BostonNeighborhoods Analysis Results
BostonNeighborhoods Analysis Results
BostonNeighborhoods Analysis Results
MEDV
15.00
21.7 0 P(T<=t) two1.47E-305
20.4 0 t Critical t 1.962316 10.00
18.2 0 5.00
19.9 0 0.00
23.1 0 0
17.5 0 CHAS
20.2 0
18.2 0
13.6 0
19.6 0
15.2 0
14.5 0
15.6 0
13.9 0
16.6 0
14.8 0
18.4 0
21 0
12.7 0
14.5 0
13.2 0
13.1 0
13.5 0
18.9 0
20 0
21 0
24.7 0
30.8 0
34.9 0
26.6 0
25.3 0
24.7 0
21.2 0
19.3 0
20 0
16.6 0
14.4 0
19.4 0
19.7 0
20.5 0
25 0
23.4 0
18.9 0
35.4 0
24.7 0
31.6 0
23.3 0
19.6 0
18.7 0
16 0
22.2 0
25 0
33 0
23.5 0
19.4 0
22 0
17.4 0
20.9 0
24.2 0
21.7 0
22.8 0
23.4 0
24.1 0
21.4 0
20 0
20.8 0
21.2 0
20.3 0
28 0
23.9 0
24.8 0
22.9 0
23.9 0
26.6 0
22.5 0
22.2 0
23.6 0
28.7 0
22.6 0
22 0
22.9 0
25 0
20.6 0
28.4 0
21.4 0
38.7 0
43.8 0
33.2 0
27.5 0
26.5 0
18.6 0
19.3 0
20.1 0
19.5 0
19.5 0
20.4 0
19.8 0
19.4 0
21.7 0
22.8 0
18.8 0
18.7 0
18.5 0
18.3 0
21.2 0
19.2 0
20.4 0
19.3 0
22 0
20.3 0
20.5 0
17.3 0
18.8 0
21.4 0
15.7 0
16.2 0
18 0
14.3 0
19.2 0
19.6 0
23 0
18.4 0
15.6 0
18.1 0
17.4 0
17.1 0
13.3 0
17.8 0
14 0
14.4 0
15.6 0
11.8 0
13.8 0
15.6 0
14.6 0
17.8 0
15.4 0
21.5 0
19.6 0
19.4 0
13.1 0
41.3 0
24.3 0
23.3 0
50 0
22.7 0
25 0
50 0
23.8 0
23.8 0
22.3 0
17.4 0
19.1 0
23.1 0
23.6 0
22.6 0
29.4 0
23.2 0
24.6 0
29.9 0
37.2 0
39.8 0
36.2 0
37.9 0
32.5 0
26.4 0
29.6 0
50 0
32 0
29.8 0
34.9 0
37 0
30.5 0
36.4 0
31.1 0
29.1 0
50 0
33.3 0
30.3 0
34.6 0
34.9 0
32.9 0
24.1 0
42.3 0
48.5 0
50 0
22.6 0
24.4 0
22.5 0
28.1 0
23.7 0
25 0
28.7 0
30.1 0
44.8 0
50 0
37.6 0
31.6 0
46.7 0
31.5 0
24.3 0
31.7 0
41.7 0
48.3 0
24 0
31.5 0
23.7 0
23.3 0
22 0
20.1 0
22.2 0
23.7 0
17.6 0
18.5 0
24.3 0
20.5 0
24.5 0
26.2 0
24.4 0
24.8 0
29.6 0
42.8 0
21.9 0
20.9 0
44 0
50 0
36 0
30.1 0
33.8 0
43.1 0
48.8 0
31 0
36.5 0
22.8 0
30.7 0
50 0
43.5 0
21.1 0
25.2 0
24.4 0
32 0
29.1 0
35.1 0
45.4 0
35.4 0
32.2 0
22 0
20.1 0
23.2 0
22.3 0
24.8 0
28.5 0
37.3 0
27.9 0
23.9 0
21.7 0
28.6 0
27.1 0
20.3 0
22.5 0
29 0
24.8 0
22 0
26.4 0
33.1 0
36.1 0
28.4 0
33.4 0
28.2 0
22.8 0
20.3 0
16.1 0
22.1 0
19.4 0
21.6 0
23.8 0
16.2 0
17.8 0
19.8 0
23.1 0
21 0
23.8 0
23.1 0
20.4 0
18.5 0
25 0
24.6 0
23 0
22.2 0
19.3 0
22.6 0
19.8 0
17.1 0
19.4 0
22.2 0
20.7 0
21.1 0
19.5 0
18.5 0
20.6 0
19 0
18.7 0
32.7 0
16.5 0
23.9 0
31.2 0
17.5 0
17.2 0
23.1 0
24.5 0
26.6 0
22.9 0
24.1 0
