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pppereira3
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HW4_REGRESSION_mmcar_mean_imputed

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train · 14.3k rows

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longitude float64 -124.3 -114.49	latitude float64 32.6 42	housing_median_age float64 1 52	total_rooms float64 2 39.3k	total_bedrooms float64 1 6.21k	population float64 3 35.7k	households float64 1 5.36k	median_income float64 0.5 15	ocean_proximity_<1H OCEAN float64 0 1	ocean_proximity_INLAND float64 0 1	ocean_proximity_ISLAND float64 0 1	ocean_proximity_NEAR BAY float64 0 1	ocean_proximity_NEAR OCEAN float64 0 1	target float64 9.62 13.1
-117.23	34.14	16	2,577	541.386496	956	497.301522	2.5625	0	1	0	0	0	11.770664
-117.13	32.76	29	2,568	682	1,191	642	2.1094	0	0	0	0	1	11.998433
-121.09	38.19	23	2,637.945129	541.386496	1,412.654149	497.301522	2.4545	0	1	0	0.109436	0.128238	11.561716
-119.567512	37.08	3	3,425	611	1,412.654149	459	4.1779	0	1	0	0.109436	0.128238	11.903615
-118.47	35.630956	41	2,331	541.386496	1,412.654149	537	2.288	1	0	0	0.109436	0	12.481809
-119.567512	37.48	27	1,118	195	647	497.301522	2.9135	0	1	0	0.109436	0	11.979172
-118.3	33.73	40	2,582	606	1,304	588	3.5694	0	0.31786	0	0	1	12.529604
-118.2	34.2	28.707878	2,890	438	1,412.654149	429	6.987	0.444403	0	0	0	0.128238	13.122365
-119.567512	36.84	29	1,563	293	1,412.654149	497.301522	2.8182	0	1	0.000093	0	0	11.413105
-119.67	36.8	9	2,637.945129	508	1,632	474	6.011	0.444403	1	0	0	0	12.002119
-118.33	34.05	44	1,574	390	1,412.654149	404	2.5284	1	0	0	0.109436	0.128238	12.329617
-119.567512	34.25	35	1,442	276	795	497.301522	4.9688	1	0.31786	0	0.109436	0	12.287192
-119.567512	38.91	24	2,637.945129	423	1,149	497.301522	4.0679	0	1	0	0	0.128238	12.157407
-119.567512	33.91	36	2,283	499	1,836	462	3.860604	1	0	0	0	0	11.679287
-118.34	34.02	28.707878	1,172	261	685	497.301522	3.1442	1	0	0.000093	0.109436	0	11.777595
-122.4	37.79	52	1,185	660	1,007	623	1.4552	0.444403	0.31786	0	0.109436	0	13.017003
-119.567512	38.66	28.707878	3,322	805	1,412.654149	774	3.860604	0	1	0	0	0	11.78066
-122.33	35.630956	28.707878	1,342	291	551	497.301522	4.5268	0	0	0.000093	1	0.128238	12.242405
-118.33	35.630956	28.707878	2,637.945129	541.386496	259	497.301522	2.3667	1	0	0	0	0	9.769956
-119.03	35.630956	36	1,925	541.386496	1,412.654149	422	2.162	0	1	0.000093	0	0	10.857074
-119.29	36.33	19	792	232	641	222	0.7445	0	1	0	0	0	11.630709
-118.38	34.01	18	9,528	2,075	1,412.654149	1,920	4.7612	1	0.31786	0.000093	0	0	12.625112
-118.18	35.630956	28.707878	2,637.945129	541.386496	3,299	726	2.8295	1	0	0.000093	0	0	11.747998
-118.4	34.18	32	3,724	899	1,912	497.301522	3.5711	0.444403	0.31786	0	0.109436	0	12.653
-116.95	33.78	24	3,409	541.386496	1,939	739	1.7303	0	1	0	0	0	11.21182
-119.567512	33.96	47	2,112	417	1,161	368	3.9722	1	0	0	0	0.128238	11.673342
-122.17	35.630956	38	1,261	177	472	497.301522	6.917	0	0.31786	0	1	0	12.989974
-117.88	33.63	21	2,637.945129	2,289	3,162	1,831	4.7024	1	0	0	0	0.128238	12.752458
