Multiple Linear Regression - Estimated Regression Equation |
CorrectAnalysis [t] = + 0.0641872811476336 + 0.0323619112165368Weeks[t] -0.168741148154906M1[t] -0.168741148154906M2[t] -0.163762392583131M3[t] -0.0868393156600544M4[t] -0.0099162387369775M5[t] -0.0868393156600544M6[t] -0.00991623873697748M7[t] -0.00991623873697748M8[t] -0.00991623873697744M9[t] -0.163762392583131M10[t] -0.166666666666667M11[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) | 0.0641872811476336 | 0.103638 | 0.6193 | 0.53669 | 0.268345 |
Weeks | 0.0323619112165368 | 0.021782 | 1.4857 | 0.139579 | 0.069789 |
M1 | -0.168741148154906 | 0.107276 | -1.573 | 0.117968 | 0.058984 |
M2 | -0.168741148154906 | 0.107276 | -1.573 | 0.117968 | 0.058984 |
M3 | -0.163762392583131 | 0.107284 | -1.5264 | 0.129143 | 0.064571 |
M4 | -0.0868393156600544 | 0.107284 | -0.8094 | 0.419631 | 0.209816 |
M5 | -0.0099162387369775 | 0.107284 | -0.0924 | 0.926488 | 0.463244 |
M6 | -0.0868393156600544 | 0.107284 | -0.8094 | 0.419631 | 0.209816 |
M7 | -0.00991623873697748 | 0.107284 | -0.0924 | 0.926488 | 0.463244 |
M8 | -0.00991623873697748 | 0.107284 | -0.0924 | 0.926488 | 0.463244 |
M9 | -0.00991623873697744 | 0.107284 | -0.0924 | 0.926488 | 0.463244 |
M10 | -0.163762392583131 | 0.107284 | -1.5264 | 0.129143 | 0.064571 |
M11 | -0.166666666666667 | 0.109391 | -1.5236 | 0.129852 | 0.064926 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.291680035202145 |
R-squared | 0.0850772429355245 |
Adjusted R-squared | 0.00721147637684572 |
F-TEST (value) | 1.09261420898504 |
F-TEST (DF numerator) | 12 |
F-TEST (DF denominator) | 141 |
p-value | 0.370872424609663 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.267952055841024 |
Sum Squared Residuals | 10.1235608963498 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 0 | 0.0248937778588745 | -0.0248937778588745 |
2 | 0 | 0.0248937778588742 | -0.0248937778588742 |
3 | 0 | 0.0298725334306492 | -0.0298725334306492 |
4 | 0 | 0.106795610353726 | -0.106795610353726 |
5 | 0 | 0.183718687276803 | -0.183718687276803 |
6 | 0 | 0.106795610353726 | -0.106795610353726 |
7 | 0 | 0.183718687276803 | -0.183718687276803 |
8 | 0 | 0.183718687276803 | -0.183718687276803 |
9 | 0 | 0.183718687276803 | -0.183718687276803 |
10 | 0 | 0.0298725334306493 | -0.0298725334306493 |
11 | 0 | 0.026968259347114 | -0.026968259347114 |
12 | 0 | 0.193634926013781 | -0.193634926013781 |
13 | 0 | 0.0248937778588744 | -0.0248937778588744 |
14 | 0 | 0.0248937778588744 | -0.0248937778588744 |
15 | 0 | 0.0298725334306493 | -0.0298725334306493 |
16 | 0 | 0.106795610353726 | -0.106795610353726 |
17 | 1 | 0.183718687276803 | 0.816281312723197 |
18 | 0 | 0.106795610353726 | -0.106795610353726 |
19 | 0 | 0.183718687276803 | -0.183718687276803 |
20 | 1 | 0.183718687276803 | 0.816281312723197 |
21 | 0 | 0.183718687276803 | -0.183718687276803 |
22 | 0 | 0.0298725334306493 | -0.0298725334306493 |
23 | 0 | 0.026968259347114 | -0.026968259347114 |
24 | 0 | 0.193634926013781 | -0.193634926013781 |
