Project

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Project_Rough_Draft1.xlsx
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description

price price the home was sold for
above above ground living space (sq ft)
AC 1 if home has air conditioning, 0 if not
acres size of lot home sits on (acres) Base case = normal
age age of home at time of sale Base case = spring
basement below ground finished living space (sq ft)
baths number of full- or 3/4-baths
beds number of bedrooms
car number of covered stalls for parking cars
cond overall condition of home (BelowNormal, Normal, or AboveNormal)
rooms number of rooms, which are not bedrooms
season season at time of sale (winter, spring, summer, or fall)
toilets number of 1/2-baths
walkout 1 if home has a walkout basement, 0 if not
Data collected from Polk County (Iowa) Assessor
http://www.assess.co.polk.ia.us/index.html
http://www.assess.co.polk.ia.us/index.html

data original

price above AC acres age basement baths beds car Above Normal Below Normal rooms Summer Fall Winter toilets walkout
92500 1122 1 0.149 66.5 0 1 2 0 0 0 3 0 0 0 0 0
107000 706 1 0.242 64.3 0 1 2 0 1 0 2 0 0 0 0 0
88000 893 1 0.229 60.2 432 1 3 0 1 0 2 0 0 1 0 0
160000 1301 1 0.175 54.8 400 1 3 0 1 0 2 0 1 0 1 0
170000 1567 1 0.197 89.8 0 2 3 0 1 0 3 0 1 0 0 0
161900 1336 1 0.252 73.8 0 2 3 1 1 0 3 1 0 0 0 0
62500 1600 1 0.152 97 0 1 3 0 0 0 2 0 0 1 0 0
122000 988 1 0.208 51.8 450 1 3 1 1 0 2 0 1 0 0 0
145000 1050 1 0.153 92.1 0 1 2 0 1 0 4 0 0 1 0 0
207500 1795 1 0.187 89.8 0 3 3 0 1 0 4 0 1 0 0 0
50000 824 1 0.471 96.4 0 1 2 0 0 0 3 0 0 0 0 0
205350 2080 1 0.198 91.4 0 1 3 2 1 0 4 0 0 0 3 0
104500 1335 1 0.149 108.2 484 2 3 0 1 0 2 0 0 1 0 0
162500 1673 1 0.232 24.8 0 2 3 2 0 0 3 0 1 0 0 0
98500 1056 0 0.161 65.8 0 1 2 0 1 0 2 0 1 0 0 0
168700 1567 1 0.162 87.5 0 1 3 0 1 0 3 0 0 0 0 0
217250 1589 1 0.364 88.6 0 2 3 0 1 0 4 1 0 0 0 0
103000 1008 1 0.234 85.2 0 1 2 0 1 0 3 0 0 1 0 0
55000 872 1 0.153 97.8 0 1 2 0 0 0 2 0 1 0 0 0
156700 1402 1 0.482 49.9 600 2 3 0 1 0 4 0 1 0 1 0
144000 1303 1 0.155 67.6 0 2 4 0 1 0 3 1 0 0 0 0
109000 1108 1 0.193 58.5 400 1 3 1 1 0 3 0 0 0 0 0
165000 1393 1 0.202 25.1 0 2 3 2 0 0 2 0 0 1 1 0
87000 1264 1 0.169 100 0 1 2 0 0 1 3 0 1 0 0 0
125000 1404 1 0.256 30.9 0 1 4 0 1 0 2 0 1 0 0 0
115000 864 1 0.243 58.7 400 1 2 1 0 0 2 1 0 0 0 0
115000 928 1 0.144 11.3 500 1 3 0 1 0 2 0 0 0 0 0
119500 1088 1 0.161 75.1 0 1 2 0 0 0 3 0 0 1 0 0
247500 1693 1 0.273 73.9 380 2 3 2 1 0 4 0 1 0 1 0
42000 1380 1 0.149 113.9 0 1 4 0 0 0 4 0 1 0 0 0
118000 1008 1 0.166 65.5 0 1 3 0 1 0 2 1 0 0 0 0
84000 768 0 0.161 68.1 0 1 2 0 0 0 2 0 0 1 0 0
106480 999 1 0.152 82.6 0 1 2 0 1 0 3 1 0 0 1 0
330000 2701 1 0.451 23.5 600 3 4 2 0 0 4 0 0 0 1 0
98000 1010 1 0.484 89.5 0 1 2 0 1 0 3 1 0 0 1 0
99500 925 1 0.206 54.3 0 1 3 1 0 0 2 0 0 0 1 0
84900 960 1 0.608 96.2 0 1 2 0 1 0 3 0 0 1 0 0
189900 2056 1 0.372 48.6 0 2 4 2 1 0 4 1 0 0 1 0
165000 1438 1 0.28 85.5 0 1 2 1 1 0 5 0 0 0 1 0
65000 768 0 0.158 89.7 0 1 2 0 1 0 3 1 0 0 0 0
180000 1574 1 0.138 80.7 0 2 3 0 1 0 3 1 0 0 0 0
119000 892 1 0.183 49.1 400 1 2 0 1 0 3 0 0 1 1 0
196000 1456 1 0.173 7.6 600 3 3 2 0 0 3 1 0 0 1 0
35500 890 0 0.156 95.2 0 1 2 0 0 0 3 0 0 1 0 0
163000 1704 1 0.209 51.1 700 1 4 0 1 0 3 0 0 1 1 1
64900 996 0 0.289 79.8 0 1 2 0 0 1 2 0 1 0 0 0
174000 1542 1 0.316 6.4 0 2 3 2 0 0 2 0 0 0 1 1
103390 1019 1 0.161 54.7 0 1 3 0 0 0 2 1 0 0 0 0
150000 1620 1 0.319 58.9 0 1 3 2 1 0 3 0 1 0 0 0
103600 1409 1 0.16 91.4 0 1 3 0 0 0 2 0 0 0 0 0
76000 1019 1 0.172 56.1 500 1 2 0 0 0 3 0 0 1 0 0
425000 2538 1 0.445 108.3 0 2 4 0 1 0 4 0 0 0 1 0
106000 720 1 0.161 73.6 350 1 2 0 1 0 2 1 0 0 0 0
123500 864 1 0.26 41.7 750 2 3 0 1 0 2 1 0 0 0 0
179000 1393 1 0.499 85.4 0 1 2 0 1 0 2 0 0 0 1 0
200000 2136 1 0.776 35.3 0 2 3 3 0 0 3 0 0 0 0 0
290000 2221 1 0.247 76.2 750 2 3 0 1 0 4 0 0 1 1 0
175000 1477 1 0.193 73.9 0 2 2 1 1 0 5 0 1 0 0 0
148000 1385 1 0.183 9.4 0 2 3 2 0 0 2 0 0 0 1 0
97500 1470 1 0.152 102.8 0 2 4 0 1 0 4 0 1 0 0 0
155000 1476 1 0.175 60.9 550 1 3 0 1 0 4 0 1 0 2 0
79000 905 0 0.172 118 0 2 2 0 1 0 5 0 1 0 1 0
152000 1699 1 0.153 62.4 0 2 4 0 0 0 3 0 0 0 0 0
212000 1400 1 0.174 84.6 0 1 3 0 1 0 3 1 0 0 1 0
85000 1052 1 0.167 51.9 0 1 3 0 1 0 2 0 1 0 0 0
124000 1400 1 0.217 44 0 1 3 0 1 0 4 0 0 1 1 0
153500 1382 1 0.131 20.7 0 2 3 2 0 0 3 0 1 0 0 0
105000 1298 1 0.189 55.3 0 1 3 0 0 0 2 0 0 0 1 0
330000 2389 1 0.229 62.3 0 2 3 0 1 0 4 0 0 0 0 0
95000 672 1 0.177 64.4 300 1 2 0 1 0 2 0 0 0 0 0
59000 897 1 0.153 65.1 0 1 2 0 0 0 2 0 0 1 0 0
52200 1380 1 0.149 113.9 0 1 4 0 0 0 4 0 1 0 0 0
127000 1037 1 0.139 64.4 525 1 3 0 1 0 2 0 0 0 0 0
68500 870 0 0.144 63.8 0 1 2 0 0 0 3 0 1 0 0 0
84000 945 1 0.182 72.8 0 1 2 0 0 0 3 0 1 0 0 0
132500 1056 1 0.218 38.7 0 2 4 0 0 0 2 1 0 0 0 0
34150 790 0 0.145 93.4 0 1 1 0 0 1 3 0 0 0 0 0
65000 1016 1 0.168 63.5 0 1 3 0 1 0 2 0 0 0 0 0
127000 1040 1 0.468 41.3 500 1 3 2 0 0 2 0 0 0 1 0
167000 1504 1 0.161 84.6 0 1 3 0 1 0 3 1 0 0 0 0
162000 1050 1 0.166 80.4 350 1 3 0 1 0 3 0 0 0 1 0
248500 1762 1 0.2 11.4 0 3 3 3 0 0 4 0 0 0 1 1
158000 1598 1 0.163 90.6 850 2 3 0 1 0 3 1 0 0 0 0
98000 1190 0 0.12 103.6 0 1 2 0 1 0 2 1 0 0 0 0
78000 1666 1 0.3 107 144 1 4 0 0 0 3 0 1 0 1 0
127500 824 1 0.169 86.8 0 1 2 0 1 0 4 0 1 0 0 0
136000 2114 1 0.186 34.9 840 2 3 0 0 0 5 0 1 0 0 0
95000 880 1 0.145 27.5 0 1 2 0 1 0 2 0 0 0 0 0
73800 1229 1 0.147 89.8 0 1 3 0 0 0 2 0 1 0 0 0
61750 672 0 0.161 73.5 0 1 2 0 0 0 2 1 0 0 0 0
100000 1144 1 0.172 56.2 750 2 3 0 1 0 2 0 0 1 1 0
70000 1182 1 0.305 34.4 0 1 3 1 0 0 3 0 0 0 1 0
264500 2108 1 0.231 86.5 0 2 4 0 1 0 5 0 0 0 0 0
118000 940 1 0.165 67.7 216 1 2 0 1 0 3 1 0 0 0 0
119000 962 1 0.161 98.5 0 1 2 0 1 0 3 0 0 0 0 0
78000 1544 1 0.152 91.8 0 1 3 0 0 0 3 1 0 0 0 0
82500 1365 1 0.213 92.4 0 1 3 0 1 0 2 0 0 0 0 0
105500 1010 1 0.172 92.3 0 1 2 0 1 0 3 0 0 1 0 0
123000 1298 1 0.197 74.7 0 1 2 0 0 0 3 1 0 0 0 0
135000 1248 0 0.632 62.5 700 2 2 2 0 0 2 1 0 0 0 0
35000 864 0 0.117 109.2 0 1 2 0 0 1 2 0 0 1 0 0
107500 1040 1 0.175 50.4 250 1 3 0 1 0 2 0 0 0 1 0
179900 1304 1 0.172 10.4 0 2 2 2 0 0 4 0 0 0 0 1
99000 884 1 0.149 57 660 1 2 0 1 0 3 0 1 0 0 0
160000 1188 1 0.22 5.9 1100 2 3 0 0 0 2 0 1 0 0 1
89300 768 1 0.218 50.6 0 1 2 0 1 0 2 1 0 0 0 0
170000 1317 1 0.271 97.6 0 2 3 0 1 0 5 1 0 0 0 0
110000 864 1 0.184 45 0 1 3 0 0 0 2 0 1 0 0 0
90000 822 1 0.227 67.6 0 1 2 0 1 0 2 1 0 0 0 0
133500 1340 1 0.176 98.8 0 1 2 0 1 0 3 0 1 0 0 0
125000 1753 1 0.18 89.3 0 2 3 0 1 0 4 0 0 1 0 0
114900 1085 0 0.377 91.6 500 1 2 0 1 0 2 1 0 0 0 0
103000 1440 1 0.152 101.4 0 1 3 0 0 0 3 0 0 0 1 0
149900 1115 1 0.16 5.7 0 2 3 0 0 0 2 1 0 0 0 0
165000 1185 1 0.194 56.4 0 1 3 0 1 0 2 0 0 0 0 0
363500 1708 1 0.48 54.2 800 3 3 2 0 0 3 0 0 1 0 0
85000 864 1 0.199 102.2 0 1 2 0 0 0 2 0 0 1 0 0
55000 864 1 0.15 98.2 0 1 2 0 0 0 3 0 0 1 0 0
102500 675 1 0.152 58.6 450 1 2 0 1 0 2 1 0 0 1 0
82500 912 1 0.251 93.2 0 1 3 0 0 0 6 0 0 1 0 0
145000 1401 0 0.228 61.9 150 1 2 2 1 0 3 0 1 0 1 0
87500 922 1 0.185 89.5 432 1 2 0 1 0 3 0 0 0 0 0
125000 1400 1 0.188 42.5 200 1 4 2 1 0 3 1 0 0 1 0
119500 889 1 0.199 72.2 0 1 3 1 0 0 2 0 0 1 0 0
26000 928 0 0.149 103.5 0 1 2 0 0 1 3 0 0 0 0 0
200000 1400 1 0.275 6.7 910 3 3 2 0 0 2 1 0 0 0 1
148000 853 1 0.193 51.6 800 2 3 1 1 0 1 1 0 0 0 0
40000 1796 1 0.176 94.6 144 2 3 0 0 1 6 1 0 0 0 0
75000 876 1 0.193 67.2 0 1 2 0 0 0 2 0 0 1 0 0
87000 836 1 0.189 63.8 0 1 2 0 1 0 2 0 1 0 0 0
155000 1708 1 0.231 65.8 0 1 3 0 1 0 4 0 1 0 0 0
140000 1138 1 0.264 54.5 528 1 4 2 1 0 2 1 0 0 1 0
70000 856 1 0.16 98.9 0 1 2 0 0 0 3 0 1 0 0 0
80000 1168 1 0.629 74.3 0 1 3 0 0 0 2 0 0 1 0 0
215120 1695 1 0.22 1.6 0 2 3 3 0 0 4 1 0 0 1 0
128000 964 1 0.16 63.9 350 1 2 0 1 0 3 0 1 0 0 0
95000 1068 1 0.408 59.5 350 1 2 0 0 0 3 0 0 0 0 0
126000 1120 1 0.166 6.3 0 2 3 0 0 0 2 0 0 0 0 1
96000 912 1 0.152 96.6 0 1 2 0 1 0 3 1 0 0 0 0
109000 1372 1 0.172 53.8 0 1 3 0 1 0 2 1 0 0 1 0
147000 1040 1 0.19 6.9 0 2 3 0 0 0 1 0 1 0 0 0
65000 1296 1 0.164 103.6 0 1 3 2 0 0 3 1 0 0 0 0
70000 898 1 0.289 62.4 0 1 2 0 0 0 2 0 0 0 0 0
122000 1370 0 0.222 63.7 0 1 3 0 0 0 2 1 0 0 1 0
102700 1241 1 0.49 93.7 0 1 3 0 1 0 3 1 0 0 0 0
100000 1123 1 0.148 38.3 0 1 3 0 0 0 3 0 0 0 0 0
95500 912 1 0.175 53.9 0 1 3 1 1 0 2 0 1 0 0 0
160000 1571 1 0.196 12.3 0 2 3 3 0 0 3 0 0 0 1 0
182500 1800 1 0.164 10.2 0 2 3 2 0 0 3 0 0 0 1 0
132500 1157 1 0.163 92.7 0 1 3 0 1 0 2 1 0 0 0 0
45000 660 0 0.344 91.8 0 1 1 0 0 0 2 0 1 0 0 0
148000 1131 1 0.215 58.6 0 1 3 0 1 0 2 1 0 0 0 0
121000 1518 1 0.255 62.5 300 1 3 0 1 0 2 1 0 0 1 0
49900 660 1 0.146 98.2 0 1 2 0 0 0 2 0 0 1 0 0
71000 786 1 0.169 62.4 350 1 2 0 0 0 2 0 0 0 0 0
68000 720 1 0.172 64.7 0 1 2 0 0 0 2 1 0 0 0 0
124000 1663 1 0.318 62.2 0 1 4 0 1 0 3 0 0 1 0 0
123000 1078 1 0.356 42.2 280 1 3 2 1 0 2 0 0 1 0 0
137500 1100 1 0.227 46.3 650 2 4 0 1 0 1 0 0 0 0 0
147500 1177 1 0.179 60.7 436 2 3 0 1 0 3 1 0 0 0 0
82000 672 1 0.152 73.2 400 2 2 0 1 0 2 0 0 1 0 0
80000 1596 1 0.893 58.3 0 1 4 0 1 0 5 0 0 0 1 0
222000 2172 1 0.201 8.9 632 4 3 2 0 0 2 0 1 0 1 1
102900 868 1 0.162 72.5 868 1 2 0 1 0 2 0 0 0 1 0
68450 968 0 0.152 100.5 0 1 2 0 0 0 2 0 0 0 0 0
154000 1063 1 0.181 9.9 750 2 3 2 0 0 3 0 1 0 0 0
97000 900 1 0.158 40.5 0 1 3 0 1 0 2 1 0 0 0 0
72000 864 0 0.152 88.7 0 1 2 0 1 0 3 1 0 0 0 0
118900 900 1 0.312 51.5 0 1 3 0 1 0 2 1 0 0 0 0
82500 995 0 0.149 75.6 0 1 3 0 1 0 2 1 0 0 0 0
105000 1621 1 0.182 107.8 0 1 3 0 0 0 3 0 1 0 0 0
136500 1114 1 0.143 93.6 0 2 3 0 1 0 3 1 0 0 0 0
65000 1883 1 0.143 59.3 0 1 4 0 0 1 2 0 0 0 1 0
95900 662 1 0.203 56.9 0 1 2 0 1 0 2 0 1 0 0 0
159000 1342 1 0.198 52.3 700 1 3 0 1 0 2 0 0 0 1 0
70450 660 1 0.575 88.8 0 1 2 0 0 0 2 0 1 0 0 0
165000 1932 1 0.208 83.5 700 1 3 1 1 0 4 0 0 0 0 0
86000 1113 1 0.195 75.5 230 1 2 1 0 1 3 0 0 0 0 0
140000 1217 1 0.166 15 676 3 4 2 0 0 4 0 0 1 0 0
150000 1075 1 0.242 48.1 600 1 3 0 1 0 2 0 0 1 1 0
113000 912 1 0.186 61.1 300 1 3 0 0 0 2 0 0 1 0 0
187500 1719 1 0.224 12.6 0 2 3 2 0 0 4 1 0 0 1 1
158000 1208 1 0.21 17.3 676 2 3 2 0 0 3 0 0 0 0 0
132000 858 1 0.2 97.7 0 1 2 0 1 0 3 1 0 0 0 0
102000 1056 1 0.186 62.6 400 1 2 0 1 0 2 1 0 0 0 0
120000 970 1 0.272 52.5 400 2 3 0 1 0 2 0 0 0 0 0
75000 1030 1 0.146 96.8 0 1 2 0 1 0 2 1 0 0 0 0
122000 1057 1 0.154 74.3 0 1 3 0 0 0 3 0 0 0 0 0
77900 784 1 0.304 75.5 0 1 2 0 1 0 2 0 0 0 0 0
129900 985 1 0.184 55.9 0 1 3 0 1 0 2 0 1 0 0 0
31250 790 0 0.146 94.6 0 1 2 0 1 0 2 1 0 0 0 0
53000 1278 0 0.142 104 400 1 3 0 0 0 2 0 1 0 0 0
115000 744 1 0.179 64.9 0 1 2 0 1 0 2 0 1 0 0 0
131500 941 1 0.176 42.4 456 2 2 0 1 0 3 0 0 0 0 0
109500 802 1 0.199 22.7 350 1 2 0 0 1 2 0 1 0 0 1
108900 802 1 0.227 21.4 743 1 2 0 1 0 2 0 0 0 0 1
119900 1202 1 0.161 96.7 0 1 2 0 1 0 4 1 0 0 0 0
37000 840 1 0.159 91.9 0 1 2 0 0 1 3 0 1 0 0 0
79900 1238 0 0.149 61.4 0 1 3 0 0 1 2 0 0 0 0 0
75000 884 1 0.163 53.2 0 1 3 0 0 0 2 0 0 1 1 0
104000 1060 1 0.135 59.9 0 1 2 0 1 0 2 0 1 0 0 0
69500 1040 1 0.126 101.8 0 1 3 0 1 0 3 0 1 0 0 0
94900 1301 1 0.227 65.9 0 1 4 0 0 0 2 0 1 0 0 0
127500 1040 1 0.663 96.1 0 1 3 0 1 0 3 0 0 1 0 0
160000 1227 1 0.157 65.3 0 1 3 0 1 0 2 0 0 0 0 0
209000 1607 1 0.138 90.4 288 2 3 0 1 0 4 0 0 0 0 0
187000 1864 1 0.285 13.8 0 2 3 3 0 0 3 0 1 0 1 1
88500 1339 1 0.156 46.4 0 2 4 0 0 0 3 0 0 0 0 0
35000 660 0 0.152 47.3 0 1 2 0 0 0 2 0 0 0 0 0
44000 1468 1 0.129 60.2 0 1 3 0 0 0 3 0 0 1 0 0
79900 1209 1 0.172 66.7 0 1 2 0 1 0 2 1 0 0 0 0
75500 1209 1 0.212 47.2 0 1 3 0 0 0 2 0 0 1 0 0
144320 1224 1 0.381 46.8 0 2 2 0 1 0 4 0 1 0 0 0
122000 825 1 0.291 66.5 300 1 2 1 1 0 3 1 0 0 0 0
141000 1151 1 0.355 32.5 0 1 2 2 1 0 3 1 0 0 0 0
105000 1336 1 0.207 74.6 0 1 2 0 1 0 3 1 0 0 0 0
170000 2009 1 0.789 63.4 260 2 3 0 1 0 3 0 0 0 0 0
260000 2370 1 0.24 41.7 0 2 4 0 1 0 4 1 0 0 0 0
202000 1818 1 0.501 27 0 2 3 2 1 0 3 0 0 1 1 0
99500 826 1 0.152 55.4 0 1 3 0 0 0 2 0 0 0 0 0
149000 1098 1 0.422 43.8 500 1 3 0 0 0 2 0 1 0 1 0
165000 1364 1 0.251 1.2 0 2 3 2 0 0 3 0 0 0 1 0
78500 740 1 0.26 43 350 2 2 0 0 0 2 0 0 1 0 0
161900 1104 1 0.258 30.6 300 2 3 2 1 0 3 1 0 0 0 0
98000 752 1 0.149 88.7 0 1 2 0 1 0 2 1 0 0 1 0
80000 902 1 0.134 50.1 250 2 2 0 1 0 3 0 0 1 0 0
103000 1122 1 0.192 47.4 0 1 3 0 1 0 3 0 0 0 1 0
200000 1267 1 0.17 84.6 0 1 3 0 1 0 2 1 0 0 1 0
320000 1782 1 0.411 59.8 700 3 4 3 1 0 4 0 1 0 1 0
59000 1264 1 0.336 57.5 500 2 2 0 1 0 3 0 0 0 0 0
90000 1513 1 0.344 107.9 0 1 4 0 1 0 2 0 1 0 0 0
184500 2066 0 0.115 121.5 0 2 3 0 1 0 4 0 0 0 0 0
126000 844 1 0.165 67.7 357 2 2 0 1 0 2 1 0 0 0 0
80000 1088 1 0.179 57.1 544 1 3 0 0 0 2 0 0 1 1 0
125000 1088 1 0.173 66.5 330 1 3 0 0 0 2 0 0 0 0 0
110000 929 1 0.193 26.1 360 1 3 0 1 0 2 0 0 1 0 0
127000 917 0 0.164 64.3 450 1 3 0 1 0 3 0 0 0 1 0
54900 738 0 0.175 63.5 0 1 1 0 0 0 2 0 0 0 0 0
147500 1326 1 0.156 11.2 972 2 3 2 0 0 2 0 0 1 0 0
193500 2002 1 0.239 16.6 900 2 4 2 0 0 2 1 0 0 1 0
88500 907 1 0.149 72.6 0 1 2 0 1 0 2 1 0 0 0 0
54080 884 1 0.202 57.4 0 1 3 0 0 0 2 0 0 0 0 0
112000 1144 1 0.23 7.2 0 2 3 0 0 0 2 0 0 1 0 0
210000 2004 1 0.313 12.9 0 2 3 2 0 0 3 0 1 0 1 0
100000 924 1 0.148 59.9 0 1 3 0 0 0 2 0 1 0 0 0
225000 2033 1 0.152 75.2 0 1 3 0 1 0 4 0 0 1 1 0
70000 768 1 0.201 63 0 1 2 0 1 0 2 0 1 0 0 0
79000 956 1 0.152 118.8 0 1 2 0 1 0 3 0 1 0 0 0
108900 936 1 0.191 58.4 468 1 2 1 1 0 3 0 0 0 1 0
133000 950 1 0.172 39.9 460 1 3 0 1 0 2 0 1 0 1 0
110000 840 0 0.145 44.1 0 1 3 0 1 0 2 0 0 1 0 0
140000 1388 1 0.16 74 0 2 4 0 1 0 2 0 0 1 0 0
100000 1144 0 0.156 56.3 0 1 2 0 0 1 2 0 0 0 0 0
89000 804 1 0.161 72.5 0 1 2 0 1 0 2 0 0 0 0 0
160000 1168 1 0.191 61.6 0 1 3 0 1 0 2 1 0 0 0 0
113500 1477 1 0.151 89 0 1 3 0 1 0 3 0 1 0 0 0
90000 672 1 0.447 94.8 0 1 2 0 1 0 2 0 1 0 0 0
108000 1068 1 0.155 86.8 352 2 2 0 1 0 4 0 1 0 0 0
175000 1458 1 0.703 15.5 800 3 3 2 0 0 2 1 0 0 0 1
182000 1688 1 0.179 87.5 600 2 3 0 1 0 3 0 0 0 0 0
124000 1282 1 0.447 44.4 0 1 3 0 1 0 2 0 0 0 0 0
126500 1102 0 0.141 61.9 400 2 3 0 1 0 2 0 1 0 0 0
106500 1877 1 0.273 41.2 900 3 3 0 0 1 3 0 0 1 0 0
141000 1932 1 0.208 82.4 700 1 3 1 1 0 4 0 0 0 0 0
80000 672 0 0.157 71.8 0 1 2 0 1 0 2 0 1 0 0 0
122500 1248 1 0.194 51.9 400 1 2 1 1 0 5 0 1 0 0 0
105000 1140 1 0.344 52.9 560 2 4 0 1 0 2 0 1 0 0 0
114000 992 1 0.161 73.4 0 1 2 0 0 0 3 0 0 0 0 0
65000 1302 1 0.348 56 0 1 3 2 0 0 2 0 1 0 0 0
67900 764 1 0.152 96.3 350 1 1 0 0 0 3 0 0 0 0 0
127000 1134 1 0.175 58.4 0 1 3 0 1 0 3 0 0 0 0 0
80000 928 1 0.169 99.9 0 1 2 0 0 0 3 0 1 0 0 0
82500 1085 1 0.184 51 0 1 3 0 1 0 2 0 1 0 0 0
30000 924 1 0.152 102 800 1 2 0 0 0 4 0 1 0 0 0
126000 1378 1 0.212 56.7 260 1 4 0 1 0 2 1 0 0 1 0
129000 1000 1 0.574 63 550 2 4 0 0 0 1 0 1 0 0 0
139900 1054 1 0.194 22.6 750 1 3 0 0 0 2 1 0 0 1 0
57000 960 1 0.507 64.4 0 1 2 0 0 1 2 0 0 0 1 0
85000 1336 0 0.202 109.8 0 1 2 0 1 0 5 1 0 0 0 0
49000 884 1 0.193 33.9 0 1 2 0 1 0 2 0 1 0 0 0
64000 752 1 0.161 66.7 200 1 2 0 1 0 2 1 0 0 0 0
141000 1208 1 0.154 16.5 676 2 3 2 0 0 3 0 0 0 0 0
139900 1360 1 0.265 75.3 0 2 2 0 0 0 4 0 0 0 0 0
263000 1909 1 0.319 92.2 0 1 3 0 1 0 5 0 0 1 1 0
63000 750 0 0.172 72.8 0 1 3 0 1 0 2 1 0 0 0 0
53000 707 0 0.145 94.2 0 1 2 0 0 0 2 0 0 1 0 0
97500 690 1 0.256 64.9 170 1 2 0 1 0 2 0 1 0 0 0
72420 1449 1 0.139 114.8 0 2 2 0 1 0 5 1 0 0 1 0
120000 924 1 0.172 55.7 600 1 3 0 1 0 2 1 0 0 0 0
202000 1610 1 0.443 78.8 0 2 3 0 1 0 3 1 0 0 0 0
64900 940 1 0.155 59.6 0 1 2 0 1 0 2 1 0 0 0 0
130000 992 1 0.193 54.4 0 1 3 0 1 0 2 0 0 0 0 0
117000 914 1 0.213 46.4 0 1 3 0 1 0 2 0 0 0 1 0
180000 1792 1 0.218 11.4 500 3 4 2 0 0 2 0 0 0 1 0
248500 1932 1 0.255 95.5 0 3 3 0 1 0 3 0 0 0 0 0
110000 1510 0 0.162 104.7 0 1 3 0 0 0 3 1 0 0 0 0
130000 1040 1 0.179 55.3 600 2 3 0 1 0 2 0 0 0 1 0
149900 1078 1 0.193 47.1 765 1 3 0 1 0 3 0 0 1 1 0
177500 1255 1 0.206 9.8 800 3 3 2 0 0 2 0 1 0 0 1
129900 940 1 0.165 67.9 0 1 2 0 1 0 3 0 1 0 0 0
114500 1275 1 0.207 58 0 1 3 0 0 0 3 0 1 0 0 0
86500 765 1 0.287 73.8 300 1 2 0 1 0 2 1 0 0 0 0
115000 836 1 0.152 103.2 0 1 2 0 1 0 2 0 0 1 0 0
23000 672 1 0.172 57.3 0 1 2 0 0 1 2 0 0 0 0 0
134000 1254 1 0.18 55.3 0 1 2 0 0 0 3 0 0 0 1 0
180000 2015 1 0.248 49.9 0 2 3 2 1 0 3 0 1 0 1 0
124500 864 1 0.462 63.3 0 1 3 0 0 0 2 0 0 0 0 0
120000 1020 1 0.193 48.6 500 1 3 0 0 0 3 1 0 0 1 0
149500 1192 1 0.191 55.7 0 1 3 0 1 0 2 1 0 0 1 0
88000 1344 1 0.119 87.5 0 1 3 0 1 0 4 1 0 0 0 0
192500 1740 1 0.23 47.5 0 2 3 0 1 0 3 1 0 0 0 0
88000 864 1 0.318 59.4 200 1 3 0 0 0 3 0 0 0 0 0
131000 903 1 0.482 90.9 850 1 2 0 1 0 2 0 1 0 0 0
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175000 1318 1 0.22 13.6 0 2 2 2 0 0 3 1 0 0 0 0
215500 2319 1 0.23 9.3 0 2 4 3 0 0 2 0 0 0 1 1
87000 1012 1 0.172 54.9 0 1 3 0 1 0 2 0 1 0 1 0
113000 1372 1 0.172 42.4 0 1 3 0 1 0 2 0 0 0 1 0
55700 660 1 0.367 73.3 0 1 2 0 0 0 2 0 0 0 0 1
199000 2004 1 0.258 46.8 0 2 4 2 1 0 4 1 0 0 1 0
146690 2212 1 0.129 76.1 400 1 3 0 1 0 4 0 0 1 1 0
164900 1474 1 0.177 4.7 0 2 3 2 0 0 3 0 1 0 1 0
94000 1038 1 0.152 35.5 515 1 2 0 1 0 2 0 0 0 0 0
185500 1727 1 0.328 36.4 400 2 3 2 1 0 5 0 0 0 1 0
41000 700 0 0.16 55.2 400 1 2 0 0 1 2 0 0 1 0 0
92500 660 1 0.162 91.3 0 1 2 0 1 0 2 0 0 0 0 0
131000 1114 1 0.161 31.6 0 1 2 0 1 0 3 1 0 0 1 0
109000 916 1 0.115 36.5 720 1 3 0 1 0 2 0 0 0 1 0
119000 1288 1 0.147 105.9 0 1 3 0 0 0 3 0 1 0 1 0
60000 770 1 0.149 103 0 1 2 0 1 0 2 0 1 0 0 0
104500 1460 0 0.126 58.6 0 2 2 0 1 0 5 1 0 0 0 0
185000 2371 1 0.371 31.3 450 3 4 3 1 0 4 0 0 0 1 0
146500 1360 1 0.162 76 0 1 3 0 1 0 4 0 0 1 0 0
172500 1681 1 0.223 92.6 0 1 3 0 1 0 5 1 0 0 1 0
80000 1312 0 0.367 59.5 0 1 3 0 0 0 2 0 0 0 0 0
193000 2523 1 0.226 21.7 0 2 3 2 0 0 5 0 1 0 1 0
67100 864 1 0.164 64.7 0 1 3 0 1 0 2 1 0 0 0 0
120000 1416 1 0.266 62 708 1 3 2 0 0 3 0 0 1 1 0
103000 864 1 0.199 58.2 0 1 2 0 0 0 3 0 0 1 0 0
125000 905 1 0.316 38.3 600 1 2 0 1 0 3 0 0 0 0 0
101000 840 1 0.235 51.8 0 1 3 0 0 0 2 0 1 0 0 0
207000 1960 1 0.199 89.4 0 1 3 1 1 0 3 0 0 0 1 0
86500 1227 1 0.108 62.9 0 1 4 0 1 0 1 0 1 0 0 0
109500 1013 1 0.194 93.2 0 1 3 0 1 0 2 0 0 1 2 0
117900 832 1 0.163 89.7 0 1 2 0 1 0 2 1 0 0 0 0
133000 1094 1 0.369 42.5 500 2 3 0 1 0 3 0 0 0 0 0
73000 1272 1 0.135 114.3 0 1 3 0 0 0 3 0 0 0 0 0
100000 744 1 0.192 45.8 0 1 2 0 1 0 3 1 0 0 0 0
86000 637 0 0.242 64.7 0 1 2 0 0 0 2 1 0 0 0 0
78000 992 1 0.158 92 0 1 2 0 0 0 2 0 0 1 0 0
185000 1740 1 0.18 73.6 0 1 3 0 1 0 4 1 0 0 1 0
27500 1474 0 0.138 102.6 0 1 4 1 0 1 4 1 0 0 0 0
75000 816 1 0.152 55.9 0 1 2 0 1 0 2 0 1 0 0 0
55000 777 0 0.117 99.5 0 1 2 0 0 0 3 0 0 0 0 0
119900 876 1 0.174 59.3 400 1 2 0 1 0 3 0 0 0 0 0
165000 1020 1 0.231 64.5 0 1 2 1 1 0 3 0 0 0 0 0
93500 1992 1 0.152 59.4 0 1 5 0 1 0 3 0 0 0 1 0
133500 1038 1 0.199 74.7 446 2 2 1 1 0 5 1 0 0 0 0
385000 2227 1 0.255 90.4 1000 2 3 0 1 0 3 0 0 0 1 1
135000 894 1 0.196 36.9 500 1 3 0 1 0 2 0 1 0 1 0
115000 1504 1 0.158 85.4 0 2 3 0 1 0 4 0 0 0 0 0
122000 1602 1 0.461 105.1 350 2 4 0 1 0 3 0 0 1 0 0
160000 1635 1 0.245 14.3 0 2 4 3 1 0 2 0 0 0 1 0
193500 2046 1 0.188 16.4 0 2 4 2 0 0 4 0 0 0 1 0
220000 1775 1 0.383 84.4 0 1 3 0 1 0 3 0 0 0 1 0
85000 1322 1 0.333 59.3 0 1 2 0 1 0 3 0 0 0 0 0
79900 1016 1 0.237 60.4 0 1 2 0 0 0 2 0 0 0 0 0
127900 1032 1 0.289 16.7 900 2 3 0 0 0 2 1 0 0 0 0
140000 1092 1 0.292 51.3 500 1 3 0 1 0 3 0 0 0 0 0
219000 2240 1 0.255 11.9 700 3 4 2 0 0 4 0 1 0 1 1
115000 1021 1 0.164 100.8 450 1 2 0 1 0 3 0 1 0 0 0
129000 1338 0 0.16 86.3 0 1 3 0 1 0 4 0 0 0 1 0
127000 1012 1 0.166 68.4 200 2 2 0 1 0 2 0 0 0 0 0
80000 779 1 0.155 41.8 0 1 2 0 1 0 3 0 1 0 0 0
116000 1451 1 0.223 82.4 0 1 3 0 1 0 3 0 0 0 0 0
39020 624 0 0.437 81.6 0 1 2 0 0 1 2 1 0 0 0 0
128750 1198 1 0.277 48.9 1042 2 1 0 1 0 3 0 1 0 0 0
120000 2037 1 0.179 50.2 0 2 4 1 0 0 2 0 0 1 0 0
190000 1479 1 0.16 62.4 0 2 4 0 1 0 2 0 0 0 0 0
105000 997 1 0.295 13.2 0 1 3 0 0 0 2 0 0 0 1 0
80000 1088 1 0.155 118.3 0 1 3 0 0 1 2 0 0 1 1 0
97000 912 1 0.207 57.6 0 1 3 0 0 0 2 1 0 0 0 0
170000 1333 1 0.166 61.8 390 1 3 0 1 0 2 0 1 0 1 0
110000 1290 1 0.187 10.3 110 2 3 0 0 0 2 0 0 0 0 0
74500 796 1 0.165 60.8 0 1 2 1 0 0 2 0 1 0 0 0
79500 864 1 0.107 60.3 0 1 3 0 0 1 2 0 0 0 0 0
85000 924 1 0.161 58.6 0 1 3 0 1 0 3 1 0 0 0 0
53500 1052 1 0.104 113.5 0 1 2 0 0 1 5 0 0 0 1 0
41500 808 1 0.162 118.5 0 1 2 0 0 1 3 0 0 0 0 0
115000 1334 1 0.143 58.7 0 1 3 0 0 0 2 1 0 0 0 0
345000 2573 1 0.4 103 0 2 4 0 1 0 6 0 1 0 1 0
150000 1359 1 0.173 13.2 0 2 3 0 0 0 3 0 0 1 1 0
100000 1120 1 0.196 53.6 0 1 3 1 0 0 2 1 0 0 1 0
97500 912 1 0.22 58.8 0 1 2 0 1 0 2 0 1 0 0 0
50000 640 0 0.18 92 0 1 2 0 1 0 2 0 1 0 0 0
98000 1242 1 0.234 7.3 0 2 3 0 0 0 2 0 0 0 0 1
76000 876 1 0.164 77 0 1 2 0 1 0 3 0 1 0 0 0
125600 942 1 0.217 36.8 600 1 3 0 1 0 2 0 1 0 0 0
116000 1796 0 0.172 96.8 315 1 4 0 0 0 4 0 1 0 0 0
123000 1037 1 0.244 46.6 600 1 2 0 1 0 3 1 0 0 0 0
112000 918 1 0.172 59.3 0 1 3 1 1 0 2 0 0 0 0 0
85900 864 1 0.199 56.8 0 1 3 0 0 0 2 0 1 0 0 0
154900 1548 1 0.193 85.6 350 1 3 0 1 0 3 1 0 0 1 0
140000 1876 1 0.296 66.1 350 1 3 0 1 0 4 0 0 1 1 0
113620 1583 1 0.153 91.9 0 1 3 0 0 0 3 0 1 0 0 0
129000 1032 1 0.205 9.4 624 1 3 2 0 0 2 0 0 0 0 0
460000 2480 1 0.405 85.1 520 3 3 0 1 0 3 0 0 1 0 0
165000 1708 1 0.213 58.5 300 2 3 0 1 0 4 0 0 0 1 0
77400 889 0 0.274 97.8 0 1 2 0 1 0 2 1 0 0 0 0
86000 736 1 0.146 74.3 360 1 2 0 1 0 2 0 0 0 1 0
117500 816 1 0.22 37.3 0 2 4 0 1 0 4 0 0 0 0 0
86500 778 1 0.169 94 0 1 2 0 1 0 3 0 1 0 0 0
40000 1176 1 0.117 62 0 1 3 0 1 0 2 0 1 0 1 0
91500 894 1 0.233 101.5 0 1 2 0 0 0 2 0 0 0 1 0
150000 1400 1 0.208 14 0 2 3 2 0 0 2 0 1 0 1 0
167500 1451 1 0.209 91.3 0 1 3 0 1 0 2 0 0 0 1 0
35000 728 0 0.215 53.6 0 1 2 0 0 0 3 1 0 0 0 0
48000 1230 0 0.135 114.9 0 1 3 0 0 1 3 0 1 0 0 0
160000 1377 1 0.16 67 0 1 3 0 1 0 4 0 1 0 1 0
106000 942 1 0.227 94.6 0 1 3 0 1 0 2 1 0 0 0 0
115000 1326 1 0.341 73.5 0 1 2 0 1 0 4 0 0 0 1 0
124900 1008 1 0.409 58.3 0 1 3 0 1 0 2 0 0 0 0 0
187000 1468 1 0.31 10.8 0 2 3 2 0 0 3 0 1 0 1 0

Regression1

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8405121532
R Square 0.7064606796
Adjusted R Square 0.7000532729
Standard Error 32709.2843546273
Observations 750
ANOVA
df SS MS F Significance F
Regression 16 1887416597062.42 117963537316.401 110.2568809097 1.33597611088015E-182
Residual 733 784234708433.038 1069897282.99187
Total 749 2671651305495.46
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -9144.7939312449 8485.9849220294 -1.0776349493 0.2815512143 -25804.5273118383 7514.9394493485 -25804.5273118383 7514.9394493485
above 86.3672547432 5.2356377068 16.4960334498 3.15698287266308E-52 76.0886213171 96.6458881694 76.0886213171 96.6458881694
AC 9757.0188026462 4077.0584187225 2.3931515815 0.0169549742 1752.9147584951 17761.1228467973 1752.9147584951 17761.1228467973
acres 36705.2974042242 10744.817970898 3.4160929951 0.0006702846 15611.010263379 57799.5845450693 15611.010263379 57799.5845450693
age -123.3359001843 60.7431488745 -2.0304495646 0.0426714043 -242.5871920784 -4.0846082901 -242.5871920784 -4.0846082901
basement 17.352854838 4.898522115 3.5424673872 0.0004214995 7.7360486398 26.9696610361 7.7360486398 26.9696610361
baths 21767.4595167739 3006.9087870945 7.2391485935 0 15864.2792550798 27670.6397784681 15864.2792550798 27670.6397784681
beds -7509.38454927 2383.6856184615 -3.1503250643 0.0016971673 -12189.0495771483 -2829.7195213916 -12189.0495771483 -2829.7195213916
car 4016.4924982869 2067.5862079721 1.942599773 0.0524471571 -42.6043870714 8075.5893836452 -42.6043870714 8075.5893836452
Above Normal 23513.8360029156 2835.5111100632 8.2926270045 5.28816524771813E-16 17947.1446258506 29080.5273799805 17947.1446258506 29080.5273799805
Below Normal -33208.7154178004 6087.8602620966 -5.4549076339 0.0000000671 -45160.4369629979 -21256.993872603 -45160.4369629979 -21256.993872603
rooms -3322.4889757809 1744.7628861496 -1.9042638986 0.0572670822 -6747.8172980302 102.8393464683 -6747.8172980302 102.8393464683
Summer -536.890074363 3163.9903787252 -0.1696876444 0.8653026109 -6748.453801219 5674.673652493 -6748.453801219 5674.673652493
Fall -1876.7000553765 3239.9140869689 -0.5792437716 0.5626026636 -8237.3176337569 4483.917523004 -8237.3176337569 4483.917523004
Winter 222.4112464039 3643.4250293985 0.0610445514 0.9513403684 -6930.3812861856 7375.2037789935 -6930.3812861856 7375.2037789935
toilets 8626.5814543432 2981.2359067755 2.8936259069 0.0039212273 2773.8023358464 14479.36057284 2773.8023358464 14479.36057284
walkout 11991.9219402697 6569.8325553996 1.8253010011 0.0683624121 -906.0103249606 24889.8542055 -906.0103249606 24889.8542055
RESIDUAL OUTPUT
Observation Predicted price Residuals
1 91564.7601351481 935.2398648519
2 86157.2387796682 20842.7612203318
3 102545.88372829 -14545.8837282896
4 142439.830262433 17560.169737567
5 164781.527212028 5218.4727879717
6 154179.159605828 7720.8403941718
7 125232.194511909 -62732.1945119092
8 113245.715828544 8754.2841714564
9 102749.498212075 42250.5017879246
10 202551.178860431 4948.8211395694
11 73958.6805703228 -23958.6805703228
12 219626.777674829 -14276.7776748287
13 154533.471291954 -50033.4712919539
14 167757.124129592 -5257.1241295917
15 101593.92614175 -3093.9261417499
16 143889.754911907 24810.2450880932
17 170976.715568338 46273.284431662
18 106268.709289655 -3268.7092896552
19 67705.1428836 -12705.1428836
20 181628.847738305 -24928.8477383046
21 137007.431884678 6992.5681153219
22 119919.424743127 -10919.4247431273
23 156484.314841216 8515.6851587842
24 65345.8481274185 21654.1518725815
25 134179.406666325 -9179.4066663248
26 87437.5597237311 27562.4402762689
27 109437.495766532 5562.5042334681
28 88230.459547549 31269.540452451
29 200345.607038891 47154.3929611085
30 87783.4320604645 -45783.4320604645
31 101256.269405542 16743.730594458
32 55021.7595041469 28978.2404958531
33 110669.523083875 -4189.5230838753
34 296592.039211605 33407.9607883955
35 122954.703912982 -24954.7039129816
36 86603.489264166 12896.510735834
37 114494.167389134 -29594.1673891341
38 225687.483821668 -35787.4838216677
39 150833.756494438 14166.2435055618
40 71679.6338743219 -6679.6338743219
41 165682.652121072 14317.3478789282
42 114398.286958014 4601.7130419857
43 191116.758641554 4883.2413584465
44 58710.1462250227 -23210.1462250227
45 187415.173034764 -24415.1730347641
46 42660.9149016024 22239.0850983976
47 187613.331729347 -13613.3317293469
48 79840.9744397707 23549.0255602293
49 163913.642792227 -13913.6427922274
50 109497.961029818 -5897.9610298181
51 93694.6867642045 -17694.6867642045
52 255136.739155191 169863.260844809
53 88782.8365035469 17217.1634964531
54 129987.177748161 -6487.1777481606
55 160948.998181593 18051.0018184068
56 232311.010465324 -32311.0104653237
57 245196.189835631 44803.8101643695
58 163703.593004447 11296.4069955525
59 156809.938539079 -8809.938539079
60 142316.924891301 -44816.9248913007
61 161386.282579849 -6386.2825798486
62 102944.669001128 -23944.6690011277
63 148799.854920586 3200.1450794143
64 138354.252429156 73645.7475708438
65 105430.69217314 -20430.6921731399
66 142376.830110005 -18376.830110005
67 139422.695152247 14077.3048477531
68 114054.65682904 -9054.6568290397
69 238895.928462543 91104.0715374565
70 86028.4306484998 8971.5693515002
71 75996.5194899859 -16996.5194899859
72 87783.4320604645 -35583.4320604645
73 112552.685117686 14447.3148823144
74 58315.9735253134 10184.0264746866
75 74835.3146334023 9164.6853665977
76 101360.214187762 31139.7858122377
77 23969.9249846527 10180.0750153473
78 102804.179913028 -37804.1799130276
79 120448.798099213 6551.2019007865
80 138232.696601852 28767.3033981482
81 114960.470938229 47039.5290617709
82 220878.60783654 27621.3921634596
83 182201.999870472 -24201.9998704723
84 108339.934037815 -10339.9340378149
85 133325.866063124 -55325.8660631244
86 82372.3523677742 45127.6476322258
87 202809.382314658 -66809.3823146577
88 102163.488383558 -7163.4883835576
89 91795.3236947041 -17995.3236947041
90 45305.187867037 16444.812132963
91 158537.455127125 -58537.4551271255
92 111565.593614075 -41565.5936140746
93 200883.538165 63616.4618349997
94 103010.364023687 14989.6359763133
95 97753.5501421046 21246.4498578954
96 116955.1846307 -38955.1846306999
97 131033.682686272 -48533.6826862722
98 103290.030468771 2209.9695312286
99 106979.006789482 16020.9932105184
100 155645.059478474 -20645.0594784744
101 23420.1619583354 11579.8380416646
102 119714.426564946 -12214.426564946
103 153516.843816883 26383.1561831171
104 105271.06469862 -6271.0646986202
105 154129.156765021 5870.8432349789
106 91783.8931942071 -2483.8931942071
107 139638.717542153 30361.2824578468
108 67154.8200456444 42845.1799543556
109 94681.3623238459 -4681.3623238459
110 129037.251070669 4462.748929331
111 179060.136814485 -54060.1368144848
112 118861.091943864 -3961.0919438642
113 115952.437024343 -12952.4370243435
114 115906.444223517 33993.5557764828
115 119230.268588448 45769.7314115521
116 214005.671025372 149494.328974628
117 70259.0818672182 14740.9181327818
118 65631.3769193674 -10631.3769193674
119 96777.8678043696 5722.1321956304
120 56624.0682091766 25875.9317908234
121 150270.899665791 -5270.8996657914
122 103786.243481743 -16286.2434817429
123 148054.739405473 -23054.7394054726
124 72625.4481903433 46874.5518096567
125 27280.3501877014 -1280.3501877014
126 202202.349482811 -2202.3494828114
127 133563.481824045 14436.5181759551
128 120345.407711473 -80345.4077114735
129 75392.0136461606 -392.0136461606
130 93624.5690285771 -6624.569028577
131 156077.403354432 -1077.4033544318
132 135750.3158259 4249.6841741001
133 63122.0454235546 6877.9545764454
134 108229.692258841 -28229.6922588409
135 182738.528007229 32381.4719927708
136 106353.800638478 21646.1993615215
137 103344.450901291 -8344.4509012914
138 129013.322756181 -3013.3227561807
139 92802.2878642933 3197.7121357067
140 142983.793402994 -33983.7934029943
141 112364.73495445 34635.2650455503
142 102554.190397634 -37554.1903976344
143 81185.4028757972 -11185.4028757972
144 110154.443546333 11845.5564536669
145 126471.794758701 -23771.794758701
146 87583.1099284134 12416.8900715866
147 97402.7395862429 -1902.7395862429
148 173687.746199542 -13687.7461995422
149 188533.790910902 -6033.7909109018
150 110660.137985055 21839.8620149446
151 54898.377829976 -9898.377829976
152 114529.019023035 33470.980976965
153 162772.786399844 -41772.7863998438
154 51188.1247379169 -1288.1247379169
155 73181.1338493436 -2181.1338493437
156 60696.9490904251 7303.0509095749
157 153740.46273411 -29740.4627341096
158 130800.795890637 -7800.7958906373
159 143205.938929447 -5705.9389294468
160 142932.331894635 4567.6681053646
161 107750.598538748 -25750.5985387484
162 171299.60494084 -91299.6049408396
163 290120.476501396 -68120.4765013959
164 119889.815327928 -16989.8153279279
165 67746.3683637765 703.6316362235
166 128053.474609849 25946.5253901511
167 94718.3610186483 2281.6389813517
168 79873.9944454288 -7873.9944454288
169 99014.2819168719 19885.7180831281
170 88506.7936435012 -6006.7936435012
171 121393.437784092 -16393.437784092
172 124546.20831384 11953.7916861599
173 121679.613605415 -56679.6136054148
174 79961.5585781894 15938.4414218106
175 154216.005804432 4783.9941955676
176 65994.9434842808 4455.0565157192
177 190436.5920836 -25436.5920836004
178 66164.8091146168 19835.1908853832
179 151925.025323793 -11925.0253237928
180 131776.118417162 18223.8815828384
181 76693.1186283342 36306.8813716658
182 191576.897850639 -4076.8978506389
183 141321.083308339 16678.916691661
184 89764.6408933601 42235.3591066399
185 120944.204176296 -18944.2041762963
186 132713.933478872 -12713.9334788717
187 106071.213935311 -31071.2139353106
188 77663.0104931535 44336.9895068465
189 93788.2510066366 -15888.2510066366
190 99774.7325604797 30125.2674395203
191 75857.3929746998 -44607.3929746998
192 91276.546040029 -38276.546040029
193 85176.0591279569 29823.9408720431
194 133089.92257679 -1589.9225767901
195 57467.1105517698 52032.8894482302
196 124074.118976746 -15174.1189767457
197 114844.316850662 5055.6831493377
198 29358.0999337484 7641.9000662516
199 55059.7449823644 24840.2550176356
200 77825.6922696325 -2825.6922696325
201 111469.758041946 -7469.7580419462
202 93412.4175276725 -23912.4175276725
203 96388.533293687 -1488.533293687
204 115925.288166572 11574.7118334284
205 120401.907772066 39598.0922279336
206 169548.43658773 39451.5634122697
207 212190.341342895 -25190.3413428951
208 119791.133508192 -31291.1335081916
209 47706.7237926712 -12706.7237926712
210 114203.767196509 -70203.7671965085
211 126197.700862401 -46297.700862401
212 99807.0435807445 -24307.0435807445
213 151401.672838897 -7081.6728388975
214 103325.132586048 18674.8674139518
215 136834.053319363 4165.9466806373
216 134154.1850367 -29154.1850366998
217 234329.899949943 -64329.8999499426
218 232153.153814032 27846.8461859681
219 224122.290847727 -22122.2908477269
220 63292.3015419274 36207.6984580726
221 113551.630391314 35448.3696086857
222 155181.051818689 9818.9481813112
223 96931.009421693 -18431.009421693
224 148912.64812747 12987.3518725301
225 91796.8352547471 6203.1647452529
226 123878.013869189 -43878.013869189
227 120129.836525038 -17129.836525038
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675 86026.2646929638 13973.7353070362
676 46340.8189623884 39659.1810376116
677 81067.1994626552 -3067.1994626552
678 165973.556752518 19026.4432474816
679 59282.4596658156 -31782.4596658156
680 91513.4815412123 -16513.4815412123
681 46766.3842230792 8233.6157769208
682 102579.044322858 17320.9556771417
683 113542.134840058 51457.8651599417
684 177302.336354709 -83802.3363547092
685 134989.114475209 -1489.114475209
686 263686.879339849 121313.120660151
687 112002.166924532 22997.8330754679
688 157005.772604848 -42005.7726048477
689 176270.76631574 -54270.7663157396
690 200094.078704973 -40094.0787049725
691 199064.506609239 -5564.5066092391
692 178974.937369742 41025.0626302579
693 139993.840290409 -54993.8402904093
694 89714.7352708447 -9814.7352708447
695 127733.81989713 166.18010287
696 120778.184577092 19221.8154229082
697 262863.700294586 -43863.7002945861
698 108607.746115457 6392.2538845432
699 119733.319737041 9266.6802629591
700 134528.369421983 -7528.3694219831
701 86844.5562247434 -6844.5562247434
702 136739.189594292 -20739.189594292
703 17082.4855136359 21937.5144863641
704 173993.316161373 -45243.3161613727
705 188012.41545902 -68012.4154590197
706 156892.320937606 33107.679062394
707 97141.3160739392 7858.6839260608
708 53913.0873382172 26086.9126617828
709 71930.4477523073 25069.5522476927
710 143836.354887908 26163.645112092
711 133890.115799186 -23890.1157991858
712 70161.6158970715 4338.3841029285
713 31109.4575102759 48390.5424897241
714 91346.4222555819 -6346.4222555819
715 46843.414696254 6656.585303746
716 25300.4287846535 16199.5712153465
717 105892.620729868 9107.3792701319
718 248639.856952052 96360.1430479484
719 142595.597795062 7404.4022049378
720 102627.496020815 -2627.4960208154
721 101943.024109513 -4443.0241095131
722 63131.1482344278 -13131.1482344278
723 141922.752158155 -43922.7521581551
724 91211.1039249866 -15211.1039249866
725 110039.644017168 15560.3559828321
726 122374.606238404 -6374.6062384043
727 123553.589980383 -553.5899803834
728 99021.5134168709 12978.4865831291
729 66250.0358845335 19649.9641154665
730 157784.17007494 -2884.1700749398
731 189735.137661926 -49735.1376619262
732 119008.069292057 -5388.0692920573
733 107563.954605401 21436.045394599
734 284739.266717826 175260.733282174
735 193793.657550388 -28793.6575503881
736 88711.3543814284 -11311.3543814284
737 98864.7980653319 -12864.7980653319
738 98283.9020301755 19216.0979698245
739 80833.9291440408 5666.0708559592
740 121685.855753569 -81685.8557535687
741 82588.5849593264 8911.4150406736
742 156579.034599109 -6579.0345991086
743 147076.696349117 20423.3036508829
744 51255.7356303707 -16255.7356303707
745 42057.2730897441 5942.7269102559
746 133362.344292852 26637.655707148
747 94205.9790387858 11794.0209612142
748 144185.674384562 -29185.6743845616
749 111600.565230458 13299.4347695419
750 163268.134161686 23731.8658383136

