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pppereira3
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HW4_REGRESSION_mar_iter_imputed

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train · 14.3k rows

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longitude float64 -124.3 -114.49	latitude float64 32.5 39.5	housing_median_age float64 1 52	total_rooms float64 -2,180.99 39.3k	total_bedrooms float64 2 4.95k	population float64 3 35.7k	households float64 2 4.77k	median_income float64 -5.94 32	ocean_proximity_<1H OCEAN float64 0 1	ocean_proximity_INLAND float64 -0.11 1.06	ocean_proximity_NEAR BAY float64 -0.1 1.05	ocean_proximity_NEAR OCEAN float64 0 1	target float64 9.62 13.1
-117.23	34.14	16	2,468.253154	509.770296	956	428.535035	3.355612	0	0.914728	0.074699	0	11.770664
-117.13	32.76	29	2,568	682	1,191	642	2.1094	0	0	0	1	11.998433
-121.09	36.438699	23	338.996058	140	358	141	2.4545	0	1	-0.02548	0	11.561716
-120.85	36.400793	3	3,425	611	1,588	459	4.1779	0	1	-0.012072	0	11.903615
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-120.89	36.318901	27	863.300737	195	647	209	2.9135	0	1	-0.026462	0	11.979172
-118.3	33.73	40	2,582	606	1,304	588	3.5694	0	0	0	1	12.529604
-118.2	34.2	44	2,890	438	1,219	429	6.987	1	0	0	0	13.122365
-120.44	35.510406	29	1,984.484823	293	883	288	2.8182	0	1	0	0	11.413105
-119.67	35.545425	9	3,712	508	1,632	474	6.011	0	1	-0.016505	0	12.002119
-118.33	34.05	44	1,574	390	1,323	404	2.5284	1	0	0	0	12.329617
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-121.11	36.484871	24	2,553.877218	423	1,149	403	4.0679	0	1	-0.022714	0	12.157407
-118.2	33.91	36	2,283	499	1,836	462	2.8793	1	0	0	0	11.679287
-118.34	34.02	50	1,054.215412	261	685	260	3.1442	1	0	0	0	11.777595
-122.4	38.770438	52	856.435684	660	1,007	623	1.4552	0	0	1	0	13.017003
-121.35	36.525783	8	3,322	805	1,694	774	2.7011	0	1	-0.018912	0	11.78066
-122.33	38.862801	42	782.587209	291	551	266	4.5268	0	0	1	0	12.242405
-118.33	34.15	39	319.762032	168	259	138	2.3667	1	0	0	0	9.769956
-119.03	34.517468	36	1,925	443	1,405	422	2.162	0	1	0	0	10.857074
-119.29	35.261245	19	-52.467597	232	641	222	0.7445	0	1	-0.022316	0	11.630709
-118.38	34.01	18	9,528	2,075	3,922	1,920	4.7612	1	0	0.015019	0	12.625112
-118.18	34.05	38	3,272	731	3,299	726	2.8295	1	0	0	0	11.747998
-118.4	34.18	32	3,724	899	1,912	791	3.5711	1	0	0	0	12.653
-116.95	33.78	24	3,409	804	1,939	739	1.7303	0	1	-0.012936	0	11.21182
-118.3	33.96	47	1,626.576004	417	1,161	368	3.9722	1	0	0	0	11.673342
-122.17	38.802727	38	1,495.337149	177	472	183	6.917	0	0	1	0	12.989974
-117.88	33.63	21	9,565	2,289	3,162	1,831	4.7024	1	0	0.030649	0	12.752458
-118.12	33.75	47	3,330	569	1,220	557	7.3672	0	0	0	1	13.122365
-117.97	33.73	19	4,154	560	2,130	589	7.2845	1	0	0.00668	0	12.61752
-117.94	33.73	24	4,197	718	2,468	714	5.2563	1	0	0.008417	0	12.261507
-117.06	32.79	21	3,787	492	1,246	457	9.6023	1	0	0.015702	0	12.87723
-118.2	34.05	36	2,672	675	2,883	674	2.0885	1	0	0	0	11.8692
-121.83	36.259707	6	3,694	574	1,554	527	6.8333	1	0	0.005306	0	12.759958
-119.04	34.599739	40	2,171.800043	312	771	306	3.0435	0	1	0	0	11.149082
-122.01	36.396402	26	2,500	962	2,374	879	3.5586	1	0	-0.012316	0	12.311333
-118.1	34.06	31	2,852	740	3,100	725	2.9524	1	0	0	0	12.094023
-121.12	35.997682	16	1,720	473	1,427	291	2.1107	1	0	0.009814	0	11.241117
-121	36.372744	18	3,469	661	1,452	628	3.4079	0	1	-0.01807	0	11.901583
-121.92	35.878002	47	1,443.892636	401	948	375	3.0379	0	0	0	1	12.426412
-118.33	34.24	31	6,434	1,188	3,540	1,131	4.2639	1	0	0	0	12.588951
-117.33	33.22	21	2,180.214658	602	855	559	2.7846	0	0	0.001272	1	11.42081
-122.87	36.895493	36	1,861.619989	387	1,065	347	4.0446	1	0	0	0	12.056412
-117.3	34.14	37	3,524.40512	261	761	248	2.3438	0	1	0	0	11.386228
-117.39	33.96	49	2,527	461	1,344	451	4.0833	0	1	0	0	11.647456