-118.12	35.630956	47	3,330	541.386496	1,412.654149	557	7.3672	0.444403	0	0	0	0.128238	13.122365
-117.97	33.73	19	4,154	560	1,412.654149	497.301522	7.2845	1	0.31786	0	0	0.128238	12.61752
-117.94	33.73	28.707878	4,197	541.386496	2,468	497.301522	5.2563	1	0	0	0	0	12.261507
-117.06	32.79	21	3,787	492	1,246	457	9.6023	1	0	0	0	0	12.87723
-118.2	34.05	36	2,672	675	2,883	674	2.0885	1	0.31786	0	0	0	11.8692
-121.83	37.2	6	3,694	574	1,412.654149	527	6.8333	1	0	0	0	0.128238	12.759958
-119.04	35.36	40	1,533	312	771	306	3.0435	0	1	0.000093	0	0	11.149082
-122.01	35.630956	28.707878	2,500	541.386496	2,374	879	3.5586	1	0	0	0	0.128238	12.311333
-118.1	34.06	28.707878	2,637.945129	740	3,100	725	2.9524	1	0.31786	0	0	0	12.094023
-121.12	36.21	28.707878	2,637.945129	473	1,427	291	2.1107	1	0	0	0	0	11.241117
-119.567512	37.69	18	2,637.945129	541.386496	1,452	628	3.4079	0	1	0.000093	0.109436	0.128238	11.901583
-119.567512	36.62	28.707878	2,637.945129	541.386496	948	375	3.0379	0	0	0	0	1	12.426412
-119.567512	34.24	31	6,434	541.386496	3,540	1,131	4.2639	1	0	0	0	0	12.588951
-117.33	33.22	21	2,637.945129	602	855	559	2.7846	0	0	0.000093	0	1	11.42081
-122.87	38.43	36	2,637.945129	387	1,065	347	4.0446	1	0.31786	0	0	0	12.056412
-117.3	34.14	28.707878	2,637.945129	261	761	248	2.3438	0.444403	1	0	0.109436	0	11.386228
-117.39	33.96	49	2,527	541.386496	1,344	497.301522	3.860604	0	1	0.000093	0	0	11.647456
-115.73	35.630956	23	1,586	448	338	497.301522	3.860604	0	1	0	0.109436	0	10.308953
-122.26	37.77	28.707878	1,210	168	411	172	3.860604	0.444403	0	0.000093	1	0	12.91263
-122.25	35.630956	52	2,637.945129	541.386496	1,786	1,037	3.0897	0	0.31786	0	1	0.128238	12.363504
-119.06	35.33	14	5,264	1,064	1,412.654149	1,049	3.8117	0.444403	1	0	0	0.128238	11.324183
-121.38	38.55	26	2,637.945129	264	1,412.654149	285	4.6944	0.444403	0.31786	0	0	0.128238	11.782189
-122.26	35.630956	34	963	159	392	176	4.0156	0	0.31786	0	1	0.128238	11.810805
-117.81	35.630956	28.707878	2,365	471	1,197	497.301522	3.860604	0.444403	0	0	0.109436	0	12.336223
-118.24	35.630956	36	1,446	316	1,286	314	2.7083	1	0.31786	0	0	0	11.548293
-121.68	39.15	14	2,637.945129	451	1,292	428	4.3833	0.444403	1	0.000093	0	0	11.654425
-119.79	36.7	23	1,731	541.386496	1,412.654149	497.301522	1.3922	0.444403	0.31786	0	0	0.128238	10.809728
-119.64	36.32	32	2,205	523	1,772	479	1.3569	0	1	0	0	0	10.671278
-115.52	33.12	28.707878	1,327	262	784	231	1.8793	0	1	0	0	0	11.015345
-122.32	38.12	12	5,382	541.386496	1,412.654149	921	3.860604	0	0	0	1	0	11.922383
-117.92	35.630956	35	1,785	288	1,412.654149	297	4.5739	1	0	0	0	0	12.157407
-121.92	35.630956	23	4,314	676	1,412.654149	623	5.3813	0.444403	0	0	0	0.128238	12.485218
-119.567512	39.12	26	1,405	204	1,412.654149	215	4.2188	0.444403	1	0	0	0	11.453175
-119.08	35.630956	28.707878	2,637.945129	389	1,241	348	2.5156	0	1	0	0.109436	0	10.990365
-118.03	34.14	31	4,353	1,117	2,338	1,037	3.0727	0.444403	1	0	0.109436	0	12.399169
-118.34	34.03	49	1,295	276	765	265	3.4306	1	0	0.000093	0	0	11.776827
-119.567512	33.7	4	2,446	622	1,315	560	3.860604	1	0	0	0	0	11.831379