above Residual Plot

1122 706 893 1301 1567 1336 1600 988 1050 1795 824 2080 1335 1673 1056 1567 1589 1008 872 1402 1303 1108 1393 1264 1404 864 928 1088 1693 1380 1008 768 999 2701 1010 925 960 2056 1438 768 1574 892 1456 890 1704 996 1542 1019 1620 1409 1019 2538 720 864 1393 2136 2221 1477 1385 1470 1476 905 1699 1400 1052 1400 1382 1298 2389 672 897 1380 1037 870 945 1056 790 1016 1040 1504 1050 1762 1598 1190 1666 824 2114 880 1229 672 1144 1182 2108 940 962 1544 1365 1010 1298 1248 864 1040 1304 884 1188 768 1317 864 822 1340 1753 1085 1440 1115 1185 1708 864 864 675 912 1401 922 1400 889 928 1400 853 1796 876 836 1708 1138 856 1168 1695 964 1068 1120 912 1372 1040 1296 898 1370 1241 1123 912 1571 1800 1157 660 1131 1518 660 786 720 1663 1078 1100 1177 672 1596 2172 868 968 1063 900 864 900 995 1621 1114 1883 662 1342 660 1932 1113 1217 1075 912 1719 1208 858 1056 970 1030 1057 784 985 790 1278 744 941 802 802 1202 840 1238 884 1060 1040 1301 1040 1227 1607 1864 1339 660 1468 1209 1209 1224 825 1151 1336 2009 2370 1818 826 1098 1364 740 1104 752 902 1122 1267 1782 1264 1513 2066 844 1088 1088 929 917 738 1326 2002 907 884 1144 2004 924 2033 768 956 936 950 840 1388 1144 804 1168 1477 672 1068 1458 1688 1282 1102 1877 1932 672 1248 1140 992 1302 764 1134 928 1085 924 1378 1000 1054 960 1336 884 752 1208 1360 1909 750 707 690 1449 924 1610 940 992 914 1792 1932 1510 1040 1078 1255 940 1275 765 836 672 1254 2015 864 1020 1192 1344 1740 864 903 948 880 1128 1748 1107 1140 1071 744 1173 781 1404 2288 1040 672 2534 1352 1128 1080 936 1672 936 1416 720 2272 816 720 1092 960 1096 1390 653 932 1019 1632 2306 1500 1047 1870 950 1170 894 924 1394 1384 2026 1555 1808 1328 1008 1672 864 781 1100 1590 1470 1303 1627 672 1412 1750 768 1848 1320 1452 2602 906 1311 845 880 751 1209 1601 1496 774 888 1749 1052 1050 1188 1034 1140 1579 1713 988 1048 1520 1060 1540 1721 1395 1008 888 820 1148 1006 676 1556 1830 1229 1320 1164 1657 948 1394 1040 780 907 900 1372 1060 1554 720 897 1994 760 672 2542 1568 1032 744 1486 966 1249 768 1583 1529 1390 720 1788 1177 1628 744 1486 998 1192 1565 864 930 752 2009 1408 720 680 860 1018 1356 1786 15 41 820 2270 1536 960 1057 904 948 768 1056 720 630 1200 1145 1080 1193 1036 1554 1298 1270 1598 1235 660 1176 1678 1166 672 858 829 1144 2258 720 1404 1144 2279 984 1285 1026 1080 1026 1318 946 956 2459 1173 897 980 1080 1624 1452 984 1030 1036 922 1331 1363 978 720 1972 1512 1020 1057 1008 1424 1052 2605 1580 2025 1090 2060 952 1107 864 1830 1363 1232 822 1080 664 1096 1760 1052 1152 1578 834 1401 826 1578 997 1235 1126 1136 912 2388 1473 928 960 777 1057 1374 704 1330 1635 900 875 769 997 1178 778 1071 1482 1050 852 996 792 1834 1624 1971 840 1964 975 1248 864 2650 1920 1158 940 1196 987 768 1075 1037 1290 2342 1372 704 768 1305 798 1001 680 996 1031 1430 1211 1148 1332 1032 774 1249 936 760 1495 1248 888 876 902 1732 1063 1176 1144 1012 872 918 1439 1568 780 940 751 1035 1316 844 1110 876 1937 1436 963 950 1761 1147 1292 1318 2319 1012 1372 660 2004 2212 1474 1038 1727 700 660 1114 916 1288 770 1460 2371 1360 1681 1312 2523 864 1416 864 905 840 1960 1227 1013 832 1094 1272 744 637 992 1740 1474 816 777 876 1020 1992 1038 2227 894 1504 1602 1635 2046 1775 1322 1016 1032 1092 2240 1021 1338 1012 779 1451 624 1198 2037 1479 997 1088 912 1333 1290 796 864 924 1052 808 1334 2573 1359 1120 912 640 1242 876 942 1796 1037 918 864 1548 1876 1583 1032 2480 1708 889 736 816 778 1176 894 1400 1451 728 1230 1377 942 1326 1008 1468 935.23986485190107 20842.761220331842 -14545.883728289555 17560.169737567048 5218.4727879716665 7720.8403941718279 -62732.194511909212 8754.2841714563983 42250.501787924586 4948.8211395694234 -23958.680570322758 -14276.777674828685 -50033.471291953872 -5257.1241295916552 -3093.9261417498928 24810.245088093216 46273.284431662032 -3268.7092896551767 -12705.142883599954 -24928.847738304554 6992.5681153219193 -10919.424743127252 8515.685158784152 21654.151872581526 -9179.4066663247941 27562.440276268899 5562.5042334680911 31269.540452451009 47154.392961108504 -45783.432060464489 16743.730594458015 28978.240495853104 -4189.5230838753196 33407.960788395489 -24954.703912981611 12896.510735834017 -29594.16738913412 -35787.483821667702 14166.243505561841 -6679.6338743218803 14317.34787892818 4601.7130419857276 4883.2413584464812 -23210.14622502272 -24415.173034764128 22239.085098397598 -13613.331729346915 23549.025560229347 -13913.642792227387 -5897.9610298181506 -17694.686764204525 169863.26084480897 17217.163496453082 -6487.1777481606114 18051.001818406832 -32311.010465323663 44803.810164369468 11296.406995552534 -8809.9385390789539 -44816.924891300703 -6386.2825798486301 -23944.669001127739 3200.145079414302 73645.747570843756 -20430.692173139891 -18376.830110004987 14077.304847753141 -9054.6568290396681 91104.071537456504 8971.5693515002204 -16996.519489985949 -35583.432060464489 14447.314882314429 10184.026474686623 9164.6853665976669 31139.785812237707 10180.075015347284 -37804.179913027605 6551.201900786531 28767.303398148215 47039.529061770882 27621.392163459561 -24201.999870472297 -10339.934037814892 -55325.866063124442 45127.647632225839 -66809.382314657705 -7163.4883835575747 -17995.32369470413 16444.812132963023 -58537.45512712549 -41565.593614074649 63616.461834999674 14989.635976313308 21246.449857895394 -38955.184630699878 -48533.68268627215 2209.9695312285767 16020.993210518427 -20645.059478474432 11579.838041664618 -12214.42656494597 26383.156183117128 -6271.0646986202337 5870.8432349789364 -2483.8931942071358 30361.282457846799 42845.179954355597 -4681.3623238459113 4462.7489293310209 -54060.13681448478 -3961.091943864245 -12952.437024343497 33993.555776482768 45769.7314115521 149494.32897462844 14740.918132781793 -10631.376919367351 5722.1321956304164 25875.931790823415 -5270.8996657913667 -16286.243481742917 -23054.739405472588 46874.551809656696 -1280.350187701355 -2202.3494828114053 14436.518175955076 -80345.407711473497 -392.01364616058709 -6624.5690285770543 -1077.4033544317645 4249.6841741001117 6877.9545764454015 -28229.692258840922 32381.471992770821 21646.199361521518 -8344.4509012913913 -3013.3227561807289 3197.7121357067081 -33983.793402994255 34635.265045550288 -37554.190397634447 -11185.402875797241 11845.556453666912 -23771.794758700984 12416.890071586618 -1902.7395862429257 -13687.746199542249 -6033.7909109017928 21839.862014944636 -9898.3778299759579 33470.980976965002 -41772.786399843841 -1288.1247379168854 -2181.1338493436488 7303.0509095748712 -29740.462734109577 -7800.7958906373533 -5705.9389294468274 4567.6681053646025 -25750.598538748382 -91299.604940839636 -68120.476501395868 -16989.815327927936 703.63163622350839 25946.525390151131 2281.6389813517308 -7873.9944454287906 19885.7180831281 -6006.7936435012234 -16393.437784091977 11953.791686159864 -56679.613605414779 15938.441421810625 4783.9941955675895 4455.0565157192468 -25436.592083600437 19835.19088538317 -11925.025323792797 18223.881582838396 36306.881371665761 -4076.8978506388958 16678.916691660968 42235.35910663988 -18944.20417629632 -12713.933478871739 -31071.213935310574 44336.989506846498 -15888.251006636565 30125.267439520307 -44607.392974699804 -38276.546040029032 29823.940872043051 -1589.9225767900934 52032.889448230249 -15174.118976745696 5055.6831493376667 7641.9000662515682 24840.255017635631 -2825.6922696325055 -7469.7580419462174 -23912.417527672529 -1488.5332936869963 11574.711833428402 39598.092227933594 39451.563412269665 -25190.341342895059 -31291.133508191619 -12706.723792671153 -70203.767196508517 -46297.70086240099 -24307.043580744532 -7081.6728388974734 18674.867413951753 4165.9466806372802 -29154.185036699753 -64329.899949942599 27846.846185968112 -22122.290847726894 36207.698458072569 35448.369608685738 9818.9481813111634 -18431.009421693001 12987.351872530067 6203.1647452528996 -43878.013869189002 -17129.836525038001 69956.9246655264 81335.859040637704 -106760.54696361092 -47326.639290717867 -5256.3971828510694 3744.1914069514314 -24990.840016856469 33951.252865375573 2709.9371595581324 29635.809863307688 -5898.9344692234299 -11464.027553560096 -25337.307619496365 -10042.886278567807 -15810.195386876192 -9554.7628998564905 587.90679412827012 30822.240289060705 34186.622054567793 -18290.727995036985 -13524.580107890346 -13419.140055101147 18106.315841621559 30382.569854741756 -7824.6155602404615 44663.442241457946 -1636.7462732494605 43526.327389720464 -20151.239807918726 4893.1069247314299 -22807.752781200368 -44927.347593126236 -5143.3552112681209 -14374.363344019017 -12.940825267127366 -76600.692286118428 -49572.261573803116 12457.93627036456 -9349.2691881284118 -38380.186007677839 34073.537123889706 -52679.636492009347 -2762.8727463637479 16441.022830285423 10452.500458480659 -26515.803945703403 -48878.829970889943 -15614.892425692669 10879.579420775277 30224.591851135425 -12713.121740171278 -28227.2381089845 -52604.761861377425 -25794.678140904143 1635.7446261501173 6162.404117706843 82185.576255133579 -5536.3785922282696 7052.9947884656649 11211.479405594626 -87788.684431342932 14157.943483869065 21778.672789534205 -38316.604171914456 27228.645074026979 10617.916340095413 -35933.927214837458 27124.372616155597 6962.3009715501539 -17097.860553726525 19999.271418745862 -6015.4667203923746 32002.329782367058 15929.872092776175 -9901.9205179877317 25493.850140858849 -1792.1811806772603 19888.95448281047 -46926.696372870239 47521.454193976853 24165.219899875214 21599.250010453092 -31192.150265645774 5008.7443442494259 15677.925017651636 9426.6490469017881 10123.747921283139 5394.0017216347478 21208.783681780405 -42399.95598791595 22893.980940535548 9658.3037794598495 -17002.39446230531 -17098.199000530978 14546.35258577863 -2102.7562528551935 -41671.631339532993 70016.06110559075 -5656.4628970768681 35338.601405779758 134594.96480228851 20875.737116447883 -11966.186832962791 -59887.485975508025 12371.899820774328 26913.062277011515 16980.657050133377 -11705.38906309384 7992.6548299506685 92284.638719987997 -25469.483846937568 -22886.316485405085 9136.0766812660149 -5660.7668886336614 -15334.598823514156 -13167.361188067094 9163.2886398923001 6179.000889546267 -6928.3311188564403 -55737.567937855332 2845.7414659084752 -9989.2206153946463 46446.342502347237 -25382.066945155675 -12588.17179379116 -12891.105525255509 -10714.424763731717 24219.873990175474 13624.287691259757 -39739.525539327617 -38118.734232787188 -42115.561907020048 -24921.134975546098 31512.331894246541 -14749.060754532999 -2442.6603177841753 -7852.7084158514117 -9272.6192908798694 32631.357066190481 -32585.733017541061 19320.329848392546 17880.72817282741 1361.9794611104007 -6473.5544167523622 -31734.745100558503 -4485.2573852073692 16145.114592937505 -27998.886415953457 -6093.9813541540207 -47804.830969194765 63688.912133078818 2114.9303152019565 19696.89602200767 4414.4758151134884 -2245.3687246691989 10398.33168577707 28032.252627015841 2551.750758274633 -29675.211147999449 1559.2522598823562 22129.807273598199 -4045.7208995432884 23908.238591909903 -18877.305023598339 -34846.25091737094 36099.171460895697 16442.484619477356 -13685.270500556304 115056.73475772713 2965.4447274982085 9750.473384042416 44678.192292050284 -19593.642777666872 13667.359933094238 -40454.059084411216 -8695.1355485775421 -3200.4950874738133 1636.6112322223344 21784.55795993068 10997.392559860891 17237.287622136442 7183.3152730909933 -24611.896582344722 -14843.773160641431 17513.042335682141 49104.919765163679 18191.93391054403 45181.651784282934 -5478.24007678614 15588 .249453363533 26981.166465711111 26107.044620721223 -5441.0147935217828 5939.9286674848263 -19238.724803311023 25237.434272580314 -14399.136555255245 -3098.027782417048 -9559.6099555070978 -62522.854161693947 -12174.432710883877 -13865.712484836098 35422.968287984258 14777.834710566822 57780.664537462755 -17688.709972772645 -2699.4733042049629 32023.88269041288 24775.773774296991 18047.319239802804 -3613.8273297989217 -25336.918329345761 -7403.4688009892707 -38705.102147590369 -4347.1161610594718 10261.69350136767 -20514.519606516493 9901.2050110157616 -63500.846928064653 -15983.197731724635 36221.283410086449 -3368.2554255320865 -13334.024569123474 12848.967295093724 672.47102632559836 75435.412349004066 -18001.555053636606 -29138.335680122269 -7932. 1844149121171 -1061.1489853885287 -7207.2330715292046 22066.987652172189 -19060.920992774423 -19253.448077510198 -7416.0816776153224 -3203.728506292653 -34424.779044894938 36375.326092952862 -33509.145860407254 383.8261858226324 18370.094551948583 -13919.504004551389 -3012.6938456457865 20704.173172268682 -11602.045237838232 4372.4533084201321 -17402.012039270892 11263.420642290002 5400.9529301089933 9115.7723812872282 20365.343558903143 -14698.065247022358 -30367.731647353241 -26294.513907522254 28939.743970540425 -2694.3902026527212 3027.3992453424726 -32218.196671972313 -3440.4997673777398 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above

Residuals

Below Normal Residual Plot

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Below Normal

Residuals

rooms Residual Plot

3 2 2 2 3 3 2 2 4 4 3 4 2 3 2 3 4 3 2 4 3 3 2 3 2 2 2 3 4 4 2 2 3 4 3 2 3 4 5 3 3 3 3 3 3 2 2 2 3 2 3 4 2 2 2 3 4 5 2 4 4 5 3 3 2 4 3 2 4 2 2 4 2 3 3 2 3 2 2 3 3 4 3 2 3 4 5 2 2 2 2 3 5 3 3 3 2 3 3 2 2 2 4 3 2 2 5 2 2 3 4 2 3 2 2 3 2 3 2 6 3 3 3 2 3 2 1 6 2 2 4 2 3 2 4 3 3 2 3 2 1 3 2 2 3 3 2 3 3 2 2 2 2 2 2 2 3 2 1 3 2 5 2 2 2 3 2 3 2 2 3 3 2 2 2 2 4 3 4 2 2 4 3 3 2 2 2 3 2 2 2 2 2 3 2 2 4 3 2 2 2 3 2 3 2 4 3 3 2 3 2 2 4 3 3 3 3 4 3 2 2 3 2 3 2 3 3 2 4 3 2 4 2 2 2 2 3 2 2 2 2 2 2 3 2 4 2 3 3 2 2 2 2 2 2 3 2 4 2 3 2 2 3 4 2 5 2 3 2 3 3 3 2 4 2 1 2 2 5 2 2 3 4 5 2 2 2 5 2 3 2 2 2 2 3 3 2 3 2 3 3 2 2 2 3 3 2 3 2 4 3 3 2 2 2 3 4 3 2 2 2 4 2 4 4 2 2 5 3 2 4 2 3 3 2 2 4 2 2 2 2 2 2 2 3 4 4 4 3 2 3 3 2 2 2 3 2 2 4 3 2 2 6 3 1 2 3 2 3 4 2 3 2 3 3 3 3 4 3 2 2 2 3 1 5 3 2 3 1 2 1 2 2 2 5 3 2 2 3 3 3 3 2 3 2 3 3 2 2 2 3 2 3 2 3 2 3 3 2 3 4 2 2 5 2 1 3 2 2 3 2 2 2 3 2 2 3 3 3 3 2 3 3 3 3 3 3 3 2 2 1 2 3 2 2 2 3 2 2 3 2 1 3 2 4 4 2 2 2 3 2 3 1 2 4 2 2 3 4 3 3 3 2 2 4 3 2 2 2 2 6 2 2 2 4 3 2 3 3 2 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rooms

Residuals

Summer Residual Plot

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Summer

Residuals

Fall Residual Plot

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Fall

Residuals

Winter Residual Plot

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Winter

Residuals

toilets Residual Plot

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toilets

Residuals

walkout Residual Plot

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walkout

Residuals

AC Residual Plot

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AC

Residuals

acres Residual Plot

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acres

Residuals

age Residual Plot

66.5 64.3 60.2 54.8 89.8 73.8 97 51.8 92.1 89.8 96.4 91.4 108.2 24.8 65.8 87.5 88.6 85.2 97.8 49.9 67.599999999999994 58.5 25.1 100 30.9 58.7 11.3 75.099999999999994 73.900000000000006 113.9 65.5 68.099999999999994 82.6 23.5 89.5 54.3 96.2 48.6 85.5 89.7 80.7 49.1 7.6 95.2 51.1 79.8 6.4 54.7 58.9 91.4 56.1 108.3 73.599999999999994 41.7 85.4 35.299999999999997 76.2 73.900000000000006 9.4 102.8 60.9 118 62.4 84.6 51.9 44 20.7 55.3 62.3 64.400000000000006 65.099999999999994 113.9 64.400000000000006 63.8 72.8 38.700000000000003 93.4 63.5 41.3 84.6 80.400000000000006 11.4 90.6 103.6 107 86.8 34.9 27.5 89.8 73.5 56.2 34.4 86.5 67.7 98.5 91.8 92.4 92.3 74.7 62.5 109.2 50.4 10.4 57 5.9 50.6 97.6 45 67.599999999999994 98.8 89.3 91.6 101.4 5.7 56.4 54.2 102.2 98.2 58.6 93.2 61.9 89.5 42.5 72.2 103.5 6.7 51.6 94.6 67.2 63.8 65.8 54.5 98.9 74.3 1.6 63.9 59.5 6.3 96.6 53.8 6.9 103.6 62.4 63.7 93.7 38.299999999999997 53.9 12.3 10.199999999999999 92.7 91.8 58.6 62.5 98.2 62.4 64.7 62.2 42.2 46.3 60.7 73.2 58.3 8.9 72.5 100.5 9.9 40.5 88.7 51.5 75.599999999999994 107.8 93.6 59.3 56.9 52.3 88.8 83.5 75.5 15 48.1 61.1 12.6 17.3 97.7 62.6 52.5 96.8 74.3 75.5 55.9 94.6 104 64.900000000000006 42.4 22.7 21.4 96.7 91.9 61.4 53.2 59.9 101.8 65.900000000000006 96.1 65.3 90.4 13.8 46.4 47.3 60.2 66.7 47.2 46.8 66.5 32.5 74.599999999999994 63.4 41.7 27 55.4 43.8 1.2 43 30.6 88.7 50.1 47.4 84.6 59.8 57.5 107.9 121.5 67.7 57.1 66.5 26.1 64.3 63.5 11.2 16.600000000000001 72.599999999999994 57.4 7.2 12.9 59.9 75.2 63 118.8 58.4 39.9 44.1 74 56.3 72.5 61.6 89 94.8 86.8 15.5 87.5 44.4 61.9 41.2 82.4 71.8 51.9 52.9 73.400000000000006 56 96.3 58.4 99.9 51 102 56.7 63 22.6 64.400000000000006 109.8 33.9 66.7 16.5 75.3 92.2 72.8 94.2 64.9000000000 00006 114.8 55.7 78.8 59.6 54.4 46.4 11.4 95.5 104.7 55.3 47.1 9.8000000000000007 67.900000000000006 58 73.8 103.2 57.3 55.3 49.9 63.3 48.6 55.7 87.5 47.5 59.4 90.9 53.6 73.599999999999994 55.2 59.3 64.7 1 10.4 36.4 94.9 64.2 51.8 53.4 57 64.7 48 88.2 104.9 91.7 56.7 81.7 58.9 57.3 63.8 44.1 55.3 33.299999999999997 56.5 60.5 45.6 60.4 64.3 66.3 96.4 94.8 20 59.8 53.5 40.1 104.6 52.5 58.7 21.7 2.9 51.3 44.4 98.1 51.4 9.9 64.400000000000006 90.5 94.6 42.4 49.6 9.5 8 55.6 61.4 40.1 64.3 54.6 101 94.6 103.6 76.5 53.4 109 91.7 63.4 94.5 75.400000000000006 50.3 94.6 101.7 51.4 75 50.5 52.5 47.3 59 44.1 64.2 68.099999999999994 54.2 41.4 48.9 90.5 48.4 25.6 20.2 63.3 39.6 40.9 91.9 59.4 54.4 60.7 67.2 101.6 71.8 10.7 11.2 89.6 55.3 19.600000000000001 49.8 60.5 74.099999999999994 91.6 58.9 49.5 94.9 76.3 66.900000000000006 52.2 67.099999999999994 64.099999999999994 79.099999999999994 1.5 10.6 83.7 11.3 40.299999999999997 74.5 87 18.8 74.599999999999994 67.3 38.5 56.5 60 18.3 96.7 98.6 67.8 100 62.9 58.5 48.5 88.8 66.8 58.7 88.6 56.5 88.8 61.8 15.7 16.399999999999999 23.7 41.5 23.2 76.400000000000006 90.8 108.6 58.6 57.3 53.7 99.6 56.9 96.9 88.5 62.8 65.2 11 50.6 1.4 91.8 63.1 66.5 63.2 47.4 54.9 75.8 62.6 60.6 36.700000000000003 56.3 64.599999999999994 55.9 63.9 60.8 55.5 89.5 61.9 66.5 90.4 51.8 24.2 51.8 56.5 63.2 100 103.5 63.7 74.900000000000006 60.8 26.8 54.7 101.7 42.1 49.9 20.6 61.7 64 55.6 91.1 12 76.2 54.7 50.1 26.9 57.6 64.400000000000006 66.099999999999994 50.3 98.7 65.5 48.9 93.5 53.1 57.2 9.5 48.7 67.3 88.4 14.6 94.5 10.6 53.4 50.5 95.7 21.3 65 98.6 102.7 41.5 55.5 63.3 42.6 11.3 56.4 99 5.8 61.3 29.8 100.6 56.2 120.2 99.9 101.7 91.6 88.3 28.2 75.400000000000006 56.6 91 90.4 53.3 49.4 61.2 85.1 65.2 61.5 60.5 46.5 58.8 90.3 59.8 52.3 100.4 89.1 71 9.4 61.3 63.1 57.9 74.599999999999994 91.1 114.4 44.3 31.1 24.5 39.799999999999997 62.1 94.9 113.6 32.5 64.3 96.4 67.900000000000006 94.3 103.9 50.5 74.900000000000006 65.400000000000006 48.8 64.8 94 43.6 42.1 41.8 68.5 48.1 58.2 86.5 13.5 63.9 57.4 53.5 59.9 93 95.5 13.7 16.7 66.599999999999994 56.8 67 89.7 66.599999999999994 62.3 98 90.6 59 63.5 19.3 55.2 63.5 55.8 58.3 13.6 9.3000000000000007 54.9 42.4 73.3 46.8 76.099999999999994 4.7 35.5 36.4 55.2 91.3 31.6 36.5 105.9 103 58.6 31.3 76 92.6 59.5 21.7 64.7 62 58.2 38.299999999999997 51.8 89.4 62.9 93.2 89.7 42.5 114.3 45.8 64.7 92 73.599999999999994 102.6 55.9 99.5 59.3 64.5 59.4 74.7 90.4 36.9 85.4 105.1 14.3 16.399999999999999 84.4 59.3 60.4 16.7 51.3 11.9 100.8 86.3 68.400000000000006 41.8 82.4 81.599999999999994 48.9 50.2 62.4 13.2 118.3 57.6 61.8 10.3 60.8 60.3 58.6 113.5 118.5 58.7 103 13.2 53.6 58.8 92 7.3 77 36.799999999999997 96.8 46.6 59.3 56.8 85.6 66.099999999999994 91.9 9.4 85.1 58.5 97.8 74.3 37.299999999999997 94 62 101.5 14 91.3 53.6 114.9 67 94.6 73.5 58.3 10.8 935.23986485190107 20842.761220331842 -14545.883728289555 17560.169737567048 5218.4727879716665 7720.8403941718279 -62732.194511909212 8754.2841714563983 42250.501787924586 4948.8211395694234 -23958.680570322758 -14276.777674828685 -50033.471291953872 -5257.1241295916552 -3093.9261417498928 24810.245088093216 46273.284431662032 -3268.7092896551767 -12705.142883599954 -24928.847738304554 6992.5681153219193 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age

Residuals

basement Residual Plot

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basement

Residuals

baths Residual Plot

1 1 1 1 2 2 1 1 1 3 1 1 2 2 1 1 2 1 1 2 2 1 2 1 1 1 1 1 2 1 1 1 1 3 1 1 1 2 1 1 2 1 3 1 1 1 2 1 1 1 1 2 1 2 1 2 2 2 2 2 1 2 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 1 1 1 3 2 1 1 1 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 2 1 2 1 2 1 1 1 2 1 1 2 1 3 1 1 1 1 1 1 1 1 1 3 2 2 1 1 1 1 1 1 2 1 1 2 1 1 2 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 2 2 2 1 4 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 3 1 1 2 2 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 2 1 1 1 2 2 2 1 1 2 2 2 1 2 1 1 3 2 1 2 2 1 1 1 1 1 2 2 1 1 2 2 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 2 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1 2 1 2 1 1 1 3 3 1 2 1 3 1 1 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 2 2 2 1 1 1 1 2 2 1 1 2 1 1 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 3 1 1 2 1 1 1 1 2 2 2 1 1 2 1 1 1 2 2 2 3 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 2 2 1 2 1 2 2 1 1 1 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 2 1 1 3 2 1 1 2 1 1 1 2 2 2 1 1 1 3 1 2 1 1 1 1 2 1 2 2 1 1 1 1 2 3 2 2 2 3 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 1 2 1 1 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 2 1 1 2 1 1 1 2 2 1 3 1 1 1 2 2 1 1 2 2 2 1 2 1 1 3 1 1 3 1 2 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 1 2 1 1 1 3 2 1 1 2 1 1 1 1 1 3 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 3 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 3 1 2 1 1 1 1 2 2 1 1 1 2 1 2 1 2 1 1 1 1 1 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 2 2 1 1 1 2 1 3 1 1 2 1 1 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 3 2 1 1 2 1 1 1 2 1 1 1 1 1 1 1 2 935.23986485190107 20842.761220331842 -14545.883728289555 17560.169737567048 5218.4727879716665 7720.8403941718279 -62732.194511909212 8754.2841714563983 42250.501787924586 4948.8211395694234 -23958.680570322758 -14276.777674828685 -50033.471291953872 -5257.1241295916552 -3093.9261417498928 24810.245088093216 46273.284431662032 -3268.7092896551767 -12705.142883599954 -24928.847738304554 6992.5681153219193 -10919.424743127252 8515.685158784152 21654.151872581526 -9179.4066663247941 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baths

Residuals

beds Residual Plot

2 2 3 3 3 3 3 3 2 3 2 3 3 3 2 3 3 2 2 3 4 3 3 2 4 2 3 2 3 4 3 2 2 4 2 3 2 4 2 2 3 2 3 2 4 2 3 3 3 3 2 4 2 3 2 3 3 2 3 4 3 2 4 3 3 3 3 3 3 2 2 4 3 2 2 4 1 3 3 3 3 3 3 2 4 2 3 2 3 2 3 3 4 2 2 3 3 2 2 2 2 3 2 2 3 2 3 3 2 2 3 2 3 3 3 3 2 2 2 3 2 2 4 3 2 3 3 3 2 2 3 4 2 3 3 2 2 3 2 3 3 3 2 3 3 3 3 3 3 3 1 3 3 2 2 2 4 3 4 3 2 4 3 2 2 3 3 2 3 3 3 3 4 2 3 2 3 2 4 3 3 3 3 2 2 3 2 3 2 3 2 3 2 2 2 2 2 2 3 3 2 3 4 3 3 3 3 4 2 3 2 3 2 2 2 2 3 4 3 3 3 3 2 3 2 2 3 3 4 2 4 3 2 3 3 3 3 1 3 4 2 3 3 3 3 3 2 2 2 3 3 4 2 2 3 3 2 2 3 3 3 3 3 3 2 2 4 2 3 1 3 2 3 2 4 4 3 2 2 2 2 3 2 3 3 2 2 2 3 3 2 3 3 4 3 3 3 3 3 2 3 2 2 2 2 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 2 2 2 3 4 3 2 4 3 3 2 3 4 2 3 2 3 2 2 3 3 3 3 2 2 2 3 4 3 3 3 3 2 2 2 3 3 3 3 3 3 3 2 2 3 3 3 3 3 3 2 3 3 2 4 3 4 4 2 3 2 2 2 4 3 3 2 2 5 3 4 4 3 2 2 3 3 3 3 3 3 3 4 2 3 2 3 3 2 4 3 3 2 3 4 2 3 2 2 2 2 3 3 2 2 3 3 2 2 4 3 3 1 3 3 3 2 2 3 4 2 3 3 3 1 4 2 3 4 2 4 2 3 3 1 2 2 2 3 3 3 3 4 3 2 2 3 3 2 3 2 1 3 3 2 3 3 3 3 3 3 3 2 4 3 2 2 3 2 3 4 2 4 3 3 2 3 2 2 3 3 3 2 3 3 2 2 3 3 3 2 2 2 3 4 4 3 2 3 3 3 2 3 3 3 4 4 5 3 3 3 3 3 3 4 3 2 3 2 3 4 3 3 4 2 3 2 4 3 3 3 3 2 3 3 2 3 2 2 3 4 2 3 2 3 2 3 2 2 3 3 3 2 3 2 3 4 3 2 3 3 3 3 4 4 2 2 3 2 2 2 3 3 3 3 2 2 3 3 3 1 2 3 3 3 4 2 2 2 3 3 2 4 2 3 3 2 3 3 2 4 2 2 3 2 3 2 3 2 3 3 2 2 2 3 3 3 3 3 3 3 2 4 3 3 2 4 3 3 2 3 2 2 2 3 3 2 2 4 3 3 3 3 3 3 2 2 3 3 4 3 2 3 3 2 2 2 3 4 2 2 2 2 5 2 3 3 3 4 4 4 3 2 2 3 3 4 2 3 2 2 3 2 1 4 4 3 3 3 3 3 2 3 3 2 2 3 4 3 3 2 2 3 2 3 4 2 3 3 3 3 3 3 3 3 2 2 4 2 3 2 3 3 2 3 3 3 2 3 3 935.23986485190107 20842.761220331842 -14545.883728289555 17560.169737567048 5218.4727879716665 7720.8403941718279 -62732.194511909212 8754.2841714563983 42250.501787924586 4948.8211395694234 -23958.680570322758 -14276.777674828685 -50033.471291953872 -5257.1241295916552 -3093.9261417498928 24810.245088093216 46273.284431662032 -3268.7092896551767 -12705.142883599954 -24928.847738304554 6992.5681153219193 -10919.424743127252 8515.685158784152 21654.151872581526 -9179.4066663247941 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beds

Residuals

car Residual Plot

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car

Residuals

Above Normal Residual Plot

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10398.33168577707 28032.252627015841 2551.750758274633 -29675.211147999449 1559.2522598823562 22129.807273598199 -4045.7208995432884 23908.238591909903 -18877.305023598339 -34846.25091737094 36099.171460895697 16442.484619477356 -13685.270500556304 115056.73475772713 2965.4447274982085 9750.473384042416 44678.192292050284 -19593.642777666872 13667.359933094238 -40454.059084411216 -8695.1355485775421 -3200.4950874738133 1636.6112322223344 21784.55795993068 10997.392559860891 17237.287622136442 7183.3152730909933 -24611.896582344722 -14843.773160641431 17513.042335682141 49104.919765163679 18191.93391054403 45181.651784282934 -5478.24007678614 15588.249453363533 26981.166465711111 26107.044620721223 -5441.0147935217828 5939.9286674848263 -19238.724803311023 25237.434272580314 -14399.136555255245 -3098.027782417048 -9559.6099555070978 -62522.854161693947 -12174.432710883877 -13865.712484836098 35422.968287984258 14777.834710566822 57780.664537462755 -17688.709972772645 -2699.4733042049629 32023.88269041288 24775.773774296991 18047.319239802804 -3613.8273297989217 -25336.918329345761 -7403.4688009892707 -38705.102147590369 -4347.1161610594718 10261.69350136767 -20514.519606516493 9901.2050110157616 -63500.846928064653 -15983.197731724635 36221.283410086449 -3368.2554255320865 -13334.024569123474 12848.967295093724 672.47102632559836 75435.412349004066 -18001.555053636606 -29138.335680122269 -7932.1844149121171 -1061.1489853885287 -7207.2330715292046 22066.987652172189 -19060.920992774423 -19253.448077510198 -7416.0816776153224 -3203.728506292653 -34424.779044894938 36375.326092952862 -33509.145860407254 383.8261858226324 18370.094551948583 -13919.504004551389 -3012.6938456457865 20704.173172268682 -11602.045237838232 4372.4533084201321 -17402.012039270892 11263.420642290002 5400.9529301089933 9115.7723812872282 20365.343558903143 -14698.065247022358 -30367.731647353241 -26294.513907522254 28939.743970540425 -2694.3902026527212 3027.3992453424726 -32218.196671972313 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10396.696843253216 -36107.549374475639 28113.158260750788 -32213.466926539142 -23416.102224223097 -31926.712739457813 -18440.570072704359 -18233.987291271013 -65569.034329195099 5243.117873492185 -30016.484754899066 -23327.24949065788 16564.459486027357 16582.148035832462 3777.7640346202679 -7672.7799189460638 18790.623789850913 -21621.351032133214 -44729.432700629521 -104119.8016080762 22169.981697195311 15709.654568231141 -22895.730295633184 -50313.003670245875 -21744.642847858937 -23464.678750114865 30636.627500455113 8643.5281867235026 34884.708021830156 15401.082227776002 -26335.758730836198 -7811.9138009255403 27429.827556664561 -13630.042425098887 -17601.133604892457 13973.735307036157 39659.181037611648 -3067.199462655175 19026.443247481569 -31782.459665815564 -16513.48154121227 8233.6157769207857 17320.955677141697 51457.865159941721 -83802.336354709172 -1489.1144752090331 121313.12066015147 22997.83307546789 -42005.772604847705 -5427 0.766315739573 -40094.078704972548 -5564.5066092390916 41025.062630257918 -54993.84029040928 -9814.7352708446851 166.1801028700138 19221.815422908214 -43863.700294586131 6392.2538845431845 9266.6802629591402 -7528.3694219831086 -6844.5562247434427 -20739.189594292024 21937.514486364114 -45243.316161372699 -68012.415459019743 33107.679062394047 7858.6839260607667 26086.912661782801 25069.552247692714 26163.645112091996 -23890.11579918582 4338.3841029285104 48390.542489724074 -6346.422255581856 6656.5853037459892 16199.571215346507 9107.3792701318453 96360.143047948426 7404.4022049377963 -2627.4960208153498 -4443.0241095131496 -13131.148234427805 -43922.752158155141 -15211.103924986572 15560.355982832087 -6374.6062384043471 -553.58998038344726 12978.486 583129066 19649.964115466544 -2884.170074939786 -49735.137661926216 -5388.0692920573347 21436.045394598972 175260.73328217445 -28793.657550388103 -11311.354381428449 -12864.798065331881 19216.097969824536 5666.0708559591876 -81685.85575356867 8911.4150406736153 -6579.0345991085924 20423.303650882881 -16255.735630370655 5942.7269102559003 26637.655707147991 11794.020961214163 -29185.674384561629 13299.434769541855 23731.86583831365

Above Normal

Residuals

data 2

price above AC acres age basement baths beds car Above Normal Below Normal rooms Summer Fall toilets walkout
92500 1122 1 0.149 66.5 0 1 2 0 0 0 3 0 0 0 0
107000 706 1 0.242 64.3 0 1 2 0 1 0 2 0 0 0 0
88000 893 1 0.229 60.2 432 1 3 0 1 0 2 0 0 0 0
160000 1301 1 0.175 54.8 400 1 3 0 1 0 2 0 1 1 0
170000 1567 1 0.197 89.8 0 2 3 0 1 0 3 0 1 0 0
161900 1336 1 0.252 73.8 0 2 3 1 1 0 3 1 0 0 0
62500 1600 1 0.152 97 0 1 3 0 0 0 2 0 0 0 0
122000 988 1 0.208 51.8 450 1 3 1 1 0 2 0 1 0 0
145000 1050 1 0.153 92.1 0 1 2 0 1 0 4 0 0 0 0
207500 1795 1 0.187 89.8 0 3 3 0 1 0 4 0 1 0 0
50000 824 1 0.471 96.4 0 1 2 0 0 0 3 0 0 0 0
205350 2080 1 0.198 91.4 0 1 3 2 1 0 4 0 0 3 0
104500 1335 1 0.149 108.2 484 2 3 0 1 0 2 0 0 0 0
162500 1673 1 0.232 24.8 0 2 3 2 0 0 3 0 1 0 0
98500 1056 0 0.161 65.8 0 1 2 0 1 0 2 0 1 0 0
168700 1567 1 0.162 87.5 0 1 3 0 1 0 3 0 0 0 0
217250 1589 1 0.364 88.6 0 2 3 0 1 0 4 1 0 0 0
103000 1008 1 0.234 85.2 0 1 2 0 1 0 3 0 0 0 0
55000 872 1 0.153 97.8 0 1 2 0 0 0 2 0 1 0 0
156700 1402 1 0.482 49.9 600 2 3 0 1 0 4 0 1 1 0
144000 1303 1 0.155 67.6 0 2 4 0 1 0 3 1 0 0 0
109000 1108 1 0.193 58.5 400 1 3 1 1 0 3 0 0 0 0
165000 1393 1 0.202 25.1 0 2 3 2 0 0 2 0 0 1 0
87000 1264 1 0.169 100 0 1 2 0 0 1 3 0 1 0 0
125000 1404 1 0.256 30.9 0 1 4 0 1 0 2 0 1 0 0
115000 864 1 0.243 58.7 400 1 2 1 0 0 2 1 0 0 0
115000 928 1 0.144 11.3 500 1 3 0 1 0 2 0 0 0 0
119500 1088 1 0.161 75.1 0 1 2 0 0 0 3 0 0 0 0
247500 1693 1 0.273 73.9 380 2 3 2 1 0 4 0 1 1 0
42000 1380 1 0.149 113.9 0 1 4 0 0 0 4 0 1 0 0
118000 1008 1 0.166 65.5 0 1 3 0 1 0 2 1 0 0 0
84000 768 0 0.161 68.1 0 1 2 0 0 0 2 0 0 0 0
106480 999 1 0.152 82.6 0 1 2 0 1 0 3 1 0 1 0
330000 2701 1 0.451 23.5 600 3 4 2 0 0 4 0 0 1 0
98000 1010 1 0.484 89.5 0 1 2 0 1 0 3 1 0 1 0
99500 925 1 0.206 54.3 0 1 3 1 0 0 2 0 0 1 0
84900 960 1 0.608 96.2 0 1 2 0 1 0 3 0 0 0 0
189900 2056 1 0.372 48.6 0 2 4 2 1 0 4 1 0 1 0
165000 1438 1 0.28 85.5 0 1 2 1 1 0 5 0 0 1 0
65000 768 0 0.158 89.7 0 1 2 0 1 0 3 1 0 0 0
180000 1574 1 0.138 80.7 0 2 3 0 1 0 3 1 0 0 0
119000 892 1 0.183 49.1 400 1 2 0 1 0 3 0 0 1 0
196000 1456 1 0.173 7.6 600 3 3 2 0 0 3 1 0 1 0
35500 890 0 0.156 95.2 0 1 2 0 0 0 3 0 0 0 0
163000 1704 1 0.209 51.1 700 1 4 0 1 0 3 0 0 1 1
64900 996 0 0.289 79.8 0 1 2 0 0 1 2 0 1 0 0
174000 1542 1 0.316 6.4 0 2 3 2 0 0 2 0 0 1 1
103390 1019 1 0.161 54.7 0 1 3 0 0 0 2 1 0 0 0
150000 1620 1 0.319 58.9 0 1 3 2 1 0 3 0 1 0 0
103600 1409 1 0.16 91.4 0 1 3 0 0 0 2 0 0 0 0
76000 1019 1 0.172 56.1 500 1 2 0 0 0 3 0 0 0 0
425000 2538 1 0.445 108.3 0 2 4 0 1 0 4 0 0 1 0
106000 720 1 0.161 73.6 350 1 2 0 1 0 2 1 0 0 0
123500 864 1 0.26 41.7 750 2 3 0 1 0 2 1 0 0 0
179000 1393 1 0.499 85.4 0 1 2 0 1 0 2 0 0 1 0
200000 2136 1 0.776 35.3 0 2 3 3 0 0 3 0 0 0 0
290000 2221 1 0.247 76.2 750 2 3 0 1 0 4 0 0 1 0
175000 1477 1 0.193 73.9 0 2 2 1 1 0 5 0 1 0 0
148000 1385 1 0.183 9.4 0 2 3 2 0 0 2 0 0 1 0
97500 1470 1 0.152 102.8 0 2 4 0 1 0 4 0 1 0 0
155000 1476 1 0.175 60.9 550 1 3 0 1 0 4 0 1 2 0
79000 905 0 0.172 118 0 2 2 0 1 0 5 0 1 1 0
152000 1699 1 0.153 62.4 0 2 4 0 0 0 3 0 0 0 0
212000 1400 1 0.174 84.6 0 1 3 0 1 0 3 1 0 1 0
85000 1052 1 0.167 51.9 0 1 3 0 1 0 2 0 1 0 0
124000 1400 1 0.217 44 0 1 3 0 1 0 4 0 0 1 0
153500 1382 1 0.131 20.7 0 2 3 2 0 0 3 0 1 0 0
105000 1298 1 0.189 55.3 0 1 3 0 0 0 2 0 0 1 0
330000 2389 1 0.229 62.3 0 2 3 0 1 0 4 0 0 0 0
95000 672 1 0.177 64.4 300 1 2 0 1 0 2 0 0 0 0
59000 897 1 0.153 65.1 0 1 2 0 0 0 2 0 0 0 0
52200 1380 1 0.149 113.9 0 1 4 0 0 0 4 0 1 0 0
127000 1037 1 0.139 64.4 525 1 3 0 1 0 2 0 0 0 0
68500 870 0 0.144 63.8 0 1 2 0 0 0 3 0 1 0 0
84000 945 1 0.182 72.8 0 1 2 0 0 0 3 0 1 0 0
132500 1056 1 0.218 38.7 0 2 4 0 0 0 2 1 0 0 0
34150 790 0 0.145 93.4 0 1 1 0 0 1 3 0 0 0 0
65000 1016 1 0.168 63.5 0 1 3 0 1 0 2 0 0 0 0
127000 1040 1 0.468 41.3 500 1 3 2 0 0 2 0 0 1 0
167000 1504 1 0.161 84.6 0 1 3 0 1 0 3 1 0 0 0
162000 1050 1 0.166 80.4 350 1 3 0 1 0 3 0 0 1 0
248500 1762 1 0.2 11.4 0 3 3 3 0 0 4 0 0 1 1
158000 1598 1 0.163 90.6 850 2 3 0 1 0 3 1 0 0 0
98000 1190 0 0.12 103.6 0 1 2 0 1 0 2 1 0 0 0
78000 1666 1 0.3 107 144 1 4 0 0 0 3 0 1 1 0
127500 824 1 0.169 86.8 0 1 2 0 1 0 4 0 1 0 0
136000 2114 1 0.186 34.9 840 2 3 0 0 0 5 0 1 0 0
95000 880 1 0.145 27.5 0 1 2 0 1 0 2 0 0 0 0
73800 1229 1 0.147 89.8 0 1 3 0 0 0 2 0 1 0 0
61750 672 0 0.161 73.5 0 1 2 0 0 0 2 1 0 0 0
100000 1144 1 0.172 56.2 750 2 3 0 1 0 2 0 0 1 0
70000 1182 1 0.305 34.4 0 1 3 1 0 0 3 0 0 1 0
264500 2108 1 0.231 86.5 0 2 4 0 1 0 5 0 0 0 0
118000 940 1 0.165 67.7 216 1 2 0 1 0 3 1 0 0 0
119000 962 1 0.161 98.5 0 1 2 0 1 0 3 0 0 0 0
78000 1544 1 0.152 91.8 0 1 3 0 0 0 3 1 0 0 0
82500 1365 1 0.213 92.4 0 1 3 0 1 0 2 0 0 0 0
105500 1010 1 0.172 92.3 0 1 2 0 1 0 3 0 0 0 0
123000 1298 1 0.197 74.7 0 1 2 0 0 0 3 1 0 0 0
135000 1248 0 0.632 62.5 700 2 2 2 0 0 2 1 0 0 0
35000 864 0 0.117 109.2 0 1 2 0 0 1 2 0 0 0 0
107500 1040 1 0.175 50.4 250 1 3 0 1 0 2 0 0 1 0
179900 1304 1 0.172 10.4 0 2 2 2 0 0 4 0 0 0 1
99000 884 1 0.149 57 660 1 2 0 1 0 3 0 1 0 0
160000 1188 1 0.22 5.9 1100 2 3 0 0 0 2 0 1 0 1
89300 768 1 0.218 50.6 0 1 2 0 1 0 2 1 0 0 0
170000 1317 1 0.271 97.6 0 2 3 0 1 0 5 1 0 0 0
110000 864 1 0.184 45 0 1 3 0 0 0 2 0 1 0 0
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82500 864 1 0.129 58.5 0 1 2 0 1 0 2 1 0 0 0
137000 930 1 0.172 48.5 530 2 4 0 1 0 1 0 0 0 0
51000 752 0 0.161 88.8 0 1 2 0 0 0 2 1 0 0 0
291500 2009 1 0.258 66.8 0 2 3 2 1 0 3 0 1 0 0
119500 1408 1 0.237 58.7 0 2 3 0 0 0 2 1 0 0 0
58900 720 1 0.152 88.6 0 1 1 0 1 0 2 1 0 0 0
72000 680 1 0.122 56.5 0 1 2 0 1 0 2 1 0 0 0
87900 860 1 0.18 88.8 0 1 2 0 1 0 3 0 1 0 0
108700 1018 1 0.172 61.8 400 1 2 0 1 0 2 0 1 0 0
167900 1356 1 0.223 15.7 0 2 3 2 0 0 2 1 0 0 0
220000 1786 1 0.221 16.4 728 3 3 3 0 0 3 0 0 1 1
149500 1541 1 0.204 23.7 0 2 3 2 0 0 2 1 0 1 0
125500 820 1 0.329 41.5 768 2 3 0 1 0 1 0 0 0 0
228500 2270 1 0.367 23.2 0 2 4 3 0 0 3 0 0 1 0
167500 1536 1 0.18 76.4 450 3 3 1 1 0 2 0 0 0 0
132900 960 1 0.248 90.8 0 1 2 0 1 0 4 0 1 0 0
66500 1057 1 0.138 108.6 0 1 2 0 1 0 4 1 0 0 0
71500 904 1 0.207 58.6 0 1 3 0 0 0 2 1 0 0 0
116000 948 0 0.197 57.3 0 1 3 0 1 0 2 0 0 1 0
52500 768 1 0.178 53.7 0 1 2 0 0 0 2 1 0 0 0
99900 1056 1 0.152 99.6 320 1 3 0 1 0 3 1 0 0 0
87000 720 1 0.193 56.9 300 1 2 0 0 0 2 0 1 0 0
53000 630 0 0.146 96.9 0 1 1 0 1 0 3 0 1 0 0
60000 1200 0 0.145 88.5 0 1 3 1 0 1 1 0 0 0 0
94900 1145 1 0.172 62.8 0 1 3 0 1 0 2 0 1 0 0
121500 1080 1 0.196 65.2 0 1 2 0 1 0 4 0 0 0 0
140000 1193 1 0.264 11 0 2 3 2 0 0 2 0 0 0 0
116500 1036 1 0.217 50.6 0 1 3 0 1 0 2 1 0 0 0
190500 1554 1 0.212 1.4 0 2 3 2 0 0 3 0 0 1 0
113000 1298 1 0.521 91.8 0 2 3 0 0 0 4 1 0 0 0
119000 1270 1 0.329 63.1 0 2 3 0 1 0 3 0 0 0 0
134000 1598 1 0.356 66.5 0 1 3 1 1 0 3 0 0 0 0
158000 1235 1 0.286 63.2 350 1 3 0 1 0 3 0 0 0 0
45000 660 0 0.152 47.4 0 1 2 0 0 0 2 0 0 0 0
120000 1176 1 0.172 54.9 260 1 4 1 1 0 2 0 1 0 0
136000 1678 1 0.258 75.8 400 1 3 2 1 0 4 0 1 0 0
125000 1166 1 0.176 62.6 0 1 2 0 1 0 3 1 0 1 0
69900 672 1 0.26 60.6 0 1 2 0 0 0 2 1 0 0 0
117500 858 1 0.228 36.7 400 2 3 0 0 0 2 1 0 0 0
111000 829 1 0.145 56.3 0 1 2 0 1 0 2 0 0 0 0
104000 1144 1 0.16 64.6 0 1 3 0 0 0 2 1 0 0 0
340000 2258 1 0.153 55.9 0 2 4 0 1 0 6 0 1 0 0
126000 720 1 0.2 63.9 0 1 2 0 1 0 2 0 1 0 0
90000 1404 1 0.235 60.8 0 1 4 0 1 0 2 0 1 0 0
58000 1144 1 0.262 55.5 0 1 3 1 0 0 2 1 0 0 0
318000 2279 1 0.372 89.5 600 2 3 0 1 0 4 0 0 1 0
68000 984 0 0.238 61.9 0 1 2 0 1 0 3 0 1 0 0
154500 1285 1 0.189 66.5 0 1 3 0 1 0 2 0 0 0 0
88500 1026 1 0.152 90.4 0 1 2 0 1 0 3 0 0 0 0
78000 1080 0 0.15 51.8 0 1 2 0 1 0 3 0 1 0 0
128500 1026 1 0.179 24.2 500 2 3 0 1 0 2 0 0 0 0
80000 1318 0 0.254 51.8 0 1 3 1 0 0 3 0 1 0 0
93000 946 1 0.174 56.5 0 1 3 0 0 0 2 1 0 0 0
86000 956 1 0.161 63.2 0 1 2 0 1 0 2 0 0 0 0
237000 2459 1 0.555 100 0 1 3 1 1 0 4 0 1 0 0
77500 1173 1 0.154 103.5 0 1 3 0 1 0 3 0 0 0 0
129900 897 1 0.177 63.7 570 1 2 0 1 0 3 1 0 0 0
123500 980 1 0.162 74.9 0 1 2 0 0 0 3 0 1 0 0
127500 1080 1 0.515 60.8 0 1 3 0 1 0 2 0 1 0 0
240000 1624 1 0.23 26.8 400 2 3 2 1 0 2 0 1 1 1
135000 1452 1 0.2 54.7 550 2 3 0 1 0 3 1 0 0 0
69500 984 1 0.115 101.7 0 1 2 0 0 0 3 1 0 0 0
93000 1030 1 0.474 42.1 200 2 2 0 0 0 3 0 0 0 0
105000 1036 1 0.241 49.9 450 1 2 0 0 0 2 0 1 1 0
85000 922 1 0.152 20.6 0 1 3 0 0 0 2 1 0 0 0
123500 1331 1 0.171 61.7 0 1 4 0 0 0 2 1 0 0 0
80250 1363 1 0.451 64 0 2 4 0 1 0 2 0 1 0 0
106420 978 1 0.248 55.6 0 1 3 0 1 0 2 1 0 0 0
80000 720 1 0.161 91.1 0 1 2 0 0 0 2 0 0 0 0
203000 1972 1 0.229 12 800 2 3 3 0 0 3 0 0 1 1
260000 1512 1 0.232 76.2 470 1 3 2 1 0 3 0 0 1 0
66500 1020 1 0.276 54.7 400 1 3 0 0 0 2 1 0 0 0
103000 1057 1 0.312 50.1 300 1 2 0 1 0 2 0 0 0 0
130000 1008 1 0.175 26.9 960 2 3 0 1 0 2 0 1 0 0
174900 1424 1 0.283 57.6 588 2 3 2 0 0 3 1 0 1 0
142500 1052 1 0.184 64.4 0 1 3 0 1 0 2 0 0 0 0
340000 2605 1 0.201 66.1 0 3 4 0 1 0 3 0 0 0 0
156000 1580 1 0.22 50.3 384 1 4 0 1 0 3 0 0 1 0
123500 2025 1 0.183 98.7 0 1 5 0 1 0 2 1 0 1 0
123900 1090 1 0.142 65.5 450 1 3 0 0 0 2 1 0 1 0
264900 2060 1 0.184 48.9 280 2 3 0 1 0 4 0 1 1 0
132000 952 1 0.16 93.5 0 2 3 0 1 0 3 0 0 0 0
66500 1107 1 0.178 53.1 0 1 3 0 0 1 2 0 0 1 0
75000 864 0 0.205 57.2 0 1 3 0 0 0 2 0 0 0 0
230000 1830 1 0.277 9.5 0 2 3 3 0 0 2 1 0 0 1
124000 1363 1 0.439 48.7 310 2 4 2 0 0 2 1 0 0 0
125500 1232 1 0.167 67.3 440 2 3 0 1 0 3 0 0 0 0
35000 822 0 0.126 88.4 0 1 2 0 0 0 3 0 0 0 0
76440 1080 1 0.448 14.6 0 2 3 0 0 0 2 1 0 0 0
45000 664 0 0.153 94.5 0 1 2 0 0 0 2 0 0 0 0
144500 1096 1 0.254 10.6 680 1 3 2 0 0 3 1 0 1 0
319000 1760 1 0.312 53.4 800 3 4 2 0 0 2 0 0 0 1
129000 1052 1 0.195 50.5 494 1 3 0 1 0 2 0 0 0 0
111000 1152 1 0.135 95.7 300 1 3 0 1 0 3 1 0 0 0
179000 1578 1 0.387 21.3 600 3 4 2 0 0 1 0 0 0 0
75000 834 0 0.152 65 0 1 2 0 0 0 2 0 1 0 0
221500 1401 0 0.189 98.6 0 2 3 0 1 0 4 1 0 0 0
29200 826 1 0.152 102.7 0 1 2 0 0 0 2 1 0 0 0
145000 1578 1 0.188 41.5 336 1 4 2 1 0 3 0 0 2 0
135000 997 0 0.198 55.5 0 1 3 0 1 0 2 0 0 0 0
115000 1235 1 0.18 63.3 850 1 3 0 1 0 3 0 0 1 0
140000 1126 1 0.213 42.6 260 1 3 0 1 0 2 1 0 2 0
165000 1136 1 0.189 11.3 600 2 3 2 0 0 3 0 0 1 1
130000 912 1 0.172 56.4 400 1 2 0 1 0 2 0 0 1 0
202000 2388 1 0.2 99 350 2 3 0 1 0 6 0 1 1 0
194000 1473 1 0.178 5.8 0 2 3 2 0 0 2 0 1 1 0
112900 928 1 0.171 61.3 0 1 2 1 1 0 3 0 0 0 0
104000 960 1 0.179 29.8 300 1 3 0 0 0 2 0 1 0 0
88000 777 1 0.235 100.6 0 1 2 0 1 0 1 1 0 0 0
85000 1057 1 0.189 56.2 0 1 2 1 0 0 3 0 0 0 0
115000 1374 1 0.159 120.2 0 1 3 0 1 0 3 0 0 1 0
54000 704 0 0.153 99.9 0 1 4 2 1 0 2 0 1 0 0
95000 1330 1 0.271 101.7 0 1 2 0 0 0 3 1 0 0 0
109900 1635 1 0.174 91.6 144 1 3 0 1 0 3 1 0 0 0
87500 900 1 0.149 88.3 360 1 2 0 1 0 2 0 0 0 0
100000 875 1 0.193 28.2 0 1 3 0 1 0 2 0 0 0 0
114000 769 1 0.235 75.4 0 1 2 0 1 0 2 0 0 0 0
106000 997 1 0.158 56.6 0 1 3 0 1 0 2 1 0 0 0
138000 1178 1 0.161 91 0 1 2 0 1 0 4 0 1 0 0
54000 778 1 0.157 90.4 0 1 2 0 0 0 2 0 0 0 0
113000 1071 1 0.241 53.3 294 1 3 0 1 0 2 0 0 1 0
135000 1482 1 0.232 49.4 256 2 3 1 0 0 3 0 0 0 0
90000 1050 1 0.183 61.2 0 1 3 1 1 0 2 0 0 0 0
39160 852 1 0.153 85.1 0 1 2 0 0 1 2 0 0 0 0
107000 996 0 0.193 65.2 0 1 3 2 0 0 2 0 0 0 0
75140 792 1 0.172 61.5 0 1 2 0 1 0 3 0 0 0 0
134900 1834 1 0.379 60.5 0 1 3 0 1 0 7 0 0 0 0
250000 1624 1 0.901 46.5 1140 2 4 2 1 0 3 0 0 0 0
53000 1971 1 0.193 58.8 0 3 3 0 0 1 4 0 1 0 0
102000 840 0 0.119 90.3 0 1 2 0 1 0 3 0 0 0 0
270000 1964 1 0.414 59.8 600 2 3 2 0 0 3 0 1 0 0
97500 975 1 0.161 52.3 150 1 3 0 0 0 2 0 0 0 0
81000 1248 1 0.195 100.4 300 1 3 0 0 1 3 0 0 1 0
75000 864 1 0.11 89.1 0 1 3 0 1 0 2 0 0 0 0
325000 2650 1 0.601 71 1200 3 4 0 1 0 2 0 1 1 0
175000 1920 1 0.23 9.4 0 2 4 3 0 0 3 0 0 1 1
85000 1158 1 0.262 61.3 0 1 2 1 0 0 2 0 0 0 0
81000 940 1 0.169 63.1 0 1 2 0 1 0 3 0 0 0 0
162000 1196 1 0.3 57.9 0 2 3 0 1 0 2 0 1 1 0
69500 987 0 0.118 74.6 0 1 2 0 1 0 4 1 0 0 0
65000 768 1 0.145 91.1 200 1 2 0 0 0 2 0 0 0 0
80000 1075 1 0.172 114.4 0 1 2 0 1 0 3 0 0 0 0
111000 1037 1 0.19 44.3 0 1 3 0 1 0 2 0 0 0 0
152500 1290 1 0.427 31.1 0 1 3 0 1 0 2 0 0 1 0
385000 2342 1 0.627 24.5 1000 3 3 1 1 0 2 0 0 1 0
130000 1372 1 0.172 39.8 0 2 3 0 1 0 3 0 1 1 0
47000 704 0 0.112 62.1 0 1 2 0 0 0 2 0 0 0 0
76300 768 1 0.118 94.9 0 1 2 0 1 0 2 0 1 0 0
79600 1305 1 0.189 113.6 0 1 3 0 0 1 4 1 0 0 0
100000 798 1 0.468 32.5 350 1 3 0 1 0 2 1 0 0 0
134000 1001 1 0.16 64.3 564 2 3 0 1 0 2 0 0 0 0
51500 680 0 0.327 96.4 0 1 1 0 0 0 3 0 0 0 0
119900 996 0 0.179 67.9 0 1 2 0 1 0 2 0 1 0 0
105000 1031 1 0.442 94.3 0 1 3 0 1 0 3 0 0 0 0
140000 1430 0 0.238 103.9 0 1 3 0 0 0 3 0 1 0 0
169200 1211 1 0.213 50.5 1000 1 3 1 1 0 1 1 0 1 0
59900 1148 1 0.16 74.9 0 1 4 0 0 1 2 0 1 0 0
125000 1332 1 0.176 65.4 0 1 2 1 1 0 4 0 0 0 0
64000 1032 0 0.496 48.8 0 1 2 0 1 0 3 0 1 0 0
87500 774 1 0.17 64.8 0 1 2 0 1 0 2 0 1 0 0
160000 1249 1 0.266 94 0 1 3 0 1 0 3 0 1 0 0
50000 936 0 0.172 43.6 0 1 3 0 1 0 2 1 0 0 0
81600 760 1 0.14 42.1 0 1 2 0 1 0 3 0 0 0 0
136000 1495 1 0.242 41.8 0 1 4 2 1 0 4 0 1 1 0
174000 1248 1 0.469 68.5 0 2 2 0 1 0 2 1 0 0 0
121000 888 1 0.161 48.1 800 2 3 0 1 0 2 0 0 1 0
95000 876 1 0.218 58.2 0 1 3 0 0 0 2 0 0 0 0
84750 902 1 0.17 86.5 350 2 2 0 0 0 2 0 0 0 0
174000 1732 1 0.207 13.5 0 2 3 2 0 0 2 1 0 1 1
138000 1063 1 0.15 63.9 350 3 3 0 1 0 2 0 1 0 0
123500 1176 1 0.163 57.4 350 1 2 0 1 0 3 0 0 0 0
131000 1144 1 0.168 53.5 0 1 4 0 1 0 2 0 0 1 0
123750 1012 1 0.2 59.9 500 1 2 1 1 0 2 0 1 1 1
50000 872 1 0.156 93 0 1 2 0 0 0 3 0 1 0 0
63000 918 0 0.454 95.5 0 1 3 0 0 0 2 0 0 0 0
189000 1439 1 0.156 13.7 860 3 2 2 0 0 3 1 0 0 1
172200 1568 1 0.218 16.7 0 1 3 2 0 0 2 1 0 1 0
105900 780 1 0.196 66.6 0 1 2 0 1 0 2 1 0 0 0
90000 940 1 0.178 56.8 0 1 3 0 1 0 2 0 1 0 0
96750 751 1 0.2 67 0 1 2 0 1 0 3 0 1 0 0
75000 1035 1 0.152 89.7 0 1 3 0 1 0 3 1 0 0 0
141000 1316 1 0.171 66.6 700 1 3 0 1 0 2 1 0 0 0
104900 844 1 0.16 62.3 0 1 2 0 1 0 2 0 0 0 0
85000 1110 1 0.169 98 0 1 2 0 1 0 4 0 0 0 0
139000 876 1 0.149 90.6 0 1 2 0 1 0 3 1 0 0 0
115000 1937 1 0.152 59 0 3 3 0 1 0 4 0 1 0 0
80000 1436 1 0.172 63.5 0 1 3 0 0 0 3 1 0 0 0
119900 963 1 0.321 19.3 0 2 3 0 0 0 2 0 0 0 0
80000 950 1 0.168 55.2 0 1 3 0 1 0 2 0 0 0 0
77000 1761 1 0.227 63.5 0 1 3 0 1 0 3 0 0 0 0
139000 1147 1 0.207 55.8 500 1 3 0 1 0 3 0 1 1 0
107000 1292 1 0.175 58.3 400 1 3 0 1 0 2 0 0 1 0
175000 1318 1 0.22 13.6 0 2 2 2 0 0 3 1 0 0 0
215500 2319 1 0.23 9.3 0 2 4 3 0 0 2 0 0 1 1
87000 1012 1 0.172 54.9 0 1 3 0 1 0 2 0 1 1 0
113000 1372 1 0.172 42.4 0 1 3 0 1 0 2 0 0 1 0
55700 660 1 0.367 73.3 0 1 2 0 0 0 2 0 0 0 1
199000 2004 1 0.258 46.8 0 2 4 2 1 0 4 1 0 1 0
146690 2212 1 0.129 76.1 400 1 3 0 1 0 4 0 0 1 0
164900 1474 1 0.177 4.7 0 2 3 2 0 0 3 0 1 1 0
94000 1038 1 0.152 35.5 515 1 2 0 1 0 2 0 0 0 0
185500 1727 1 0.328 36.4 400 2 3 2 1 0 5 0 0 1 0
41000 700 0 0.16 55.2 400 1 2 0 0 1 2 0 0 0 0
92500 660 1 0.162 91.3 0 1 2 0 1 0 2 0 0 0 0
131000 1114 1 0.161 31.6 0 1 2 0 1 0 3 1 0 1 0
109000 916 1 0.115 36.5 720 1 3 0 1 0 2 0 0 1 0
119000 1288 1 0.147 105.9 0 1 3 0 0 0 3 0 1 1 0
60000 770 1 0.149 103 0 1 2 0 1 0 2 0 1 0 0
104500 1460 0 0.126 58.6 0 2 2 0 1 0 5 1 0 0 0
185000 2371 1 0.371 31.3 450 3 4 3 1 0 4 0 0 1 0
146500 1360 1 0.162 76 0 1 3 0 1 0 4 0 0 0 0
172500 1681 1 0.223 92.6 0 1 3 0 1 0 5 1 0 1 0
80000 1312 0 0.367 59.5 0 1 3 0 0 0 2 0 0 0 0
193000 2523 1 0.226 21.7 0 2 3 2 0 0 5 0 1 1 0
67100 864 1 0.164 64.7 0 1 3 0 1 0 2 1 0 0 0
120000 1416 1 0.266 62 708 1 3 2 0 0 3 0 0 1 0
103000 864 1 0.199 58.2 0 1 2 0 0 0 3 0 0 0 0
125000 905 1 0.316 38.3 600 1 2 0 1 0 3 0 0 0 0
101000 840 1 0.235 51.8 0 1 3 0 0 0 2 0 1 0 0
207000 1960 1 0.199 89.4 0 1 3 1 1 0 3 0 0 1 0
86500 1227 1 0.108 62.9 0 1 4 0 1 0 1 0 1 0 0
109500 1013 1 0.194 93.2 0 1 3 0 1 0 2 0 0 2 0
117900 832 1 0.163 89.7 0 1 2 0 1 0 2 1 0 0 0
133000 1094 1 0.369 42.5 500 2 3 0 1 0 3 0 0 0 0
73000 1272 1 0.135 114.3 0 1 3 0 0 0 3 0 0 0 0
100000 744 1 0.192 45.8 0 1 2 0 1 0 3 1 0 0 0
86000 637 0 0.242 64.7 0 1 2 0 0 0 2 1 0 0 0
78000 992 1 0.158 92 0 1 2 0 0 0 2 0 0 0 0
185000 1740 1 0.18 73.6 0 1 3 0 1 0 4 1 0 1 0
27500 1474 0 0.138 102.6 0 1 4 1 0 1 4 1 0 0 0
75000 816 1 0.152 55.9 0 1 2 0 1 0 2 0 1 0 0
55000 777 0 0.117 99.5 0 1 2 0 0 0 3 0 0 0 0
119900 876 1 0.174 59.3 400 1 2 0 1 0 3 0 0 0 0
165000 1020 1 0.231 64.5 0 1 2 1 1 0 3 0 0 0 0
93500 1992 1 0.152 59.4 0 1 5 0 1 0 3 0 0 1 0
133500 1038 1 0.199 74.7 446 2 2 1 1 0 5 1 0 0 0
385000 2227 1 0.255 90.4 1000 2 3 0 1 0 3 0 0 1 1
135000 894 1 0.196 36.9 500 1 3 0 1 0 2 0 1 1 0
115000 1504 1 0.158 85.4 0 2 3 0 1 0 4 0 0 0 0
122000 1602 1 0.461 105.1 350 2 4 0 1 0 3 0 0 0 0
160000 1635 1 0.245 14.3 0 2 4 3 1 0 2 0 0 1 0
193500 2046 1 0.188 16.4 0 2 4 2 0 0 4 0 0 1 0
220000 1775 1 0.383 84.4 0 1 3 0 1 0 3 0 0 1 0
85000 1322 1 0.333 59.3 0 1 2 0 1 0 3 0 0 0 0
79900 1016 1 0.237 60.4 0 1 2 0 0 0 2 0 0 0 0
127900 1032 1 0.289 16.7 900 2 3 0 0 0 2 1 0 0 0
140000 1092 1 0.292 51.3 500 1 3 0 1 0 3 0 0 0 0
219000 2240 1 0.255 11.9 700 3 4 2 0 0 4 0 1 1 1
115000 1021 1 0.164 100.8 450 1 2 0 1 0 3 0 1 0 0
129000 1338 0 0.16 86.3 0 1 3 0 1 0 4 0 0 1 0
127000 1012 1 0.166 68.4 200 2 2 0 1 0 2 0 0 0 0
80000 779 1 0.155 41.8 0 1 2 0 1 0 3 0 1 0 0
116000 1451 1 0.223 82.4 0 1 3 0 1 0 3 0 0 0 0
39020 624 0 0.437 81.6 0 1 2 0 0 1 2 1 0 0 0
128750 1198 1 0.277 48.9 1042 2 1 0 1 0 3 0 1 0 0
120000 2037 1 0.179 50.2 0 2 4 1 0 0 2 0 0 0 0
190000 1479 1 0.16 62.4 0 2 4 0 1 0 2 0 0 0 0
105000 997 1 0.295 13.2 0 1 3 0 0 0 2 0 0 1 0
80000 1088 1 0.155 118.3 0 1 3 0 0 1 2 0 0 1 0
97000 912 1 0.207 57.6 0 1 3 0 0 0 2 1 0 0 0
170000 1333 1 0.166 61.8 390 1 3 0 1 0 2 0 1 1 0
110000 1290 1 0.187 10.3 110 2 3 0 0 0 2 0 0 0 0
74500 796 1 0.165 60.8 0 1 2 1 0 0 2 0 1 0 0
79500 864 1 0.107 60.3 0 1 3 0 0 1 2 0 0 0 0
85000 924 1 0.161 58.6 0 1 3 0 1 0 3 1 0 0 0
53500 1052 1 0.104 113.5 0 1 2 0 0 1 5 0 0 1 0
41500 808 1 0.162 118.5 0 1 2 0 0 1 3 0 0 0 0
115000 1334 1 0.143 58.7 0 1 3 0 0 0 2 1 0 0 0
345000 2573 1 0.4 103 0 2 4 0 1 0 6 0 1 1 0
150000 1359 1 0.173 13.2 0 2 3 0 0 0 3 0 0 1 0
100000 1120 1 0.196 53.6 0 1 3 1 0 0 2 1 0 1 0
97500 912 1 0.22 58.8 0 1 2 0 1 0 2 0 1 0 0
50000 640 0 0.18 92 0 1 2 0 1 0 2 0 1 0 0
98000 1242 1 0.234 7.3 0 2 3 0 0 0 2 0 0 0 1
76000 876 1 0.164 77 0 1 2 0 1 0 3 0 1 0 0
125600 942 1 0.217 36.8 600 1 3 0 1 0 2 0 1 0 0
116000 1796 0 0.172 96.8 315 1 4 0 0 0 4 0 1 0 0
123000 1037 1 0.244 46.6 600 1 2 0 1 0 3 1 0 0 0
112000 918 1 0.172 59.3 0 1 3 1 1 0 2 0 0 0 0
85900 864 1 0.199 56.8 0 1 3 0 0 0 2 0 1 0 0
154900 1548 1 0.193 85.6 350 1 3 0 1 0 3 1 0 1 0
140000 1876 1 0.296 66.1 350 1 3 0 1 0 4 0 0 1 0
113620 1583 1 0.153 91.9 0 1 3 0 0 0 3 0 1 0 0
129000 1032 1 0.205 9.4 624 1 3 2 0 0 2 0 0 0 0
460000 2480 1 0.405 85.1 520 3 3 0 1 0 3 0 0 0 0
165000 1708 1 0.213 58.5 300 2 3 0 1 0 4 0 0 1 0
77400 889 0 0.274 97.8 0 1 2 0 1 0 2 1 0 0 0
86000 736 1 0.146 74.3 360 1 2 0 1 0 2 0 0 1 0
117500 816 1 0.22 37.3 0 2 4 0 1 0 4 0 0 0 0
86500 778 1 0.169 94 0 1 2 0 1 0 3 0 1 0 0
40000 1176 1 0.117 62 0 1 3 0 1 0 2 0 1 1 0
91500 894 1 0.233 101.5 0 1 2 0 0 0 2 0 0 1 0
150000 1400 1 0.208 14 0 2 3 2 0 0 2 0 1 1 0
167500 1451 1 0.209 91.3 0 1 3 0 1 0 2 0 0 1 0
35000 728 0 0.215 53.6 0 1 2 0 0 0 3 1 0 0 0
48000 1230 0 0.135 114.9 0 1 3 0 0 1 3 0 1 0 0
160000 1377 1 0.16 67 0 1 3 0 1 0 4 0 1 1 0
106000 942 1 0.227 94.6 0 1 3 0 1 0 2 1 0 0 0
115000 1326 1 0.341 73.5 0 1 2 0 1 0 4 0 0 1 0
124900 1008 1 0.409 58.3 0 1 3 0 1 0 2 0 0 0 0
187000 1468 1 0.31 10.8 0 2 3 2 0 0 3 0 1 1 0