25 | 0 | 0.0248937778588744 | -0.0248937778588744 |
26 | 0 | 0.0248937778588744 | -0.0248937778588744 |
27 | 0 | 0.0298725334306493 | -0.0298725334306493 |
28 | 0 | 0.106795610353726 | -0.106795610353726 |
29 | 0 | 0.183718687276803 | -0.183718687276803 |
30 | 0 | 0.106795610353726 | -0.106795610353726 |
31 | 0 | 0.183718687276803 | -0.183718687276803 |
32 | 0 | 0.183718687276803 | -0.183718687276803 |
33 | 0 | 0.183718687276803 | -0.183718687276803 |
34 | 0 | 0.0298725334306493 | -0.0298725334306493 |
35 | 0 | 0.026968259347114 | -0.026968259347114 |
36 | 0 | 0.193634926013781 | -0.193634926013781 |
37 | 0 | 0.0248937778588744 | -0.0248937778588744 |
38 | 0 | 0.0248937778588744 | -0.0248937778588744 |
39 | 0 | 0.0298725334306493 | -0.0298725334306493 |
40 | 0 | 0.106795610353726 | -0.106795610353726 |
41 | 1 | 0.183718687276803 | 0.816281312723197 |
42 | 0 | 0.106795610353726 | -0.106795610353726 |
43 | 0 | 0.183718687276803 | -0.183718687276803 |
44 | 0 | 0.183718687276803 | -0.183718687276803 |
45 | 0 | 0.183718687276803 | -0.183718687276803 |
46 | 0 | 0.0298725334306493 | -0.0298725334306493 |
47 | 0 | 0.026968259347114 | -0.026968259347114 |
48 | 0 | 0.193634926013781 | -0.193634926013781 |
49 | 0 | 0.0248937778588744 | -0.0248937778588744 |
50 | 0 | 0.0248937778588744 | -0.0248937778588744 |
51 | 0 | 0.0298725334306493 | -0.0298725334306493 |
52 | 1 | 0.106795610353726 | 0.893204389646274 |
53 | 0 | 0.183718687276803 | -0.183718687276803 |
54 | 1 | 0.106795610353727 | 0.893204389646273 |
55 | 0 | 0.183718687276803 | -0.183718687276803 |
56 | 0 | 0.183718687276803 | -0.183718687276803 |
57 | 0 | 0.183718687276803 | -0.183718687276803 |
58 | 0 | 0.0298725334306493 | -0.0298725334306493 |
59 | 0 | 0.026968259347114 | -0.026968259347114 |
60 | 1 | 0.193634926013781 | 0.806365073986219 |
61 | 0 | 0.0248937778588744 | -0.0248937778588744 |
62 | 0 | 0.0248937778588744 | -0.0248937778588744 |
63 | 0 | 0.0298725334306493 | -0.0298725334306493 |
64 | 0 | 0.106795610353726 | -0.106795610353726 |
65 | 0 | 0.183718687276803 | -0.183718687276803 |
66 | 0 | 0.106795610353726 | -0.106795610353726 |
67 | 1 | 0.183718687276803 | 0.816281312723197 |
68 | 0 | 0.183718687276803 | -0.183718687276803 |
69 | 0 | 0.183718687276803 | -0.183718687276803 |
70 | 0 | 0.0298725334306493 | -0.0298725334306493 |
71 | 0 | 0.026968259347114 | -0.026968259347114 |
72 | 0 | 0.193634926013781 | -0.193634926013781 |
73 | 0 | 0.0248937778588744 | -0.0248937778588744 |
74 | 0 | 0.0248937778588744 | -0.0248937778588744 |
75 | 0 | 0.0298725334306493 | -0.0298725334306493 |
76 | 0 | 0.106795610353726 | -0.106795610353726 |
77 | 0 | 0.183718687276803 | -0.183718687276803 |
78 | 0 | 0.106795610353726 | -0.106795610353726 |
79 | 1 | 0.183718687276803 | 0.816281312723197 |
80 | 0 | 0.183718687276803 | -0.183718687276803 |
81 | 0 | 0.183718687276803 | -0.183718687276803 |
82 | 0 | 0.0298725334306493 | -0.0298725334306493 |
83 | 0 | 0.026968259347114 | -0.026968259347114 |
