A real estate agency collects some basic data on recent home sales, which can be found in the "HomePrices" file. The variables are:

Size - the size of the house, in square feet Age - the age of the house, in years Foreclosure - an indicator variable equal to 1 if the house is a foreclosure, and 0 otherwise Crime - the violent crime rate of the area, in # per year per 100,000 residents Price - the sale price of the house

Build a regression model with Price as the dependent variable, using all four of the independent variables provided.

Using this model, predict the price of a house with the following characteristics: -2000 square feet -50 years old -Not a foreclosure -400 violent crime rate

Size	Age	Foreclosure	Crime	Price
1784	8	0	411	395000
4500	50	0	411	1221000
1334	84	0	635	238000
3205	12	1	488	1013000
3165	86	0	411	818000
1269	29	0	411	365000
3014	47	0	306	758000
3677	43	0	488	1009000
1066	21	0	411	257000
1042	47	0	488	187000
1070	55	1	635	217000
1470	44	0	306	363000
3528	95	0	488	1028000
1536	65	0	306	352000
4547	98	0	306	1343000
1262	100	0	306	347000
1574	72	1	306	388000
1168	26	0	1126	167000
2615	12	0	817	677000
1290	93	1	306	287000
1782	45	0	306	496000
2731	7	0	306	831000
2190	95	0	411	634000
1873	91	0	955	321000
1188	81	0	1126	158000
2819	63	1	306	756000
1000	18	0	488	224000
2076	77	1	306	675000
2748	60	0	306	732000
2795	88	0	1126	460000
1182	13	0	306	246000
2488	24	1	306	789000
1006	67	0	306	211000
1136	69	0	306	277000
1601	62	0	955	278000
1061	6	0	488	201000
4329	95	0	411	1184000
4304	30	0	306	1353000
2054	9	0	817	431000
1973	59	0	817	459000
3916	66	0	817	1031000
2179	72	0	306	635000
2294	73	0	306	657000
4324	29	1	411	1313000
2518	88	0	411	635000
3040	67	0	306	1009000
1227	85	0	817	119000
1150	41	0	306	292000
1061	65	1	1126	142000
1593	66	0	1126	162000
1034	38	0	635	231000
1515	8	0	635	336000
1000	11	0	488	204000
1573	49	0	1126	152000
2412	22	0	306	686000
2331	52	0	635	633000
4144	6	1	411	1336000
2201	37	1	1126	482000
3335	56	0	306	967000
3554	70	0	411	1161000
2969	76	0	955	824000
1044	56	1	306	300000
2030	50	1	817	443000
4074	47	1	411	1256000
1135	47	0	817	207000
4434	60	0	411	1239000
3857	43	0	411	1124000
1176	74	0	635	278000
1015	35	0	1126	143000
1685	59	0	411	504000
1010	27	0	411	267000
3252	64	1	306	1042000
2355	2	0	635	470000
1619	55	0	306	464000
2503	33	0	411	714000
1919	88	0	488	391000
3150	1	0	306	942000
1206	69	0	817	157000
2825	85	0	635	644000
1677	76	0	306	461000
1187	20	0	411	241000
1059	99	0	306	209000
4443	40	1	488	1461000
1763	42	0	488	371000
2671	50	0	955	648000
3804	82	1	817	974000
1087	8	0	306	243000
3391	1	0	411	1094000
1359	77	0	817	280000
3612	21	0	817	879000
3909	46	0	817	957000
2888	51	0	306	695000
2748	30	0	306	913000
3331	33	0	1126	905000
2409	18	0	306	789000
1413	3	0	306	336000
1148	91	0	955	137000
1000	20	1	817	153000
2460	93	0	306	653000
4312	15	0	635	1359000
1000	78	1	1126	143000
1151	2	0	817	147000
3090	58	0	306	899000
3457	48	0	488	896000
1037	3	0	306	255000
1671	43	0	955	331000
1727	36	0	306	547000
2048	51	0	955	513000
1508	58	1	817	256000
1004	61	0	488	256000
1331	22	1	411	399000
2273	13	1	1126	400000
4566	50	1	817	1350000
3856	60	0	306	1194000
1074	28	0	488	231000
1076	46	0	488	160000
1346	24	0	1126	150000
1517	63	1	306	370000
2389	84	0	955	497000
4379	6	1	306	1273000
1192	62	0	488	304000
2230	67	0	635	459000
1167	38	0	635	243000
1907	6	0	817	332000
1012	25	0	411	275000
1428	38	0	488	401000
1200	90	0	817	189000
1010	47	1	411	207000
4005	19	0	306	1376000
1328	88	1	1126	179000
1559	15	0	817	336000
2019	6	0	411	514000
1005	43	0	488	209000
1427	5	0	306	383000
3362	59	0	488	867000
1209	3	0	306	280000
2006	23	0	411	508000
1012	27	0	411	184000
4332	94	1	411	1244000
1401	25	0	306	323000
1035	50	0	411	158000
1995	85	0	306	479000
1791	5	0	955	193000
1101	37	1	411	311000
3438	88	0	955	792000
3715	40	0	955	903000
4353	62	0	411	1420000
3147	59	1	488	750000
2775	42	0	488	653000
3660	33	0	306	944000
1122	76	1	1126	144000
2058	2	0	635	379000
2499	92	0	306	605000
2428	24	0	306	775000
1201	72	0	411	294000
3505	77	0	306	938000
2571	8	0	306	801000
1097	96	0	411	256000
