T your results indicates es summary output regression

t your results indicates.
es?

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8569171744
R Square 0.7343070438
Adjusted R Square 0.7278398724
Standard Error 4.7980343356
Observations 506
ANOVA
df SS MS F Significance F
Regression 12 31366.8766066 2613.9063839 113.54377427 2.23042E-133
Residual 493 11349.4188084 23.021133486
Total 505 42716.295415
Coefficients Standard Error t Stat P-value Lower 95%
Intercept 41.617270176 4.93603947988 8.4313082068 3.794467E-16 31.919001368
crim -0.1213886184 0.03300039759 -3.6783986648 0.0002605302 -0.186227388
zn 0.0469634633 0.01387911608 3.3837503084 0.0007719966 0.0196939491
indus 0.0134676947 0.062144709 0.2167150653 0.8285200549 -0.1086334545
chas 2.8399933827 0.8700072734 3.2643329195 0.0011734581 1.1306139427
nox -18.758022005 3.8513546565 -4.8704997795 1.502073E-06 -26.3251156
rm 3.6581190418 0.42024574534 8.704714045 4.808025E-17 2.8324254427
age 0.0036107105 0.01332943656 0.2708824587 0.7865948114 -0.0225788002
dis -1.4907536501 0.20162269782 -7.3937789059 6.170894E-13 -1.8868994121
rad 0.2894045206 0.06690788527 4.3254172427 1.843595E-05 0.1579447421
tax -0.0126819813 0.00380097849 -3.3365043491 0.0009124487 -0.0201500964
ptratio -0.9375328998 0.13220623253 -7.0914425282 4.630167E-12 -1.1972900566
lstat -0.5520191012 0.05065876287 -10.896813697 6.392118E-25 -0.6515528066
2. What is the regression?
3. Which predictor variable(s) is not statistically significant in your regression result. 4. What is the percentage of the variation of y-values are explained by the x-values.

Upper 95% Lower 95.0% Upper 95.0%
51.315538984 31.919001368 51.315538984
-0.0565498488 -0.186227388 -0.0565498488
0.0742329775 0.0196939491 0.0742329775
0.1355688438 -0.1086334545 0.1355688438
4.5493728227 1.1306139427 4.5493728227
-11.19092841 -26.3251156 -11.19092841
4.4838126409 2.8324254427 4.4838126409
0.0298002212 -0.0225788002 0.0298002212
-1.0946078881 -1.8868994121 -1.0946078881
0.4208642991 0.1579447421 0.4208642991
-0.0052138661 -0.0201500964 -0.0052138661
-0.677775743 -1.1972900566 -0.677775743
-0.4524853957 -0.6515528066 -0.4524853957
+ zn * 0.0469634633 + indus * 0.0134676947 + chas *

