Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 8.35046999716965 -0.404599312019865month[t] + 0.0347834365471908Connected[t] + 0.043340649851776Separate[t] + 0.576062196352004Software[t] + 0.0796225833189936Happiness[t] -0.0261020091912694Depression[t] + 0.028290283426421Belonging[t] -0.0326511809003084Belonging_Final[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) | 8.35046999716965 | 2.61698 | 3.1909 | 0.001596 | 0.000798 |
month | -0.404599312019865 | 0.159517 | -2.5364 | 0.011797 | 0.005898 |
Connected | 0.0347834365471908 | 0.034756 | 1.0008 | 0.317879 | 0.15894 |
Separate | 0.043340649851776 | 0.03528 | 1.2285 | 0.220402 | 0.110201 |
Software | 0.576062196352004 | 0.052771 | 10.9163 | 0 | 0 |
Happiness | 0.0796225833189936 | 0.057845 | 1.3765 | 0.169879 | 0.08494 |
Depression | -0.0261020091912694 | 0.042437 | -0.6151 | 0.53905 | 0.269525 |
Belonging | 0.028290283426421 | 0.037766 | 0.7491 | 0.454497 | 0.227248 |
Belonging_Final | -0.0326511809003084 | 0.056098 | -0.582 | 0.561053 | 0.280527 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.664098147499978 |
R-squared | 0.441026349512903 |
Adjusted R-squared | 0.423489921262327 |
F-TEST (value) | 25.1491548456241 |
F-TEST (DF numerator) | 8 |
F-TEST (DF denominator) | 255 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.86477720145106 |
Sum Squared Residuals | 886.735472818168 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 15.9509274269784 | -2.95092742697836 |
2 | 16 | 15.6181828665753 | 0.381817133424682 |
3 | 19 | 16.9166643716608 | 2.0833356283392 |
4 | 15 | 11.8729748073647 | 3.12702519263534 |
5 | 14 | 16.3580519877682 | -2.35805198776817 |
6 | 13 | 14.7360162717571 | -1.73601627175708 |
7 | 19 | 15.1537000085073 | 3.8462999914927 |
8 | 15 | 17.0077560505479 | -2.00775605054786 |
9 | 14 | 15.9484454966394 | -1.94844549663943 |
10 | 15 | 14.2980364711644 | 0.701963528835648 |
11 | 16 | 14.8626172377916 | 1.13738276220844 |
12 | 16 | 16.1018077007214 | -0.101807700721445 |
13 | 16 | 15.3893109658985 | 0.610689034101528 |
14 | 16 | 15.4079786083135 | 0.59202139168648 |
15 | 17 | 18.0043950630554 | -1.00439506305541 |
16 | 15 | 15.3798159239431 | -0.379815923943081 |
17 | 15 | 14.5105588177224 | 0.489441182277559 |
18 | 20 | 16.383380816603 | 3.61661918339703 |
19 | 18 | 15.3748348655024 | 2.62516513449765 |
20 | 16 | 15.4935321664941 | 0.50646783350586 |
21 | 16 | 15.3027694651376 | 0.69723053486241 |
22 | 16 | 15.0411768247971 | 0.9588231752029 |
23 | 19 | 16.4530618527621 | 2.54693814723792 |
24 | 16 | 14.9892378950465 | 1.01076210495345 |
25 | 17 | 16.1668421489873 | 0.833157851012717 |
26 | 17 | 16.2212087742073 | 0.778791225792725 |
27 | 16 | 14.9717246067166 | 1.0282753932834 |
28 | 15 | 16.7639680138983 | -1.76396801389828 |
29 | 16 | 15.7661669842349 | 0.23383301576509 |
30 | 14 | 14.0778957672031 | -0.0778957672030645 |
31 | 15 | 15.7460272839639 | -0.746027283963925 |
32 | 12 | 12.7373771224323 | -0.737377122432313 |
33 | 14 | 14.7974186192348 | -0.797418619234847 |
34 | 16 | 15.9285001202188 | 0.0714998797812369 |
35 | 14 | 15.6022003060943 | -1.60220030609429 |
36 | 10 | 12.9219264013097 | -2.92192640130967 |
37 | 10 | 13.0146729900312 | -3.01467299003116 |
38 | 14 | 15.7899916900747 | -1.78999169007469 |
39 | 16 | 14.5626490012885 | 1.4373509987115 |
40 | 16 | 14.4721133266155 | 1.52788667338449 |
41 | 16 | 14.7271846001186 | 1.27281539988145 |
42 | 14 | 15.8283533347221 | -1.82835333472214 |
43 | 20 | 17.5740121132113 | 2.42598788678869 |
44 | 14 | 14.1663108781857 | -0.166310878185674 |
45 | 14 | 14.4929035444449 | -0.49290354444492 |
46 | 11 | 15.5799467762799 | -4.57994677627985 |
47 | 14 | 16.604228985647 | -2.60422898564701 |
48 | 15 | 15.1942294341289 | -0.194229434128918 |
49 | 16 | 15.6290939132253 | 0.370906086774683 |
50 | 14 | 15.7309335277756 | -1.73093352777565 |
