Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 8.35046999717002 -0.40459931201988month[t] + 0.0347834365471902Connected[t] + 0.0433406498517765Separate[t] + 0.576062196352003Software[t] + 0.0796225833189896Happiness[t] -0.0261020091912720Depression[t] + 0.0282902834264182Belonging[t] -0.0326511809003049Belonging_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) | 8.35046999717002 | 2.61698 | 3.1909 | 0.001596 | 0.000798 |
month | -0.40459931201988 | 0.159517 | -2.5364 | 0.011797 | 0.005898 |
Connected | 0.0347834365471902 | 0.034756 | 1.0008 | 0.317879 | 0.15894 |
Separate | 0.0433406498517765 | 0.03528 | 1.2285 | 0.220402 | 0.110201 |
Software | 0.576062196352003 | 0.052771 | 10.9163 | 0 | 0 |
Happiness | 0.0796225833189896 | 0.057845 | 1.3765 | 0.169879 | 0.08494 |
Depression | -0.0261020091912720 | 0.042437 | -0.6151 | 0.53905 | 0.269525 |
Belonging | 0.0282902834264182 | 0.037766 | 0.7491 | 0.454497 | 0.227248 |
Belonging_Final | -0.0326511809003049 | 0.056098 | -0.582 | 0.561053 | 0.280527 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.664098147499979 |
R-squared | 0.441026349512904 |
Adjusted R-squared | 0.423489921262328 |
F-TEST (value) | 25.1491548456242 |
F-TEST (DF numerator) | 8 |
F-TEST (DF denominator) | 255 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.86477720145105 |
Sum Squared Residuals | 886.735472818163 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 15.9509274269776 | -2.95092742697758 |
2 | 16 | 15.6181828665754 | 0.381817133424643 |
3 | 19 | 16.9166643716608 | 2.08333562833916 |
4 | 15 | 11.8729748073647 | 3.12702519263529 |
5 | 14 | 16.3580519877682 | -2.35805198776815 |
6 | 13 | 14.7360162717571 | -1.73601627175708 |
7 | 19 | 15.1537000085073 | 3.84629999149269 |
8 | 15 | 17.0077560505479 | -2.00775605054788 |
9 | 14 | 15.9484454966395 | -1.94844549663945 |
10 | 15 | 14.2980364711644 | 0.701963528835628 |
11 | 16 | 14.8626172377916 | 1.13738276220843 |
12 | 16 | 16.1018077007215 | -0.101807700721472 |
13 | 16 | 15.3893109658985 | 0.61068903410149 |
14 | 16 | 15.4079786083135 | 0.592021391686455 |
15 | 17 | 18.0043950630554 | -1.00439506305541 |
16 | 15 | 15.3798159239431 | -0.379815923943112 |
17 | 15 | 14.5105588177225 | 0.489441182277545 |
18 | 20 | 16.3833808166030 | 3.61661918339702 |
19 | 18 | 15.3748348655024 | 2.62516513449760 |
20 | 16 | 15.4935321664942 | 0.506467833505832 |
21 | 16 | 15.3027694651376 | 0.697230534862387 |
22 | 16 | 15.0411768247971 | 0.958823175202857 |
23 | 19 | 16.4530618527621 | 2.54693814723788 |
24 | 16 | 14.9892378950466 | 1.01076210495340 |
25 | 17 | 16.1668421489873 | 0.833157851012718 |
26 | 17 | 16.2212087742073 | 0.778791225792692 |
27 | 16 | 14.9717246067166 | 1.02827539328339 |
28 | 15 | 16.7639680138983 | -1.7639680138983 |
29 | 16 | 15.7661669842349 | 0.233833015765089 |
30 | 14 | 14.0778957672031 | -0.0778957672031147 |
31 | 15 | 15.7460272839639 | -0.746027283963944 |
32 | 12 | 12.7373771224324 | -0.737377122432354 |
33 | 14 | 14.7974186192349 | -0.797418619234864 |
34 | 16 | 15.9285001202188 | 0.0714998797812121 |
35 | 14 | 15.6022003060943 | -1.60220030609430 |
36 | 10 | 12.9219264013097 | -2.92192640130971 |
37 | 10 | 13.0146729900312 | -3.01467299003119 |
38 | 14 | 15.7899916900747 | -1.78999169007471 |
39 | 16 | 14.5626490012885 | 1.43735099871148 |
