	228.28
solar	Telangana	40	4.85	6.19	45	1,550	35,894	1,413	45.01	434.1
wind	Karnataka	40.8	6.49	6.49	89	525	17,438	1,040	41.92	219.84
solar	Andhra Pradesh	35.6	14.31	2.01	81	2,867	10,775	1,526	91	165.66
biomass	Maharashtra	33.3	3.12	4	42	2,541	21,852	363	56.83	341.6
wind	Karnataka	37	14.63	2.79	48	2,217	28,480	1,795	49.71	467.31
wind	Andhra Pradesh	23.2	6.22	2.19	78	2,933	19,115	932	57.1	20.48
biomass	Rajasthan	20	0.84	5.54	31	2,182	45,349	482	63.57	60.17
wind	Telangana	44.1	4.14	6.55	27	2,457	18,283	1,890	76.63	120.31
biomass	Gujarat	20.5	8.18	4.11	44	301	16,556	1,626	68.19	173.84
solar	Andhra Pradesh	28	12.88	2.13	58	2,713	21,174	1,296	62.24	425.58
wind	Rajasthan	33.6	4.48	6.92	39	176	48,120	1,746	42.99	342.46
biomass	Tamil Nadu	30.8	5.86	4.87	86	306	11,833	609	81.72	159.17
biomass	Telangana	31.6	2.9	2.05	64	2,739	46,067	1,719	57.27	316.87
biomass	Andhra Pradesh	37.2	1.86	3.42	20	2,693	34,732	662	51.99	203.14
wind	Telangana	16.3	1.04	6.84	51	1,977	44,651	1,317	46.71	340.73
wind	Andhra Pradesh	24.9	7.61	3.78	66	2,294	47,279	730	47.55	260.85
wind	Tamil Nadu	37.8	8.88	6.14	21	894	16,468	1,483	68.28	494.15
solar	Telangana	38.2	11.1	6	73	2,768	44,713	395	52.38	453.18
solar	Andhra Pradesh	43.3	13.12	6.06	32	1,141	36,339	1,169	90.45	122.47
biomass	Rajasthan	36.6	1.32	4.69	86	1,827	22,775	1,794	72.16	23.68
wind	Gujarat	24	9.97	5.46	46	700	32,357	654	67.08	163.84
biomass	Tamil Nadu	15.4	13.32	6.13	42	1,120	26,715	1,469	46.9	459.5
wind	Rajasthan	19.1	13.14	6.85	40	1,772	23,041	1,362	93.82	58.03
solar	Telangana	40	9.73	6.09	49	336	35,194	1,894	76.81	337.07
biomass	Andhra Pradesh	36.3	9.94	5.8	90	1,567	16,473	1,159	58.87	415.68
biomass	Andhra Pradesh	37.7	7.83	5.5	52	1,190	42,787	1,669	49.15	295.51
wind	Telangana	23.3	8.98	2.48	90	2,075	23,064	1,321	56.05	416.84
solar	Maharashtra	35.6	4.22	4.39	78	2,529	47,967	1,892	71.55	345.07
solar	Gujarat	42.3	1.51	5.63	60	2,546	25,765	706	81.93	41.22
solar	Telangana	26.1	3.25	6.9	50	1,811	42,169	568	57.03	53.93
solar	Telangana	26.8	9.5	3.06	31	2,620	41,554	1,686	86.92	184.95
biomass	Telangana	30.9	4.48	5.92	44	2,816	48,228	1,626	92.78	387.58
solar	Tamil Nadu	15.5	4.5	4.08	62	91	16,222	587	40.48	192.68
solar	Karnataka	22.7	4.65	3.38	80	1,970	29,965	1,020	86.83	327.92
solar	Maharashtra	42.7	4.86	6.68	40	404	28,261	1,394	41.16	469.34
biomass	Andhra Pradesh	32.8	2.4	3.26	41	1,070	18,061	1,705	81.77	462.04
biomass	Maharashtra	15.9	2.82	6.13	88	646	43,734	640	40.89	347.64
solar	Andhra Pradesh	41.1	2.24	6	44	496	25,652	316	57.74	389.65
solar	Tamil Nadu	41.7	6.98	2.7	66	2,802	43,922	395	50.96	441.82
wind	Tamil Nadu	34.7	0.63	3.69	75	316	30,543	1,054	40.98	134.97
solar	Karnataka	44.5	3.01	2.12	63	585	37,024	651	83.36	427.76
solar	Maharashtra	42.6	2.4	6.74	20	1,766	29,164	1,716	78.36	31.81
biomass	Rajasthan	15.4	3.56	4.02	52	1,826	19,544	1,318	50.75	428.45
