Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 5.45153304933178 + 0.0321668940555693Connected[t] + 0.0427653888947305Separate[t] + 0.558489671132888Software[t] + 0.0702334998707421Happiness[t] -0.031126424436301Depression[t] + 0.00747850801958789Belonging[t] -0.00491058171792578t + 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) | 5.45153304933178 | 1.942794 | 2.806 | 0.005401 | 0.0027 |
Connected | 0.0321668940555693 | 0.034424 | 0.9344 | 0.350967 | 0.175483 |
Separate | 0.0427653888947305 | 0.035076 | 1.2192 | 0.223886 | 0.111943 |
Software | 0.558489671132888 | 0.053726 | 10.3952 | 0 | 0 |
Happiness | 0.0702334998707421 | 0.057809 | 1.2149 | 0.225518 | 0.112759 |
Depression | -0.031126424436301 | 0.041759 | -0.7454 | 0.456725 | 0.228362 |
Belonging | 0.00747850801958789 | 0.011869 | 0.6301 | 0.529191 | 0.264595 |
t | -0.00491058171792578 | 0.00168 | -2.9227 | 0.00378 | 0.00189 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.667212929789437 |
R-squared | 0.445173093678205 |
Adjusted R-squared | 0.430002045458468 |
F-TEST (value) | 29.3435949336093 |
F-TEST (DF numerator) | 7 |
F-TEST (DF denominator) | 256 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.85421524491435 |
Sum Squared Residuals | 880.15722866503 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.0985387854795 | -3.09853878547954 |
2 | 16 | 15.7506280756561 | 0.249371924343879 |
3 | 19 | 17.1063218899167 | 1.89367811008327 |
4 | 15 | 12.1616052410318 | 2.83839475896815 |
5 | 14 | 16.4017873467223 | -2.40178734672232 |
6 | 13 | 14.8470133702108 | -1.84701337021082 |
7 | 19 | 15.3941195404347 | 3.60588045956526 |
8 | 15 | 17.1034911605066 | -2.10349116050658 |
9 | 14 | 16.0596585119288 | -2.0596585119288 |
10 | 15 | 14.4613197202822 | 0.53868027971776 |
11 | 16 | 15.0039897785988 | 0.996010221401191 |
12 | 16 | 16.1957780658441 | -0.195778065844102 |
13 | 16 | 15.5452007954959 | 0.454799204504098 |
14 | 16 | 15.497570422791 | 0.50242957720904 |
15 | 17 | 18.0026152345095 | -1.00261523450953 |
16 | 15 | 15.4966907599622 | -0.496690759962226 |
17 | 15 | 14.5878376596391 | 0.412162340360936 |
18 | 20 | 16.4221329188422 | 3.57786708115779 |
19 | 18 | 15.5318412924009 | 2.46815870759907 |
20 | 16 | 15.598397960354 | 0.40160203964601 |
21 | 16 | 15.3944791538427 | 0.605520846157265 |
22 | 16 | 15.2136141783933 | 0.786385821606707 |
23 | 19 | 16.4921403787265 | 2.50785962127348 |
24 | 16 | 15.1609192229515 | 0.839080777048499 |
25 | 17 | 16.1483763914647 | 0.851623608535261 |
26 | 17 | 16.22180307078 | 0.778196929220023 |
27 | 16 | 14.908352790214 | 1.09164720978603 |
28 | 15 | 16.8091087350266 | -1.80910873502655 |
29 | 16 | 15.6848237519473 | 0.31517624805274 |
30 | 14 | 14.263029558757 | -0.263029558756992 |
31 | 15 | 15.7659606607022 | -0.765960660702232 |
32 | 12 | 12.8492889523859 | -0.849288952385888 |
33 | 14 | 14.8039620225922 | -0.803962022592169 |
34 | 16 | 16.0017496144186 | -0.00174961441855281 |
35 | 14 | 15.4902098814983 | -1.49020988149829 |
36 | 10 | 13.0304769205532 | -3.0304769205532 |
37 | 10 | 13.0355345646574 | -3.03553456465737 |
38 | 14 | 15.7470324913881 | -1.74703249138812 |
39 | 16 | 14.554555919938 | 1.445444080062 |
40 | 16 | 14.4948939247229 | 1.50510607527713 |
41 | 16 | 14.7205377064971 | 1.27946229350293 |
42 | 14 | 15.7009510594818 | -1.70095105948177 |
43 | 20 | 17.4871215566965 | 2.51287844330348 |
44 | 14 | 14.1533777639022 | -0.153377763902224 |
45 | 14 | 14.4623553291315 | -0.462355329131477 |
46 | 11 | 15.4909495615117 | -4.49094956151171 |
47 | 14 | 16.6307612737306 | -2.63076127373058 |
48 | 15 | 15.1467421663187 | -0.146742166318652 |
49 | 16 | 15.417876616323 | 0.582123383676952 |
50 | 14 | 15.6302473667626 | -1.63024736676259 |
51 | 16 | 17.0252984963352 | -1.02529849633517 |
52 | 14 | 14.1419408813432 | -0.14194088134322 |