Regression2

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8405112654
R Square 0.7064591873
Adjusted R Square 0.7004603969
Standard Error 32687.0783187566
Observations 750
ANOVA
df SS MS F Significance F
Regression 15 1887412610157.33 125827507343.822 117.7669387387 1.21187406418589E-183
Residual 734 784238695338.13 1068445089.01653
Total 749 2671651305495.46
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -9072.1027620719 8396.3172537675 -1.0804859426 0.2802807293 -25555.7629296943 7411.5574055505 -25555.7629296943 7411.5574055505
above 86.3647258596 5.2319194942 16.5072734691 2.694428245715E-52 76.0934151932 96.636036526 76.0934151932 96.636036526
AC 9764.2892586004 4072.5517381531 2.3975850735 0.0167524471 1769.0507703627 17759.527746838 1769.0507703627 17759.527746838
acres 36699.8069718743 10737.1472254076 3.4180221433 0.0006655779 15620.6265783592 57778.9873653894 15620.6265783592 57778.9873653894
age -123.1277779552 60.6062216132 -2.0316029391 0.0425536105 -242.1099853828 -4.1455705276 -242.1099853828 -4.1455705276
basement 17.361397213 4.8931987066 3.5480670731 0.0004127536 7.7550636058 26.9677308202 7.7550636058 26.9677308202
baths 21769.5012688486 3004.6815235959 7.2451942404 0 15870.7068748343 27668.2956628628 15870.7068748343 27668.2956628628
beds -7512.1706222553 2381.6306822314 -3.1542130685 0.0016749283 -12187.7908524307 -2836.5503920799 -12187.7908524307 -2836.5503920799
car 4019.6278280952 2065.5449383826 1.9460374613 0.0520315358 -35.4524882155 8074.7081444058 -35.4524882155 8074.7081444058
Above Normal 23501.0105244314 2825.7968800341 8.3165958213 4.38833030447048E-16 17953.4026785858 29048.618370277 17953.4026785858 29048.618370277
Below Normal -33223.5229867214 6078.8960517199 -5.4653875809 0.0000000633 -45157.6190531713 -21289.4269202716 -45157.6190531713 -21289.4269202716
rooms -3321.5008703354 1743.5033480222 -1.9050728375 0.0571611542 -6744.3487477205 101.3470070497 -6744.3487477205 101.3470070497
Summer -614.6215463405 2894.479472067 -0.2123426862 0.831898649 -6297.0671397706 5067.8240470895 -6297.0671397706 5067.8240470895
Fall -1954.4083537237 2977.3352130193 -0.6564287236 0.5117540476 -7799.5164378047 3890.6997303573 -7799.5164378047 3890.6997303573
toilets 8620.7167726405 2977.6646297984 2.8951268341 0.0039025856 2774.9619771412 14466.4715681399 2774.9619771412 14466.4715681399
walkout 11975.4861584929 6559.8567889941 1.8255712805 0.0683210562 -902.8326079318 24853.8049249177 -902.8326079318 24853.8049249177
RESIDUAL OUTPUT
Observation Predicted price Residuals
1 91654.3403291456 845.6596708544
2 86233.088926195 20766.911073805
3 102398.972034706 -14398.9720347057
4 142429.624318008 17570.3756819918
5 164783.289662273 5216.7103377274
6 154180.986454914 7719.0135450857
7 125100.711731408 -62600.7117314075
8 113244.92300399 8755.0769960096
9 102610.317833583 42389.6821664169
10 202555.449487061 4944.550512939
11 74053.469307061 -24053.469307061
12 219692.901579154 -14342.9015791544
13 154398.356888986 -49898.3568889862
14 167763.994546255 -5263.9945462552
15 101584.669333084 -3084.6693330843
16 143966.897392429 24733.1026075709
17 170978.220666081 46271.7793339187
18 106126.766250427 -3126.766250427
19 67723.1511587413 -12723.1511587413
20 181621.407452962 -24921.4074529624
21 137002.662998247 6997.3370017532
22 119998.074513003 -10998.0745130034
23 156340.564759718 8659.4352402824
24 65349.4156387052 21650.5843612948
25 134163.183059288 -9163.1830592875
26 87453.4856180768 27546.5143819232
27 109503.777199679 5496.2228003206
28 88099.4384431662 31400.5615568338
29 200347.964619387 47152.035380613
30 87799.9324572821 -45799.9324572821
31 101251.505303797 16748.4946962034
32 54881.8322255083 29118.1677744917
33 110666.32699498 -4186.3269949802
34 296672.049798578 33327.9502014222
35 122951.093226207 -24951.0932262075
36 86684.212072066 12815.787927934
37 114352.581659139 -29452.5816591389
38 225677.059023084 -35777.0590230839
39 150912.19401745 14087.8059825505
40 71677.0609085157 -6677.0609085157
41 165682.803718725 14317.1962812751
42 114246.956337186 4753.0436628144
43 191122.201380904 4877.7986190961
44 58576.5660926015 -23076.5660926015
45 187242.617238453 -24242.617238453
46 42652.0386713812 22247.9613286188
47 187670.66251385 -13670.6625138503
48 79846.7877308779 23543.2122691221
49 163912.399309559 -13912.3993095587
50 109588.163104544 -5988.1631045436
51 93564.0966232131 -17564.0966232131
52 255208.580342594 169791.419657406
53 88786.289866749 17213.710133251
54 129985.756929332 -6485.7569293316
55 161020.226641313 17979.7733586865
56 232396.75212525 -32396.7521252495
57 245050.020669061 44949.9793309385
58 163710.193486186 11289.8065138136
59 156885.456734272 -8885.4567342717
60 142320.087334146 -44820.0873341465
61 161374.296511842 -6374.2965118416
62 102945.739026193 -23945.7390261933
63 148883.57029199 3116.4297080101
64 138347.551639905 73652.4483600954
65 105423.004021399 -20423.0040213995
66 142217.751800682 -18217.7518006816
67 139430.002706562 14069.997293438
68 114131.602493133 -9131.6024931331
69 238968.409519139 91031.590480861
70 86107.3071799133 8892.6928200867
71 75862.9559980906 -16862.9559980906
72 87799.9324572821 -35599.9324572821
73 112629.983204424 14370.0167955762
74 58320.6777658162 10179.3222341838
75 74848.7641272227 9151.2358727772
76 101361.546678957 31138.4533210427
77 24046.6732658019 10103.3267341981
78 102876.699826868 -37876.6998268683
79 120532.492520588 6467.5074794121
80 138231.668866031 28768.3311339695
81 115034.546371579 46965.4536284211
82 220944.213060727 27555.786939273
83 182211.274942983 -24211.2749429826
84 108338.407313104 -10338.4073131035
85 133333.755415432 -55333.7554154323
86 82377.2555702972 45122.7444297028
87 202820.37323439 -66820.3732343902
88 102231.772178249 -7231.772178249
89 91808.0110501817 -18008.0110501817
90 45311.3069956858 16438.6930043142
91 158388.282695132 -58388.2826951317
92 111641.969419178 -41641.9694191778
93 200959.957447422 63540.0425525779
94 103011.854576806 14988.1454231939
95 97837.3035051334 21162.6964948666
96 116968.42911196 -38968.4291119597
97 131111.087682706 -48611.0876827057
98 103149.900446408 2350.0995535919
99 106991.853489516 16008.1465104839
100 155659.138706258 -20659.1387062575
101 23273.9797405894 11726.0202594106
102 119780.391863417 -12280.3918634167
103 153587.026552433 26312.9734475666
104 105274.373796446 -6274.3737964457
105 154119.088131014 5880.9118689859
106 91779.1355738124 -2479.1355738123
107 139644.282311947 30355.7176880526
108 67158.9034217717 42841.0965782283
109 94679.9568077405 -4679.9568077405
110 129042.320297539 4457.6797024613
111 178917.703326007 -53917.7033260065
112 118860.193431599 -3960.1934315986
113 116039.80927317 -13039.8092731701
114 115903.863995083 33996.1360049167
115 119300.740701895 45699.2592981047
116 213881.38280149 149618.61719851
117 70133.0706032913 14866.9293967087
118 65505.7903031549 -10505.7903031549
119 96773.3521035919 5726.6478964081
120 56496.9433050906 26003.0566949094
121 150262.266296247 -5262.266296247
122 103871.783435705 -16371.7834357048
123 148044.392865968 -23044.3928659684
124 72493.4792942778 47006.5207057222
125 27356.0434827145 -1356.0434827145
126 202198.275436287 -2198.275436287
127 133567.091435086 14432.9085649137
128 120349.894487434 -80349.8944874342
129 75258.7207002076 -258.7207002076
130 93622.5690536906 -6622.5690536906
131 156072.573977264 -1072.573977264
132 135744.525841361 4255.4741586394
133 63141.2727677043 6858.7272322957
134 108091.958645217 -28091.9586452175
135 182738.815817849 32381.1841821514
136 106355.634937972 21644.365062028
137 103434.278608693 -8434.2786086928
138 129072.117504273 -3072.117504273
139 92808.0901811797 3191.9098188203
140 142969.776133247 -33969.776133247
141 112361.464494174 34638.5355058263
142 102576.722658755 -37576.7226587547
143 81272.9394726042 -11272.9394726042
144 110147.772245333 11852.2277546668
145 126471.519679304 -23771.519679304
146 87664.0379641148 12335.9620358852
147 97398.913129012 -1898.913129012
148 173767.449636486 -13767.4496364857
149 188609.51854085 -6109.5185408501
150 110660.674475583 21839.3255244167
151 54910.1404395153 -9910.1404395153
152 114522.238794043 33477.761205957
153 162762.31758312 -41762.3175831201
154 51062.0878702397 -1162.0878702397
155 73272.6023642665 -2272.6023642665
156 60708.3254182445 7291.6745817555
157 153586.043122577 -29586.0431225766
158 130653.945087165 -7653.9450871654
159 143278.162896653 -5778.1628966532
160 142932.824382292 4567.1756177079
161 107611.928549764 -25611.9285497635
162 171359.908864805 -91359.9088648046
163 290109.139781376 -68109.1397813758
164 119968.951732033 -17068.951732033
165 67835.1391289375 614.8608710625
166 128065.473417634 25934.5265823657
167 94708.7109040624 2291.2890959376
168 79871.0035271635 -7871.0035271635
169 99006.0756202238 19893.9243797762
170 88496.9873331517 -5996.9873331517
171 121409.675957641 -16409.6759576405
172 124550.180522536 11949.8194774645
173 121738.571279509 -56738.5712795088
174 79958.4857196133 15941.5142803867
175 154285.32060113 4714.6793988696
176 66009.2978202289 4440.7021797711
177 190521.829570608 -25521.8295706083
178 66246.325115892 19753.674884108
179 151792.687164083 -11792.687164083
180 131621.727249481 18378.2727505189
181 76558.2801695352 36441.7198304648
182 191559.821239258 -4059.8212392576
183 141411.172472554 16588.827527446
184 89770.5451636593 42229.4548363407
185 120944.808348039 -18944.8083480385
186 132789.168073973 -12789.1680739734
187 106075.804305528 -31075.8043055283
188 77751.5648928236 44248.4351071764
189 93865.8944624036 -15965.8944624036
190 99767.9529955058 30132.0470044942
191 75854.8619521199 -44604.8619521199
192 91288.2387620968 -38288.2387620968
193 85174.5756491358 29825.4243508642
194 133167.908107942 -1667.9081079423
195 57441.159790046 52058.840209954
196 124130.791466203 -15230.7914662026
197 114850.345295086 5049.6547049137
198 29361.1088059434 7638.8911940566
199 55122.1181991917 24777.8818008083
200 77680.9793396864 -2680.9793396864
201 111466.67640379 -7466.6764037902
202 93416.3582349372 -23916.3582349372
203 96392.8391406986 -1492.8391406986
204 115780.391266902 11719.6087330979
205 120474.329106239 39525.6708937612
206 169631.703299288 39368.2967007115
207 212174.983271688 -25174.9832716884
208 119872.412850724 -31372.4128507244
209 47785.2013513903 -12785.2013513903
210 114066.073716 -70066.0737160002
211 126195.431332121 -46295.4313321211
212 99665.8556807764 -24165.8556807764
213 151398.11737924 -7078.1173792403
214 103329.825308943 18670.1746910574
215 136831.066700039 4168.9332999612
216 134154.034444127 -29154.0344441274
217 234401.729186708 -64401.7291867077
218 232140.817661778 27859.1823382219
219 223964.382410629 -21964.3824106289
220 63376.5294789957 36123.4705210043
221 113551.972044938 35448.0279550622
222 155255.531274204 9744.4687257957
223 96797.6875703439 -18297.6875703439
224 148911.735896986 12988.2641030143
225 91794.5617115464 6205.4382884536
226 123733.760190456 -43733.7601904564
227 120193.729262697 -17193.7292626972
228 130035.744743023 69964.2552569774
229 238667.705835043 81332.2941649575
230 165840.355706351 -106840.355706351
231 137325.682288961 -47325.6822889608
232 189835.371358139 -5335.3713581388
233 122259.800040505 3740.1999594947
234 104850.982076469 -24850.9820764695
235 91137.3263456276 33862.6736543724
236 107135.545743598 2864.4542564021
237 97428.845906088 29571.154093912
238 60883.2461481751 -5983.246148175
239 158831.974438431 -11331.9744384311
240 218839.627101949 -25339.6271019493
241 98542.7346722262 -10042.7346722262
242 69974.4183715371 -15894.4183715371
243 121407.357412451 -9407.3574124513
244 209409.34050082 590.6594991803
245 69184.9900308291 30815.0099691709
246 190659.549144449 34340.4508555512
247 88288.6676012628 -18288.6676012628
248 92534.9146410145 -13534.9146410145
249 122395.717234383 -13495.7172343827
250 114881.79384468 18118.20615532
251 79456.8021489521 30543.1978510479
252 147675.268368937 -7675.2683689367
253 55400.8549070171 44599.1450929829
254 90714.4999164836 -1714.4999164836
255 116467.554949658 43532.4450503415
256 133651.274167716 -20151.2741677159
257 85110.3430948447 4889.6569051553
258 130817.164470279 -22817.1644702786
259 219921.668780667 -44921.6687806668
260 187227.26553664 -5227.2655366396
261 138440.703609625 -14440.7036096253
262 126505.538449025 -5.5384490252
263 182954.183620399 -76454.183620399
264 190657.270126359 -49657.270126359
265 67535.0487073704 12464.9512926296
266 131853.239802688 -9353.2398026876
267 143375.55103901 -38375.5510390101
268 80017.7419831662 33982.2580168338
269 117690.271790357 -52690.2717903571
270 70765.3197560715 -2865.3197560715
271 110631.086924343 16368.9130756569
272 69566.7035143888 10433.2964856112
273 109007.751693449 -26507.7516934486
274 78906.3964588214 -48906.3964588214
275 141600.678864346 -15600.6788643455
276 118128.73083862 10871.26916138
277 109674.813120821 30225.1868791788
278 69779.0486257781 -12779.0486257781
279 113229.146625974 -28229.1466259737
280 101596.3956837 -52596.3956837005
281 89795.3331801914 -25795.3331801914
282 139454.485504493 1545.5144955068
283 133830.798644981 6069.2013550193
284 180664.517806585 82335.4821934153
285 68526.4828361718 -5526.4828361718
286 45812.7520318905 7187.2479681095
287 86288.2031157677 11211.7968842323
288 160215.141219197 -87795.1412191966
289 105840.557725206 14159.4422747938
290 180219.317754208 21780.6822457922
291 103213.630580843 -38313.6305808426
292 102841.904359927 27158.0956400735
293 106445.190878596 10554.8091214045
294 216012.167100358 -36012.1671003581
295 221457.084693631 27042.9153063687
296 103046.388908229 6953.6110917712
297 147169.855272737 -17169.8552727373
298 129748.78833321 20151.21166679
299 183511.866893103 -6011.8668931033
300 97897.3804158146 32002.6195841854
301 98576.7393266769 15923.2606733231
302 96404.182792645 -9904.182792645
303 89367.85009802 25632.14990198
304 24865.0626934702 -1865.0626934702
305 114191.926044483 19808.0739555172
306 226919.147772193 -46919.1477721926
307 77062.6197770963 47437.3802229037
308 95838.5402341908 24161.4597658092
309 127887.479032866 21612.5209671344
310 119193.349409267 -31193.3494092667
311 187483.572680947 5016.4273190526
312 72408.8244794449 15591.1755205551
313 121582.473977545 9417.5260224551
314 104332.601967216 10127.3980327842
315 89603.1832690184 5396.8167309816
316 128138.621100551 21361.3788994492
317 204970.293164898 -42470.2931648984
318 137108.70019913 22891.2998008704
319 150196.239450944 9803.7605490563
320 90076.6373225874 -17076.6373225874
321 95171.5508002841 -17171.5508002841
322 55457.2729082094 14542.7270917906
323 89456.4733229654 -1956.4733229654
324 189046.749701334 -41676.7497013343
325 235047.120544675 69952.879455325
326 122658.62430543 -5658.6243054301
327 79660.1312247234 35339.8687752766
328 280391.592196228 134608.407803772
329 103995.918843112 21004.0811568884
330 118962.742055005 -11962.742055005
331 104892.787823016 -59892.7878230165
332 97621.4615737564 12378.5384262436
333 158079.38811711 26920.6118828898
334 108021.136771446 16978.863228554
335 166769.65422298 -11769.6542229798
336 76501.7065655097 7998.2934344903
337 247560.309965112 92439.6900348882
338 126326.114872825 -25326.1148728254
339 87956.1735773723 -22956.1735773723
340 112256.678379577 9143.3216204233
341 107731.409483451 -5731.4094834511
342 150324.812008164 -15324.8120081644
343 138237.889318975 -13237.8893189752
344 81912.6571044381 9087.3428955619
345 108898.34850703 6101.6514929696
346 104761.733704621 -7011.7337046211
347 130746.15099309 -55746.1509930898
348 266158.292709489 2841.7072905109
349 151486.299368245 -9986.2993682452
350 120617.373470715 46382.6265292847
351 178240.435707323 -25240.4357073229
352 87592.7569179485 -12592.7569179485
353 106479.556266973 -12979.5562669734
354 115219.426819284 -10719.4268192836
355 94438.6114311061 24211.3885688939
356 161378.036208872 13621.9637911278
357 172817.636280571 -39817.6362805715
358 226192.449775061 -38192.4497750613
359 137973.567102706 -41973.5671027062
360 178984.11989755 -24984.1198975497
361 143491.266956272 31508.733043728
362 102221.766247719 -14821.7662477191
363 152525.566124301 -2525.5661243011
364 55863.7379546277 -7863.7379546277
365 121347.422357215 -9347.422357215
366 138364.773102237 32635.226897763
367 186067.058354872 -32567.0583548721
368 199550.748130749 19449.2518692515
369 124112.7662662 17887.2337337997
370 148710.616815555 1289.383184445
371 85322.185492215 -6322.185492215
372 145801.02641652 -31801.0264165199
373 190476.233346327 -4476.2333463268
374 80361.7107825735 16138.2892174265
375 138008.76347473 -28008.7634747302
376 119597.43365002 -6097.4336500204
377 127877.188853824 -47877.1888538244
378 248378.776240754 63621.2237592465
379 56754.5462847269 2245.4537152731
380 123203.174668595 19696.8253314045
381 103164.570901691 4335.4290983093
382 82408.6377966782 -2338.6377966783
383 84880.7852796618 10319.2147203382
384 141934.841506984 27965.1584930163
385 175460.340073653 2539.6599263473
386 161682.030793387 -29682.0307933874
387 113514.806838183 1485.1931618166
388 91871.6109221386 22128.3890778614
389 219114.799725115 -4114.7997251153
390 120080.492858844 23919.5071411557
391 141452.257201299 -18952.2572012994
392 125834.663326127 -34834.6633261268
393 118742.166471735 36257.833528265
394 106925.395939677 16574.6040603225
395 147000.194377184 -13550.1943771844
396 249789.703113713 115210.296886287
397 105111.567102686 2888.4328973137
398 115245.550949018 9754.4490509818
399 152395.701351483 44604.2986485168
400 104663.979236902 -19663.9792369018
401 166219.505306433 13680.4946935666
402 199317.09818425 -40317.0981842497
403 127313.99010762 -8763.9901076199
404 129190.474354733 -3190.4743547327
405 76369.3978987995 1630.6021012005
406 83220.6537837757 21779.3462162243
407 130343.877913413 10926.1220865869
408 111838.188254485 17161.8117455151
409 80314.6022051233 7185.3977948767
410 140958.711478825 -24458.7114788252
411 177338.221899166 -14838.2218991664
412 116478.235439701 17521.7645602986
413 145901.062071943 49098.9379280568
414 122648.972098308 18351.0279016924
415 168316.746692895 45183.253307105
416 130231.2026965 -5331.2026965004
417 142418.704270646 15581.2957293543
418 84527.4591188972 26972.5408811028
419 68902.9325113212 26097.0674886788
420 101299.980528874 -5299.9805288739
421 89065.8514903049 5934.1485096951
422 144237.356466917 -19237.356466917
423 118259.223369979 25240.7766300205
424 74395.647964465 -14395.647964465
425 116083.950083742 -3183.9500837419
426 96555.6629797842 -9555.6629797842
427 227389.658872005 -62389.6588720054
428 87028.8448750401 -12028.8448750401
429 68712.6500236711 -13712.6500236711
430 284437.902699 35562.097301
431 176195.197693488 14704.8023065119
432 86215.965140018 57784.034859982
433 49696.2410795537 -17696.2410795537
434 170781.497604763 -2781.4976047629
435 103543.616786817 31956.3832131834
436 130192.59255335 24707.40744665
437 79956.9108695776 18043.0891304224
438 183615.587764341 -3615.5877643411
439 164235.661621275 -25335.6616212748
440 152479.510982697 -7479.5109826969
441 93775.0751590551 -38775.0751590551
442 187238.486247652 -4338.4862476521
443 114588.163375241 10411.836624759
444 195603.279595874 -20603.2795958735
445 18098.7576813978 9901.2423186022
446 118396.175766768 -63496.1757667681
447 107635.771454029 -15985.7714540291
448 52279.5812800508 36220.4187199492
449 158957.617833494 -3357.6178334939
450 95831.1569899933 -13331.1569899933
451 124223.421339998 12776.5786600024
452 50336.6300617411 663.3699382589
453 216066.38126667 75433.6187333298
454 137508.841577161 -18008.8415771614
455 88044.7565323644 -29144.7565323644
456 79929.4043389299 -7929.4043389299
457 88965.3288923592 -1065.3288923592
458 115907.866882748 -7207.8668827476
459 145837.828643119 22062.1713568812
460 239132.621579422 -19132.6215794218
461 168753.701143682 -19253.7011436823
462 132991.248794669 -7491.2487946693
463 231557.796602586 -3057.7966025856
464 202009.665733574 -34509.6657335742
465 96529.6319261632 36370.3680738368
466 100018.143927421 -33518.143927421
467 71122.8370437022 377.1629562978
468 97688.0126079607 18311.9873920393
469 66428.4366588449 -13928.4366588449
470 102918.703857018 -3018.7038570182
471 66308.0503892341 20691.9496107659
472 64604.19486982 -11604.19486982
473 55697.8253044831 4302.1746955169
474 112296.329781492 -17396.3297814921
475 110091.488536157 11408.5114638427
476 134458.392516577 5541.6074834229
477 107376.011674964 9123.9883250358
478 170208.911160039 20291.0888399614
479 127712.935721627 -14712.9357216272
480 149219.26062738 -30219.2606273796
481 160369.277611775 -26369.2776117754
482 128913.078500423 29086.9214995769
483 47772.8885735948 -2772.8885735948
484 116967.766210217 3032.2337897825
485 168225.063751571 -32225.0637515714
486 128432.587139966 -3432.5871399663
487 60297.2254801239 9602.7745198761
488 99331.3140918535 18168.6859081465
489 94281.0911542984 16718.9088457016
490 89386.7136546024 14613.2863453976
491 209543.882163929 130456.117836071
492 83995.6459528694 42004.3540471306
493 129710.966552018 -39710.9665520176
494 98270.1845732211 -40270.1845732211
495 250404.841611643 67595.1583883568
496 95350.9916717157 -27350.9916717157
497 126510.123695651 27989.8763043494
498 104031.68269884 -15531.6826988395
499 101656.012898062 -23656.0128980621
500 139433.166511165 -10933.1665111645
501 99034.0442591358 -19034.0442591358
502 73797.6302334404 19202.3697665596
503 104987.02658213 -18987.0265821296
504 232631.878378755 4368.1216212445
505 107675.552500679 -30175.5525006794
506 106377.014773743 23522.9852262572
507 76878.9650591661 46621.0349408339
508 119516.91194788 7983.0880521201
509 217575.741020397 22424.2589796031
510 170171.785890116 -35171.7858901159
511 73539.4953931103 -4039.4953931103
512 123882.321309483 -30882.3213094835
513 107447.715295808 -2447.7152958083
514 75337.76828802 9662.23171198
515 98785.5152008573 24714.4847991427
516 155472.66347709 -75222.6634770898
517 102888.912701458 3531.0872985419
518 57668.6757498771 22331.3242501229
519 235512.34059858 -32512.3405985801
520 167996.996968036 92003.0030319642
521 91098.1891437202 -24598.1891437202
522 126072.927801831 -23072.9278018306
523 143431.191581601 -13431.1915816008
524 164261.281987137 10638.718012863
525 106462.211869205 36037.788130795
526 273706.541670304 66293.458329696
527 159573.9036531 -3573.9036531001
528 179216.861521572 -55716.8615215723
529 100384.952451039 23515.0475489609
530 222080.335260757 42819.6647392428
531 111809.925975935 20190.0740240655
532 64279.6001020345 2220.3998979655
533 58617.5595722509 16382.4404277491
534 205515.004486972 24484.9955130283
535 148176.185871327 -24176.1858713273
536 147113.910421597 -21613.9104215972
537 52440.0394150863 -17440.0394150863
538 122354.805774095 -45914.805774095
539 42355.7289423152 2644.2710576848
540 120484.110341642 24015.8896583579
541 220090.099603853 98909.9003961468
542 117153.916082716 11846.0839172839
543 110718.791210785 281.2087892154
544 198950.341961888 -19950.3419618882
545 58678.893627434 16321.106372566
546 137323.618946242 84176.3810537582
547 64450.1346576294 -35250.1346576294
548 175136.930186891 -30136.9301868914
549 93557.4972097329 41442.5027902671
550 142312.001562771 -27312.0015627708
551 137742.456818757 2257.5431812435
552 154437.719674925 10562.2803250748
553 117993.22106895 12006.7789310501
554 239398.75664295 -37398.7566429502
555 162790.905221974 31209.0947780258
556 103867.882063654 9032.1179363464
557 82346.3794582681 21653.6205417319
558 90345.4267976461 -2345.4267976461
559 92796.4693681788 -7796.4693681789
560 131782.844314112 -16782.8443141117
561 59706.9445581294 -5706.9445581294
562 109146.860428152 -14146.8604281523
563 151660.692197267 -41760.6921972673
564 102869.800020348 -15369.8000203481
565 95963.1792167769 4036.8207832231
566 90050.4496712454 23949.5503287546
567 101103.732087367 4896.2679126329
568 112139.633401417 25860.3665985831
569 62617.2200664164 -8617.2200664164
570 125286.716546513 -12286.7165465126
571 150618.686781537 -15618.6867815368
572 110666.419328066 -20666.4193280657
573 36290.4647885821 2869.5352114179
574 76631.5391346074 30368.4608653926
575 88114.7257700306 -12974.7257700306
576 165028.583833294 -30128.583833294
577 223147.662140458 26852.3378595417
578 165068.267685644 -112068.267685644
579 77004.7735780729 24995.2264219271
580 205682.86073968 64317.1392603197
581 79561.0775884439 17938.9224115561
582 73143.8975630597 7856.1024369404
583 84468.6015761837 -9468.6015761837
584 322491.03695566 2508.9630443401
585 209976.918490846 -34976.9184908455
586 106891.941791711 -21891.9417917114
587 100589.601331611 -19589.6013316108
588 152392.050246202 9607.9497537976
589 87660.6721696864 -18160.6721696864
590 64699.2651221976 300.7348778024
591 106042.483734474 -26042.4837344737
592 107861.808160042 3138.1918399585
593 148655.94149651 3844.0585034905
594 312584.265408547 72415.7345914528
595 161801.77861575 -31801.7786157499
596 48294.9658966018 -1294.9658966018
597 81314.8075058263 -5014.8075058263
598 58455.943072989 21144.056927011
599 104337.960275868 -4337.9602758685
600 132750.45755784 1249.5424421605
601 54080.0579429803 -2580.0579429803
602 96804.8139732948 23095.1860267052
603 107114.081393701 -2114.0813937006
604 97685.1115843024 42314.8884156976
605 155678.59493442 13521.4050655799
606 46388.4760287424 13511.5239712576
607 135116.405585849 -10116.4055858489
608 110578.022602934 -46578.0226029343
609 87447.5319399731 52.4680600269
610 117564.955583711 42435.0444162886
611 88185.6529623535 -38185.6529623535
612 86565.3396117535 -4965.3396117535
613 150183.453723355 -14183.4537233554
614 162011.369579822 11988.6304201777
615 137740.619860467 -16740.6198604669
616 69772.195253846 25227.804746154
617 102129.732191083 -17379.7321910829
618 198590.852697422 -24590.8526974219
619 153887.077514133 -15887.0775141332
620 127529.79515156 -4029.7951515602
621 116271.208666837 14728.7913331627
622 143003.18638145 -19253.1863814501
623 65102.7630435065 -15102.7630435065
624 67703.7128089831 -4703.7128089831
625 203659.928160741 -14659.9281607406
626 150691.739216336 21508.2607836637
627 90038.0720834634 15861.9279165366
628 95550.5264898318 -5550.5264898318
629 82969.7554725212 13780.2445274788
630 96768.3625075489 -21768.3625075489
631 140052.877396799 947.1226032009
632 95388.2924790397 9511.7075209603
633 107652.944406775 -22652.9444067748
634 90327.6272970489 48672.3727029511
635 217327.082876132 -102327.082876132
636 111859.55097469 -31859.5509746901
637 107625.178353042 12274.8216469579
638 98198.5884771613 -18198.5884771613
639 166062.208333293 -89062.2083332926
640 128595.36143174 10404.6385682601
641 143175.802916152 -36175.8029161521
642 146895.107725163 28104.8922748367
643 247770.257756966 -32270.257756966
644 110403.247460649 -23403.2474606489
645 144988.054348277 -31988.0543482769
646 74214.1130406014 -18514.1130406014
647 217223.945283909 -18223.9452839092
648 212108.483398026 -65418.4833980257
649 159654.509826277 5245.4901737227
650 124090.394853948 -30090.394853948
651 208900.281783036 -23400.2817830365
652 24281.7152941998 16718.2847058002
653 75999.8769741119 16500.1230258881
654 127208.085407299 3791.9145927009
655 116740.510242218 -7740.5102422185
656 100220.388553126 18779.6114468741
657 81627.8959722365 -21627.8959722365
658 149222.830802859 -44722.8308028595
659 289191.737809672 -104191.737809672
660 124183.867715637 22316.1322843634
661 156786.306183768 15713.6938162318
662 102971.131597509 -22971.1315975087
663 243313.223828734 -50313.2238287345
664 88840.0873884313 -21740.0873884313
665 143333.193181792 -23333.1931817924
666 72229.1919629848 30770.8080370152
667 116432.114772504 8567.8852274958
668 66120.571266611 34879.428733389
669 191672.529335841 15327.4706641589
670 112826.467126066 -26326.4671260658
671 117156.33917057 -7656.3391705697
672 90473.6925273268 27426.3074726732
673 146704.191987359 -13704.1919873595
674 90697.5735019689 -17697.5735019689
675 86021.6996357623 13978.3003642377
676 46344.7504013266 39655.2495986734
677 80938.9667626193 -2938.9667626193
678 165964.66196118 19035.3380388205
679 59277.4650924463 -31777.4650924463
680 91510.0911243849 -16510.0911243849
681 46856.6101533537 8143.3898466463
682 102658.202352901 17241.7976470988
683 113621.416371595 51378.5836284053
684 177361.173901721 -83861.1739017212
685 135000.745417679 -1500.7454176793
686 263750.729365119 121249.270634881
687 111990.003786253 23009.9962137466
688 157085.689167604 -42085.6891676045
689 176129.675861253 -54129.675861253
690 200157.167849724 -40157.1678497244
691 199138.972753729 -5638.9727537294
692 179043.830596317 40956.1694036835
693 140067.580509604 -55067.580509604
694 89801.8427174127 -9901.8427174127
695 127740.718782338 159.2812176623
696 120852.551683952 19147.4483160485
697 262850.248761158 -43850.248761158
698 108617.948254615 6382.0517453846
699 119798.655533883 9201.3444661173
700 134608.466531218 -7608.466531218
701 86839.2964873274 -6839.2964873274
702 136815.229085569 -20815.2290855687
703 17074.0888905027 21945.9111094973
704 174001.533636691 -45251.5336366906
705 187872.330203295 -67872.3302032952
706 156962.740646443 33037.2593535573
707 97209.6790003193 7790.3209996807
708 53766.6436276694 26233.3563723306
709 71936.8826285344 25063.1173714656
710 143827.488864952 26172.5111350476
711 133966.573269939 -23966.5732699392
712 70175.18528951 4324.81471049
713 31180.0486492251 48319.9513507749
714 91341.4500942844 -6341.4500942844
715 46924.5046865915 6575.4953134085
716 25386.7464594665 16113.2535405335
717 105898.568739345 9101.4312606554
718 248635.021562714 96364.9784372858
719 142444.333709447 7555.6662905527
720 102629.903443202 -2629.9034432018
721 101939.621124926 -4439.621124926
722 63128.2919255205 -13128.2919255205
723 141981.073155279 -43981.0731552792
724 91212.8753744346 -15212.8753744346
725 110033.942300384 15566.0576996161
726 122381.78984178 -6381.7898417805
727 123553.290380631 -553.2903806308
728 99096.5204160197 12903.4795839803
729 66256.4927464785 19643.5072535215
730 157780.188646204 -2880.1886462042
731 189582.011192395 -49582.0111923952
732 119021.253642278 -5401.2536422782
733 107649.398078656 21350.6019213443
734 284598.380952002 175401.619047998
735 193863.855789969 -28863.8557899689
736 88708.5362151658 -11308.5362151658
737 98940.3912224677 -12940.3912224677
738 98352.4213058299 19147.5786941701
739 80839.4590498124 5660.5409501876
740 121674.365894692 -81674.365894692
741 82678.7120333329 8821.2879666671
742 156577.626664145 -6577.6266641453
743 147147.812207137 20352.1877928629
744 51258.2631312791 -16258.2631312791
745 42054.1577500461 5945.8422499539
746 133353.12686182 26646.8731381799
747 94207.1032838495 11792.8967161505
748 144257.439324159 -29257.4393241587
749 111670.69994558 13229.3000544199
750 163266.316352852 23733.6836471479

above Residual Plot

1122 706 893 1301 1567 1336 1600 988 1050 1795 824 2080 1335 1673 1056 1567 1589 1008 872 1402 1303 1108 1393 1264 1404 864 928 1088 1693 1380 1008 768 999 2701 1010 925 960 2056 1438 768 1574 892 1456 890 1704 996 1542 1019 1620 1409 1019 2538 720 864 1393 2136 2221 1477 1385 1470 1476 905 1699 1400 1052 1400 1382 1298 2389 672 897 1380 1037 870 945 1056 790 1016 1040 1504 1050 1762 1598 1190 1666 824 2114 880 1229 672 1144 1182 2108 940 962 1544 1365 1010 1298 1248 864 1040 1304 884 1188 768 1317 864 822 1340 1753 1085 1440 1115 1185 1708 864 864 675 912 1401 922 1400 889 928 1400 853 1796 876 836 1708 1138 856 1168 1695 964 1068 1120 912 1372 1040 1296 898 1370 1241 1123 912 1571 1800 1157 660 1131 1518 660 786 720 1663 1078 1100 1177 672 1596 2172 868 968 1063 900 864 900 995 1621 1114 1883 662 1342 660 1932 1113 1217 1075 912 1719 1208 858 1056 970 1030 1057 784 985 790 1278 744 941 802 802 1202 840 1238 884 1060 1040 1301 1040 1227 1607 1864 1339 660 1468 1209 1209 1224 825 1151 1336 2009 2370 1818 826 1098 1364 740 1104 752 902 1122 1267 1782 1264 1513 2066 844 1088 1088 929 917 738 1326 2002 907 884 1144 2004 924 2033 768 956 936 950 840 1388 1144 804 1168 1477 672 1068 1458 1688 1282 1102 1877 1932 672 1248 1140 992 1302 764 1134 928 1085 924 1378 1000 1054 960 1336 884 752 1208 1360 1909 750 707 690 1449 924 1610 940 992 914 1792 1932 1510 1040 1078 1255 940 1275 765 836 672 1254 2015 864 1020 1192 1344 1740 864 903 948 880 1128 1748 1107 1140 1071 744 1173 781 1404 2288 1040 672 2534 1352 1128 1080 936 1672 936 1416 720 2272 816 720 1092 960 1096 1390 653 932 1019 1632 2306 1500 1047 1870 950 1170 894 924 1394 1384 2026 1555 1808 1328 1008 1672 864 781 1100 1590 1470 1303 1627 672 1412 1750 768 1848 1320 1452 2602 906 1311 845 880 751 1209 1601 1496 774 888 1749 1052 1050 1188 1034 1140 1579 1713 988 1048 1520 1060 1540 1721 1395 1008 888 820 1148 1006 676 1556 1830 1229 1320 1164 1657 948 1394 1040 780 907 900 1372 1060 1554 720 897 1994 760 672 2542 1568 1032 744 1486 966 1249 768 1583 1529 1390 720 1788 1177 1628 744 1486 998 1192 1565 864 930 752 2009 1408 720 680 860 1018 1356 1786 1541 820 2270 1536 960 1057 904 948 768 1056 720 630 1200 1145 1080 1193 1036 1554 1298 1270 1598 1235 660 1176 1678 1166 672 858 829 1144 2258 720 1404 1144 2279 984 1285 1026 1080 1026 1318 946 956 2459 1173 897 980 1080 1624 1452 984 1030 1036 922 1331 1363 978 720 1972 1512 1020 1057 1008 1424 1052 2605 1580 2025 1090 2060 952 1107 864 1830 1363 1232 822 1080 664 1096 1760 1052 1152 1578 834 1401 826 1578 997 1235 1126 1136 912 2388 1473 928 960 777 1057 1374 704 1330 1635 900 875 769 997 1178 778 1071 1482 1050 852 996 792 1834 1624 1971 840 1964 975 1248 864 2650 1920 1158 940 1196 987 768 1075 1037 1290 2342 1372 704 768 1305 798 1001 680 996 1031 1430 1211 1148 1332 1032 774 1249 936 760 1495 1248 888 876 902 1732 1063 1176 1144 1012 872 918 1439 1568 780 940 751 1035 1316 844 1110 876 1937 1436 963 950 1761 1147 1292 1318 2319 1012 1372 660 2004 2212 1474 1038 1727 700 660 1114 916 1288 770 1460 2371 1360 1681 1312 2523 864 1416 864 905 840 1960 1227 1013 832 1094 1272 744 637 992 1740 1474 816 777 876 1020 1992 1038 2227 894 1504 1602 1635 2046 1775 1322 1016 1032 1092 2240 1021 1338 1012 779 1451 624 1198 2037 1479 997 1088 912 1333 1290 796 864 924 1052 808 1334 2573 1359 1120 912 640 1242 876 942 1796 1037 918 864 1548 1876 1583 1032 2480 1708 889 736 816 778 1176 894 1400 1451 728 1230 1377 942 1326 1008 1468 845.65967085438024 20766.911073804993 -14398.972034705672 17570.375681991834 5216.710337727447 7719.013545085676 -62600.711731407515 8755.0769960095931 42389.682166416882 4944.5505129389639 -24053.469307060965 -14342.901579154364 -49898.356888986164 -5263.9945462552423 -3084.6693330843409 24733.102607570909 46271.779333918676 -3126.7662504270411 -12723.151158741253 -24921.407452962361 6997.3370017532434 -10998.074513003361 8659.435240282357 21650.584361294801 -9163.1830592875194 27546.514381923203 5496.2228003205819 31400.561556833796 47152.03538061303 -45799.932457282121 16748.494696203386 29118.16777449174 -4186.3269949802489 33327.950201422209 -24951.093226207464 12815.787927934041 -29452.581659138916 -35777.059023083857 14087.805982550461 -6677.0609085157339 14317.19628127513 4753.0436628143798 4877.798619096051 -23076.566092601548 -24242.617238453007 22247.961328618774 -13670.662513850344 23543.212269122101 -13912.399309558736 -5988.1631045436225 -17564.096623213089 169791.41965740634 17213.710133251021 -6485.7569293315755 17979.773358686536 -32396.752125249535 44949.979330938542 11289.806513813557 -8885.4567342716909 -44820.08733414649 -6374.2965118416178 -23945.739026193274 3116.4297080101096 73652.448360095412 -20423.004021399494 -18217.751800681552 14069.997293438035 -9131.602493133134 91031.590480860992 8892.6928200866969 -16862.955998090634 -35599.932457282121 14370.016795576157 10179.322234183768 9151.2358727772516 31138.453321042733 10103.326734198134 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above

