Multiple Linear Regression - Estimated Regression Equation
Score[t] = + 8.24412 -3.08824X1[t] + 1.06471X2[t] + e[t]
Warning: you did not specify the column number of the endogenous series! The first column was selected by default.


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)+8.244 2.07+3.9830e+00 0.0009617 0.0004808
X1-3.088 2.695-1.1460e+00 0.2676 0.1338
X2+1.065 2.47+4.3110e-01 0.6718 0.3359


Multiple Linear Regression - Regression Statistics
Multiple R 0.3508
R-squared 0.123
Adjusted R-squared 0.01986
F-TEST (value) 1.192
F-TEST (DF numerator)2
F-TEST (DF denominator)17
p-value 0.3276
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation 4.969
Sum Squared Residuals 419.7


Menu of Residual Diagnostics
DescriptionLink
HistogramCompute
Central TendencyCompute
QQ PlotCompute
Kernel Density PlotCompute
Skewness/Kurtosis TestCompute
Skewness-Kurtosis PlotCompute
Harrell-Davis PlotCompute
Bootstrap Plot -- Central TendencyCompute
Blocked Bootstrap Plot -- Central TendencyCompute
(Partial) Autocorrelation PlotCompute
Spectral AnalysisCompute
Tukey lambda PPCC PlotCompute
Box-Cox Normality PlotCompute
Summary StatisticsCompute


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1 6 5.156 0.8441
2 7 9.309-2.309
3 2 9.309-7.309
4 11 9.309 1.691
5 13 9.309 3.691
6 3 5.156-2.156
7 17 9.309 7.691
8 10 9.309 0.6912
9 4 5.156-1.156
10 12 9.309 2.691
11 7 8.244-1.244
12 11 9.309 1.691
13 3 8.244-5.244
14 5 5.156-0.1559
15 1 9.309-8.309
16 12 8.244 3.756
17 18 8.244 9.756
18 8 5.156 2.844
19 6 6.221-0.2206
20 1 8.244-7.244


Ramsey RESET F-Test for powers (2 and 3) of fitted values
> reset_test_fitted
	RESET test
data:  mylm
RESET = 0.0013143, df1 = 2, df2 = 15, p-value = 0.9987
Ramsey RESET F-Test for powers (2 and 3) of regressors
> reset_test_regressors
	RESET test
data:  mylm
RESET = 0, df1 = 4, df2 = 13, p-value = 1
Ramsey RESET F-Test for powers (2 and 3) of principal components
> reset_test_principal_components
	RESET test
data:  mylm
RESET = 0.0013143, df1 = 2, df2 = 15, p-value = 0.9987


Variance Inflation Factors (Multicollinearity)
> vif
      X1       X2 
1.235294 1.235294