53 | 12 | 15.0171855791395 | -3.01718557913948 |
54 | 16 | 16.0361860907356 | -0.0361860907355932 |
55 | 9 | 11.3432897998035 | -2.34328979980353 |
56 | 14 | 12.3849781445203 | 1.61502185547966 |
57 | 16 | 15.8545401093022 | 0.145459890697824 |
58 | 16 | 15.5298832287659 | 0.470116771234096 |
59 | 15 | 15.1123930302181 | -0.112393030218105 |
60 | 16 | 14.2210605652264 | 1.77893943477358 |
61 | 12 | 11.5595534084661 | 0.440446591533867 |
62 | 16 | 15.6406817555398 | 0.359318244460184 |
63 | 16 | 16.5488168530774 | -0.548816853077399 |
64 | 14 | 14.7109860019853 | -0.710986001985265 |
65 | 16 | 15.3063211583342 | 0.693678841665768 |
66 | 17 | 16.0541860332013 | 0.945813966798677 |
67 | 18 | 16.3331770798611 | 1.6668229201389 |
68 | 18 | 14.3958881874426 | 3.60411181255739 |
69 | 12 | 15.8997083739692 | -3.89970837396924 |
70 | 16 | 15.6515786730261 | 0.348421326973927 |
71 | 10 | 13.412380608575 | -3.41238060857495 |
72 | 14 | 14.9242951062704 | -0.924295106270409 |
73 | 18 | 16.9280586745433 | 1.07194132545668 |
74 | 18 | 17.140983623911 | 0.85901637608902 |
75 | 16 | 15.2322948752948 | 0.767705124705194 |
76 | 17 | 13.4918869897008 | 3.50811301029925 |
77 | 16 | 16.419099992442 | -0.419099992441992 |
78 | 16 | 14.5311988476754 | 1.46880115232456 |
79 | 13 | 15.2165773344004 | -2.21657733440038 |
80 | 16 | 15.1421402571568 | 0.857859742843149 |
81 | 16 | 15.6586274506278 | 0.341372549372198 |
82 | 16 | 15.7632408306316 | 0.236759169368356 |
83 | 15 | 15.6434137240469 | -0.64341372404695 |
84 | 15 | 14.8842323819227 | 0.115767618077311 |
85 | 16 | 14.1607354722341 | 1.83926452776585 |
86 | 14 | 14.1555692846506 | -0.155569284650592 |
87 | 16 | 15.3674881780279 | 0.632511821972136 |
88 | 16 | 14.8725888488247 | 1.12741115117526 |
89 | 15 | 14.5194813902587 | 0.480518609741335 |
90 | 12 | 13.907972516408 | -1.90797251640802 |
91 | 17 | 16.7584943754586 | 0.241505624541391 |
92 | 16 | 15.8055619194036 | 0.194438080596368 |
93 | 15 | 15.0531067912421 | -0.0531067912420967 |
94 | 13 | 15.0298518503278 | -2.02985185032776 |
95 | 16 | 14.7436133365348 | 1.25638666346519 |
96 | 16 | 15.7882428813297 | 0.21175711867026 |
97 | 16 | 13.6773839654895 | 2.32261603451052 |
98 | 16 | 15.7737083756365 | 0.22629162436346 |
99 | 14 | 14.4297816437613 | -0.429781643761329 |
100 | 16 | 16.9922981106499 | -0.992298110649857 |
101 | 16 | 14.6766246625527 | 1.32337533744731 |
102 | 20 | 17.4542184425634 | 2.54578155743657 |
103 | 15 | 14.2396603727495 | 0.760339627250478 |
104 | 16 | 14.9598584444853 | 1.04014155551469 |
105 | 13 | 14.8422042092773 | -1.84220420927732 |
106 | 17 | 15.7017299648748 | 1.29827003512525 |
107 | 16 | 15.7011234587523 | 0.298876541247731 |
108 | 16 | 14.3586514687943 | 1.64134853120572 |
109 | 12 | 12.3043422991135 | -0.30434229911349 |
110 | 16 | 15.2856808956604 | 0.71431910433959 |
111 | 16 | 15.9928271492344 | 0.00717285076563753 |
112 | 17 | 15.0564093690921 | 1.9435906309079 |
113 | 13 | 14.2811780773625 | -1.28117807736248 |
114 | 12 | 14.5798742612205 | -2.57987426122045 |
115 | 18 | 16.1614728444387 | 1.83852715556127 |
116 | 14 | 15.8657328435429 | -1.86573284354287 |
117 | 14 | 13.228887828907 | 0.771112171092987 |
118 | 13 | 14.7929151358429 | -1.79291513584291 |
119 | 16 | 15.520384206224 | 0.479615793776011 |
120 | 13 | 14.4292215835434 | -1.42922158354341 |
121 | 16 | 15.3854232676415 | 0.614576732358463 |
122 | 13 | 15.8212093173508 | -2.82120931735076 |
123 | 16 | 16.8545044640026 | -0.854504464002574 |
124 | 15 | 15.8437647974654 | -0.84376479746541 |
125 | 16 | 16.7849339139009 | -0.784933913900918 |
126 | 15 | 14.6587216010757 | 0.341278398924287 |
127 | 17 | 15.4905839058456 | 1.50941609415437 |
128 | 15 | 14.0482521120088 | 0.951747887991231 |
129 | 12 | 14.6858650734517 | -2.68586507345171 |
130 | 16 | 13.9402714795457 | 2.05972852045429 |