Residuals

Below Normal Residual Plot

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Below Normal

Residuals

rooms Residual Plot

3 2 2 2 3 3 2 2 4 4 3 4 2 3 2 3 4 3 2 4 3 3 2 3 2 2 2 3 4 4 2 2 3 4 3 2 3 4 5 3 3 3 3 3 3 2 2 2 3 2 3 4 2 2 2 3 4 5 2 4 4 5 3 3 2 4 3 2 4 2 2 4 2 3 3 2 3 2 2 3 3 4 3 2 3 4 5 2 2 2 2 3 5 3 3 3 2 3 3 2 2 2 4 3 2 2 5 2 2 3 4 2 3 2 2 3 2 3 2 6 3 3 3 2 3 2 1 6 2 2 4 2 3 2 4 3 3 2 3 2 1 3 2 2 3 3 2 3 3 2 2 2 2 2 2 2 3 2 1 3 2 5 2 2 2 3 2 3 2 2 3 3 2 2 2 2 4 3 4 2 2 4 3 3 2 2 2 3 2 2 2 2 2 3 2 2 4 3 2 2 2 3 2 3 2 4 3 3 2 3 2 2 4 3 3 3 3 4 3 2 2 3 2 3 2 3 3 2 4 3 2 4 2 2 2 2 3 2 2 2 2 2 2 3 2 4 2 3 3 2 2 2 2 2 2 3 2 4 2 3 2 2 3 4 2 5 2 3 2 3 3 3 2 4 2 1 2 2 5 2 2 3 4 5 2 2 2 5 2 3 2 2 2 2 3 3 2 3 2 3 3 2 2 2 3 3 2 3 2 4 3 3 2 2 2 3 4 3 2 2 2 4 2 4 4 2 2 5 3 2 4 2 3 3 2 2 4 2 2 2 2 2 2 2 3 4 4 4 3 2 3 3 2 2 2 3 2 2 4 3 2 2 6 3 1 2 3 2 3 4 2 3 2 3 3 3 3 4 3 2 2 2 3 1 5 3 2 3 1 2 1 2 2 2 5 3 2 2 3 3 3 3 2 3 2 3 3 2 2 2 3 2 3 2 3 2 3 3 2 3 4 2 2 5 2 1 3 2 2 3 2 2 2 3 2 2 3 3 3 3 2 3 3 3 3 3 3 3 2 2 1 2 3 2 2 2 3 2 2 3 2 1 3 2 4 4 2 2 2 3 2 3 1 2 4 2 2 3 4 3 3 3 2 2 4 3 2 2 2 2 6 2 2 2 4 3 2 3 3 2 3 2 2 4 3 3 3 2 2 3 3 3 2 2 2 2 2 2 3 3 2 2 2 3 2 3 3 2 2 4 3 2 2 2 2 3 3 2 2 3 2 2 3 1 2 4 2 3 2 3 2 3 2 6 2 3 2 1 3 3 2 3 3 2 2 2 2 4 2 2 3 2 2 2 3 7 3 4 3 3 2 3 2 2 3 2 3 2 4 2 3 2 2 2 3 2 2 4 2 2 3 2 3 3 1 2 4 3 2 3 2 3 4 2 2 2 2 2 2 3 2 2 3 2 3 2 2 2 3 3 2 2 4 3 4 3 2 2 3 3 2 3 2 2 2 2 4 4 3 2 5 2 2 3 2 3 2 5 4 4 5 2 5 2 3 3 3 2 3 1 2 2 3 3 3 2 2 4 4 2 3 3 3 3 5 3 2 4 3 2 4 3 3 2 2 3 4 3 4 2 3 3 2 3 2 2 2 2 2 2 2 2 2 3 5 3 2 6 3 2 2 2 2 3 2 4 3 2 2 3 4 3 2 3 4 2 2 4 3 2 2 2 2 3 3 4 2 4 2 3 845.65967085438024 20766.911073804993 -14398.972034705672 17570.375681991834 5216.710337727447 7719.013545085676 -62600.711731407515 8755.0769960095931 42389.682166416882 4944.5505129389639 -24053.469307060965 -14342.901579154364 -49898.356888986164 -5263.9945462552423 -3084.6693330843409 24733.102607570909 46271.779333918676 -3126.7662504270411 -12723.151158741253 -24921.407452962361 6997.3370017532434 -10998.074513003361 8659.435240282357 21650.584361294801 -9163.1830592875194 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10103.326734198134 -37876.699826868295 6467.5074794121319 28768.331133969477 46965.453628421077 27555.786939273035 -24211.274942982593 -10338.407313103526 -55333.755415432272 45122.744429702812 -66820.373234390165 -7231.7721782490262 -18008.01105018174 16438.693004314162 -58388.282695131726 -41641.969419177767 63540.042552577885 14988.145423193899 21162.696494866628 -38968.429111959718 -48611.087682705722 2350.0995535918482 16008.146510483944 -20659.138706257538 11726.020259410623 -12280.391863416735 26312.973447566 619 -6274.373796445725 5880.9118689859461 -2479.135573812353 30355.717688052624 42841.096578228273 -4679.9568077404547 4457.6797024612897 -53917.703326006507 -3960.1934315986291 -13039.80927317006 33996.136004916712 45699.259298104749 149618.61719850954 14866.9293967087 -10505.790303154885 5726.6478964081034 26003.056694909363 -5262.2662962470204 -16371.783435704754 -23044.392865968432 47006.520705722214 -1356.0434827144854 -2198.27543628696 14432.908564913669 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rooms

Residuals

Summer Residual Plot

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Summer

Residuals

Fall Residual Plot

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Fall

Residuals

toilets Residual Plot

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toilets

Residuals

walkout Residual Plot

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walkout

Residuals

AC Residual Plot

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AC

Residuals

acres Residual Plot

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-21613.910421597247 -17440.039415086321 -45914.805774094973 2644.2710576848476 24015.88965835789 98909.900396146841 11846.083917283875 281.20878921537951 -19950.341961888218 16321.106372566042 84176.381053758174 -35250.134657629416 -30136.930186891375 41442.50279026707 -27312.001562770805 2257.543181243469 10562.280325074797 12006.77893105011 -37398.756642950204 31209.094778025814 9032.117936346418 21653.6205417319 -2345.4267976461269 -7796.4693681788485 -16782.844314111659 -5706.9445581293912 -14146.860428152271 -41760.692197267257 -15369.800020348135 4036.8207832230692 23949.550328754616 4896.2679126329313 25860.366598583118 -8617.2200664163829 -12286.716546512558 -15618.686781536817 -20666.419328065705 2869.5352114178822 30368.460865392626 -12974.725770030564 -30128.583833294018 26852.337859541673 -112068.26768564442 24995.226421927087 64317.139260319702 17938.922411556079 7856.1024369403458 -9468.6015761837334 2508.9630443401402 -34976.918490845535 -21891.941791711448 -19589.601331610815 9607.9497537976422 -18160.672169686382 300.73487780240248 -26042.483734473688 3138.1918399584974 3844.0585034904943 72415.734591452754 -31801.778615749878 -1294.9658966017741 -5014.8075058263348 21144.056927011028 -4337.9602758684778 1249.5424421604839 -2580.057942980282 23095.186026705225 -2114.0813937005878 42314.888415697613 13521.405065579893 13511.523971257579 -10116.40558584893 -46578.022602934303 52.468060026876628 42435.044416288612 -38185.652962353546 -4965.3396117535449 -14183.453723355371 11988.630420177709 -16740.61986046689 25227.804746154041 -17379.732191082861 -24590.852697421942 -15887.077514133183 -4029.7951515602181 14728.791333162721 -19253.186381450127 -15102.763043506457 -4703.7128089830658 -14659.928160740586 21508.260783663747 15861.927916536617 -5550.5264898318419 13780.244527478833 -21768.362507548925 947.1226032008708 9511.7075209603208 -22652.944406774812 48672.372702951136 -102327.08287613213 -31859.550974690137 12274.821646957877 -18198.588477161349 -89062.208333292627 10404.63856826011 -36175.802916152083 28104.89227483666 -32270.257756965992 -23403.247460648854 -31988.05434827687 -18514.113040601369 -18223.945283909154 -65418.483398025652 5245.4901737227337 -30090.394853948019 -23400.281783036451 16718.284705800164 16500.123025888053 3791.9145927009522 -7740.5102422184718 18779.611446874114 -21627.89597223654 -44722.830802859477 -104191.73780967167 22316.132284363412 15713.693816231826 -22971.13159750872 -50313.223828734481 -21740.087388431304 -23333.193181792361 30770.808037015217 8567.8852274957753 34879.428733388995 15327.4706641589 -26326.467126065792 -7656.3391705697286 27426.30747267323 -13704.19198735946 -17697.573501968902 13978.300364237744 39655.249598673385 -2938.9667626192677 19035.338038820482 -31777.465092446349 -16510.091124384853 8143.3898466463215 17241.797647098778 51378.583628405278 -83861.173901721224 -1500.7454176792817 121249.27063488064 23009.996213746635 -42085.689167604462 -54129.675861252996 -40157.167849724414 -5638.9727537294093 40956.169403683452 -55067.580509603955 -9901.8427174126555 159.28121766232653 19147.448316048452 -43850.248761158029 6382.051745384626 9201.3444661173125 -7608.4665312179714 -6839.2964873273595 -20815.229085568688 21945.911109497334 -45251.533636690612 -67872.330203295191 33037.259353557281 7790.3209996807273 26233.356372330585 25063.117371465632 26172.511135047593 -23966.573269939225 4324.8147104899836 48319.951350774907 -63 41.450094284417 6575.4953134084935 16113.253540533529 9101.4312606554013 96364.978437285841 7555.6662905526755 -2629.9034432018234 -4439.6211249260086 -13128.291925520512 -43981.073155279242 -15212.875374434574 15566.057699616082 -6381.7898417804681 -553.29038063080225 12903.479583980254 19643.507253521515 -2880.1886462042457 -49582.011192395206 -5401.2536422782287 21350.601921344336 175401.61904799775 -28863.855789968919 -11308.536215165805 -12940.391222467675 19147.578694170079 5660.5409501875547 -81674.365894692019 8821.2879666671361 -6577.6266641452676 20352.18779286294 -16258.263131279055 5945.8422499538865 26646.873138179944 11792.896716150542 -29257.439324158709 13229.300054419917 23733.683647147904

acres

Residuals

age Residual Plot

66.5 64.3 60.2 54.8 89.8 73.8 97 51.8 92.1 89.8 96.4 91.4 108.2 24.8 65.8 87.5 88.6 85.2 97.8 49.9 67.599999999999994 58.5 25.1 100 30.9 58.7 11.3 75.099999999999994 73.900000000000006 113.9 65.5 68.099999999999994 82.6 23.5 89.5 54.3 96.2 48.6 85.5 89.7 80.7 49.1 7.6 95.2 51.1 79.8 6.4 54.7 58.9 91.4 56.1 108.3 73.599999999999994 41.7 85.4 35.299999999999997 76.2 73.900000000000006 9.4 102.8 60.9 118 62.4 84.6 51.9 44 20.7 55.3 62.3 64.400000000000006 65.099999999999994 113.9 64.400000000000006 63.8 72.8 38.700000000000003 93.4 63.5 41.3 84.6 80.400000000000006 11.4 90.6 103.6 107 86.8 34.9 27.5 89.8 73.5 56.2 34.4 86.5 67.7 98.5 91.8 92.4 92.3 74.7 62.5 109.2 50.4 10.4 57 5.9 50.6 97.6 45 67.599999999999994 98.8 89.3 91.6 101.4 5.7 56.4 54.2 102.2 98.2 58.6 93.2 61.9 89.5 42.5 72.2 103.5 6.7 51.6 94.6 67.2 63.8 65.8 54.5 98.9 74.3 1.6 63.9 59.5 6.3 96.6 53.8 6.9 103.6 62.4 63.7 93.7 38.299999999999997 53.9 12.3 10.199999999999999 92.7 91.8 58.6 62.5 98.2 62.4 64.7 62.2 42.2 46.3 60.7 73.2 58.3 8.9 72.5 100.5 9.9 40.5 88.7 51.5 75.599999999999994 107.8 93.6 59.3 56.9 52.3 88.8 83.5 75.5 15 48.1 61.1 12.6 17.3 97.7 62.6 52.5 96.8 74.3 75.5 55.9 94.6 104 64.900000000000006 42.4 22.7 21.4 96.7 91.9 61.4 53.2 59.9 101.8 65.900000000000006 96.1 65.3 90.4 13.8 46.4 47.3 60.2 66.7 47.2 46.8 66.5 32.5 74.599999999999994 63.4 41.7 27 55.4 43.8 1.2 43 30.6 88.7 50.1 47.4 84.6 59.8 57.5 107.9 121.5 67.7 57.1 66.5 26.1 64.3 63.5 11.2 16.600000000000001 72.599999999999994 57.4 7.2 12.9 59.9 75.2 63 118.8 58.4 39.9 44.1 74 56.3 72.5 61.6 89 94.8 86.8 15.5 87.5 44.4 61.9 41.2 82.4 71.8 51.9 52.9 73.400000000000006 56 96.3 58.4 99.9 51 102 56.7 63 22.6 64.400000000000006 109.8 33.9 66.7 16.5 75.3 92.2 72.8 94.2 64.900000000000006 114.8 55.7 78.8 59.6 54.4 46.4 11.4 95.5 104.7 55.3 47.1 9.8000000000000007 67.900000000000006 58 73.8 103.2 57.3 55.3 49.9 63.3 48.6 55.7 87.5 47.5 59.4 90.9 53.6 73.599999999999994 55.2 59.3 64.7 1 10.4 36.4 94.9 64.2 51.8 53.4 57 64.7 48 88.2 104.9 91.7 56.7 81.7 58.9 57.3 63.8 44.1 55.3 33.299999999999997 56.5 60.5 45.6 60.4 64.3 66.3 96.4 94.8 20 59.8 53.5 40.1 104.6 52.5 58.7 21.7 2.9 51.3 44.4 98.1 51.4 9.9 64.400000000000006 90.5 94.6 42.4 49.6 9.5 8 55.6 61.4 40.1 64.3 54.6 101 94.6 103.6 76.5 53.4 109 91.7 63.4 94.5 75.400000000000006 50.3 94.6 101.7 51.4 75 50.5 52.5 47.3 59 44 .1 64.2 68.099999999999994 54.2 41.4 48.9 90.5 48.4 25.6 20.2 63.3 39.6 40.9 91.9 59.4 54.4 60.7 67.2 101.6 71.8 10.7 11.2 89.6 55.3 19.600000000000001 49.8 60.5 74.099999999999994 91.6 58.9 49.5 94.9 76.3 66.900000000000006 52.2 67.099999999999994 64.099999999999994 79.099999999999994 1.5 10.6 83.7 11.3 40.299999999999997 74.5 87 18.8 74.599999999999994 67.3 38.5 56.5 60 18.3 96.7 98.6 67.8 100 62.9 58.5 48.5 88.8 66.8 58.7 88.6 56.5 88.8 61.8 15.7 16.399999999999999 23.7 41.5 23.2 76.400000000000006 90.8 108.6 58.6 57.3 53.7 99.6 56.9 96.9 88.5 62.8 65.2 11 50.6 1.4 91.8 63.1 66.5 63.2 47.4 54.9 75.8 62.6 60.6 36.700000000000003 56.3 64.599999999999994 55.9 63.9 60.8 55.5 89.5 61.9 66.5 90.4 51.8 24.2 51.8 56.5 63.2 100 103.5 63.7 74.900000000000006 60.8 26.8 54.7 101.7 42.1 49.9 20.6 61.7 64 55.6 91.1 12 76.2 54.7 50.1 26.9 57.6 64.400000000000006 66.099999999999994 50.3 98.7 65.5 48.9 93.5 53.1 57.2 9.5 48.7 67.3 88.4 14.6 94.5 10.6 53.4 50.5 95.7 21.3 65 98.6 102.7 41.5 55.5 63.3 42.6 11.3 56.4 99 5.8 61.3 29.8 100.6 56.2 120.2 99.9 101.7 91.6 88.3 28.2 75.400000000000006 56.6 91 90.4 53.3 49.4 61.2 85.1 65.2 61.5 60.5 46.5 58.8 90.3 59.8 52.3 100.4 89.1 71 9.4 61.3 63.1 57.9 74.599999999999994 91.1 114.4 44.3 31.1 24.5 39.799999999999997 62.1 94.9 113.6 32.5 64.3 96.4 67.900000000000006 94.3 103.9 50.5 74.900000000000006 65.400000000000006 48.8 64.8 94 43.6 42.1 41.8 68.5 48.1 58.2 86.5 13.5 63.9 57.4 53.5 59.9 93 95.5 13.7 16.7 66.599999999999994 56.8 67 89.7 66.599999999999994 62.3 98 90.6 59 63.5 19.3 55.2 63.5 55.8 58.3 13.6 9.3000000000000007 54.9 42.4 73.3 46.8 76.099999999999994 4.7 35.5 36.4 55.2 91.3 31.6 36.5 105.9 103 58.6 31.3 76 92.6 59.5 21.7 64.7 62 58.2 38.299999999999997 51.8 89.4 62.9 93.2 89.7 42.5 114.3 45.8 64.7 92 73.599999999999994 102.6 55.9 99.5 59.3 64.5 59.4 74.7 90.4 36.9 85.4 105.1 14.3 16.399999999999999 84.4 59.3 60.4 16.7 51.3 11.9 100.8 86.3 68.400000000000006 41.8 82.4 81.599999999999994 48.9 50.2 62.4 13.2 118.3 57.6 61.8 10.3 60.8 60.3 58.6 113.5 118.5 58.7 103 13.2 53.6 58.8 92 7.3 77 36.799999999999997 96.8 46.6 59.3 56.8 85.6 66.099999999999994 91.9 9.4 85.1 58.5 97.8 74.3 37.299999999999997 94 62 101.5 14 91.3 53.6 114.9 67 94.6 73.5 58.3 10.8 845.65967085438024 20766.911073804993 -14398.972034705672 17570.375681991834 5216.710337727447 7719.013545085676 -62600.711731407515 8755.0769960095931 42389.682166416882 4944.5505129389639 -24053.469307060965 -14342.901579154364 -49898.356888986164 -5263.9945462552423 -3084.6693330843409 24733.102607570909 46271.779333918676 -3126.7662504270411 -12723.151158741253 -24921.407452962361 6997.3370017532434 -10998.074513003361 8659.435240282357 21650.584361294801 -9163.1830592875194 27546.514381923203 5496.2228003205819 31400.561556833796 47152.03538061303 -45799.932457282121 16748.494696203386 29118.16777449174 -4186.3269949802489 33327.950201422209 -24951.093226207464 12815.787927934041 -29452.581659138916 -35777.059023083857 14087.805982550461 -6677.0609085157339 14317.19628127513 4753.0436628143798 4877.798619096051 -23076.566092601548 -24242.617238453007 22247.961328618774 -13670.662513850344 23543.212269122101 -13912.399309558736 -5988.1631045436225 -17564.096623213089 169791.41965740634 17213.710133251021 -6485.7569293315755 17979.773358686536 -32396.752125249535 44949.979330938542 11289.806513813557 -8885.4567342716909 -44820.08733414649 -6374.2965118416178 -23945.739026193274 3116.4297080101096 73652.448360095412 -20423.004021399494 -18217.751800681552 14069.997293438035 -9131.602493133134 91031.590480860992 8892.6928200866969 -16862.955998090634 -35599.932457282121 14370.016795576157 10179.322234183768 9151.2358727772516 31138.453321042733 10103.326734198134 -37876.699826868295 6467.5074794121319 28768.331133969477 46965.453628421077 27555.786939273035 -24211.274942982593 -10338.407313103526 -55333.755415432272 45122.744429702812 -66820.373234390165 -7231.7721782490262 -18008.01105018174 16438.693004314162 -58388.282695131726 -41641.969419177767 63540.042552577885 14988.145423193899 21162.696494866628 -38968.429111959718 -48611.087682705722 2350.0995535918482 16008.146510483944 -20659.138706257538 11726.020259410623 -12280.391863416735 26312.973447566619 -6274.373796445725 5880.9118689859461 -2479.135573812353 30355.717688052624 42841.096578228273 -4679.9568077404547 4457.6797024612897 -53917.703326006507 -3960.1934315986291 -13039.80927317006 33996.136004916712 45699.259298104749 149618.61719850954 14866.9293967087 -10505.790303154885 5726.6478964081034 26003.056694909363 -5262.2662962470204 -16371.783435704754 -23044.392865968432 47006.520705722214 -1356.0434827144854 -2198.27543628696 14432.908564913669 -80349.894487434241 -258.72070020760293 -6622.5690536905604 -1072.5739772640227 4255.4741586393502 6858.7272322956997 -28091.958645217484 32381.184182151366 21644.36506202798 -8434.2786086928245 -3072.1175042730029 3191.9098188202915 -33969.77613324704 34638.53550582625 -37576.722658754661 -11272.939472604194 11852.227754666776 -23771.519679303965 12335.962035885226 -1898.9131290120131 -13767.44963648566 -6109.5185408500838 21839.325524416665 -9910.1404395153149 33477.761205957009 -41762.317583120137 -1162.0878702396731 -2272.602364266495 7291.6745817554911 -29586.043122576579 -7653.9450871653826 -5778.1628966531716 4567.1756177078933 -25611.928549763528 -91359.908864804631 -68109.139781375823 -17068.951732033034 614.86087106252671 25934.526582365739 2291.2890959375945 -7871.0035271635134 19893.924379776203 -5996.9873331517447 -16409.675957640517 11949.819477464465 -56738.571279508804 15941.51428038672 4714.6793988696008 4440.7021797710622 -25521.829570608272 19753.674884108012 -11792.687164082978 18378.272750518925 36441.719830464819 -4059.8212392576097 16588.827527446003 42229.454836340694 -18944.808348038525 -12789.168073973444 -31075.80430552832 44248.435107176367 -15965.89446240355 30132.04700449419 -44604.861952119871 -38288.238762096778 29825.424350864225 -1667.9081079423195 52058.840209953974 -15230.791466202616 5049.654704913657 7638.8911940565595 24777.881800808304 -2680.979339686397 -74 66.6764037901885 -23916.358234937215 -1492.8391406985611 11719.608733097935 39525.670893761227 39368.296700711537 -25174.983271688427 -31372.412850724446 -12785.201351390308 -70066.073716000188 -46295.431332121138 -24165.855680776396 -7078.1173792403424 18670.1746910574 4168.9332999611797 -29154.034444127406 -64401.7291867077 27859.182338221872 -21964.382410628925 36123.470521004303 35448.027955062222 9744.4687257956539 -18297.687570343885 12988.264103014255 6205.4382884536026 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30225.186879178844 -12779.048625778116 -28229.14 662597375 -52596.395683700481 -25795.333180191374 1545.5144955068245 6069.2013550192642 82335.482193415257 -5526.4828361717664 7187.2479681094846 11211.796884232273 -87795.14121919655 14159.442274793779 21780.682245792181 -38313.630580842626 27158.095640073458 10554.809121404454 -36012.167100358114 27042.915306368697 6953.6110917712067 -17169.855272737303 20151.211666790026 -6011.8668931033171 32002.619584185362 15923.260673323122 -9904.1827926449914 25632.149901980039 -1865.0626934702013 19808.073955517248 -46919.147772192635 47437.380222903696 24161.459765809239 21612.520967134406 -31193.349409266651 5016.4273190526001 15591.175520555145 9417.5260224551021 10127.3980327842 5396.8167309816345 21361.378899449206 -42470.293164898379 22891.299800870358 9803.7605490563146 -17076.637322587412 -17171.550800284109 14542.727091790606 -1956.473322965423 -41676.749701334309 69952.87945532499 -5658.6243054301449 35339.868775276613 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age

Residuals

basement Residual Plot

0 0 432 400 0 0 0 450 0 0 0 0 484 0 0 0 0 0 0 600 0 400 0 0 0 400 500 0 380 0 0 0 0 600 0 0 0 0 0 0 0 400 600 0 700 0 0 0 0 0 500 0 350 750 0 0 750 0 0 0 550 0 0 0 0 0 0 0 0 300 0 0 525 0 0 0 0 0 500 0 350 0 850 0 144 0 840 0 0 0 750 0 0 216 0 0 0 0 0 700 0 250 0 660 1100 0 0 0 0 0 0 500 0 0 0 800 0 0 450 0 150 432 200 0 0 910 800 144 0 0 0 528 0 0 0 350 350 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 300 0 350 0 0 280 650 436 400 0 632 868 0 750 0 0 0 0 0 0 0 0 700 0 700 230 676 600 300 0 676 0 400 400 0 0 0 0 0 400 0 456 350 743 0 0 0 0 0 0 0 0 0 288 0 0 0 0 0 0 0 300 0 0 260 0 0 0 500 0 350 300 0 250 0 0 700 500 0 0 357 544 330 360 450 0 972 900 0 0 0 0 0 0 0 0 468 460 0 0 0 0 0 0 0 352 800 600 0 400 900 700 0 400 560 0 0 350 0 0 0 800 260 550 750 0 0 0 200 676 0 0 0 0 170 0 600 0 0 0 0 500 0 0 600 765 800 0 0 300 0 0 0 0 0 500 0 0 0 200 850 400 0 500 0 216 0 0 0 0 0 1122 120 1040 0 0 0 0 0 0 0 480 0 0 150 400 0 0 0 400 0 0 150 0 0 800 450 0 0 0 0 600 400 550 830 0 0 0 0 0 0 0 600 288 0 909 0 0 0 0 720 0 0 0 0 0 0 0 400 0 0 888 853 260 670 0 800 260 900 0 150 0 0 800 0 520 225 0 0 920 0 360 344 0 570 550 0 0 720 0 500 0 0 0 0 0 0 300 0 0 580 0 612 150 500 0 0 400 0 0 250 600 0 0 0 0 0 400 0 600 0 400 0 0 0 0 550 0 530 0 0 0 0 0 0 400 0 728 0 768 0 450 0 0 0 0 0 320 300 0 0 0 0 0 0 0 0 0 0 350 0 260 400 0 0 400 0 0 0 0 0 0 600 0 0 0 0 500 0 0 0 0 0 570 0 0 400 550 0 200 450 0 0 0 0 0 800 470 400 300 960 588 0 0 384 0 450 280 0 0 0 0 310 440 0 0 0 680 800 494 300 600 0 0 0 336 0 850 260 600 400 350 0 0 300 0 0 0 0 0 144 360 0 0 0 0 0 294 256 0 0 0 0 0 1140 0 0 600 150 300 0 1200 0 0 0 0 0 200 0 0 0 1000 0 0 0 0 350 564 0 0 0 0 1000 0 0 0 0 0 0 0 0 0 800 0 350 0 350 350 0 500 0 0 860 0 0 0 0 0 700 0 0 0 0 0 0 0 0 500 400 0 0 0 0 0 0 400 0 515 400 400 0 0 720 0 0 0 450 0 0 0 0 0 708 0 600 0 0 0 0 0 500 0 0 0 0 0 0 0 0 400 0 0 446 1000 500 0 350 0 0 0 0 0 900 500 700 450 0 200 0 0 0 1042 0 0 0 0 0 390 110 0 0 0 0 0 0 0 0 0 0 0 0 0 600 315 600 0 0 350 350 0 624 520 300 0 360 0 0 0 0 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basement

Residuals

baths Residual Plot

1 1 1 1 2 2 1 1 1 3 1 1 2 2 1 1 2 1 1 2 2 1 2 1 1 1 1 1 2 1 1 1 1 3 1 1 1 2 1 1 2 1 3 1 1 1 2 1 1 1 1 2 1 2 1 2 2 2 2 2 1 2 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 1 1 1 3 2 1 1 1 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 2 1 2 1 2 1 1 1 2 1 1 2 1 3 1 1 1 1 1 1 1 1 1 3 2 2 1 1 1 1 1 1 2 1 1 2 1 1 2 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 2 2 2 1 4 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 3 1 1 2 2 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 2 1 1 1 2 2 2 1 1 2 2 2 1 2 1 1 3 2 1 2 2 1 1 1 1 1 2 2 1 1 2 2 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 2 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1 2 1 2 1 1 1 3 3 1 2 1 3 1 1 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 2 2 2 1 1 1 1 2 2 1 1 2 1 1 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 3 1 1 2 1 1 1 1 2 2 2 1 1 2 1 1 1 2 2 2 3 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 2 2 1 2 1 2 2 1 1 1 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 2 1 1 3 2 1 1 2 1 1 1 2 2 2 1 1 1 3 1 2 1 1 1 1 2 1 2 2 1 1 1 1 2 3 2 2 2 3 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 1 2 1 1 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 2 1 1 2 1 1 1 2 2 1 3 1 1 1 2 2 1 1 2 2 2 1 2 1 1 3 1 1 3 1 2 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 1 2 1 1 1 3 2 1 1 2 1 1 1 1 1 3 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 3 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 3 1 2 1 1 1 1 2 2 1 1 1 2 1 2 1 2 1 1 1 1 1 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 2 2 1 1 1 2 1 3 1 1 2 1 1 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 3 2 1 1 2 1 1 1 2 1 1 1 1 1 1 1 2 845.65967085438024 20766.911073804993 -14398.972034705672 17570.375681991834 5216.710337727447 7719.013545085676 -62600.711731407515 8755.0769960095931 42389.682166416882 4944.5505129389639 -24053.469307060965 -14342.901579154364 -49898.356888986164 -5263.9945462552423 -3084.6693330843409 24733.102607570909 46271.779333918676 -3126.7662504270411 -12723.151158741253 -24921.407452962361 6997.3370017532434 -10998.074513003361 8659.435240282357 21650.584361294801 -9163.1830592875194 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baths

Residuals

beds Residual Plot

2 2 3 3 3 3 3 3 2 3 2 3 3 3 2 3 3 2 2 3 4 3 3 2 4 2 3 2 3 4 3 2 2 4 2 3 2 4 2 2 3 2 3 2 4 2 3 3 3 3 2 4 2 3 2 3 3 2 3 4 3 2 4 3 3 3 3 3 3 2 2 4 3 2 2 4 1 3 3 3 3 3 3 2 4 2 3 2 3 2 3 3 4 2 2 3 3 2 2 2 2 3 2 2 3 2 3 3 2 2 3 2 3 3 3 3 2 2 2 3 2 2 4 3 2 3 3 3 2 2 3 4 2 3 3 2 2 3 2 3 3 3 2 3 3 3 3 3 3 3 1 3 3 2 2 2 4 3 4 3 2 4 3 2 2 3 3 2 3 3 3 3 4 2 3 2 3 2 4 3 3 3 3 2 2 3 2 3 2 3 2 3 2 2 2 2 2 2 3 3 2 3 4 3 3 3 3 4 2 3 2 3 2 2 2 2 3 4 3 3 3 3 2 3 2 2 3 3 4 2 4 3 2 3 3 3 3 1 3 4 2 3 3 3 3 3 2 2 2 3 3 4 2 2 3 3 2 2 3 3 3 3 3 3 2 2 4 2 3 1 3 2 3 2 4 4 3 2 2 2 2 3 2 3 3 2 2 2 3 3 2 3 3 4 3 3 3 3 3 2 3 2 2 2 2 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 2 2 2 3 4 3 2 4 3 3 2 3 4 2 3 2 3 2 2 3 3 3 3 2 2 2 3 4 3 3 3 3 2 2 2 3 3 3 3 3 3 3 2 2 3 3 3 3 3 3 2 3 3 2 4 3 4 4 2 3 2 2 2 4 3 3 2 2 5 3 4 4 3 2 2 3 3 3 3 3 3 3 4 2 3 2 3 3 2 4 3 3 2 3 4 2 3 2 2 2 2 3 3 2 2 3 3 2 2 4 3 3 1 3 3 3 2 2 3 4 2 3 3 3 1 4 2 3 4 2 4 2 3 3 1 2 2 2 3 3 3 3 4 3 2 2 3 3 2 3 2 1 3 3 2 3 3 3 3 3 3 3 2 4 3 2 2 3 2 3 4 2 4 3 3 2 3 2 2 3 3 3 2 3 3 2 2 3 3 3 2 2 2 3 4 4 3 2 3 3 3 2 3 3 3 4 4 5 3 3 3 3 3 3 4 3 2 3 2 3 4 3 3 4 2 3 2 4 3 3 3 3 2 3 3 2 3 2 2 3 4 2 3 2 3 2 3 2 2 3 3 3 2 3 2 3 4 3 2 3 3 3 3 4 4 2 2 3 2 2 2 3 3 3 3 2 2 3 3 3 1 2 3 3 3 4 2 2 2 3 3 2 4 2 3 3 2 3 3 2 4 2 2 3 2 3 2 3 2 3 3 2 2 2 3 3 3 3 3 3 3 2 4 3 3 2 4 3 3 2 3 2 2 2 3 3 2 2 4 3 3 3 3 3 3 2 2 3 3 4 3 2 3 3 2 2 2 3 4 2 2 2 2 5 2 3 3 3 4 4 4 3 2 2 3 3 4 2 3 2 2 3 2 1 4 4 3 3 3 3 3 2 3 3 2 2 3 4 3 3 2 2 3 2 3 4 2 3 3 3 3 3 3 3 3 2 2 4 2 3 2 3 3 2 3 3 3 2 3 3 845.65967085438024 20766.911073804993 -14398.972034705672 17570.375681991834 5216.710337727447 7719.013545085676 -62600.711731407515 8755.0769960095931 42389.682166416882 4944.5505129389639 -24053.469307060965 -14342.901579154364 -49898.356888986164 -5263.9945462552423 -3084.6693330843409 24733.102607570909 46271.779333918676 -3126.7662504270411 -12723.151158741253 -24921.407452962361 6997.3370017532434 -10998.074513003361 8659.435240282357 21650.584361294801 -9163.1830592875194 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beds

Residuals

car Residual Plot

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car

Residuals

Above Normal Residual Plot

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-21613.910421597247 -17440.039415086321 -45914.805774094973 2644.2710576848476 24015.88965835789 98909.900396146841 11846.083917283875 281.20878921537951 -19950.341961888218 16321.106372566042 84176.381053758174 -35250.134657629416 -30136.930186891375 41442.50279026707 -27312.001562770805 2257.543181243469 10562.280325074797 12006.77893105011 -37398.756642950204 31209.094778025814 9032.117936346418 21653.6205417319 -2345.4267976461269 -7796.4693681788485 -16782.844314111659 -5706.9445581293912 -14146.860428152271 -41760.692197267257 -15369.800020348135 4036.8207832230692 23949.550328754616 4896.2679126329313 25860.366598583118 -8617.2200664163829 -12286.716546512558 -15618.686781536817 -20666.41932 8065705 2869.5352114178822 30368.460865392626 -12974.725770030564 -30128.583833294018 26852.337859541673 -112068.26768564442 24995.226421927087 64317.139260319702 17938.922411556079 7856.1024369403458 -9468.6015761837334 2508.9630443401402 -34976.918490845535 -21891.941791711448 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-54129.675861252996 -40157.167849724414 -5638.9727537294093 40956.169403683452 -55067.580509603955 -9901.8427174126555 159.28121766232653 19147.448316048452 -43850.248761158029 6382.051745384626 9201.3444661173125 -7608.4665312179714 -6839.2964873273595 -20815.229085568688 21945.911109497334 -45251.533636690612 -67872.330203295191 33037.259353557281 7790.3209996807273 26233.356372330585 25063.117371465632 26172.511135047593 -23966.573269939225 4324.8147104899836 48319.951350774907 -6341.450094284417 6575.4953134084935 16113.253540533529 9101.4312606554013 96364.978437285841 7555.6662905526755 -2629.9034432018234 -4439.6211249260086 -13128.291925520512 -43981.073155279242 -15212.875374434574 15566.057699616082 -6381.7898417804681 -553.29038063080225 12903.479583980254 19643.507253521515 -2880.1886462042457 -49582.011192395206 -5401.2536422782287 21350.601921344336 175401.61904799775 -28863.855789968919 -11308.536215165805 -12940.391222467675 19147.578694170079 5660.5409501875547 -81674.365894692019 8821.2879666671361 -6577.6266641452676 20352.18779286294 -16258.263131279055 5945.8422499538865 26646.873138179944 11792.896716150542 -29257.439324158709 13229.300054419917 23733.683647147904

Above Normal

Residuals

data 3

price above AC acres age basement baths beds car Above Normal Below Normal rooms Fall toilets walkout
92500 1122 1 0.149 66.5 0 1 2 0 0 0 3 0 0 0
107000 706 1 0.242 64.3 0 1 2 0 1 0 2 0 0 0
88000 893 1 0.229 60.2 432 1 3 0 1 0 2 0 0 0
160000 1301 1 0.175 54.8 400 1 3 0 1 0 2 1 1 0
170000 1567 1 0.197 89.8 0 2 3 0 1 0 3 1 0 0
161900 1336 1 0.252 73.8 0 2 3 1 1 0 3 0 0 0
62500 1600 1 0.152 97 0 1 3 0 0 0 2 0 0 0
122000 988 1 0.208 51.8 450 1 3 1 1 0 2 1 0 0
145000 1050 1 0.153 92.1 0 1 2 0 1 0 4 0 0 0
207500 1795 1 0.187 89.8 0 3 3 0 1 0 4 1 0 0
50000 824 1 0.471 96.4 0 1 2 0 0 0 3 0 0 0
205350 2080 1 0.198 91.4 0 1 3 2 1 0 4 0 3 0
104500 1335 1 0.149 108.2 484 2 3 0 1 0 2 0 0 0
162500 1673 1 0.232 24.8 0 2 3 2 0 0 3 1 0 0
98500 1056 0 0.161 65.8 0 1 2 0 1 0 2 1 0 0
168700 1567 1 0.162 87.5 0 1 3 0 1 0 3 0 0 0
217250 1589 1 0.364 88.6 0 2 3 0 1 0 4 0 0 0
103000 1008 1 0.234 85.2 0 1 2 0 1 0 3 0 0 0
55000 872 1 0.153 97.8 0 1 2 0 0 0 2 1 0 0
156700 1402 1 0.482 49.9 600 2 3 0 1 0 4 1 1 0
144000 1303 1 0.155 67.6 0 2 4 0 1 0 3 0 0 0
109000 1108 1 0.193 58.5 400 1 3 1 1 0 3 0 0 0
165000 1393 1 0.202 25.1 0 2 3 2 0 0 2 0 1 0
87000 1264 1 0.169 100 0 1 2 0 0 1 3 1 0 0
125000 1404 1 0.256 30.9 0 1 4 0 1 0 2 1 0 0
115000 864 1 0.243 58.7 400 1 2 1 0 0 2 0 0 0
115000 928 1 0.144 11.3 500 1 3 0 1 0 2 0 0 0
119500 1088 1 0.161 75.1 0 1 2 0 0 0 3 0 0 0
247500 1693 1 0.273 73.9 380 2 3 2 1 0 4 1 1 0
42000 1380 1 0.149 113.9 0 1 4 0 0 0 4 1 0 0
118000 1008 1 0.166 65.5 0 1 3 0 1 0 2 0 0 0
84000 768 0 0.161 68.1 0 1 2 0 0 0 2 0 0 0
106480 999 1 0.152 82.6 0 1 2 0 1 0 3 0 1 0
330000 2701 1 0.451 23.5 600 3 4 2 0 0 4 0 1 0
98000 1010 1 0.484 89.5 0 1 2 0 1 0 3 0 1 0
99500 925 1 0.206 54.3 0 1 3 1 0 0 2 0 1 0
84900 960 1 0.608 96.2 0 1 2 0 1 0 3 0 0 0
189900 2056 1 0.372 48.6 0 2 4 2 1 0 4 0 1 0
165000 1438 1 0.28 85.5 0 1 2 1 1 0 5 0 1 0
65000 768 0 0.158 89.7 0 1 2 0 1 0 3 0 0 0
180000 1574 1 0.138 80.7 0 2 3 0 1 0 3 0 0 0
119000 892 1 0.183 49.1 400 1 2 0 1 0 3 0 1 0
196000 1456 1 0.173 7.6 600 3 3 2 0 0 3 0 1 0
35500 890 0 0.156 95.2 0 1 2 0 0 0 3 0 0 0
163000 1704 1 0.209 51.1 700 1 4 0 1 0 3 0 1 1
64900 996 0 0.289 79.8 0 1 2 0 0 1 2 1 0 0
174000 1542 1 0.316 6.4 0 2 3 2 0 0 2 0 1 1
103390 1019 1 0.161 54.7 0 1 3 0 0 0 2 0 0 0
150000 1620 1 0.319 58.9 0 1 3 2 1 0 3 1 0 0
103600 1409 1 0.16 91.4 0 1 3 0 0 0 2 0 0 0
76000 1019 1 0.172 56.1 500 1 2 0 0 0 3 0 0 0
425000 2538 1 0.445 108.3 0 2 4 0 1 0 4 0 1 0
106000 720 1 0.161 73.6 350 1 2 0 1 0 2 0 0 0
123500 864 1 0.26 41.7 750 2 3 0 1 0 2 0 0 0
179000 1393 1 0.499 85.4 0 1 2 0 1 0 2 0 1 0
200000 2136 1 0.776 35.3 0 2 3 3 0 0 3 0 0 0
290000 2221 1 0.247 76.2 750 2 3 0 1 0 4 0 1 0
175000 1477 1 0.193 73.9 0 2 2 1 1 0 5 1 0 0
148000 1385 1 0.183 9.4 0 2 3 2 0 0 2 0 1 0
97500 1470 1 0.152 102.8 0 2 4 0 1 0 4 1 0 0
155000 1476 1 0.175 60.9 550 1 3 0 1 0 4 1 2 0
79000 905 0 0.172 118 0 2 2 0 1 0 5 1 1 0
152000 1699 1 0.153 62.4 0 2 4 0 0 0 3 0 0 0
212000 1400 1 0.174 84.6 0 1 3 0 1 0 3 0 1 0
85000 1052 1 0.167 51.9 0 1 3 0 1 0 2 1 0 0
124000 1400 1 0.217 44 0 1 3 0 1 0 4 0 1 0
153500 1382 1 0.131 20.7 0 2 3 2 0 0 3 1 0 0
105000 1298 1 0.189 55.3 0 1 3 0 0 0 2 0 1 0
330000 2389 1 0.229 62.3 0 2 3 0 1 0 4 0 0 0
95000 672 1 0.177 64.4 300 1 2 0 1 0 2 0 0 0
59000 897 1 0.153 65.1 0 1 2 0 0 0 2 0 0 0
52200 1380 1 0.149 113.9 0 1 4 0 0 0 4 1 0 0
127000 1037 1 0.139 64.4 525 1 3 0 1 0 2 0 0 0
68500 870 0 0.144 63.8 0 1 2 0 0 0 3 1 0 0
84000 945 1 0.182 72.8 0 1 2 0 0 0 3 1 0 0
132500 1056 1 0.218 38.7 0 2 4 0 0 0 2 0 0 0
34150 790 0 0.145 93.4 0 1 1 0 0 1 3 0 0 0
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144000 1032 1 0.156 10.6 0 1 3 0 0 0 2 0 0 0
32000 744 1 0.352 83.7 250 1 1 1 0 1 2 0 0 0
168000 1486 1 0.137 11.3 600 2 3 2 0 0 3 0 1 0
135500 966 1 0.226 40.3 0 1 3 0 1 0 2 0 0 0
154900 1249 1 0.166 74.5 0 1 3 0 1 0 2 0 1 0
98000 768 1 0.145 87 0 1 2 0 1 0 3 1 0 0
180000 1583 1 0.416 18.8 0 2 2 2 0 0 3 1 1 0
138900 1529 1 0.184 74.6 0 2 3 0 1 0 3 0 0 0
145000 1390 1 0.165 67.3 400 2 4 0 1 0 3 0 0 0
55000 720 1 0.328 38.5 0 1 2 0 1 0 2 0 0 0
182900 1788 1 0.215 56.5 600 1 3 0 1 0 3 0 1 0
125000 1177 1 0.187 60 0 1 3 0 1 0 3 0 0 0
175000 1628 1 0.239 18.3 400 3 3 2 0 0 3 0 0 0
28000 744 0 0.119 96.7 0 1 1 0 0 1 3 0 0 0
54900 1486 1 0.867 98.6 0 2 4 0 0 1 3 0 0 0
91650 998 1 0.184 67.8 0 1 2 1 1 0 3 1 0 0
88500 1192 1 0.187 100 0 1 3 0 0 1 3 1 0 0
155600 1565 1 0.165 62.9 550 1 4 0 1 0 2 1 1 0
82500 864 1 0.129 58.5 0 1 2 0 1 0 2 0 0 0
137000 930 1 0.172 48.5 530 2 4 0 1 0 1 0 0 0
51000 752 0 0.161 88.8 0 1 2 0 0 0 2 0 0 0
291500 2009 1 0.258 66.8 0 2 3 2 1 0 3 1 0 0
119500 1408 1 0.237 58.7 0 2 3 0 0 0 2 0 0 0
58900 720 1 0.152 88.6 0 1 1 0 1 0 2 0 0 0
72000 680 1 0.122 56.5 0 1 2 0 1 0 2 0 0 0
87900 860 1 0.18 88.8 0 1 2 0 1 0 3 1 0 0
108700 1018 1 0.172 61.8 400 1 2 0 1 0 2 1 0 0
167900 1356 1 0.223 15.7 0 2 3 2 0 0 2 0 0 0
220000 1786 1 0.221 16.4 728 3 3 3 0 0 3 0 1 1
149500 1541 1 0.204 23.7 0 2 3 2 0 0 2 0 1 0
125500 820 1 0.329 41.5 768 2 3 0 1 0 1 0 0 0
228500 2270 1 0.367 23.2 0 2 4 3 0 0 3 0 1 0
167500 1536 1 0.18 76.4 450 3 3 1 1 0 2 0 0 0
132900 960 1 0.248 90.8 0 1 2 0 1 0 4 1 0 0
66500 1057 1 0.138 108.6 0 1 2 0 1 0 4 0 0 0
71500 904 1 0.207 58.6 0 1 3 0 0 0 2 0 0 0
116000 948 0 0.197 57.3 0 1 3 0 1 0 2 0 1 0
52500 768 1 0.178 53.7 0 1 2 0 0 0 2 0 0 0
99900 1056 1 0.152 99.6 320 1 3 0 1 0 3 0 0 0
87000 720 1 0.193 56.9 300 1 2 0 0 0 2 1 0 0
53000 630 0 0.146 96.9 0 1 1 0 1 0 3 1 0 0
60000 1200 0 0.145 88.5 0 1 3 1 0 1 1 0 0 0
94900 1145 1 0.172 62.8 0 1 3 0 1 0 2 1 0 0
121500 1080 1 0.196 65.2 0 1 2 0 1 0 4 0 0 0
140000 1193 1 0.264 11 0 2 3 2 0 0 2 0 0 0
116500 1036 1 0.217 50.6 0 1 3 0 1 0 2 0 0 0
190500 1554 1 0.212 1.4 0 2 3 2 0 0 3 0 1 0
113000 1298 1 0.521 91.8 0 2 3 0 0 0 4 0 0 0
119000 1270 1 0.329 63.1 0 2 3 0 1 0 3 0 0 0
134000 1598 1 0.356 66.5 0 1 3 1 1 0 3 0 0 0
158000 1235 1 0.286 63.2 350 1 3 0 1 0 3 0 0 0
45000 660 0 0.152 47.4 0 1 2 0 0 0 2 0 0 0
120000 1176 1 0.172 54.9 260 1 4 1 1 0 2 1 0 0
136000 1678 1 0.258 75.8 400 1 3 2 1 0 4 1 0 0
125000 1166 1 0.176 62.6 0 1 2 0 1 0 3 0 1 0
69900 672 1 0.26 60.6 0 1 2 0 0 0 2 0 0 0
117500 858 1 0.228 36.7 400 2 3 0 0 0 2 0 0 0
111000 829 1 0.145 56.3 0 1 2 0 1 0 2 0 0 0
104000 1144 1 0.16 64.6 0 1 3 0 0 0 2 0 0 0
340000 2258 1 0.153 55.9 0 2 4 0 1 0 6 1 0 0
126000 720 1 0.2 63.9 0 1 2 0 1 0 2 1 0 0
90000 1404 1 0.235 60.8 0 1 4 0 1 0 2 1 0 0
58000 1144 1 0.262 55.5 0 1 3 1 0 0 2 0 0 0
318000 2279 1 0.372 89.5 600 2 3 0 1 0 4 0 1 0
68000 984 0 0.238 61.9 0 1 2 0 1 0 3 1 0 0
154500 1285 1 0.189 66.5 0 1 3 0 1 0 2 0 0 0
88500 1026 1 0.152 90.4 0 1 2 0 1 0 3 0 0 0
78000 1080 0 0.15 51.8 0 1 2 0 1 0 3 1 0 0
128500 1026 1 0.179 24.2 500 2 3 0 1 0 2 0 0 0
80000 1318 0 0.254 51.8 0 1 3 1 0 0 3 1 0 0
93000 946 1 0.174 56.5 0 1 3 0 0 0 2 0 0 0
86000 956 1 0.161 63.2 0 1 2 0 1 0 2 0 0 0
237000 2459 1 0.555 100 0 1 3 1 1 0 4 1 0 0
77500 1173 1 0.154 103.5 0 1 3 0 1 0 3 0 0 0
129900 897 1 0.177 63.7 570 1 2 0 1 0 3 0 0 0
123500 980 1 0.162 74.9 0 1 2 0 0 0 3 1 0 0
127500 1080 1 0.515 60.8 0 1 3 0 1 0 2 1 0 0
240000 1624 1 0.23 26.8 400 2 3 2 1 0 2 1 1 1
135000 1452 1 0.2 54.7 550 2 3 0 1 0 3 0 0 0
69500 984 1 0.115 101.7 0 1 2 0 0 0 3 0 0 0
93000 1030 1 0.474 42.1 200 2 2 0 0 0 3 0 0 0
105000 1036 1 0.241 49.9 450 1 2 0 0 0 2 1 1 0
85000 922 1 0.152 20.6 0 1 3 0 0 0 2 0 0 0
123500 1331 1 0.171 61.7 0 1 4 0 0 0 2 0 0 0
80250 1363 1 0.451 64 0 2 4 0 1 0 2 1 0 0
106420 978 1 0.248 55.6 0 1 3 0 1 0 2 0 0 0
80000 720 1 0.161 91.1 0 1 2 0 0 0 2 0 0 0
203000 1972 1 0.229 12 800 2 3 3 0 0 3 0 1 1
260000 1512 1 0.232 76.2 470 1 3 2 1 0 3 0 1 0
66500 1020 1 0.276 54.7 400 1 3 0 0 0 2 0 0 0
103000 1057 1 0.312 50.1 300 1 2 0 1 0 2 0 0 0
130000 1008 1 0.175 26.9 960 2 3 0 1 0 2 1 0 0
174900 1424 1 0.283 57.6 588 2 3 2 0 0 3 0 1 0
142500 1052 1 0.184 64.4 0 1 3 0 1 0 2 0 0 0
340000 2605 1 0.201 66.1 0 3 4 0 1 0 3 0 0 0
156000 1580 1 0.22 50.3 384 1 4 0 1 0 3 0 1 0
123500 2025 1 0.183 98.7 0 1 5 0 1 0 2 0 1 0
123900 1090 1 0.142 65.5 450 1 3 0 0 0 2 0 1 0
264900 2060 1 0.184 48.9 280 2 3 0 1 0 4 1 1 0
132000 952 1 0.16 93.5 0 2 3 0 1 0 3 0 0 0
66500 1107 1 0.178 53.1 0 1 3 0 0 1 2 0 1 0
75000 864 0 0.205 57.2 0 1 3 0 0 0 2 0 0 0
230000 1830 1 0.277 9.5 0 2 3 3 0 0 2 0 0 1
124000 1363 1 0.439 48.7 310 2 4 2 0 0 2 0 0 0
125500 1232 1 0.167 67.3 440 2 3 0 1 0 3 0 0 0
35000 822 0 0.126 88.4 0 1 2 0 0 0 3 0 0 0
76440 1080 1 0.448 14.6 0 2 3 0 0 0 2 0 0 0
45000 664 0 0.153 94.5 0 1 2 0 0 0 2 0 0 0
144500 1096 1 0.254 10.6 680 1 3 2 0 0 3 0 1 0
319000 1760 1 0.312 53.4 800 3 4 2 0 0 2 0 0 1
129000 1052 1 0.195 50.5 494 1 3 0 1 0 2 0 0 0
111000 1152 1 0.135 95.7 300 1 3 0 1 0 3 0 0 0
179000 1578 1 0.387 21.3 600 3 4 2 0 0 1 0 0 0
75000 834 0 0.152 65 0 1 2 0 0 0 2 1 0 0
221500 1401 0 0.189 98.6 0 2 3 0 1 0 4 0 0 0
29200 826 1 0.152 102.7 0 1 2 0 0 0 2 0 0 0
145000 1578 1 0.188 41.5 336 1 4 2 1 0 3 0 2 0
135000 997 0 0.198 55.5 0 1 3 0 1 0 2 0 0 0
115000 1235 1 0.18 63.3 850 1 3 0 1 0 3 0 1 0
140000 1126 1 0.213 42.6 260 1 3 0 1 0 2 0 2 0
165000 1136 1 0.189 11.3 600 2 3 2 0 0 3 0 1 1
130000 912 1 0.172 56.4 400 1 2 0 1 0 2 0 1 0
202000 2388 1 0.2 99 350 2 3 0 1 0 6 1 1 0
194000 1473 1 0.178 5.8 0 2 3 2 0 0 2 1 1 0
112900 928 1 0.171 61.3 0 1 2 1 1 0 3 0 0 0
104000 960 1 0.179 29.8 300 1 3 0 0 0 2 1 0 0
88000 777 1 0.235 100.6 0 1 2 0 1 0 1 0 0 0
85000 1057 1 0.189 56.2 0 1 2 1 0 0 3 0 0 0
115000 1374 1 0.159 120.2 0 1 3 0 1 0 3 0 1 0
54000 704 0 0.153 99.9 0 1 4 2 1 0 2 1 0 0
95000 1330 1 0.271 101.7 0 1 2 0 0 0 3 0 0 0
109900 1635 1 0.174 91.6 144 1 3 0 1 0 3 0 0 0
87500 900 1 0.149 88.3 360 1 2 0 1 0 2 0 0 0
100000 875 1 0.193 28.2 0 1 3 0 1 0 2 0 0 0
114000 769 1 0.235 75.4 0 1 2 0 1 0 2 0 0 0
106000 997 1 0.158 56.6 0 1 3 0 1 0 2 0 0 0
138000 1178 1 0.161 91 0 1 2 0 1 0 4 1 0 0
54000 778 1 0.157 90.4 0 1 2 0 0 0 2 0 0 0
113000 1071 1 0.241 53.3 294 1 3 0 1 0 2 0 1 0
135000 1482 1 0.232 49.4 256 2 3 1 0 0 3 0 0 0
90000 1050 1 0.183 61.2 0 1 3 1 1 0 2 0 0 0
39160 852 1 0.153 85.1 0 1 2 0 0 1 2 0 0 0
107000 996 0 0.193 65.2 0 1 3 2 0 0 2 0 0 0
75140 792 1 0.172 61.5 0 1 2 0 1 0 3 0 0 0
134900 1834 1 0.379 60.5 0 1 3 0 1 0 7 0 0 0
250000 1624 1 0.901 46.5 1140 2 4 2 1 0 3 0 0 0
53000 1971 1 0.193 58.8 0 3 3 0 0 1 4 1 0 0
102000 840 0 0.119 90.3 0 1 2 0 1 0 3 0 0 0
270000 1964 1 0.414 59.8 600 2 3 2 0 0 3 1 0 0
97500 975 1 0.161 52.3 150 1 3 0 0 0 2 0 0 0
81000 1248 1 0.195 100.4 300 1 3 0 0 1 3 0 1 0
75000 864 1 0.11 89.1 0 1 3 0 1 0 2 0 0 0
325000 2650 1 0.601 71 1200 3 4 0 1 0 2 1 1 0
175000 1920 1 0.23 9.4 0 2 4 3 0 0 3 0 1 1
85000 1158 1 0.262 61.3 0 1 2 1 0 0 2 0 0 0
81000 940 1 0.169 63.1 0 1 2 0 1 0 3 0 0 0
162000 1196 1 0.3 57.9 0 2 3 0 1 0 2 1 1 0
69500 987 0 0.118 74.6 0 1 2 0 1 0 4 0 0 0
65000 768 1 0.145 91.1 200 1 2 0 0 0 2 0 0 0
80000 1075 1 0.172 114.4 0 1 2 0 1 0 3 0 0 0
111000 1037 1 0.19 44.3 0 1 3 0 1 0 2 0 0 0
152500 1290 1 0.427 31.1 0 1 3 0 1 0 2 0 1 0
385000 2342 1 0.627 24.5 1000 3 3 1 1 0 2 0 1 0
130000 1372 1 0.172 39.8 0 2 3 0 1 0 3 1 1 0
47000 704 0 0.112 62.1 0 1 2 0 0 0 2 0 0 0
76300 768 1 0.118 94.9 0 1 2 0 1 0 2 1 0 0
79600 1305 1 0.189 113.6 0 1 3 0 0 1 4 0 0 0
100000 798 1 0.468 32.5 350 1 3 0 1 0 2 0 0 0
134000 1001 1 0.16 64.3 564 2 3 0 1 0 2 0 0 0
51500 680 0 0.327 96.4 0 1 1 0 0 0 3 0 0 0
119900 996 0 0.179 67.9 0 1 2 0 1 0 2 1 0 0
105000 1031 1 0.442 94.3 0 1 3 0 1 0 3 0 0 0
140000 1430 0 0.238 103.9 0 1 3 0 0 0 3 1 0 0
169200 1211 1 0.213 50.5 1000 1 3 1 1 0 1 0 1 0
59900 1148 1 0.16 74.9 0 1 4 0 0 1 2 1 0 0
125000 1332 1 0.176 65.4 0 1 2 1 1 0 4 0 0 0
64000 1032 0 0.496 48.8 0 1 2 0 1 0 3 1 0 0
87500 774 1 0.17 64.8 0 1 2 0 1 0 2 1 0 0
160000 1249 1 0.266 94 0 1 3 0 1 0 3 1 0 0
50000 936 0 0.172 43.6 0 1 3 0 1 0 2 0 0 0
81600 760 1 0.14 42.1 0 1 2 0 1 0 3 0 0 0
136000 1495 1 0.242 41.8 0 1 4 2 1 0 4 1 1 0
174000 1248 1 0.469 68.5 0 2 2 0 1 0 2 0 0 0
121000 888 1 0.161 48.1 800 2 3 0 1 0 2 0 1 0
95000 876 1 0.218 58.2 0 1 3 0 0 0 2 0 0 0
84750 902 1 0.17 86.5 350 2 2 0 0 0 2 0 0 0
174000 1732 1 0.207 13.5 0 2 3 2 0 0 2 0 1 1
138000 1063 1 0.15 63.9 350 3 3 0 1 0 2 1 0 0
123500 1176 1 0.163 57.4 350 1 2 0 1 0 3 0 0 0
131000 1144 1 0.168 53.5 0 1 4 0 1 0 2 0 1 0
123750 1012 1 0.2 59.9 500 1 2 1 1 0 2 1 1 1
50000 872 1 0.156 93 0 1 2 0 0 0 3 1 0 0
63000 918 0 0.454 95.5 0 1 3 0 0 0 2 0 0 0
189000 1439 1 0.156 13.7 860 3 2 2 0 0 3 0 0 1
172200 1568 1 0.218 16.7 0 1 3 2 0 0 2 0 1 0
105900 780 1 0.196 66.6 0 1 2 0 1 0 2 0 0 0
90000 940 1 0.178 56.8 0 1 3 0 1 0 2 1 0 0
96750 751 1 0.2 67 0 1 2 0 1 0 3 1 0 0
75000 1035 1 0.152 89.7 0 1 3 0 1 0 3 0 0 0
141000 1316 1 0.171 66.6 700 1 3 0 1 0 2 0 0 0
104900 844 1 0.16 62.3 0 1 2 0 1 0 2 0 0 0
85000 1110 1 0.169 98 0 1 2 0 1 0 4 0 0 0
139000 876 1 0.149 90.6 0 1 2 0 1 0 3 0 0 0
115000 1937 1 0.152 59 0 3 3 0 1 0 4 1 0 0
80000 1436 1 0.172 63.5 0 1 3 0 0 0 3 0 0 0
119900 963 1 0.321 19.3 0 2 3 0 0 0 2 0 0 0
80000 950 1 0.168 55.2 0 1 3 0 1 0 2 0 0 0
77000 1761 1 0.227 63.5 0 1 3 0 1 0 3 0 0 0
139000 1147 1 0.207 55.8 500 1 3 0 1 0 3 1 1 0
107000 1292 1 0.175 58.3 400 1 3 0 1 0 2 0 1 0
175000 1318 1 0.22 13.6 0 2 2 2 0 0 3 0 0 0
215500 2319 1 0.23 9.3 0 2 4 3 0 0 2 0 1 1
87000 1012 1 0.172 54.9 0 1 3 0 1 0 2 1 1 0
113000 1372 1 0.172 42.4 0 1 3 0 1 0 2 0 1 0
55700 660 1 0.367 73.3 0 1 2 0 0 0 2 0 0 1
199000 2004 1 0.258 46.8 0 2 4 2 1 0 4 0 1 0
146690 2212 1 0.129 76.1 400 1 3 0 1 0 4 0 1 0
164900 1474 1 0.177 4.7 0 2 3 2 0 0 3 1 1 0
94000 1038 1 0.152 35.5 515 1 2 0 1 0 2 0 0 0
185500 1727 1 0.328 36.4 400 2 3 2 1 0 5 0 1 0
41000 700 0 0.16 55.2 400 1 2 0 0 1 2 0 0 0
92500 660 1 0.162 91.3 0 1 2 0 1 0 2 0 0 0
131000 1114 1 0.161 31.6 0 1 2 0 1 0 3 0 1 0
109000 916 1 0.115 36.5 720 1 3 0 1 0 2 0 1 0
119000 1288 1 0.147 105.9 0 1 3 0 0 0 3 1 1 0
60000 770 1 0.149 103 0 1 2 0 1 0 2 1 0 0
104500 1460 0 0.126 58.6 0 2 2 0 1 0 5 0 0 0
185000 2371 1 0.371 31.3 450 3 4 3 1 0 4 0 1 0
146500 1360 1 0.162 76 0 1 3 0 1 0 4 0 0 0
172500 1681 1 0.223 92.6 0 1 3 0 1 0 5 0 1 0
80000 1312 0 0.367 59.5 0 1 3 0 0 0 2 0 0 0
193000 2523 1 0.226 21.7 0 2 3 2 0 0 5 1 1 0
67100 864 1 0.164 64.7 0 1 3 0 1 0 2 0 0 0
120000 1416 1 0.266 62 708 1 3 2 0 0 3 0 1 0
103000 864 1 0.199 58.2 0 1 2 0 0 0 3 0 0 0
125000 905 1 0.316 38.3 600 1 2 0 1 0 3 0 0 0
101000 840 1 0.235 51.8 0 1 3 0 0 0 2 1 0 0
207000 1960 1 0.199 89.4 0 1 3 1 1 0 3 0 1 0
86500 1227 1 0.108 62.9 0 1 4 0 1 0 1 1 0 0
109500 1013 1 0.194 93.2 0 1 3 0 1 0 2 0 2 0
117900 832 1 0.163 89.7 0 1 2 0 1 0 2 0 0 0
133000 1094 1 0.369 42.5 500 2 3 0 1 0 3 0 0 0
73000 1272 1 0.135 114.3 0 1 3 0 0 0 3 0 0 0
100000 744 1 0.192 45.8 0 1 2 0 1 0 3 0 0 0
86000 637 0 0.242 64.7 0 1 2 0 0 0 2 0 0 0
78000 992 1 0.158 92 0 1 2 0 0 0 2 0 0 0
185000 1740 1 0.18 73.6 0 1 3 0 1 0 4 0 1 0
27500 1474 0 0.138 102.6 0 1 4 1 0 1 4 0 0 0
75000 816 1 0.152 55.9 0 1 2 0 1 0 2 1 0 0
55000 777 0 0.117 99.5 0 1 2 0 0 0 3 0 0 0
119900 876 1 0.174 59.3 400 1 2 0 1 0 3 0 0 0
165000 1020 1 0.231 64.5 0 1 2 1 1 0 3 0 0 0
93500 1992 1 0.152 59.4 0 1 5 0 1 0 3 0 1 0
133500 1038 1 0.199 74.7 446 2 2 1 1 0 5 0 0 0
385000 2227 1 0.255 90.4 1000 2 3 0 1 0 3 0 1 1
135000 894 1 0.196 36.9 500 1 3 0 1 0 2 1 1 0
115000 1504 1 0.158 85.4 0 2 3 0 1 0 4 0 0 0
122000 1602 1 0.461 105.1 350 2 4 0 1 0 3 0 0 0
160000 1635 1 0.245 14.3 0 2 4 3 1 0 2 0 1 0
193500 2046 1 0.188 16.4 0 2 4 2 0 0 4 0 1 0
220000 1775 1 0.383 84.4 0 1 3 0 1 0 3 0 1 0
85000 1322 1 0.333 59.3 0 1 2 0 1 0 3 0 0 0
79900 1016 1 0.237 60.4 0 1 2 0 0 0 2 0 0 0
127900 1032 1 0.289 16.7 900 2 3 0 0 0 2 0 0 0
140000 1092 1 0.292 51.3 500 1 3 0 1 0 3 0 0 0
219000 2240 1 0.255 11.9 700 3 4 2 0 0 4 1 1 1
115000 1021 1 0.164 100.8 450 1 2 0 1 0 3 1 0 0
129000 1338 0 0.16 86.3 0 1 3 0 1 0 4 0 1 0
127000 1012 1 0.166 68.4 200 2 2 0 1 0 2 0 0 0
80000 779 1 0.155 41.8 0 1 2 0 1 0 3 1 0 0
116000 1451 1 0.223 82.4 0 1 3 0 1 0 3 0 0 0
39020 624 0 0.437 81.6 0 1 2 0 0 1 2 0 0 0
128750 1198 1 0.277 48.9 1042 2 1 0 1 0 3 1 0 0
120000 2037 1 0.179 50.2 0 2 4 1 0 0 2 0 0 0
190000 1479 1 0.16 62.4 0 2 4 0 1 0 2 0 0 0
105000 997 1 0.295 13.2 0 1 3 0 0 0 2 0 1 0
80000 1088 1 0.155 118.3 0 1 3 0 0 1 2 0 1 0
97000 912 1 0.207 57.6 0 1 3 0 0 0 2 0 0 0
170000 1333 1 0.166 61.8 390 1 3 0 1 0 2 1 1 0
110000 1290 1 0.187 10.3 110 2 3 0 0 0 2 0 0 0
74500 796 1 0.165 60.8 0 1 2 1 0 0 2 1 0 0
79500 864 1 0.107 60.3 0 1 3 0 0 1 2 0 0 0
85000 924 1 0.161 58.6 0 1 3 0 1 0 3 0 0 0
53500 1052 1 0.104 113.5 0 1 2 0 0 1 5 0 1 0
41500 808 1 0.162 118.5 0 1 2 0 0 1 3 0 0 0
115000 1334 1 0.143 58.7 0 1 3 0 0 0 2 0 0 0
345000 2573 1 0.4 103 0 2 4 0 1 0 6 1 1 0
150000 1359 1 0.173 13.2 0 2 3 0 0 0 3 0 1 0
100000 1120 1 0.196 53.6 0 1 3 1 0 0 2 0 1 0
97500 912 1 0.22 58.8 0 1 2 0 1 0 2 1 0 0
50000 640 0 0.18 92 0 1 2 0 1 0 2 1 0 0
98000 1242 1 0.234 7.3 0 2 3 0 0 0 2 0 0 1
76000 876 1 0.164 77 0 1 2 0 1 0 3 1 0 0
125600 942 1 0.217 36.8 600 1 3 0 1 0 2 1 0 0
116000 1796 0 0.172 96.8 315 1 4 0 0 0 4 1 0 0
123000 1037 1 0.244 46.6 600 1 2 0 1 0 3 0 0 0
112000 918 1 0.172 59.3 0 1 3 1 1 0 2 0 0 0
85900 864 1 0.199 56.8 0 1 3 0 0 0 2 1 0 0
154900 1548 1 0.193 85.6 350 1 3 0 1 0 3 0 1 0
140000 1876 1 0.296 66.1 350 1 3 0 1 0 4 0 1 0
113620 1583 1 0.153 91.9 0 1 3 0 0 0 3 1 0 0
129000 1032 1 0.205 9.4 624 1 3 2 0 0 2 0 0 0
460000 2480 1 0.405 85.1 520 3 3 0 1 0 3 0 0 0
165000 1708 1 0.213 58.5 300 2 3 0 1 0 4 0 1 0
77400 889 0 0.274 97.8 0 1 2 0 1 0 2 0 0 0
86000 736 1 0.146 74.3 360 1 2 0 1 0 2 0 1 0
117500 816 1 0.22 37.3 0 2 4 0 1 0 4 0 0 0
86500 778 1 0.169 94 0 1 2 0 1 0 3 1 0 0
40000 1176 1 0.117 62 0 1 3 0 1 0 2 1 1 0
91500 894 1 0.233 101.5 0 1 2 0 0 0 2 0 1 0
150000 1400 1 0.208 14 0 2 3 2 0 0 2 1 1 0
167500 1451 1 0.209 91.3 0 1 3 0 1 0 2 0 1 0
35000 728 0 0.215 53.6 0 1 2 0 0 0 3 0 0 0
48000 1230 0 0.135 114.9 0 1 3 0 0 1 3 1 0 0
160000 1377 1 0.16 67 0 1 3 0 1 0 4 1 1 0
106000 942 1 0.227 94.6 0 1 3 0 1 0 2 0 0 0
115000 1326 1 0.341 73.5 0 1 2 0 1 0 4 0 1 0
124900 1008 1 0.409 58.3 0 1 3 0 1 0 2 0 0 0
187000 1468 1 0.31 10.8 0 2 3 2 0 0 3 1 1 0