51 | 16 | 17.1471512900765 | -1.14715129007646 |
52 | 14 | 14.2216774089203 | -0.2216774089203 |
53 | 12 | 15.1453403734528 | -3.14534037345282 |
54 | 16 | 15.869552400713 | 0.130447599287041 |
55 | 9 | 11.3645521776952 | -2.3645521776952 |
56 | 14 | 12.4006749187661 | 1.59932508123389 |
57 | 16 | 16.0107717121744 | -0.0107717121744092 |
58 | 16 | 15.5876443588646 | 0.412355641135436 |
59 | 15 | 15.2486517151036 | -0.248651715103605 |
60 | 16 | 14.3009604497181 | 1.69903955028194 |
61 | 12 | 11.5680405712374 | 0.43195942876265 |
62 | 16 | 15.8480933851408 | 0.15190661485923 |
63 | 16 | 16.7320968224481 | -0.732096822448142 |
64 | 14 | 14.8491657946905 | -0.849165794690454 |
65 | 16 | 15.4532184988394 | 0.546781501160586 |
66 | 17 | 15.786728295299 | 1.21327170470102 |
67 | 18 | 16.0663974549983 | 1.93360254500173 |
68 | 18 | 14.2236008420055 | 3.7763991579945 |
69 | 12 | 15.7039588645577 | -3.70395886455773 |
70 | 16 | 15.4478381365797 | 0.552161863420333 |
71 | 10 | 13.0291955081803 | -3.02919550818026 |
72 | 14 | 14.6990097947249 | -0.69900979472486 |
73 | 18 | 16.8215387173465 | 1.17846128265349 |
74 | 18 | 17.047385836898 | 0.952614163101955 |
75 | 16 | 15.0618538666444 | 0.938146133355616 |
76 | 17 | 13.2686578002251 | 3.73134219977487 |
77 | 16 | 16.2744534843814 | -0.274453484381421 |
78 | 16 | 14.2740950485574 | 1.7259049514426 |
79 | 13 | 15.0334785537398 | -2.03347855373977 |
80 | 16 | 14.9247697671811 | 1.07523023281889 |
81 | 16 | 15.5655347518703 | 0.434465248129707 |
82 | 16 | 15.5369752066879 | 0.46302479331207 |
83 | 15 | 15.5563789647739 | -0.556378964773852 |
84 | 15 | 14.7091761878919 | 0.290823812108053 |
85 | 16 | 13.9756487604527 | 2.02435123954728 |
86 | 14 | 14.0085733239176 | -0.00857332391764869 |
87 | 16 | 15.2208307489935 | 0.779169251006498 |
88 | 16 | 14.7065934689148 | 1.29340653108515 |
89 | 15 | 14.3547510265222 | 0.64524897347781 |
90 | 12 | 13.7050807374168 | -1.70508073741682 |
91 | 17 | 16.6782641138012 | 0.321735886198806 |
92 | 16 | 15.7430202889882 | 0.256979711011826 |
93 | 15 | 15.0195639849035 | -0.01956398490347 |
94 | 13 | 14.9635980286721 | -1.9635980286721 |
95 | 16 | 14.6973726642945 | 1.30262733570546 |
96 | 16 | 15.6830629570827 | 0.316937042917328 |
97 | 16 | 13.5822989199044 | 2.41770108009563 |
98 | 16 | 15.7685105700457 | 0.231489429954283 |
99 | 14 | 14.3198580815311 | -0.319858081531101 |
100 | 16 | 17.0247038337606 | -1.02470383376056 |
101 | 16 | 14.5787973362837 | 1.42120266371627 |
102 | 20 | 17.4687674897041 | 2.53123251029595 |
103 | 15 | 14.0523046259387 | 0.947695374061324 |
104 | 16 | 14.956333278217 | 1.04366672178304 |
105 | 13 | 14.8011674216603 | -1.80116742166032 |
106 | 17 | 15.6582118368939 | 1.34178816310611 |
107 | 16 | 15.7149454231364 | 0.285054576863642 |
108 | 16 | 14.2651695279915 | 1.73483047200848 |
109 | 12 | 12.1445025399444 | -0.144502539944408 |
110 | 16 | 15.270031730108 | 0.729968269891963 |
111 | 16 | 16.0190228965521 | -0.019022896552052 |
112 | 17 | 14.972899124327 | 2.02710087567299 |
113 | 13 | 14.6235262603592 | -1.62352626035923 |
114 | 12 | 14.5611065152376 | -2.56110651523764 |
115 | 18 | 16.182566405197 | 1.81743359480299 |
116 | 14 | 15.8742392027801 | -1.87423920278008 |
117 | 14 | 13.0634243613986 | 0.936575638601396 |
118 | 13 | 14.7664152300671 | -1.76641523006708 |
119 | 16 | 15.57275380411 | 0.427246195889968 |
120 | 13 | 14.4067456846915 | -1.40674568469149 |
121 | 16 | 15.4391647652899 | 0.560835234710133 |
122 | 13 | 15.8911672712233 | -2.89116727122332 |
123 | 16 | 16.9042581868609 | -0.904258186860853 |
124 | 15 | 15.8921534889468 | -0.892153488946772 |
125 | 16 | 16.9022361707383 | -0.9022361707383 |
126 | 15 | 14.703632062842 | 0.296367937158023 |
127 | 17 | 15.6113104275905 | 1.38868957240952 |
128 | 15 | 13.9838607966409 | 1.01613920335906 |