84 | 1 | 0.193634926013781 | 0.806365073986219 |
85 | 0 | 0.0248937778588744 | -0.0248937778588744 |
86 | 0 | 0.0248937778588744 | -0.0248937778588744 |
87 | 0 | -0.0348512890024242 | 0.0348512890024242 |
88 | 0 | 0.0420717879206527 | -0.0420717879206527 |
89 | 0 | 0.11899486484373 | -0.11899486484373 |
90 | 0 | 0.0420717879206527 | -0.0420717879206527 |
91 | 0 | 0.11899486484373 | -0.11899486484373 |
92 | 0 | 0.11899486484373 | -0.11899486484373 |
93 | 0 | 0.11899486484373 | -0.11899486484373 |
94 | 0 | -0.0348512890024242 | 0.0348512890024242 |
95 | 0 | -0.0377555630859596 | 0.0377555630859596 |
96 | 0 | 0.128911103580707 | -0.128911103580707 |
97 | 0 | -0.0398300445741991 | 0.0398300445741991 |
98 | 0 | -0.0398300445741991 | 0.0398300445741991 |
99 | 0 | -0.0348512890024242 | 0.0348512890024242 |
100 | 0 | 0.0420717879206527 | -0.0420717879206527 |
101 | 0 | 0.11899486484373 | -0.11899486484373 |
102 | 0 | 0.0420717879206527 | -0.0420717879206527 |
103 | 0 | 0.11899486484373 | -0.11899486484373 |
104 | 0 | 0.11899486484373 | -0.11899486484373 |
105 | 0 | 0.11899486484373 | -0.11899486484373 |
106 | 0 | -0.0348512890024242 | 0.0348512890024242 |
107 | 0 | -0.0377555630859596 | 0.0377555630859596 |
108 | 0 | 0.128911103580707 | -0.128911103580707 |
109 | 0 | -0.0398300445741991 | 0.0398300445741991 |
110 | 0 | -0.0398300445741991 | 0.0398300445741991 |
111 | 0 | -0.0348512890024242 | 0.0348512890024242 |
112 | 0 | 0.0420717879206527 | -0.0420717879206527 |
113 | 0 | 0.11899486484373 | -0.11899486484373 |
114 | 0 | 0.0420717879206527 | -0.0420717879206527 |
115 | 0 | 0.11899486484373 | -0.11899486484373 |
116 | 0 | 0.11899486484373 | -0.11899486484373 |
117 | 0 | 0.11899486484373 | -0.11899486484373 |
118 | 0 | -0.0348512890024242 | 0.0348512890024242 |
119 | 0 | -0.0377555630859596 | 0.0377555630859596 |
120 | 0 | 0.128911103580707 | -0.128911103580707 |
121 | 0 | -0.0398300445741991 | 0.0398300445741991 |
122 | 0 | -0.0398300445741991 | 0.0398300445741991 |
123 | 0 | -0.0348512890024242 | 0.0348512890024242 |
124 | 0 | 0.0420717879206527 | -0.0420717879206527 |
125 | 0 | 0.11899486484373 | -0.11899486484373 |
126 | 0 | 0.0420717879206527 | -0.0420717879206527 |
127 | 0 | 0.11899486484373 | -0.11899486484373 |
128 | 0 | 0.11899486484373 | -0.11899486484373 |
129 | 0 | 0.11899486484373 | -0.11899486484373 |
130 | 0 | -0.0348512890024242 | 0.0348512890024242 |
131 | 0 | -0.0377555630859596 | 0.0377555630859596 |
132 | 0 | 0.128911103580707 | -0.128911103580707 |
133 | 0 | -0.0398300445741991 | 0.0398300445741991 |
134 | 0 | -0.0398300445741991 | 0.0398300445741991 |
135 | 0 | -0.0348512890024242 | 0.0348512890024242 |
136 | 0 | 0.0420717879206527 | -0.0420717879206527 |
137 | 0 | 0.11899486484373 | -0.11899486484373 |
138 | 0 | 0.0420717879206527 | -0.0420717879206527 |
139 | 0 | 0.11899486484373 | -0.11899486484373 |
140 | 0 | 0.11899486484373 | -0.11899486484373 |
141 | 1 | 0.11899486484373 | 0.88100513515627 |