40 | 16 | 14.4721133266155 | 1.52788667338445 |
41 | 16 | 14.7271846001186 | 1.27281539988142 |
42 | 14 | 15.8283533347221 | -1.82835333472214 |
43 | 20 | 17.5740121132113 | 2.42598788678866 |
44 | 14 | 14.1663108781857 | -0.166310878185714 |
45 | 14 | 14.4929035444449 | -0.492903544444942 |
46 | 11 | 15.5799467762799 | -4.57994677627988 |
47 | 14 | 16.6042289856471 | -2.60422898564706 |
48 | 15 | 15.1942294341289 | -0.194229434128941 |
49 | 16 | 15.6290939132253 | 0.37090608677469 |
50 | 14 | 15.7309335277757 | -1.73093352777567 |
51 | 16 | 17.1471512900765 | -1.14715129007648 |
52 | 14 | 14.2216774089203 | -0.221677408920321 |
53 | 12 | 15.1453403734528 | -3.14534037345284 |
54 | 16 | 15.8695524007130 | 0.130447599286978 |
55 | 9 | 11.3645521776952 | -2.36455217769524 |
56 | 14 | 12.4006749187661 | 1.59932508123387 |
57 | 16 | 16.0107717121744 | -0.0107717121744176 |
58 | 16 | 15.5876443588646 | 0.412355641135398 |
59 | 15 | 15.2486517151036 | -0.248651715103637 |
60 | 16 | 14.3009604497181 | 1.69903955028191 |
61 | 12 | 11.5680405712374 | 0.431959428762605 |
62 | 16 | 15.8480933851408 | 0.151906614859215 |
63 | 16 | 16.7320968224482 | -0.732096822448167 |
64 | 14 | 14.8491657946905 | -0.849165794690488 |
65 | 16 | 15.4532184988394 | 0.546781501160557 |
66 | 17 | 15.786728295299 | 1.2132717047010 |
67 | 18 | 16.0663974549983 | 1.93360254500172 |
68 | 18 | 14.2236008420055 | 3.7763991579945 |
69 | 12 | 15.7039588645577 | -3.70395886455774 |
70 | 16 | 15.4478381365797 | 0.552161863420335 |
71 | 10 | 13.0291955081803 | -3.02919550818028 |
72 | 14 | 14.6990097947249 | -0.699009794724867 |
73 | 18 | 16.8215387173465 | 1.17846128265351 |
74 | 18 | 17.0473858368980 | 0.952614163101954 |
75 | 16 | 15.0618538666444 | 0.93814613335562 |
76 | 17 | 13.2686578002251 | 3.73134219977488 |
77 | 16 | 16.2744534843814 | -0.274453484381412 |
78 | 16 | 14.2740950485574 | 1.72590495144259 |
79 | 13 | 15.0334785537398 | -2.03347855373977 |
80 | 16 | 14.9247697671811 | 1.07523023281887 |
81 | 16 | 15.5655347518703 | 0.434465248129714 |
82 | 16 | 15.5369752066879 | 0.463024793312053 |
83 | 15 | 15.5563789647738 | -0.556378964773841 |
84 | 15 | 14.7091761878920 | 0.290823812108049 |
85 | 16 | 13.9756487604527 | 2.02435123954728 |
86 | 14 | 14.0085733239176 | -0.00857332391764704 |
87 | 16 | 15.2208307489935 | 0.77916925100649 |
88 | 16 | 14.7065934689149 | 1.29340653108514 |
89 | 15 | 14.3547510265222 | 0.645248973477802 |
90 | 12 | 13.7050807374168 | -1.70508073741682 |
91 | 17 | 16.6782641138012 | 0.321735886198799 |
92 | 16 | 15.7430202889882 | 0.256979711011831 |
93 | 15 | 15.0195639849035 | -0.0195639849034504 |
94 | 13 | 14.9635980286721 | -1.96359802867209 |
95 | 16 | 14.6973726642945 | 1.30262733570547 |
96 | 16 | 15.6830629570827 | 0.316937042917323 |
97 | 16 | 13.5822989199044 | 2.41770108009563 |
98 | 16 | 15.7685105700457 | 0.231489429954300 |
99 | 14 | 14.3198580815311 | -0.319858081531108 |
100 | 16 | 17.0247038337605 | -1.02470383376054 |
101 | 16 | 14.5787973362837 | 1.42120266371627 |
102 | 20 | 17.4687674897040 | 2.53123251029596 |
103 | 15 | 14.0523046259387 | 0.947695374061293 |
104 | 16 | 14.9563332782169 | 1.04366672178305 |
105 | 13 | 14.8011674216603 | -1.80116742166032 |
106 | 17 | 15.6582118368939 | 1.34178816310611 |
107 | 16 | 15.7149454231363 | 0.285054576863653 |
