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pppereira3
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HW4_REGRESSION_mar_mean_imputed

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train · 14.3k rows

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longitude float64 -124.3 -114.49	latitude float64 32.5 37.7	housing_median_age float64 1 52	total_rooms float64 19 39.3k	total_bedrooms float64 2 4.95k	population float64 3 35.7k	households float64 2 4.77k	median_income float64 0.5 15	ocean_proximity_<1H OCEAN float64 0 1	ocean_proximity_INLAND float64 0 1	ocean_proximity_NEAR BAY float64 0 1	ocean_proximity_NEAR OCEAN float64 0 1	target float64 9.62 13.1
-117.19	32.75	52	3,732.609845	5	13	5	0.536	0	0.064606	0	1	11.998433
-117.08	32.74	33	3,260	673	1,784	666	3.5078	0	0.064606	0	1	11.747998
-122.08	33.800436	29	4,133	770	1,691	744	5.1097	0	0.064606	1	0	12.570716
-120.79	33.800436	20	3,732.609845	263	853	263	3.3083	0	0.064606	0.165571	0	11.59266
-119.32	33.800436	21	3,732.609845	424	1,047	453	2.9886	0	0.064606	0.165571	0	11.379394
-118.3	33.74	20	2,625	673	1,184	606	3.9167	0	0.064606	0.165571	1	12.560946
-118.41	34	35	3,732.609845	305	1,026	307	2.7153	1	0	0	0	12.48937
-119.71	33.800436	18	3,732.609845	372	681	346	2.1974	1	0	0.165571	0	12.449019
-121.41	33.800436	16	3,732.609845	300	731	291	3.0739	0	0.064606	0.165571	0	11.37596
-119	33.800436	37	3,732.609845	275	767	273	1.6522	0	0.064606	0	0	10.883692
-117.6	33.86	23	2,949	473	1,671	477	5.195	0	0.064606	0.165571	0	11.98916
-117.29	33.04	30	2,750	555	1,281	520	4.7333	0	0.064606	0	1	12.566889
-118.81	33.800436	4	9,147	1,827	3,950	1,661	5.716	1	0	0.165571	0	12.678573
-123.18	33.800436	18	3,732.609845	278	695	254	1.7262	0	0.064606	0.165571	0	11.207758
-120.47	33.800436	40	3,693	771	2,102	742	2.1838	0	0.064606	0	0	11.225243
-119.61	33.800436	25	1,847	371	1,460	353	1.8839	0	0.064606	0.165571	0	10.742897
-118.2	33.94	45	1,818	408	1,705	373	4.0441	1	0	0	0	11.967181
-116.2	33.7	26	2,399	625	2,654	535	2.2989	0	0.064606	0.165571	0	11.01205
-122.06	33.800436	32	3,732.609845	578	1,160	581	4.9087	1	0	0	0	12.684478
-121.84	33.800436	15	2,190	586	1,570	510	1.875	1	0	0.165571	0	11.714232
-121.18	33.800436	31	2,450	559	1,459	478	2.4674	0	0.064606	0	0	11.782189
-117.93	34.09	37	3,732.609845	225	769	235	4.4625	1	0	0	0	11.946006
-118.95	33.800436	30	2,294	508	1,753	482	2.1078	0	0.064606	0	0	10.909619
-120.79	33.800436	13	5,036	1,034	2,243	923	2.3319	0	0.064606	0.165571	0	11.838626
-117.97	33.86	35	1,691	367	1,265	378	3.5855	1	0	0	0	12.068533
-117.06	32.62	36	3,732.609845	125	408	138	3.9167	0	0.064606	0	1	12.153199
