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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
-119.27	33.800436	17	3,732.609845	350	998	340	4.3281	0	1	0.165571	0	11.889305
-117.7	33.6	16	3,732.609845	489	877	392	3.0461	1	0	0.165571	0	12.287192
-118.13	34.09	42	2,562	781	1,936	687	2.2214	1	0	0	0	12.296827
-122.22	33.800436	39	3,732.609845	310	808	315	11.8603	0	0	1	0	13.122365
-116.89	33.93	29	4,549	916	2,494	912	2.0976	0	1	0	0	11.19272
-122.26	33.800436	41	3,732.609845	282	752	288	3.9345	0	0	1	0	11.919723
-119.12	33.800436	29	3,732.609845	323	942	322	2.1731	0	1	0	0	11.100436
-118.27	33.81	38	3,732.609845	337	1,130	334	4.4821	1	0	0	0	12.158457
-116.17	33.67	18	3,585	800	3,873	788	2.5714	0	1	0.165571	0	11.095894
-118.33	34.15	44	3,732.609845	303	471	301	4.2679	1	0	0	0	12.712288
-121.6	33.800436	23	3,732.609845	497	1,138	455	2.3403	0	1	0.165571	0	11.377106
-117.63	33.65	10	3,580	491	1,688	467	7.7814	1	0	0.165571	0	12.573143
-118.14	33.71	36	3,732.609845	525	792	446	5.1815	0	0	0	1	13.122365
-119.48	33.800436	36	3,732.609845	20	39	18	3.125	0	1	0	0	10.532096
-122.81	33.800436	12	3,732.609845	611	919	540	1.1553	1	0	0.165571	0	11.844385
-118.25	34.07	16	3,732.609845	225	801	218	2.3942	1	0	0.165571	0	11.800358
-117.95	34.11	29	1,986	448	2,013	432	3.1034	0	1	0	0	11.855096
-117.97	34.07	22	1,438	364	1,325	335	2.7802	1	0	0.165571	0	11.998433
-118.43	33.97	16	3,732.609845	7	17	4	7.7197	1	0	0.165571	0	13.122365
-118.43	34.32	34	2,657	515	1,948	532	4.233	1	0	0	0	11.966546
-117.78	33.54	29	3,732.609845	462	520	339	2.2969	1	0	0	0	13.017003
-118.41	33.94	45	3,732.609845	394	1,086	387	4.7375	1	0	0	0	12.576256
-116.37	33.72	17	8,626	1,859	3,497	1,337	3.312	0	1	0.165571	0	11.706022
-123	33.800436	8	3,732.609845	637	851	418	5.6445	0	0	0.165571	1	12.807105
-120.77	33.800436	8	3,294	667	2,277	652	2.6417	0	1	0.165571	0	11.480402
-121.07	33.800436	17	3,732.609845	202	511	175	3.6641	0	1	0.165571	0	11.299732
-117.13	33.14	5	2,618	539	1,320	512	4.1053	1	0	0.165571	0	12.051755
-122.47	33.800436	51	3,732.609845	431	1,095	437	4.0089	0	0	1	0	12.785491
-121.13	33.800436	2	12,360	1,747	4,438	1,470	6.2503	0	1	0.165571	0	12.312682
-121.62	33.800436	31	2,697	690	2,220	665	2.5329	1	0	0	0	11.81451
-118.44	34.01	41	3,732.609845	221	534	228	5.1708	1	0	0	0	12.945149
-122.23	33.800436	29	3,732.609845	235	758	246	7.7932	0	0	0	1	13.060275
-121.54	33.800436	17	4,251	899	3,265	934	2.3496	0	1	0.165571	0	11.082143
-122.21	33.800436	45	2,115	533	1,530	474	2.4167	0	0	1	0	11.845103
-122.41	33.800436	52	2,892	751	1,785	733	3.5746	0	0	1	0	12.765688
-115.59	32.85	20	3,732.609845	274	862	248	4.875	0	1	0.165571	0	11.416415
-119.65	33.800436	47	3,732.609845	357	832	315	3.0846	0	1	0	0	11.239804
-121.3	33.800436	15	4,018	850	2,070	814	3.0733	0	1	0.165571	0	11.693579
-121.75	33.800436	42	1,368	468	2,312	484	2.5599	1	0	0	0	11.927681
-123.16	33.800436	31	3,732.609845	82	327	81	2.775	1	0	0	0	11.701892
-117.16	33.54	4	4,952	1,000	2,912	943	3.7538	1	0	0.165571	0	11.901583
-119.04	33.800436	25	3,732.609845	246	994	222	1.8462	0	0.064606	0.165571	0	10.929529
-117.03	33	6	6,139	793	2,693	770	7.7569	1	0	0.165571	0	12.867213
-118.17	34.09	36	3,066	797	3,097	780	2.5523	1	0	0	0	11.960811
-117.94	33.86	33	3,732.609845	312	706	266	2.1432	1	0	0	0	12.193494
-115.55	32.98	33	3,732.609845	365	952	360	5.4349	0	0.064606	0	0	11.8706
-118.3	33.72	28	2,647	658	1,459	595	3.4474	0	0.064606	0.165571	1	12.442725
-119.01	33.800436	35	3,732.609845	35	477	41	1.9125	0	0.064606	0	0	10.768485
-122.41	33.800436	52	2,479	515	1,816	496	3.0774	0	0.064606	1	0	12.611538
-117.24	32.98	4	6,423	1,042	2,607	983	7.6348	0	0.064606	0.165571	1	12.727838