129 | 12 | 14.7440838384905 | -2.74408383849048 |
130 | 16 | 13.9936422626156 | 2.00635773738436 |
131 | 10 | 13.7576725915982 | -3.75767259159822 |
132 | 16 | 13.5176321144828 | 2.48236788551718 |
133 | 12 | 14.2161631177914 | -2.21616311779137 |
134 | 14 | 15.6237963714392 | -1.62379637143923 |
135 | 15 | 15.1698667563622 | -0.169866756362223 |
136 | 13 | 12.1421557046257 | 0.857844295374259 |
137 | 15 | 14.5009469200994 | 0.4990530799006 |
138 | 11 | 13.4686249246835 | -2.46862492468348 |
139 | 12 | 13.0157243738586 | -1.01572437385864 |
140 | 11 | 13.4194465342762 | -2.4194465342762 |
141 | 16 | 12.8831315054463 | 3.11686849455371 |
142 | 15 | 13.7558505714002 | 1.24414942859977 |
143 | 17 | 17.0097795066055 | -0.00977950660548321 |
144 | 16 | 14.2737946583067 | 1.72620534169329 |
145 | 10 | 13.3567315625142 | -3.35673156251416 |
146 | 18 | 15.6527462059573 | 2.34725379404272 |
147 | 13 | 15.0228847719538 | -2.02288477195382 |
148 | 16 | 14.9620191824016 | 1.03798081759844 |
149 | 13 | 12.8772591624989 | 0.122740837501084 |
150 | 10 | 12.9838669107856 | -2.98386691078565 |
151 | 15 | 16.1494801243129 | -1.14948012431288 |
152 | 16 | 14.0275731378567 | 1.97242686214327 |
153 | 16 | 11.9110510150754 | 4.0889489849246 |
154 | 14 | 12.8816202965071 | 1.11837970349286 |
155 | 10 | 12.5110772982986 | -2.51107729829856 |
156 | 17 | 16.6782641138012 | 0.321735886198806 |
157 | 13 | 11.7748408846068 | 1.22515911539323 |
158 | 15 | 13.9838607966409 | 1.01613920335906 |
159 | 16 | 14.7220477570335 | 1.27795224296651 |
160 | 12 | 12.9024487088536 | -0.902448708853644 |
161 | 13 | 12.7234113561509 | 0.276588643849076 |
162 | 13 | 12.3594447514215 | 0.640555248578502 |
163 | 12 | 12.21971405789 | -0.219714057890003 |
164 | 17 | 16.1559256930107 | 0.844074306989339 |
165 | 15 | 13.4927110110311 | 1.50728898896894 |
166 | 10 | 11.3690856488793 | -1.36908564887932 |
167 | 14 | 14.1511837465642 | -0.151183746564223 |
168 | 11 | 14.0473814027883 | -3.04738140278828 |
169 | 13 | 14.6284207569089 | -1.62842075690889 |
170 | 16 | 14.3286401101092 | 1.67135988989077 |
171 | 12 | 10.2103695148885 | 1.78963048511152 |
172 | 16 | 15.2294173512872 | 0.770582648712829 |
173 | 12 | 13.6789589162402 | -1.67895891624021 |
174 | 9 | 11.1422436631215 | -2.14224366312148 |
175 | 12 | 14.8132494934299 | -2.81324949342992 |
176 | 15 | 14.4367200872182 | 0.563279912781795 |
177 | 12 | 12.0443133302158 | -0.0443133302158329 |
178 | 12 | 12.5271258979837 | -0.527125897983654 |
179 | 14 | 13.6520380206879 | 0.347961979312088 |
180 | 12 | 13.2423636290015 | -1.24236362900149 |
181 | 16 | 14.9028714322165 | 1.09712856778351 |
182 | 11 | 11.2308165908512 | -0.230816590851172 |
183 | 19 | 16.6302449667749 | 2.36975503322511 |
184 | 15 | 15.0709573706774 | -0.0709573706773577 |
185 | 8 | 14.5002572284975 | -6.50025722849755 |
186 | 16 | 14.7385222746565 | 1.26147772534355 |
187 | 17 | 14.4011157681125 | 2.59888423188754 |
188 | 12 | 12.2769350009329 | -0.276935000932921 |
189 | 11 | 11.3375926910729 | -0.33759269107286 |
190 | 11 | 10.2335393682771 | 0.766460631722878 |
191 | 14 | 14.7383473626723 | -0.738347362672257 |
192 | 16 | 15.4068358759607 | 0.593164124039306 |
193 | 12 | 9.55486413915182 | 2.44513586084818 |
194 | 16 | 13.9311014734646 | 2.06889852653535 |
195 | 13 | 13.589629361434 | -0.589629361433987 |
196 | 15 | 14.9324705375573 | 0.0675294624426794 |
197 | 16 | 12.897088019433 | 3.10291198056704 |
198 | 16 | 15.0180094707273 | 0.981990529272658 |
199 | 14 | 12.3494785543296 | 1.6505214456704 |
200 | 16 | 14.5413613945402 | 1.45863860545976 |
201 | 16 | 13.944593203573 | 2.05540679642697 |
202 | 14 | 13.3226184610574 | 0.677381538942582 |
203 | 11 | 13.4275177946163 | -2.42751779461626 |
204 | 12 | 14.4367109870216 | -2.43671098702159 |
205 | 15 | 12.6699269134548 | 2.33007308654516 |