-122.36	33.800436	52	3,084	595	1,324	571	5.0756	0	0.064606	0	1	12.832546
-121.84	33.800436	27	2,512	526	3,033	526	4.25	1	0	0.165571	0	12.000892
-118.02	34.04	27	5,640	1,001	3,538	978	5.065	1	0	0.165571	0	12.280252
-118.21	33.99	39	3,732.609845	16	51	23	3.2188	1	0	0	0	11.630709
-122.33	33.800436	28	3,732.609845	169	504	164	4.5694	0	0.064606	0.165571	0	12.568978
-118.21	33.92	36	3,732.609845	150	645	145	3.1964	1	0	0	0	11.65616
-121.74	33.800436	14	3,355	695	1,350	697	2.6506	1	0	0.165571	0	12.011274
-118.35	34.07	45	3,732.609845	880	1,157	809	3.5719	1	0	0	0	13.122365
-121.47	33.800436	48	3,136	926	1,443	877	1.9034	0	0.064606	0	0	11.72723
-118.16	33.97	23	1,516	457	1,977	435	2.3068	1	0	0.165571	0	11.969084
-117.97	34.11	18	3,732.609845	28	121	26	3.0417	0	0.064606	0.165571	0	11.831379
-117.3	34.18	28	2,685	425	1,304	420	4.3676	0	0.064606	0.165571	0	11.618186
-119.23	33.800436	36	3,225	635	2,034	593	2.4044	0	0.064606	0	0	11.191342
-117.73	34.07	33	1,921	489	1,430	467	2.3406	0	0.064606	0	0	11.716682
-118.1	34.08	37	2,894	659	1,977	636	2.543	1	0	0	0	12.245774
-118.67	33.800436	10	3,753	678	1,859	660	4.9946	1	0	0.165571	0	12.228812
-117.13	32.63	10	7,374	1,157	1,900	794	8.7991	0	0.064606	0.165571	1	13.078411
-121.98	33.800436	29	2,658	484	1,318	498	5.3561	1	0	0	0	12.607864
-121.59	33.800436	41	3,732.609845	350	804	353	1.684	0	0.064606	0	0	11.174652
-122.09	33.800436	34	3,732.609845	483	774	443	2.7279	0	0.064606	1	0	12.809295
-117.18	32.76	17	3,732.609845	254	327	227	2.6493	0	0.064606	0.165571	1	11.119883
-117.2	32.79	16	3,732.609845	394	746	383	5.0958	0	0.064606	0.165571	1	12.611538
-117.15	32.75	27	3,166	867	1,332	817	2.6742	0	0.064606	0.165571	1	12.051755
-122.57	33.800436	49	2,860	552	1,178	522	4.625	0	0	1	0	12.779873
-118.27	33.94	30	1,764	397	1,406	362	1.449	1	0	0	0	11.441429
-118.28	34.05	31	1,525	730	2,510	652	1.6355	1	0	0	0	11.998433
-120.15	33.800436	9	3,732.609845	400	694	243	5.6856	0	1	0.165571	0	11.835733
-118.18	33.77	49	3,732.609845	759	1,105	629	1.8388	0	0	0	1	12.072541
-122.26	33.800436	52	3,732.609845	186	393	186	3.7045	0	0	0	1	12.795247
-119.12	33.800436	12	5,589	941	3,018	917	4.4561	0	1	0.165571	0	11.481435
-118.86	33.800436	26	3,135	480	1,474	458	6.1949	1	0	0.165571	0	12.402872
-121.34	33.800436	14	5,737	1,008	2,731	983	4.4602	0	1	0.165571	0	11.809319
-121.48	33.800436	24	3,732.609845	201	723	205	2.5926	0	1	0.165571	0	11.188579
-117.75	34.1	21	8,069	2,174	4,369	2,036	3.2756	0	1	0.165571	0	11.962726
-118.26	34.02	39	3,732.609845	232	1,046	228	2.2356	1	0	0	0	11.691072
-118.41	34.01	26	2,503	449	1,218	426	5.3683	1	0	0.165571	0	13.122365