-118.3	33.79	9	2,782	884	1,790	748	2.9154	1	0	0.165571	0	12.222438
-119.17	33.800436	42	1,411	300	1,295	339	2.6667	0	0.064606	0	1	12.013095
-118.13	33.94	34	3,732.609845	138	373	139	3.5481	1	0	0	0	12.487485
-116.21	33.71	19	3,114	787	3,157	772	1.7083	0	0.064606	0.165571	0	11.316911
-121.25	33.800436	12	4,776	1,082	4,601	1,066	2.9184	1	0	0.165571	0	11.517913
-118.7	33.800436	27	3,536	646	1,837	580	4.4964	1	0	0.165571	0	12.381286
-121.3	33.800436	27	3,732.609845	192	470	192	2.8942	0	0.064606	0.165571	0	11.667362
-118.27	33.79	31	1,535	369	1,291	340	2.9375	1	0	0	0	12.066811
-121.54	33.800436	38	3,732.609845	310	779	275	1.3289	0	0.064606	0	0	10.581521
-117.66	34.12	16	3,853	541	1,726	497	6.1195	0	0.064606	0.165571	0	12.433607
-117.85	34.08	23	3,732.609845	166	467	178	8.105	1	0	0.165571	0	12.864111
-117.69	33.55	4	3,732.609845	220	705	224	8.3275	1	0	0.165571	0	12.858919
-119.79	33.800436	24	3,732.609845	433	1,076	380	5.8635	0	0	0.165571	1	12.761967
-118.38	33.87	23	3,732.609845	418	1,008	415	5.8518	1	0	0.165571	0	12.730505
-118.14	33.78	42	3,732.609845	488	940	483	3.4107	0	0	0	1	12.36008
-118.33	33.93	37	4,916	1,134	3,533	1,035	3.2862	1	0	0	0	11.933608
-117.94	33.77	33	2,964	747	2,235	718	3.2591	1	0	0	0	12.077671
-121.23	33.800436	23	1,985	424	1,198	389	2.7734	0	0.064606	0.165571	0	11.668218
-122.03	33.800436	6	2,918	672	1,911	639	4.1406	0	0.064606	0.165571	0	12.090662
-118.19	33.94	45	3,732.609845	315	1,111	311	3.3846	1	0	0	0	12.032314
-118.45	34.16	22	4,982	1,358	2,237	1,220	3.7105	1	0	0.165571	0	12.515761
-119.4	33.800436	28	2,201	429	1,524	412	2.75	0	0.064606	0.165571	0	11.082143
-118.3	34.04	50	1,757	522	2,080	488	1.7225	1	0	0	0	12.100712
-122.41	33.800436	44	3,732.609845	195	682	212	3.2833	0	0	0	1	12.36008
-117.06	32.67	29	4,047	754	2,353	730	4.0505	0	0	0	1	11.736069
-118.15	34.05	33	3,287	649	1,783	653	3.8472	1	0	0	0	12.588951
-118.36	34.07	40	3,732.609845	447	777	441	2.3375	1	0	0	0	12.780436
-117.65	34.06	41	1,171	334	1,479	334	2.25	0	1	0	0	11.413105
-117.22	32.75	26	3,732.609845	112	251	110	3.8036	0	0	0.165571	1	11.995352
-117.07	32.63	40	3,732.609845	322	796	303	3.5583	0	0	0	1	11.950535
-118.34	34.11	51	3,732.609845	348	527	333	4.3571	1	0	0	0	13.057932
-117.3	33.23	13	3,619	791	1,759	806	2.765	1	0	0.165571	0	11.497812
-117.07	32.69	29	3,732.609845	293	1,091	317	3.4609	0	0	0	1	11.67844
-121.81	33.800436	37	2,724	579	1,400	540	2.905	0	1	0	0	11.485554
-121.8	33.800436	11	5,121	899	2,258	901	4.7168	0	1	0.165571	0	12.315824
-118.29	33.73	43	3,732.609845	519	1,151	486	2.5759	0	0	0	1	12.323856
-121.76	33.800436	52	3,732.609845	418	929	419	3.7301	0	1	0	0	12.227834
-116.93	32.85	15	3,273	895	1,872	842	2.5388	1	0	0.165571	0	11.686879
-119.81	33.800436	50	3,732.609845	194	606	167	2.2206	0	1	0	0	10.988677
-117.92	33.84	38	3,732.609845	263	671	278	3.2969	1	0	0	0	12.301383
-118.16	33.88	18	2,287	662	1,804	537	1.9903	1	0	0.165571	0	12.045317
-122.27	33.800436	18	3,732.609845	142	343	119	3.1563	0	1	0.165571	0	11.496796
-122.3	33.800436	39	4,292	1,097	1,758	987	2.9405	0	0	0	1	12.73817
-117.21	33.97	3	18,356	2,537	8,437	2,342	5.6409	0	1	0.165571	0	12.194506
-121.71	33.800436	22	3,732.609845	342	941	323	2.1728	0	1	0.165571	0	10.99205
-118.02	33.92	34	2,169	418	1,169	406	3.2222	1	0	0	0	12.295456
-122.46	33.800436	52	1,580	337	1,425	330	4.0547	0	0	0	1	12.413899
-121.22	33.800436	35	3,732.609845	300	783	285	2.8167	0	1	0	0	11.995969
-121.87	33.800436	16	3,732.609845	389	1,103	415	3.7153	1	0	0.165571	0	12.344965
-117.49	33.93	26	2,970	576	2,156	558	3.9522	0	1	0.165571	0	11.732864

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