108 | 16 | 14.2651695279916 | 1.73483047200845 |
109 | 12 | 12.1445025399444 | -0.144502539944429 |
110 | 16 | 15.2700317301080 | 0.729968269891974 |
111 | 16 | 16.0190228965521 | -0.0190228965520536 |
112 | 17 | 14.9728991243270 | 2.02710087567298 |
113 | 13 | 14.6235262603592 | -1.62352626035921 |
114 | 12 | 14.5611065152376 | -2.56110651523763 |
115 | 18 | 16.182566405197 | 1.81743359480300 |
116 | 14 | 15.8742392027801 | -1.8742392027801 |
117 | 14 | 13.0634243613986 | 0.93657563860137 |
118 | 13 | 14.7664152300671 | -1.7664152300671 |
119 | 16 | 15.57275380411 | 0.427246195889985 |
120 | 13 | 14.4067456846915 | -1.40674568469151 |
121 | 16 | 15.4391647652899 | 0.56083523471014 |
122 | 13 | 15.8911672712233 | -2.89116727122331 |
123 | 16 | 16.9042581868609 | -0.904258186860862 |
124 | 15 | 15.8921534889468 | -0.892153488946773 |
125 | 16 | 16.9022361707383 | -0.9022361707383 |
126 | 15 | 14.7036320628420 | 0.296367937158032 |
127 | 17 | 15.6113104275905 | 1.38868957240952 |
128 | 15 | 13.9838607966409 | 1.01613920335906 |
129 | 12 | 14.7440838384905 | -2.74408383849047 |
130 | 16 | 13.9936422626157 | 2.00635773738434 |
131 | 10 | 13.7576725915982 | -3.75767259159823 |
132 | 16 | 13.5176321144828 | 2.48236788551718 |
133 | 12 | 14.2161631177914 | -2.21616311779137 |
134 | 14 | 15.6237963714392 | -1.62379637143924 |
135 | 15 | 15.1698667563622 | -0.169866756362208 |
136 | 13 | 12.1421557046257 | 0.857844295374258 |
137 | 15 | 14.5009469200994 | 0.499053079900579 |
138 | 11 | 13.4686249246835 | -2.46862492468351 |
139 | 12 | 13.0157243738587 | -1.01572437385866 |
140 | 11 | 13.4194465342762 | -2.41944653427621 |
141 | 16 | 12.8831315054463 | 3.11686849455368 |
142 | 15 | 13.7558505714002 | 1.24414942859978 |
143 | 17 | 17.0097795066055 | -0.00977950660547738 |
144 | 16 | 14.2737946583067 | 1.7262053416933 |
145 | 10 | 13.3567315625142 | -3.35673156251415 |
146 | 18 | 15.6527462059573 | 2.34725379404273 |
147 | 13 | 15.0228847719538 | -2.02288477195385 |
148 | 16 | 14.9620191824016 | 1.03798081759843 |
149 | 13 | 12.8772591624989 | 0.122740837501070 |
150 | 10 | 12.9838669107856 | -2.98386691078564 |
151 | 15 | 16.1494801243129 | -1.14948012431286 |
152 | 16 | 14.0275731378567 | 1.97242686214327 |
153 | 16 | 11.9110510150754 | 4.08894898492458 |
154 | 14 | 12.8816202965072 | 1.11837970349282 |
155 | 10 | 12.5110772982986 | -2.51107729829857 |
156 | 17 | 16.6782641138012 | 0.321735886198799 |
157 | 13 | 11.7748408846068 | 1.22515911539322 |
158 | 15 | 13.9838607966409 | 1.01613920335906 |
159 | 16 | 14.7220477570335 | 1.2779522429665 |
160 | 12 | 12.9024487088536 | -0.902448708853636 |
161 | 13 | 12.7234113561509 | 0.276588643849055 |
162 | 13 | 12.3594447514215 | 0.640555248578516 |
163 | 12 | 12.2197140578900 | -0.219714057889972 |
164 | 17 | 16.1559256930106 | 0.844074306989396 |
165 | 15 | 13.4927110110311 | 1.50728898896895 |
166 | 10 | 11.3690856488793 | -1.36908564887931 |
167 | 14 | 14.1511837465642 | -0.151183746564210 |
168 | 11 | 14.0473814027883 | -3.04738140278826 |
169 | 13 | 14.6284207569089 | -1.62842075690888 |
170 | 16 | 14.3286401101092 | 1.67135988989079 |
171 | 12 | 10.2103695148885 | 1.78963048511152 |
172 | 16 | 15.2294173512872 | 0.77058264871285 |
173 | 12 | 13.6789589162402 | -1.67895891624021 |
174 | 9 | 11.1422436631215 | -2.14224366312147 |
