Choose two comparable college towns. Develop a predictive, model for the sale price of a house for each college town. Explore loglinear transformations, dummy variables, and interactions of the relevant predictor variables. Use model selection criteria to select the best predictive model. Interpret your results with reference to well-formatted figures and tables.

Record	Sale_amount	Sale_date	Beds	Baths	Sqft_home	Sqft_lot	Type	Build_year	Town	University
1	295000	5/31/2016	5	3	2020	38332.8	Single Family	1976	Ames, IA	Iowa State University
2	240000	6/20/2016	4	2	1498	54014.4	Single Family	2002	Ames, IA	Iowa State University
3	385000	5/31/2016	5	4	4000	85813.2	Single Family	2001	Ames, IA	Iowa State University
4	268000	4/12/2016	3	2.5	2283	118918.8	Single Family	1972	Ames, IA	Iowa State University
5	186000	4/5/2016	3	1.25	1527	15681.6	Single Family	1975	Ames, IA	Iowa State University
6	302500	3/2/2016	4	3	3117	33105.6	Single Family	1976	Ames, IA	Iowa State University
7	223000	6/2/2016	3	2	1218	25264.8	Single Family	1975	Ames, IA	Iowa State University
8	225000	5/7/2016	3	3	3000	30056.4	Single Family	1969	Ames, IA	Iowa State University
9	215000	4/14/2016	5	2	2963	14374.8	Single Family	1965	Ames, IA	Iowa State University
10	285100	2/12/2016	3	4	1680	48351.6	Single Family	1987	Ames, IA	Iowa State University
11	269000	6/1/2016	3	2	1682	43560	Single Family	1932	Ames, IA	Iowa State University
12	650000	6/2/2016	4	3.5	2535	82764	Single Family	1998	Ames, IA	Iowa State University
13	203500	4/18/2016	4	2	1277	10628	Single Family	1970	Ames, IA	Iowa State University
14	265000	6/28/2016	4	2.5	1340	10290	Single Family	1998	Ames, IA	Iowa State University
15	180000	2/24/2016	3	3.5	1709	13068	Single Family	1991	Ames, IA	Iowa State University
16	192000	2/29/2016	3	3	1470	8139	Single Family	1995	Ames, IA	Iowa State University
17	246500	3/23/2016	4	3.5	1776	8712	Single Family	1996	Ames, IA	Iowa State University
18	258000	6/14/2016	4	2.5	1752	9174	Single Family	1996	Ames, IA	Iowa State University
19	240500	3/17/2016	3	2.25	1502	6821	Single Family	1985	Ames, IA	Iowa State University
20	218000	7/1/2016	2	3.25	1864	28749.6	Single Family	1978	Ames, IA	Iowa State University
21	249000	5/20/2016	3	2.25	1381	13939.2	Single Family	1983	Ames, IA	Iowa State University
22	246000	6/24/2016	3	2.75	1969	11761.2	Single Family	1977	Ames, IA	Iowa State University
23	264000	4/29/2016	3	2	1660	13068	Single Family	1979	Ames, IA	Iowa State University
24	180000	7/15/2016	3	3	1277	10140	Single Family	1975	Ames, IA	Iowa State University
25	196000	4/4/2016	4	3	1768	10000	Single Family	1973	Ames, IA	Iowa State University
26	262000	6/15/2016	3	1.75	1650	14374.8	Single Family	1900	Ames, IA	Iowa State University
27	138000	5/10/2016	3	1	845	8712	Single Family	1970	Ames, IA	Iowa State University
28	143500	5/10/2016	2	1	858	7340	Single Family	1971	Ames, IA	Iowa State University
29	122000	5/10/2016	2	2	987	1680	Single Family	1972	Ames, IA	Iowa State University