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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
-118.46	33.97	19	3,732.609845	521	777	447	10	1	0	0.165571	0	13.122365
-118.39	34.09	27	4,312	1,214	1,634	1,097	3.6207	1	0	0.165571	0	12.80078
-122.12	33.800436	36	3,212	553	1,455	574	6.46	0	0.064606	1	0	12.96102
-122.36	33.800436	11	3,896	886	1,902	843	2.2905	0	0.064606	0.165571	0	11.453175
-118.07	34.11	41	2,869	563	1,627	533	5.0736	1	0	0	0	12.508766
-117.92	33.64	5	3,732.609845	287	497	244	2.75	1	0	0.165571	0	12.323856
-118.32	34.16	49	3,732.609845	170	403	208	6.2547	1	0	0	0	12.812299
-121.76	33.800436	20	2,687	637	2,154	610	2.6434	1	0	0.165571	0	12.041787
-118.12	34.01	33	1,956	478	1,472	464	1.9867	1	0	0	0	12.021549
-122.13	33.800436	25	1,630	353	1,546	371	5.0893	0	0.064606	0.165571	0	12.063356
-117.01	32.75	34	3,732.609845	340	973	357	4.3088	1	0	0	0	11.93492
-121.88	33.800436	26	3,732.609845	348	1,089	320	5.3057	1	0	0.165571	0	12.330059
-122.64	33.800436	36	3,319	664	1,492	631	1.8694	0	0.064606	0	0	11.173248
-117.99	33.87	16	1,689	499	1,260	453	3.1205	1	0	0.165571	0	12.066811
-121.24	33.800436	13	3,243	488	1,585	480	5.7133	0	0.064606	0.165571	0	12.024551
-118.85	33.800436	21	3,837	578	1,509	509	8.4476	0	0.064606	0.165571	1	13.122365
-117.74	33.73	18	3,732.609845	68	391	60	4.1167	1	0	0.165571	0	11.379394
-117.01	32.85	23	2,592	414	1,401	431	5.4903	1	0	0.165571	0	11.927681
-116.93	33.75	14	6,027	1,148	3,136	1,036	2.964	0	0.064606	0.165571	0	11.70767
-122.09	33.800436	43	3,732.609845	110	273	120	3.3125	0	0.064606	1	0	11.918391
-118.25	33.9	37	2,119	442	1,372	406	1.9605	1	0	0	0	11.573079
-121.87	33.800436	17	3,732.609845	365	1,052	345	8.0595	1	0	0.165571	0	13.091904
-118.11	33.84	36	3,732.609845	257	722	260	4.8438	1	0	0	0	12.329617
-121.7	33.800436	37	3,732.609845	129	458	142	3.3456	1	0	0	0	12.439562
-118.27	34	43	1,638	434	1,213	390	1.3403	1	0	0	0	11.615482
-122.35	33.800436	52	3,732.609845	458	1,081	471	4.0855	0	0.064606	0	1	12.925862
-120.72	33.800436	32	3,732.609845	543	1,061	492	2.5473	0	0.064606	0	0	11.528799
-117.07	32.79	36	3,583	642	1,711	602	3.9745	0	0.064606	0	1	12.048249
-117.2	34.48	7	4,998	953	2,764	891	3.205	0	0.064606	0.165571	0	11.531747
-118.16	33.84	36	3,732.609845	367	1,002	351	5.0719	1	0	0	0	12.299108
-118.46	34.26	36	3,732.609845	254	761	262	4.9485	1	0	0	0	12.288113
-118.42	34.2	24	3,148	908	2,850	839	1.9549	1	0	0.165571	0	12.308178
-121.45	33.800436	34	3,732.609845	415	884	395	2.1679	0	0.064606	0	0	11.230563
-116.42	33.76	14	16,921	2,837	2,524	1,262	7.6281	0	0.064606	0.165571	0	12.741688
-117.89	33.73	33	1,308	375	2,175	347	3.0824	1	0	0	0	12.086162
-122.08	33.800436	20	3,732.609845	456	1,069	436	4.6875	0	0.064606	0.165571	0	12.573836
-118.37	34.1	37	3,732.609845	67	100	47	15.0001	1	0	0	0	13.122365
-118.1	33.94	33	3,732.609845	129	460	118	3.1607	1	0	0	0	12.149502
-121.83	33.800436	17	3,732.609845	211	825	217	4.5	1	0	0.165571	0	12.370739
-121.8	33.800436	14	4,412	924	2,698	891	4.7027	1	0	0.165571	0	12.335345
-117.71	33.47	17	3,732.609845	454	830	410	5.5507	1	0	0.165571	0	12.753327
-120.25	33.800436	9	3,732.609845	555	294	110	3.1842	0	0.064606	0.165571	0	11.998433
-122.21	33.800436	33	1,266	415	1,991	334	2.92	0	0.064606	0	1	12.219976
-117.96	33.83	30	2,838	649	1,758	593	3.3831	1	0	0	0	12.192987
-121.92	33.800436	23	3,732.609845	223	706	219	7.2211	1	0	0.165571	0	12.584167
-122.24	33.800436	47	2,046	588	1,213	554	2.6292	0	0.064606	1	0	12.115601
-117.95	33.93	25	3,445	801	2,400	750	3.4702	1	0	0.165571	0	11.994734
-118.41	33.92	22	3,732.609845	584	1,141	554	4.5729	1	0	0.165571	0	12.729321
-118.04	33.97	29	2,376	700	1,968	680	2.6082	1	0	0	0	11.998433
