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pppereira3
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HW4_REGRESSION_mnar

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train · 14.3k rows

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longitude float64 -124.3 -114.49	latitude float64 32.5 42	housing_median_age float64 1 52	total_rooms float64 1.45k 39.3k ⌀	total_bedrooms float64 296 6.21k ⌀	population float64 786 35.7k ⌀	households float64 280 5.36k ⌀	median_income float64 0.5 15	ocean_proximity_<1H OCEAN bool 2 classes	ocean_proximity_INLAND bool 2 classes	ocean_proximity_ISLAND bool 2 classes	ocean_proximity_NEAR BAY bool 2 classes	ocean_proximity_NEAR OCEAN bool 2 classes	target float64 9.62 13.1
-117.23	34.14	16	2,577	521	956	472	2.5625	false	true	false	false	false	11.770664
-117.13	32.76	29	2,568	682	1,191	642	2.1094	false	false	false	false	true	11.998433
-121.09	38.19	23	null	null	null	null	2.4545	false	true	false	false	false	11.561716
-120.85	37.08	3	3,425	611	1,588	459	4.1779	false	true	false	false	false	11.903615
-118.47	34	41	2,331	636	1,839	537	2.288	true	false	false	false	false	12.481809
-120.89	37.48	27	null	null	null	null	2.9135	false	true	false	false	false	11.979172
-118.3	33.73	40	2,582	606	1,304	588	3.5694	false	false	false	false	true	12.529604
-118.2	34.2	44	2,890	438	1,219	429	6.987	true	false	false	false	false	13.122365
-120.44	36.84	29	1,563	null	883	288	2.8182	false	true	false	false	false	11.413105
-119.67	36.8	9	3,712	508	1,632	474	6.011	false	true	false	false	false	12.002119
-118.33	34.05	44	1,574	390	1,323	404	2.5284	true	false	false	false	false	12.329617
-118.48	34.25	35	null	null	795	null	4.9688	true	false	false	false	false	12.287192
-121.11	38.91	24	2,558	423	1,149	403	4.0679	false	true	false	false	false	12.157407
-118.2	33.91	36	2,283	499	1,836	462	2.8793	true	false	false	false	false	11.679287
-118.34	34.02	50	null	null	null	null	3.1442	true	false	false	false	false	11.777595
-122.4	37.79	52	null	660	1,007	623	1.4552	false	false	false	true	false	13.017003
-121.35	38.66	8	3,322	805	1,694	774	2.7011	false	true	false	false	false	11.78066
-122.33	37.89	42	null	null	null	null	4.5268	false	false	false	true	false	12.242405
-118.33	34.15	39	null	null	null	null	2.3667	true	false	false	false	false	9.769956
-119.03	36.06	36	1,925	443	1,405	422	2.162	false	true	false	false	false	10.857074
-119.29	36.33	19	null	null	null	null	0.7445	false	true	false	false	false	11.630709
-118.38	34.01	18	9,528	2,075	3,922	1,920	4.7612	true	false	false	false	false	12.625112
-118.18	34.05	38	3,272	731	3,299	726	2.8295	true	false	false	false	false	11.747998
-118.4	34.18	32	3,724	899	1,912	791	3.5711	true	false	false	false	false	12.653
-116.95	33.78	24	3,409	804	1,939	739	1.7303	false	true	false	false	false	11.21182
-118.3	33.96	47	2,112	417	1,161	368	3.9722	true	false	false	false	false	11.673342
-122.17	37.87	38	null	null	null	null	6.917	false	false	false	true	false	12.989974
-117.88	33.63	21	9,565	2,289	3,162	1,831	4.7024	true	false	false	false	false	12.752458
-118.12	33.75	47	3,330	569	1,220	557	7.3672	false	false	false	false	true	13.122365
-117.97	33.73	19	4,154	560	2,130	589	7.2845	true	false	false	false	false	12.61752
-117.94	33.73	24	4,197	718	2,468	714	5.2563	true	false	false	false	false	12.261507
-117.06	32.79	21	3,787	492	1,246	457	9.6023	true	false	false	false	false	12.87723
-118.2	34.05	36	2,672	675	2,883	674	2.0885	true	false	false	false	false	11.8692
-121.83	37.2	6	3,694	574	1,554	527	6.8333	true	false	false	false	false	12.759958
-119.04	35.36	40	1,533	312	null	306	3.0435	false	true	false	false	false	11.149082
-122.01	37.39	26	2,500	962	2,374	879	3.5586	true	false	false	false	false	12.311333
-118.1	34.06	31	2,852	740	3,100	725	2.9524	true	false	false	false	false	12.094023
-121.12	36.21	16	1,720	473	1,427	291	2.1107	true	false	false	false	false	11.241117
-121	37.69	18	3,469	661	1,452	628	3.4079	false	true	false	false	false	11.901583
-121.92	36.62	47	1,811	401	948	375	3.0379	false	false	false	false	true	12.426412
-118.33	34.24	31	6,434	1,188	3,540	1,131	4.2639	true	false	false	false	false	12.588951
-117.33	33.22	21	2,868	602	855	559	2.7846	false	false	false	false	true	11.42081
-122.87	38.43	36	1,987	387	1,065	347	4.0446	true	false	false	false	false	12.056412
-117.3	34.14	37	1,454	null	null	null	2.3438	false	true	false	false	false	11.386228
-117.39	33.96	49	2,527	461	1,344	451	4.0833	false	true	false	false	false	11.647456
-115.73	33.35	23	1,586	448	null	null	1.2132	false	true	false	false	false	10.308953