142 | 0 | -0.0348512890024242 | 0.0348512890024242 |
143 | 0 | -0.0377555630859596 | 0.0377555630859596 |
144 | 0 | 0.128911103580707 | -0.128911103580707 |
145 | 0 | -0.0398300445741991 | 0.0398300445741991 |
146 | 0 | -0.0398300445741991 | 0.0398300445741991 |
147 | 0 | -0.0348512890024242 | 0.0348512890024242 |
148 | 0 | 0.0420717879206527 | -0.0420717879206527 |
149 | 0 | 0.11899486484373 | -0.11899486484373 |
150 | 0 | 0.0420717879206527 | -0.0420717879206527 |
151 | 0 | 0.11899486484373 | -0.11899486484373 |
152 | 1 | 0.11899486484373 | 0.88100513515627 |
153 | 1 | 0.11899486484373 | 0.88100513515627 |
154 | 0 | -0.0348512890024242 | 0.0348512890024242 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
16 | 0 | 0 | 1 |
17 | 0.842817889670325 | 0.314364220659351 | 0.157182110329675 |
18 | 0.748509317482235 | 0.50298136503553 | 0.251490682517765 |
19 | 0.641882217408111 | 0.716235565183778 | 0.358117782591889 |
20 | 0.945819456203573 | 0.108361087592854 | 0.0541805437964271 |
21 | 0.914147531003944 | 0.171704937992112 | 0.085852468996056 |
22 | 0.870048328134747 | 0.259903343730507 | 0.129951671865253 |
23 | 0.814586027104495 | 0.37082794579101 | 0.185413972895505 |
24 | 0.75320642777239 | 0.493587144455221 | 0.24679357222761 |
25 | 0.679708811436862 | 0.640582377126276 | 0.320291188563138 |
26 | 0.600578094389871 | 0.798843811220259 | 0.399421905610129 |
27 | 0.519166259165259 | 0.961667481669482 | 0.480833740834741 |
28 | 0.440821917060499 | 0.881643834120998 | 0.559178082939501 |
29 | 0.521811630548468 | 0.956376738903065 | 0.478188369451532 |
30 | 0.448352085513986 | 0.896704171027972 | 0.551647914486014 |
31 | 0.38253987570831 | 0.76507975141662 | 0.61746012429169 |
32 | 0.456084633188291 | 0.912169266376582 | 0.543915366811709 |
33 | 0.394169779423963 | 0.788339558847925 | 0.605830220576037 |
34 | 0.328783695313725 | 0.65756739062745 | 0.671216304686275 |
35 | 0.269010129255244 | 0.538020258510489 | 0.730989870744756 |
36 | 0.222895851085385 | 0.44579170217077 | 0.777104148914615 |
37 | 0.176097258028445 | 0.35219451605689 | 0.823902741971555 |
38 | 0.136489927935049 | 0.272979855870099 | 0.863510072064951 |
39 | 0.103883584752966 | 0.207767169505932 | 0.896116415247034 |
40 | 0.0789662515780171 | 0.157932503156034 | 0.921033748421983 |
41 | 0.283229896593468 | 0.566459793186937 | 0.716770103406532 |
42 | 0.23681625800771 | 0.473632516015419 | 0.76318374199229 |
43 | 0.201225466720342 | 0.402450933440683 | 0.798774533279659 |
44 | 0.206583357622302 | 0.413166715244604 | 0.793416642377698 |
45 | 0.175488418108817 | 0.350976836217634 | 0.824511581891183 |
46 | 0.140231571894023 | 0.280463143788045 | 0.859768428105977 |
47 | 0.110287720685508 | 0.220575441371016 | 0.889712279314492 |
48 | 0.0921569141068896 | 0.184313828213779 | 0.90784308589311 |
49 | 0.0706844328776272 | 0.141368865755254 | 0.929315567122373 |
50 | 0.0533934252385509 | 0.106786850477102 | 0.946606574761449 |
51 | 0.0398251227253635 | 0.079650245450727 | 0.960174877274636 |