Regression3

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8405005385
R Square 0.7064411552
Adjusted R Square 0.7008495582
Standard Error 32665.8379230634
Observations 750
ANOVA
df SS MS F Significance F
Regression 14 1887364434591.81 134811745327.987 126.3397826638 1.08207984430303E-184
Residual 735 784286870903.646 1067056967.21584
Total 749 2671651305495.46
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -9303.1097326255 8320.1304151946 -1.1181447007 0.2638705202 -25637.1631023756 7030.9436371246 -25637.1631023756 7030.9436371246
above 86.4061772206 5.2248790736 16.5374501501 1.82879632688926E-52 76.1487113661 96.6636430752 76.1487113661 96.6636430752
AC 9784.3825395262 4068.8065825771 2.4047303161 0.0164307218 1796.514494858 17772.2505841944 1796.514494858 17772.2505841944
acres 36834.7926889863 10711.3474622381 3.4388570457 0.00061711 15806.3096749923 57863.2757029803 15806.3096749923 57863.2757029803
age -123.7383543895 60.4986333919 -2.0453082566 0.0411800379 -242.5090776001 -4.9676311788 -242.5090776001 -4.9676311788
basement 17.3849432091 4.8887632862 3.5561024724 0.0004005138 7.7873387913 26.9825476268 7.7873387913 26.9825476268
baths 21765.7805475067 3002.6779919672 7.2487894492 0 15870.9327355785 27660.6283594349 15870.9327355785 27660.6283594349
beds -7522.4249800134 2379.5937462042 -3.1612223692 0.0016355835 -12194.0357972958 -2850.814162731 -12194.0357972958 -2850.814162731
car 4000.8620192526 2062.3125082315 1.9399882429 0.0527633073 -47.8632883504 8049.5873268556 -47.8632883504 8049.5873268556
Above Normal 23479.4508052558 2822.1371786601 8.3197411461 4.27454496696069E-16 17939.0401394801 29019.8614710316 17939.0401394801 29019.8614710316
Below Normal -33173.3344391806 6070.3522314401 -5.4648121187 0.0000000635 -45090.6304878634 -21256.0383904978 -45090.6304878634 -21256.0383904978
rooms -3325.7843500735 1742.2537750506 -1.9088977724 0.0566644688 -6746.1713783049 94.6026781578 -6746.1713783049 94.6026781578
Fall -1728.6869465837 2779.2977412814 -0.6219869577 0.5341433291 -7184.995366174 3727.6214730066 -7184.995366174 3727.6214730066
toilets 8646.291462027 2973.2945066234 2.9079835323 0.003747302 2809.1292143683 14483.4537096858 2809.1292143683 14483.4537096858
walkout 11970.283857891 6555.5484068673 1.8259774949 0.0682592188 -899.5477676084 24840.1154833903 -899.5477676084 24840.1154833903
RESIDUAL OUTPUT
Observation Predicted price Residuals
1 91432.3647294687 1067.6352705313
2 85990.4902607476 21009.5097392524
3 102164.790835348 -14164.7908353485
4 142458.905782618 17541.0942173825
5 164762.199410612 5237.8005893878
6 154537.648706608 7362.3512933918
7 124874.361380179 -62374.3613801792
8 113224.353252143 8775.6467478566
9 102344.423723151 42655.576276849
10 202534.45608746 4965.5439125403
11 73844.3503673287 -23844.3503673287
12 219505.142224052 -14155.1422240523
13 154139.894335433 -49639.8943354325
14 167775.738208679 -5275.7382086788
15 101550.357062467 -3050.3570624669
16 143720.48628067 24979.5137193296
17 171365.934310304 45884.0656896956
18 105878.561483053 -2878.5614830532
19 67702.246506166 -12702.246506166
20 181691.729463101 -24991.7294631012
21 137357.160765444 6642.8392345556
22 119745.181089932 -10745.181089932
23 156140.6060586 8859.3939414005
24 65391.4814907667 21608.5185092333
25 134177.013188393 -9177.0131883926
26 87847.8243365002 27152.1756634998
27 109291.031327368 5708.9686726317
28 87872.4223684856 31627.5776315144
29 200344.771389471 47155.2286105292
30 87760.639197647 -45760.639197647
31 101614.800531735 16385.1994682652
32 54630.0159491569 29369.9840508431
33 111048.46407101 -4568.4640710103
34 296552.483402552 33447.5165974476
35 123374.288547893 -25374.2885478933
36 86470.0517751677 13029.9482248323
37 114146.15554386 -29246.1555438596
38 226087.422109949 -36187.4221099493
39 150686.081426434 14313.9185735658
40 72000.4295714597 -7000.4295714597
41 166048.495854034 13951.5041459656
42 114044.093837434 4955.9061625656
43 191552.369560207 4447.6304397935
44 58308.3018526009 -22808.3018526009
45 187057.054502306 -24057.0545023062
46 42695.7176875302 22204.2823124698
47 187498.483915992 -13498.4839159922
48 80238.0179398673 23151.9820601327
49 163895.030152995 -13895.0301529953
50 109358.394657131 -5758.3946571314
51 93359.0791977732 -17359.0791977732
52 255035.235601033 169964.764398967
53 89150.5219613792 16849.4780386208
54 130384.242313503 -6884.2423135032
55 160853.487916801 18146.5120831994
56 232250.221729387 -32250.2217293869
57 244884.322032388 45115.6779676123
58 163677.462423911 11322.5375760892
59 156692.187743658 -8692.1877436584
60 142266.426612057 -44766.4266120565
61 161427.647077692 -6427.6470776922
62 102883.783881913 -23883.783881913
63 148664.325997006 3335.6740029937
64 138737.804886849 73262.1951131508
65 105407.661795245 -20407.6617952447
66 142019.693810615 -18019.6938106146
67 139418.553828884 14081.4461711161
68 113948.764029109 -8948.7640291087
69 238772.49779424 91227.5022057599
70 85861.5278377425 9138.4721622575
71 75637.3320718012 -16637.3320718012
72 87760.639197647 -35560.639197647
73 112389.247643118 14610.752356882
74 58294.8581771661 10205.1418228339
75 74845.780940916 9154.219059084
76 101757.798918028 30742.2010819722
77 23834.3209896926 10315.6790103074
78 102627.196243657 -37627.1962436568
79 120359.410070903 6640.589929097
80 138598.903550811 28401.0964491889
81 114805.395729724 47194.6042702755
82 220731.389047274 27768.6109527262
83 182595.305943803 -24595.3059438035
84 108669.935460445 -10669.9354604449
85 133364.161858278 -55364.161858278
86 82333.1106859923 45166.8893140077
87 202886.764076913 -66886.7640769127
88 102005.761647838 -7005.7616478385
89 91795.7248729002 -17995.7248729002
90 45666.835822273 16083.164177727
91 158188.595502029 -58188.5955020292
92 111459.692699357 -41459.6926993568
93 200723.354074308 63776.6459256916
94 103381.909671484 14618.0903285161
95 97569.2173512281 21430.7826487719
96 117353.270548576 -39353.2705485755
97 130864.479322806 -48364.4793228062
98 102889.074374612 2610.925625388
99 107393.267463378 15606.7325366223
100 156084.067988511 -21084.0679885113
101 23045.2972794343 11954.7027205657
102 119572.28775257 -12072.2877525702
103 153359.214990549 26540.7850094509
104 105268.035294313 -6268.0352943131
105 154183.161341796 5816.8386582042
106 92158.8536790269 -2858.8536790269
107 139998.388846638 30001.6111533621
108 67163.8357935102 42836.1642064898
109 95052.7483585209 -5052.7483585209
110 129017.465778061 4482.5342219386
111 178672.328671642 -53672.328671642
112 119241.160430554 -4341.160430554
113 115825.431377518 -12825.4313775179
114 116325.13607295 33574.8639270502
115 119066.087120023 45933.9128799774
116 213699.497440561 149800.502559439
117 69889.6357393643 15110.3642606357
118 65253.8999650884 -10253.8999650884
119 97171.5919510254 5328.4080489746
120 56240.6242749797 26259.3757250203
121 150240.971527685 -5240.9715276845
122 103620.94594276 -16120.9459427597
123 148419.164404597 -23419.1644045966
124 72240.3778408035 47259.6221591965
125 27133.5302575488 -1133.5302575488
126 202621.246149826 -2621.2461498258
127 133936.727075238 14063.2729247622
128 120783.719720631 -80783.7197206308
129 75036.3435135095 -36.3435135095
130 93604.2315175245 -6604.2315175246
131 156076.008957914 -1076.008957914
132 136123.375687127 3876.624312873
133 63115.6946795568 6884.3053204432
134 107925.949578154 -27925.9495781535
135 183155.44249489 31964.5575051097
136 106342.585151445 21657.4148485549
137 103257.541069901 -8257.541069901
138 128874.216560444 -2874.2165604442
139 93152.4982293356 2847.5017706644
140 143381.688004563 -34381.6880045627
141 112398.327940294 34601.6720597056
142 102908.167566836 -37908.167566836
143 81067.3636115755 -11067.3636115755
144 110561.772231333 11438.227768667
145 126866.706711517 -24166.7067115172
146 87448.93272777 12551.06727223
147 97358.8606363418 -1858.8606363418
148 173558.825453102 -13558.8254531025
149 188426.115195545 -5926.115195545
150 111013.133320148 21486.8666798515
151 54900.0549058123 -9900.0549058123
152 114901.45981692 33098.5401830797
153 163193.236951492 -42193.236951492
154 50805.4849913969 -905.4849913969
155 73054.426763359 -2054.426763359
156 61092.7951065958 6907.2048934042
157 153369.862339373 -29369.8623393733
158 130414.455342405 -7414.4553424045
159 143056.220597798 -5556.220597798
160 143310.072324633 4189.9276753666
161 107356.035370304 -25356.0353703037
162 171237.956605757 -91237.956605757
163 290179.186776342 -68179.1867763422
164 119763.275216873 -16863.2752168727
165 67570.6155768636 879.3844231364
166 128071.804564156 25928.1954358436
167 95081.7139101314 1918.2860898686
168 80198.1521828959 -8198.1521828959
169 99393.1500859512 19506.8499140488
170 88831.188833294 -6331.188833294
171 121403.089358419 -16403.0893584186
172 124889.603524364 11610.3964756358
173 121611.264402733 -56611.2644027334
174 79939.0384240677 15960.9615759323
175 154102.275075787 4897.724924213
176 66042.0646396494 4407.9353603506
177 190292.632762977 -25292.632762977
178 66061.5289268281 19938.4710731719
179 151554.540724945 -11554.5407249455
180 131433.763403723 18566.2365962772
181 76336.9842891112 36663.0157108888
182 191984.829859296 -4484.8298592957
183 141195.44657576 16804.5534242404
184 90118.5225186644 41881.4774813356
185 121334.236383474 -19334.2363834737
186 132564.210260579 -12564.2102605791
187 106428.455064432 -31428.455064432
188 77512.5530293213 44487.4469706787
189 93628.059661512 -15728.059661512
190 99749.6859796173 30150.3140203827
191 76178.8143716109 -44928.8143716109
192 91257.9637050355 -38257.9637050355
193 85150.4030965081 29849.5969034919
194 132942.245852019 -1442.2458520192
195 57522.6445209474 51977.3554790526
196 123928.633449128 -15028.6334491279
197 115203.644572007 4696.3554279926
198 29389.1950928834 7610.8049071166
199 54932.1892858017 24967.8107141983
200 77478.7525940712 -2478.7525940712
201 111452.71599186 -7452.7159918598
202 93360.2329342406 -23860.2329342406
203 96398.6747377996 -1498.6747377996
204 115574.51217483 11925.48782517
205 120230.98787973 39769.0121202697
206 169380.716958874 39619.2830411255
207 212210.121307791 -25210.1213077905
208 119648.420245877 -31148.4202458771
209 47540.3934464287 -12540.3934464287
210 113849.332846668 -69849.3328466681
211 126577.389863962 -46677.3898639619
212 99461.8036968468 -23961.8036968468
213 151419.872347396 -7099.8723473959
214 103696.066444005 18303.9335559952
215 137214.390055801 3785.6099441987
216 134536.874765346 -29536.8747653463
217 234275.391750834 -64275.3917508342
218 232562.548267037 27437.4517329633
219 223795.397973217 -21795.3979732175
220 63143.4957540118 36356.5042459882
221 113636.811014944 35363.1889850563
222 155071.294080796 9928.7059192037
223 96598.0133685701 -18098.0133685701
224 149274.266239153 12625.7337608474
225 92166.6143077449 5833.3856922551
226 123491.260017611 -43491.2600176109
227 119982.980671203 -16982.9806712035
228 130424.228495823 69575.7715041773
229 238670.232763725 81329.7672362746
230 165641.496274439 -106641.496274439
231 137308.894974083 -47308.8949740831
232 189554.443066049 -5054.4430660486
233 122629.758548362 3370.2414516385
234 104669.798953716 -24669.7989537163
235 90918.9803575545 34081.0196424455
236 106917.122652116 3082.877347884
237 97186.0038610532 29813.9961389468
238 60645.1391403886 -5745.1391403886
239 158628.828184321 -11128.8281843214
240 219300.655235913 -25800.6552359126
241 98905.4678205864 -10405.4678205864
242 69749.3169584788 -15669.3169584788
243 121223.743168993 -9223.743168993
244 209478.578955778 521.4210442224
245 69178.4524095415 30821.5475904585
246 190459.905809539 34540.0941904607
247 88269.6196623009 -18269.6196623009
248 92478.6916130135 -13478.6916130135
249 122172.915438301 -13272.915438301
250 114906.631273056 18093.3687269443
251 79188.6503566084 30811.3496433916
252 147419.718674624 -7419.718674624
253 55221.3427632848 44778.6572367152
254 90460.022914568 -1460.022914568
255 116843.23828638 43156.7617136204
256 133624.453133067 -20124.4531330668
257 85101.1059810257 4898.8940189743
258 130785.811387278 -22785.8113872783
259 220396.854427884 -45396.8544278842
260 186998.571673025 -4998.5716730253
261 138251.549113411 -14251.549113411
262 126468.257794074 31.7422059256
263 182849.373754512 -76349.3737545118
264 190428.744952805 -49428.7449528055
265 67480.6157126513 12519.3842873487
266 131837.723165763 -9337.7231657626
267 143386.349106791 -38386.3491067911
268 79787.784557767 34212.215442233
269 117691.249557362 -52691.2495573619
270 70529.2098049291 -2629.2098049291
271 110386.249961827 16613.7500381729
272 69544.7142192538 10455.2857807462
273 108996.621638189 -26496.6216381889
274 78895.2177076189 -48895.2177076189
275 142012.33580206 -16012.33580206
276 118184.213347763 10815.7866522371
277 110134.782346054 29765.2176539463
278 69680.0117195212 -12680.0117195212
279 113561.159487719 -28561.1594877188
280 101598.843991116 -52598.843991116
281 90161.572796367 -26161.572796367
282 139231.688868688 1768.3111313121
283 133620.969538707 6279.0304612925
284 180467.613838547 82532.3861614529
285 68855.3430383763 -5855.3430383763
286 45540.3114061094 7459.6885938906
287 86276.1889091869 11223.8110908131
288 160582.228351357 -88162.2283513567
289 106221.292199791 13778.7078002087
290 180628.832877458 21371.1671225421
291 103586.479032064 -38686.4790320643
292 102600.33683253 27399.6631674695
293 106233.549160244 10766.4508397563
294 215837.070079817 -35837.0700798171
295 221226.030946175 27273.9690538253
296 103403.201138814 6596.7988611865
297 146963.819657497 -16963.8196574971
298 129554.546727436 20345.4532725639
299 183526.130159106 -6026.1301591059
300 97873.3273208643 32026.6726791357
301 98589.5919059001 15910.4080940999
302 96785.9889837887 -10285.9889837887
303 89094.7399716706 25905.2600283294
304 24687.6279833069 -1687.6279833069
305 114012.01972714 19987.9802728601
306 226935.917073266 -46935.9170732659
307 76868.1832223048 47631.8167776952
308 96270.9201613972 23729.0798386028
309 128293.3342926 21206.6657074003
310 119542.22832477 -31542.2283247695
311 187888.835565776 4611.1644342235
312 72197.7569489491 15802.2430510509
313 121609.93197293 9390.0680270697
314 104709.554428602 9750.4455713984
315 89957.7118965181 5042.2881034819
316 127934.05183331 21565.9481666901
317 204826.854677083 -42326.8546770834
318 137458.548112535 22541.4518874646
319 150053.495445529 9946.5045544712
320 89881.2351205929 -16881.2351205929
321 94922.1822600901 -16922.1822600901
322 55496.8268894037 14503.1731105963
323 89205.0308384142 -1705.0308384142
324 189055.387653325 -41685.3876533252
325 234872.49201377 70127.5079862301
326 122667.263230485 -5667.2632304849
327 80019.5666856824 34980.4333143176
328 280495.22974768 134504.77025232
329 103736.212909709 21263.7870902906
330 118961.717371033 -11961.7173710331
331 105243.947930349 -60243.9479303486
332 97992.6797907251 12007.3202092749
333 158451.371882117 26548.6281178829
334 108017.49473713 16982.5052628703
335 166566.283233692 -11566.2832336925
336 76434.7071101651 8065.2928898349
337 247385.45623069 92614.5437693096
338 126102.103422124 -25102.1034221237
339 87720.9343859013 -22720.9343859013
340 112638.66968138 8761.3303186198
341 107515.702725472 -5515.7027254723
342 150741.387136354 -15741.3871363539
343 138015.635289077 -13015.6352890766
344 81668.806416877 9331.193583123
345 108678.263516284 6321.7364837158
346 104511.637038029 -6761.6370380286
347 131158.689144202 -56158.6891442018
348 266260.995006999 2739.0049930005
349 151505.18951676 -10005.1895167604
350 120420.003305254 46579.9966947458
351 178068.078121933 -25068.0781219333
352 87923.6011485905 -12923.6011485905
353 106259.575445153 -12759.5754451532
354 115591.544258428 -11091.5442584276
355 94847.9046304746 23802.0953695254
356 161418.502781012 13581.4972189884
357 172608.413100388 -39608.4131003884
358 225969.665209068 -37969.6652090678
359 137714.68811322 -41714.6881132201
360 178799.499619688 -24799.4996196884
361 143503.440824927 31496.5591750729
362 101971.921477697 -14571.9214776972
363 152287.583694867 -2287.5836948674
364 56209.6538428761 -8209.6538428761
365 121118.180965847 -9118.1809658469
366 138746.270374811 32253.7296251892
367 186500.050259031 -33000.0502590312
368 199343.298546669 19656.7014533312
369 124488.161072558 17511.8389274422
370 148477.130479199 1522.8695208008
371 85089.4438015576 -6089.4438015576
372 145601.698949612 -31601.6989496118
373 190929.322531139 -4929.3225311389
374 80315.4474308055 16184.5525691945
375 138403.961124951 -28403.9611249509
376 119943.955489236 -6443.955489236
377 127622.472818569 -47622.4728185686
378 248177.424428059 63822.5755719413
379 56472.9848973079 2527.0151026921
380 123559.38794198 19340.6120580203
381 102929.872721031 4570.1272789693
382 82207.1487224087 -2137.1487224087
383 84626.9662615446 10573.0337384554
384 141745.284944141 28154.7150558587
385 175833.826772766 2166.1732272343
386 162040.759262161 -30040.7592621607
387 113260.826601774 1739.1733982259
388 91838.6375208244 22161.3624791756
389 218929.967223965 -3929.967223965
390 120486.325974402 23513.6740255984
391 141227.173928261 -18727.1739282608
392 125771.568823597 -34771.5688235969
393 118536.925513261 36463.0744867386
394 106713.496090234 16786.5039097663
395 146871.17432661 -13421.17432661
396 249581.262989811 115418.737010189
397 104989.501441698 3010.4985583019
398 115246.953264713 9753.046735287
399 152177.5977064 44822.4022936002
400 104419.210952237 -19419.2109522373
401 166615.808950179 13284.1910498214
402 199156.235647923 -40156.2356479229
403 127067.094661983 -8517.0946619833
404 129630.528424445 -3630.5284244452
405 76388.3580321222 1611.6419678778
406 83171.9782195486 21828.0217804514
407 130138.411557787 11131.5884422126
408 111603.672029534 17396.3279704664
409 80675.9708486779 6824.0291513221
410 140716.91836852 -24216.91836852
411 177737.233796837 -15237.2337968371
412 116433.799001083 17566.2009989169
413 146345.657658393 48654.3423416067
414 122431.210693809 18568.7893061915
415 168685.174217745 44814.8257822554
416 130001.219641286 -5101.2196412865
417 142799.0793969 15200.9206030995
418 84537.4625983414 26962.5374016586
419 69301.6327311206 25698.3672688794
420 101051.576413916 -5051.5764139159
421 89408.5315245619 5591.4684754381
422 144208.186466726 -19208.1864667255
423 118649.854783654 24850.1452163463
424 74423.3784963291 -14423.3784963291
425 115836.9251339 -2936.9251339
426 96534.1723539058 -9534.1723539058
427 227234.979427924 -62234.9794279245
428 86773.8163402285 -11773.8163402285
429 68430.8527316516 -13430.8527316516
430 284206.749844023 35793.2501559769
431 176023.651870251 14876.348129749
432 86633.9857088663 57366.0142911337
433 50141.9656728601 -18141.9656728601
434 170594.889881274 -2594.8898812742
435 103314.035180422 32185.9648195779
436 129971.335514429 24928.664485571
437 79911.3664162969 18088.6335837031
438 183687.930681973 -3687.9306819725
439 164609.422304575 -25709.422304575
440 152233.944900472 -7233.9449004721
441 93560.4184563376 -38560.4184563376
442 187681.641832486 -4781.641832486
443 114345.751727559 10654.248272441
444 195398.047863821 -20398.0478638211
445 18493.5956581447 9506.4043418553
446 118907.189360868 -64007.1893608684
447 107597.982515443 -15947.9825154432
448 52310.8380192695 36189.1619807305
449 158984.824472766 -3384.8244727663
450 96198.017143211 -13698.017143211
451 123982.839307652 13017.1606923483
452 50686.1331777647 313.8668222353
453 216048.358285623 75451.6417143771
454 137920.292253005 -18420.2922530051
455 88400.6283681769 -29500.6283681769
456 80288.9136945707 -8288.9136945707
457 88927.2234268085 -1027.2234268085
458 115905.418288372 -7205.4182883717
459 146233.957217139 21666.0427828611
460 238941.999181363 -18941.9991813631
461 169175.623568776 -19675.6235687764
462 132787.43221005 -7287.4322100501
463 231384.319837283 -2884.3198372825
464 201759.848697374 -34259.8486973745
465 96499.3459928704 36400.6540071296
466 100355.062225934 -33855.0622259344
467 71513.1284410691 -13.1284410691
468 97448.87190035 18551.12809965
469 66822.4222676042 -14322.4222676042
470 103264.529532826 -3364.5295328257
471 66318.2809334381 20681.7190665619
472 64537.18148457 -11537.18148457
473 55474.7523460332 4525.2476539668
474 112278.862177363 -17378.8621773633
475 109849.066858473 11650.9331415269
476 134241.547096055 5758.4529039453
477 107756.449401454 8743.550598546
478 170027.163166968 20472.8368330319
479 128129.385651969 -15129.3856519691
480 148994.258419813 -29994.2584198132
481 160144.395017605 -26144.395017605
482 128692.721871692 29307.2781283083
483 47528.0196109898 -2528.0196109898
484 116933.508944476 3066.4910555242
485 168196.680822134 -32196.680822134
486 128837.097779181 -3837.0977791809
487 60694.0876096331 9205.9123903669
488 99741.6027276507 17758.3972723493
489 94035.3820031694 16964.6179968306
490 89776.9455913016 14223.0544086984
491 209543.089175323 130456.910824677
492 83973.9238440711 42026.0761559289
493 129703.705745679 -39703.7057456787
494 98660.975489775 -40660.975489775
495 250246.767802568 67753.2321974321
496 95322.1865716787 -27322.1865716787
497 126272.773499307 28227.2265006928
498 103769.980229702 -15269.9802297024
499 101625.475207562 -23625.4752075623
500 139217.610214987 -10717.6102149873
501 99019.9500597108 -19019.9500597108
502 74186.4902698169 18813.5097301831
503 104744.528547926 -18744.5285479262
504 232670.531180973 4329.4688190269
505 107401.960443998 -29901.9604439979
506 106757.684876831 23142.3151231687
507 76873.4507456405 46626.5492543595
508 119544.271259123 7955.7287408766
509 217596.476989584 22403.5230104159
510 170569.615358946 -35569.6153589462
511 73900.3392470866 -4400.3392470866
512 123716.289085514 -30716.2890855139
513 107510.904408342 -2510.9044083423
514 75744.5834999461 9255.4165000539
515 99176.4996988548 24323.5003011452
516 155487.185513914 -75237.1855139142
517 103268.077924068 3151.9220759315
518 57420.9198311349 22579.0801688651
519 235338.610608772 -32338.6106087722
520 167763.764235159 92236.2357648415
521 91514.4025599473 -25014.4025599473
522 125870.061548468 -22870.0615484685
523 143449.253226994 -13449.2532269945
524 164677.881499446 10222.1185005542
525 106215.810787673 36284.1892123272
526 273503.792049492 66496.207950508
527 159382.936018083 -3382.9360180828
528 179609.402377101 -56109.4023771005
529 100806.137140141 23093.8628598586
530 222130.782380448 42769.2176195519
531 111530.368125774 20469.6318742265
532 64138.8914008653 2361.1085991347
533 58372.0629234849 16627.9370765151
534 205917.887699282 24082.1123007179
535 148578.657398449 -24578.6573984485
536 146873.261193366 -21373.2611933661
537 52169.0588307767 -17169.0588307767
538 122808.068810589 -46368.0688105895
539 42082.4026208172 2917.5973791828
540 120917.78326713 23582.2167328698
541 219877.007395747 99122.9926042528
542 116929.118578543 12070.8814214567
543 111068.211788231 -68.2117882312
544 198764.205619538 -19764.2056195377
545 58656.2124635414 16343.7875364586
546 137653.718188832 83846.281811168
547 64813.0965714032 -35613.0965714032
548 174933.846042718 -29933.8460427185
549 93296.0469527239 41703.9530472761
550 142114.62307778 -27114.6230777796
551 138188.241174082 1811.7588259184
552 154238.420931771 10761.5790682288
553 117789.529025299 12210.4709747014
554 239427.450961414 -37427.4509614143
555 162828.528504848 31171.4714951525
556 103603.684055157 9296.3159448426
557 82370.9607926853 21629.0392073147
558 90701.5673803253 -2701.5673803253
559 92564.7219871512 -7564.7219871512
560 131533.636972513 -16533.6369725128
561 59578.1005330899 -5578.1005330899
562 109543.104224907 -14543.1042249072
563 152034.22841305 -42134.2284130499
564 102616.511971391 -15116.5119713906
565 95732.7589827206 4267.2410172794
566 89802.7401431014 24197.2598568986
567 101470.925594862 4529.0744051377
568 112106.517992149 25893.4820078515
569 62371.7557872483 -8371.7557872483
570 125088.071837352 -12088.0718373523
571 150406.565230409 -15406.5652304087
572 110402.988393842 -20402.9883938415
573 36100.9525699027 3059.0474300973
574 76347.4780077299 30652.5219922701
575 87863.6690557099 -12723.6690557099
576 164821.883780311 -29921.8837803109
577 223003.737573708 26996.2624262918
578 165146.055776062 -112146.055776062
579 76710.874403841 25289.125596159
580 205723.991571086 64276.0084289143
581 79340.859674054 18159.140325946
582 72985.2283147112 8014.7716852888
583 84189.3374577891 -9189.3374577891
584 322624.989879901 2375.0101200988
585 209773.664360136 -34773.6643601357
586 106675.404495418 -21675.4044954183
587 100343.297539273 -19343.2975392734
588 152418.820625848 9581.1793741521
589 87992.6554764261 -18492.6554764261
590 64456.0482965145 543.9517034855
591 105770.858261946 -25770.8582619459
592 107627.867808726 3372.1321912744
593 148498.114252803 4001.8857471966
594 312498.410689007 72501.5893109929
595 161825.334216865 -31825.3342168648
596 48037.5458916129 -1037.5458916129
597 81265.078364091 -4965.078364091
598 58868.4666073923 20731.5333926077
599 104761.706525501 -4761.7065255011
600 132508.323077743 1491.6769222569
601 53835.6931408308 -2335.6931408308
602 96769.1621534128 23130.8378465872
603 106879.096433479 -1879.0964334793
604 97660.4549424538 42339.5450575462
605 156100.446120166 13099.5538798344
606 46423.6188841949 13476.3811158051
607 134862.842012667 -9862.8420126675
608 110594.03203453 -46594.0320345296
609 87423.4491143651 76.5508856349
610 117541.154114049 42458.8458859513
611 88540.0519495864 -38540.0519495864
612 86320.4820937578 -4720.4820937578
613 150171.986955364 -14171.9869553643
614 162430.215713801 11569.7842861989
615 137534.959244976 -16534.9592449764
616 69548.433540226 25451.566459774
617 101898.064320362 -17148.0643203618
618 199022.122868648 -25022.1228686477
619 153863.369234471 -15863.3692344714
620 127304.185350401 -3804.1853504014
621 116048.436953806 14951.5630461939
622 143009.389953757 -19259.3899537566
623 65080.9106352289 -15080.9106352289
624 67470.6808998399 -4470.6808998399
625 204068.971720201 -15068.9717202014
626 151124.665384599 21075.3346154012
627 90405.5486962852 15494.4513037148
628 95529.0347296044 -5529.0347296044
629 82943.1420892298 13806.8579107702
630 97111.8276927474 -22111.8276927474
631 140445.425135651 554.5748643485
632 95141.5664254769 9758.4335745231
633 107388.094748515 -22388.0947485148
634 90673.8015976628 48326.1984023372
635 217326.056823871 -102326.056823871
636 112259.894691749 -32259.894691749
637 107438.957138644 12461.0428613563
638 97951.4168885277 -17951.4168885277
639 165847.266691605 -88847.2666916045
640 128620.039473131 10379.9605268688
641 142976.852893852 -35976.8528938524
642 147296.509278846 27703.4907211544
643 247587.88725668 -32087.8872566805
644 110410.665068723 -23410.665068723
645 144792.305244603 -31792.3052446027
646 73997.3430578517 -18297.3430578517
647 217617.863565833 -18617.863565833
648 211922.024064861 -65232.0240648612
649 159688.427729134 5211.572270866
650 123879.120115074 -29879.1201150738
651 208699.284763163 -23199.2847631632
652 24094.4287215344 16905.5712784656
653 75728.0871249639 16771.9128750361
654 127627.343659447 3372.6563405531
655 116538.720650147 -7538.7206501467
656 100222.008935201 18777.9910647995
657 81577.4886213361 -21577.4886213361
658 149577.265510962 -45077.2655109618
659 288999.073683536 -103999.073683536
660 123931.614321405 22568.385678595
661 157181.369992344 15318.6300076556
662 102764.668518848 -22764.6685188481
663 243378.29175057 -50378.2917505696
664 89197.6321100974 -22097.6321100974
665 143136.404484235 -23136.4044842354
666 72008.3389824275 30991.6610175725
667 116233.47297613 8766.52702387
668 66127.2411575049 34872.7588424951
669 191453.051865811 15546.9481341889
670 112797.727511981 -26297.7275119812
671 116943.236120595 -7443.2361205954
672 90824.7657666248 27075.2342333752
673 146501.644641497 -13501.6446414969
674 90440.4858950877 -17440.4858950877
675 86395.560566814 13604.439433186
676 46715.1353459861 39284.8646540139
677 80701.5311381294 -2701.5311381294
678 166372.251446209 18627.7485537912
679 59647.7125285381 -32147.7125285381
680 91490.7536432962 -16490.7536432962
681 46575.7719879243 8424.2280120757
682 102421.659190904 17478.3408090962
683 113367.177186748 51632.8228132515
684 177153.252932894 -83653.2529328938
685 135349.540314502 -1849.5403145022
686 263582.656815124 121417.343184876
687 112018.533164767 22981.4668352331
688 156829.404686666 -41829.4046866658
689 175908.596150811 -53908.5961508109
690 199929.05910352 -39929.0591035203
691 198950.682689055 -5450.6826890546
692 178863.340687462 41136.6593125376
693 139861.568985229 -54861.5689852287
694 89595.3600125618 -9695.3600125618
695 128190.438610391 -290.4386103907
696 120637.87518387 19362.1248161304
697 262915.072479931 -43915.0724799313
698 108587.625467712 6412.3745322879
699 119544.412709462 9455.5872905376
700 134366.778182221 -7366.7781822209
701 86823.1559110178 -6823.1559110178
702 136575.357684492 -20575.3576844916
703 17510.1269881076 21509.8730118924
704 174045.962909719 -45295.9629097194
705 187663.572800371 -67663.5728003713
706 156718.045712619 33281.9542873806
707 97054.3774305277 7945.6225694723
708 53582.2330956332 26417.7669043668
709 72328.1162132236 24671.8837867764
710 143852.37240666 26147.62759334
711 133783.903811969 -23783.9038119687
712 70156.5756813288 4343.4243186712
713 30989.7124417024 48510.2875582976
714 91700.5179769706 -6700.5179769706
715 46732.0523194143 6767.9476805857
716 25171.9485197139 16328.0514802861
717 106297.984078407 8702.0159215932
718 248677.443764285 96322.5562357153
719 142279.565073773 7720.4349262266
720 103037.525254374 -3037.5252543738
721 101931.671331598 -4431.6713315985
722 63063.3035147705 -13063.3035147705
723 141796.797729823 -43796.7977298229
724 91180.4781611106 -15180.4781611106
725 110044.137012144 15555.8629878556
726 122360.609584666 -6360.6095846658
727 123959.954954214 -959.9549542138
728 98827.2931544792 13172.7068455208
729 66256.2451020492 19643.7548979508
730 158186.771945377 -3286.7719453768
731 189409.095281231 -49409.0952812309
732 119018.885470847 -5398.8854708465
733 107437.305176856 21562.6948231444
734 284428.884320793 175571.115679207
735 193672.514595392 -28672.5145953922
736 89051.9166465974 -11651.9166465974
737 98714.0229526195 -12714.0229526195
738 98095.101771708 19404.898228292
739 80793.2947323126 5706.7052676874
740 121676.822218847 -81676.8222188472
741 82467.1123175085 9032.8876824915
742 156611.266842417 -6611.2668424173
743 146930.47504488 20569.5249551199
744 51631.2694541107 -16631.2694541107
745 42050.7795138969 5949.2204861031
746 133358.099453726 26641.9005462737
747 94558.1290764677 11441.8709235323
748 144065.294515246 -29065.2945152461
749 111456.571306763 13443.4286932373
750 163314.21413167 23685.7858683303

above Residual Plot

1122 706 893 1301 1567 1336 1600 988 1050 1795 824 2080 1335 1673 1056 1567 1589 1008 872 1402 1303 1108 1393 1264 1404 864 928 1088 1693 1380 1008 768 999 2701 1010 925 960 2056 1438 768 1574 892 1456 890 1704 996 1542 1019 1620 1409 1019 2538 720 864 1393 2136 2221 1477 1385 1470 1476 905 1699 1400 1052 1400 1382 1298 2389 672 897 1380 1037 870 945 1056 790 1016 1040 1504 1050 1762 1598 1190 1666 824 2114 880 1229 672 1144 1182 2108 940 962 1544 1365 1010 1298 1248 864 1040 1304 884 1188 768 1317 864 822 1340 1753 1085 1440 1115 1185 1708 864 864 675 912 1401 922 1400 889 928 1400 853 1796 876 836 1708 1138 856 1168 1695 964 1068 1120 912 1372 1040 1296 898 1370 1241 1123 912 1571 1800 1157 660 1131 1518 660 786 720 1663 1078 1100 1177 672 1596 2172 868 968 1063 900 864 900 995 1621 1114 1883 662 1342 660 1932 1113 1217 1075 912 1719 1208 858 1056 970 1030 1057 784 985 790 1278 744 941 802 802 1202 840 1238 884 1060 1040 1301 1040 1227 1607 1864 1339 660 1468 1209 1209 1224 825 1151 1336 2009 2370 1818 826 1098 1364 740 1104 752 902 1122 1267 1782 1264 1513 2066 844 1088 1088 929 917 738 1326 2002 907 884 1144 2004 924 2033 768 956 936 950 840 1388 1144 804 1168 1477 672 1068 1458 1688 1282 1102 1877 1932 672 1248 1140 992 1302 764 1134 928 1085 924 1378 1000 1054 960 1336 884 752 1208 1360 1909 750 707 690 1449 924 1610 940 992 914 1792 1932 1510 1040 1078 1255 940 1275 765 836 672 1254 2015 864 1020 1192 1344 1740 864 903 948 880 1128 1748 1107 1140 1071 744 1173 781 1404 2288 1040 672 2534 1352 1128 1080 936 1672 936 1416 720 2272 816 720 1092 960 1096 1390 653 932 1019 1632 2306 1500 1047 1870 950 1170 894 924 1394 1384 2026 1555 1808 1328 1008 1672 864 781 1100 1590 1470 1303 1627 672 1412 1750 768 1848 1320 1452 2602 906 1311 845 880 751 1209 1601 1496 774 888 1749 1052 1050 1188 1034 1140 1579 1713 988 1048 1520 1060 1540 1721 1395 1008 888 820 1148 1006 676 1556 1830 1229 1320 1164 1657 948 1394 1040 780 907 900 1372 1060 1554 720 897 1994 760 672 2542 1568 1032 744 1486 966 1249 768 1583 1529 1390 720 1788 1177 1628 744 1486 998 1192 1565 864 930 752 2009 1408 720 680 860 1018 1356 1786 1541 820 2270 1536 960 1057 904 948 768 1056 720 630 1200 1145 1080 1193 1036 1554 1298 1270 1598 1235 660 1176 1678 1166 672 858 829 1144 2258 720 1404 1144 2279 984 1285 1026 1080 1026 1318 946 956 2459 1173 897 980 1080 1624 1452 984 1030 1036 922 1331 1363 978 720 1972 1512 1020 1057 1008 1424 1052 2605 1580 2025 1090 2060 952 1107 864 1830 1363 1232 822 1080 664 1096 1760 1052 1152 1578 834 1401 826 1578 997 1235 1126 1136 912 2388 1473 928 960 777 1057 1374 704 1330 1635 900 875 769 997 1178 778 1071 1482 1050 852 996 792 1834 1624 1971 840 1964 975 1248 864 2650 1920 1158 940 1196 987 768 1075 1037 1290 2342 1372 704 768 1305 798 1001 680 996 1031 1430 1211 1148 1332 1032 774 1249 936 760 1495 1248 888 876 902 1732 1063 1176 1144 1012 872 918 1439 1568 780 940 751 1035 1316 844 1110 876 1937 1436 963 950 1761 1147 1292 1318 2319 1012 1372 660 2004 2212 1474 1038 1727 700 660 1114 916 1288 770 1460 2371 1360 1681 1312 2523 864 1416 864 905 840 1960 1227 1013 832 1094 1272 744 637 992 1740 1474 816 777 876 1020 1992 1038 2227 894 1504 1602 1635 2046 1775 1322 1016 1032 1092 2240 1021 1338 1012 779 1451 624 1198 2037 1479 997 1088 912 1333 1290 796 864 924 1052 808 1334 2573 1359 1120 912 640 1242 876 942 1796 1037 918 864 1548 1876 1583 1032 2480 1708 889 736 816 778 1176 894 1400 1451 728 1230 1377 942 1326 1008 1468 1067.6352705312893 21009.509739252404 -14164.790835348467 17541.094217382459 5237.8005893877707 7362.3512933917518 -62374.361380179223 8775.646747856561 42655.576276849039 4965.5439125403354 -23844.350367328705 -14155.142224052252 -49639.894335432502 -5275.7382086787547 -3050.3570624668791 24979.513719329552 45884.065689695592 -2878.5614830531704 -12702.24650616599 -24991.729463101248 6642.8392345555767 -10745.181089932012 8859.3939414004562 21608.518509233341 -9177.0131883925933 27152.175663499758 5708.9686726317304 31627.577631514374 47155.228610529215 -45760.639197646989 16385.199468265157 29369.984050843123 -4568.4640710102685 33447.516597447568 -25374.288547893317 13029.948224832275 -29246.155543859553 -36187.422109949286 14313.91857356581 -7000.4295714596519 13951.50414596565 4955.9061625656323 4447.6304397934873 -22808.301852600925 -24057.054502306186 22204.282312469819 -13498.483915992227 23151.98206013265 -13895.030152995256 -5758.3946571313718 -17359.079197773171 169964.76439896651 16849.478038620844 -6884.242313503215 18146.51208319937 -32250.221729386918 45115.677967612311 11322.537576089177 -8692.1877436584327 -44766.426612056501 -6427.6470776921778 -23883.783881913041 3335.6740029936773 73262.19511315081 -20407.661795244741 -18019.693810614583 14081.446171116055 -8948.7640291087446 91227.502205759869 9138.4721622575307 -16637.332071801182 -35560.639197646989 14610.752356882018 10205.141822833903 9154.2190590840328 30742.201081972162 10315.679010307351 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above

Residuals

Below Normal Residual Plot

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Below Normal

Residuals

rooms Residual Plot

3 2 2 2 3 3 2 2 4 4 3 4 2 3 2 3 4 3 2 4 3 3 2 3 2 2 2 3 4 4 2 2 3 4 3 2 3 4 5 3 3 3 3 3 3 2 2 2 3 2 3 4 2 2 2 3 4 5 2 4 4 5 3 3 2 4 3 2 4 2 2 4 2 3 3 2 3 2 2 3 3 4 3 2 3 4 5 2 2 2 2 3 5 3 3 3 2 3 3 2 2 2 4 3 2 2 5 2 2 3 4 2 3 2 2 3 2 3 2 6 3 3 3 2 3 2 1 6 2 2 4 2 3 2 4 3 3 2 3 2 1 3 2 2 3 3 2 3 3 2 2 2 2 2 2 2 3 2 1 3 2 5 2 2 2 3 2 3 2 2 3 3 2 2 2 2 4 3 4 2 2 4 3 3 2 2 2 3 2 2 2 2 2 3 2 2 4 3 2 2 2 3 2 3 2 4 3 3 2 3 2 2 4 3 3 3 3 4 3 2 2 3 2 3 2 3 3 2 4 3 2 4 2 2 2 2 3 2 2 2 2 2 2 3 2 4 2 3 3 2 2 2 2 2 2 3 2 4 2 3 2 2 3 4 2 5 2 3 2 3 3 3 2 4 2 1 2 2 5 2 2 3 4 5 2 2 2 5 2 3 2 2 2 2 3 3 2 3 2 3 3 2 2 2 3 3 2 3 2 4 3 3 2 2 2 3 4 3 2 2 2 4 2 4 4 2 2 5 3 2 4 2 3 3 2 2 4 2 2 2 2 2 2 2 3 4 4 4 3 2 3 3 2 2 2 3 2 2 4 3 2 2 6 3 1 2 3 2 3 4 2 3 2 3 3 3 3 4 3 2 2 2 3 1 5 3 2 3 1 2 1 2 2 2 5 3 2 2 3 3 3 3 2 3 2 3 3 2 2 2 3 2 3 2 3 2 3 3 2 3 4 2 2 5 2 1 3 2 2 3 2 2 2 3 2 2 3 3 3 3 2 3 3 3 3 3 3 3 2 2 1 2 3 2 2 2 3 2 2 3 2 1 3 2 4 4 2 2 2 3 2 3 1 2 4 2 2 3 4 3 3 3 2 2 4 3 2 2 2 2 6 2 2 2 4 3 2 3 3 2 3 2 2 4 3 3 3 2 2 3 3 3 2 2 2 2 2 2 3 3 2 2 2 3 2 3 3 2 2 4 3 2 2 2 2 3 3 2 2 3 2 2 3 1 2 4 2 3 2 3 2 3 2 6 2 3 2 1 3 3 2 3 3 2 2 2 2 4 2 2 3 2 2 2 3 7 3 4 3 3 2 3 2 2 3 2 3 2 4 2 3 2 2 2 3 2 2 4 2 2 3 2 3 3 1 2 4 3 2 3 2 3 4 2 2 2 2 2 2 3 2 2 3 2 3 2 2 2 3 3 2 2 4 3 4 3 2 2 3 3 2 3 2 2 2 2 4 4 3 2 5 2 2 3 2 3 2 5 4 4 5 2 5 2 3 3 3 2 3 1 2 2 3 3 3 2 2 4 4 2 3 3 3 3 5 3 2 4 3 2 4 3 3 2 2 3 4 3 4 2 3 3 2 3 2 2 2 2 2 2 2 2 2 3 5 3 2 6 3 2 2 2 2 3 2 4 3 2 2 3 4 3 2 3 4 2 2 4 3 2 2 2 2 3 3 4 2 4 2 3 1067.6352705312893 21009.509739252404 -14164.790835348467 17541.094217382459 5237.8005893877707 7362.3512933917518 -62374.361380179223 8775.646747856561 42655.576276849039 4965.5439125403354 -23844.350367328705 -14155.142224052252 -49639.894335432502 -5275.7382086787547 -3050.3570624668791 24979.513719329552 45884.065689695592 -2878.5614830531704 -12702.24650616599 -24991.729463101248 6642.8392345555767 -10745.181089932012 8859.3939414004562 21608.518509233341 -9177.0131883925933 27152.175663499758 5708.9686726317304 31627.577631514374 47155.228610529215 -45760.639197646989 16385.199468265157 29369.984050843123 -4568.4640710102685 33447.516597447568 -25374.288547893317 13029.948224832275 -29246.155543859553 -36187.422109949286 14313.91857356581 -7000.4295714596519 13951.50414596565 4955.9061625656323 4447.6304397934873 -22808.301852600925 -24057.054502306186 22204.282312469819 -13498.483915992227 23151.98206013265 -13895.030152995256 -5758.3946571313718 -17359.079197773171 169964.76439896651 16849.478038620844 -6884.242313503215 18146.51208319937 -32250.221729386918 45115.677967612311 11322.537576089177 -8692.1877436584327 -44766.426612056501 -6427.6470776921778 -23883.783881913041 3335.6740029936773 73262.19511315081 -20407.661795244741 -18019.693810614583 14081.446171116055 -8948.7640291087446 91227.502205759869 9138.4721622575307 -16637.332071801182 -35560.639197646989 14610.752356882018 10205.141822833903 9154.2190590840328 30742.201081972162 10315.679010307351 -37627.196243656814 6640.5899290970265 28401.096449188888 47194.604270275522 27768.610952726158 -24595.305943803483 -10669.935460444889 -55364.161858278007 45166.889314007683 -66886.764076912717 -7005.7616478384589 -17995.724872900188 16083.164177726954 -58188.595502029202 -41459.692699356834 63776.645925691642 14618.090328516118 21430.782648771856 -39353.270548575543 -48364.479322806161 2610.9256253879576 15606.732536622309 -21084.067988511262 11954.702720565652 -12072.287752570192 26540.78500945 089 -6268.0352943130711 5816.8386582042149 -2858.8536790268554 30001.611153362086 42836.164206489819 -5052.7483585208829 4482.5342219386075 -53672.328671641997 -4341.1604305540386 -12825.431377517889 33574.863927050174 45933.912879977448 149800.5025594387 15110.364260635659 -10253.899965088363 5328.408048974612 26259.375725020291 -5240.9715276845091 -16120.945942759747 -23419.164404596551 47259.6221591965 -1133.5302575488386 -2621.2461498258053 14063.27292476219 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rooms

