Multiple Linear Regression - Estimated Regression Equation |
CorrectAnalysis[t] = + 0.0298690286867837 + 0.000580407821848932UseLimit[t] -0.148729141139891T20[t] + 0.234595538741405Used[t] -0.0103240313718055Useful[t] -0.0186832842002494`Outcome\r`[t] + e[t] |
Multiple Linear Regression - Ordinary Least Squares | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | 0.0298690286867837 | 0.036858 | 0.8104 | 0.42082 | 0.21041 |
UseLimit | 0.000580407821848932 | 0.050124 | 0.0116 | 0.990798 | 0.495399 |
T20 | -0.148729141139891 | 0.058375 | -2.5478 | 0.013333 | 0.006666 |
Used | 0.234595538741405 | 0.062113 | 3.7769 | 0.000358 | 0.000179 |
Useful | -0.0103240313718055 | 0.065177 | -0.1584 | 0.874657 | 0.437328 |
`Outcome\r` | -0.0186832842002494 | 0.050816 | -0.3677 | 0.714376 | 0.357188 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.469900206318933 |
R-squared | 0.220806203898575 |
Adjusted R-squared | 0.157967994535557 |
F-TEST (value) | 3.5138844046776 |
F-TEST (DF numerator) | 5 |
F-TEST (DF denominator) | 62 |
p-value | 0.00734121515282071 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.189840884037973 |
Sum Squared Residuals | 2.23445279764379 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 0 | 0.0117661523083833 | -0.0117661523083833 |
2 | 0 | 0.0976325499098969 | -0.0976325499098969 |
3 | 0 | 0.0298690286867838 | -0.0298690286867838 |
4 | 0 | 0.0111857444865342 | -0.0111857444865342 |
5 | 0 | 0.0195449973149782 | -0.0195449973149782 |
6 | 0 | -0.118279704631259 | 0.118279704631259 |
7 | 0 | 0.0201254051368271 | -0.0201254051368271 |
8 | 0 | 0.0298690286867837 | -0.0298690286867837 |
9 | 0 | -0.118860112453107 | 0.118860112453107 |
10 | 0 | 0.0111857444865343 | -0.0111857444865343 |
11 | 0 | -0.118279704631259 | 0.118279704631259 |
12 | 0 | 0.0298690286867837 | -0.0298690286867837 |
13 | 0 | 0.0304494365086326 | -0.0304494365086326 |
14 | 0 | 0.0111857444865343 | -0.0111857444865343 |
15 | 0 | 0.0117661523083832 | -0.0117661523083832 |
16 | 0 | 0.0298690286867837 | -0.0298690286867837 |
17 | 0 | 0.0298690286867837 | -0.0298690286867837 |
18 | 0 | 0.0298690286867837 | -0.0298690286867837 |
19 | 0 | 0.115735426288297 | -0.115735426288297 |
20 | 0 | 0.0298690286867837 | -0.0298690286867837 |
21 | 0 | 0.0298690286867837 | -0.0298690286867837 |
22 | 0 | 0.116315834110146 | -0.116315834110146 |
23 | 0 | 0.0298690286867837 | -0.0298690286867837 |
24 | 0 | 0.0304494365086326 | -0.0304494365086326 |
25 | 0 | 0.105991802738341 | -0.105991802738341 |
26 | 0 | -0.118860112453107 | 0.118860112453107 |
27 | 0 | 0.264464567428189 | -0.264464567428189 |
28 | 0 | 0.116315834110146 | -0.116315834110146 |
29 | 0 | 0.0304494365086326 | -0.0304494365086326 |
30 | 0 | 0.0298690286867837 | -0.0298690286867837 |
31 | 0 | 0.0117661523083832 | -0.0117661523083832 |
32 | 0 | 0.0304494365086326 | -0.0304494365086326 |
33 | 0 | 0.0298690286867837 | -0.0298690286867837 |
34 | 0 | 0.0111857444865343 | -0.0111857444865343 |
35 | 0 | 0.0304494365086326 | -0.0304494365086326 |