206 | 15 | 14.4586524254313 | 0.541347574568721 |
207 | 16 | 14.4679372463901 | 1.53206275360993 |
208 | 16 | 14.93164692049 | 1.06835307951002 |
209 | 11 | 13.5562780239837 | -2.5562780239837 |
210 | 15 | 13.9779398017969 | 1.02206019820312 |
211 | 12 | 14.2029022057862 | -2.20290220578625 |
212 | 12 | 15.7784438651911 | -3.7784438651911 |
213 | 15 | 14.1440201791006 | 0.855979820899398 |
214 | 15 | 12.0307032677153 | 2.9692967322847 |
215 | 16 | 14.5684829589542 | 1.43151704104576 |
216 | 14 | 13.07313463419 | 0.92686536580996 |
217 | 17 | 14.6746123754413 | 2.32538762455869 |
218 | 14 | 13.9423598225196 | 0.0576401774804165 |
219 | 13 | 11.8905028372228 | 1.1094971627772 |
220 | 15 | 15.2059654363509 | -0.205965436350933 |
221 | 13 | 14.671017170643 | -1.67101717064298 |
222 | 14 | 14.1319205655599 | -0.131920565559883 |
223 | 15 | 14.3001182465164 | 0.69988175348359 |
224 | 12 | 13.1092937744911 | -1.10929377449114 |
225 | 13 | 12.7116664065425 | 0.288333593457516 |
226 | 8 | 11.7472131342751 | -3.74721313427506 |
227 | 14 | 13.8015801739644 | 0.198419826035607 |
228 | 14 | 13.0202674279236 | 0.979732572076421 |
229 | 11 | 12.2297591833159 | -1.22975918331585 |
230 | 12 | 12.8968382776945 | -0.896838277694454 |
231 | 13 | 11.2452084819542 | 1.75479151804577 |
232 | 10 | 13.2130657616632 | -3.21306576166323 |
233 | 16 | 11.3677174009184 | 4.63228259908156 |
234 | 18 | 15.9474161696061 | 2.05258383039392 |
235 | 13 | 13.8693288638037 | -0.869328863803709 |
236 | 11 | 13.3430027385425 | -2.34300273854247 |
237 | 4 | 10.9726967298314 | -6.97269672983142 |
238 | 13 | 14.2678178481433 | -1.26781784814329 |
239 | 16 | 14.3069070865238 | 1.6930929134762 |
240 | 10 | 11.6823923405169 | -1.68239234051694 |
241 | 12 | 12.2879119795221 | -0.287911979522083 |
242 | 12 | 13.5011921116947 | -1.50119211169467 |
243 | 10 | 8.85142253316745 | 1.14857746683255 |
244 | 13 | 11.1028627902225 | 1.89713720977749 |
245 | 15 | 13.7092481004796 | 1.2907518995204 |
246 | 12 | 11.9685057317415 | 0.0314942682585022 |
247 | 14 | 12.8777319860027 | 1.12226801399732 |
248 | 10 | 12.5358000227952 | -2.53580002279516 |
249 | 12 | 10.7624130858841 | 1.23758691411589 |
250 | 12 | 11.7393909440044 | 0.260609055995628 |
251 | 11 | 11.9220624304821 | -0.922062430482111 |
252 | 10 | 11.730463172571 | -1.73046317257097 |
253 | 12 | 11.4019661994277 | 0.598033800572314 |
254 | 16 | 12.8825562632821 | 3.11744373671785 |
255 | 12 | 13.3765522827852 | -1.37655228278524 |
256 | 14 | 13.9048290853521 | 0.0951709146478982 |
257 | 16 | 14.5198797799652 | 1.48012022003483 |
258 | 14 | 11.6682798848408 | 2.33172011515923 |
259 | 13 | 14.356690156603 | -1.35669015660305 |
260 | 4 | 9.38334580594879 | -5.38334580594879 |
261 | 15 | 13.8472593284005 | 1.15274067159949 |
262 | 11 | 15.1083609537208 | -4.10836095372081 |
263 | 11 | 11.3476291943178 | -0.347629194317834 |
264 | 14 | 12.9144494714043 | 1.08555052859574 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
12 | 0.249272273417129 | 0.498544546834258 | 0.750727726582871 |
13 | 0.168954109350983 | 0.337908218701966 | 0.831045890649017 |
14 | 0.188652474482692 | 0.377304948965385 | 0.811347525517308 |
15 | 0.113822199570938 | 0.227644399141877 | 0.886177800429062 |
16 | 0.0773581785451679 | 0.154716357090336 | 0.922641821454832 |
17 | 0.111089921688009 | 0.222179843376017 | 0.888910078311991 |
18 | 0.35029724400813 | 0.700594488016259 | 0.64970275599187 |
19 | 0.273076148217573 | 0.546152296435146 | 0.726923851782427 |
20 | 0.200364779799481 | 0.400729559598963 | 0.799635220200518 |
21 | 0.147329038244945 | 0.29465807648989 | 0.852670961755055 |
22 | 0.142429822152621 | 0.284859644305242 | 0.857570177847379 |
23 | 0.329613610691881 | 0.659227221383762 | 0.670386389308119 |
24 | 0.396108111170369 | 0.792216222340738 | 0.603891888829631 |
25 | 0.364643782622251 | 0.729287565244503 | 0.635356217377749 |
