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reg1.txt
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Call:
lm(formula = Price ~ ., data = data)
Residuals:
Min 1Q Median 3Q Max
-537996 -21053 -2933 17926 379320
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -1.077e+05 1.285e+06 -0.084 0.933253
LotFrontage 1.042e+00 4.524e+01 0.023 0.981619
LotArea 6.222e-01 1.510e-01 4.122 3.90e-05 ***
YearBuilt 1.985e+02 5.755e+01 3.450 0.000572 ***
YearRemodAdd 5.565e+02 5.659e+01 9.835 < 2e-16 ***
MasVnrArea 5.644e+01 5.385e+00 10.481 < 2e-16 ***
BsmtFinSF1 1.463e+01 2.921e+00 5.007 5.94e-07 ***
BsmFinSF2 4.528e-01 5.462e+00 0.083 0.933937
TotalBsmtSF 3.765e+01 2.868e+00 13.131 < 2e-16 ***
BsmtFullBath 6.462e+03 2.343e+03 2.759 0.005852 **
BsmtHalfBath -3.978e+03 3.711e+03 -1.072 0.283895
FullBath 1.880e+04 2.322e+03 8.098 9.09e-16 ***
HalfBath 1.200e+04 2.064e+03 5.812 7.07e-09 ***
Bedroom -8.842e+03 1.523e+03 -5.806 7.29e-09 ***
Kitchen -5.176e+04 4.925e+03 -10.510 < 2e-16 ***
TotRmsAbvGrd 1.296e+04 9.618e+02 13.475 < 2e-16 ***
Fireplaces 1.245e+04 1.543e+03 8.071 1.12e-15 ***
GarageYrBlt -6.393e+01 6.854e+01 -0.933 0.351099
GarageCars 1.209e+04 2.630e+03 4.596 4.56e-06 ***
GarageArea 4.534e+01 9.045e+00 5.012 5.80e-07 ***
WoodDeckSf 3.274e+01 7.457e+00 4.391 1.18e-05 ***
OpenPorchSF 1.360e+01 1.406e+01 0.967 0.333656
EnclosedPorch 3.316e+01 1.436e+01 2.310 0.021003 *
`3SsnPorch` 1.783e+01 3.313e+01 0.538 0.590561
ScreenPorch 7.807e+01 1.488e+01 5.245 1.71e-07 ***
PoolArea -4.338e+01 2.315e+01 -1.874 0.061037 .
Miscval -1.500e+01 1.677e+00 -8.945 < 2e-16 ***
Mosold 2.162e+00 3.117e+02 0.007 0.994465
YrSold -6.153e+02 6.395e+02 -0.962 0.336084
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 39480 on 2245 degrees of freedom
(656 observations deleted due to missingness)
Multiple R-squared: 0.7784, Adjusted R-squared: 0.7756
F-statistic: 281.6 on 28 and 2245 DF, p-value: < 2.2e-16