biomass	Karnataka	25	11.19	6.61	63	2,009	22,706	590	58.2	30.83
wind	Telangana	26.8	4.93	2.9	24	1,924	29,476	688	85.49	483.77
biomass	Gujarat	41	6.75	2.71	61	1,206	49,798	1,962	47.36	102.42
wind	Rajasthan	33.8	12.56	4.18	64	238	47,567	1,223	46.19	56.87
solar	Telangana	21.9	13.82	4.33	82	1,688	43,230	744	72.08	160.93
biomass	Rajasthan	32.7	9.61	5.67	86	2,601	49,584	1,589	55.78	10.48
wind	Rajasthan	37.8	3.22	4.4	89	1,533	36,048	1,002	44.04	60.49
solar	Gujarat	37	6.42	2.64	45	2,201	45,088	1,914	42.86	247.15
wind	Tamil Nadu	37.5	10.79	4.98	54	2,320	30,221	642	82.26	406.66
solar	Karnataka	17.5	5.48	5.23	28	2,071	23,713	1,500	68.96	189.76
solar	Karnataka	35	3.01	5.89	60	1,604	28,629	804	72.43	111.9
solar	Telangana	25.2	3.82	5.85	40	239	16,833	1,638	55.1	142.91
wind	Karnataka	19.3	4.89	3.98	58	448	45,103	1,476	46.51	477.99
solar	Andhra Pradesh	25.5	7.98	5.91	61	2,377	16,680	340	67.12	260.89
biomass	Karnataka	29.7	9.72	3.76	59	2,458	44,415	908	93.93	125.27
wind	Gujarat	21.8	14.61	5.68	66	2,213	31,605	1,301	89.75	481.93
wind	Rajasthan	16.3	14.45	6.91	83	2,596	42,445	1,317	45.7	275.28
wind	Andhra Pradesh	19.6	1.11	6.47	29	1,667	15,651	1,614	90.02	120.87
solar	Andhra Pradesh	30.8	6.68	4.27	56	14	44,565	846	49.69	67.95
wind	Andhra Pradesh	20.4	6.6	3.96	64	197	11,067	855	45.86	427.91
biomass	Telangana	42.3	0.62	5.62	21	414	13,180	1,746	64.44	133.58
biomass	Andhra Pradesh	27.3	8.85	5.8	49	1,374	38,235	1,561	48.66	125.65
biomass	Andhra Pradesh	38.9	6.68	5.2	69	1,129	18,074	555	44.26	217.64
biomass	Tamil Nadu	16.9	1.25	5.69	40	197	25,199	1,255	46.76	49.41
biomass	Telangana	15.4	10.2	4.2	79	1,791	18,791	1,266	43.47	103.66
biomass	Andhra Pradesh	17.7	0.81	3.7	76	1,616	39,529	622	87.31	32.3
wind	Telangana	17.9	9.09	4.85	31	1,687	44,363	495	90.71	228.42
wind	Andhra Pradesh	25.1	2.6	6.88	32	2,294	39,199	1,891	77.49	338.63
biomass	Andhra Pradesh	43	3.52	6.51	28	2,007	13,518	1,872	47.76	334
solar	Karnataka	39.9	3.66	3.17	23	1,191	47,253	378	68.57	22.42
biomass	Tamil Nadu	42	9.72	4.13	51	2,977	21,695	312	89.35	92.36
solar	Telangana	44.9	9.54	5.19	48	2,198	11,233	1,585	43.3	437.51
solar	Gujarat	34.1	13.05	3.51	78	853	24,222	1,928	78.37	320.2
solar	Andhra Pradesh	36.2	1.59	3.39	74	1,617	24,612	1,468	68.16	274.93
solar	Gujarat	21.2	14.67	4.44	26	2,700	39,390	1,552	83.43	299.96
solar	Telangana	33.3	3.12	4.28	67	620	36,496	572	46.07	333.1
wind	Tamil Nadu	21.4	3.09	3.66	44	834	42,752	1,838	82.72	173.78
wind	Karnataka	30.9	2.05	6.71	62	565	13,174	1,383	74.65	295.03
wind	Telangana	34.8	7.76	5.04	64	519	19,101	548	46.86	467.77
wind	Andhra Pradesh	34.1	14.45	4.93	37	2,650	14,767	1,940	78.06	122.01
biomass	Andhra Pradesh	32.7	2.06	4.95	23	94	36,067	940	78.92	125.6
biomass	Karnataka	33.4	2.9	5.97	41	2,175	42,513	1,690	60.85	49.42

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