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ideaguy3d
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simple-housing-price-prediction

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city_index int64 0 4	bedrooms int64 1 5	bathrooms int64 1 4	sqft float64 400 4.29k	lot_size float64 800 13k	year_built int64 1.95k 2.02k	distance_to_center float64 0.1 25.5	school_rating float64 1 10	crime_rate float64 5 105	hoa_fee int64 0 500	price float64 294k 2.02M
0	1	2	1,790.532648	5,040.262683	1,984	8.915195	6.01553	38.976337	100	681,894.423013
3	1	1	1,070.847921	4,903.369554	2,020	4.072055	5.81362	43.809815	0	784,123.932798
3	4	3	1,698.109778	4,535.351578	1,961	4.37884	3.665797	24.856335	200	977,943.72037
2	4	3	1,237.794943	2,603.420686	1,968	13.032852	6.987031	26.516467	100	1,115,974.365357
2	4	2	1,633.557849	7,996.628975	1,986	2.010885	7.767718	54.793759	100	1,238,674.289801
4	5	4	400	4,092.906998	1,980	3.514865	7.485333	37.811042	50	593,978.720508
0	3	3	1,123.198075	8,565.195306	1,975	5.779065	6.549131	48.946619	50	476,623.340039
3	5	1	2,678.355843	5,031.858413	2,007	5.744431	7.913239	58.360624	50	1,180,893.849441
1	4	4	2,298.238649	6,621.072327	1,986	1.779916	4.796981	52.686146	200	1,072,126.223637
0	2	1	2,591.423602	6,394.274107	1,976	4.315514	9.227422	19.453182	100	830,032.735952
2	5	3	2,632.632762	2,939.313149	1,985	4.399198	5.341877	38.252518	200	1,544,822.887477
4	1	2	2,203.792454	5,918.007304	2,015	3.197188	5.508489	55.612472	0	857,510.998344
3	3	3	1,528.278789	9,820.832361	2,022	2.17747	5.637176	47.841183	200	998,597.55198
3	5	4	1,177.649432	5,629.030633	1,967	2.491112	5.52778	42.759119	0	953,995.25138
3	4	3	2,488.046763	7,253.191849	1,952	1.991661	6.210914	15.406748	0	1,300,774.525612
3	5	3	1,838.740785	6,733.179611	1,952	2.197028	6.152833	30.752215	0	1,184,404.03335
2	1	4	3,296.41369	5,767.624146	1,982	4.951761	6.69446	41.039908	200	1,798,323.439321
0	3	3	1,580.941214	5,466.196794	1,996	12.59871	5.271954	18.611515	100	601,766.619813
4	4	4	2,983.737513	6,368.288898	1,953	5.796207	6.749907	51.904536	200	1,109,653.198794
2	4	2	1,705.924926	6,908.206366	1,987	5.857182	4.864359	38.235914	100	1,307,127.653354
2	5	1	2,601.629158	1,619.589857	1,979	4.247573	7.598712	10.305228	200	1,532,966.32031
1	3	1	2,818.015042	5,618.257223	2,019	7.301948	7.580105	31.500834	100	1,130,470.120356
0	4	3	1,186.230043	4,539.805298	1,994	10.154603	6.49132	35.705111	100	528,024.240588
4	3	3	1,509.001153	4,021.182891	1,981	2.73945	5.525454	38.051894	0	748,089.597348
3	5	1	1,180.212465	8,239.910948	1,993	1.466685	6.9667	61.294318	100	923,306.353868
3	1	1	1,062.033307	3,167.13438	1,960	5.717332	5.168529	48.676905	100	766,090.694843
2	2	4	2,200.24011	1,513.077349	1,985	3.435917	6.55181	19.518156	0	1,526,173.704877
4	1	3	1,682.022978	6,989.290563	1,974	3.439471	6.272277	17.657375	0	803,461.089163
2	4	4	1,831.419794	1,449.015359	1,963	0.667104	10	35.997752	0	1,470,630.473916
2	2	1	2,133.743481	800	1,979	1.875085	4.659421	41.893154	0	1,342,128.461251