52 | 0.430645171257798 | 0.861290342515596 | 0.569354828742202 |
53 | 0.48726302266294 | 0.97452604532588 | 0.51273697733706 |
54 | 0.903867993980917 | 0.192264012038166 | 0.0961320060190829 |
55 | 0.891176099175472 | 0.217647801649057 | 0.108823900824528 |
56 | 0.880721484843485 | 0.238557030313029 | 0.119278515156515 |
57 | 0.86768198102731 | 0.264636037945379 | 0.13231801897269 |
58 | 0.838607079154563 | 0.322785841690873 | 0.161392920845437 |
59 | 0.805705243932442 | 0.388589512135116 | 0.194294756067558 |
60 | 0.975104121595371 | 0.0497917568092571 | 0.0248958784046286 |
61 | 0.966819109560738 | 0.0663617808785237 | 0.0331808904392618 |
62 | 0.956423075183273 | 0.0871538496334541 | 0.0435769248167271 |
63 | 0.943728932775066 | 0.112542134449868 | 0.056271067224934 |
64 | 0.932364276721334 | 0.135271446557332 | 0.067635723278666 |
65 | 0.931719448356572 | 0.136561103286856 | 0.068280551643428 |
66 | 0.918599752115751 | 0.162800495768499 | 0.0814002478842495 |
67 | 0.992583391153177 | 0.0148332176936461 | 0.00741660884682304 |
68 | 0.991045084100992 | 0.0179098317980156 | 0.0089549158990078 |
69 | 0.990604210131981 | 0.0187915797360388 | 0.00939578986801941 |
70 | 0.987080988599831 | 0.0258380228003371 | 0.0129190114001685 |
71 | 0.982476170812515 | 0.0350476583749694 | 0.0175238291874847 |
72 | 0.980390939234397 | 0.0392181215312067 | 0.0196090607656034 |
73 | 0.974041382106459 | 0.0519172357870823 | 0.0259586178935412 |
74 | 0.966127267804812 | 0.0677454643903755 | 0.0338727321951877 |
75 | 0.95687505704313 | 0.0862498859137397 | 0.0431249429568698 |
76 | 0.947860578660966 | 0.104278842678069 | 0.0521394213390343 |
77 | 0.943841106489882 | 0.112317787020237 | 0.0561588935101185 |
78 | 0.933976988295369 | 0.132046023409262 | 0.0660230117046311 |
79 | 0.994050391225774 | 0.0118992175484525 | 0.00594960877422624 |
80 | 0.993284576776752 | 0.0134308464464961 | 0.00671542322324806 |
81 | 0.995442747268325 | 0.00911450546335021 | 0.00455725273167511 |
82 | 0.994414577039283 | 0.0111708459214331 | 0.00558542296071653 |
83 | 0.993869839818027 | 0.0122603203639452 | 0.00613016018197258 |
84 | 0.999816781449903 | 0.000366437100193926 | 0.000183218550096963 |
85 | 0.999700552777774 | 0.000598894444451896 | 0.000299447222225948 |
86 | 0.999517872289687 | 0.000964255420625781 | 0.000482127710312891 |
87 | 0.999235292573227 | 0.00152941485354628 | 0.000764707426773142 |
88 | 0.998823675283709 | 0.00235264943258217 | 0.00117632471629108 |
89 | 0.998268072296805 | 0.00346385540638904 | 0.00173192770319452 |
90 | 0.997367405357405 | 0.00526518928519032 | 0.00263259464259516 |
91 | 0.996144161521438 | 0.00771167695712376 | 0.00385583847856188 |
92 | 0.995151699348039 | 0.00969660130392265 | 0.00484830065196132 |
93 | 0.996448412819007 | 0.00710317436198624 | 0.00355158718099312 |
94 | 0.99483217411869 | 0.0103356517626196 | 0.00516782588130982 |
95 | 0.99254300496707 | 0.0149139900658608 | 0.0074569950329304 |
96 | 0.989552362691464 | 0.0208952746170713 | 0.0104476373085357 |