131 | 10 | 13.7239532443361 | -3.72395324433605 |
132 | 16 | 13.4583321541629 | 2.54166784583713 |
133 | 12 | 14.1659890224415 | -2.16598902244154 |
134 | 14 | 15.5440460090552 | -1.54404600905523 |
135 | 15 | 15.0836566962205 | -0.0836566962204929 |
136 | 13 | 12.1121127347309 | 0.887887265269134 |
137 | 15 | 14.5312778069589 | 0.468722193041143 |
138 | 11 | 13.4989500572246 | -2.49895005722465 |
139 | 12 | 13.0064804164844 | -1.00648041648441 |
140 | 11 | 13.339956434492 | -2.33995643449198 |
141 | 16 | 12.8564999151223 | 3.14350008487773 |
142 | 15 | 13.6441244258235 | 1.35587557417654 |
143 | 17 | 16.8413639582837 | 0.158636041716298 |
144 | 16 | 14.1244038470475 | 1.87559615295252 |
145 | 10 | 13.266751430131 | -3.26675143013095 |
146 | 18 | 15.497545467363 | 2.50245453263695 |
147 | 13 | 14.9457512386837 | -1.94575123868367 |
148 | 16 | 14.843010105307 | 1.15698989469303 |
149 | 13 | 12.82722767011 | 0.172772329889988 |
150 | 10 | 12.9004577169405 | -2.90045771694049 |
151 | 15 | 15.8784182905414 | -0.878418290541449 |
152 | 16 | 13.8248630916881 | 2.17513690831192 |
153 | 16 | 11.8525810147495 | 4.1474189852505 |
154 | 14 | 12.3963025182653 | 1.60369748173469 |
155 | 10 | 12.4816282956809 | -2.48162829568091 |
156 | 17 | 16.4393065637934 | 0.560693436206567 |
157 | 13 | 11.7066858547317 | 1.29331414526825 |
158 | 15 | 13.900934660471 | 1.099065339529 |
159 | 16 | 14.5373961332024 | 1.46260386679759 |
160 | 12 | 12.6989037635456 | -0.698903763545609 |
161 | 13 | 12.6931049205989 | 0.306895079401113 |
162 | 13 | 12.670204114649 | 0.329795885350951 |
163 | 12 | 12.3813576310274 | -0.381357631027421 |
164 | 17 | 16.2130980179022 | 0.78690198209781 |
165 | 15 | 13.6682202782511 | 1.33177972174891 |
166 | 10 | 11.6197611469958 | -1.61976114699577 |
167 | 14 | 14.3441924705758 | -0.344192470575766 |
168 | 11 | 14.1943469919182 | -3.19434699191817 |
169 | 13 | 14.7895963339482 | -1.78959633394817 |
170 | 16 | 14.3871926838976 | 1.61280731610237 |
171 | 12 | 10.4815320179531 | 1.5184679820469 |
172 | 16 | 15.3377881046553 | 0.66221189534468 |
173 | 12 | 13.8444384221823 | -1.84443842218234 |
174 | 9 | 11.3336124343809 | -2.3336124343809 |
175 | 12 | 14.9070414350127 | -2.90704143501267 |
176 | 15 | 14.4730075744532 | 0.526992425546806 |
177 | 12 | 12.294327621092 | -0.294327621092034 |
178 | 12 | 12.650368444193 | -0.650368444193032 |
179 | 14 | 13.7938681954925 | 0.206131804507504 |
180 | 12 | 13.2889048934373 | -1.28890489343725 |
181 | 16 | 15.0068737606415 | 0.993126239358508 |
182 | 11 | 11.4515058779588 | -0.451505877958786 |
183 | 19 | 16.7015767685106 | 2.29842323148939 |
184 | 15 | 15.1109818809655 | -0.110981880965518 |
185 | 8 | 14.596986586261 | -6.59698658626104 |
186 | 16 | 14.6989355568994 | 1.30106444310063 |
187 | 17 | 14.3895807084944 | 2.61041929150556 |
188 | 12 | 12.3486229107255 | -0.348622910725466 |
189 | 11 | 11.4120697144516 | -0.4120697144516 |
190 | 11 | 10.4549680631895 | 0.545031936810458 |
191 | 14 | 14.4364908904417 | -0.436490890441723 |
192 | 16 | 15.376427798282 | 0.623572201717984 |
193 | 12 | 9.72248141934327 | 2.27751858065673 |
194 | 16 | 14.0886404643777 | 1.9113595356223 |
195 | 13 | 13.632884513438 | -0.632884513437976 |
196 | 15 | 14.9989754108533 | 0.00102458914674308 |
197 | 16 | 12.9126260121705 | 3.08737398782949 |
198 | 16 | 14.991943645066 | 1.00805635493403 |
199 | 14 | 12.4076330969111 | 1.59236690308889 |
200 | 16 | 14.4603615475735 | 1.53963845242654 |
201 | 16 | 14.0333200029035 | 1.96667999709652 |
202 | 14 | 13.2954618359923 | 0.704538164007681 |
203 | 11 | 13.3129603848872 | -2.31296038488724 |
204 | 12 | 14.4949222642595 | -2.49492226425949 |
205 | 15 | 12.6778762991469 | 2.32212370085313 |
206 | 15 | 14.4188365698392 | 0.581163430160781 |
207 | 16 | 14.5320147838526 | 1.46798521614738 |
208 | 16 | 14.843125446159 | 1.15687455384097 |