36 | 0 | 0.0298690286867837 | -0.0298690286867837 |
37 | 0 | 0.116315834110146 | -0.116315834110146 |
38 | 0 | 0.235457251856134 | -0.235457251856134 |
39 | 0 | 0.0111857444865343 | -0.0111857444865343 |
40 | 0 | -0.118860112453107 | 0.118860112453107 |
41 | 0 | 0.0195449973149782 | -0.0195449973149782 |
42 | 0 | 0.0111857444865343 | -0.0111857444865343 |
43 | 0 | 0.0298690286867837 | -0.0298690286867837 |
44 | 0 | 0.0111857444865343 | -0.0111857444865343 |
45 | 0 | 0.0304494365086326 | -0.0304494365086326 |
46 | 0 | 0.0117661523083832 | -0.0117661523083832 |
47 | 0 | 0.265044975250038 | -0.265044975250038 |
48 | 0 | 0.0298690286867837 | -0.0298690286867837 |
49 | 0 | 0.0298690286867837 | -0.0298690286867837 |
50 | 0 | 0.0298690286867837 | -0.0298690286867837 |
51 | 0 | 0.236037659677983 | -0.236037659677983 |
52 | 0 | 0.0873085185380914 | -0.0873085185380914 |
53 | 0 | -0.118860112453107 | 0.118860112453107 |
54 | 0 | 0.0298690286867837 | -0.0298690286867837 |
55 | 1 | 0.245781283227939 | 0.754218716772061 |
56 | 0 | 0.097052142088048 | -0.097052142088048 |
57 | 0 | 0.0304494365086326 | -0.0304494365086326 |
58 | 0 | 0.000861713114728814 | -0.000861713114728814 |
59 | 0 | 0.0195449973149782 | -0.0195449973149782 |
60 | 0 | -0.137543396653357 | 0.137543396653357 |
61 | 0 | 0.115735426288297 | -0.115735426288297 |
62 | 0 | -0.118860112453107 | 0.118860112453107 |
63 | 0 | 0.0304494365086326 | -0.0304494365086326 |
64 | 0 | 0.000861713114728814 | -0.000861713114728814 |
65 | 0 | 0.0111857444865343 | -0.0111857444865343 |
66 | 1 | 0.265044975250038 | 0.734955024749962 |
67 | 1 | 0.254720943878232 | 0.745279056121768 |
68 | 0 | 0.265044975250038 | -0.265044975250038 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
9 | 0 | 0 | 1 |
10 | 0 | 0 | 1 |
11 | 0 | 0 | 1 |
12 | 0 | 0 | 1 |
13 | 0 | 0 | 1 |
14 | 0 | 0 | 1 |
15 | 0 | 0 | 1 |
16 | 0 | 0 | 1 |
17 | 0 | 0 | 1 |
18 | 0 | 0 | 1 |
19 | 0 | 0 | 1 |
20 | 0 | 0 | 1 |
21 | 0 | 0 | 1 |
22 | 0 | 0 | 1 |
23 | 0 | 0 | 1 |
24 | 0 | 0 | 1 |
25 | 0 | 0 | 1 |
26 | 0 | 0 | 1 |
27 | 0 | 0 | 1 |
28 | 0 | 0 | 1 |
29 | 0 | 0 | 1 |
30 | 0 | 0 | 1 |
31 | 0 | 0 | 1 |
32 | 0 | 0 | 1 |
33 | 0 | 0 | 1 |
34 | 0 | 0 | 1 |
35 | 0 | 0 | 1 |
36 | 0 | 0 | 1 |
37 | 0 | 0 | 1 |
38 | 0 | 0 | 1 |
39 | 0 | 0 | 1 |
40 | 0 | 0 | 1 |
41 | 0 | 0 | 1 |
42 | 0 | 0 | 1 |
43 | 0 | 0 | 1 |
44 | 0 | 0 | 1 |
45 | 0 | 0 | 1 |
46 | 0 | 0 | 1 |
47 | 0 | 0 | 1 |
48 | 0 | 0 | 1 |
49 | 0 | 0 | 1 |
50 | 0 | 0 | 1 |
51 | 0 | 0 | 1 |
52 | 0 | 0 | 1 |
53 | 0 | 0 | 1 |
54 | 0 | 0 | 1 |
55 | 1.45211643141408e-05 | 2.90423286282816e-05 | 0.999985478835686 |
56 | 1.51989301605345e-05 | 3.0397860321069e-05 | 0.999984801069839 |
57 | 6.40835870671037e-06 | 1.28167174134207e-05 | 0.999993591641293 |
58 | 2.39851400635358e-06 | 4.79702801270715e-06 | 0.999997601485994 |
59 | 5.81398359539641e-07 | 1.16279671907928e-06 | 0.99999941860164 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 51 | 1 | NOK |
5% type I error level | 51 | 1 | NOK |
10% type I error level | 51 | 1 | NOK |