175 | 12 | 14.8132494934299 | -2.81324949342989 |
176 | 15 | 14.4367200872182 | 0.56327991278181 |
177 | 12 | 12.0443133302158 | -0.0443133302158407 |
178 | 12 | 12.5271258979836 | -0.527125897983635 |
179 | 14 | 13.6520380206879 | 0.347961979312097 |
180 | 12 | 13.2423636290015 | -1.24236362900148 |
181 | 16 | 14.9028714322165 | 1.09712856778351 |
182 | 11 | 11.2308165908512 | -0.230816590851180 |
183 | 19 | 16.6302449667749 | 2.36975503322512 |
184 | 15 | 15.0709573706773 | -0.0709573706773391 |
185 | 8 | 14.5002572284975 | -6.50025722849752 |
186 | 16 | 14.7385222746564 | 1.26147772534359 |
187 | 17 | 14.4011157681124 | 2.59888423188756 |
188 | 12 | 12.2769350009329 | -0.276935000932892 |
189 | 11 | 11.3375926910729 | -0.337592691072856 |
190 | 11 | 10.2335393682771 | 0.766460631722878 |
191 | 14 | 14.7383473626722 | -0.738347362672238 |
192 | 16 | 15.4068358759607 | 0.59316412403932 |
193 | 12 | 9.55486413915181 | 2.44513586084819 |
194 | 16 | 13.9311014734647 | 2.06889852653535 |
195 | 13 | 13.5896293614340 | -0.589629361433967 |
196 | 15 | 14.9324705375573 | 0.0675294624426769 |
197 | 16 | 12.8970880194329 | 3.10291198056707 |
198 | 16 | 15.0180094707273 | 0.981990529272688 |
199 | 14 | 12.3494785543296 | 1.65052144567040 |
200 | 16 | 14.5413613945402 | 1.45863860545978 |
201 | 16 | 13.9445932035730 | 2.05540679642697 |
202 | 14 | 13.3226184610574 | 0.677381538942598 |
203 | 11 | 13.4275177946162 | -2.42751779461623 |
204 | 12 | 14.4367109870216 | -2.43671098702159 |
205 | 15 | 12.6699269134548 | 2.33007308654517 |
206 | 15 | 14.4586524254313 | 0.541347574568739 |
207 | 16 | 14.4679372463901 | 1.53206275360994 |
208 | 16 | 14.9316469204900 | 1.06835307951003 |
209 | 11 | 13.5562780239837 | -2.55627802398369 |
210 | 15 | 13.9779398017968 | 1.02206019820315 |
211 | 12 | 14.2029022057863 | -2.20290220578625 |
212 | 12 | 15.7784438651911 | -3.77844386519108 |
213 | 15 | 14.1440201791006 | 0.855979820899417 |
214 | 15 | 12.0307032677153 | 2.96929673228469 |
215 | 16 | 14.5684829589542 | 1.43151704104577 |
216 | 14 | 13.0731346341900 | 0.92686536580997 |
217 | 17 | 14.6746123754413 | 2.32538762455872 |
218 | 14 | 13.9423598225196 | 0.0576401774804326 |
219 | 13 | 11.8905028372228 | 1.10949716277721 |
220 | 15 | 15.2059654363509 | -0.205965436350911 |
221 | 13 | 14.6710171706430 | -1.67101717064297 |
222 | 14 | 14.1319205655599 | -0.131920565559859 |
223 | 15 | 14.3001182465164 | 0.699881753483601 |
224 | 12 | 13.1092937744911 | -1.10929377449114 |
225 | 13 | 12.7116664065425 | 0.288333593457546 |
226 | 8 | 11.7472131342750 | -3.74721313427504 |
227 | 14 | 13.8015801739644 | 0.198419826035621 |
228 | 14 | 13.0202674279236 | 0.97973257207643 |
229 | 11 | 12.2297591833158 | -1.22975918331585 |
230 | 12 | 12.8968382776945 | -0.896838277694458 |
231 | 13 | 11.2452084819542 | 1.75479151804577 |
232 | 10 | 13.2130657616632 | -3.21306576166324 |
233 | 16 | 11.3677174009185 | 4.63228259908155 |
234 | 18 | 15.9474161696061 | 2.05258383039394 |
235 | 13 | 13.8693288638037 | -0.869328863803698 |
236 | 11 | 13.3430027385425 | -2.34300273854246 |
237 | 4 | 10.9726967298314 | -6.97269672983141 |
238 | 13 | 14.2678178481433 | -1.26781784814330 |
239 | 16 | 14.3069070865238 | 1.6930929134762 |
240 | 10 | 11.6823923405169 | -1.68239234051694 |