209 | 11 | 13.5801453187234 | -2.58014531872336 |
210 | 15 | 13.8885534096534 | 1.11144659034664 |
211 | 12 | 14.2037853885328 | -2.20378538853275 |
212 | 12 | 15.7224255491506 | -3.7224255491506 |
213 | 15 | 14.109079358977 | 0.89092064102304 |
214 | 15 | 12.0905788116402 | 2.90942118835982 |
215 | 16 | 14.4647432573063 | 1.53525674269367 |
216 | 14 | 13.0805138671753 | 0.919486132824671 |
217 | 17 | 14.5748713248213 | 2.42512867517871 |
218 | 14 | 13.9049231073215 | 0.0950768926785438 |
219 | 13 | 11.8321054700474 | 1.16789452995262 |
220 | 15 | 15.1299096914369 | -0.129909691436878 |
221 | 13 | 14.5726876835671 | -1.57268768356711 |
222 | 14 | 13.8921489634354 | 0.107851036564568 |
223 | 15 | 14.1999876889948 | 0.800012311005213 |
224 | 12 | 13.0554532006112 | -1.05545320061118 |
225 | 13 | 12.2689174915128 | 0.731082508487173 |
226 | 8 | 11.6573695969631 | -3.65736959696312 |
227 | 14 | 13.6832791328481 | 0.316720867151928 |
228 | 14 | 12.8142890945427 | 1.18571090545735 |
229 | 11 | 12.197890873762 | -1.19789087376205 |
230 | 12 | 12.8303898458872 | -0.830389845887172 |
231 | 13 | 11.185488738365 | 1.81451126163496 |
232 | 10 | 13.2189058291037 | -3.21890582910368 |
233 | 16 | 11.348787511322 | 4.65121248867802 |
234 | 18 | 15.7737516733149 | 2.22624832668511 |
235 | 13 | 13.7266606548843 | -0.726660654884331 |
236 | 11 | 13.2215618348084 | -2.22156183480842 |
237 | 4 | 10.9938193483991 | -6.99381934839915 |
238 | 13 | 14.1796817218455 | -1.17968172184545 |
239 | 16 | 14.1367439630088 | 1.86325603699123 |
240 | 10 | 11.5930618646107 | -1.59306186461067 |
241 | 12 | 12.1626452683162 | -0.162645268316151 |
242 | 12 | 13.3960154190304 | -1.39601541903038 |
243 | 10 | 8.81036730048706 | 1.18963269951294 |
244 | 13 | 10.9797489991871 | 2.02025100081286 |
245 | 15 | 13.5802095891207 | 1.41979041087932 |
246 | 12 | 11.8071329179159 | 0.192867082084071 |
247 | 14 | 12.745833303401 | 1.254166696599 |
248 | 10 | 12.3830320431314 | -2.38303204313139 |
249 | 12 | 10.7045626835548 | 1.29543731644515 |
250 | 12 | 11.5222473456141 | 0.477752654385857 |
251 | 11 | 11.7208297915302 | -0.720829791530183 |
252 | 10 | 11.5207040112403 | -1.52070401124025 |
253 | 12 | 11.2737442088263 | 0.726255791173704 |
254 | 16 | 12.7074968396979 | 3.29250316030215 |
255 | 12 | 13.2078556645355 | -1.20785566453552 |
256 | 14 | 13.7197084126368 | 0.280291587363206 |
257 | 16 | 14.1388849696129 | 1.86111503038708 |
258 | 14 | 11.5536798517218 | 2.44632014827823 |
259 | 13 | 14.0549432381567 | -1.05494323815668 |
260 | 4 | 9.33309354369939 | -5.33309354369939 |
261 | 15 | 13.5531018279656 | 1.44689817203439 |
262 | 11 | 14.7741198188765 | -3.7741198188765 |
263 | 11 | 11.1662281765916 | -0.16622817659161 |
264 | 14 | 12.6310833706034 | 1.36891662939664 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
11 | 0.402475229471653 | 0.804950458943307 | 0.597524770528347 |
12 | 0.799813019552285 | 0.40037396089543 | 0.200186980447715 |
13 | 0.760826664987248 | 0.478346670025504 | 0.239173335012752 |
14 | 0.673552621178249 | 0.652894757643501 | 0.326447378821751 |
15 | 0.618114699975933 | 0.763770600048135 | 0.381885300024067 |
16 | 0.680833200974805 | 0.638333598050389 | 0.319166799025195 |
17 | 0.608142628027363 | 0.783714743945274 | 0.391857371972637 |
18 | 0.857694380421813 | 0.284611239156375 | 0.142305619578187 |
19 | 0.830980289213743 | 0.338039421572514 | 0.169019710786257 |
20 | 0.780467388615394 | 0.439065222769211 | 0.219532611384606 |
21 | 0.716435090676602 | 0.567129818646795 | 0.283564909323398 |
22 | 0.677924859700132 | 0.644150280599736 | 0.322075140299868 |
23 | 0.640080623968092 | 0.719838752063816 | 0.359919376031908 |
24 | 0.608002819411591 | 0.783994361176818 | 0.391997180588409 |
25 | 0.544602520253454 | 0.910794959493092 | 0.455397479746546 |
26 | 0.495118873916558 | 0.990237747833116 | 0.504881126083442 |