Residuals

Fall Residual Plot

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Fall

Residuals

toilets Residual Plot

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toilets

Residuals

walkout Residual Plot

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walkout

Residuals

AC Residual Plot

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AC

Residuals

acres Residual Plot

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-17169.058830776725 -46368.068810589466 2917.5973791827855 23582.216732869798 99122.992604252795 12070.881421456652 -68.211788231230457 -19764.205619537737 16343.787536458593 83846.28181116801 -35613.096571403199 -29933.846042718476 41703.953047276053 -27114.62307777963 1811.7588259184267 10761.579068228777 12210.470974701442 -37427.450961414288 31171.47149515248 9296.3159448425722 21629.039207314665 -2701.5673803253158 -7564.7219871512352 -16533.636972512788 -5578.1005330899497 -14543.104224907191 -42134.228413049859 -15116.511971390573 4267.2410172793607 24197.259856898614 4529.0744051377114 25893.482007851489 -8371.7557872482794 -12088.071837352269 -15406.565230408683 -20402.988393841515 3059.0474300973146 30652.521992270063 -12723.669055709892 -29921.88378031092 26996.262426291825 -112146.05577606207 25289.125596158978 64276.008428914327 18159.140325946035 8014.7716852888116 -9189.3374577890645 2375.0101200988283 -34773.664360135735 -21675.404495418319 -19343.297539273379 9581.1793741521251 -18492.655476426138 543.95170348554529 -25770.858261945861 3372.1321912743879 4001.8857471966185 72501.589310992858 -31825.334216864809 -1037.5458916128991 -4965.0783640909794 20731.533392607707 -4761.7065255011403 1491.6769222568837 -2335.6931408307937 23130.837846587194 -1879.0964334793389 42339.545057546216 13099.553879834391 13476.381115805067 -9862.8420126674755 -46594.032034529591 76.55088563488971 42458.84588595129 -38540.051949586443 -4720.4820937578479 -14171.986955364322 11569.784286198905 -16534.959244976402 25451.566459773996 -17148.064320361838 -25022.122868647653 -15863.369234471378 -3804.1853504013561 14951.563046193885 -19259.389953756589 -15080.91063522888 -4470.6808998398774 -15068.9717202014 21075.334615401167 15494.45130371477 -5529.034729604391 13806.857910770195 -22111.827692747378 554.57486434854218 9758.4335745230783 -22388.094748514806 48326.19840233725 -102326.05682387066 -32259.894691748996 12461.042861356284 -17951.416888527689 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acres

Residuals

age Residual Plot

66.5 64.3 60.2 54.8 89.8 73.8 97 51.8 92.1 89.8 96.4 91.4 108.2 24.8 65.8 87.5 88.6 85.2 97.8 49.9 67.599999999999994 58.5 25.1 100 30.9 58.7 11.3 75.099999999999994 73.900000000000006 113.9 65.5 68.099999999999994 82.6 23.5 89.5 54.3 96.2 48.6 85.5 89.7 80.7 49.1 7.6 95.2 51.1 79.8 6.4 54.7 58.9 91.4 56.1 108.3 73.599999999999994 41.7 85.4 35.299999999999997 76.2 73.900000000000006 9.4 102.8 60.9 118 62.4 84.6 51.9 44 20.7 55.3 62.3 64.400000000000006 65.099999999999994 113.9 64.400000000000006 63.8 72.8 38.700000000000003 93.4 63.5 41.3 84.6 80.400000000000006 11.4 90.6 103.6 107 86.8 34.9 27.5 89.8 73.5 56.2 34.4 86.5 67.7 98.5 91.8 92.4 92.3 74.7 62.5 109.2 50.4 10.4 57 5.9 50.6 97.6 45 67.599999999999994 98.8 89.3 91.6 101.4 5.7 56.4 54.2 102.2 98.2 58.6 93.2 61.9 89.5 42.5 72.2 103.5 6.7 51.6 94.6 67.2 63.8 65.8 54.5 98.9 74.3 1.6 63.9 59.5 6.3 96.6 53.8 6.9 103.6 62.4 63.7 93.7 38.299999999999997 53.9 12.3 10.199999999999999 92.7 91.8 58.6 62.5 98.2 62.4 64.7 62.2 42.2 46.3 60.7 73.2 58.3 8.9 72.5 100.5 9.9 40.5 88.7 51.5 75.599999999999994 107.8 93.6 59.3 56.9 52.3 88.8 83.5 75.5 15 48.1 61.1 12.6 17.3 97.7 62.6 52.5 96.8 74.3 75.5 55.9 94.6 104 64.900000000000006 42.4 22.7 21.4 96.7 91.9 61.4 53.2 59.9 101.8 65.900000000000006 96.1 65.3 90.4 13.8 46.4 47.3 60.2 66.7 47.2 46.8 66.5 32.5 74.599999999999994 63.4 41.7 27 55.4 43.8 1.2 43 30.6 88.7 50.1 47.4 84.6 59.8 57.5 107.9 121.5 67.7 57.1 66.5 26.1 64.3 63.5 11.2 16.600000000000001 72.599999999999994 57.4 7.2 12.9 59.9 75.2 63 118.8 58.4 39.9 44.1 74 56.3 72.5 61.6 89 94.8 86.8 15.5 87.5 44.4 61.9 41.2 82.4 71.8 51.9 52.9 73.400000000000006 56 96.3 58.4 99.9 51 102 56.7 63 22.6 64.400000000000006 109.8 33.9 66.7 16.5 75.3 92.2 72.8 94.2 64.900000000000006 114.8 55.7 78.8 59.6 54.4 46.4 11.4 95.5 104.7 55.3 47.1 9.8000000000000007 67.900000000000006 58 73.8 103.2 57.3 55.3 49.9 63.3 48.6 55.7 87.5 47.5 59.4 90.9 53.6 73.599999999999994 55.2 59.3 64.7 1 10.4 36.4 94.9 64.2 51.8 53.4 57 64.7 48 88.2 104.9 91.7 56.7 81.7 58.9 57.3 63.8 44.1 55.3 33.299999999999997 56.5 60.5 45.6 60.4 64.3 66.3 96.4 94.8 20 59.8 53.5 40.1 104.6 52.5 58.7 21.7 2.9 51.3 44.4 98.1 51.4 9.9 64.400000000000006 90.5 94.6 42.4 49.6 9.5 8 55.6 61.4 40.1 64.3 54.6 101 94.6 103.6 76.5 53.4 109 91.7 63.4 94.5 75.400000000000006 50.3 94.6 101.7 51.4 75 50.5 52.5 47.3 59 44 .1 64.2 68.099999999999994 54.2 41.4 48.9 90.5 48.4 25.6 20.2 63.3 39.6 40.9 91.9 59.4 54.4 60.7 67.2 101.6 71.8 10.7 11.2 89.6 55.3 19.600000000000001 49.8 60.5 74.099999999999994 91.6 58.9 49.5 94.9 76.3 66.900000000000006 52.2 67.099999999999994 64.099999999999994 79.099999999999994 1.5 10.6 83.7 11.3 40.299999999999997 74.5 87 18.8 74.599999999999994 67.3 38.5 56.5 60 18.3 96.7 98.6 67.8 100 62.9 58.5 48.5 88.8 66.8 58.7 88.6 56.5 88.8 61.8 15.7 16.399999999999999 23.7 41.5 23.2 76.400000000000006 90.8 108.6 58.6 57.3 53.7 99.6 56.9 96.9 88.5 62.8 65.2 11 50.6 1.4 91.8 63.1 66.5 63.2 47.4 54.9 75.8 62.6 60.6 36.700000000000003 56.3 64.599999999999994 55.9 63.9 60.8 55.5 89.5 61.9 66.5 90.4 51.8 24.2 51.8 56.5 63.2 100 103.5 63.7 74.900000000000006 60.8 26.8 54.7 101.7 42.1 49.9 20.6 61.7 64 55.6 91.1 12 76.2 54.7 50.1 26.9 57.6 64.400000000000006 66.099999999999994 50.3 98.7 65.5 48.9 93.5 53.1 57.2 9.5 48.7 67.3 88.4 14.6 94.5 10.6 53.4 50.5 95.7 21.3 65 98.6 102.7 41.5 55.5 63.3 42.6 11.3 56.4 99 5.8 61.3 29.8 100.6 56.2 120.2 99.9 101.7 91.6 88.3 28.2 75.400000000000006 56.6 91 90.4 53.3 49.4 61.2 85.1 65.2 61.5 60.5 46.5 58.8 90.3 59.8 52.3 100.4 89.1 71 9.4 61.3 63.1 57.9 74.599999999999994 91.1 114.4 44.3 31.1 24.5 39.799999999999997 62.1 94.9 113.6 32.5 64.3 96.4 67.900000000000006 94.3 103.9 50.5 74.900000000000006 65.400000000000006 48.8 64.8 94 43.6 42.1 41.8 68.5 48.1 58.2 86.5 13.5 63.9 57.4 53.5 59.9 93 95.5 13.7 16.7 66.599999999999994 56.8 67 89.7 66.599999999999994 62.3 98 90.6 59 63.5 19.3 55.2 63.5 55.8 58.3 13.6 9.3000000000000007 54.9 42.4 73.3 46.8 76.099999999999994 4.7 35.5 36.4 55.2 91.3 31.6 36.5 105.9 103 58.6 31.3 76 92.6 59.5 21.7 64.7 62 58.2 38.299999999999997 51.8 89.4 62.9 93.2 89.7 42.5 114.3 45.8 64.7 92 73.599999999999994 102.6 55.9 99.5 59.3 64.5 59.4 74.7 90.4 36.9 85.4 105.1 14.3 16.399999999999999 84.4 59.3 60.4 16.7 51.3 11.9 100.8 86.3 68.400000000000006 41.8 82.4 81.599999999999994 48.9 50.2 62.4 13.2 118.3 57.6 61.8 10.3 60.8 60.3 58.6 113.5 118.5 58.7 103 13.2 53.6 58.8 92 7.3 77 36.799999999999997 96.8 46.6 59.3 56.8 85.6 66.099999999999994 91.9 9.4 85.1 58.5 97.8 74.3 37.299999999999997 94 62 101.5 14 91.3 53.6 114.9 67 94.6 73.5 58.3 10.8 1067.6352705312893 21009.509739252404 -14164.790835348467 17541.094217382459 5237.8005893877707 7362.3512933917518 -62374.361380179223 8775.646747856561 42655.576276849039 4965.5439125403354 -23844.350367328705 -14155.142224052252 -49639.894335432502 -5275.7382086787547 -3050.3570624668791 24979.513719329552 45884.065689695592 -2878.5614830531704 -12702.24650616599 -24991.729463101248 6642.8392345555767 -10745.181089932012 8859.3939414004562 21608.518509233341 -9177.0131883925933 27152.175663499758 5708.9686726317304 31627.577631514374 47155.228610529215 -45760.639197646989 16385.199468265157 29369.984050843123 -4568.4640710102685 33447.516597447568 -25374.288547893317 13029.948224832275 -29246.155543859553 -36187.422109949286 14313.91857356581 -7000.4295714596519 13951.50414596565 4955.9061625656323 4447.6304397934873 -22808.301852600925 -24057.054502306186 22204.282312469819 -13498.483915992227 23151.98206013265 -13895.030152995256 -5758.3946571313718 -17359.079197773171 169964.76439896651 16849.478038620844 -6884.242313503215 18146.51208319937 -32250.221729386918 45115.677967612311 11322.537576089177 -8692.1877436584327 -44766.426612056501 -6427.6470776921778 -23883.783881913041 3335.6740029936773 73262.19511315081 -20407.661795244741 -18019.693810614583 14081.446171116055 -8948.7640291087446 91227.502205759869 9138.4721622575307 -16637.332071801182 -35560.639197646989 14610.752356882018 10205.141822833903 9154.2190590840328 30742.201081972162 10315.679010307351 -37627.196243656814 6640.5899290970265 28401.096449188888 47194.604270275522 27768.610952726158 -24595.305943803483 -10669.935460444889 -55364.161858278007 45166.889314007683 -66886.764076912717 -7005.7616478384589 -17995.724872900188 16083.164177726954 -58188.595502029202 -41459.692699356834 63776.645925691642 14618.090328516118 21430.782648771856 -39353.270548575543 -48364.479322806161 2610.9256253879576 15606.732536622309 -21084.067988511262 11954.702720565652 -12072.287752570192 26540.78500945089 -6268.0352943130711 5816.8386582042149 -2858.8536790268554 30001.611153362086 42836.164206489819 -5052.7483585208829 4482.5342219386075 -53672.328671641997 -4341.1604305540386 -12825.431377517889 33574.863927050174 45933.912879977448 149800.5025594387 15110.364260635659 -10253.899965088363 5328.408048974612 26259.375725020291 -5240.9715276845091 -16120.945942759747 -23419.164404596551 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4897.7249242130201 4407.9353603506024 -25292.632762977039 19938.471073171939 -11554.540724945487 18566.236596277158 36663.015710888838 -4484.8298592956562 16804.553424240381 41881.477481335576 -19334.236383473675 -12564.210260579101 -31428.455064431982 44487.446970678677 -15728.059661511987 30150.314020382735 -44928.814371610861 -38257.963705035465 29849.596903491925 -1442.2458520192304 51977.35547905264 -15028.633449127898 4696.3554279925884 7610.8049071165915 24967.810714198291 -2478.7525940711785 -7452.7159918598481 -23860.232934240601 -1498.6747377995925 11925.487825170043 39769.012120269676 39619.283041125513 -25210.121307790512 -31148.420245877132 -12540.393446428701 -69849.332846668069 -46677.389863961886 -23961.803696846822 -7099.8723473958962 18303.933555995158 3785.6099441987171 -29536.874765346322 -64275.391750834155 27437.451732963294 -21795.397973217478 36356.504245988217 35363.188985056331 9928.7059192036686 -18098.013368570144 12625.733760847361 5833.3856922551058 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age

Residuals

basement Residual Plot

0 0 432 400 0 0 0 450 0 0 0 0 484 0 0 0 0 0 0 600 0 400 0 0 0 400 500 0 380 0 0 0 0 600 0 0 0 0 0 0 0 400 600 0 700 0 0 0 0 0 500 0 350 750 0 0 750 0 0 0 550 0 0 0 0 0 0 0 0 300 0 0 525 0 0 0 0 0 500 0 350 0 850 0 144 0 840 0 0 0 750 0 0 216 0 0 0 0 0 700 0 250 0 660 1100 0 0 0 0 0 0 500 0 0 0 800 0 0 450 0 150 432 200 0 0 910 800 144 0 0 0 528 0 0 0 350 350 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 300 0 350 0 0 280 650 436 400 0 632 868 0 750 0 0 0 0 0 0 0 0 700 0 700 230 676 600 300 0 676 0 400 400 0 0 0 0 0 400 0 456 350 743 0 0 0 0 0 0 0 0 0 288 0 0 0 0 0 0 0 300 0 0 260 0 0 0 500 0 350 300 0 250 0 0 700 500 0 0 357 544 330 360 450 0 972 900 0 0 0 0 0 0 0 0 468 460 0 0 0 0 0 0 0 352 800 600 0 400 900 700 0 400 560 0 0 350 0 0 0 800 260 550 750 0 0 0 200 676 0 0 0 0 170 0 600 0 0 0 0 500 0 0 600 765 800 0 0 300 0 0 0 0 0 500 0 0 0 200 850 400 0 500 0 216 0 0 0 0 0 1122 120 1040 0 0 0 0 0 0 0 480 0 0 150 400 0 0 0 400 0 0 150 0 0 800 450 0 0 0 0 600 400 550 830 0 0 0 0 0 0 0 600 288 0 909 0 0 0 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basement

Residuals

baths Residual Plot

1 1 1 1 2 2 1 1 1 3 1 1 2 2 1 1 2 1 1 2 2 1 2 1 1 1 1 1 2 1 1 1 1 3 1 1 1 2 1 1 2 1 3 1 1 1 2 1 1 1 1 2 1 2 1 2 2 2 2 2 1 2 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 1 1 1 3 2 1 1 1 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 2 1 2 1 2 1 1 1 2 1 1 2 1 3 1 1 1 1 1 1 1 1 1 3 2 2 1 1 1 1 1 1 2 1 1 2 1 1 2 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 2 2 2 1 4 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 3 1 1 2 2 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 2 1 1 1 2 2 2 1 1 2 2 2 1 2 1 1 3 2 1 2 2 1 1 1 1 1 2 2 1 1 2 2 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 2 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1 2 1 2 1 1 1 3 3 1 2 1 3 1 1 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 2 2 2 1 1 1 1 2 2 1 1 2 1 1 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 3 1 1 2 1 1 1 1 2 2 2 1 1 2 1 1 1 2 2 2 3 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 2 2 1 2 1 2 2 1 1 1 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 2 1 1 3 2 1 1 2 1 1 1 2 2 2 1 1 1 3 1 2 1 1 1 1 2 1 2 2 1 1 1 1 2 3 2 2 2 3 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 1 2 1 1 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 2 1 1 2 1 1 1 2 2 1 3 1 1 1 2 2 1 1 2 2 2 1 2 1 1 3 1 1 3 1 2 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 1 2 1 1 1 3 2 1 1 2 1 1 1 1 1 3 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 3 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 3 1 2 1 1 1 1 2 2 1 1 1 2 1 2 1 2 1 1 1 1 1 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 2 2 1 1 1 2 1 3 1 1 2 1 1 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 3 2 1 1 2 1 1 1 2 1 1 1 1 1 1 1 2 1067.6352705312893 21009.509739252404 -14164.790835348467 17541.094217382459 5237.8005893877707 7362.3512933917518 -62374.361380179223 8775.646747856561 42655.576276849039 4965.5439125403354 -23844.350367328705 -14155.142224052252 -49639.894335432502 -5275.7382086787547 -3050.3570624668791 24979.513719329552 45884.065689695592 -2878.5614830531704 -12702.24650616599 -24991.729463101248 6642.8392345555767 -10745.181089932012 8859.3939414004562 21608.518509233341 -9177.0131883925933 27152.175663499758 5708.9686726317304 31627.577631514374 47155.228610529215 -45760.639197646989 16385.199468265157 29369.984050843123 -4568.4640710102685 33447.516597447568 -25374.288547893317 13029.948224832275 -29246.155543859553 -36187.422109949286 14313.91857356581 -7000.4295714596519 13951.50414596565 4955.9061625656323 4447.6304397934873 -22808.301852600925 -24057.054502306186 22204.282312469819 -13498.483915992227 23151.98206013265 -13895.030152995256 -5758.3946571313718 -17359.079197773171 169964.76439896651 16849.478038620844 -6884.242313503215 18146.51208319937 -32250.221729386918 45115.677967612311 11322.537576089177 -8692.1877436584327 -44766.426612056501 -6427.6470776921778 -23883.783881913041 3335.6740029936773 73262.19511315081 -20407.661795244741 -18019.693810614583 14081.446171116055 -8948.7640291087446 91227.502205759869 9138.4721622575307 -16637.332071801182 -35560.639197646989 14610.752356882018 10205.141822833903 9154.2190590840328 30742.201081972162 10315.679010307351 -37627.196243656814 6640.5899290970265 28401.096449188888 47194.604270275522 27768.610952726158 -24595.305943803483 -10669.935460444889 -55364.161858278007 45166.889314007683 -66886.764076912717 -7005.7616478384589 -17995.724872900188 16083.164177726954 -58188.595502029202 -41459.692699356834 63776.645925691642 14618.090328516118 21430.782648771856 -39353.270548575543 -48364.479322806161 2610.9256253879576 15606.732536622309 -21084.067988511262 11954.702720565652 -12072.287752570192 26540.78500945 089 -6268.0352943130711 5816.8386582042149 -2858.8536790268554 30001.611153362086 42836.164206489819 -5052.7483585208829 4482.5342219386075 -53672.328671641997 -4341.1604305540386 -12825.431377517889 33574.863927050174 45933.912879977448 149800.5025594387 15110.364260635659 -10253.899965088363 5328.408048974612 26259.375725020291 -5240.9715276845091 -16120.945942759747 -23419.164404596551 47259.6221591965 -1133.5302575488386 -2621.2461498258053 14063.27292476219 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baths

Residuals

beds Residual Plot

2 2 3 3 3 3 3 3 2 3 2 3 3 3 2 3 3 2 2 3 4 3 3 2 4 2 3 2 3 4 3 2 2 4 2 3 2 4 2 2 3 2 3 2 4 2 3 3 3 3 2 4 2 3 2 3 3 2 3 4 3 2 4 3 3 3 3 3 3 2 2 4 3 2 2 4 1 3 3 3 3 3 3 2 4 2 3 2 3 2 3 3 4 2 2 3 3 2 2 2 2 3 2 2 3 2 3 3 2 2 3 2 3 3 3 3 2 2 2 3 2 2 4 3 2 3 3 3 2 2 3 4 2 3 3 2 2 3 2 3 3 3 2 3 3 3 3 3 3 3 1 3 3 2 2 2 4 3 4 3 2 4 3 2 2 3 3 2 3 3 3 3 4 2 3 2 3 2 4 3 3 3 3 2 2 3 2 3 2 3 2 3 2 2 2 2 2 2 3 3 2 3 4 3 3 3 3 4 2 3 2 3 2 2 2 2 3 4 3 3 3 3 2 3 2 2 3 3 4 2 4 3 2 3 3 3 3 1 3 4 2 3 3 3 3 3 2 2 2 3 3 4 2 2 3 3 2 2 3 3 3 3 3 3 2 2 4 2 3 1 3 2 3 2 4 4 3 2 2 2 2 3 2 3 3 2 2 2 3 3 2 3 3 4 3 3 3 3 3 2 3 2 2 2 2 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 2 2 2 3 4 3 2 4 3 3 2 3 4 2 3 2 3 2 2 3 3 3 3 2 2 2 3 4 3 3 3 3 2 2 2 3 3 3 3 3 3 3 2 2 3 3 3 3 3 3 2 3 3 2 4 3 4 4 2 3 2 2 2 4 3 3 2 2 5 3 4 4 3 2 2 3 3 3 3 3 3 3 4 2 3 2 3 3 2 4 3 3 2 3 4 2 3 2 2 2 2 3 3 2 2 3 3 2 2 4 3 3 1 3 3 3 2 2 3 4 2 3 3 3 1 4 2 3 4 2 4 2 3 3 1 2 2 2 3 3 3 3 4 3 2 2 3 3 2 3 2 1 3 3 2 3 3 3 3 3 3 3 2 4 3 2 2 3 2 3 4 2 4 3 3 2 3 2 2 3 3 3 2 3 3 2 2 3 3 3 2 2 2 3 4 4 3 2 3 3 3 2 3 3 3 4 4 5 3 3 3 3 3 3 4 3 2 3 2 3 4 3 3 4 2 3 2 4 3 3 3 3 2 3 3 2 3 2 2 3 4 2 3 2 3 2 3 2 2 3 3 3 2 3 2 3 4 3 2 3 3 3 3 4 4 2 2 3 2 2 2 3 3 3 3 2 2 3 3 3 1 2 3 3 3 4 2 2 2 3 3 2 4 2 3 3 2 3 3 2 4 2 2 3 2 3 2 3 2 3 3 2 2 2 3 3 3 3 3 3 3 2 4 3 3 2 4 3 3 2 3 2 2 2 3 3 2 2 4 3 3 3 3 3 3 2 2 3 3 4 3 2 3 3 2 2 2 3 4 2 2 2 2 5 2 3 3 3 4 4 4 3 2 2 3 3 4 2 3 2 2 3 2 1 4 4 3 3 3 3 3 2 3 3 2 2 3 4 3 3 2 2 3 2 3 4 2 3 3 3 3 3 3 3 3 2 2 4 2 3 2 3 3 2 3 3 3 2 3 3 1067.6352705312893 21009.509739252404 -14164.790835348467 17541.094217382459 5237.8005893877707 7362.3512933917518 -62374.361380179223 8775.646747856561 42655.576276849039 4965.5439125403354 -23844.350367328705 -14155.142224052252 -49639.894335432502 -5275.7382086787547 -3050.3570624668791 24979.513719329552 45884.065689695592 -2878.5614830531704 -12702.24650616599 -24991.729463101248 6642.8392345555767 -10745.181089932012 8859.3939414004562 21608.518509233341 -9177.0131883925933 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10315.679010307351 -37627.196243656814 6640.5899290970265 28401.096449188888 47194.604270275522 27768.610952726158 -24595.305943803483 -10669.935460444889 -55364.161858278007 45166.889314007683 -66886.764076912717 -7005.7616478384589 -17995.724872900188 16083.164177726954 -58188.595502029202 -41459.692699356834 63776.645925691642 14618.090328516118 21430.782648771856 -39353.270548575543 -48364.479322806161 2610.9256253879576 15606.732536622309 -21084.067988511262 11954.702720565652 -12072.287752570192 26540.78500945 089 -6268.0352943130711 5816.8386582042149 -2858.8536790268554 30001.611153362086 42836.164206489819 -5052.7483585208829 4482.5342219386075 -53672.328671641997 -4341.1604305540386 -12825.431377517889 33574.863927050174 45933.912879977448 149800.5025594387 15110.364260635659 -10253.899965088363 5328.408048974612 26259.375725020291 -5240.9715276845091 -16120.945942759747 -23419.164404596551 47259.6221591965 -1133.5302575488386 -2621.2461498258053 14063.27292476219 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beds

Residuals

car Residual Plot

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car

Residuals

Above Normal Residual Plot

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Above Normal

Residuals

data 4

price above AC acres age basement baths beds car Above Normal Below Normal rooms toilets walkout
92500 1122 1 0.149 66.5 0 1 2 0 0 0 3 0 0
107000 706 1 0.242 64.3 0 1 2 0 1 0 2 0 0
88000 893 1 0.229 60.2 432 1 3 0 1 0 2 0 0
160000 1301 1 0.175 54.8 400 1 3 0 1 0 2 1 0
170000 1567 1 0.197 89.8 0 2 3 0 1 0 3 0 0
161900 1336 1 0.252 73.8 0 2 3 1 1 0 3 0 0
62500 1600 1 0.152 97 0 1 3 0 0 0 2 0 0
122000 988 1 0.208 51.8 450 1 3 1 1 0 2 0 0
145000 1050 1 0.153 92.1 0 1 2 0 1 0 4 0 0
207500 1795 1 0.187 89.8 0 3 3 0 1 0 4 0 0
50000 824 1 0.471 96.4 0 1 2 0 0 0 3 0 0
205350 2080 1 0.198 91.4 0 1 3 2 1 0 4 3 0
104500 1335 1 0.149 108.2 484 2 3 0 1 0 2 0 0
162500 1673 1 0.232 24.8 0 2 3 2 0 0 3 0 0
98500 1056 0 0.161 65.8 0 1 2 0 1 0 2 0 0
168700 1567 1 0.162 87.5 0 1 3 0 1 0 3 0 0
217250 1589 1 0.364 88.6 0 2 3 0 1 0 4 0 0
103000 1008 1 0.234 85.2 0 1 2 0 1 0 3 0 0
55000 872 1 0.153 97.8 0 1 2 0 0 0 2 0 0
156700 1402 1 0.482 49.9 600 2 3 0 1 0 4 1 0
144000 1303 1 0.155 67.6 0 2 4 0 1 0 3 0 0
109000 1108 1 0.193 58.5 400 1 3 1 1 0 3 0 0
165000 1393 1 0.202 25.1 0 2 3 2 0 0 2 1 0
87000 1264 1 0.169 100 0 1 2 0 0 1 3 0 0
125000 1404 1 0.256 30.9 0 1 4 0 1 0 2 0 0
115000 864 1 0.243 58.7 400 1 2 1 0 0 2 0 0
115000 928 1 0.144 11.3 500 1 3 0 1 0 2 0 0
119500 1088 1 0.161 75.1 0 1 2 0 0 0 3 0 0
247500 1693 1 0.273 73.9 380 2 3 2 1 0 4 1 0
42000 1380 1 0.149 113.9 0 1 4 0 0 0 4 0 0
118000 1008 1 0.166 65.5 0 1 3 0 1 0 2 0 0
84000 768 0 0.161 68.1 0 1 2 0 0 0 2 0 0
106480 999 1 0.152 82.6 0 1 2 0 1 0 3 1 0
330000 2701 1 0.451 23.5 600 3 4 2 0 0 4 1 0
98000 1010 1 0.484 89.5 0 1 2 0 1 0 3 1 0
99500 925 1 0.206 54.3 0 1 3 1 0 0 2 1 0
84900 960 1 0.608 96.2 0 1 2 0 1 0 3 0 0
189900 2056 1 0.372 48.6 0 2 4 2 1 0 4 1 0
165000 1438 1 0.28 85.5 0 1 2 1 1 0 5 1 0
65000 768 0 0.158 89.7 0 1 2 0 1 0 3 0 0
180000 1574 1 0.138 80.7 0 2 3 0 1 0 3 0 0
119000 892 1 0.183 49.1 400 1 2 0 1 0 3 1 0
196000 1456 1 0.173 7.6 600 3 3 2 0 0 3 1 0
35500 890 0 0.156 95.2 0 1 2 0 0 0 3 0 0
163000 1704 1 0.209 51.1 700 1 4 0 1 0 3 1 1
64900 996 0 0.289 79.8 0 1 2 0 0 1 2 0 0
174000 1542 1 0.316 6.4 0 2 3 2 0 0 2 1 1
103390 1019 1 0.161 54.7 0 1 3 0 0 0 2 0 0
150000 1620 1 0.319 58.9 0 1 3 2 1 0 3 0 0
103600 1409 1 0.16 91.4 0 1 3 0 0 0 2 0 0
76000 1019 1 0.172 56.1 500 1 2 0 0 0 3 0 0
425000 2538 1 0.445 108.3 0 2 4 0 1 0 4 1 0
106000 720 1 0.161 73.6 350 1 2 0 1 0 2 0 0
123500 864 1 0.26 41.7 750 2 3 0 1 0 2 0 0
179000 1393 1 0.499 85.4 0 1 2 0 1 0 2 1 0
200000 2136 1 0.776 35.3 0 2 3 3 0 0 3 0 0
290000 2221 1 0.247 76.2 750 2 3 0 1 0 4 1 0
175000 1477 1 0.193 73.9 0 2 2 1 1 0 5 0 0
148000 1385 1 0.183 9.4 0 2 3 2 0 0 2 1 0
97500 1470 1 0.152 102.8 0 2 4 0 1 0 4 0 0
155000 1476 1 0.175 60.9 550 1 3 0 1 0 4 2 0
79000 905 0 0.172 118 0 2 2 0 1 0 5 1 0
152000 1699 1 0.153 62.4 0 2 4 0 0 0 3 0 0
212000 1400 1 0.174 84.6 0 1 3 0 1 0 3 1 0
85000 1052 1 0.167 51.9 0 1 3 0 1 0 2 0 0
124000 1400 1 0.217 44 0 1 3 0 1 0 4 1 0
153500 1382 1 0.131 20.7 0 2 3 2 0 0 3 0 0
105000 1298 1 0.189 55.3 0 1 3 0 0 0 2 1 0
330000 2389 1 0.229 62.3 0 2 3 0 1 0 4 0 0
95000 672 1 0.177 64.4 300 1 2 0 1 0 2 0 0
59000 897 1 0.153 65.1 0 1 2 0 0 0 2 0 0
52200 1380 1 0.149 113.9 0 1 4 0 0 0 4 0 0
127000 1037 1 0.139 64.4 525 1 3 0 1 0 2 0 0
68500 870 0 0.144 63.8 0 1 2 0 0 0 3 0 0
84000 945 1 0.182 72.8 0 1 2 0 0 0 3 0 0
132500 1056 1 0.218 38.7 0 2 4 0 0 0 2 0 0
34150 790 0 0.145 93.4 0 1 1 0 0 1 3 0 0
65000 1016 1 0.168 63.5 0 1 3 0 1 0 2 0 0
127000 1040 1 0.468 41.3 500 1 3 2 0 0 2 1 0
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137000 930 1 0.172 48.5 530 2 4 0 1 0 1 0 0
51000 752 0 0.161 88.8 0 1 2 0 0 0 2 0 0
291500 2009 1 0.258 66.8 0 2 3 2 1 0 3 0 0
119500 1408 1 0.237 58.7 0 2 3 0 0 0 2 0 0
58900 720 1 0.152 88.6 0 1 1 0 1 0 2 0 0
72000 680 1 0.122 56.5 0 1 2 0 1 0 2 0 0
87900 860 1 0.18 88.8 0 1 2 0 1 0 3 0 0
108700 1018 1 0.172 61.8 400 1 2 0 1 0 2 0 0
167900 1356 1 0.223 15.7 0 2 3 2 0 0 2 0 0
220000 1786 1 0.221 16.4 728 3 3 3 0 0 3 1 1
149500 1541 1 0.204 23.7 0 2 3 2 0 0 2 1 0
125500 820 1 0.329 41.5 768 2 3 0 1 0 1 0 0
228500 2270 1 0.367 23.2 0 2 4 3 0 0 3 1 0
167500 1536 1 0.18 76.4 450 3 3 1 1 0 2 0 0
132900 960 1 0.248 90.8 0 1 2 0 1 0 4 0 0
66500 1057 1 0.138 108.6 0 1 2 0 1 0 4 0 0
71500 904 1 0.207 58.6 0 1 3 0 0 0 2 0 0
116000 948 0 0.197 57.3 0 1 3 0 1 0 2 1 0
52500 768 1 0.178 53.7 0 1 2 0 0 0 2 0 0
99900 1056 1 0.152 99.6 320 1 3 0 1 0 3 0 0
87000 720 1 0.193 56.9 300 1 2 0 0 0 2 0 0
53000 630 0 0.146 96.9 0 1 1 0 1 0 3 0 0
60000 1200 0 0.145 88.5 0 1 3 1 0 1 1 0 0
94900 1145 1 0.172 62.8 0 1 3 0 1 0 2 0 0
121500 1080 1 0.196 65.2 0 1 2 0 1 0 4 0 0
140000 1193 1 0.264 11 0 2 3 2 0 0 2 0 0
116500 1036 1 0.217 50.6 0 1 3 0 1 0 2 0 0
190500 1554 1 0.212 1.4 0 2 3 2 0 0 3 1 0
113000 1298 1 0.521 91.8 0 2 3 0 0 0 4 0 0
119000 1270 1 0.329 63.1 0 2 3 0 1 0 3 0 0
134000 1598 1 0.356 66.5 0 1 3 1 1 0 3 0 0
158000 1235 1 0.286 63.2 350 1 3 0 1 0 3 0 0
45000 660 0 0.152 47.4 0 1 2 0 0 0 2 0 0
120000 1176 1 0.172 54.9 260 1 4 1 1 0 2 0 0
136000 1678 1 0.258 75.8 400 1 3 2 1 0 4 0 0
125000 1166 1 0.176 62.6 0 1 2 0 1 0 3 1 0
69900 672 1 0.26 60.6 0 1 2 0 0 0 2 0 0
117500 858 1 0.228 36.7 400 2 3 0 0 0 2 0 0
111000 829 1 0.145 56.3 0 1 2 0 1 0 2 0 0
104000 1144 1 0.16 64.6 0 1 3 0 0 0 2 0 0
340000 2258 1 0.153 55.9 0 2 4 0 1 0 6 0 0
126000 720 1 0.2 63.9 0 1 2 0 1 0 2 0 0
90000 1404 1 0.235 60.8 0 1 4 0 1 0 2 0 0
58000 1144 1 0.262 55.5 0 1 3 1 0 0 2 0 0
318000 2279 1 0.372 89.5 600 2 3 0 1 0 4 1 0
68000 984 0 0.238 61.9 0 1 2 0 1 0 3 0 0
154500 1285 1 0.189 66.5 0 1 3 0 1 0 2 0 0
88500 1026 1 0.152 90.4 0 1 2 0 1 0 3 0 0
78000 1080 0 0.15 51.8 0 1 2 0 1 0 3 0 0
128500 1026 1 0.179 24.2 500 2 3 0 1 0 2 0 0
80000 1318 0 0.254 51.8 0 1 3 1 0 0 3 0 0
93000 946 1 0.174 56.5 0 1 3 0 0 0 2 0 0
86000 956 1 0.161 63.2 0 1 2 0 1 0 2 0 0
237000 2459 1 0.555 100 0 1 3 1 1 0 4 0 0
77500 1173 1 0.154 103.5 0 1 3 0 1 0 3 0 0
129900 897 1 0.177 63.7 570 1 2 0 1 0 3 0 0
123500 980 1 0.162 74.9 0 1 2 0 0 0 3 0 0
127500 1080 1 0.515 60.8 0 1 3 0 1 0 2 0 0
240000 1624 1 0.23 26.8 400 2 3 2 1 0 2 1 1
135000 1452 1 0.2 54.7 550 2 3 0 1 0 3 0 0
69500 984 1 0.115 101.7 0 1 2 0 0 0 3 0 0
93000 1030 1 0.474 42.1 200 2 2 0 0 0 3 0 0
105000 1036 1 0.241 49.9 450 1 2 0 0 0 2 1 0
85000 922 1 0.152 20.6 0 1 3 0 0 0 2 0 0
123500 1331 1 0.171 61.7 0 1 4 0 0 0 2 0 0
80250 1363 1 0.451 64 0 2 4 0 1 0 2 0 0
106420 978 1 0.248 55.6 0 1 3 0 1 0 2 0 0
80000 720 1 0.161 91.1 0 1 2 0 0 0 2 0 0
203000 1972 1 0.229 12 800 2 3 3 0 0 3 1 1
260000 1512 1 0.232 76.2 470 1 3 2 1 0 3 1 0
66500 1020 1 0.276 54.7 400 1 3 0 0 0 2 0 0
103000 1057 1 0.312 50.1 300 1 2 0 1 0 2 0 0
130000 1008 1 0.175 26.9 960 2 3 0 1 0 2 0 0
174900 1424 1 0.283 57.6 588 2 3 2 0 0 3 1 0
142500 1052 1 0.184 64.4 0 1 3 0 1 0 2 0 0
340000 2605 1 0.201 66.1 0 3 4 0 1 0 3 0 0
156000 1580 1 0.22 50.3 384 1 4 0 1 0 3 1 0
123500 2025 1 0.183 98.7 0 1 5 0 1 0 2 1 0
123900 1090 1 0.142 65.5 450 1 3 0 0 0 2 1 0
264900 2060 1 0.184 48.9 280 2 3 0 1 0 4 1 0
132000 952 1 0.16 93.5 0 2 3 0 1 0 3 0 0
66500 1107 1 0.178 53.1 0 1 3 0 0 1 2 1 0
75000 864 0 0.205 57.2 0 1 3 0 0 0 2 0 0
230000 1830 1 0.277 9.5 0 2 3 3 0 0 2 0 1
124000 1363 1 0.439 48.7 310 2 4 2 0 0 2 0 0
125500 1232 1 0.167 67.3 440 2 3 0 1 0 3 0 0
35000 822 0 0.126 88.4 0 1 2 0 0 0 3 0 0
76440 1080 1 0.448 14.6 0 2 3 0 0 0 2 0 0
45000 664 0 0.153 94.5 0 1 2 0 0 0 2 0 0
144500 1096 1 0.254 10.6 680 1 3 2 0 0 3 1 0
319000 1760 1 0.312 53.4 800 3 4 2 0 0 2 0 1
129000 1052 1 0.195 50.5 494 1 3 0 1 0 2 0 0
111000 1152 1 0.135 95.7 300 1 3 0 1 0 3 0 0
179000 1578 1 0.387 21.3 600 3 4 2 0 0 1 0 0
75000 834 0 0.152 65 0 1 2 0 0 0 2 0 0
221500 1401 0 0.189 98.6 0 2 3 0 1 0 4 0 0
29200 826 1 0.152 102.7 0 1 2 0 0 0 2 0 0
145000 1578 1 0.188 41.5 336 1 4 2 1 0 3 2 0
135000 997 0 0.198 55.5 0 1 3 0 1 0 2 0 0
115000 1235 1 0.18 63.3 850 1 3 0 1 0 3 1 0
140000 1126 1 0.213 42.6 260 1 3 0 1 0 2 2 0
165000 1136 1 0.189 11.3 600 2 3 2 0 0 3 1 1
130000 912 1 0.172 56.4 400 1 2 0 1 0 2 1 0
202000 2388 1 0.2 99 350 2 3 0 1 0 6 1 0
194000 1473 1 0.178 5.8 0 2 3 2 0 0 2 1 0
112900 928 1 0.171 61.3 0 1 2 1 1 0 3 0 0
104000 960 1 0.179 29.8 300 1 3 0 0 0 2 0 0
88000 777 1 0.235 100.6 0 1 2 0 1 0 1 0 0
85000 1057 1 0.189 56.2 0 1 2 1 0 0 3 0 0
115000 1374 1 0.159 120.2 0 1 3 0 1 0 3 1 0
54000 704 0 0.153 99.9 0 1 4 2 1 0 2 0 0
95000 1330 1 0.271 101.7 0 1 2 0 0 0 3 0 0
109900 1635 1 0.174 91.6 144 1 3 0 1 0 3 0 0
87500 900 1 0.149 88.3 360 1 2 0 1 0 2 0 0
100000 875 1 0.193 28.2 0 1 3 0 1 0 2 0 0
114000 769 1 0.235 75.4 0 1 2 0 1 0 2 0 0
106000 997 1 0.158 56.6 0 1 3 0 1 0 2 0 0
138000 1178 1 0.161 91 0 1 2 0 1 0 4 0 0
54000 778 1 0.157 90.4 0 1 2 0 0 0 2 0 0
113000 1071 1 0.241 53.3 294 1 3 0 1 0 2 1 0
135000 1482 1 0.232 49.4 256 2 3 1 0 0 3 0 0
90000 1050 1 0.183 61.2 0 1 3 1 1 0 2 0 0
39160 852 1 0.153 85.1 0 1 2 0 0 1 2 0 0
107000 996 0 0.193 65.2 0 1 3 2 0 0 2 0 0
75140 792 1 0.172 61.5 0 1 2 0 1 0 3 0 0
134900 1834 1 0.379 60.5 0 1 3 0 1 0 7 0 0
250000 1624 1 0.901 46.5 1140 2 4 2 1 0 3 0 0
53000 1971 1 0.193 58.8 0 3 3 0 0 1 4 0 0
102000 840 0 0.119 90.3 0 1 2 0 1 0 3 0 0
270000 1964 1 0.414 59.8 600 2 3 2 0 0 3 0 0
97500 975 1 0.161 52.3 150 1 3 0 0 0 2 0 0
81000 1248 1 0.195 100.4 300 1 3 0 0 1 3 1 0
75000 864 1 0.11 89.1 0 1 3 0 1 0 2 0 0
325000 2650 1 0.601 71 1200 3 4 0 1 0 2 1 0
175000 1920 1 0.23 9.4 0 2 4 3 0 0 3 1 1
85000 1158 1 0.262 61.3 0 1 2 1 0 0 2 0 0
81000 940 1 0.169 63.1 0 1 2 0 1 0 3 0 0
162000 1196 1 0.3 57.9 0 2 3 0 1 0 2 1 0
69500 987 0 0.118 74.6 0 1 2 0 1 0 4 0 0
65000 768 1 0.145 91.1 200 1 2 0 0 0 2 0 0
80000 1075 1 0.172 114.4 0 1 2 0 1 0 3 0 0
111000 1037 1 0.19 44.3 0 1 3 0 1 0 2 0 0
152500 1290 1 0.427 31.1 0 1 3 0 1 0 2 1 0
385000 2342 1 0.627 24.5 1000 3 3 1 1 0 2 1 0
130000 1372 1 0.172 39.8 0 2 3 0 1 0 3 1 0
47000 704 0 0.112 62.1 0 1 2 0 0 0 2 0 0
76300 768 1 0.118 94.9 0 1 2 0 1 0 2 0 0
79600 1305 1 0.189 113.6 0 1 3 0 0 1 4 0 0
100000 798 1 0.468 32.5 350 1 3 0 1 0 2 0 0
134000 1001 1 0.16 64.3 564 2 3 0 1 0 2 0 0
51500 680 0 0.327 96.4 0 1 1 0 0 0 3 0 0
119900 996 0 0.179 67.9 0 1 2 0 1 0 2 0 0
105000 1031 1 0.442 94.3 0 1 3 0 1 0 3 0 0
140000 1430 0 0.238 103.9 0 1 3 0 0 0 3 0 0
169200 1211 1 0.213 50.5 1000 1 3 1 1 0 1 1 0
59900 1148 1 0.16 74.9 0 1 4 0 0 1 2 0 0
125000 1332 1 0.176 65.4 0 1 2 1 1 0 4 0 0
64000 1032 0 0.496 48.8 0 1 2 0 1 0 3 0 0
87500 774 1 0.17 64.8 0 1 2 0 1 0 2 0 0
160000 1249 1 0.266 94 0 1 3 0 1 0 3 0 0
50000 936 0 0.172 43.6 0 1 3 0 1 0 2 0 0
81600 760 1 0.14 42.1 0 1 2 0 1 0 3 0 0
136000 1495 1 0.242 41.8 0 1 4 2 1 0 4 1 0
174000 1248 1 0.469 68.5 0 2 2 0 1 0 2 0 0
121000 888 1 0.161 48.1 800 2 3 0 1 0 2 1 0
95000 876 1 0.218 58.2 0 1 3 0 0 0 2 0 0
84750 902 1 0.17 86.5 350 2 2 0 0 0 2 0 0
174000 1732 1 0.207 13.5 0 2 3 2 0 0 2 1 1
138000 1063 1 0.15 63.9 350 3 3 0 1 0 2 0 0
123500 1176 1 0.163 57.4 350 1 2 0 1 0 3 0 0
131000 1144 1 0.168 53.5 0 1 4 0 1 0 2 1 0
123750 1012 1 0.2 59.9 500 1 2 1 1 0 2 1 1
50000 872 1 0.156 93 0 1 2 0 0 0 3 0 0
63000 918 0 0.454 95.5 0 1 3 0 0 0 2 0 0
189000 1439 1 0.156 13.7 860 3 2 2 0 0 3 0 1
172200 1568 1 0.218 16.7 0 1 3 2 0 0 2 1 0
105900 780 1 0.196 66.6 0 1 2 0 1 0 2 0 0
90000 940 1 0.178 56.8 0 1 3 0 1 0 2 0 0
96750 751 1 0.2 67 0 1 2 0 1 0 3 0 0
75000 1035 1 0.152 89.7 0 1 3 0 1 0 3 0 0
141000 1316 1 0.171 66.6 700 1 3 0 1 0 2 0 0
104900 844 1 0.16 62.3 0 1 2 0 1 0 2 0 0
85000 1110 1 0.169 98 0 1 2 0 1 0 4 0 0
139000 876 1 0.149 90.6 0 1 2 0 1 0 3 0 0
115000 1937 1 0.152 59 0 3 3 0 1 0 4 0 0
80000 1436 1 0.172 63.5 0 1 3 0 0 0 3 0 0
119900 963 1 0.321 19.3 0 2 3 0 0 0 2 0 0
80000 950 1 0.168 55.2 0 1 3 0 1 0 2 0 0
77000 1761 1 0.227 63.5 0 1 3 0 1 0 3 0 0
139000 1147 1 0.207 55.8 500 1 3 0 1 0 3 1 0
107000 1292 1 0.175 58.3 400 1 3 0 1 0 2 1 0
175000 1318 1 0.22 13.6 0 2 2 2 0 0 3 0 0
215500 2319 1 0.23 9.3 0 2 4 3 0 0 2 1 1
87000 1012 1 0.172 54.9 0 1 3 0 1 0 2 1 0
113000 1372 1 0.172 42.4 0 1 3 0 1 0 2 1 0
55700 660 1 0.367 73.3 0 1 2 0 0 0 2 0 1
199000 2004 1 0.258 46.8 0 2 4 2 1 0 4 1 0
146690 2212 1 0.129 76.1 400 1 3 0 1 0 4 1 0
164900 1474 1 0.177 4.7 0 2 3 2 0 0 3 1 0
94000 1038 1 0.152 35.5 515 1 2 0 1 0 2 0 0
185500 1727 1 0.328 36.4 400 2 3 2 1 0 5 1 0
41000 700 0 0.16 55.2 400 1 2 0 0 1 2 0 0
92500 660 1 0.162 91.3 0 1 2 0 1 0 2 0 0
131000 1114 1 0.161 31.6 0 1 2 0 1 0 3 1 0
109000 916 1 0.115 36.5 720 1 3 0 1 0 2 1 0
119000 1288 1 0.147 105.9 0 1 3 0 0 0 3 1 0
60000 770 1 0.149 103 0 1 2 0 1 0 2 0 0
104500 1460 0 0.126 58.6 0 2 2 0 1 0 5 0 0
185000 2371 1 0.371 31.3 450 3 4 3 1 0 4 1 0
146500 1360 1 0.162 76 0 1 3 0 1 0 4 0 0
172500 1681 1 0.223 92.6 0 1 3 0 1 0 5 1 0
80000 1312 0 0.367 59.5 0 1 3 0 0 0 2 0 0
193000 2523 1 0.226 21.7 0 2 3 2 0 0 5 1 0
67100 864 1 0.164 64.7 0 1 3 0 1 0 2 0 0
120000 1416 1 0.266 62 708 1 3 2 0 0 3 1 0
103000 864 1 0.199 58.2 0 1 2 0 0 0 3 0 0
125000 905 1 0.316 38.3 600 1 2 0 1 0 3 0 0
101000 840 1 0.235 51.8 0 1 3 0 0 0 2 0 0
207000 1960 1 0.199 89.4 0 1 3 1 1 0 3 1 0
86500 1227 1 0.108 62.9 0 1 4 0 1 0 1 0 0
109500 1013 1 0.194 93.2 0 1 3 0 1 0 2 2 0
117900 832 1 0.163 89.7 0 1 2 0 1 0 2 0 0
133000 1094 1 0.369 42.5 500 2 3 0 1 0 3 0 0
73000 1272 1 0.135 114.3 0 1 3 0 0 0 3 0 0
100000 744 1 0.192 45.8 0 1 2 0 1 0 3 0 0
86000 637 0 0.242 64.7 0 1 2 0 0 0 2 0 0
78000 992 1 0.158 92 0 1 2 0 0 0 2 0 0
185000 1740 1 0.18 73.6 0 1 3 0 1 0 4 1 0
27500 1474 0 0.138 102.6 0 1 4 1 0 1 4 0 0
75000 816 1 0.152 55.9 0 1 2 0 1 0 2 0 0
55000 777 0 0.117 99.5 0 1 2 0 0 0 3 0 0
119900 876 1 0.174 59.3 400 1 2 0 1 0 3 0 0
165000 1020 1 0.231 64.5 0 1 2 1 1 0 3 0 0
93500 1992 1 0.152 59.4 0 1 5 0 1 0 3 1 0
133500 1038 1 0.199 74.7 446 2 2 1 1 0 5 0 0
385000 2227 1 0.255 90.4 1000 2 3 0 1 0 3 1 1
135000 894 1 0.196 36.9 500 1 3 0 1 0 2 1 0
115000 1504 1 0.158 85.4 0 2 3 0 1 0 4 0 0
122000 1602 1 0.461 105.1 350 2 4 0 1 0 3 0 0
160000 1635 1 0.245 14.3 0 2 4 3 1 0 2 1 0
193500 2046 1 0.188 16.4 0 2 4 2 0 0 4 1 0
220000 1775 1 0.383 84.4 0 1 3 0 1 0 3 1 0
85000 1322 1 0.333 59.3 0 1 2 0 1 0 3 0 0
79900 1016 1 0.237 60.4 0 1 2 0 0 0 2 0 0
127900 1032 1 0.289 16.7 900 2 3 0 0 0 2 0 0
140000 1092 1 0.292 51.3 500 1 3 0 1 0 3 0 0
219000 2240 1 0.255 11.9 700 3 4 2 0 0 4 1 1
115000 1021 1 0.164 100.8 450 1 2 0 1 0 3 0 0
129000 1338 0 0.16 86.3 0 1 3 0 1 0 4 1 0
127000 1012 1 0.166 68.4 200 2 2 0 1 0 2 0 0
80000 779 1 0.155 41.8 0 1 2 0 1 0 3 0 0
116000 1451 1 0.223 82.4 0 1 3 0 1 0 3 0 0
39020 624 0 0.437 81.6 0 1 2 0 0 1 2 0 0
128750 1198 1 0.277 48.9 1042 2 1 0 1 0 3 0 0
120000 2037 1 0.179 50.2 0 2 4 1 0 0 2 0 0
190000 1479 1 0.16 62.4 0 2 4 0 1 0 2 0 0
105000 997 1 0.295 13.2 0 1 3 0 0 0 2 1 0
80000 1088 1 0.155 118.3 0 1 3 0 0 1 2 1 0
97000 912 1 0.207 57.6 0 1 3 0 0 0 2 0 0
170000 1333 1 0.166 61.8 390 1 3 0 1 0 2 1 0
110000 1290 1 0.187 10.3 110 2 3 0 0 0 2 0 0
74500 796 1 0.165 60.8 0 1 2 1 0 0 2 0 0
79500 864 1 0.107 60.3 0 1 3 0 0 1 2 0 0
85000 924 1 0.161 58.6 0 1 3 0 1 0 3 0 0
53500 1052 1 0.104 113.5 0 1 2 0 0 1 5 1 0
41500 808 1 0.162 118.5 0 1 2 0 0 1 3 0 0
115000 1334 1 0.143 58.7 0 1 3 0 0 0 2 0 0
345000 2573 1 0.4 103 0 2 4 0 1 0 6 1 0
150000 1359 1 0.173 13.2 0 2 3 0 0 0 3 1 0
100000 1120 1 0.196 53.6 0 1 3 1 0 0 2 1 0
97500 912 1 0.22 58.8 0 1 2 0 1 0 2 0 0
50000 640 0 0.18 92 0 1 2 0 1 0 2 0 0
98000 1242 1 0.234 7.3 0 2 3 0 0 0 2 0 1
76000 876 1 0.164 77 0 1 2 0 1 0 3 0 0
125600 942 1 0.217 36.8 600 1 3 0 1 0 2 0 0
116000 1796 0 0.172 96.8 315 1 4 0 0 0 4 0 0
123000 1037 1 0.244 46.6 600 1 2 0 1 0 3 0 0
112000 918 1 0.172 59.3 0 1 3 1 1 0 2 0 0
85900 864 1 0.199 56.8 0 1 3 0 0 0 2 0 0
154900 1548 1 0.193 85.6 350 1 3 0 1 0 3 1 0
140000 1876 1 0.296 66.1 350 1 3 0 1 0 4 1 0
113620 1583 1 0.153 91.9 0 1 3 0 0 0 3 0 0
129000 1032 1 0.205 9.4 624 1 3 2 0 0 2 0 0
460000 2480 1 0.405 85.1 520 3 3 0 1 0 3 0 0
165000 1708 1 0.213 58.5 300 2 3 0 1 0 4 1 0
77400 889 0 0.274 97.8 0 1 2 0 1 0 2 0 0
86000 736 1 0.146 74.3 360 1 2 0 1 0 2 1 0
117500 816 1 0.22 37.3 0 2 4 0 1 0 4 0 0
86500 778 1 0.169 94 0 1 2 0 1 0 3 0 0
40000 1176 1 0.117 62 0 1 3 0 1 0 2 1 0
91500 894 1 0.233 101.5 0 1 2 0 0 0 2 1 0
150000 1400 1 0.208 14 0 2 3 2 0 0 2 1 0
167500 1451 1 0.209 91.3 0 1 3 0 1 0 2 1 0
35000 728 0 0.215 53.6 0 1 2 0 0 0 3 0 0
48000 1230 0 0.135 114.9 0 1 3 0 0 1 3 0 0
160000 1377 1 0.16 67 0 1 3 0 1 0 4 1 0
106000 942 1 0.227 94.6 0 1 3 0 1 0 2 0 0
115000 1326 1 0.341 73.5 0 1 2 0 1 0 4 1 0
124900 1008 1 0.409 58.3 0 1 3 0 1 0 2 0 0
187000 1468 1 0.31 10.8 0 2 3 2 0 0 3 1 0