241 | 12 | 12.2879119795221 | -0.287911979522077 |
242 | 12 | 13.5011921116947 | -1.50119211169469 |
243 | 10 | 8.85142253316746 | 1.14857746683254 |
244 | 13 | 11.1028627902225 | 1.89713720977750 |
245 | 15 | 13.7092481004796 | 1.29075189952042 |
246 | 12 | 11.9685057317415 | 0.0314942682585147 |
247 | 14 | 12.8777319860027 | 1.12226801399732 |
248 | 10 | 12.5358000227952 | -2.53580002279515 |
249 | 12 | 10.7624130858841 | 1.23758691411588 |
250 | 12 | 11.7393909440044 | 0.260609055995635 |
251 | 11 | 11.9220624304821 | -0.922062430482096 |
252 | 10 | 11.7304631725709 | -1.73046317257095 |
253 | 12 | 11.4019661994277 | 0.59803380057231 |
254 | 16 | 12.8825562632821 | 3.11744373671786 |
255 | 12 | 13.3765522827852 | -1.37655228278524 |
256 | 14 | 13.9048290853521 | 0.0951709146478995 |
257 | 16 | 14.5198797799651 | 1.48012022003486 |
258 | 14 | 11.6682798848408 | 2.33172011515922 |
259 | 13 | 14.3566901566030 | -1.35669015660303 |
260 | 4 | 9.3833458059488 | -5.38334580594881 |
261 | 15 | 13.8472593284005 | 1.15274067159949 |
262 | 11 | 15.1083609537208 | -4.1083609537208 |
263 | 11 | 11.3476291943178 | -0.347629194317837 |
264 | 14 | 12.9144494714043 | 1.08555052859575 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
12 | 0.249272273417129 | 0.498544546834257 | 0.750727726582871 |
13 | 0.168954109350983 | 0.337908218701965 | 0.831045890649017 |
14 | 0.188652474482696 | 0.377304948965393 | 0.811347525517304 |
15 | 0.113822199570940 | 0.227644399141881 | 0.88617780042906 |
16 | 0.0773581785451667 | 0.154716357090333 | 0.922641821454833 |
17 | 0.111089921688014 | 0.222179843376027 | 0.888910078311986 |
18 | 0.350297244008135 | 0.70059448801627 | 0.649702755991865 |
19 | 0.273076148217577 | 0.546152296435153 | 0.726923851782423 |
20 | 0.20036477979948 | 0.40072955959896 | 0.79963522020052 |
21 | 0.147329038244943 | 0.294658076489885 | 0.852670961755057 |
22 | 0.142429822152623 | 0.284859644305245 | 0.857570177847377 |
23 | 0.329613610691874 | 0.659227221383749 | 0.670386389308126 |
24 | 0.396108111170374 | 0.792216222340749 | 0.603891888829626 |
25 | 0.364643782622245 | 0.729287565244489 | 0.635356217377755 |
26 | 0.343013785262702 | 0.686027570525403 | 0.656986214737298 |
27 | 0.419522216901141 | 0.839044433802282 | 0.580477783098859 |
28 | 0.431039269566414 | 0.862078539132827 | 0.568960730433586 |
29 | 0.411178257665486 | 0.822356515330972 | 0.588821742334514 |
30 | 0.444562864383298 | 0.889125728766596 | 0.555437135616702 |
31 | 0.389182053396219 | 0.778364106792438 | 0.610817946603781 |
32 | 0.346620753254168 | 0.693241506508337 | 0.653379246745831 |
33 | 0.316677130929610 | 0.633354261859221 | 0.68332286907039 |
34 | 0.275674898300487 | 0.551349796600974 | 0.724325101699513 |
35 | 0.233139524871994 | 0.466279049743987 | 0.766860475128006 |
36 | 0.363623899560609 | 0.727247799121217 | 0.636376100439392 |
37 | 0.400480018023808 | 0.800960036047616 | 0.599519981976192 |
38 | 0.392518456881072 | 0.785036913762145 | 0.607481543118928 |
39 | 0.42064689819391 | 0.84129379638782 | 0.57935310180609 |
40 | 0.394036668820201 | 0.788073337640401 | 0.6059633311798 |
41 | 0.352608510695984 | 0.705217021391968 | 0.647391489304016 |
42 | 0.317815560782687 | 0.635631121565375 | 0.682184439217313 |
43 | 0.330602998434408 | 0.661205996868816 | 0.669397001565592 |