26 | 0.343013785262702 | 0.686027570525405 | 0.656986214737298 |
27 | 0.419522216901136 | 0.839044433802273 | 0.580477783098864 |
28 | 0.431039269566406 | 0.862078539132813 | 0.568960730433594 |
29 | 0.411178257665479 | 0.822356515330958 | 0.588821742334521 |
30 | 0.444562864383301 | 0.889125728766602 | 0.555437135616699 |
31 | 0.389182053396216 | 0.778364106792432 | 0.610817946603784 |
32 | 0.34662075325417 | 0.69324150650834 | 0.65337924674583 |
33 | 0.316677130929605 | 0.63335426185921 | 0.683322869070395 |
34 | 0.275674898300484 | 0.551349796600969 | 0.724325101699516 |
35 | 0.233139524871999 | 0.466279049743999 | 0.766860475128001 |
36 | 0.363623899560604 | 0.727247799121208 | 0.636376100439396 |
37 | 0.400480018023814 | 0.800960036047628 | 0.599519981976186 |
38 | 0.392518456881073 | 0.785036913762146 | 0.607481543118927 |
39 | 0.420646898193907 | 0.841293796387814 | 0.579353101806093 |
40 | 0.394036668820192 | 0.788073337640383 | 0.605963331179808 |
41 | 0.352608510695984 | 0.705217021391968 | 0.647391489304016 |
42 | 0.317815560782679 | 0.635631121565357 | 0.682184439217321 |
43 | 0.330602998434414 | 0.661205996868828 | 0.669397001565586 |
44 | 0.284193039977047 | 0.568386079954093 | 0.715806960022954 |
45 | 0.259307353804651 | 0.518614707609302 | 0.740692646195349 |
46 | 0.45737313654328 | 0.91474627308656 | 0.54262686345672 |
47 | 0.613015042694865 | 0.77396991461027 | 0.386984957305135 |
48 | 0.564790964894333 | 0.870418070211335 | 0.435209035105667 |
49 | 0.550115831249477 | 0.899768337501046 | 0.449884168750523 |
50 | 0.53888687211634 | 0.922226255767319 | 0.46111312788366 |
51 | 0.496029187990604 | 0.992058375981209 | 0.503970812009396 |
52 | 0.448976551667354 | 0.897953103334708 | 0.551023448332646 |
53 | 0.469409970867617 | 0.938819941735234 | 0.530590029132383 |
54 | 0.449833835993113 | 0.899667671986226 | 0.550166164006887 |
55 | 0.452066183365469 | 0.904132366730938 | 0.547933816634531 |
56 | 0.420708589827935 | 0.84141717965587 | 0.579291410172065 |
57 | 0.377122146901935 | 0.754244293803869 | 0.622877853098065 |
58 | 0.343504288197333 | 0.687008576394667 | 0.656495711802667 |
59 | 0.305381736916127 | 0.610763473832254 | 0.694618263083873 |
60 | 0.304715664842223 | 0.609431329684446 | 0.695284335157777 |
61 | 0.274885364314507 | 0.549770728629014 | 0.725114635685493 |
62 | 0.243391513321001 | 0.486783026642001 | 0.756608486678999 |
63 | 0.213205555515494 | 0.426411111030989 | 0.786794444484506 |
64 | 0.184850255438615 | 0.369700510877231 | 0.815149744561385 |
65 | 0.159612090313773 | 0.319224180627546 | 0.840387909686227 |
66 | 0.135701682609404 | 0.271403365218808 | 0.864298317390596 |
67 | 0.118078554966232 | 0.236157109932465 | 0.881921445033768 |
68 | 0.147491712033943 | 0.294983424067886 | 0.852508287966057 |
69 | 0.347255538628955 | 0.694511077257911 | 0.652744461371045 |
70 | 0.309383520800724 | 0.618767041601449 | 0.690616479199276 |
71 | 0.466018474195672 | 0.932036948391344 | 0.533981525804328 |
72 | 0.427694883468796 | 0.855389766937592 | 0.572305116531204 |
73 | 0.415756314370459 | 0.831512628740918 | 0.584243685629541 |
74 | 0.394545848970235 | 0.789091697940469 | 0.605454151029765 |
75 | 0.359444377104182 | 0.718888754208365 | 0.640555622895818 |
76 | 0.407073802696673 | 0.814147605393346 | 0.592926197303327 |
77 | 0.374300584690814 | 0.748601169381629 | 0.625699415309186 |
78 | 0.346591344599644 | 0.693182689199288 | 0.653408655400356 |
79 | 0.375124096917486 | 0.750248193834971 | 0.624875903082514 |
80 | 0.344523836755935 | 0.68904767351187 | 0.655476163244065 |
81 | 0.311892769547428 | 0.623785539094855 | 0.688107230452572 |
82 | 0.277800972444902 | 0.555601944889804 | 0.722199027555098 |
83 | 0.254136867114177 | 0.508273734228354 | 0.745863132885823 |
84 | 0.22338179566367 | 0.44676359132734 | 0.77661820433633 |