-118.34	34.17	49	3,033	580	1,284	561	4.1161	1	0	0	0	12.356646
-119.66	33.800436	24	2,652	568	1,532	445	2.3256	0	0.064606	0.165571	0	10.947292
-122.24	33.800436	45	4,126	696	1,722	668	4.8966	0	0.064606	0	1	12.799676
-117.15	32.91	15	3,732.609845	303	702	240	4.875	1	0	0.165571	0	12.039428
-117.61	34.09	23	1,945	362	1,483	383	4.4205	0	1	0.165571	0	11.816727
-122.47	33.800436	52	3,688	640	1,605	567	4.9537	0	0	1	0	12.809295
-120.98	33.800436	20	4,570	906	2,125	815	3.0403	0	1	0.165571	0	11.904968
-119.79	33.800436	27	3,732.609845	484	852	449	3.32	0	1	0.165571	0	11.733666
-121.29	33.800436	30	1,271	528	2,019	524	1.5152	0	1	0	0	11.305901
-121.44	33.800436	25	3,732.609845	224	727	236	4.7396	0	1	0.165571	0	11.816727
-121.7	33.800436	26	2,668	510	1,437	505	3.3125	0	1	0.165571	0	11.512925
-117.91	33.78	33	2,729	549	2,223	535	4.0362	1	0	0	0	12.088977
-120.22	33.800436	14	1,508	347	1,679	345	2.4786	0	1	0.165571	0	10.933107
-121.86	33.800436	31	1,602	358	1,179	354	4.4896	1	0	0	0	11.962726
-118.37	33.97	26	6,672	1,729	3,333	1,557	2.9646	1	0	0.165571	0	12.0996
-118.44	34.18	17	1,546	592	2,423	556	2.1977	1	0	0.165571	0	11.946006
-121.97	33.800436	17	3,279	418	1,222	381	7.9168	1	0	0.165571	0	12.782686
-117.97	33.77	25	3,732.609845	417	856	342	2.7157	1	0	0.165571	0	12.765688
-121.37	33.800436	18	3,938	649	1,861	606	3.6484	0	1	0.165571	0	11.461632
-118.51	33.800436	33	2,327	479	1,166	472	4.2344	1	0	0	0	12.478006
-122.84	33.800436	16	3,732.609845	292	793	280	4.4357	1	0	0.165571	0	12.287192
-122.17	33.800436	24	3,732.609845	391	1,125	366	4.7609	0	0	0.165571	0	12.267168
-121.32	33.800436	46	3,732.609845	427	1,097	453	3.3235	0	1	0	0	11.382817
-118.08	34.07	32	4,089	975	3,775	955	3.29	1	0	0	0	12.233201
-118.32	33.96	47	3,732.609845	361	954	357	3.8512	1	0	0	0	12.051172
-118.53	33.800436	27	3,732.609845	543	1,065	528	3.2404	1	0	0.165571	0	12.347572
-117.91	34.07	33	2,938	561	1,519	549	4.5594	1	0	0	0	12.226855
-122.23	33.800436	16	3,732.609845	320	512	300	7.4542	0	0.064606	0.165571	1	13.122365
-121.79	33.800436	6	2,850	561	2,160	581	5.5336	1	0	0.165571	0	12.39628
-120.69	33.800436	26	2,758	571	1,291	522	2.925	1	0	0.165571	0	12.10846
-116.5	33.81	26	5,032	1,229	3,086	1,183	2.5399	0	1	0.165571	0	11.459525
-117.87	33.99	21	2,837	515	2,031	555	4.9271	1	0	0.165571	0	12.253433
-118.02	33.96	36	3,732.609845	361	913	311	4.5446	1	0	0	0	12.407788
-121.98	33.800436	30	3,404	693	1,794	633	4.6312	1	0	0	0	12.553909
-118.28	34.11	45	3,732.609845	331	633	332	3.1445	1	0	0	0	12.990659
-122.11	33.800436	37	2,444	651	1,562	618	2.6464	0	0.064606	1	0	11.95247
-122.32	33.800436	35	3,732.609845	354	887	331	2.5769	0	0.064606	1	0	11.892047
-118.05	34.02	31	3,732.609845	8	25	7	2.125	1	0	0	0	12.834681
-117.08	33.14	15	3,732.609845	250	827	239	4.3846	1	0	0.165571	0	11.946006
-116.52	33.84	17	3,732.609845	859	853	445	3.6875	0	1	0.165571	0	11.778362
-118.16	33.97	39	1,444	447	1,890	416	2.1181	1	0	0	0	12.081643
-117.24	32.79	18	3,732.609845	602	508	283	3.2625	0	0	0.165571	1	12.174582
-122.17	33.800436	39	2,427	401	1,178	408	5.9629	0	0	1	0	12.773373
-121.06	33.800436	11	3,732.609845	303	775	283	3.8417	0	1	0.165571	0	12.139933
-119.78	33.800436	31	3,732.609845	456	959	463	2.3293	0	1	0	0	11.203679
-118.17	34.02	39	3,732.609845	215	883	226	2.125	1	0	0	0	11.876179
-118.12	34.19	52	3,732.609845	299	970	319	8.7835	0	1	0	0	13.003805
-118.27	34.05	47	661	359	1,406	307	1.3169	1	0	0	0	11.630709
-117.7	33.68	29	5,650	1,084	3,985	1,056	2.8192	1	0	0	0	11.998433
-118.42	33.9	29	3,732.609845	523	686	455	5.5347	1	0	0	0	13.122365
-121.73	33.800436	18	3,732.609845	317	521	317	1.0633	0	1	0.165571	0	11.831379

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