44 | 0.284193039977059 | 0.568386079954117 | 0.715806960022941 |
45 | 0.259307353804643 | 0.518614707609286 | 0.740692646195357 |
46 | 0.457373136543283 | 0.914746273086566 | 0.542626863456717 |
47 | 0.613015042694859 | 0.773969914610283 | 0.386984957305141 |
48 | 0.56479096489433 | 0.870418070211341 | 0.435209035105671 |
49 | 0.550115831249475 | 0.89976833750105 | 0.449884168750525 |
50 | 0.538886872116339 | 0.922226255767323 | 0.461113127883661 |
51 | 0.496029187990601 | 0.992058375981202 | 0.503970812009399 |
52 | 0.448976551667357 | 0.897953103334714 | 0.551023448332643 |
53 | 0.469409970867621 | 0.938819941735242 | 0.530590029132379 |
54 | 0.449833835993105 | 0.89966767198621 | 0.550166164006895 |
55 | 0.452066183365464 | 0.904132366730929 | 0.547933816634536 |
56 | 0.420708589827937 | 0.841417179655875 | 0.579291410172063 |
57 | 0.377122146901933 | 0.754244293803866 | 0.622877853098067 |
58 | 0.343504288197332 | 0.687008576394664 | 0.656495711802668 |
59 | 0.305381736916119 | 0.610763473832238 | 0.694618263083881 |
60 | 0.304715664842222 | 0.609431329684444 | 0.695284335157778 |
61 | 0.274885364314512 | 0.549770728629024 | 0.725114635685488 |
62 | 0.243391513321 | 0.486783026642 | 0.756608486679 |
63 | 0.213205555515497 | 0.426411111030994 | 0.786794444484503 |
64 | 0.184850255438616 | 0.369700510877231 | 0.815149744561384 |
65 | 0.159612090313782 | 0.319224180627564 | 0.840387909686218 |
66 | 0.135701682609398 | 0.271403365218796 | 0.864298317390602 |
67 | 0.118078554966239 | 0.236157109932478 | 0.881921445033761 |
68 | 0.147491712033944 | 0.294983424067889 | 0.852508287966056 |
69 | 0.347255538628955 | 0.694511077257909 | 0.652744461371045 |
70 | 0.309383520800731 | 0.618767041601461 | 0.69061647919927 |
71 | 0.466018474195675 | 0.93203694839135 | 0.533981525804325 |
72 | 0.427694883468798 | 0.855389766937596 | 0.572305116531202 |
73 | 0.415756314370461 | 0.831512628740923 | 0.584243685629539 |
74 | 0.394545848970234 | 0.789091697940468 | 0.605454151029766 |
75 | 0.359444377104171 | 0.718888754208342 | 0.640555622895829 |
76 | 0.40707380269667 | 0.81414760539334 | 0.59292619730333 |
77 | 0.374300584690822 | 0.748601169381644 | 0.625699415309178 |
78 | 0.346591344599645 | 0.693182689199289 | 0.653408655400355 |
79 | 0.375124096917483 | 0.750248193834965 | 0.624875903082518 |
80 | 0.344523836755938 | 0.689047673511876 | 0.655476163244062 |
81 | 0.311892769547432 | 0.623785539094864 | 0.688107230452568 |
82 | 0.277800972444901 | 0.555601944889803 | 0.722199027555099 |
83 | 0.254136867114173 | 0.508273734228345 | 0.745863132885827 |
84 | 0.223381795663675 | 0.44676359132735 | 0.776618204336325 |
85 | 0.213624303551213 | 0.427248607102426 | 0.786375696448787 |
86 | 0.186095183511232 | 0.372190367022464 | 0.813904816488768 |
87 | 0.162784483325637 | 0.325568966651275 | 0.837215516674362 |
88 | 0.147969314030638 | 0.295938628061275 | 0.852030685969362 |
89 | 0.127536795735545 | 0.255073591471089 | 0.872463204264455 |
90 | 0.129326332967500 | 0.258652665934999 | 0.870673667032500 |
91 | 0.111535331873574 | 0.223070663747147 | 0.888464668126426 |
92 | 0.0961283982313728 | 0.192256796462746 | 0.903871601768627 |
93 | 0.0825502956078289 | 0.165100591215658 | 0.917449704392171 |
94 | 0.0877425387684936 | 0.175485077536987 | 0.912257461231506 |
95 | 0.0780879857657552 | 0.156175971531510 | 0.921912014234245 |