Regression4

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8404086151
R Square 0.7062866403
Adjusted R Square 0.7010987685
Standard Error 32652.2287852645
Observations 750
ANOVA
df SS MS F Significance F
Regression 13 1886951624636.55 145150124972.043 136.1418827933 1.10138615144774E-185
Residual 736 784699680858.907 1066168044.64525
Total 749 2671651305495.46
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -9619.849432884 8301.0718639334 -1.1588683474 0.2468857095 -25916.4505951977 6676.7517294297 -25916.4505951977 6676.7517294297
above 86.4190695197 5.2226612038 16.5469415202 1.59369559828363E-52 76.1659807572 96.6721582822 76.1659807572 96.6721582822
AC 9875.9142931773 4064.4504479413 2.4298277023 0.0153441463 1896.6160796692 17855.2125066854 1896.6160796692 17855.2125066854
acres 36976.2122133561 10704.4725306173 3.4542769023 0.0005833682 15961.2731375544 57991.1512891579 15961.2731375544 57991.1512891579
age -124.4253832698 60.4633484907 -2.0578645804 0.0399547827 -243.1265692663 -5.7241972732 -243.1265692663 -5.7241972732
basement 17.3489794285 4.8863847442 3.5504734762 0.0004089941 7.7560660546 26.9418928023 7.7560660546 26.9418928023
baths 21788.8315063172 3001.1984068249 7.2600436735 0 15896.9016150103 27680.7613976241 15896.9016150103 27680.7613976241
beds -7530.7376004979 2378.5648525739 -3.1660846213 0.0016087658 -12200.3180325756 -2861.1571684202 -12200.3180325756 -2861.1571684202
car 3934.9905708383 2058.7334135726 1.9113647959 0.0563458382 -106.6992121754 7976.6803538519 -106.6992121754 7976.6803538519
Above Normal 23430.2169341477 2819.8515852633 8.3090248638 4.63320623562511E-16 17894.3057439777 28966.1281243177 17894.3057439777 28966.1281243177
Below Normal -33218.4636109479 6067.3897667368 -5.4749183567 0.0000000601 -45129.917064859 -21307.0101570367 -45129.917064859 -21307.0101570367
rooms -3387.9705890466 1738.6580567404 -1.9486123657 0.0517213888 -6801.2908653652 25.349687272 -6801.2908653652 25.349687272
toilets 8739.8096526444 2968.2533747291 2.9444284397 0.0033374517 2912.5571978354 14567.0621074535 2912.5571978354 14567.0621074535
walkout 11943.2693870197 6552.6734364514 1.8226559744 0.0687611083 -920.8892772008 24807.4280512402 -920.8892772008 24807.4280512402
RESIDUAL OUTPUT
Observation Predicted price Residuals
1 91016.8730319 1483.1269681
2 85597.251213945 21402.748786055
3 101751.092039352 -13751.0920393522
4 143869.896324449 16130.1036755508
5 166037.416564178 3962.5834358223
6 154034.099880022 7865.9001199779
7 124498.375697765 -61998.3756977652
8 114476.848607258 7523.1513927425
9 101799.561408731 43200.4385912685
10 203772.063209801 3727.9367901993
11 73450.0116879709 -23450.0116879709
12 219120.902830999 -13770.9028309989
13 153708.783829628 -49208.7838296275
14 169019.419480796 -6519.4194807956
15 102786.299988468 -4286.2999884676
16 143240.596011913 25459.4039880865
17 170875.003404118 46374.9965958819
18 105411.539411795 -2411.5394117951
19 69053.466593537 -14053.466593537
20 183042.290087374 -26342.290087374
21 136901.287206114 7098.7127938863
22 119203.424138041 -10203.4241380413
23 155803.246275596 9196.7537244042
24 66641.1911974754 20358.8088025246
25 135529.76130988 -10529.7613098803
26 87429.5879646512 27570.4120353488
27 108896.913277433 6103.0867225669
28 87452.2809186712 32047.7190813288
29 201529.207433949 45970.7925660507
30 88965.784010946 -46965.784010946
31 101205.57002025 16794.4299797498
32 54181.2126511329 29818.7873488671
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481 159640.895955918 -25640.8959559182
482 128230.194859253 29769.8051407469
483 47090.7726667722 -2090.7726667722
484 118179.727657235 1820.2723427654
485 169260.208409349 -33260.2084093487
486 128472.955402071 -3472.9554020707
487 60354.731654067 9545.268345933
488 99416.892131249 18083.107868751
489 93635.5072463278 17364.4927536722
490 89418.472112441 14581.527887559
491 210649.411390094 129350.588609906
492 85303.8874275674 40696.1125724326
493 131032.941893633 -41032.9418936333
494 98257.3073167967 -40257.3073167967
495 249837.185535177 68162.8144648233
496 96508.5837291849 -28508.5837291849
497 125869.679774838 28630.3202251623
498 103288.021268651 -14788.0212686511
499 102807.604099323 -24807.6040993233
500 138843.893579966 -10343.8935799657
501 100194.904751388 -20194.9047513876
502 73833.0089230176 19166.9910769824
503 104343.813326179 -18343.8133261788
504 233849.760114232 3150.2398857677
505 106904.866791138 -29404.866791138
506 106275.44261347 23624.5573865295
507 78180.8826994136 45319.1173005864
508 120917.240389496 6582.7596105039
509 218902.940217606 21097.0597823937
510 170119.421844476 -35119.4218444757
511 73454.0767318343 -3954.0767318343
512 123378.194349222 -30378.1943492219
513 108986.926923612 -3986.9269236117
514 75412.3458452368 9587.6541547632
515 98815.6724579517 24684.3275420483
516 156867.292161265 -76617.2921612654
517 102876.858630526 3543.1413694739
518 57047.2277921607 22952.7722078393
519 234837.690689659 -31837.6906896594
520 167245.69999991 92754.3000000895
521 91163.1511745042 -24663.1511745042
522 125490.213741254 -22490.2137412539
523 144785.02748202 -14785.0274820198
524 164246.714978606 10653.2850213944
525 105810.448820553 36689.5511794469
526 273095.291063767 66904.7089362328
527 159008.368634354 -3008.3686343538
528 179269.771056479 -55769.7710564788
529 100521.138089045 23378.8619109546
530 223459.878557904 41440.1214420961
531 111061.195039585 20938.8049604151
532 63838.7763093525 2661.2236906475
533 57929.8957395521 17070.1042604479
534 205421.081855918 24578.9181440822
535 148145.233809083 -24145.2338090833
536 146410.863980777 -20910.8639807769
537 51639.8691083047 -16639.8691083047
538 122546.901450435 -46106.9014504348
539 41612.9896050575 3387.0103949425
540 120484.217636745 24015.7823632546
541 219405.926969211 99594.0730307891
542 116517.095820008 12482.9041799923
543 110562.730117212 437.2698827876
544 198419.832351927 -19419.8323519273
545 59937.8040176476 15062.1959823524
546 137037.213071207 84462.7869287933
547 64431.5288053966 -35231.5288053966
548 174524.274859016 -29524.2748590162
549 92806.5385858817 42193.4614141183
550 141712.573193183 -26712.5731931832
551 137980.597431165 2019.4025688346
552 153794.611394436 11205.3886055642
553 117473.606631922 12526.3933680783
554 240601.728435854 -38601.7284358537
555 164230.752641156 29769.2473588439
556 103077.269711766 9822.7302882343
557 83754.6085192001 20245.3914807999
558 90345.5008407019 -2345.5008407019
559 92095.2540201724 -7095.2540201724
560 131121.886577699 -16121.8865776986
561 60636.578191016 -6636.578191016
562 109123.363890926 -14123.3638909256
563 151548.916252103 -41648.9162521034
564 102183.18636069 -14683.1863606895
565 95351.258299857 4648.741700143
566 89401.6973538965 24598.3026461035
567 101066.536468928 4933.463531072
568 113293.879926554 24706.1200734465
569 61998.7267437373 -7998.7267437373
570 124781.586596494 -11781.5865964936
571 149958.860936948 -14958.8609369475
572 109933.786266602 -19933.786266602
573 35686.8239597218 3473.1760402782
574 75768.0764451072 31231.9235548928
575 87401.376821811 -12261.376821811
576 164145.928616063 -29245.928616063
577 222499.256110203 27500.7438897971
578 166412.183054811 -113412.183054811
579 76130.3875801004 25869.6124198996
580 206951.538576483 63048.4614235165
581 78983.4047043161 18516.5952956839
582 72583.8633300835 8416.1366699165
583 83754.1170803022 -8754.1170803022
584 324111.505255312 888.4947446878
585 209294.460140088 -34294.4601400878
586 106276.244667605 -21276.2446676053
587 99881.3898608512 -18881.3898608512
588 153881.441598351 8118.5584016491
589 87362.5225155684 -17862.5225155684
590 64073.5196193828 926.4803806172
591 105275.870720908 -25275.8707209075
592 107236.970254761 3763.0297452392
593 148246.58184961 4253.4181503903
594 312237.525968489 72762.4740315106
595 163222.371518641 -33222.3715186407
596 47585.1101030379 -585.1101030379
597 82562.7664816534 -6262.7664816533
598 58313.0038900356 21286.9961099644
599 104402.561957415 -4402.5619574147
600 132101.745624223 1898.2543757771
601 53335.914425735 -1835.914425735
602 98005.4343322609 21894.5656677391
603 106427.221562873 -1427.2215628727
604 98864.6681029836 41135.3318970164
605 155764.654096805 13435.3459031951
606 47733.3657313952 12166.6342686048
607 134277.340198329 -9277.3401983286
608 111826.534338009 -47826.5343380094
609 88749.2479702864 -1249.2479702864
610 118796.092983592 41203.9070164078
611 88054.2558885447 -38054.2558885447
612 85866.5802417878 -4266.5802417878
613 151353.842603771 -15353.8426037709
614 162096.231962625 11903.768037375
615 137223.226987444 -16223.2269874437
616 69199.1042424693 25800.8957575307
617 101541.61542398 -16791.6154239799
618 198670.795736782 -24670.7957367817
619 155215.885874245 -17215.8858742446
620 126835.800478812 -3335.8004788121
621 115734.692550737 15265.3074492632
622 144328.516585123 -20578.5165851225
623 66373.6664808254 -16373.6664808254
624 67038.1101555075 -4038.1101555075
625 203551.247641579 -14551.2476415787
626 150774.544550102 21425.4554498983
627 90005.1782150661 15894.8217849339
628 96855.2886739197 -6855.2886739197
629 84209.1893054945 12540.8106945055
630 96622.1530621191 -21622.1530621191
631 140014.9421717 985.0578283
632 94739.8841727046 10160.1158272954
633 106842.215214034 -21842.215214034
634 90189.3471274058 48810.6528725942
635 218581.705458836 -103581.705458836
636 111845.452291297 -31845.4522912967
637 107155.092064169 12744.9079358314
638 97548.7978602146 -17548.7978602146
639 165395.558491073 -88395.5584910735
640 129967.100379776 9032.8996202241
641 142656.635857328 -35656.6358573278
642 146821.23714787 28178.76285213
643 247176.082005812 -31676.0820058117
644 111831.822286913 -24831.8222869132
645 144498.004604869 -31498.0046048687
646 73637.2245461534 -17937.2245461534
647 217099.472974668 -18099.4729746677
648 211470.561053319 -64780.5610533195
649 161029.092831013 3870.9071689873
650 123478.6986391 -29478.6986391002
651 208126.108341492 -22626.1083414923
652 23593.9553161966 17406.0446838034
653 75304.3916906873 17195.6083093127
654 127281.707485211 3718.2925147895
655 116208.639757516 -7208.639757516
656 101595.198099056 17404.8019009435
657 82874.0215948215 -22874.0215948215
658 148926.219145669 -44426.2191456688
659 288453.03972914 -103453.03972914
660 123394.769939897 23105.2300601034
661 156677.217902047 15822.7820979534
662 102349.60688141 -22349.6068814098
663 244603.358461927 -51603.358461927
664 88786.8118916061 -21686.8118916061
665 142672.341153532 -22672.3411535317
666 71602.2943876308 31397.7056123692
667 115787.362785191 9212.6372148094
668 67512.9358003147 33487.0641996853
669 191009.80218031 15990.1978196898
670 114167.464921735 -27667.4649217346
671 116706.035498538 -7206.0354985385
672 90404.5284735165 27495.4715264835
673 146080.915524958 -13080.9155249576
674 89983.7955680707 -16983.7955680707
675 85946.2642464693 14053.7357535307
676 46278.4340364545 39721.5659635455
677 80330.3032199295 -2330.3032199295
678 165938.018749706 19061.9812502944
679 58929.0577091103 -31429.0577091103
680 92820.6629813735 -17820.6629813735
681 46037.1033157045 8962.8966842956
682 101947.858700467 17952.1412995333
683 112848.235613914 52151.7643860861
684 176773.626157171 -83273.6261571714
685 134701.936318405 -1201.9363184046
686 263176.025993697 121823.974006303
687 113435.947789797 21564.0522102034
688 156310.444005458 -41310.4440054577
689 175461.500857127 -53461.5008571266
690 199484.902268333 -39484.9022683333
691 198493.053756813 -4993.0537568129
692 178513.033711938 41486.9662880616
693 139430.389676783 -54430.3896767828
694 89257.323764582 -9357.323764582
695 127872.356552311 27.6434476887
696 120177.134166399 19822.8658336014
697 264172.060179895 -45172.0601798954
698 109812.657224413 5187.3427755872
699 119001.911897825 9998.0881021746
700 133979.777679353 -6979.7776793531
701 88100.5133608429 -8100.5133608429
702 136106.102347322 -20106.1023473218
703 17044.0949260959 21975.9050739041
704 175334.986829668 -46584.9868296679
705 187278.059221307 -67278.0592213073
706 156330.907084693 33669.0929153072
707 96841.9318945632 8158.0681054368
708 53233.8261183816 26766.1738816184
709 71978.1076407926 25021.8923592074
710 145258.053161986 24741.9468380145
711 133487.531547071 -23487.531547071
712 71468.0616084222 3031.9383915778
713 30577.9589367363 48922.0410632637
714 91232.0516750456 -6232.0516750456
715 46201.0204658453 7298.9795341547
716 24673.392420519 16826.607579481
717 105943.609474844 9056.390525156
718 249883.916806128 95116.0831938721
719 142015.398087927 7984.6019120731
720 102719.0375231 -2719.0375231
721 103270.442474288 -5770.4424742881
722 64278.570058668 -14278.570058668
723 141485.455983853 -43485.4559838531
724 92436.1755230752 -16436.1755230752
725 111368.09441175 14231.9055882503
726 123483.258092738 -7483.2580927381
727 123499.662001287 -499.6620012869
728 98356.1389838705 13643.8610161295
729 67633.7229127571 18266.2770872429
730 157793.256950471 -2893.2569504706
731 188985.585995614 -48985.585995614
732 120312.826593773 -6692.8265937734
733 106967.491337364 22032.5086626359
734 284024.179286502 175975.820713498
735 193265.172150345 -28265.1721503447
736 88551.0150941579 -11151.0150941579
737 98381.2953412441 -12381.2953412441
738 97600.7726679278 19899.2273320722
739 82036.7562556275 4463.2437443725
740 123087.43779519 -83087.43779519
741 82192.2188345846 9307.7811654154
742 158011.158789808 -8011.1587898083
743 146608.829706925 20891.1702930753
744 51137.3627982324 -16137.3627982324
745 43185.1615141573 4814.8384858427
746 134649.579799377 25350.4202006231
747 94136.6817238157 11863.3182761843
748 143656.874273735 -28656.8742737352
749 111086.652347638 13813.3476523618
750 164669.419800325 22330.5801996747

above Residual Plot

1122 706 893 1301 1567 1336 1600 988 1050 1795 824 2080 1335 1673 1056 1567 1589 1008 872 1402 1303 1108 1393 1264 1404 864 928 1088 1693 1380 1008 768 999 2701 1010 925 960 2056 1438 768 1574 892 1456 890 1704 996 1542 1019 1620 1409 1019 2538 720 864 1393 2136 2221 1477 1385 1470 1476 905 1699 1400 1052 1400 1382 1298 2389 672 897 1380 1037 870 945 1056 790 1016 1040 1504 1050 1762 1598 1190 1666 824 2114 880 1229 672 1144 1182 2108 940 962 1544 1365 1010 1298 1248 864 1040 1304 884 1188 768 1317 864 822 1340 1753 1085 1440 1115 1185 1708 864 864 675 912 1401 922 1400 889 928 1400 853 1796 876 836 1708 1138 856 1168 1695 964 1068 1120 912 1372 1040 1296 898 1370 1241 1123 912 1571 1800 1157 660 1131 1518 660 786 720 1663 1078 1100 1177 672 1596 2172 868 968 1063 900 864 900 995 1621 1114 1883 662 1342 660 1932 1113 1217 1075 912 1719 1208 858 1056 970 1030 1057 784 985 790 1278 744 941 802 802 1202 840 1238 884 1060 1040 1301 1040 1227 1607 1864 1339 660 1468 1209 1209 1224 825 1151 1336 2009 2370 1818 826 1098 1364 740 1104 752 902 1122 1267 1782 1264 1513 2066 844 1088 1088 929 917 738 1326 2002 907 884 1144 2004 924 2033 768 956 936 950 840 1388 1144 804 1168 1477 672 1068 1458 1688 1282 1102 1877 1932 672 1248 1140 992 1302 764 1134 928 1085 924 1378 1000 1054 960 1336 884 752 1208 1360 1909 750 707 690 1449 924 1610 940 992 914 1792 1932 1510 1040 1078 1255 940 1275 765 836 672 1254 2015 864 1020 1192 1344 1740 864 903 948 880 1128 1748 1107 1140 1071 744 1173 781 1404 2288 1040 672 2534 1352 1128 1080 936 1672 936 1416 720 2272 816 720 1092 960 1096 1390 653 932 1019 1632 2306 1500 1047 1870 950 1170 894 924 1394 1384 2026 1555 1808 1328 1008 1672 864 781 1100 1590 1470 1303 1627 672 1412 1750 768 1848 1320 1452 2602 906 1311 845 880 751 1209 1601 1496 774 888 1749 1052 1050 1188 1034 1140 1579 1713 988 1048 1520 1060 1540 1721 1395 1008 888 820 1148 1006 676 1556 1830 1229 1320 1164 1657 948 1394 1040 780 907 900 1372 1060 1554 720 897 1994 760 672 2542 1568 1032 744 1486 966 1249 768 1583 1529 1390 720 1788 1177 1628 744 1486 998 1192 1565 864 930 752 2009 1408 720 680 860 1018 1356 1786 1541 820 2270 1536 960 1057 904 948 768 1056 720 630 1200 1145 1080 1193 1036 1554 1298 1270 1598 1235 660 1176 1678 1166 672 858 829 1144 2258 720 1404 1144 2279 984 1285 1026 1080 1026 1318 946 956 2459 1173 897 980 1080 1624 1452 984 1030 1036 922 1331 1363 978 720 1972 1512 1020 1057 1008 1424 1052 2605 1580 2025 1090 2060 952 1107 864 1830 1363 1232 822 1080 664 1096 1760 1052 1152 1578 834 1401 826 1578 997 1235 1126 1136 912 2388 1473 928 960 777 1057 1374 704 1330 1635 900 875 769 997 1178 778 1071 1482 1050 852 996 792 1834 1624 1971 840 1964 975 1248 864 2650 1920 1158 940 1196 987 768 1075 1037 1290 2342 1372 704 768 1305 798 1001 680 996 1031 1430 1211 1148 1332 1032 774 1249 936 760 1495 1248 888 876 902 1732 1063 1176 1144 1012 872 918 1439 1568 780 940 751 1035 1316 844 1110 876 1937 1436 963 950 1761 1147 1292 1318 2319 1012 1372 660 2004 2212 1474 1038 1727 700 660 1114 916 1288 770 1460 2371 1360 1681 1312 2523 864 1416 864 905 840 1960 1227 1013 832 1094 1272 744 637 992 1740 1474 816 777 876 1020 1992 1038 2227 894 1504 1602 1635 2046 1775 1322 1016 1032 1092 2240 1021 1338 1012 779 1451 624 1198 2037 1479 997 1088 912 1333 1290 796 864 924 1052 808 1334 2573 1359 1120 912 640 1242 876 942 1796 1037 918 864 1548 1876 1583 1032 2480 1708 889 736 816 778 1176 894 1400 1451 728 1230 1377 942 1326 1008 1468 1483.126968099954 21402.748786054959 -13751.092039352196 16130.103675550839 3962.5834358223365 7865.900119977945 -61998.375697765179 7523.1513927424676 43200.438591268525 3727.9367901992809 -23450.011687970939 -13770.902830998937 -49208.7838296275 -6519.4194807955646 -4286.2999884675664 25459.403988086502 46374.99659588185 -2411.5394117950491 -14053.466593536956 -26342.290087374015 7098.7127938863123 -10203.424138041257 9196.7537244041741 20358.808802524596 -10529.761309880327 27570.41203534884 6103.0867225669499 32047.719081328789 45970.792566050659 -46965.784010946038 16794.429979749752 29818.787348867139 -4185.0340337686648 33862.912953511346 -25033.211108757823 13350.016679391978 -28823.848226678223 -35684.587092127796 14865.823502521554 -6424.9420809665608 14406.975482017617 5327.7017153020715 4836.9697172860615 -22279.559595808751 -23643.601500242832 20956.524930275948 -13164.999880514719 23505.124070934151 -15054.619117145543 -5384.9252635247976 -16934.675452514799 170360.33443069633 17272.968266510492 -6498.8781569531129 18415.527421553474 -31775.032158976421 45539.942511877365 10220.053954213974 -8362.8242047202366 -45954.5990991164 -7800.4540412664937 -25013.483210482664 3733.9186296664411 73647.030787185184 -21737.170503798377 -17606.64630969576 12852.983111572859 -8696.2846897118143 91709.142048949347 9552.1996533820347 -16282.653364450787 -36765.784010946038 15041.552571903216 8985.5793064738245 7842.9671846413839 31061.07436440904 10882.846011070054 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above

Residuals

Below Normal Residual Plot

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Below Normal

Residuals

rooms Residual Plot

3 2 2 2 3 3 2 2 4 4 3 4 2 3 2 3 4 3 2 4 3 3 2 3 2 2 2 3 4 4 2 2 3 4 3 2 3 4 5 3 3 3 3 3 3 2 2 2 3 2 3 4 2 2 2 3 4 5 2 4 4 5 3 3 2 4 3 2 4 2 2 4 2 3 3 2 3 2 2 3 3 4 3 2 3 4 5 2 2 2 2 3 5 3 3 3 2 3 3 2 2 2 4 3 2 2 5 2 2 3 4 2 3 2 2 3 2 3 2 6 3 3 3 2 3 2 1 6 2 2 4 2 3 2 4 3 3 2 3 2 1 3 2 2 3 3 2 3 3 2 2 2 2 2 2 2 3 2 1 3 2 5 2 2 2 3 2 3 2 2 3 3 2 2 2 2 4 3 4 2 2 4 3 3 2 2 2 3 2 2 2 2 2 3 2 2 4 3 2 2 2 3 2 3 2 4 3 3 2 3 2 2 4 3 3 3 3 4 3 2 2 3 2 3 2 3 3 2 4 3 2 4 2 2 2 2 3 2 2 2 2 2 2 3 2 4 2 3 3 2 2 2 2 2 2 3 2 4 2 3 2 2 3 4 2 5 2 3 2 3 3 3 2 4 2 1 2 2 5 2 2 3 4 5 2 2 2 5 2 3 2 2 2 2 3 3 2 3 2 3 3 2 2 2 3 3 2 3 2 4 3 3 2 2 2 3 4 3 2 2 2 4 2 4 4 2 2 5 3 2 4 2 3 3 2 2 4 2 2 2 2 2 2 2 3 4 4 4 3 2 3 3 2 2 2 3 2 2 4 3 2 2 6 3 1 2 3 2 3 4 2 3 2 3 3 3 3 4 3 2 2 2 3 1 5 3 2 3 1 2 1 2 2 2 5 3 2 2 3 3 3 3 2 3 2 3 3 2 2 2 3 2 3 2 3 2 3 3 2 3 4 2 2 5 2 1 3 2 2 3 2 2 2 3 2 2 3 3 3 3 2 3 3 3 3 3 3 3 2 2 1 2 3 2 2 2 3 2 2 3 2 1 3 2 4 4 2 2 2 3 2 3 1 2 4 2 2 3 4 3 3 3 2 2 4 3 2 2 2 2 6 2 2 2 4 3 2 3 3 2 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rooms

Residuals

toilets Residual Plot

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toilets

Residuals

walkout Residual Plot

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walkout

Residuals

AC Residual Plot

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AC

Residuals

acres Residual Plot

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-16639.869108304651 -46106.901450434802 3387.010394942532 24015.782363254562 99594.073030789092 12482.9041799923 437.26988278758654 -19419.832351927296 15062.195982352423 84462.786928793299 -35231.528805396607 -29524.274859016208 42193.461414118268 -26712.573193183169 2019.402568834601 11205.388605564192 12526.393368078323 -38601.728435853729 29769.247358843888 9822.7302882342919 20245.391480799924 -2345.500840701905 -7095.2540201724332 -16121.886577698606 -6636.5781910160149 -14123.363890925553 -41648.916252103401 -14683.186360689549 4648.7417001430003 24598.302646103519 4933.4635310719605 24706.12007344648 -7998.726743737323 -11781.586596493624 -14958.860936947516 -19933.786266601994 3473.1760402781656 31231.923554892812 -12261.376821811005 -29245.928616062971 27500.74388979713 -113412.18305481144 25869.612419899568 63048.461423516506 18516.595295683874 8416.1366699164937 -8754.1170803021523 888.49474468780681 -34294.460140087758 -21276.244667605308 -18881.38986085121 8118.5584016490611 -17862.522515568387 926.48038061722764 -25275.870720907536 3763.0297452392115 4253.4181503903237 72762.474031510646 -33222.371518640721 -585.11010303788498 -6262.7664816533506 21286.99610996437 -4402.5619574147277 1898.2543757770618 -1835.9144257349981 21894.56566773908 -1427.2215628727135 41135.33189701644 13435.34590319515 12166.634268604845 -9277.3401983286312 -47826.534338009413 -1249.2479702864366 41203.9070164078 -38054.255888544722 -4266.5802417877858 -15353.8426037709 11903.768037374975 -16223.22698744369 25800.895757530656 -16791.615423979907 -24670.7957367817 -17215.885874244617 -3335.8004788121179 15265.307449263244 -20578.516585122532 -16373.666480825414 -4038.1101555075002 -14551.247641578666 21425.45544989832 15894.821784933883 -6855.2886739197129 12540.810694505533 -21622.153062119134 985.05782829999225 10160.115827295405 -21842.21521403396 48810.652872594175 -103581.70545883648 -3 1845.452291296708 12744.907935831419 -17548.797860214574 -88395.558491073491 9032.8996202241397 -35656.635857327841 28178.762852129992 -31676.08200581171 -24831.822286913244 -31498.004604868678 -17937.224546153404 -18099.472974667704 -64780.561053319456 3870.9071689873235 -29478.698639100185 -22626.108341492305 17406.044683803389 17195.608309312694 3718.2925147894712 -7208.6397575160227 17404.801900943523 -22874.021594821475 -44426.219145668845 -103453.03972914041 23105.230060103378 15822.782097953372 -22349.606881409811 -51603.358461926982 -21686.811891606107 -22672.341153531685 31397.705612369187 9212.6372148093797 33487.064199685308 15990.197819689813 -27667.464921734601 -7206.0354985384911 27495.471526483539 -13080.915524957643 -16983.795568070724 14053.735753530709 39721.565963545501 -2330.3032199295412 19061.981250294426 -31429.05770911026 -17820.662981373462 8962.8966842955488 17952.141299533323 52151.764386086099 -83273.626157171442 -1201.9363184045651 121823.97400630295 21564.052210203416 -41310.444005457684 -53461.500857126608 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9307.7811654154357 -8011.1587898082798 20891.170293075265 -16137.36279823236 4814.8384858427162 25350.420200623106 11863.31827618432 -28656.874273735244 13813.347652361757 22330.580199674703

acres

Residuals

age Residual Plot

66.5 64.3 60.2 54.8 89.8 73.8 97 51.8 92.1 89.8 96.4 91.4 108.2 24.8 65.8 87.5 88.6 85.2 97.8 49.9 67.599999999999994 58.5 25.1 100 30.9 58.7 11.3 75.099999999999994 73.900000000000006 113.9 65.5 68.099999999999994 82.6 23.5 89.5 54.3 96.2 48.6 85.5 89.7 80.7 49.1 7.6 95.2 51.1 79.8 6.4 54.7 58.9 91.4 56.1 108.3 73.599999999999994 41.7 85.4 35.299999999999997 76.2 73.900000000000006 9.4 102.8 60.9 118 62.4 84.6 51.9 44 20.7 55.3 62.3 64.400000000000006 65.099999999999994 113.9 64.400000000000006 63.8 72.8 38.700000000000003 93.4 63.5 41.3 84.6 80.400000000000006 11.4 90.6 103.6 107 86.8 34.9 27.5 89.8 73.5 56.2 34.4 86.5 67.7 98.5 91.8 92.4 92.3 74.7 62.5 109.2 50.4 10.4 57 5.9 50.6 97.6 45 67.599999999999994 98.8 89.3 91.6 101.4 5.7 56.4 54.2 102.2 98.2 58.6 93.2 61.9 89.5 42.5 72.2 103.5 6.7 51.6 94.6 67.2 63.8 65.8 54.5 98.9 74.3 1.6 63.9 59.5 6.3 96.6 53.8 6.9 103.6 62.4 63.7 93.7 38.299999999999997 53.9 12.3 10.199999999999999 92.7 91.8 58.6 62.5 98.2 62.4 64.7 62.2 42.2 46.3 60.7 73.2 58.3 8.9 72.5 100.5 9.9 40.5 88.7 51.5 75.599999999999994 107.8 93.6 59.3 56.9 52.3 88.8 83.5 75.5 15 48.1 61.1 12.6 17.3 97.7 62.6 52.5 96.8 74.3 75.5 55.9 94.6 104 64.900000000000006 42.4 22.7 21.4 96.7 91.9 61.4 53.2 59.9 101.8 65.900000000000006 96.1 65.3 90.4 13.8 46.4 47.3 60.2 66.7 47.2 46.8 66.5 32.5 74.599999999999994 63.4 41.7 27 55.4 43.8 1.2 43 30.6 88.7 50.1 47.4 84.6 59.8 57.5 107.9 121.5 67.7 57.1 66.5 26.1 64.3 63.5 11.2 16.600000000000001 72.599999999999994 57.4 7.2 12.9 59.9 75.2 63 118.8 58.4 39.9 44.1 74 56.3 72.5 61.6 89 94.8 86.8 15.5 87.5 44.4 61.9 41.2 82.4 71.8 51.9 52.9 73.400000000000006 56 96.3 58.4 99.9 51 102 56.7 63 22.6 64.400000000000006 109.8 33.9 66.7 16.5 75.3 92.2 72.8 94.2 64.900000000000006 114.8 55.7 78.8 59.6 54.4 46.4 11.4 95.5 104.7 55.3 47.1 9.8000000000000007 67.900000000000006 58 73.8 103.2 57.3 55.3 49.9 63.3 48.6 55.7 87.5 47.5 59.4 90.9 53.6 73.599999999999994 55.2 59.3 64.7 1 10.4 36.4 94.9 64.2 51.8 53.4 57 64.7 48 88.2 104.9 91.7 56.7 81.7 58.9 57.3 63.8 44.1 55.3 33.299999999999997 56.5 60.5 45.6 60.4 64.3 66.3 96.4 94.8 20 59.8 53.5 40.1 104.6 52.5 58.7 21.7 2.9 51.3 44.4 98.1 51.4 9.9 64.400000000000006 90.5 94.6 42.4 49.6 9.5 8 55.6 61.4 40.1 64.3 54.6 101 94.6 103.6 76.5 53.4 109 91.7 63.4 94.5 75.400000000000006 50.3 94.6 101.7 51.4 75 50.5 52.5 47.3 59 44 .1 64.2 68.099999999999994 54.2 41.4 48.9 90.5 48.4 25.6 20.2 63.3 39.6 40.9 91.9 59.4 54.4 60.7 67.2 101.6 71.8 10.7 11.2 89.6 55.3 19.600000000000001 49.8 60.5 74.099999999999994 91.6 58.9 49.5 94.9 76.3 66.900000000000006 52.2 67.099999999999994 64.099999999999994 79.099999999999994 1.5 10.6 83.7 11.3 40.299999999999997 74.5 87 18.8 74.599999999999994 67.3 38.5 56.5 60 18.3 96.7 98.6 67.8 100 62.9 58.5 48.5 88.8 66.8 58.7 88.6 56.5 88.8 61.8 15.7 16.399999999999999 23.7 41.5 23.2 76.400000000000006 90.8 108.6 58.6 57.3 53.7 99.6 56.9 96.9 88.5 62.8 65.2 11 50.6 1.4 91.8 63.1 66.5 63.2 47.4 54.9 75.8 62.6 60.6 36.700000000000003 56.3 64.599999999999994 55.9 63.9 60.8 55.5 89.5 61.9 66.5 90.4 51.8 24.2 51.8 56.5 63.2 100 103.5 63.7 74.900000000000006 60.8 26.8 54.7 101.7 42.1 49.9 20.6 61.7 64 55.6 91.1 12 76.2 54.7 50.1 26.9 57.6 64.400000000000006 66.099999999999994 50.3 98.7 65.5 48.9 93.5 53.1 57.2 9.5 48.7 67.3 88.4 14.6 94.5 10.6 53.4 50.5 95.7 21.3 65 98.6 102.7 41.5 55.5 63.3 42.6 11.3 56.4 99 5.8 61.3 29.8 100.6 56.2 120.2 99.9 101.7 91.6 88.3 28.2 75.400000000000006 56.6 91 90.4 53.3 49.4 61.2 85.1 65.2 61.5 60.5 46.5 58.8 90.3 59.8 52.3 100.4 89.1 71 9.4 61.3 63.1 57.9 74.599999999999994 91.1 114.4 44.3 31.1 24.5 39.799999999999997 62.1 94.9 113.6 32.5 64.3 96.4 67.900000000000006 94.3 103.9 50.5 74.900000000000006 65.400000000000006 48.8 64.8 94 43.6 42.1 41.8 68.5 48.1 58.2 86.5 13.5 63.9 57.4 53.5 59.9 93 95.5 13.7 16.7 66.599999999999994 56.8 67 89.7 66.599999999999994 62.3 98 90.6 59 63.5 19.3 55.2 63.5 55.8 58.3 13.6 9.3000000000000007 54.9 42.4 73.3 46.8 76.099999999999994 4.7 35.5 36.4 55.2 91.3 31.6 36.5 105.9 103 58.6 31.3 76 92.6 59.5 21.7 64.7 62 58.2 38.299999999999997 51.8 89.4 62.9 93.2 89.7 42.5 114.3 45.8 64.7 92 73.599999999999994 102.6 55.9 99.5 59.3 64.5 59.4 74.7 90.4 36.9 85.4 105.1 14.3 16.399999999999999 84.4 59.3 60.4 16.7 51.3 11.9 100.8 86.3 68.400000000000006 41.8 82.4 81.599999999999994 48.9 50.2 62.4 13.2 118.3 57.6 61.8 10.3 60.8 60.3 58.6 113.5 118.5 58.7 103 13.2 53.6 58.8 92 7.3 77 36.799999999999997 96.8 46.6 59.3 56.8 85.6 66.099999999999994 91.9 9.4 85.1 58.5 97.8 74.3 37.299999999999997 94 62 101.5 14 91.3 53.6 114.9 67 94.6 73.5 58.3 10.8 1483.126968099954 21402.748786054959 -13751.092039352196 16130.103675550839 3962.5834358223365 7865.900119977945 -61998.375697765179 7523.1513927424676 43200.438591268525 3727.9367901992809 -23450.011687970939 -13770.902830998937 -49208.7838296275 -6519.4194807955646 -4286.2999884675664 25459.403988086502 46374.99659588185 -2411.5394117950491 -14053.466593536956 -26342.290087374015 7098.7127938863123 -10203.424138041257 9196.7537244041741 20358.808802524596 -10529.761309880327 27570.41203534884 6103.0867225669499 32047.719081328789 45970.792566050659 -46965.784010946038 16794.429979749752 29818.787348867139 -4185.0340337686648 33862.912953511346 -25033.211108757823 13350.016679391978 -28823.848226678223 -35684.587092127796 14865.823502521554 -6424.9420809665608 14406.975482017617 5327.7017153020715 4836.9697172860615 -22279.559595808751 -23643.601500242832 20956.524930275948 -13164.999880514719 23505.124070934151 -15054.619117145543 -5384.9252635247976 -16934.675452514799 170360.33443069633 17272.968266510492 -6498.8781569531129 18415.527421553474 -31775.032158976421 45539.942511877365 10220.053954213974 -8362.8242047202366 -45954.5990991164 -7800.4540412664937 -25013.483210482664 3733.9186296664411 73647.030787185184 -21737.170503798377 -17606.64630969576 12852.983111572859 -8696.2846897118143 91709.142048949347 9552.1996533820347 -16282.653364450787 -36765.784010946038 15041.552571903216 8985.5793064738245 7842.9671846413839 31061.07436440904 10882.846011070054 -37219.725767373922 6997.0458171561768 28879.947968557011 47594.785407085437 28286.291459192667 -24106.308711605903 -10147.151115758606 -56749.614361740358 43980.074375971599 -68099.84740626713 -6626.3308300010394 -19347.882604441271 16536.915092412797 -57877.952542919433 -41108.423734308977 64348.750624224718 15091.492194496546 21917.858875173129 -38917.949208619655 -47948.017002844892 3091.5678276091203 16018.800689208249 -20578.042367292015 12481.856875701989 -11759.643951932449 27110.027987210167 -7511.7189842094231 4440.7678333161748 -2472.4321818403841 30577.570279550331 41452.700747859737 -4656.6163302367495 3234.1350285164517 -53157.009989798564 -3843.6296684910194 -12475.691951827917 33870.194322722047 46330.649745038187 150275.90367615258 15484.451887193107 -9813.4446583849931 5653.5239602791989 26876.365022410391 -6387.7113053454668 -15627.394999681754 -22917.984246329637 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5220.7116576254484 2993.586141169857 -24673.469263199921 20473.029052955273 -10989.295940195356 18879.961215103685 37029.187828595124 -4011.985107502609 17317.824046387221 42363.829522282656 -18924.3725848248 -12187.077133325452 -31003.488409569662 44916.741015814332 -15336.899501086213 28822.013079471944 -44410.7332748638 -39494.372985613052 28522.980743710621 -1002.2139752423973 50653.667651433454 -14610.248749270322 5241.2870896120439 6362.4107965152507 25461.090364718271 -2218.7016958855093 -8780.6188034680381 -25087.319754605865 -2871.1816465762822 12347.229602184103 40176.554588207102 40153.53691923627 -26471.949832831335 -30756.951112207054 -12103.215205099223 -69431.48915554228 -46279.087407559331 -23623.476335208703 -8372.3572582385968 18829.067147623966 4329.213129081123 -29077.545547147689 -63920.127691902046 27911.940740616585 -21393.076390139817 36713.888166440549 33866.690146680368 10305.276270919072 -17782.089433230169 13178.406018632581 6162.4290231303166 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age

Residuals

basement Residual Plot

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basement

Residuals

baths Residual Plot

1 1 1 1 2 2 1 1 1 3 1 1 2 2 1 1 2 1 1 2 2 1 2 1 1 1 1 1 2 1 1 1 1 3 1 1 1 2 1 1 2 1 3 1 1 1 2 1 1 1 1 2 1 2 1 2 2 2 2 2 1 2 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 1 1 1 3 2 1 1 1 2 1 1 1 2 1 2 1 1 1 1 1 1 2 1 1 2 1 2 1 2 1 1 1 2 1 1 2 1 3 1 1 1 1 1 1 1 1 1 3 2 2 1 1 1 1 1 1 2 1 1 2 1 1 2 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 2 2 2 1 4 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 3 1 1 2 2 1 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 2 1 1 1 2 2 2 1 1 2 2 2 1 2 1 1 3 2 1 2 2 1 1 1 1 1 2 2 1 1 2 2 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 2 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1 2 1 2 1 1 1 3 3 1 2 1 3 1 1 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 2 2 2 1 1 1 1 2 2 1 1 2 1 1 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 3 1 1 2 1 1 1 1 2 2 2 1 1 2 1 1 1 2 2 2 3 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 2 2 1 2 1 2 2 1 1 1 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 2 1 1 3 2 1 1 2 1 1 1 2 2 2 1 1 1 3 1 2 1 1 1 1 2 1 2 2 1 1 1 1 2 3 2 2 2 3 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 1 1 1 1 1 1 1 2 1 1 2 1 1 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 2 1 1 2 1 1 1 2 2 1 3 1 1 1 2 2 1 1 2 2 2 1 2 1 1 3 1 1 3 1 2 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 1 2 1 1 1 3 2 1 1 2 1 1 1 1 1 3 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 3 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 3 1 2 1 1 1 1 2 2 1 1 1 2 1 2 1 2 1 1 1 1 1 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 2 2 1 1 1 2 1 3 1 1 2 1 1 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 3 2 1 1 2 1 1 1 2 1 1 1 1 1 1 1 2 1483.126968099954 21402.748786054959 -13751.092039352196 16130.103675550839 3962.5834358223365 7865.900119977945 -61998.375697765179 7523.1513927424676 43200.438591268525 3727.9367901992809 -23450.011687970939 -13770.902830998937 -49208.7838296275 -6519.4194807955646 -4286.2999884675664 25459.403988086502 46374.99659588185 -2411.5394117950491 -14053.466593536956 -26342.290087374015 7098.7127938863123 -10203.424138041257 9196.7537244041741 20358.808802524596 -10529.761309880327 27570.41203534884 6103.0867225669499 32047.719081328789 45970.792566050659 -46965.784010946038 16794.429979749752 29818.787348867139 -4185.0340337686648 33862.912953511346 -25033.211108757823 13350.016679391978 -28823.848226678223 -35684.587092127796 14865.823502521554 -6424.9420809665608 14406.975482017617 5327.7017153020715 4836.9697172860615 -22279.559595808751 -23643.601500242832 20956.524930275948 -13164.999880514719 23505.124070934151 -15054.619117145543 -5384.9252635247976 -16934.675452514799 170360.33443069633 17272.968266510492 -6498.8781569531129 18415.527421553474 -31775.032158976421 45539.942511877365 10220.053954213974 -8362.8242047202366 -45954.5990991164 -7800.4540412664937 -25013.483210482664 3733.9186296664411 73647.030787185184 -21737.170503798377 -17606.64630969576 12852.983111572859 -8696.2846897118143 91709.142048949347 9552.1996533820347 -16282.653364450787 -36765.784010946038 15041.552571903216 8985.5793064738245 7842.9671846413839 31061.07436440904 10882.846011070054 -37219.725767373922 6997.0458171561768 28879.947968557011 47594.785407085437 28286.291459192667 -24106.308711605903 -10147.151115758606 -56749.614361740358 43980.074375971599 -68099.84740626713 -6626.3308300010394 -19347.882604441271 16536.915092412797 -57877.952542919433 -41108.423734308977 64348.750624224718 15091.492194496546 21917.858875173129 -38917.949208619655 -47948.017002844892 3091.5678276091203 16018.800689208249 -20578.042367292015 12481.856875701989 -11759.643951932449 27110.02798721 0167 -7511.7189842094231 4440.7678333161748 -2472.4321818403841 30577.570279550331 41452.700747859737 -4656.6163302367495 3234.1350285164517 -53157.009989798564 -3843.6296684910194 -12475.691951827917 33870.194322722047 46330.649745038187 150275.90367615258 15484.451887193107 -9813.4446583849931 5653.5239602791989 26876.365022410391 -6387.7113053454668 -15627.394999681754 -22917.984246329637 47686.96068076737 -553.45645997581596 -2176.7328265606484 14470.538989121385 -80139.301913470321 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baths

Residuals

beds Residual Plot

2 2 3 3 3 3 3 3 2 3 2 3 3 3 2 3 3 2 2 3 4 3 3 2 4 2 3 2 3 4 3 2 2 4 2 3 2 4 2 2 3 2 3 2 4 2 3 3 3 3 2 4 2 3 2 3 3 2 3 4 3 2 4 3 3 3 3 3 3 2 2 4 3 2 2 4 1 3 3 3 3 3 3 2 4 2 3 2 3 2 3 3 4 2 2 3 3 2 2 2 2 3 2 2 3 2 3 3 2 2 3 2 3 3 3 3 2 2 2 3 2 2 4 3 2 3 3 3 2 2 3 4 2 3 3 2 2 3 2 3 3 3 2 3 3 3 3 3 3 3 1 3 3 2 2 2 4 3 4 3 2 4 3 2 2 3 3 2 3 3 3 3 4 2 3 2 3 2 4 3 3 3 3 2 2 3 2 3 2 3 2 3 2 2 2 2 2 2 3 3 2 3 4 3 3 3 3 4 2 3 2 3 2 2 2 2 3 4 3 3 3 3 2 3 2 2 3 3 4 2 4 3 2 3 3 3 3 1 3 4 2 3 3 3 3 3 2 2 2 3 3 4 2 2 3 3 2 2 3 3 3 3 3 3 2 2 4 2 3 1 3 2 3 2 4 4 3 2 2 2 2 3 2 3 3 2 2 2 3 3 2 3 3 4 3 3 3 3 3 2 3 2 2 2 2 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 2 2 2 3 4 3 2 4 3 3 2 3 4 2 3 2 3 2 2 3 3 3 3 2 2 2 3 4 3 3 3 3 2 2 2 3 3 3 3 3 3 3 2 2 3 3 3 3 3 3 2 3 3 2 4 3 4 4 2 3 2 2 2 4 3 3 2 2 5 3 4 4 3 2 2 3 3 3 3 3 3 3 4 2 3 2 3 3 2 4 3 3 2 3 4 2 3 2 2 2 2 3 3 2 2 3 3 2 2 4 3 3 1 3 3 3 2 2 3 4 2 3 3 3 1 4 2 3 4 2 4 2 3 3 1 2 2 2 3 3 3 3 4 3 2 2 3 3 2 3 2 1 3 3 2 3 3 3 3 3 3 3 2 4 3 2 2 3 2 3 4 2 4 3 3 2 3 2 2 3 3 3 2 3 3 2 2 3 3 3 2 2 2 3 4 4 3 2 3 3 3 2 3 3 3 4 4 5 3 3 3 3 3 3 4 3 2 3 2 3 4 3 3 4 2 3 2 4 3 3 3 3 2 3 3 2 3 2 2 3 4 2 3 2 3 2 3 2 2 3 3 3 2 3 2 3 4 3 2 3 3 3 3 4 4 2 2 3 2 2 2 3 3 3 3 2 2 3 3 3 1 2 3 3 3 4 2 2 2 3 3 2 4 2 3 3 2 3 3 2 4 2 2 3 2 3 2 3 2 3 3 2 2 2 3 3 3 3 3 3 3 2 4 3 3 2 4 3 3 2 3 2 2 2 3 3 2 2 4 3 3 3 3 3 3 2 2 3 3 4 3 2 3 3 2 2 2 3 4 2 2 2 2 5 2 3 3 3 4 4 4 3 2 2 3 3 4 2 3 2 2 3 2 1 4 4 3 3 3 3 3 2 3 3 2 2 3 4 3 3 2 2 3 2 3 4 2 3 3 3 3 3 3 3 3 2 2 4 2 3 2 3 3 2 3 3 3 2 3 3 1483.126968099954 21402.748786054959 -13751.092039352196 16130.103675550839 3962.5834358223365 7865.900119977945 -61998.375697765179 7523.1513927424676 43200.438591268525 3727.9367901992809 -23450.011687970939 -13770.902830998937 -49208.7838296275 -6519.4194807955646 -4286.2999884675664 25459.403988086502 46374.99659588185 -2411.5394117950491 -14053.466593536956 -26342.290087374015 7098.7127938863123 -10203.424138041257 9196.7537244041741 20358.808802524596 -10529.761309880327 27570.41203534884 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beds