85 | 0.21362430355121 | 0.427248607102419 | 0.78637569644879 |
86 | 0.186095183511228 | 0.372190367022456 | 0.813904816488772 |
87 | 0.162784483325638 | 0.325568966651276 | 0.837215516674362 |
88 | 0.147969314030637 | 0.295938628061274 | 0.852030685969363 |
89 | 0.127536795735546 | 0.255073591471092 | 0.872463204264454 |
90 | 0.129326332967501 | 0.258652665935003 | 0.870673667032499 |
91 | 0.111535331873573 | 0.223070663747146 | 0.888464668126427 |
92 | 0.0961283982313716 | 0.192256796462743 | 0.903871601768628 |
93 | 0.082550295607831 | 0.165100591215662 | 0.917449704392169 |
94 | 0.0877425387684933 | 0.175485077536987 | 0.912257461231507 |
95 | 0.0780879857657512 | 0.156175971531502 | 0.921912014234249 |
96 | 0.0658294056936889 | 0.131658811387378 | 0.934170594306311 |
97 | 0.0689068074898874 | 0.137813614979775 | 0.931093192510113 |
98 | 0.0573579515440503 | 0.114715903088101 | 0.94264204845595 |
99 | 0.0475906360332541 | 0.0951812720665083 | 0.952409363966746 |
100 | 0.0425438584868561 | 0.0850877169737123 | 0.957456141513144 |
101 | 0.036985931029441 | 0.0739718620588819 | 0.963014068970559 |
102 | 0.0420002433756055 | 0.084000486751211 | 0.957999756624395 |
103 | 0.0356653898073749 | 0.0713307796147498 | 0.964334610192625 |
104 | 0.031666520078229 | 0.063333040156458 | 0.968333479921771 |
105 | 0.0388094976881834 | 0.0776189953763669 | 0.961190502311817 |
106 | 0.0335801030215309 | 0.0671602060430617 | 0.966419896978469 |
107 | 0.0272903859757298 | 0.0545807719514596 | 0.97270961402427 |
108 | 0.0260134149836973 | 0.0520268299673947 | 0.973986585016303 |
109 | 0.0212221299636429 | 0.0424442599272859 | 0.978777870036357 |
110 | 0.0172038184676237 | 0.0344076369352473 | 0.982796181532376 |
111 | 0.0136321859824962 | 0.0272643719649925 | 0.986367814017504 |
112 | 0.0136227566436769 | 0.0272455132873539 | 0.986377243356323 |
113 | 0.012487295969989 | 0.024974591939978 | 0.987512704030011 |
114 | 0.0191461758204071 | 0.0382923516408142 | 0.980853824179593 |
115 | 0.0177617143290991 | 0.0355234286581982 | 0.982238285670901 |
116 | 0.0176036460063922 | 0.0352072920127844 | 0.982396353993608 |
117 | 0.014365081643796 | 0.0287301632875921 | 0.985634918356204 |
118 | 0.0149333160946055 | 0.029866632189211 | 0.985066683905395 |
119 | 0.0120691161964736 | 0.0241382323929472 | 0.987930883803526 |
120 | 0.0110172150504939 | 0.0220344301009878 | 0.988982784949506 |
121 | 0.00884927981957539 | 0.0176985596391508 | 0.991150720180425 |
122 | 0.0140520169939794 | 0.0281040339879589 | 0.985947983006021 |
123 | 0.0120431244374349 | 0.0240862488748699 | 0.987956875562565 |
124 | 0.0108230439579142 | 0.0216460879158285 | 0.989176956042086 |
125 | 0.00903731082126347 | 0.0180746216425269 | 0.990962689178737 |
126 | 0.00728451036486295 | 0.0145690207297259 | 0.992715489635137 |
127 | 0.00639914163591071 | 0.0127982832718214 | 0.993600858364089 |
128 | 0.00510659099347234 | 0.0102131819869447 | 0.994893409006528 |
129 | 0.00783375065335739 | 0.0156675013067148 | 0.992166249346643 |
130 | 0.00807963042126065 | 0.0161592608425213 | 0.991920369578739 |
131 | 0.0180949330914174 | 0.0361898661828348 | 0.981905066908583 |
132 | 0.0203689644007127 | 0.0407379288014254 | 0.979631035599287 |
133 | 0.0232617612230516 | 0.0465235224461032 | 0.976738238776948 |
134 | 0.0232562238225973 | 0.0465124476451946 | 0.976743776177403 |
135 | 0.0190360379134765 | 0.0380720758269531 | 0.980963962086523 |
136 | 0.0156372488519366 | 0.0312744977038731 | 0.984362751148063 |
137 | 0.0124430144348124 | 0.0248860288696248 | 0.987556985565188 |
138 | 0.0165772691347349 | 0.0331545382694698 | 0.983422730865265 |
139 | 0.0149240627111003 | 0.0298481254222005 | 0.9850759372889 |
140 | 0.0190311552513476 | 0.0380623105026952 | 0.980968844748652 |
141 | 0.0261129296616787 | 0.0522258593233575 | 0.973887070338321 |