2	2	1	685.5679	7,270.669225	1,997	3.648514	2.499035	54.885767	100	821,942.572224
1	5	2	2,572.059602	5,396.805626	1,993	3.622069	5.543629	65.9484	50	1,195,459.171122
0	2	4	1,590.543502	6,181.799068	2,021	3.735847	3.926703	66.763338	300	661,115.49676
2	1	3	2,119.440784	3,893.931063	1,970	3.758181	5.409958	33.364749	50	1,361,227.843095
4	1	4	2,172.427704	1,538.984671	2,001	6.358116	4.553594	54.01827	100	850,169.026247
0	2	2	2,622.477936	2,035.531966	1,990	1.303947	5.143249	46.38443	100	868,807.047502
4	5	2	1,737.085567	4,319.527751	2,014	5.689296	4.902636	23.638202	100	829,023.308393
4	3	3	525.817525	1,818.992855	2,017	3.575424	7.944427	11.681578	0	580,705.51991
1	5	4	1,834.276568	5,767.632268	2,002	6.102267	6.427206	42.161622	50	1,071,870.926759
3	2	2	1,920.424115	3,843.855155	1,981	9.85717	8.113179	17.572465	0	1,109,146.428688
0	2	3	1,179.443485	5,462.590118	1,989	4.200856	6.560722	27.228108	100	593,494.716457
3	1	4	1,888.494393	5,387.870321	1,998	2.802863	7.892885	29.727508	0	1,138,928.594255
3	2	2	1,583.388939	5,966.998886	2,009	4.051479	6.046782	43.28127	50	1,006,539.40999
1	3	4	994.34763	6,248.706318	1,966	3.693279	8.891828	59.209318	300	769,341.014181
0	5	3	2,202.890937	4,140.248523	2,014	8.184525	7.206452	40.191152	100	851,740.264391
4	2	4	1,461.764909	5,459.923167	2,009	16.577168	5.330268	31.916762	0	721,256.746711
2	4	2	1,556.172471	5,590.020321	1,956	13.314094	7.428724	8.972996	50	1,162,519.569395
4	4	3	1,522.452692	800	1,969	0.949976	6.540648	46.875603	100	835,346.446347
3	2	2	2,541.287158	6,616.314365	1,967	3.550112	6.196238	40.428423	200	1,202,993.591626
3	5	3	1,775.450303	5,374.855491	1,992	6.06859	6.644032	31.754696	200	1,131,553.182867
3	3	2	1,847.459892	6,410.122163	1,965	5.98554	7.626875	57.491376	0	1,010,433.014135
0	1	3	1,535.618307	1,782.891011	1,972	4.875825	3.323731	22.137941	300	528,246.639646
1	5	4	2,077.720093	4,210.567062	1,963	5.573715	5.973589	29.726781	0	1,112,816.153532
2	5	2	2,609.590829	2,271.176359	1,954	6.130608	7.524006	36.324583	0	1,539,941.342831
2	1	2	2,188.71649	6,861.503441	1,983	2.303213	6.872341	31.567249	0	1,351,889.353769
0	5	2	2,212.120177	1,487.208645	1,973	7.087029	4.810429	48.261316	0	733,116.081941
2	5	3	2,163.738124	2,678.363045	1,987	6.107469	2.948356	46.958707	50	1,352,133.646102
0	5	3	971.854414	6,335.785321	1,965	2.402665	9.05139	55.76455	0	600,034.03823
3	2	3	1,274.328701	3,426.563669	1,971	2.586597	6.219377	47.534806	0	922,623.596423
3	4	1	1,677.007564	2,679.023358	2,016	4.011614	8.771074	38.269396	0	1,032,724.813675
4	3	1	1,364.481575	7,266.798574	2,009	2.784067	7.692444	34.902732	300	792,905.975446
3	4	1	1,161.277785	7,369.279391	1,969	9.789066	5.30958	46.829165	200	833,624.117949
1	4	4	676.694555	6,805.177981	1,961	4.814131	2.747849	37.145408	100	698,022.836536
4	4	4	992.082472	7,121.774185	2,022	7.479751	5.806776	40.708409	200	611,104.08766
2	3	1	1,646.084666	4,421.051803	2,000	4.151823	6.444136	47.645249	100	1,261,667.643492