-115.73	33.35	23	926.568634	448	338	182	1.2132	0	1	-0.014811	0	10.308953
-122.26	38.701546	52	-231.155286	168	411	172	3.3571	0	0	1	0	12.91263
-122.25	38.909983	52	4,190	1,105	1,786	1,037	3.0897	0	0	1	0	12.363504
-119.06	35.104124	14	5,264	1,064	3,278	1,049	3.8117	0	1	-0.017666	0	11.324183
-121.38	36.629893	26	2,103.108588	264	781	285	4.6944	0	1	-0.025087	0	11.782189
-122.26	38.764903	34	-88.204453	159	392	176	4.0156	0	0	1	0	11.810805
-117.81	33.75	25	2,365	471	1,197	458	3.7031	1	0	0.004972	0	12.336223
-118.24	33.91	36	1,446	316	1,286	314	2.7083	1	0	0	0	11.548293
-121.68	36.828854	14	2,774	451	1,292	428	4.3833	0	1	-0.020782	0	11.654425
-119.79	35.638457	23	1,731	363	1,210	341	1.3922	0	1	-0.016478	0	10.809728
-119.64	35.014033	32	2,205	523	1,772	479	1.3569	0	1	0	0	10.671278
-115.52	33.12	38	3,451.254059	262	784	231	1.8793	0	1	0	0	11.015345
-122.32	38.286412	12	5,382	928	3,928	921	5.3785	0	0	1.036264	0	11.922383
-117.92	33.79	35	1,626.742576	288	1,033	297	4.5739	1	0	0	0	12.157407
-121.92	36.397047	23	4,314	676	1,972	623	5.3813	1	0	0.005944	0	12.485218
-121.62	36.797927	26	1,574.606961	204	627	215	4.2188	0	1	-0.025798	0	11.453175
-119.08	35.188411	20	1,911	389	1,241	348	2.5156	0	1	-0.017264	0	10.990365
-118.03	34.14	31	4,353	1,117	2,338	1,037	3.0727	0	1	0	0	12.399169
-118.34	34.03	49	1,191.987024	276	765	265	3.4306	1	0	0	0	11.776827
-117.77	33.7	4	2,446	622	1,315	560	3.7147	1	0	0.008077	0	11.831379
-117.32	34.12	37	2,868	574	2,055	563	2.3508	0	1	0	0	11.163368
-118.31	33.76	26	4,486	709	1,873	719	6.5704	1	0	0.012375	0	12.935311
-118.29	33.72	39	2,000.137442	590	1,103	508	3.274	0	0	0	1	12.44627
-118.56	34.177923	35	2,987	391	1,244	387	7.1322	1	0	0	0	13.122365
-118.44	34.15	15	4,420	1,076	1,669	1,016	4.6375	1	0	0.000671	0	12.791356
-116.99	32.76	21	3,833	595	1,645	589	4.625	1	0	0.026894	0	12.519057
-118.08	33.89	37	746.160438	259	981	225	3.2857	1	0	0	0	11.942107
-117.2	34.04	23	2,822.848397	267	1,132	279	5.9915	0	1	-0.02031	0	11.9395
-122.03	36.326532	16	2,377.499987	410	674	410	5.1602	1	0	0.002928	0	12.351038
-121.22	36.509044	13	-259.373703	89	247	77	1.6111	0	1	-0.022653	0	11.213171
-117.65	33.65	15	3,485	519	1,740	485	6.7543	1	0	0.005669	0	12.436787
-119.72	34.63468	31	1,524	383	1,257	398	2.6019	0	0	0	1	12.429216
-121.87	36.283622	14	-125.510008	124	134	84	2.7411	1	0	0.001789	0	11.630709
-121.35	36.684654	27	4,314	611	1,662	575	5.0997	0	1	-0.019511	0	12.044142
-117.69	33.58	5	6,678	1,011	2,877	982	7.5177	1	0	0.016544	0	12.706848
-120.12	35.82215	7	2,049	482	1,387	422	2.25	0	1	-0.015065	0	10.936672
-118.27	34.16	47	1,892.024364	356	787	345	3.0114	1	0	0	0	12.450978
-117.69	34.03	20	6,374	1,412	3,690	1,350	3.4184	0	1	-0.009912	0	11.998433
-118.31	34.06	34	2,470	1,197	2,326	1,055	1.9038	1	0	0	0	12.69158
-123.36	37.272182	17	405.740502	254	522	202	2.5875	1	0	-0.000938	0	11.881035
-121.86	36.240601	52	364.669808	59	188	54	1.3958	0	1	0	0	11.119883
-121.38	36.515512	11	8,537	1,643	4,224	1,648	2.9647	0	1	-0.009544	0	11.598185
-121.12	36.568935	5	4,109	820	3,062	713	3.2396	0	1	-0.015488	0	11.737668
-122.94	37.467322	37	2,308.691215	719	777	344	2.7072	1	0	0	0	11.670784
-117.9	33.71	16	1,917	317	1,324	351	6.2488	1	0	-0.000308	0	12.437184
-118.5	34.179634	34	3,547	523	1,187	500	7.139	1	0	0	0	12.957489
-121.99	36.234419	35	1,845	325	1,343	317	5.3912	1	0	0	0	12.368617
-118.35	33.95	28	4,770	1,328	3,201	1,196	2.681	1	0	0.007103	0	11.902938
-120.56	35.647842	34	2,882.215186	559	1,150	491	2.3654	0	1	0	0	11.460579
-119.27	35.320176	18	1,855	424	1,839	392	1.7572	0	1	-0.017668	0	10.883692
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-117.23	32.8	27	1,086.145166	355	776	337	2.4643	0	-0.067671	0.085666	1	12.406562
-118.02	33.73	26	3,711	610	1,902	597	5.5599	1	0	0.009462	0	12.363504
-121.85	36.308519	17	2,156	435	1,400	393	5.6096	1	0	-0.002508	0	12.201562