142 | 0.0232966146305594 | 0.0465932292611189 | 0.976703385369441 |
143 | 0.0190133879411874 | 0.0380267758823748 | 0.980986612058813 |
144 | 0.0180774558323927 | 0.0361549116647854 | 0.981922544167607 |
145 | 0.0355026157921125 | 0.071005231584225 | 0.964497384207887 |
146 | 0.0384221966721226 | 0.0768443933442453 | 0.961577803327877 |
147 | 0.0431987522006674 | 0.0863975044013349 | 0.956801247799333 |
148 | 0.0369645849533097 | 0.0739291699066194 | 0.96303541504669 |
149 | 0.0303268301811558 | 0.0606536603623116 | 0.969673169818844 |
150 | 0.0457293372484393 | 0.0914586744968786 | 0.954270662751561 |
151 | 0.0413811043222068 | 0.0827622086444135 | 0.958618895677793 |
152 | 0.0410870915093944 | 0.0821741830187888 | 0.958912908490606 |
153 | 0.0717081799115344 | 0.143416359823069 | 0.928291820088466 |
154 | 0.0631597123469996 | 0.126319424693999 | 0.936840287653 |
155 | 0.0771128120061036 | 0.154225624012207 | 0.922887187993896 |
156 | 0.0648148402268 | 0.1296296804536 | 0.9351851597732 |
157 | 0.0564212903309122 | 0.112842580661824 | 0.943578709669088 |
158 | 0.0478502954782747 | 0.0957005909565494 | 0.952149704521725 |
159 | 0.0454570121941236 | 0.0909140243882471 | 0.954542987805876 |
160 | 0.0390355339078228 | 0.0780710678156456 | 0.960964466092177 |
161 | 0.0318688113299024 | 0.0637376226598049 | 0.968131188670098 |
162 | 0.0261879326304378 | 0.0523758652608755 | 0.973812067369562 |
163 | 0.0215813417593282 | 0.0431626835186565 | 0.978418658240672 |
164 | 0.0182524223098588 | 0.0365048446197177 | 0.981747577690141 |
165 | 0.0161383303745536 | 0.0322766607491071 | 0.983861669625446 |
166 | 0.0162516658896446 | 0.0325033317792892 | 0.983748334110355 |
167 | 0.0129568005570455 | 0.0259136011140911 | 0.987043199442954 |
168 | 0.0184794173862801 | 0.0369588347725603 | 0.98152058261372 |
169 | 0.0178942596272698 | 0.0357885192545397 | 0.98210574037273 |
170 | 0.0170189181653021 | 0.0340378363306043 | 0.982981081834698 |
171 | 0.0165616674819242 | 0.0331233349638484 | 0.983438332518076 |
172 | 0.013436047691821 | 0.026872095383642 | 0.986563952308179 |
173 | 0.0129583555085129 | 0.0259167110170258 | 0.987041644491487 |
174 | 0.0138774468141615 | 0.027754893628323 | 0.986122553185839 |
175 | 0.017240762884027 | 0.0344815257680541 | 0.982759237115973 |
176 | 0.0138951737672709 | 0.0277903475345418 | 0.986104826232729 |
177 | 0.0110519988555189 | 0.0221039977110378 | 0.988948001144481 |
178 | 0.00887074341861801 | 0.017741486837236 | 0.991129256581382 |
179 | 0.00688321602168383 | 0.0137664320433677 | 0.993116783978316 |
180 | 0.00577443562849684 | 0.0115488712569937 | 0.994225564371503 |
181 | 0.00485393565206552 | 0.00970787130413104 | 0.995146064347935 |
182 | 0.00378879916375462 | 0.00757759832750924 | 0.996211200836245 |
183 | 0.00424149949036682 | 0.00848299898073365 | 0.995758500509633 |
184 | 0.00327054716546515 | 0.00654109433093031 | 0.996729452834535 |
185 | 0.0728407105468332 | 0.145681421093666 | 0.927159289453167 |
186 | 0.0638369390091462 | 0.127673878018292 | 0.936163060990854 |
187 | 0.0755513774202355 | 0.151102754840471 | 0.924448622579764 |
188 | 0.0640371387060661 | 0.128074277412132 | 0.935962861293934 |
189 | 0.0536541563999351 | 0.10730831279987 | 0.946345843600065 |
190 | 0.0443083311324273 | 0.0886166622648546 | 0.955691668867573 |
191 | 0.0387335344688042 | 0.0774670689376085 | 0.961266465531196 |
192 | 0.0324804456063718 | 0.0649608912127435 | 0.967519554393628 |
193 | 0.038777018804498 | 0.077554037608996 | 0.961222981195502 |
194 | 0.0425803720705005 | 0.085160744141001 | 0.9574196279295 |
195 | 0.0355414797065201 | 0.0710829594130402 | 0.96445852029348 |
196 | 0.029143015199339 | 0.058286030398678 | 0.970856984800661 |
197 | 0.0393432212360941 | 0.0786864424721881 | 0.960656778763906 |
198 | 0.0321751746361223 | 0.0643503492722446 | 0.967824825363878 |