27 | 0.435695066526806 | 0.871390133053611 | 0.564304933473194 |
28 | 0.489428727652135 | 0.97885745530427 | 0.510571272347865 |
29 | 0.429531193251683 | 0.859062386503367 | 0.570468806748317 |
30 | 0.439110691341421 | 0.878221382682843 | 0.560889308658579 |
31 | 0.390777631300561 | 0.781555262601123 | 0.609222368699439 |
32 | 0.386536250945876 | 0.773072501891752 | 0.613463749054124 |
33 | 0.367573743538395 | 0.735147487076789 | 0.632426256461605 |
34 | 0.311946111516885 | 0.623892223033769 | 0.688053888483115 |
35 | 0.300790075632009 | 0.601580151264018 | 0.699209924367991 |
36 | 0.399446956221478 | 0.798893912442955 | 0.600553043778522 |
37 | 0.480233640547256 | 0.960467281094513 | 0.519766359452744 |
38 | 0.456414493869952 | 0.912828987739905 | 0.543585506130048 |
39 | 0.504036781673621 | 0.991926436652758 | 0.495963218326379 |
40 | 0.48466256434735 | 0.969325128694699 | 0.51533743565265 |
41 | 0.448981538814123 | 0.897963077628245 | 0.551018461185877 |
42 | 0.419330929144965 | 0.83866185828993 | 0.580669070855035 |
43 | 0.435488787174071 | 0.870977574348142 | 0.564511212825929 |
44 | 0.388357018766522 | 0.776714037533044 | 0.611642981233478 |
45 | 0.349784441710693 | 0.699568883421385 | 0.650215558289307 |
46 | 0.574490258949639 | 0.851019482100722 | 0.425509741050361 |
47 | 0.59251378237367 | 0.81497243525266 | 0.40748621762633 |
48 | 0.554065143583593 | 0.891869712832815 | 0.445934856416407 |
49 | 0.541344029892326 | 0.917311940215349 | 0.458655970107675 |
50 | 0.514186099361112 | 0.971627801277776 | 0.485813900638888 |
51 | 0.469970781504949 | 0.939941563009899 | 0.530029218495051 |
52 | 0.42842759941914 | 0.85685519883828 | 0.57157240058086 |
53 | 0.435661290444535 | 0.87132258088907 | 0.564338709555465 |
54 | 0.406008878029816 | 0.812017756059633 | 0.593991121970184 |
55 | 0.404277688955221 | 0.808555377910443 | 0.595722311044779 |
56 | 0.420734697246848 | 0.841469394493696 | 0.579265302753152 |
57 | 0.380141520587541 | 0.760283041175082 | 0.619858479412459 |
58 | 0.365628947608552 | 0.731257895217104 | 0.634371052391448 |
59 | 0.326508005567858 | 0.653016011135717 | 0.673491994432141 |
60 | 0.353372037232728 | 0.706744074465455 | 0.646627962767272 |
61 | 0.327220430673944 | 0.654440861347888 | 0.672779569326056 |
62 | 0.293131978019971 | 0.586263956039941 | 0.706868021980029 |
63 | 0.259117537401111 | 0.518235074802222 | 0.740882462598889 |
64 | 0.226514476962294 | 0.453028953924587 | 0.773485523037706 |
65 | 0.202909488587831 | 0.405818977175663 | 0.797090511412169 |
66 | 0.193131794747022 | 0.386263589494044 | 0.806868205252978 |
67 | 0.195831245199528 | 0.391662490399055 | 0.804168754800472 |
68 | 0.309302990917942 | 0.618605981835885 | 0.690697009082058 |
69 | 0.422218465126526 | 0.844436930253052 | 0.577781534873474 |
70 | 0.390197657422739 | 0.780395314845478 | 0.609802342577261 |
71 | 0.462670997051226 | 0.925341994102452 | 0.537329002948774 |
72 | 0.427799440490199 | 0.855598880980399 | 0.572200559509801 |
73 | 0.421024395746235 | 0.84204879149247 | 0.578975604253765 |
74 | 0.399631793508308 | 0.799263587016616 | 0.600368206491692 |
75 | 0.363591795361302 | 0.727183590722605 | 0.636408204638698 |
76 | 0.441561638540613 | 0.883123277081227 | 0.558438361459387 |
77 | 0.403416720425508 | 0.806833440851016 | 0.596583279574492 |
78 | 0.382623079741806 | 0.765246159483612 | 0.617376920258194 |
79 | 0.392051967190841 | 0.784103934381682 | 0.607948032809159 |
80 | 0.357774230719211 | 0.715548461438423 | 0.642225769280789 |
81 | 0.326049221426072 | 0.652098442852144 | 0.673950778573928 |
82 | 0.294041160294514 | 0.588082320589028 | 0.705958839705486 |
83 | 0.267059646529442 | 0.534119293058884 | 0.732940353470558 |
84 | 0.237094035748177 | 0.474188071496353 | 0.762905964251823 |
85 | 0.234219607694559 | 0.468439215389117 | 0.765780392305441 |