-122.26	37.77	52	null	null	null	null	3.3571	false	false	false	true	false	12.91263
-122.25	37.83	52	4,190	1,105	1,786	1,037	3.0897	false	false	false	true	false	12.363504
-119.06	35.33	14	5,264	1,064	3,278	1,049	3.8117	false	true	false	false	false	11.324183
-121.38	38.55	26	1,532	null	null	285	4.6944	false	true	false	false	false	11.782189
-122.26	38.14	34	null	null	null	null	4.0156	false	false	false	true	false	11.810805
-117.81	33.75	25	2,365	471	1,197	458	3.7031	true	false	false	false	false	12.336223
-118.24	33.91	36	null	316	1,286	314	2.7083	true	false	false	false	false	11.548293
-121.68	39.15	14	2,774	451	1,292	428	4.3833	false	true	false	false	false	11.654425
-119.79	36.7	23	1,731	363	1,210	341	1.3922	false	true	false	false	false	10.809728
-119.64	36.32	32	2,205	523	1,772	479	1.3569	false	true	false	false	false	10.671278
-115.52	33.12	38	null	null	null	null	1.8793	false	true	false	false	false	11.015345
-122.32	38.12	12	5,382	928	3,928	921	5.3785	false	false	false	true	false	11.922383
-117.92	33.79	35	1,785	null	1,033	297	4.5739	true	false	false	false	false	12.157407
-121.92	37.48	23	4,314	676	1,972	623	5.3813	true	false	false	false	false	12.485218
-121.62	39.12	26	null	null	null	null	4.2188	false	true	false	false	false	11.453175
-119.08	36.21	20	1,911	389	1,241	348	2.5156	false	true	false	false	false	10.990365
-118.03	34.14	31	4,353	1,117	2,338	1,037	3.0727	false	true	false	false	false	12.399169
-118.34	34.03	49	null	null	null	null	3.4306	true	false	false	false	false	11.776827
-117.77	33.7	4	2,446	622	1,315	560	3.7147	true	false	false	false	false	11.831379
-117.32	34.12	37	2,868	574	2,055	563	2.3508	false	true	false	false	false	11.163368
-118.31	33.76	26	4,486	709	1,873	719	6.5704	true	false	false	false	false	12.935311
-118.29	33.72	39	2,651	590	1,103	508	3.274	false	false	false	false	true	12.44627
-118.56	34.17	35	2,987	391	1,244	387	7.1322	true	false	false	false	false	13.122365
-118.44	34.15	15	4,420	1,076	1,669	1,016	4.6375	true	false	false	false	false	12.791356
-116.99	32.76	21	3,833	595	1,645	589	4.625	true	false	false	false	false	12.519057
-118.08	33.89	37	null	null	981	null	3.2857	true	false	false	false	false	11.942107
-117.2	34.04	23	1,762	null	1,132	null	5.9915	false	true	false	false	false	11.9395
-122.03	37.34	16	1,755	410	null	410	5.1602	true	false	false	false	false	12.351038
-121.22	37.8	13	null	null	null	null	1.6111	false	true	false	false	false	11.213171
-117.65	33.65	15	3,485	519	1,740	485	6.7543	true	false	false	false	false	12.436787
-119.72	34.42	31	1,524	383	1,257	398	2.6019	false	false	false	false	true	12.429216
-121.87	37.3	14	null	null	null	null	2.7411	true	false	false	false	false	11.630709
-121.35	38.6	27	4,314	611	1,662	575	5.0997	false	true	false	false	false	12.044142
-117.69	33.58	5	6,678	1,011	2,877	982	7.5177	true	false	false	false	false	12.706848
-120.12	35.99	7	2,049	482	1,387	422	2.25	false	true	false	false	false	10.936672
-118.27	34.16	47	1,453	356	787	345	3.0114	true	false	false	false	false	12.450978
-117.69	34.03	20	6,374	1,412	3,690	1,350	3.4184	false	true	false	false	false	11.998433
-118.31	34.06	34	2,470	1,197	2,326	1,055	1.9038	true	false	false	false	false	12.69158
-123.36	39.25	17	null	null	null	null	2.5875	true	false	false	false	false	11.881035
-121.86	38.04	52	null	null	null	null	1.3958	false	true	false	false	false	11.119883
-121.38	38.49	11	8,537	1,643	4,224	1,648	2.9647	false	true	false	false	false	11.598185
-121.12	37.48	5	4,109	820	3,062	713	3.2396	false	true	false	false	false	11.737668
-122.94	38.49	37	3,169	719	null	344	2.7072	true	false	false	false	false	11.670784
-117.9	33.71	16	1,917	317	1,324	351	6.2488	true	false	false	false	false	12.437184
-118.5	34.16	34	3,547	523	1,187	500	7.139	true	false	false	false	false	12.957489
-121.99	37.4	35	1,845	325	1,343	317	5.3912	true	false	false	false	false	12.368617
-118.35	33.95	28	4,770	1,328	3,201	1,196	2.681	true	false	false	false	false	11.902938
-120.56	38.09	34	2,745	559	1,150	491	2.3654	false	true	false	false	false	11.460579
-119.27	35.89	18	1,855	424	1,839	392	1.7572	false	true	false	false	false	10.883692
-120.76	38.73	17	null	null	null	null	1.5625	false	true	false	false	false	11.59266
-120.78	38.73	31	3,117	616	1,606	588	2.9844	false	true	false	false	false	11.759004
-117.23	32.8	27	null	355	null	337	2.4643	false	false	false	false	true	12.406562
-118.02	33.73	26	3,711	610	1,902	597	5.5599	true	false	false	false	false	12.363504
-121.85	37.41	17	2,156	435	1,400	393	5.6096	true	false	false	false	false	12.201562

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