1	4	1	1,758.34418	4,488.517563	1,986	2.998163	7.17599	42.078338	0	922,632.96754
4	3	4	1,324.167734	3,379.796804	2,001	5.334558	4.833682	44.628928	300	801,075.548498
1	1	3	1,847.355128	5,419.322919	1,966	4.989346	6.76701	28.136175	50	888,822.844476
0	1	2	1,539.699815	3,680.254182	1,981	12.317972	6.766463	60.245584	50	549,760.126566
2	5	3	2,454.344152	3,917.334485	1,978	3.817336	7.97893	23.399907	300	1,605,744.139091
3	5	1	1,703.024542	6,499.751085	2,003	6.195251	6.039789	46.587966	0	970,045.800456
0	3	1	2,217.798529	7,961.348114	1,963	2.013517	7.164139	32.71239	0	705,463.077315
2	1	2	1,921.928257	5,995.650636	1,986	2.542838	6.932655	56.235191	200	1,160,624.965206
0	4	4	958.757376	9,485.789663	2,011	4.694943	7.81338	53.256113	50	753,885.304412
3	1	4	1,745.605095	3,236.21107	1,964	2.266062	5.270134	39.969253	50	941,857.109873
2	2	1	1,058.62554	800	1,958	7.038053	1.893716	63.320806	300	762,658.464117
1	2	3	1,735.127497	6,786.569724	2,010	6.371092	6.144705	37.189012	300	941,835.385461
1	1	4	1,352.92151	3,070.416118	2,014	2.896829	6.153551	53.225378	300	787,189.453588
2	5	4	2,029.17782	4,315.769396	1,981	4.014285	4.763722	29.106537	0	1,399,523.09022
3	3	4	994.587398	800	1,953	9.634527	4.237909	46.074607	200	643,634.990503
4	2	1	1,808.821095	2,751.974382	1,990	5.346246	5.637949	26.013095	100	775,804.010455
2	3	1	2,143.44935	1,244.431459	1,972	16.785389	6.327684	40.292069	100	1,233,857.228542
0	1	1	2,344.557342	3,914.241841	1,993	4.016827	6.643142	39.228818	0	795,633.601508
4	3	1	1,341.499345	4,013.621265	1,960	4.348659	3.072042	53.178382	100	599,582.348883
3	3	1	1,810.650583	5,224.901029	2,009	4.695146	3.86969	29.938751	0	1,004,862.769596
3	2	2	1,910.488184	8,099.307411	2,000	1.22127	8.194333	86.100255	300	1,040,702.908266
0	5	3	2,728.275768	6,692.265662	1,997	4.210015	6.215588	19.268699	100	948,183.898999
1	2	2	911.201964	944.575909	1,987	4.10911	6.49635	43.494238	100	651,609.135836
3	1	2	1,253.338473	6,520.038589	1,966	7.453013	4.500115	44.31686	0	739,972.240818
4	3	1	3,482.677496	5,279.386744	2,019	9.879405	6.493394	48.071408	50	1,099,468.672219
2	5	1	1,636.14163	4,755.43392	1,969	3.777239	5.936494	32.26911	50	1,297,104.700193
4	2	4	665.403714	4,943.251175	1,977	0.726792	5.572202	43.626557	200	593,946.414794
4	1	3	1,450.469914	5,511.38107	2,018	5.192316	4.307249	31.533276	100	622,598.02008
1	5	1	400	3,270.283022	1,953	2.244828	5.197269	68.097104	0	567,865.965942
4	3	4	1,944.552427	4,544.122856	1,959	5.502004	9.458026	30.473387	50	862,005.842981
1	1	4	2,285.870856	7,959.84781	2,006	5.407319	5.975794	37.779688	0	1,069,880.053043
1	4	4	1,253.002574	3,240.235539	1,977	2.734757	7.684429	30.049995	50	888,674.398002
3	2	1	1,517.565647	2,425.28006	1,992	5.221498	6.205403	27.996028	50	975,202.778249
3	5	3	2,354.192493	4,845.73163	1,992	1.412239	6.031826	18.983701	0	1,286,813.597847
0	2	4	749.870721	2,173.583858	2,011	5.728823	5.545996	50.081	0	554,296.850805

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