199 | 0.0299691694417933 | 0.0599383388835867 | 0.970030830558207 |
200 | 0.0254685360251705 | 0.050937072050341 | 0.974531463974829 |
201 | 0.0242099261925943 | 0.0484198523851886 | 0.975790073807406 |
202 | 0.0201830070835607 | 0.0403660141671214 | 0.979816992916439 |
203 | 0.025527130150828 | 0.051054260301656 | 0.974472869849172 |
204 | 0.0280598687947855 | 0.0561197375895711 | 0.971940131205214 |
205 | 0.0312224340495124 | 0.0624448680990247 | 0.968777565950488 |
206 | 0.0245716207548304 | 0.0491432415096608 | 0.97542837924517 |
207 | 0.024269912887764 | 0.0485398257755281 | 0.975730087112236 |
208 | 0.0199692881585583 | 0.0399385763171166 | 0.980030711841442 |
209 | 0.0216728319632841 | 0.0433456639265682 | 0.978327168036716 |
210 | 0.0174563467996668 | 0.0349126935993336 | 0.982543653200333 |
211 | 0.0189292802277184 | 0.0378585604554368 | 0.981070719772282 |
212 | 0.0292703191646911 | 0.0585406383293821 | 0.970729680835309 |
213 | 0.0228693544218274 | 0.0457387088436548 | 0.977130645578173 |
214 | 0.0330240210408287 | 0.0660480420816575 | 0.966975978959171 |
215 | 0.0284568550336947 | 0.0569137100673895 | 0.971543144966305 |
216 | 0.0220849841128489 | 0.0441699682256977 | 0.977915015887151 |
217 | 0.0243591123907343 | 0.0487182247814686 | 0.975640887609266 |
218 | 0.0204895888266629 | 0.0409791776533258 | 0.979510411173337 |
219 | 0.0183205505059485 | 0.036641101011897 | 0.981679449494052 |
220 | 0.0137547982773798 | 0.0275095965547595 | 0.98624520172262 |
221 | 0.0119272356527666 | 0.0238544713055332 | 0.988072764347233 |
222 | 0.00858122100533879 | 0.0171624420106776 | 0.991418778994661 |
223 | 0.00634657417409717 | 0.0126931483481943 | 0.993653425825903 |
224 | 0.00496471680285496 | 0.00992943360570991 | 0.995035283197145 |
225 | 0.00429464582214444 | 0.00858929164428889 | 0.995705354177856 |
226 | 0.00994629167948214 | 0.0198925833589643 | 0.990053708320518 |
227 | 0.00753438359405262 | 0.0150687671881052 | 0.992465616405947 |
228 | 0.00537338633076865 | 0.0107467726615373 | 0.994626613669231 |
229 | 0.00380717833516547 | 0.00761435667033094 | 0.996192821664835 |
230 | 0.00266471220180087 | 0.00532942440360174 | 0.997335287798199 |
231 | 0.00267158170978458 | 0.00534316341956917 | 0.997328418290215 |
232 | 0.00494336392668189 | 0.00988672785336378 | 0.995056636073318 |
233 | 0.0259467354434981 | 0.0518934708869961 | 0.974053264556502 |
234 | 0.0384579406778068 | 0.0769158813556135 | 0.961542059322193 |
235 | 0.0277187884740289 | 0.0554375769480577 | 0.972281211525971 |
236 | 0.0239618139472754 | 0.0479236278945508 | 0.976038186052725 |
237 | 0.187771175358454 | 0.375542350716907 | 0.812228824641546 |
238 | 0.1470448611769 | 0.294089722353799 | 0.8529551388231 |
239 | 0.130216166245397 | 0.260432332490795 | 0.869783833754603 |
240 | 0.0988684339233103 | 0.197736867846621 | 0.90113156607669 |
241 | 0.0766001416875226 | 0.153200283375045 | 0.923399858312477 |
242 | 0.0614634178432021 | 0.122926835686404 | 0.938536582156798 |
243 | 0.0562097761470192 | 0.112419552294038 | 0.943790223852981 |
244 | 0.10356267576434 | 0.20712535152868 | 0.89643732423566 |
245 | 0.0907837726734578 | 0.181567545346916 | 0.909216227326542 |
246 | 0.0696382930217301 | 0.13927658604346 | 0.93036170697827 |
247 | 0.0465296435673754 | 0.0930592871347507 | 0.953470356432625 |
248 | 0.037805999878572 | 0.075611999757144 | 0.962194000121428 |
249 | 0.0340747449655487 | 0.0681494899310975 | 0.965925255034451 |
250 | 0.0414488690680375 | 0.082897738136075 | 0.958551130931963 |
251 | 0.0218224478596723 | 0.0436448957193446 | 0.978177552140328 |
252 | 0.0547426763653306 | 0.109485352730661 | 0.945257323634669 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 10 | 0.04149377593361 | NOK |
5% type I error level | 85 | 0.352697095435685 | NOK |
10% type I error level | 133 | 0.551867219917012 | NOK |