1813	3	1	411	462000
1631	7	0	411	494000
2347	55	0	306	641000
1324	29	0	1126	146000
3132	18	0	306	1039000
3696	54	1	306	1265000
1227	66	0	817	133000
3216	46	1	635	780000
1597	24	0	411	356000
3968	49	0	411	1143000
4559	87	1	306	1439000
2124	3	1	411	530000
2244	17	0	635	440000
3240	62	0	955	768000
2872	89	0	306	877000
1418	90	0	411	400000
3262	28	0	411	986000
1039	67	0	817	165000
2870	22	0	306	812000
4486	34	0	817	1199000
2394	59	0	306	791000
3316	78	0	488	960000
1062	6	0	306	235000
2175	93	0	306	705000
1492	73	0	955	249000
1814	8	0	635	478000
2250	6	0	306	640000
2448	15	1	488	743000
4015	11	0	488	1233000
4039	77	0	635	1104000
1123	92	0	306	264000
1001	58	0	817	124000
1597	92	0	411	408000
3433	36	0	306	1163000
3886	49	0	306	1354000
4488	91	0	955	1320000
4538	18	0	955	1212000
1014	77	0	488	198000
2198	7	0	306	649000
1076	56	0	488	211000
1202	59	0	306	284000
1646	90	1	306	524000
3178	81	0	306	898000
2353	5	1	306	647000
1215	100	0	306	281000
3989	30	0	306	1318000
1336	92	1	306	390000
1005	71	0	1126	119000
2142	95	0	955	524000
1001	41	0	306	283000
1103	18	0	306	293000
1847	62	1	411	560000
4224	25	0	411	1059000
1209	17	0	306	358000
2825	42	0	306	708000
2174	72	0	1126	376000
2558	51	0	817	514000
1219	99	1	411	263000
3374	45	1	306	963000
1351	90	0	488	363000
2675	16	1	635	587000
1698	61	0	306	384000
2185	5	0	306	735000
1057	25	0	955	122000
1123	44	0	817	144000
4197	9	1	306	1216000
1008	50	0	488	213000
1130	41	0	411	265000
2185	31	0	411	638000
1157	76	0	306	318000
1373	69	0	635	210000
4237	3	0	306	1427000
1020	95	0	411	199000
1480	78	1	306	385000
1313	52	0	306	294000
1793	58	0	411	500000
1024	41	1	306	250000
1377	69	0	955	130000
1650	70	0	817	237000
2507	84	0	1126	435000
1818	41	0	306	568000
3522	41	0	306	1149000
4101	89	0	306	1235000
1099	99	0	635	168000
1009	58	0	411	155000
1254	35	0	955	137000
3304	61	0	306	901000
1120	89	0	306	262000
2616	39	1	635	764000
1004	48	0	488	176000
1138	6	0	411	213000
1895	85	0	306	521000
1036	57	0	306	269000
1206	9	0	411	235000
1671	29	0	488	414000
1760	3	0	306	455000
1051	37	0	411	230000
1534	5	0	306	433000
2611	57	0	306	841000
1162	11	1	635	297000
1002	88	0	306	229000
1633	96	0	1126	255000
1076	14	0	306	274000
3310	7	1	1126	679000
3895	36	0	306	1336000
3159	22	0	306	1045000
1501	78	0	411	421000
3515	31	0	1126	591000
1614	73	0	306	384000
4152	56	0	635	1280000
3261	28	1	955	949000
1956	91	0	1126	234000
1042	13	0	817	160000
1254	37	1	955	122000
1057	13	0	635	238000
4512	58	0	635	1343000
1353	98	0	1126	133000
1108	53	0	306	256000
2347	26	1	955	534000
1991	51	0	306	637000
2370	42	0	1126	487000
3158	97	1	306	789000
3464	63	0	411	989000
3600	41	0	306	1189000
3723	55	0	306	1261000
2501	70	0	635	515000
2684	89	0	955	629000
2828	97	1	306	905000
2127	100	0	488	568000
3081	41	0	955	729000
1484	96	0	488	310000
1150	87	0	306	320000
3633	25	0	1126	629000
1002	83	0	306	220000
1975	28	1	817	498000
3442	9	1	635	748000
1447	22	1	306	340000
4425	38	0	635	1299000
2224	97	1	411	621000
1194	17	1	411	210000
1048	65	0	306	240000
1015	45	0	488	149000
1401	48	0	411	389000
2328	27	0	306	594000
1266	47	0	635	220000
1032	47	0	306	267000
1596	70	0	306	467000
2650	44	0	306	873000
2833	15	0	411	714000
1128	77	0	411	234000
4440	18	0	635	1138000
1188	93	0	306	321000
1406	9	0	306	414000
2363	61	1	488	643000
1159	29	0	411	312000
1004	95	0	635	143000
1217	55	0	411	289000
1849	79	0	955	194000
2117	52	1	817	300000
1038	14	0	306	205000
1226	85	0	488	216000
1007	13	0	817	138000
1545	8	0	1126	126000
1957	14	1	817	466000
1477	1	0	411	289000
2080	61	0	635	540000
1055	23	1	411	295000
1598	57	0	306	434000
3391	24	0	955	855000
3001	29	0	1126	632000
1159	89	0	411	317000
1580	36	0	488	361000
1079	10	1	635	247000
3006	54	1	306	907000
1728	42	0	1126	117000
1102	43	0	306	229000
1032	51	1	306	220000
3231	17	0	306	1091000
3434	25	0	635	1117000
1677	40	0	306	528000
1362	11	0	635	316000
1180	45	0	306	306000
1332	1	0	635	176000
1040	86	0	488	204000
2713	95	0	306	841000
2141	26	0	488	472000
1571	49	0	411	404000
1023	75	0	306	286000
3880	1	0	306	1100000
3257	61	0	411	946000
4055	47	0	635	1088000
1015	63	0	306	226000