96 | 0.0658294056936897 | 0.131658811387379 | 0.93417059430631 |
97 | 0.068906807489887 | 0.137813614979774 | 0.931093192510113 |
98 | 0.0573579515440505 | 0.114715903088101 | 0.94264204845595 |
99 | 0.0475906360332567 | 0.0951812720665134 | 0.952409363966743 |
100 | 0.0425438584868564 | 0.0850877169737128 | 0.957456141513144 |
101 | 0.0369859310294397 | 0.0739718620588795 | 0.96301406897056 |
102 | 0.0420002433756051 | 0.0840004867512103 | 0.957999756624395 |
103 | 0.0356653898073750 | 0.0713307796147499 | 0.964334610192625 |
104 | 0.0316665200782306 | 0.0633330401564613 | 0.96833347992177 |
105 | 0.0388094976881857 | 0.0776189953763714 | 0.961190502311814 |
106 | 0.0335801030215315 | 0.0671602060430631 | 0.966419896978469 |
107 | 0.0272903859757292 | 0.0545807719514584 | 0.97270961402427 |
108 | 0.0260134149836965 | 0.0520268299673931 | 0.973986585016303 |
109 | 0.0212221299636422 | 0.0424442599272844 | 0.978777870036358 |
110 | 0.0172038184676234 | 0.0344076369352469 | 0.982796181532377 |
111 | 0.0136321859824952 | 0.0272643719649905 | 0.986367814017505 |
112 | 0.0136227566436758 | 0.0272455132873516 | 0.986377243356324 |
113 | 0.0124872959699899 | 0.0249745919399798 | 0.98751270403001 |
114 | 0.0191461758204056 | 0.0382923516408112 | 0.980853824179594 |
115 | 0.0177617143290989 | 0.0355234286581978 | 0.982238285670901 |
116 | 0.017603646006393 | 0.035207292012786 | 0.982396353993607 |
117 | 0.0143650816437960 | 0.0287301632875919 | 0.985634918356204 |
118 | 0.0149333160946058 | 0.0298666321892116 | 0.985066683905394 |
119 | 0.0120691161964736 | 0.0241382323929472 | 0.987930883803526 |
120 | 0.0110172150504946 | 0.0220344301009892 | 0.988982784949505 |
121 | 0.00884927981957504 | 0.0176985596391501 | 0.991150720180425 |
122 | 0.0140520169939783 | 0.0281040339879566 | 0.985947983006022 |
123 | 0.0120431244374353 | 0.0240862488748705 | 0.987956875562565 |
124 | 0.0108230439579138 | 0.0216460879158275 | 0.989176956042086 |
125 | 0.00903731082126301 | 0.0180746216425260 | 0.990962689178737 |
126 | 0.00728451036486331 | 0.0145690207297266 | 0.992715489635137 |
127 | 0.0063991416359108 | 0.0127982832718216 | 0.99360085836409 |
128 | 0.00510659099347213 | 0.0102131819869443 | 0.994893409006528 |
129 | 0.00783375065335833 | 0.0156675013067167 | 0.992166249346642 |
130 | 0.00807963042126135 | 0.0161592608425227 | 0.991920369578739 |
131 | 0.0180949330914169 | 0.0361898661828337 | 0.981905066908583 |
132 | 0.0203689644007127 | 0.0407379288014254 | 0.979631035599287 |
133 | 0.0232617612230514 | 0.0465235224461027 | 0.976738238776949 |
134 | 0.0232562238225967 | 0.0465124476451935 | 0.976743776177403 |
135 | 0.0190360379134759 | 0.0380720758269517 | 0.980963962086524 |
136 | 0.0156372488519367 | 0.0312744977038734 | 0.984362751148063 |
137 | 0.0124430144348134 | 0.0248860288696268 | 0.987556985565187 |
138 | 0.0165772691347347 | 0.0331545382694695 | 0.983422730865265 |
139 | 0.0149240627111017 | 0.0298481254222034 | 0.985075937288898 |
140 | 0.0190311552513490 | 0.0380623105026979 | 0.980968844748651 |
141 | 0.0261129296616781 | 0.0522258593233561 | 0.973887070338322 |
142 | 0.0232966146305604 | 0.0465932292611207 | 0.97670338536944 |
143 | 0.0190133879411869 | 0.0380267758823737 | 0.980986612058813 |
144 | 0.0180774558323928 | 0.0361549116647857 | 0.981922544167607 |