2.8399933827 + nox * -18.758022005 + rm * 3.6581190418 + age *

0.0036107105 + dis * -1.49075365 + rad * 0.2894045206 + tax *

-0.0126819813 + ptratio * -0.9375329 + lstat* -0.5520191012

crim zn chas nox rm dis rad tax ptratio
1 0.00632 18 0 0.538 6.575 4.09 1 296 15.3
2 0.02731 0 0 0.469 6.421 4.9671 2 242 17.8
3 0.02729 0 0 0.469 7.185 4.9671 2 242 17.8
4 0.03237 0 0 0.458 6.998 6.0622 3 222 18.7
5 0.06905 0 0 0.458 7.147 6.0622 3 222 18.7
6 0.02985 0 0 0.458 6.43 6.0622 3 222 18.7
7 0.08829 12.5 0 0.524 6.012 5.5605 5 311 15.2
8 0.14455 12.5 0 0.524 6.172 5.9505 5 311 15.2
9 0.21124 12.5 0 0.524 5.631 6.0821 5 311 15.2
10 0.17004 12.5 0 0.524 6.004 6.5921 5 311 15.2
11 0.22489 12.5 0 0.524 6.377 6.3467 5 311 15.2
12 0.11747 12.5 0 0.524 6.009 6.2267 5 311 15.2
13 0.09378 12.5 0 0.524 5.889 5.4509 5 311 15.2
14 0.62976 0 0 0.538 5.949 4.7075 4 307 21
15 0.63796 0 0 0.538 6.096 4.4619 4 307 21
16 0.62739 0 0 0.538 5.834 4.4986 4 307 21
17 1.05393 0 0 0.538 5.935 4.4986 4 307 21
18 0.7842 0 0 0.538 5.99 4.2579 4 307 21
19 0.80271 0 0 0.538 5.456 3.7965 4 307 21
20 0.7258 0 0 0.538 5.727 3.7965 4 307 21
21 1.25179 0 0 0.538 5.57 3.7979 4 307 21
22 0.85204 0 0 0.538 5.965 4.0123 4 307 21
23 1.23247 0 0 0.538 6.142 3.9769 4 307 21
24 0.98843 0 0 0.538 5.813 4.0952 4 307 21
25 0.75026 0 0 0.538 5.924 4.3996 4 307 21
26 0.84054 0 0 0.538 5.599 4.4546 4 307 21
27 0.67191 0 0 0.538 5.813 4.682 4 307 21
28 0.95577 0 0 0.538 6.047 4.4534 4 307 21
29 0.77299 0 0 0.538 6.495 4.4547 4 307 21
30 1.00245 0 0 0.538 6.674 4.239 4 307 21
31 1.13081 0 0 0.538 5.713 4.233 4 307 21
32 1.35472 0 0 0.538 6.072 4.175 4 307 21
33 1.38799 0 0 0.538 5.95 3.99 4 307 21
34 1.15172 0 0 0.538 5.701 3.7872 4 307 21
35 1.61282 0 0 0.538 6.096 3.7598 4 307 21
36 0.06417 0 0 0.499 5.933 3.3603 5 279 19.2
37 0.09744 0 0 0.499 5.841 3.3779 5 279 19.2
38 0.08014 0 0 0.499 5.85 3.9342 5 279 19.2
39 0.17505 0 0 0.499 5.966 3.8473 5 279 19.2
40 0.02763 75 0 0.428 6.595 5.4011 3 252 18.3
41 0.03359 75 0 0.428 7.024 5.4011 3 252 18.3
42 0.12744 0 0 0.448 6.77 5.7209 3 233 17.9
43 0.1415 0 0 0.448 6.169 5.7209 3 233 17.9
44 0.15936 0 0 0.448 6.211 5.7209 3 233 17.9
45 0.12269 0 0 0.448 6.069 5.7209 3 233 17.9
46 0.17142 0 0 0.448 5.682 5.1004 3 233 17.9