86 | 0.205457331994001 | 0.410914663988002 | 0.794542668005999 |
87 | 0.182360085247983 | 0.364720170495966 | 0.817639914752017 |
88 | 0.16866724698052 | 0.33733449396104 | 0.83133275301948 |
89 | 0.146035404763235 | 0.292070809526471 | 0.853964595236764 |
90 | 0.141401398675106 | 0.282802797350213 | 0.858598601324894 |
91 | 0.121453403152487 | 0.242906806304975 | 0.878546596847512 |
92 | 0.105538335362564 | 0.211076670725128 | 0.894461664637436 |
93 | 0.0904731503122692 | 0.180946300624538 | 0.909526849687731 |
94 | 0.0944517045305431 | 0.188903409061086 | 0.905548295469457 |
95 | 0.0851452882570926 | 0.170290576514185 | 0.914854711742907 |
96 | 0.07134375971094 | 0.14268751942188 | 0.92865624028906 |
97 | 0.0765390419752538 | 0.153078083950508 | 0.923460958024746 |
98 | 0.0639172957190733 | 0.127834591438147 | 0.936082704280927 |
99 | 0.0532560540094865 | 0.106512108018973 | 0.946743945990513 |
100 | 0.0471964643477645 | 0.094392928695529 | 0.952803535652236 |
101 | 0.0418237708668188 | 0.0836475417336376 | 0.958176229133181 |
102 | 0.0495646640737919 | 0.0991293281475839 | 0.950435335926208 |
103 | 0.0418159325305976 | 0.0836318650611953 | 0.958184067469402 |
104 | 0.0371546247444226 | 0.0743092494888452 | 0.962845375255577 |
105 | 0.0443799645112795 | 0.0887599290225591 | 0.95562003548872 |
106 | 0.0392467240758438 | 0.0784934481516876 | 0.960753275924156 |
107 | 0.032101540747539 | 0.0642030814950781 | 0.967898459252461 |
108 | 0.0306389619503842 | 0.0612779239007685 | 0.969361038049616 |
109 | 0.0249766509276481 | 0.0499533018552962 | 0.975023349072352 |
110 | 0.0206802880721736 | 0.0413605761443472 | 0.979319711927826 |
111 | 0.0165367018611449 | 0.0330734037222898 | 0.983463298138855 |
112 | 0.0174610968140109 | 0.0349221936280217 | 0.982538903185989 |
113 | 0.0151868048729542 | 0.0303736097459083 | 0.984813195127046 |
114 | 0.0203427840188158 | 0.0406855680376315 | 0.979657215981184 |
115 | 0.0195545789159243 | 0.0391091578318487 | 0.980445421084076 |
116 | 0.019156582817605 | 0.03831316563521 | 0.980843417182395 |
117 | 0.0161895415427563 | 0.0323790830855127 | 0.983810458457244 |
118 | 0.0161428798213067 | 0.0322857596426135 | 0.983857120178693 |
119 | 0.013111596625575 | 0.0262231932511501 | 0.986888403374425 |
120 | 0.0118512862501964 | 0.0237025725003928 | 0.988148713749804 |
121 | 0.00961138913138544 | 0.0192227782627709 | 0.990388610868615 |
122 | 0.0142976132082616 | 0.0285952264165232 | 0.985702386791738 |
123 | 0.0119182485986793 | 0.0238364971973587 | 0.988081751401321 |
124 | 0.0100417231243235 | 0.020083446248647 | 0.989958276875677 |
125 | 0.00820386346908122 | 0.0164077269381624 | 0.991796136530919 |
126 | 0.00652402141000281 | 0.0130480428200056 | 0.993475978589997 |
127 | 0.00592499471708863 | 0.0118499894341773 | 0.994075005282911 |
128 | 0.00498958031437604 | 0.00997916062875207 | 0.995010419685624 |
129 | 0.00679676778773384 | 0.0135935355754677 | 0.993203232212266 |
130 | 0.00737896470885744 | 0.0147579294177149 | 0.992621035291143 |
131 | 0.0150380035701476 | 0.0300760071402951 | 0.984961996429852 |
132 | 0.0179020011010297 | 0.0358040022020595 | 0.98209799889897 |
133 | 0.0190014277786272 | 0.0380028555572543 | 0.980998572221373 |
134 | 0.0179399512149199 | 0.0358799024298399 | 0.98206004878508 |
135 | 0.0143280831078875 | 0.028656166215775 | 0.985671916892113 |
136 | 0.0122309426263336 | 0.0244618852526671 | 0.987769057373666 |
137 | 0.00990648741823629 | 0.0198129748364726 | 0.990093512581764 |
138 | 0.0125384210857652 | 0.0250768421715303 | 0.987461578914235 |
139 | 0.0107618216212586 | 0.0215236432425171 | 0.989238178378741 |
140 | 0.01290529551809 | 0.0258105910361799 | 0.98709470448191 |
141 | 0.0201560166619618 | 0.0403120333239236 | 0.979843983338038 |
142 | 0.0185242814551167 | 0.0370485629102335 | 0.981475718544883 |