-117.32	34.12	28.707878	2,868	574	2,055	563	2.3508	0.444403	1	0	0	0	11.163368
-119.567512	33.76	26	4,486	541.386496	1,873	719	6.5704	1	0	0.000093	0	0	12.935311
-118.29	33.72	28.707878	2,651	590	1,103	508	3.860604	0	0	0.000093	0.109436	1	12.44627
-118.56	35.630956	35	2,987	541.386496	1,244	387	7.1322	1	0	0	0	0	13.122365
-118.44	34.15	15	4,420	1,076	1,669	1,016	3.860604	1	0	0	0.109436	0.128238	12.791356
-116.99	35.630956	28.707878	3,833	595	1,412.654149	497.301522	4.625	1	0	0	0.109436	0.128238	12.519057
-118.08	33.89	37	2,637.945129	259	981	497.301522	3.2857	1	0	0	0	0	11.942107
-117.2	34.04	23	1,762	267	1,132	279	5.9915	0	1	0.000093	0	0	11.9395
-122.03	35.630956	28.707878	1,755	410	674	410	5.1602	0.444403	0	0	0.109436	0.128238	12.351038
-121.22	35.630956	13	335	89	247	77	3.860604	0	1	0	0	0.128238	11.213171
-117.65	33.65	15	3,485	519	1,740	485	6.7543	1	0	0.000093	0	0.128238	12.436787
-119.72	35.630956	31	1,524	383	1,257	398	2.6019	0	0	0	0	1	12.429216
-121.87	37.3	14	360	541.386496	134	84	2.7411	1	0	0	0.109436	0	11.630709
-121.35	38.6	28.707878	4,314	611	1,662	575	3.860604	0	1	0	0	0	12.044142
-117.69	33.58	5	6,678	541.386496	1,412.654149	982	7.5177	0.444403	0.31786	0	0	0	12.706848
-120.12	35.99	7	2,637.945129	482	1,387	497.301522	3.860604	0.444403	1	0.000093	0	0	10.936672
-119.567512	35.630956	47	2,637.945129	356	787	497.301522	3.0114	0.444403	0	0	0	0	12.450978
-119.567512	34.03	20	2,637.945129	1,412	1,412.654149	1,350	3.4184	0	0.31786	0	0.109436	0.128238	11.998433
-118.31	34.06	34	2,470	541.386496	2,326	1,055	1.9038	1	0	0.000093	0	0	12.69158
-123.36	39.25	17	1,087	254	522	202	2.5875	1	0.31786	0	0	0.128238	11.881035
-121.86	35.630956	28.707878	242	541.386496	1,412.654149	54	3.860604	0.444403	1	0	0.109436	0.128238	11.119883
-121.38	38.49	11	2,637.945129	1,643	1,412.654149	1,648	2.9647	0	1	0	0.109436	0	11.598185
-121.12	35.630956	5	4,109	820	3,062	497.301522	3.2396	0	1	0	0	0	11.737668
-122.94	38.49	37	2,637.945129	541.386496	777	497.301522	2.7072	1	0	0	0.109436	0	11.670784
-117.9	33.71	16	2,637.945129	541.386496	1,324	351	6.2488	1	0	0	0.109436	0	12.437184
-118.5	34.16	34	3,547	523	1,412.654149	497.301522	3.860604	1	0.31786	0	0.109436	0	12.957489
-121.99	37.4	35	2,637.945129	541.386496	1,343	317	5.3912	1	0	0	0	0	12.368617
-119.567512	35.630956	28	4,770	541.386496	3,201	1,196	2.681	0.444403	0.31786	0	0	0	11.902938
-120.56	38.09	34	2,745	559	1,412.654149	491	2.3654	0	1	0	0	0	11.460579
-119.27	35.89	18	1,855	541.386496	1,839	497.301522	1.7572	0	0.31786	0.000093	0.109436	0.128238	10.883692
-120.76	38.73	28.707878	2,637.945129	541.386496	314	140	3.860604	0.444403	1	0	0	0.128238	11.59266
-120.78	35.630956	31	3,117	616	1,412.654149	588	2.9844	0	1	0	0	0	11.759004
-117.23	32.8	27	1,297	355	776	337	2.4643	0	0	0	0.109436	0.128238	12.406562
-118.02	33.73	26	2,637.945129	610	1,412.654149	597	5.5599	0.444403	0	0	0	0.128238	12.363504
-121.85	37.41	17	2,156	435	1,400	393	3.860604	0.444403	0	0	0.109436	0	12.201562

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