Residuals

car Residual Plot

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car

Residuals

Above Normal Residual Plot

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Above Normal

Residuals

data 5

price above AC acres age basement baths beds car Above Normal Below Normal rooms toilets
92500 1122 1 0.149 66.5 0 1 2 0 0 0 3 0
107000 706 1 0.242 64.3 0 1 2 0 1 0 2 0
88000 893 1 0.229 60.2 432 1 3 0 1 0 2 0
160000 1301 1 0.175 54.8 400 1 3 0 1 0 2 1
170000 1567 1 0.197 89.8 0 2 3 0 1 0 3 0
161900 1336 1 0.252 73.8 0 2 3 1 1 0 3 0
62500 1600 1 0.152 97 0 1 3 0 0 0 2 0
122000 988 1 0.208 51.8 450 1 3 1 1 0 2 0
145000 1050 1 0.153 92.1 0 1 2 0 1 0 4 0
207500 1795 1 0.187 89.8 0 3 3 0 1 0 4 0
50000 824 1 0.471 96.4 0 1 2 0 0 0 3 0
205350 2080 1 0.198 91.4 0 1 3 2 1 0 4 3
104500 1335 1 0.149 108.2 484 2 3 0 1 0 2 0
162500 1673 1 0.232 24.8 0 2 3 2 0 0 3 0
98500 1056 0 0.161 65.8 0 1 2 0 1 0 2 0
168700 1567 1 0.162 87.5 0 1 3 0 1 0 3 0
217250 1589 1 0.364 88.6 0 2 3 0 1 0 4 0
103000 1008 1 0.234 85.2 0 1 2 0 1 0 3 0
55000 872 1 0.153 97.8 0 1 2 0 0 0 2 0
156700 1402 1 0.482 49.9 600 2 3 0 1 0 4 1
144000 1303 1 0.155 67.6 0 2 4 0 1 0 3 0
109000 1108 1 0.193 58.5 400 1 3 1 1 0 3 0
165000 1393 1 0.202 25.1 0 2 3 2 0 0 2 1
87000 1264 1 0.169 100 0 1 2 0 0 1 3 0
125000 1404 1 0.256 30.9 0 1 4 0 1 0 2 0
115000 864 1 0.243 58.7 400 1 2 1 0 0 2 0
115000 928 1 0.144 11.3 500 1 3 0 1 0 2 0
119500 1088 1 0.161 75.1 0 1 2 0 0 0 3 0
247500 1693 1 0.273 73.9 380 2 3 2 1 0 4 1
42000 1380 1 0.149 113.9 0 1 4 0 0 0 4 0
118000 1008 1 0.166 65.5 0 1 3 0 1 0 2 0
84000 768 0 0.161 68.1 0 1 2 0 0 0 2 0
106480 999 1 0.152 82.6 0 1 2 0 1 0 3 1
330000 2701 1 0.451 23.5 600 3 4 2 0 0 4 1
98000 1010 1 0.484 89.5 0 1 2 0 1 0 3 1
99500 925 1 0.206 54.3 0 1 3 1 0 0 2 1
84900 960 1 0.608 96.2 0 1 2 0 1 0 3 0
189900 2056 1 0.372 48.6 0 2 4 2 1 0 4 1
165000 1438 1 0.28 85.5 0 1 2 1 1 0 5 1
65000 768 0 0.158 89.7 0 1 2 0 1 0 3 0
180000 1574 1 0.138 80.7 0 2 3 0 1 0 3 0
119000 892 1 0.183 49.1 400 1 2 0 1 0 3 1
196000 1456 1 0.173 7.6 600 3 3 2 0 0 3 1
35500 890 0 0.156 95.2 0 1 2 0 0 0 3 0
163000 1704 1 0.209 51.1 700 1 4 0 1 0 3 1
64900 996 0 0.289 79.8 0 1 2 0 0 1 2 0
174000 1542 1 0.316 6.4 0 2 3 2 0 0 2 1
103390 1019 1 0.161 54.7 0 1 3 0 0 0 2 0
150000 1620 1 0.319 58.9 0 1 3 2 1 0 3 0
103600 1409 1 0.16 91.4 0 1 3 0 0 0 2 0
76000 1019 1 0.172 56.1 500 1 2 0 0 0 3 0
425000 2538 1 0.445 108.3 0 2 4 0 1 0 4 1
106000 720 1 0.161 73.6 350 1 2 0 1 0 2 0
123500 864 1 0.26 41.7 750 2 3 0 1 0 2 0
179000 1393 1 0.499 85.4 0 1 2 0 1 0 2 1
200000 2136 1 0.776 35.3 0 2 3 3 0 0 3 0
290000 2221 1 0.247 76.2 750 2 3 0 1 0 4 1
175000 1477 1 0.193 73.9 0 2 2 1 1 0 5 0
148000 1385 1 0.183 9.4 0 2 3 2 0 0 2 1
97500 1470 1 0.152 102.8 0 2 4 0 1 0 4 0
155000 1476 1 0.175 60.9 550 1 3 0 1 0 4 2
79000 905 0 0.172 118 0 2 2 0 1 0 5 1
152000 1699 1 0.153 62.4 0 2 4 0 0 0 3 0
212000 1400 1 0.174 84.6 0 1 3 0 1 0 3 1
85000 1052 1 0.167 51.9 0 1 3 0 1 0 2 0
124000 1400 1 0.217 44 0 1 3 0 1 0 4 1
153500 1382 1 0.131 20.7 0 2 3 2 0 0 3 0
105000 1298 1 0.189 55.3 0 1 3 0 0 0 2 1
330000 2389 1 0.229 62.3 0 2 3 0 1 0 4 0
95000 672 1 0.177 64.4 300 1 2 0 1 0 2 0
59000 897 1 0.153 65.1 0 1 2 0 0 0 2 0
52200 1380 1 0.149 113.9 0 1 4 0 0 0 4 0
127000 1037 1 0.139 64.4 525 1 3 0 1 0 2 0
68500 870 0 0.144 63.8 0 1 2 0 0 0 3 0
84000 945 1 0.182 72.8 0 1 2 0 0 0 3 0
132500 1056 1 0.218 38.7 0 2 4 0 0 0 2 0
34150 790 0 0.145 93.4 0 1 1 0 0 1 3 0
65000 1016 1 0.168 63.5 0 1 3 0 1 0 2 0
127000 1040 1 0.468 41.3 500 1 3 2 0 0 2 1
167000 1504 1 0.161 84.6 0 1 3 0 1 0 3 0
162000 1050 1 0.166 80.4 350 1 3 0 1 0 3 1
248500 1762 1 0.2 11.4 0 3 3 3 0 0 4 1
158000 1598 1 0.163 90.6 850 2 3 0 1 0 3 0
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94900 1145 1 0.172 62.8 0 1 3 0 1 0 2 0
121500 1080 1 0.196 65.2 0 1 2 0 1 0 4 0
140000 1193 1 0.264 11 0 2 3 2 0 0 2 0
116500 1036 1 0.217 50.6 0 1 3 0 1 0 2 0
190500 1554 1 0.212 1.4 0 2 3 2 0 0 3 1
113000 1298 1 0.521 91.8 0 2 3 0 0 0 4 0
119000 1270 1 0.329 63.1 0 2 3 0 1 0 3 0
134000 1598 1 0.356 66.5 0 1 3 1 1 0 3 0
158000 1235 1 0.286 63.2 350 1 3 0 1 0 3 0
45000 660 0 0.152 47.4 0 1 2 0 0 0 2 0
120000 1176 1 0.172 54.9 260 1 4 1 1 0 2 0
136000 1678 1 0.258 75.8 400 1 3 2 1 0 4 0
125000 1166 1 0.176 62.6 0 1 2 0 1 0 3 1
69900 672 1 0.26 60.6 0 1 2 0 0 0 2 0
117500 858 1 0.228 36.7 400 2 3 0 0 0 2 0
111000 829 1 0.145 56.3 0 1 2 0 1 0 2 0
104000 1144 1 0.16 64.6 0 1 3 0 0 0 2 0
340000 2258 1 0.153 55.9 0 2 4 0 1 0 6 0
126000 720 1 0.2 63.9 0 1 2 0 1 0 2 0
90000 1404 1 0.235 60.8 0 1 4 0 1 0 2 0
58000 1144 1 0.262 55.5 0 1 3 1 0 0 2 0
318000 2279 1 0.372 89.5 600 2 3 0 1 0 4 1
68000 984 0 0.238 61.9 0 1 2 0 1 0 3 0
154500 1285 1 0.189 66.5 0 1 3 0 1 0 2 0
88500 1026 1 0.152 90.4 0 1 2 0 1 0 3 0
78000 1080 0 0.15 51.8 0 1 2 0 1 0 3 0
128500 1026 1 0.179 24.2 500 2 3 0 1 0 2 0
80000 1318 0 0.254 51.8 0 1 3 1 0 0 3 0
93000 946 1 0.174 56.5 0 1 3 0 0 0 2 0
86000 956 1 0.161 63.2 0 1 2 0 1 0 2 0
237000 2459 1 0.555 100 0 1 3 1 1 0 4 0
77500 1173 1 0.154 103.5 0 1 3 0 1 0 3 0
129900 897 1 0.177 63.7 570 1 2 0 1 0 3 0
123500 980 1 0.162 74.9 0 1 2 0 0 0 3 0
127500 1080 1 0.515 60.8 0 1 3 0 1 0 2 0
240000 1624 1 0.23 26.8 400 2 3 2 1 0 2 1
135000 1452 1 0.2 54.7 550 2 3 0 1 0 3 0
69500 984 1 0.115 101.7 0 1 2 0 0 0 3 0
93000 1030 1 0.474 42.1 200 2 2 0 0 0 3 0
105000 1036 1 0.241 49.9 450 1 2 0 0 0 2 1
85000 922 1 0.152 20.6 0 1 3 0 0 0 2 0
123500 1331 1 0.171 61.7 0 1 4 0 0 0 2 0
80250 1363 1 0.451 64 0 2 4 0 1 0 2 0
106420 978 1 0.248 55.6 0 1 3 0 1 0 2 0
80000 720 1 0.161 91.1 0 1 2 0 0 0 2 0
203000 1972 1 0.229 12 800 2 3 3 0 0 3 1
260000 1512 1 0.232 76.2 470 1 3 2 1 0 3 1
66500 1020 1 0.276 54.7 400 1 3 0 0 0 2 0
103000 1057 1 0.312 50.1 300 1 2 0 1 0 2 0
130000 1008 1 0.175 26.9 960 2 3 0 1 0 2 0
174900 1424 1 0.283 57.6 588 2 3 2 0 0 3 1
142500 1052 1 0.184 64.4 0 1 3 0 1 0 2 0
340000 2605 1 0.201 66.1 0 3 4 0 1 0 3 0
156000 1580 1 0.22 50.3 384 1 4 0 1 0 3 1
123500 2025 1 0.183 98.7 0 1 5 0 1 0 2 1
123900 1090 1 0.142 65.5 450 1 3 0 0 0 2 1
264900 2060 1 0.184 48.9 280 2 3 0 1 0 4 1
132000 952 1 0.16 93.5 0 2 3 0 1 0 3 0
66500 1107 1 0.178 53.1 0 1 3 0 0 1 2 1
75000 864 0 0.205 57.2 0 1 3 0 0 0 2 0
230000 1830 1 0.277 9.5 0 2 3 3 0 0 2 0
124000 1363 1 0.439 48.7 310 2 4 2 0 0 2 0
125500 1232 1 0.167 67.3 440 2 3 0 1 0 3 0
35000 822 0 0.126 88.4 0 1 2 0 0 0 3 0
76440 1080 1 0.448 14.6 0 2 3 0 0 0 2 0
45000 664 0 0.153 94.5 0 1 2 0 0 0 2 0
144500 1096 1 0.254 10.6 680 1 3 2 0 0 3 1
319000 1760 1 0.312 53.4 800 3 4 2 0 0 2 0
129000 1052 1 0.195 50.5 494 1 3 0 1 0 2 0
111000 1152 1 0.135 95.7 300 1 3 0 1 0 3 0
179000 1578 1 0.387 21.3 600 3 4 2 0 0 1 0
75000 834 0 0.152 65 0 1 2 0 0 0 2 0
221500 1401 0 0.189 98.6 0 2 3 0 1 0 4 0
29200 826 1 0.152 102.7 0 1 2 0 0 0 2 0
145000 1578 1 0.188 41.5 336 1 4 2 1 0 3 2
135000 997 0 0.198 55.5 0 1 3 0 1 0 2 0
115000 1235 1 0.18 63.3 850 1 3 0 1 0 3 1
140000 1126 1 0.213 42.6 260 1 3 0 1 0 2 2
165000 1136 1 0.189 11.3 600 2 3 2 0 0 3 1
130000 912 1 0.172 56.4 400 1 2 0 1 0 2 1
202000 2388 1 0.2 99 350 2 3 0 1 0 6 1
194000 1473 1 0.178 5.8 0 2 3 2 0 0 2 1
112900 928 1 0.171 61.3 0 1 2 1 1 0 3 0
104000 960 1 0.179 29.8 300 1 3 0 0 0 2 0
88000 777 1 0.235 100.6 0 1 2 0 1 0 1 0
85000 1057 1 0.189 56.2 0 1 2 1 0 0 3 0
115000 1374 1 0.159 120.2 0 1 3 0 1 0 3 1
54000 704 0 0.153 99.9 0 1 4 2 1 0 2 0
95000 1330 1 0.271 101.7 0 1 2 0 0 0 3 0
109900 1635 1 0.174 91.6 144 1 3 0 1 0 3 0
87500 900 1 0.149 88.3 360 1 2 0 1 0 2 0
100000 875 1 0.193 28.2 0 1 3 0 1 0 2 0
114000 769 1 0.235 75.4 0 1 2 0 1 0 2 0
106000 997 1 0.158 56.6 0 1 3 0 1 0 2 0
138000 1178 1 0.161 91 0 1 2 0 1 0 4 0
54000 778 1 0.157 90.4 0 1 2 0 0 0 2 0
113000 1071 1 0.241 53.3 294 1 3 0 1 0 2 1
135000 1482 1 0.232 49.4 256 2 3 1 0 0 3 0
90000 1050 1 0.183 61.2 0 1 3 1 1 0 2 0
39160 852 1 0.153 85.1 0 1 2 0 0 1 2 0
107000 996 0 0.193 65.2 0 1 3 2 0 0 2 0
75140 792 1 0.172 61.5 0 1 2 0 1 0 3 0
134900 1834 1 0.379 60.5 0 1 3 0 1 0 7 0
250000 1624 1 0.901 46.5 1140 2 4 2 1 0 3 0
53000 1971 1 0.193 58.8 0 3 3 0 0 1 4 0
102000 840 0 0.119 90.3 0 1 2 0 1 0 3 0
270000 1964 1 0.414 59.8 600 2 3 2 0 0 3 0
97500 975 1 0.161 52.3 150 1 3 0 0 0 2 0
81000 1248 1 0.195 100.4 300 1 3 0 0 1 3 1
75000 864 1 0.11 89.1 0 1 3 0 1 0 2 0
325000 2650 1 0.601 71 1200 3 4 0 1 0 2 1
175000 1920 1 0.23 9.4 0 2 4 3 0 0 3 1
85000 1158 1 0.262 61.3 0 1 2 1 0 0 2 0
81000 940 1 0.169 63.1 0 1 2 0 1 0 3 0
162000 1196 1 0.3 57.9 0 2 3 0 1 0 2 1
69500 987 0 0.118 74.6 0 1 2 0 1 0 4 0
65000 768 1 0.145 91.1 200 1 2 0 0 0 2 0
80000 1075 1 0.172 114.4 0 1 2 0 1 0 3 0
111000 1037 1 0.19 44.3 0 1 3 0 1 0 2 0
152500 1290 1 0.427 31.1 0 1 3 0 1 0 2 1
385000 2342 1 0.627 24.5 1000 3 3 1 1 0 2 1
130000 1372 1 0.172 39.8 0 2 3 0 1 0 3 1
47000 704 0 0.112 62.1 0 1 2 0 0 0 2 0
76300 768 1 0.118 94.9 0 1 2 0 1 0 2 0
79600 1305 1 0.189 113.6 0 1 3 0 0 1 4 0
100000 798 1 0.468 32.5 350 1 3 0 1 0 2 0
134000 1001 1 0.16 64.3 564 2 3 0 1 0 2 0
51500 680 0 0.327 96.4 0 1 1 0 0 0 3 0
119900 996 0 0.179 67.9 0 1 2 0 1 0 2 0
105000 1031 1 0.442 94.3 0 1 3 0 1 0 3 0
140000 1430 0 0.238 103.9 0 1 3 0 0 0 3 0
169200 1211 1 0.213 50.5 1000 1 3 1 1 0 1 1
59900 1148 1 0.16 74.9 0 1 4 0 0 1 2 0
125000 1332 1 0.176 65.4 0 1 2 1 1 0 4 0
64000 1032 0 0.496 48.8 0 1 2 0 1 0 3 0
87500 774 1 0.17 64.8 0 1 2 0 1 0 2 0
160000 1249 1 0.266 94 0 1 3 0 1 0 3 0
50000 936 0 0.172 43.6 0 1 3 0 1 0 2 0
81600 760 1 0.14 42.1 0 1 2 0 1 0 3 0
136000 1495 1 0.242 41.8 0 1 4 2 1 0 4 1
174000 1248 1 0.469 68.5 0 2 2 0 1 0 2 0
121000 888 1 0.161 48.1 800 2 3 0 1 0 2 1
95000 876 1 0.218 58.2 0 1 3 0 0 0 2 0
84750 902 1 0.17 86.5 350 2 2 0 0 0 2 0
174000 1732 1 0.207 13.5 0 2 3 2 0 0 2 1
138000 1063 1 0.15 63.9 350 3 3 0 1 0 2 0
123500 1176 1 0.163 57.4 350 1 2 0 1 0 3 0
131000 1144 1 0.168 53.5 0 1 4 0 1 0 2 1
123750 1012 1 0.2 59.9 500 1 2 1 1 0 2 1
50000 872 1 0.156 93 0 1 2 0 0 0 3 0
63000 918 0 0.454 95.5 0 1 3 0 0 0 2 0
189000 1439 1 0.156 13.7 860 3 2 2 0 0 3 0
172200 1568 1 0.218 16.7 0 1 3 2 0 0 2 1
105900 780 1 0.196 66.6 0 1 2 0 1 0 2 0
90000 940 1 0.178 56.8 0 1 3 0 1 0 2 0
96750 751 1 0.2 67 0 1 2 0 1 0 3 0
75000 1035 1 0.152 89.7 0 1 3 0 1 0 3 0
141000 1316 1 0.171 66.6 700 1 3 0 1 0 2 0
104900 844 1 0.16 62.3 0 1 2 0 1 0 2 0
85000 1110 1 0.169 98 0 1 2 0 1 0 4 0
139000 876 1 0.149 90.6 0 1 2 0 1 0 3 0
115000 1937 1 0.152 59 0 3 3 0 1 0 4 0
80000 1436 1 0.172 63.5 0 1 3 0 0 0 3 0
119900 963 1 0.321 19.3 0 2 3 0 0 0 2 0
80000 950 1 0.168 55.2 0 1 3 0 1 0 2 0
77000 1761 1 0.227 63.5 0 1 3 0 1 0 3 0
139000 1147 1 0.207 55.8 500 1 3 0 1 0 3 1
107000 1292 1 0.175 58.3 400 1 3 0 1 0 2 1
175000 1318 1 0.22 13.6 0 2 2 2 0 0 3 0
215500 2319 1 0.23 9.3 0 2 4 3 0 0 2 1
87000 1012 1 0.172 54.9 0 1 3 0 1 0 2 1
113000 1372 1 0.172 42.4 0 1 3 0 1 0 2 1
55700 660 1 0.367 73.3 0 1 2 0 0 0 2 0
199000 2004 1 0.258 46.8 0 2 4 2 1 0 4 1
146690 2212 1 0.129 76.1 400 1 3 0 1 0 4 1
164900 1474 1 0.177 4.7 0 2 3 2 0 0 3 1
94000 1038 1 0.152 35.5 515 1 2 0 1 0 2 0
185500 1727 1 0.328 36.4 400 2 3 2 1 0 5 1
41000 700 0 0.16 55.2 400 1 2 0 0 1 2 0
92500 660 1 0.162 91.3 0 1 2 0 1 0 2 0
131000 1114 1 0.161 31.6 0 1 2 0 1 0 3 1
109000 916 1 0.115 36.5 720 1 3 0 1 0 2 1
119000 1288 1 0.147 105.9 0 1 3 0 0 0 3 1
60000 770 1 0.149 103 0 1 2 0 1 0 2 0
104500 1460 0 0.126 58.6 0 2 2 0 1 0 5 0
185000 2371 1 0.371 31.3 450 3 4 3 1 0 4 1
146500 1360 1 0.162 76 0 1 3 0 1 0 4 0
172500 1681 1 0.223 92.6 0 1 3 0 1 0 5 1
80000 1312 0 0.367 59.5 0 1 3 0 0 0 2 0
193000 2523 1 0.226 21.7 0 2 3 2 0 0 5 1
67100 864 1 0.164 64.7 0 1 3 0 1 0 2 0
120000 1416 1 0.266 62 708 1 3 2 0 0 3 1
103000 864 1 0.199 58.2 0 1 2 0 0 0 3 0
125000 905 1 0.316 38.3 600 1 2 0 1 0 3 0
101000 840 1 0.235 51.8 0 1 3 0 0 0 2 0
207000 1960 1 0.199 89.4 0 1 3 1 1 0 3 1
86500 1227 1 0.108 62.9 0 1 4 0 1 0 1 0
109500 1013 1 0.194 93.2 0 1 3 0 1 0 2 2
117900 832 1 0.163 89.7 0 1 2 0 1 0 2 0
133000 1094 1 0.369 42.5 500 2 3 0 1 0 3 0
73000 1272 1 0.135 114.3 0 1 3 0 0 0 3 0
100000 744 1 0.192 45.8 0 1 2 0 1 0 3 0
86000 637 0 0.242 64.7 0 1 2 0 0 0 2 0
78000 992 1 0.158 92 0 1 2 0 0 0 2 0
185000 1740 1 0.18 73.6 0 1 3 0 1 0 4 1
27500 1474 0 0.138 102.6 0 1 4 1 0 1 4 0
75000 816 1 0.152 55.9 0 1 2 0 1 0 2 0
55000 777 0 0.117 99.5 0 1 2 0 0 0 3 0
119900 876 1 0.174 59.3 400 1 2 0 1 0 3 0
165000 1020 1 0.231 64.5 0 1 2 1 1 0 3 0
93500 1992 1 0.152 59.4 0 1 5 0 1 0 3 1
133500 1038 1 0.199 74.7 446 2 2 1 1 0 5 0
385000 2227 1 0.255 90.4 1000 2 3 0 1 0 3 1
135000 894 1 0.196 36.9 500 1 3 0 1 0 2 1
115000 1504 1 0.158 85.4 0 2 3 0 1 0 4 0
122000 1602 1 0.461 105.1 350 2 4 0 1 0 3 0
160000 1635 1 0.245 14.3 0 2 4 3 1 0 2 1
193500 2046 1 0.188 16.4 0 2 4 2 0 0 4 1
220000 1775 1 0.383 84.4 0 1 3 0 1 0 3 1
85000 1322 1 0.333 59.3 0 1 2 0 1 0 3 0
79900 1016 1 0.237 60.4 0 1 2 0 0 0 2 0
127900 1032 1 0.289 16.7 900 2 3 0 0 0 2 0
140000 1092 1 0.292 51.3 500 1 3 0 1 0 3 0
219000 2240 1 0.255 11.9 700 3 4 2 0 0 4 1
115000 1021 1 0.164 100.8 450 1 2 0 1 0 3 0
129000 1338 0 0.16 86.3 0 1 3 0 1 0 4 1
127000 1012 1 0.166 68.4 200 2 2 0 1 0 2 0
80000 779 1 0.155 41.8 0 1 2 0 1 0 3 0
116000 1451 1 0.223 82.4 0 1 3 0 1 0 3 0
39020 624 0 0.437 81.6 0 1 2 0 0 1 2 0
128750 1198 1 0.277 48.9 1042 2 1 0 1 0 3 0
120000 2037 1 0.179 50.2 0 2 4 1 0 0 2 0
190000 1479 1 0.16 62.4 0 2 4 0 1 0 2 0
105000 997 1 0.295 13.2 0 1 3 0 0 0 2 1
80000 1088 1 0.155 118.3 0 1 3 0 0 1 2 1
97000 912 1 0.207 57.6 0 1 3 0 0 0 2 0
170000 1333 1 0.166 61.8 390 1 3 0 1 0 2 1
110000 1290 1 0.187 10.3 110 2 3 0 0 0 2 0
74500 796 1 0.165 60.8 0 1 2 1 0 0 2 0
79500 864 1 0.107 60.3 0 1 3 0 0 1 2 0
85000 924 1 0.161 58.6 0 1 3 0 1 0 3 0
53500 1052 1 0.104 113.5 0 1 2 0 0 1 5 1
41500 808 1 0.162 118.5 0 1 2 0 0 1 3 0
115000 1334 1 0.143 58.7 0 1 3 0 0 0 2 0
345000 2573 1 0.4 103 0 2 4 0 1 0 6 1
150000 1359 1 0.173 13.2 0 2 3 0 0 0 3 1
100000 1120 1 0.196 53.6 0 1 3 1 0 0 2 1
97500 912 1 0.22 58.8 0 1 2 0 1 0 2 0
50000 640 0 0.18 92 0 1 2 0 1 0 2 0
98000 1242 1 0.234 7.3 0 2 3 0 0 0 2 0
76000 876 1 0.164 77 0 1 2 0 1 0 3 0
125600 942 1 0.217 36.8 600 1 3 0 1 0 2 0
116000 1796 0 0.172 96.8 315 1 4 0 0 0 4 0
123000 1037 1 0.244 46.6 600 1 2 0 1 0 3 0
112000 918 1 0.172 59.3 0 1 3 1 1 0 2 0
85900 864 1 0.199 56.8 0 1 3 0 0 0 2 0
154900 1548 1 0.193 85.6 350 1 3 0 1 0 3 1
140000 1876 1 0.296 66.1 350 1 3 0 1 0 4 1
113620 1583 1 0.153 91.9 0 1 3 0 0 0 3 0
129000 1032 1 0.205 9.4 624 1 3 2 0 0 2 0
460000 2480 1 0.405 85.1 520 3 3 0 1 0 3 0
165000 1708 1 0.213 58.5 300 2 3 0 1 0 4 1
77400 889 0 0.274 97.8 0 1 2 0 1 0 2 0
86000 736 1 0.146 74.3 360 1 2 0 1 0 2 1
117500 816 1 0.22 37.3 0 2 4 0 1 0 4 0
86500 778 1 0.169 94 0 1 2 0 1 0 3 0
40000 1176 1 0.117 62 0 1 3 0 1 0 2 1
91500 894 1 0.233 101.5 0 1 2 0 0 0 2 1
150000 1400 1 0.208 14 0 2 3 2 0 0 2 1
167500 1451 1 0.209 91.3 0 1 3 0 1 0 2 1
35000 728 0 0.215 53.6 0 1 2 0 0 0 3 0
48000 1230 0 0.135 114.9 0 1 3 0 0 1 3 0
160000 1377 1 0.16 67 0 1 3 0 1 0 4 1
106000 942 1 0.227 94.6 0 1 3 0 1 0 2 0
115000 1326 1 0.341 73.5 0 1 2 0 1 0 4 1
124900 1008 1 0.409 58.3 0 1 3 0 1 0 2 0
187000 1468 1 0.31 10.8 0 2 3 2 0 0 3 1

Final Regression

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8396195029
R Square 0.7049609097
Adjusted R Square 0.7001570167
Standard Error 32703.6272174791
Observations 750
ANOVA
df SS MS F Significance F
Regression 12 1883409734641.92 156950811220.16 146.7478399344 4.61853215562735E-186
Residual 737 788241570853.542 1069527233.17984
Total 749 2671651305495.46
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept -8100.7065373246 8272.1236134609 -0.9792777424 0.3277641038 -24340.4404200378 8139.0273453887 -24340.4404200378 8139.0273453887
above 87.0430719775 5.2196312681 16.6760959743 3.25216949388044E-53 76.7959544632 97.2901894918 76.7959544632 97.2901894918
AC 10018.2764899217 4070.0966226231 2.4614345601 0.0140663019 2027.9116069826 18008.6413728608 2027.9116069826 18008.6413728608
acres 35922.6769876461 10705.680581369 3.3554781235 0.0008328641 14905.4132475526 56939.9407277397 14905.4132475526 56939.9407277397
age -137.6002006023 60.1242138853 -2.2885987477 0.0223848262 -255.6353363219 -19.5650648827 -255.6353363219 -19.5650648827
basement 17.938914191 4.8833281517 3.6735016844 0.0002565687 8.352022922 27.5258054599 8.352022922 27.5258054599
baths 22392.0146838027 2987.5921730706 7.4950037979 0 16526.8095553648 28257.2198122406 16526.8095553648 28257.2198122406
beds -7974.2566243663 2369.8094523075 -3.3649357827 0.0008052536 -12626.6381235483 -3321.8751251842 -12626.6381235483 -3321.8751251842
car 4447.8931198869 2042.6207489805 2.1775423177 0.029756612 437.8445595905 8457.9416801832 437.8445595905 8457.9416801832
Above Normal 22957.3652055206 2812.3122235468 8.1631637531 0 17436.2675721169 28478.4628389243 17436.2675721169 28478.4628389243
Below Normal -33111.7996810964 6076.6578740431 -5.4490149631 0.0000000691 -45041.4215511288 -21182.1778110639 -45041.4215511288 -21182.1778110639
rooms -3561.8378976105 1738.7719426633 -2.0484790502 0.0408668176 -6975.3741249502 -148.3016702708 -6975.3741249502 -148.3016702708
toilets 8824.4439571874 2972.5619536254 2.9686324776 0.0030882724 2988.7459753294 14660.1419390455 2988.7459753294 14660.1419390455
RESIDUAL OUTPUT
Observation Predicted price Residuals
1 91539.9499846772 960.0500153228
2 85492.7645463519 21507.2354536481
3 101642.339333904 -13642.3393339037
4 144209.527929712 15790.4720702877
5 166167.444100987 3832.5558990127
6 154685.738038033 7214.261961967
7 124645.081575751 -62145.0815757508
8 115083.690215408 6916.3097845925
9 101289.50168274 43710.4983172596
10 204484.214528169 3015.7854718311
11 73053.9705274009 -23053.9705274009
12 220051.567911382 -14701.5679113824
13 153961.591581762 -49461.591581762
14 171533.73749857 -9033.7374985703
15 102823.426111646 -4323.4261116462
16 142834.616184002 25865.3838159977
17 170684.761084541 46565.238915459
18 105054.708777452 -2054.7087774519
19 69177.8243170159 -14177.8243170159
20 183559.502744372 -26859.5027443722
21 136759.788494456 7240.2115055444
22 119609.313746696 -10609.3137466963
23 158428.998829863 6571.0011701368
24 66897.1133439593 20102.8866560407
25 135399.079715846 -10399.0797158456
26 88718.1473099087 26281.8526900913
27 109583.915283604 5416.0847163961
28 87828.1959361148 31671.8040638852
29 203028.017502707 44471.9824972932
30 87964.4618999757 -45964.4618999757
31 100910.271967401 17089.7280325986
32 54481.1757152254 29518.8242847746
33 110507.866095421 -4027.8660954209
34 299503.674646095 30496.3253539054
35 122442.227262916 -24442.2272629159
36 86978.6981910756 12521.3018089244
37 112798.120309287 -27898.1203092871
38 226871.238710613 -36971.238710613
39 150243.054090873 14756.9459091265
40 70796.770659163 -5796.770659163
41 165909.469488039 14090.5305119606
42 114093.032777012 4906.9672229878
43 194872.483543117 1127.516456883
44 57630.0137776073 -22130.0137776073
45 174863.95743176 -11863.9574317602
46 44203.3767523668 20696.6232476332
47 178066.725482363 -4066.7254823627
48 80216.8493351996 23173.1506648004
49 165918.911262869 -15918.9112628686
50 109077.797367326 -5477.7973673258
51 93801.2343234611 -17801.2343234611
52 254337.836608127 170662.163391873
53 88800.5688192754 17199.4311807246
54 130873.886340847 -7373.8863408473
55 160444.562705186 18555.4372948138
56 234379.707118987 -34379.7071189868
57 245477.901454638 44522.0985453617
58 165676.194053672 9323.8059463281
59 159210.446540734 -11210.4465407341
60 142782.848524921 -45282.8485249208
61 162994.30959271 -7994.3095927096
62 103423.286166629 -24423.2861666292
63 148915.155481174 3084.8445188255
64 137952.979826549 74047.0201734514
65 106647.452539589 -21647.4525395895
66 141522.38518386 -17522.3851838601
67 143140.17399984 10359.8260001598
68 114249.585209397 -9249.5852093973
69 239088.542549035 90911.4574509651
70 85566.2403321512 9433.7596678488
71 75853.4276761481 -16853.4276761481
72 87964.4618999757 -35764.4618999757
73 112033.898947004 14966.1010529965
74 59778.726513118 8721.273486882
75 76451.8933214607 7548.1066785393
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526 274340.726335275 65659.2736647249
527 158907.149229552 -2907.149229552
528 178351.365725749 -54851.3657257493
529 101125.249759455 22774.7502405454
530 224526.034022729 40373.9659772711
531 110797.695044064 21202.3049559356
532 64420.1297750628 2079.8702249372
533 57943.4939747189 17056.5060252811
534 196931.034350192 33068.9656498084
535 149846.379200044 -25846.3792000436
536 146919.46143648 -21419.4614364797
537 51569.0859376047 -16569.0859376047
538 123746.067749235 -47306.0677492352
539 41508.6695177655 3491.3304822345
540 122684.997633088 21815.0023669119
541 210375.66049222 108624.33950778
542 116707.751386426 12292.2486135742
543 109995.181647033 1004.8183529672
544 201619.043665142 -22619.043665142
545 60329.2749947176 14670.7250052824
546 136639.916583992 84860.0834160083
547 64463.6793461128 -35263.6793461128
548 175653.581503087 -30653.5815030872
549 92460.049355355 42539.950644645
550 141985.370347343 -26985.3703473431
551 138333.770476983 1666.2295230168
552 144692.327916094 20307.6720839061
553 117996.101202911 12003.8987970886
554 240889.202611117 -38889.2026111172
555 167185.984211983 26814.0157880174
556 103564.672283313 9335.3277166867
557 84535.8355265939 19464.1644734061
558 89988.3145335868 -1988.3145335868
559 93184.2325717372 -8184.2325717372
560 130252.452658878 -15252.4526588776
561 60151.9895101741 -6151.9895101742
562 109183.948487285 -14183.9484872855
563 151203.660023353 -41303.660023353
564 102193.915844426 -14693.9158444263
565 95435.9431555283 4564.0568444717
566 89197.6571153343 24802.3428846657
567 100890.058545108 5109.9414548917
568 112869.756532422 25130.2434675782
569 62157.7077435402 -8157.7077435402
570 124865.393452737 -11865.3934527368
571 151668.014729056 -16668.0147290562
572 110216.340481722 -20216.3404817223
573 36072.6857440191 3087.3142559809
574 76797.0919868501 30202.9080131499
575 87287.3240113561 -12147.3240113561
576 163338.191134129 -28438.1911341292
577 223748.444282199 26251.5557178011
578 168215.772590186 -115215.772590186
579 75580.3273186621 26419.6726813379
580 209348.540149271 60651.4598507294
581 79408.0317782814 18091.9682217186
582 72615.2353038695 8384.7646961305
583 83117.0349571216 -8117.0349571216
584 325865.473270331 -865.4732703305
585 200378.654465016 -25378.6544650165
586 107458.0151361 -22458.0151360999
587 99841.7703120968 -18841.7703120968
588 154350.22838108 7649.7716189198
589 86938.2214742099 -17438.2214742099
590 64347.6675976859 652.3324023141
591 104641.462769122 -24641.462769122
592 107213.789555221 3786.2104447795
593 148390.127816733 4109.8721832666
594 315222.972937011 69777.0270629891
595 164000.432127989 -34000.4321279894
596 47975.8091398857 -975.8091398857
597 82224.4569240574 -5924.4569240574
598 57776.875584621 21823.124415379
599 104299.301889114 -4299.3018891144
600 132760.116929865 1239.8830701345
601 53302.8828108671 -1802.8828108671
602 97958.4895575101 21941.5104424899
603 105302.197796517 -302.1977965172
604 98407.5537888283 41592.4462111717
605 157105.473571939 12094.5264280615
606 47543.9025856781 12356.0974143219
607 134783.688027074 -9783.6880270744
608 111545.854687677 -47545.8546876766
609 88756.460597409 -1256.460597409
610 117996.476397963 42003.5236020368
611 87853.8747502171 -37853.8747502171
612 86021.8639361565 -4421.8639361565
613 151913.794003145 -15913.7940031445
614 162638.651075616 11361.3489243841
615 138247.323429411 -17247.3234294111
616 69335.6819286075 25664.3180713925
617 102625.318902578 -17875.3189025784
618 189712.375942154 -15712.3759421545
619 156405.687749769 -18405.687749769
620 127231.340347129 -3731.3403471292
621 115321.364850363 15678.635149637
622 133466.42719319 -9716.4271931895
623 66384.2354132594 -16384.2354132594
624 66318.4787483589 -3318.4787483589
625 195756.634943867 -6756.6349438668
626 153000.126258982 19199.8737410184
627 89965.0282698686 15934.9717301314
628 96619.5369420243 -6619.5369420243
629 83967.5919126208 12782.4080873792
630 95865.7546807803 -20865.7546807803
631 140305.03123442 694.9687655796
632 94834.2493674621 10065.7506325379
633 106275.007649638 -21275.0076496381
634 89768.5546492219 49231.4453507781
635 219825.123232954 -104825.123232954
636 112136.240133763 -32136.2401337631
637 108353.127407608 11546.872592392
638 97350.9012128864 -17350.9012128864
639 165358.350966286 -88358.3509662859
640 130048.873829669 8951.1261703311
641 142944.539579807 -35944.5395798069
642 149717.753693824 25282.2463061756
643 238684.438101703 -23184.4381017026
644 111756.986400809 -24756.9864008089
645 144812.494820231 -31812.4948202312
646 61783.3508479022 -6083.3508479022
647 218497.494152276 -19497.4941522765
648 211798.763291717 -65108.7632917169
649 163826.626930024 1073.3730699755
650 124359.450099683 -30359.4500996833
651 209920.177093057 -24420.1770930566
652 24365.1327268301 16634.8672731699
653 74899.7636601141 17600.2363398859
654 127858.733696437 3141.2663035627
655 116801.120811255 -7801.1208112553
656 101345.994008055 17654.0059919454
657 82397.5844297508 -22397.5844297508
658 149428.755931289 -44928.755931289
659 291546.786366578 -106546.786366578
660 122837.264693979 23662.7353060206
661 155947.816824576 16552.1831754237
662 102441.783431244 -22441.7834312443
663 247432.141401338 -54432.1414013378
664 88414.3044091505 -21314.3044091505
665 144399.492076123 -24399.4920761233
666 72021.0529288682 30978.9470711318
667 116251.729799588 8748.2702004123
668 67693.4581300628 33306.5418699372
669 191382.579215626 15617.4207843744
670 113834.531259997 -27334.5312599967
671 116188.684640634 -6688.6846406342
672 90127.2550381923 27772.7449618077
673 146652.718081487 -13652.7180814868
674 89541.9470903164 -16541.9470903164
675 85988.0332456459 14011.9667543541
676 46456.1108042224 39543.8891957776
677 80600.6875027453 -2600.6875027453
678 165714.924669833 19285.0753301668
679 58624.0604346696 -31124.0604346696
680 92990.3032200461 -17990.3032200461
681 45801.4813790437 9198.5186209563
682 102149.073529153 17750.9264708472
683 113287.674882573 51712.3251174269
684 176211.191349935 -82711.1913499351
685 135570.497086174 -2070.4970861738
686 252380.184899205 132619.815100795
687 113794.308861496 21205.6911385042
688 156326.349148927 -41326.3491489273
689 174896.618618196 -52896.6186181957
690 201955.181226429 -41955.1812264286
691 200864.396678985 -7364.3966789847
692 178129.491348643 41870.5086513571
693 139506.423595758 -54506.4235957577
694 89875.7790512615 -9975.7790512615
695 129712.357003888 -1812.3570038882
696 120109.68936038 19890.3106396197
697 255726.02752098 -36726.0275209802
698 109597.629580564 5402.3704194356
699 118239.357157562 10760.6428424385
700 134813.457819928 -7813.4578199275
701 88255.8025187241 -8255.8025187241
702 135630.664153932 -19630.6641539325
703 16892.229809831 22127.770190169
704 177191.074740665 -48441.074740665
705 188958.156876088 -68958.1568760876
706 156536.341488173 33463.6585118269
707 97650.3927502223 7349.6072497777
708 52968.5567575051 27031.4432424949
709 72156.6431932941 24843.3568067059
710 145529.011593977 24470.9884060228
711 135214.255594327 -25214.2555943274
712 72532.7235127508 1967.2764872492
713 30902.9878168878 48597.0121831122
714 90806.6440229 -5806.6440229
715 45952.1735343715 7547.8264656285
716 24408.4100721715 17091.5899278285
717 106438.40801992 8561.5919800803
718 249373.428930866 95626.5710691342
719 143607.59499977 6392.4050002298
720 103689.19059723 -3689.1905972297
721 103390.139583298 -5890.1395832977
722 63690.9137759987 -13690.9137759987
723 131164.073998628 -33164.0739986278
724 92178.7575322278 -16178.7575322278
725 111709.960015125 13890.0399848748
726 122986.046323857 -6986.0463238571
727 124012.900892506 -1012.9008925057
728 98592.9459149749 13407.0540850251
729 67801.2744829556 18098.7255170444
730 157658.905108218 -2758.9051082183
731 189030.434460694 -49030.4344606943
732 120341.195154582 -6721.1951545824
733 109251.964840586 19748.0351594139
734 285476.656635797 174523.343364203
735 193966.446677334 -28966.4466773343
736 87943.2891717372 -10543.2891717372
737 98561.9307747759 -12561.9307747759
738 97312.2346262578 20187.7653737422
739 81488.9464531338 5011.0535468662
740 123079.341546519 -83079.3415465192
741 82281.9092744911 9218.0907255088
742 160781.198622317 -10781.198622317
743 146289.386745543 21210.6132544571
744 51372.6424045818 -16372.6424045818
745 42673.5017758827 5326.4982241173
746 134307.997326229 25692.0026737706
747 93352.5466756072 12647.4533243928
748 143450.660510593 -28450.6605105931
749 110630.203919736 14269.7960802641
750 167242.723313842 19757.2766861575

above Residual Plot

1122 706 893 1301 1567 1336 1600 988 1050 1795 824 2080 1335 1673 1056 1567 1589 1008 872 1402 1303 1108 1393 1264 1404 864 928 1088 1693 1380 1008 768 999 2701 1010 925 960 2056 1438 768 1574 892 1456 890 1704 996 1542 1019 1620 1409 1019 2538 720 864 1393 2136 2221 1477 1385 1470 1476 905 1699 1400 1052 1400 1382 1298 2389 672 897 1380 1037 870 945 1056 790 1016 1040 1504 1050 1762 1598 1190 1666 824 2114 880 1229 672 1144 1182 2108 940 962 1544 1365 1010 1298 1248 864 1040 1304 884 1188 768 1317 864 822 1340 1753 1085 1440 1115 1185 1708 864 864 675 912 1401 922 1400 889 928 1400 853 1796 876 836 1708 1138 856 1168 1695 964 1068 1120 912 1372 1040 1296 898 1370 1241 1123 912 1571 1800 1157 660 1131 1518 660 786 720 1663 1078 1100 1177 672 1596 2172 868 968 1063 900 864 900 995 1621 1114 1883 662 1342 660 1932 1113 1217 1075 912 1719 1208 858 1056 970 1030 1057 784 985 790 1278 744 941 802 802 1202 840 1238 884 1060 1040 1301 1040 1227 1607 1864 1339 660 1468 1209 1209 1224 825 1151 1336 2009 2370 1818 826 1098 1364 740 1104 752 902 1122 1267 1782 1264 1513 2066 844 1088 1088 929 917 738 1326 2002 907 884 1144 2004 924 2033 768 956 936 950 840 1388 1144 804 1168 1477 672 1068 1458 1688 1282 1102 1877 1932 672 1248 1140 992 1302 764 1134 928 1085 924 1378 1000 1054 960 1336 884 752 1208 1360 1909 750 707 690 1449 924 1610 940 992 914 1792 1932 1510 1040 1078 1255 940 1275 765 836 672 1254 2015 864 1020 1192 1344 1740 864 903 948 880 1128 1748 1107 1140 1071 744 1173 781 1404 2288 1040 672 2534 1352 1128 1080 936 1672 936 1416 720 2272 816 720 1092 960 1096 1390 653 932 1019 1632 2306 1500 1047 1870 950 1170 894 924 1394 1384 2026 1555 1808 1328 1008 1672 864 781 1100 1590 1470 1303 1627 672 1412 1750 768 1848 1320 1452 2602 906 1311 845 880 751 1209 1601 1496 774 888 1749 1052 1050 1188 1034 1140 1579 1713 988 1048 1520 1060 1540 1721 1395 1008 888 820 1148 1006 676 1556 1830 1229 1320 1164 1657 948 1394 1040 780 907 900 1372 1060 1554 720 897 1994 760 672 2542 1568 1032 744 1486 966 1249 768 1583 1529 1390 720 1788 1177 1628 744 1486 998 1192 1565 864 930 752 2009 1408 720 680 860 1018 1356 1786 1541 820 2270 1536 960 1057 904 948 768 1056 720 630 1200 1145 1080 1193 1036 1554 1298 1270 1598 1235 660 1176 1678 1166 672 858 829 1144 2258 720 1404 1144 2279 984 1285 1026 1080 1026 1318 946 956 2459 1173 897 980 1080 1624 1452 984 1030 1036 922 1331 1363 978 720 1972 1512 1020 1057 1008 1424 1052 2605 1580 2025 1090 2060 952 1107 864 1830 1363 1232 822 1080 664 1096 1760 1052 1152 1578 834 1401 826 1578 997 1235 1126 1136 912 2388 1473 928 960 777 1057 1374 704 1330 1635 900 875 769 997 1178 778 1071 1482 1050 852 996 792 1834 1624 1971 840 1964 975 1248 864 2650 1920 1158 940 1196 987 768 1075 1037 1290 2342 1372 704 768 1305 798 1001 680 996 1031 1430 1211 1148 1332 1032 774 1249 936 760 1495 1248 888 876 902 1732 1063 1176 1144 1012 872 918 1439 1568 780 940 751 1035 1316 844 1110 876 1937 1436 963 950 1761 1147 1292 1318 2319 1012 1372 660 2004 2212 1474 1038 1727 700 660 1114 916 1288 770 1460 2371 1360 1681 1312 2523 864 1416 864 905 840 1960 1227 1013 832 1094 1272 744 637 992 1740 1474 816 777 876 1020 1992 1038 2227 894 1504 1602 1635 2046 1775 1322 1016 1032 1092 2240 1021 1338 1012 779 1451 624 1198 2037 1479 997 1088 912 1333 1290 796 864 924 1052 808 1334 2573 1359 1120 912 640 1242 876 942 1796 1037 918 864 1548 1876 1583 1032 2480 1708 889 736 816 778 1176 894 1400 1451 728 1230 1377 942 1326 1008 1468 960.05001532280585 21507.235453648056 -13642.339333903699 15790.47207028768 3832.5558990127174 7214.2619619669567 -62145.081575750781 6916.309784592464 43710.498317259597 3015.7854718310991 -23053.970527400932 -14701.567911382415 -49461.591581761983 -9033.7374985702918 -4323.4261116461857 25865.383815997688 46565.238915458962 -2054.7087774518586 -14177.824317015911 -26859.502744372236 7240.2115055444301 -10609.313746696309 6571.0011701367912 20102.886656040704 -10399.079715845612 26281.852690091298 5416.0847163961007 31671.804063885153 44471.98249729324 -45964.461899975679 17089.728032598621 29518.824284774564 -4027.8660954209336 30496.325353905442 -24442.227262915898 12521.301808924414 -27898.1203092871 -36971.238710613048 14756.945909126516 -5796.7706591630122 14090.530511960562 4906.9672229878197 1127.5164568829641 -22130.013777607288 -11863.95743176018 20696.623247633186 -4066.7254823626718 23173.150664800371 -15918.911262868613 -5477.7973673257511 -17801.234323461133 170662.16339187315 17199.431180724612 -7373.886340847268 18555.437294813833 -34379.707118986786 44522.098545361718 9323.8059463280952 -11210.446540734149 -45282.848524920817 -7994.3095927095856 -24423.28616662923 3084.8445188255282 74047.020173451368 -21647.45253958946 -17522.38518386014 10359.82600015981 -9249.5852093973081 90911.457450965128 9433.7596678487753 -16853.427676148058 -35764.461899975679 14966.101052996484 8721.2734868820044 7548.1066785392759 30395.603144264547 10509.305562650981 -36953.662298401134 5393.4543375491048 29285.979445820063 47942.935972102277 36422.598207701201 -24782.405216551619 -9813.0804173684883 -56202.031593123567 44578.188689176037 -69926.752958544763 -7217.4467847966444 -19363.209931503225 16368.000277865249 -58913.991968083545 -42081.518805440661 64664.734699214634 15060.075853374874 22401.710621621023 -38924.35269053324 -47471.569085580093 3475.372476103541 15544.50249681776 -22797.033106226183 12510.455088243463 -11905.889897594141 36246.655064950493 -7927.9493313188723 14113.723475073406 -2612.4135095037636 31132.003156216349 41113.883304751958 -4596.8400789375883 3501.8693194988009 -53253.732182699576 -3626.3453482703335 -12375.355236280506 32228.513918634533 46425.107511449314 147313.23095041065 15471.518000022334 -9756.8337323816886 5257.3351272812724 27908.677751133233 -7645.9755123948562 -15466.723482902744 -23758.178203333722 47193.798686995826 -432.31042774266825 5915.517914716329 12945.97206799424 -80513.975468250181 -173.46982286195271 -7973.2621233805112 -2010.4405004341679 3522.3838586845086 5676.604213983308 -27301.11595825784 29199.563208339765 20223.960246974864 -8385.4188087489747 7760.3226171826245 3815.7279322395916 -34243.852533365047 31382.346350428561 -38040.846836636018 -11197.475360071607 11471.983442612662 -22688.091527556797 12502.860587714473 -3421.4965973254002 -16354.467369914928 -8478.8724905315612 22470.803795299187 -11367.505700488473 33673.777622817826 -42118.275744102983 -518.19423863525299 -2416.5500269154581 6815.6251208600806 -28301.717154785147 -7953.3625207566074 -5891.3319183174463 4100.4297312187846 -25643.1977450595 -89362.779544505785 -62550.175609389553 -17087.027877702625 1341.7604816813546 21890.164301862213 2337.7562070104468 -7074.9697076776938 20219.266157538208 -5259.9880068992352 -17502.746332792012 12225.77282443372 -56880.88206692072 14619.873538718501 4669.8097896984254 3327.5354480029637 -25251.476555579284 19367.352624395571 -13802.308116477769 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above

Residuals

Below Normal Residual Plot

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Below Normal

Residuals

rooms Residual Plot

3 2 2 2 3 3 2 2 4 4 3 4 2 3 2 3 4 3 2 4 3 3 2 3 2 2 2 3 4 4 2 2 3 4 3 2 3 4 5 3 3 3 3 3 3 2 2 2 3 2 3 4 2 2 2 3 4 5 2 4 4 5 3 3 2 4 3 2 4 2 2 4 2 3 3 2 3 2 2 3 3 4 3 2 3 4 5 2 2 2 2 3 5 3 3 3 2 3 3 2 2 2 4 3 2 2 5 2 2 3 4 2 3 2 2 3 2 3 2 6 3 3 3 2 3 2 1 6 2 2 4 2 3 2 4 3 3 2 3 2 1 3 2 2 3 3 2 3 3 2 2 2 2 2 2 2 3 2 1 3 2 5 2 2 2 3 2 3 2 2 3 3 2 2 2 2 4 3 4 2 2 4 3 3 2 2 2 3 2 2 2 2 2 3 2 2 4 3 2 2 2 3 2 3 2 4 3 3 2 3 2 2 4 3 3 3 3 4 3 2 2 3 2 3 2 3 3 2 4 3 2 4 2 2 2 2 3 2 2 2 2 2 2 3 2 4 2 3 3 2 2 2 2 2 2 3 2 4 2 3 2 2 3 4 2 5 2 3 2 3 3 3 2 4 2 1 2 2 5 2 2 3 4 5 2 2 2 5 2 3 2 2 2 2 3 3 2 3 2 3 3 2 2 2 3 3 2 3 2 4 3 3 2 2 2 3 4 3 2 2 2 4 2 4 4 2 2 5 3 2 4 2 3 3 2 2 4 2 2 2 2 2 2 2 3 4 4 4 3 2 3 3 2 2 2 3 2 2 4 3 2 2 6 3 1 2 3 2 3 4 2 3 2 3 3 3 3 4 3 2 2 2 3 1 5 3 2 3 1 2 1 2 2 2 5 3 2 2 3 3 3 3 2 3 2 3 3 2 2 2 3 2 3 2 3 2 3 3 2 3 4 2 2 5 2 1 3 2 2 3 2 2 2 3 2 2 3 3 3 3 2 3 3 3 3 3 3 3 2 2 1 2 3 2 2 2 3 2 2 3 2 1 3 2 4 4 2 2 2 3 2 3 1 2 4 2 2 3 4 3 3 3 2 2 4 3 2 2 2 2 6 2 2 2 4 3 2 3 3 2 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rooms

Residuals

toilets Residual Plot

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toilets

Residuals

AC Residual Plot

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AC

Residuals

acres Residual Plot

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7649.7716189198545 -17438.221474209902 652.33240231408126 -24641.462769122038 3786.2104447794554 4109.8721832665906 69777.027062989131 -34000.432127989363 -975.80913988569955 -5924.4569240574347 21823.124415379032 -4299.3018891144311 1239.8830701345287 -1802.8828108670568 21941.510442489947 -302.19779651716817 41592.446211171657 12094.526428061479 12356.097414321855 -9783.688027074415 -47545.85468767659 -1256.4605974090373 42003.523602036788 -37853.874750217117 -4421.8639361565292 -15913.794003144547 11361.348924384103 -17247.323429411103 25664.318071392525 -17875.318902578365 -15712.375942154496 -18405.687749768957 -3731.3403471291822 15678.635149637033 -9716.4271931895346 -16384.235413259361 -3318.4787483588734 -6756.6349438668112 19199.87374101844 15934.971730131379 -6619.5369420243223 12782.408087379212 -20865.754680780257 694.96876557962969 10065.750632537922 -21275.007649638137 49231.445350778115 -104825.12323295447 -32136.240133763087 11546.872592392028 -17350.901212886369 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acres

Residuals

age Residual Plot

66.5 64.3 60.2 54.8 89.8 73.8 97 51.8 92.1 89.8 96.4 91.4 108.2 24.8 65.8 87.5 88.6 85.2 97.8 49.9 67.599999999999994 58.5 25.1 100 30.9 58.7 11.3 75.099999999999994 73.900000000000006 113.9 65.5 68.099999999999994 82.6 23.5 89.5 54.3 96.2 48.6 85.5 89.7 80.7 49.1 7.6 95.2 51.1 79.8 6.4 54.7 58.9 91.4 56.1 108.3 73.599999999999994 41.7 85.4 35.299999999999997 76.2 73.900000000000006 9.4 102.8 60.9 118 62.4 84.6 51.9 44 20.7 55.3 62.3 64.400000000000006 65.099999999999994 113.9 64.400000000000006 63.8 72.8 38.700000000000003 93.4 63.5 41.3 84.6 80.400000000000006 11.4 90.6 103.6 107 86.8 34.9 27.5 89.8 73.5 56.2 34.4 86.5 67.7 98.5 91.8 92.4 92.3 74.7 62.5 109.2 50.4 10.4 57 5.9 50.6 97.6 45 67.599999999999994 98.8 89.3 91.6 101.4 5.7 56.4 54.2 102.2 98.2 58.6 93.2 61.9 89.5 42.5 72.2 103.5 6.7 51.6 94.6 67.2 63.8 65.8 54.5 98.9 74.3 1.6 63.9 59.5 6.3 96.6 53.8 6.9 103.6 62.4 63.7 93.7 38.299999999999997 53.9 12.3 10.199999999999999 92.7 91.8 58.6 62.5 98.2 62.4 64.7 62.2 42.2 46.3 60.7 73.2 58.3 8.9 72.5 100.5 9.9 40.5 88.7 51.5 75.599999999999994 107.8 93.6 59.3 56.9 52.3 88.8 83.5 75.5 15 48.1 61.1 12.6 17.3 97.7 62.6 52.5 96.8 74.3 75.5 55.9 94.6 104 64.900000000000006 42.4 22.7 21.4 96.7 91.9 61.4 53.2 59.9 101.8 65.900000000000006 96.1 65.3 90.4 13.8 46.4 47.3 60.2 66.7 47.2 46.8 66.5 32.5 74.599999999999994 63.4 41.7 27 55.4 43.8 1.2 43 30.6 88.7 50.1 47.4 84.6 59.8 57.5 107.9 121.5 67.7 57.1 66.5 26.1 64.3 63.5 11.2 16.600000000000001 72.599999999999994 57.4 7.2 12.9 59.9 75.2 63 118.8 58.4 39.9 44.1 74 56.3 72.5 61.6 89 94.8 86.8 15.5 87.5 44.4 61.9 41.2 82.4 71.8 51.9 52.9 73.400000000000006 56 96.3 58.4 99.9 51 102 56.7 63 22.6 64.400000000000006 109.8 33.9 66.7 16.5 75.3 92.2 72.8 94.2 64.900000000000006 114.8 55.7 78.8 59.6 54.4 46.4 11.4 95.5 104.7 55.3 47.1 9.8000000000000007 67.900000000000006 58 73.8 103.2 57.3 55.3 49.9 63.3 48.6 55.7 87.5 47.5 59.4 90.9 53.6 73.599999999999994 55.2 59.3 64.7 1 10.4 36.4 94.9 64.2 51.8 53.4 57 64.7 48 88.2 104.9 91.7 56.7 81.7 58.9 57.3 63.8 44.1 55.3 33.299999999999997 56.5 60.5 45.6 60.4 64.3 66.3 96.4 94.8 20 59.8 53.5 40.1 104.6 52.5 58.7 21.7 2.9 51.3 44.4 98.1 51.4 9.9 64.400000000000006 90.5 94.6 42.4 49.6 9.5 8 55.6 61.4 40.1 64.3 54.6 101 94.6 103.6 76.5 53.4 109 91.7 63.4 94.5 75.400000000000006 50.3 94.6 101.7 51.4 75 50.5 52.5 47.3 59 44 .1 64.2 68.099999999999994 54.2 41.4 48.9 90.5 48.4 25.6 20.2 63.3 39.6 40.9 91.9 59.4 54.4 60.7 67.2 101.6 71.8 10.7 11.2 89.6 55.3 19.600000000000001 49.8 60.5 74.099999999999994 91.6 58.9 49.5 94.9 76.3 66.900000000000006 52.2 67.099999999999994 64.099999999999994 79.099999999999994 1.5 10.6 83.7 11.3 40.299999999999997 74.5 87 18.8 74.599999999999994 67.3 38.5 56.5 60 18.3 96.7 98.6 67.8 100 62.9 58.5 48.5 88.8 66.8 58.7 88.6 56.5 88.8 61.8 15.7 16.399999999999999 23.7 41.5 23.2 76.400000000000006 90.8 108.6 58.6 57.3 53.7 99.6 56.9 96.9 88.5 62.8 65.2 11 50.6 1.4 91.8 63.1 66.5 63.2 47.4 54.9 75.8 62.6 60.6 36.700000000000003 56.3 64.599999999999994 55.9 63.9 60.8 55.5 89.5 61.9 66.5 90.4 51.8 24.2 51.8 56.5 63.2 100 103.5 63.7 74.900000000000006 60.8 26.8 54.7 101.7 42.1 49.9 20.6 61.7 64 55.6 91.1 12 76.2 54.7 50.1 26.9 57.6 64.400000000000006 66.099999999999994 50.3 98.7 65.5 48.9 93.5 53.1 57.2 9.5 48.7 67.3 88.4 14.6 94.5 10.6 53.4 50.5 95.7 21.3 65 98.6 102.7 41.5 55.5 63.3 42.6 11.3 56.4 99 5.8 61.3 29.8 100.6 56.2 120.2 99.9 101.7 91.6 88.3 28.2 75.400000000000006 56.6 91 90.4 53.3 49.4 61.2 85.1 65.2 61.5 60.5 46.5 58.8 90.3 59.8 52.3 100.4 89.1 71 9.4 61.3 63.1 57.9 74.599999999999994 91.1 114.4 44.3 31.1 24.5 39.799999999999997 62.1 94.9 113.6 32.5 64.3 96.4 67.900000000000006 94.3 103.9 50.5 74.900000000000006 65.400000000000006 48.8 64.8 94 43.6 42.1 41.8 68.5 48.1 58.2 86.5 13.5 63.9 57.4 53.5 59.9 93 95.5 13.7 16.7 66.599999999999994 56.8 67 89.7 66.599999999999994 62.3 98 90.6 59 63.5 19.3 55.2 63.5 55.8 58.3 13.6 9.3000000000000007 54.9 42.4 73.3 46.8 76.099999999999994 4.7 35.5 36.4 55.2 91.3 31.6 36.5 105.9 103 58.6 31.3 76 92.6 59.5 21.7 64.7 62 58.2 38.299999999999997 51.8 89.4 62.9 93.2 89.7 42.5 114.3 45.8 64.7 92 73.599999999999994 102.6 55.9 99.5 59.3 64.5 59.4 74.7 90.4 36.9 85.4 105.1 14.3 16.399999999999999 84.4 59.3 60.4 16.7 51.3 11.9 100.8 86.3 68.400000000000006 41.8 82.4 81.599999999999994 48.9 50.2 62.4 13.2 118.3 57.6 61.8 10.3 60.8 60.3 58.6 113.5 118.5 58.7 103 13.2 53.6 58.8 92 7.3 77 36.799999999999997 96.8 46.6 59.3 56.8 85.6 66.099999999999994 91.9 9.4 85.1 58.5 97.8 74.3 37.299999999999997 94 62 101.5 14 91.3 53.6 114.9 67 94.6 73.5 58.3 10.8 960.05001532280585 21507.235453648056 -13642.339333903699 15790.47207028768 3832.5558990127174 7214.2619619669567 -62145.081575750781 6916.309784592464 43710.498317259597 3015.7854718310991 -23053.970527400932 -14701.567911382415 -49461.591581761983 -9033.7374985702918 -4323.4261116461857 25865.383815997688 46565.238915458962 -2054.7087774518586 -14177.824317015911 -26859.502744372236 7240.2115055444301 -10609.313746696309 6571.0011701367912 20102.886656040704 -10399.079715845612 26281.852690091298 5416.0847163961007 31671.804063885153 44471.98249729324 -45964.461899975679 17089.728032598621 29518.824284774564 -4027.8660954209336 30496.325353905442 -24442.227262915898 12521.301808924414 -27898.1203092871 -36971.238710613048 14756.945909126516 -5796.7706591630122 14090.530511960562 4906.9672229878197 1127.5164568829641 -22130.013777607288 -11863.95743176018 20696.623247633186 -4066.7254823626718 23173.150664800371 -15918.911262868613 -5477.7973673257511 -17801.234323461133 170662.16339187315 17199.431180724612 -7373.886340847268 18555.437294813833 -34379.707118986786 44522.098545361718 9323.8059463280952 -11210.446540734149 -45282.848524920817 -7994.3095927095856 -24423.28616662923 3084.8445188255282 74047.020173451368 -21647.45253958946 -17522.38518386014 10359.82600015981 -9249.5852093973081 90911.457450965128 9433.7596678487753 -16853.427676148058 -35764.461899975679 14966.101052996484 8721.2734868820044 7548.1066785392759 30395.603144264547 10509.305562650981 -36953.662298401134 5393.4543375491048 29285.979445820063 47942.935972102277 36422.598207701201 -24782.405216551619 -9813.0804173684883 -56202.031593123567 44578.188689176037 -69926.752958544763 -7217.4467847966444 -19363.209931503225 16368.000277865249 -58913.991968083545 -42081.518805440661 64664.734699214634 15060.075853374874 22401.710621621023 -38924.35269053324 -47471.569085580093 3475.372476103541 15544.50249681776 -22797.033106226183 12510.455088243463 -11905.889897594141 36246.655064950493 -7927.9493313188723 14113.723475073406 -2612.4135095037636 31132.003156216349 41113.883304751958 -4596.8400789375883 3501.8693194988009 -53253.732182699576 -3626.3453482703335 -12375.355236280506 32228.513918634533 46425.107511449314 147313.23095041065 15471.518000022334 -9756.8337323816886 5257.3351272812724 27908.677751133233 -7645.9755123948562 -15466.723482902744 -23758.178203333722 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age

Residuals

basement Residual Plot

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basement

Residuals

baths Residual Plot

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1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 2 1 1 2 1 1 1 2 2 1 3 1 1 1 2 2 1 1 2 2 2 1 2 1 1 3 1 1 3 1 2 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 3 1 2 1 1 1 3 2 1 1 2 1 1 1 1 1 3 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 3 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 3 1 2 1 1 1 1 2 2 1 1 1 2 1 2 1 2 1 1 1 1 1 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 2 2 2 1 1 1 2 1 3 1 1 2 1 1 1 2 2 2 1 1 1 1 2 1 1 1 1 1 1 2 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 3 2 1 1 2 1 1 1 2 1 1 1 1 1 1 1 2 960.05001532280585 21507.235453648056 -13642.339333903699 15790.47207028768 3832.5558990127174 7214.2619619669567 -62145.081575750781 6916.309784592464 43710.498317259597 3015.7854718310991 -23053.970527400932 -14701.567911382415 -49461.591581761983 -9033.7374985702918 -4323.4261116461857 25865.383815997688 46565.238915458962 -2054.7087774518586 -14177.824317015911 -26859.502744372236 7240.2115055444301 -10609.313746696309 6571.0011701367912 20102.886656040704 -10399.079715845612 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baths

Residuals

beds Residual Plot

2 2 3 3 3 3 3 3 2 3 2 3 3 3 2 3 3 2 2 3 4 3 3 2 4 2 3 2 3 4 3 2 2 4 2 3 2 4 2 2 3 2 3 2 4 2 3 3 3 3 2 4 2 3 2 3 3 2 3 4 3 2 4 3 3 3 3 3 3 2 2 4 3 2 2 4 1 3 3 3 3 3 3 2 4 2 3 2 3 2 3 3 4 2 2 3 3 2 2 2 2 3 2 2 3 2 3 3 2 2 3 2 3 3 3 3 2 2 2 3 2 2 4 3 2 3 3 3 2 2 3 4 2 3 3 2 2 3 2 3 3 3 2 3 3 3 3 3 3 3 1 3 3 2 2 2 4 3 4 3 2 4 3 2 2 3 3 2 3 3 3 3 4 2 3 2 3 2 4 3 3 3 3 2 2 3 2 3 2 3 2 3 2 2 2 2 2 2 3 3 2 3 4 3 3 3 3 4 2 3 2 3 2 2 2 2 3 4 3 3 3 3 2 3 2 2 3 3 4 2 4 3 2 3 3 3 3 1 3 4 2 3 3 3 3 3 2 2 2 3 3 4 2 2 3 3 2 2 3 3 3 3 3 3 2 2 4 2 3 1 3 2 3 2 4 4 3 2 2 2 2 3 2 3 3 2 2 2 3 3 2 3 3 4 3 3 3 3 3 2 3 2 2 2 2 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 2 2 2 3 4 3 2 4 3 3 2 3 4 2 3 2 3 2 2 3 3 3 3 2 2 2 3 4 3 3 3 3 2 2 2 3 3 3 3 3 3 3 2 2 3 3 3 3 3 3 2 3 3 2 4 3 4 4 2 3 2 2 2 4 3 3 2 2 5 3 4 4 3 2 2 3 3 3 3 3 3 3 4 2 3 2 3 3 2 4 3 3 2 3 4 2 3 2 2 2 2 3 3 2 2 3 3 2 2 4 3 3 1 3 3 3 2 2 3 4 2 3 3 3 1 4 2 3 4 2 4 2 3 3 1 2 2 2 3 3 3 3 4 3 2 2 3 3 2 3 2 1 3 3 2 3 3 3 3 3 3 3 2 4 3 2 2 3 2 3 4 2 4 3 3 2 3 2 2 3 3 3 2 3 3 2 2 3 3 3 2 2 2 3 4 4 3 2 3 3 3 2 3 3 3 4 4 5 3 3 3 3 3 3 4 3 2 3 2 3 4 3 3 4 2 3 2 4 3 3 3 3 2 3 3 2 3 2 2 3 4 2 3 2 3 2 3 2 2 3 3 3 2 3 2 3 4 3 2 3 3 3 3 4 4 2 2 3 2 2 2 3 3 3 3 2 2 3 3 3 1 2 3 3 3 4 2 2 2 3 3 2 4 2 3 3 2 3 3 2 4 2 2 3 2 3 2 3 2 3 3 2 2 2 3 3 3 3 3 3 3 2 4 3 3 2 4 3 3 2 3 2 2 2 3 3 2 2 4 3 3 3 3 3 3 2 2 3 3 4 3 2 3 3 2 2 2 3 4 2 2 2 2 5 2 3 3 3 4 4 4 3 2 2 3 3 4 2 3 2 2 3 2 1 4 4 3 3 3 3 3 2 3 3 2 2 3 4 3 3 2 2 3 2 3 4 2 3 3 3 3 3 3 3 3 2 2 4 2 3 2 3 3 2 3 3 3 2 3 3 960.05001532280585 21507.235453648056 -13642.339333903699 15790.47207028768 3832.5558990127174 7214.2619619669567 -62145.081575750781 6916.309784592464 43710.498317259597 3015.7854718310991 -23053.970527400932 -14701.567911382415 -49461.591581761983 -9033.7374985702918 -4323.4261116461857 25865.383815997688 46565.238915458962 -2054.7087774518586 -14177.824317015911 -26859.502744372236 7240.2115055444301 -10609.313746696309 6571.0011701367912 20102.886656040704 -10399.079715845612 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beds

Residuals

car Residual Plot

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car

Residuals

Above Normal Residual Plot

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Above Normal

Residuals