47 0.18836 0 0 0.448 5.786 5.1004 3 233 17.9
48 0.22927 0 0 0.448 6.03 5.6894 3 233 17.9
49 0.25387 0 0 0.448 5.399 5.87 3 233 17.9
50 0.21977 0 0 0.448 5.602 6.0877 3 233 17.9
51 0.08873 21 0 0.439 5.963 6.8147 4 243 16.8
52 0.04337 21 0 0.439 6.115 6.8147 4 243 16.8
53 0.0536 21 0 0.439 6.511 6.8147 4 243 16.8
54 0.04981 21 0 0.439 5.998 6.8147 4 243 16.8
55 0.0136 75 0 0.41 5.888 7.3197 3 469 21.1
56 0.01311 90 0 0.403 7.249 8.6966 5 226 17.9
57 0.02055 85 0 0.41 6.383 9.1876 2 313 17.3
58 0.01432 100 0 0.411 6.816 8.3248 5 256 15.1
59 0.15445 25 0 0.453 6.145 7.8148 8 284 19.7
60 0.10328 25 0 0.453 5.927 6.932 8 284 19.7
61 0.14932 25 0 0.453 5.741 7.2254 8 284 19.7
62 0.17171 25 0 0.453 5.966 6.8185 8 284 19.7
63 0.11027 25 0 0.453 6.456 7.2255 8 284 19.7
64 0.1265 25 0 0.453 6.762 7.9809 8 284 19.7
65 0.01951 17.5 0 0.4161 7.104 9.2229 3 216 18.6
66 0.03584 80 0 0.398 6.29 6.6115 4 337 16.1
67 0.04379 80 0 0.398 5.787 6.6115 4 337 16.1
68 0.05789 12.5 0 0.409 5.878 6.498 4 345 18.9
69 0.13554 12.5 0 0.409 5.594 6.498 4 345 18.9
70 0.12816 12.5 0 0.409 5.885 6.498 4 345 18.9
71 0.08826 0 0 0.413 6.417 5.2873 4 305 19.2
72 0.15876 0 0 0.413 5.961 5.2873 4 305 19.2
73 0.09164 0 0 0.413 6.065 5.2873 4 305 19.2
74 0.19539 0 0 0.413 6.245 5.2873 4 305 19.2
75 0.07896 0 0 0.437 6.273 4.2515 5 398 18.7
76 0.09512 0 0 0.437 6.286 4.5026 5 398 18.7
77 0.10153 0 0 0.437 6.279 4.0522 5 398 18.7
78 0.08707 0 0 0.437 6.14 4.0905 5 398 18.7
79 0.05646 0 0 0.437 6.232 5.0141 5 398 18.7
80 0.08387 0 0 0.437 5.874 4.5026 5 398 18.7
81 0.04113 25 0 0.426 6.727 5.4007 4 281 19
82 0.04462 25 0 0.426 6.619 5.4007 4 281 19
83 0.03659 25 0 0.426 6.302 5.4007 4 281 19
84 0.03551 25 0 0.426 6.167 5.4007 4 281 19
85 0.05059 0 0 0.449 6.389 4.7794 3 247 18.5
86 0.05735 0 0 0.449 6.63 4.4377 3 247 18.5
87 0.05188 0 0 0.449 6.015 4.4272 3 247 18.5
88 0.07151 0 0 0.449 6.121 3.7476 3 247 18.5
89 0.0566 0 0 0.489 7.007 3.4217 2 270 17.8
90 0.05302 0 0 0.489 7.079 3.4145 2 270 17.8
91 0.04684 0 0 0.489 6.417 3.0923 2 270 17.8
92 0.03932 0 0 0.489 6.405 3.0921 2 270 17.8
93 0.04203 28 0 0.464 6.442 3.6659 4 270 18.2

94 0.02875 28 0 0.464 6.211 3.6659 4 270 18.2
95 0.04294 28 0 0.464 6.249 3.615 4 270 18.2
96 0.12204 0 0 0.445 6.625 3.4952 2 276 18
97 0.11504 0 0 0.445 6.163 3.4952 2 276 18
98 0.12083 0 0 0.445 8.069 3.4952 2 276 18
99 0.08187 0 0 0.445 7.82 3.4952 2 276 18
100 0.0686 0 0 0.445 7.416 3.4952 2 276 18
101 0.14866 0 0 0.52 6.727 2.7778 5 384 20.9
102 0.11432 0 0 0.52 6.781 2.8561 5 384 20.9
103 0.22876 0 0 0.52 6.405 2.7147 5 384 20.9
104 0.21161 0 0 0.52 6.137 2.7147 5 384 20.9
105 0.1396 0 0 0.52 6.167 2.421 5 384 20.9
106 0.13262 0 0 0.52 5.851 2.1069 5 384 20.9
107 0.1712 0 0 0.52 5.836 2.211 5 384 20.9
108 0.13117 0 0 0.52 6.127 2.1224 5 384 20.9
109 0.12802 0 0 0.52 6.474 2.4329 5 384 20.9
110 0.26363 0 0 0.52 6.229 2.5451 5 384 20.9
111 0.10793 0 0 0.52 6.195 2.7778 5 384 20.9
112 0.10084 0 0 0.547 6.715 2.6775 6 432 17.8
113 0.12329 0 0 0.547 5.913 2.3534 6 432 17.8
114 0.22212 0 0 0.547 6.092 2.548 6 432 17.8
115 0.14231 0 0 0.547 6.254 2.2565 6 432 17.8
116 0.17134 0 0 0.547 5.928 2.4631 6 432 17.8
117 0.13158 0 0 0.547 6.176 2.7301 6 432 17.8
118 0.15098 0 0 0.547 6.021 2.7474 6 432 17.8
119 0.13058 0 0 0.547 5.872 2.4775 6 432 17.8
120 0.14476 0 0 0.547 5.731 2.7592 6 432