143 | 0.0150205312093496 | 0.0300410624186993 | 0.98497946879065 |
144 | 0.0157236012587875 | 0.031447202517575 | 0.984276398741213 |
145 | 0.0266974551191014 | 0.0533949102382028 | 0.973302544880899 |
146 | 0.032899283931278 | 0.065798567862556 | 0.967100716068722 |
147 | 0.0347106625346156 | 0.0694213250692313 | 0.965289337465384 |
148 | 0.0308268157911592 | 0.0616536315823184 | 0.969173184208841 |
149 | 0.0251694491161804 | 0.0503388982323608 | 0.97483055088382 |
150 | 0.0347431669180115 | 0.0694863338360231 | 0.965256833081989 |
151 | 0.0295649645330984 | 0.0591299290661968 | 0.970435035466902 |
152 | 0.0312118999658585 | 0.0624237999317169 | 0.968788100034142 |
153 | 0.0614921647203965 | 0.122984329440793 | 0.938507835279603 |
154 | 0.0592693484311577 | 0.118538696862315 | 0.940730651568842 |
155 | 0.0668514672949835 | 0.133702934589967 | 0.933148532705017 |
156 | 0.0568828372036372 | 0.113765674407274 | 0.943117162796363 |
157 | 0.0507263507797283 | 0.101452701559457 | 0.949273649220272 |
158 | 0.044306945773758 | 0.088613891547516 | 0.955693054226242 |
159 | 0.042896370559727 | 0.0857927411194539 | 0.957103629440273 |
160 | 0.0368289288531118 | 0.0736578577062236 | 0.963171071146888 |
161 | 0.0301494047603978 | 0.0602988095207957 | 0.969850595239602 |
162 | 0.0246882511172213 | 0.0493765022344427 | 0.975311748882779 |
163 | 0.0204556922545629 | 0.0409113845091258 | 0.979544307745437 |
164 | 0.0174663342278852 | 0.0349326684557703 | 0.982533665772115 |
165 | 0.0152899712295866 | 0.0305799424591732 | 0.984710028770413 |
166 | 0.0162158571129126 | 0.0324317142258253 | 0.983784142887087 |
167 | 0.0129519190795869 | 0.0259038381591739 | 0.987048080920413 |
168 | 0.0190097943455474 | 0.0380195886910947 | 0.980990205654453 |
169 | 0.0193145060535548 | 0.0386290121071096 | 0.980685493946445 |
170 | 0.0178019312531854 | 0.0356038625063708 | 0.982198068746815 |
171 | 0.016327213558843 | 0.032654427117686 | 0.983672786441157 |
172 | 0.0131776500985948 | 0.0263553001971896 | 0.986822349901405 |
173 | 0.0128128065802382 | 0.0256256131604764 | 0.987187193419762 |
174 | 0.014685951216998 | 0.0293719024339961 | 0.985314048783002 |
175 | 0.0188929908902678 | 0.0377859817805356 | 0.981107009109732 |
176 | 0.0151454063778119 | 0.0302908127556237 | 0.984854593622188 |
177 | 0.0119808719881983 | 0.0239617439763966 | 0.988019128011802 |
178 | 0.0100781507238407 | 0.0201563014476815 | 0.989921849276159 |
179 | 0.00783798740929312 | 0.0156759748185862 | 0.992162012590707 |
180 | 0.00689228384446776 | 0.0137845676889355 | 0.993107716155532 |
181 | 0.00557929233420557 | 0.0111585846684111 | 0.994420707665794 |
182 | 0.00430170227341254 | 0.00860340454682508 | 0.995698297726587 |
183 | 0.00454272486774663 | 0.00908544973549325 | 0.995457275132253 |
184 | 0.00346340780469989 | 0.00692681560939978 | 0.9965365921953 |
185 | 0.0945485528934938 | 0.189097105786988 | 0.905451447106506 |
186 | 0.0837673286341599 | 0.16753465726832 | 0.91623267136584 |
187 | 0.0937319873577452 | 0.18746397471549 | 0.906268012642255 |
188 | 0.0791422429758017 | 0.158284485951603 | 0.920857757024198 |
189 | 0.0705418654748887 | 0.141083730949777 | 0.929458134525111 |
190 | 0.0596705613214336 | 0.119341122642867 | 0.940329438678566 |
191 | 0.0516888003813329 | 0.103377600762666 | 0.948311199618667 |
192 | 0.0430109766894636 | 0.0860219533789271 | 0.956989023310536 |
193 | 0.0433120762544686 | 0.0866241525089373 | 0.956687923745531 |
194 | 0.0410696683806269 | 0.0821393367612539 | 0.958930331619373 |
195 | 0.0357027738981984 | 0.0714055477963968 | 0.964297226101802 |
196 | 0.0284550140215662 | 0.0569100280431325 | 0.971544985978434 |
197 | 0.0373222402395986 | 0.0746444804791971 | 0.962677759760401 |
198 | 0.0305194995352494 | 0.0610389990704987 | 0.969480500464751 |
199 | 0.0274057819364691 | 0.0548115638729382 | 0.972594218063531 |