-117.94	33.93	14	3,732.609845	232	1,037	244	2.7125	1	0	0.165571	0	12.020345
-117.99	33.93	33	3,732.609845	431	1,049	447	3.6458	1	0	0	0	12.245774
-118.14	33.97	29	1,846	530	2,576	528	2.63	1	0	0	0	11.957611
-117.17	32.8	20	2,827	554	1,822	536	3.4706	0	0	0.165571	1	11.967815
-117.93	33.79	36	2,363	403	1,240	391	4.0909	1	0	0	0	12.158981
-117.07	33.01	5	5,870	977	1,917	842	5.1998	1	0	0.165571	0	12.591675
-118.15	33.8	44	1,886	399	1,167	372	3.1042	0	0	0	1	12.300473
-120.43	33.800436	4	2,866	648	1,311	578	2.8649	1	0	0.165571	0	12.136187
-118.18	34.22	40	3,732.609845	298	853	271	5.9845	1	0	0	0	12.395453
-117.18	32.74	39	3,132	738	1,200	690	2.5288	0	0	0	1	12.520883
-115.49	32.69	17	1,960	389	1,691	356	1.899	0	1	0.165571	0	11.066638
-117.43	34.09	18	3,172	632	1,621	573	2.7437	0	1	0.165571	0	11.696912
-118.13	34.01	45	3,732.609845	268	736	252	2.7083	1	0	0	0	11.994116
-118.37	33.82	39	2,794	444	1,319	441	5.878	1	0	0	0	12.868245
-119.74	33.800436	28	2,857	619	1,614	592	2.1573	0	1	0.165571	0	11.176053
-121.76	33.800436	17	5,320	984	2,866	928	4.1997	0	1	0.165571	0	11.801107
-117.25	33.38	17	3,732.609845	431	1,031	389	2.0956	1	0	0.165571	0	11.808576
-121.33	33.800436	21	2,453	518	1,326	505	2.7079	0	1	0.165571	0	11.904968
-118.5	33.800436	52	3,732.609845	208	547	186	7.8705	1	0	0	0	13.122365
-117.23	32.72	38	3,732.609845	581	972	558	3.2361	0	0	0	1	13.122365
-121.29	33.800436	34	2,770	544	1,409	535	3.2338	0	1	0	0	11.530765
-122.06	33.800436	17	7,475	1,556	2,092	1,449	3.6437	0	0	0.165571	0	12.136187
-122.45	33.800436	52	3,975	716	1,515	691	5.0156	0	0	1	0	13.122365
-118.23	33.88	35	3,732.609845	201	763	189	2.6719	1	0	0	0	11.606416
-121.67	33.800436	11	5,892	837	2,327	812	6.1551	1	0	0.165571	0	12.583824
-122.25	33.800436	28	5,806	1,603	2,563	1,497	3.2177	0	0	0.165571	0	12.518691
-117.75	33.72	10	2,464	347	1,241	366	8.7603	1	0	0.165571	0	12.80078
-121.35	33.800436	12	6,217	1,019	3,771	961	3.7206	0	1	0.165571	0	11.891362
-118.08	34.01	36	1,248	322	1,282	326	3.2031	1	0	0	0	11.902261
-122.28	33.800436	50	3,732.609845	492	1,131	473	1.6424	0	0	1	0	11.598185
-116.9	33.98	30	3,915	672	1,820	643	3.6339	0	1	0	0	11.498827
-117.62	33.42	23	3,732.609845	515	998	435	4.0294	0	0	0.165571	1	13.122365
-122.23	33.800436	31	3,440	574	1,538	537	5.5368	0	0	1	0	12.694346
-117.39	33.95	35	3,306	680	1,742	673	3.7109	0	1	0	0	11.60002
-118.41	34.25	36	1,146	259	1,173	272	3.6016	1	0	0	0	11.943408
-122.08	33.800436	25	3,732.609845	228	368	174	3.3917	0	0	0.165571	0	12.745194
-118.3	34.05	46	1,386	457	1,845	485	2.1414	1	0	0	0	11.96845
-121.92	33.800436	42	3,944	738	1,374	598	4.174	0	0	0	1	12.885121

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