97 | 0.98534347585208 | 0.0293130482958397 | 0.0146565241479198 |
98 | 0.97966286402896 | 0.04067427194208 | 0.02033713597104 |
99 | 0.972052325823927 | 0.0558953483521466 | 0.0279476741760733 |
100 | 0.961896201329696 | 0.0762075973406077 | 0.0381037986703038 |
101 | 0.949879993879753 | 0.100240012240493 | 0.0501200061202466 |
102 | 0.933603993382715 | 0.13279201323457 | 0.0663960066172848 |
103 | 0.914789894953749 | 0.170420210092502 | 0.0852101050462508 |
104 | 0.905711635584302 | 0.188576728831397 | 0.0942883644156984 |
105 | 0.938104242279358 | 0.123791515441285 | 0.0618957577206425 |
106 | 0.918864415099573 | 0.162271169800853 | 0.0811355849004266 |
107 | 0.895173794559526 | 0.209652410880948 | 0.104826205440474 |
108 | 0.867819827218442 | 0.264360345563116 | 0.132180172781558 |
109 | 0.83430266902981 | 0.331394661940381 | 0.16569733097019 |
110 | 0.795306010756614 | 0.409387978486773 | 0.204693989243386 |
111 | 0.750576581252166 | 0.498846837495669 | 0.249423418747834 |
112 | 0.699857860176411 | 0.600284279647177 | 0.300142139823589 |
113 | 0.647202930495858 | 0.705594139008284 | 0.352797069504142 |
114 | 0.588066974436036 | 0.823866051127929 | 0.411933025563964 |
115 | 0.529040887322702 | 0.941918225354596 | 0.470959112677298 |
116 | 0.52706653145346 | 0.94586693709308 | 0.47293346854654 |
117 | 0.721791067175189 | 0.556417865649622 | 0.278208932824811 |
118 | 0.664272287555013 | 0.671455424889975 | 0.335727712444987 |
119 | 0.601770664370681 | 0.796458671258638 | 0.398229335629319 |
120 | 0.53733885560104 | 0.925322288797921 | 0.46266114439896 |
121 | 0.469378051433054 | 0.938756102866108 | 0.530621948566946 |
122 | 0.401271217105811 | 0.802542434211622 | 0.598728782894189 |
123 | 0.334797172627591 | 0.669594345255182 | 0.665202827372409 |
124 | 0.271607122789843 | 0.543214245579686 | 0.728392877210157 |
125 | 0.215621519397123 | 0.431243038794245 | 0.784378480602878 |
126 | 0.164792494212453 | 0.329584988424907 | 0.835207505787547 |
127 | 0.122708882288755 | 0.24541776457751 | 0.877291117711245 |
128 | 0.158736939205292 | 0.317473878410584 | 0.841263060794708 |
129 | 0.780285305938665 | 0.439429388122669 | 0.219714694061335 |
130 | 0.705215150996385 | 0.589569698007229 | 0.294784849003615 |
131 | 0.61727056492447 | 0.76545887015106 | 0.38272943507553 |
132 | 0.520384915492521 | 0.959230169014958 | 0.479615084507479 |
133 | 0.41754717242417 | 0.83509434484834 | 0.58245282757583 |
134 | 0.315935227370544 | 0.631870454741088 | 0.684064772629456 |
135 | 0.222319194318971 | 0.444638388637942 | 0.777680805681029 |
136 | 0.142754434963145 | 0.285508869926291 | 0.857245565036855 |
137 | 0.0820087695736708 | 0.164017539147342 | 0.917991230426329 |
138 | 0.0400585360296699 | 0.0801170720593399 | 0.95994146397033 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 12 | 0.0975609756097561 | NOK |
5% type I error level | 28 | 0.227642276422764 | NOK |
10% type I error level | 37 | 0.300813008130081 | NOK |