200 | 0.0232765389624402 | 0.0465530779248805 | 0.97672346103756 |
201 | 0.021311355586638 | 0.042622711173276 | 0.978688644413362 |
202 | 0.0178165544415185 | 0.035633108883037 | 0.982183445558481 |
203 | 0.019846910911911 | 0.0396938218238221 | 0.980153089088089 |
204 | 0.0263675080730805 | 0.052735016146161 | 0.973632491926919 |
205 | 0.0278237067069451 | 0.0556474134138902 | 0.972176293293055 |
206 | 0.0217503282101588 | 0.0435006564203175 | 0.978249671789841 |
207 | 0.019386927081298 | 0.0387738541625959 | 0.980613072918702 |
208 | 0.0154903722401223 | 0.0309807444802446 | 0.984509627759878 |
209 | 0.0180778994705206 | 0.0361557989410412 | 0.981922100529479 |
210 | 0.0149636941222889 | 0.0299273882445778 | 0.985036305877711 |
211 | 0.0183958392351674 | 0.0367916784703349 | 0.981604160764833 |
212 | 0.0324717611190893 | 0.0649435222381785 | 0.967528238880911 |
213 | 0.0253710945551454 | 0.0507421891102907 | 0.974628905444855 |
214 | 0.0314791169033973 | 0.0629582338067947 | 0.968520883096603 |
215 | 0.0267612504796724 | 0.0535225009593448 | 0.973238749520328 |
216 | 0.020729367132908 | 0.041458734265816 | 0.979270632867092 |
217 | 0.0231370663002714 | 0.0462741326005427 | 0.976862933699729 |
218 | 0.0196067553481175 | 0.039213510696235 | 0.980393244651882 |
219 | 0.0182943903919263 | 0.0365887807838526 | 0.981705609608074 |
220 | 0.0137419038079816 | 0.0274838076159632 | 0.986258096192018 |
221 | 0.0114025137241171 | 0.0228050274482341 | 0.988597486275883 |
222 | 0.00831154801890267 | 0.0166230960378053 | 0.991688451981097 |
223 | 0.00641631381835713 | 0.0128326276367143 | 0.993583686181643 |
224 | 0.00491691159901389 | 0.00983382319802777 | 0.995083088400986 |
225 | 0.00343960111377319 | 0.00687920222754638 | 0.996560398886227 |
226 | 0.00710199123298366 | 0.0142039824659673 | 0.992898008767016 |
227 | 0.00565156735869488 | 0.0113031347173898 | 0.994348432641305 |
228 | 0.00412261775956946 | 0.00824523551913891 | 0.995877382240431 |
229 | 0.00293161983497725 | 0.0058632396699545 | 0.997068380165023 |
230 | 0.00207599045903002 | 0.00415198091806004 | 0.99792400954097 |
231 | 0.00226850989205013 | 0.00453701978410026 | 0.99773149010795 |
232 | 0.00779851916707009 | 0.0155970383341402 | 0.99220148083293 |
233 | 0.0293698404957628 | 0.0587396809915256 | 0.970630159504237 |
234 | 0.044950747243972 | 0.089901494487944 | 0.955049252756028 |
235 | 0.0330914105808944 | 0.0661828211617888 | 0.966908589419106 |
236 | 0.0271011514226526 | 0.0542023028453051 | 0.972898848577347 |
237 | 0.238959015911466 | 0.477918031822932 | 0.761040984088534 |
238 | 0.192949272019248 | 0.385898544038496 | 0.807050727980752 |
239 | 0.163289925162307 | 0.326579850324614 | 0.836710074837693 |
240 | 0.13044762066219 | 0.26089524132438 | 0.86955237933781 |
241 | 0.116817470818194 | 0.233634941636387 | 0.883182529181806 |
242 | 0.177907984064821 | 0.355815968129643 | 0.822092015935179 |
243 | 0.150453950204245 | 0.300907900408489 | 0.849546049795755 |
244 | 0.151452822534993 | 0.302905645069987 | 0.848547177465007 |
245 | 0.132852249443855 | 0.26570449888771 | 0.867147750556145 |
246 | 0.116475820843446 | 0.232951641686893 | 0.883524179156554 |
247 | 0.079256297308871 | 0.158512594617742 | 0.920743702691129 |
248 | 0.0704290884946231 | 0.140858176989246 | 0.929570911505377 |
249 | 0.0534977901152151 | 0.10699558023043 | 0.946502209884785 |
250 | 0.130779813206018 | 0.261559626412037 | 0.869220186793981 |
251 | 0.107472861596092 | 0.214945723192185 | 0.892527138403908 |
252 | 0.543978389503581 | 0.912043220992839 | 0.456021610496419 |
253 | 0.382288727481098 | 0.764577454962197 | 0.617711272518902 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 10 | 0.0411522633744856 | NOK |
5% type I error level | 86 | 0.353909465020576 | NOK |
10% type I error level | 125 | 0.51440329218107 | NOK |