18.6 0
30.1 0
18.2 0
20.6 0
22.6 0
25 0
19.9 0
20.8 0
27.5 0
21.9 0
23.1 0
50 0
50 0
13.8 0
13.8 0
15 0
13.9 0
13.3 0
13.1 0
10.2 0
10.4 0
10.9 0
11.3 0
12.3 0
8.8 0
7.2 0
10.5 0
7.4 0
10.2 0
11.5 0
15.1 0
23.2 0
9.7 0
13.8 0
12.7 0
13.1 0
12.5 0
8.5 0
5 0
6.3 0
5.6 0
7.2 0
12.1 0
8.3 0
8.5 0
5 0
11.9 0
27.9 0
17.2 0
27.5 0
15 0
17.2 0
17.9 0
16.3 0
7 0
7.2 0
7.5 0
10.4 0
8.8 0
8.4 0
16.7 0
14.2 0
20.8 0
13.4 0
11.7 0
8.3 0
10.2 0
10.9 0
11 0
9.5 0
14.5 0
14.1 0
16.1 0
14.3 0
11.7 0
13.4 0
9.6 0
8.7 0
8.4 0
12.8 0
10.5 0
17.1 0
18.4 0
15.4 0
10.8 0
11.8 0
14.9 0
12.6 0
14.1 0
13 0
13.4 0
15.2 0
16.1 0
17.8 0
14.9 0
14.1 0
12.7 0
13.5 0
14.9 0
20 0
16.4 0
17.7 0
19.5 0
20.2 0
21.4 0
19.9 0
19 0
19.1 0
19.1 0
20.1 0
19.9 0
19.6 0
23.2 0
29.8 0
13.8 0
13.3 0
16.7 0
12 0
14.6 0
21.4 0
23 0
23.7 0
25 0
21.8 0
20.6 0
21.2 0
19.1 0
20.6 0
15.2 0
7 0
8.1 0
13.6 0
20.1 0
21.8 0
24.5 0
23.1 0
19.7 0
18.3 0
21.2 0
17.5 0
16.8 0
22.4 0
20.6 0
23.9 0
22 0
11.9 0
13.4 1
15.3 1
17 1
15.6 1
27 1
50 1
50 1
24.4 1
20 1
21.7 1
19.3 1
22.4 1
23.3 1
21.5 1
23 1
26.7 1
21.7 1
27.5 1
29 1
25.1 1
20.7 1
35.2 1
32.4 1
33.2 1
33.1 1
46 1
50 1
17.8 1
21.7 1
22.7 1
16.8 1
21.9 1
50 1
50 1
50 1
MEDV
Mean Stdev
22.09 8.83
28.44 11.82
MEDV by CHAS
00 28.44
00 22.09
00
00
00
00
00
0 1
CHAS
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.376955
R Square 0.142095
Adjusted R 0.140393
Standard E 8.527097
Observatio 506
ANOVA
df SS MS F Significance F
Regression 1 6069.761 6069.761 83.47746 1.57E-18
Residual 504 36646.53 72.71138
Total 505 42716.3
Coefficients
Standard Error t Stat P-value Lower 95%Upper 95%Lower 95.0%
Upper 95.0%
Intercept 30.97868 0.999106 31.00639 6.81E-119 29.01575 32.9416 29.01575 32.9416
AGE -0.123163 0.01348 -9.1366 1.57E-18 -0.149647 -0.096679 -0.149647 -0.096679
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.483725
R Square 0.23399
Adjusted R 0.23247
Standard E 8.057471
Observatio 506
ANOVA
df SS MS F Significance F
Regression 1 9995.187 9995.187 153.9549 4.9E-31
Residual 504 32721.11 64.92283
Total 505 42716.3
Coefficients
Standard Error t Stat P-value Lower 95%Upper 95%Lower 95.0%
Upper 95.0%
Intercept 29.7549 0.683445 43.53662 6.7E-173 28.41214 31.09765 28.41214 31.09765
INDUS -0.64849 0.052264 -12.40786 4.9E-31 -0.751173 -0.545807 -0.751173 -0.545807