145 | 0.035502615792114 | 0.071005231584228 | 0.964497384207886 |
146 | 0.0384221966721238 | 0.0768443933442476 | 0.961577803327876 |
147 | 0.0431987522006693 | 0.0863975044013385 | 0.95680124779933 |
148 | 0.0369645849533085 | 0.073929169906617 | 0.963035415046692 |
149 | 0.0303268301811558 | 0.0606536603623117 | 0.969673169818844 |
150 | 0.0457293372484414 | 0.0914586744968829 | 0.954270662751558 |
151 | 0.0413811043222066 | 0.0827622086444131 | 0.958618895677793 |
152 | 0.041087091509391 | 0.082174183018782 | 0.95891290849061 |
153 | 0.0717081799115365 | 0.143416359823073 | 0.928291820088463 |
154 | 0.0631597123470018 | 0.126319424694004 | 0.936840287652998 |
155 | 0.0771128120061032 | 0.154225624012206 | 0.922887187993897 |
156 | 0.0648148402268047 | 0.129629680453609 | 0.935185159773195 |
157 | 0.0564212903309111 | 0.112842580661822 | 0.943578709669089 |
158 | 0.0478502954782773 | 0.0957005909565547 | 0.952149704521723 |
159 | 0.0454570121941229 | 0.0909140243882458 | 0.954542987805877 |
160 | 0.0390355339078229 | 0.0780710678156458 | 0.960964466092177 |
161 | 0.031868811329903 | 0.063737622659806 | 0.968131188670097 |
162 | 0.0261879326304385 | 0.0523758652608771 | 0.973812067369561 |
163 | 0.0215813417593278 | 0.0431626835186556 | 0.978418658240672 |
164 | 0.0182524223098581 | 0.0365048446197162 | 0.981747577690142 |
165 | 0.0161383303745537 | 0.0322766607491074 | 0.983861669625446 |
166 | 0.0162516658896448 | 0.0325033317792897 | 0.983748334110355 |
167 | 0.0129568005570451 | 0.0259136011140902 | 0.987043199442955 |
168 | 0.0184794173862801 | 0.0369588347725603 | 0.98152058261372 |
169 | 0.0178942596272692 | 0.0357885192545384 | 0.98210574037273 |
170 | 0.0170189181653016 | 0.0340378363306032 | 0.982981081834698 |
171 | 0.0165616674819240 | 0.0331233349638481 | 0.983438332518076 |
172 | 0.0134360476918214 | 0.0268720953836428 | 0.986563952308179 |
173 | 0.0129583555085127 | 0.0259167110170254 | 0.987041644491487 |
174 | 0.0138774468141623 | 0.0277548936283247 | 0.986122553185838 |
175 | 0.0172407628840277 | 0.0344815257680554 | 0.982759237115972 |
176 | 0.0138951737672713 | 0.0277903475345426 | 0.986104826232729 |
177 | 0.0110519988555190 | 0.0221039977110380 | 0.98894800114448 |
178 | 0.00887074341861827 | 0.0177414868372365 | 0.991129256581382 |
179 | 0.00688321602168362 | 0.0137664320433672 | 0.993116783978316 |
180 | 0.00577443562849701 | 0.0115488712569940 | 0.994225564371503 |
181 | 0.00485393565206548 | 0.00970787130413096 | 0.995146064347935 |
182 | 0.00378879916375457 | 0.00757759832750914 | 0.996211200836245 |
183 | 0.00424149949036701 | 0.00848299898073403 | 0.995758500509633 |
184 | 0.00327054716546522 | 0.00654109433093044 | 0.996729452834535 |
185 | 0.0728407105468326 | 0.145681421093665 | 0.927159289453167 |
186 | 0.0638369390091457 | 0.127673878018291 | 0.936163060990854 |
187 | 0.0755513774202354 | 0.151102754840471 | 0.924448622579765 |
188 | 0.0640371387060657 | 0.128074277412131 | 0.935962861293934 |
189 | 0.053654156399932 | 0.107308312799864 | 0.946345843600068 |
190 | 0.0443083311324279 | 0.0886166622648558 | 0.955691668867572 |
191 | 0.0387335344688042 | 0.0774670689376083 | 0.961266465531196 |
192 | 0.0324804456063726 | 0.0649608912127451 | 0.967519554393627 |
193 | 0.0387770188044993 | 0.0775540376089986 | 0.96122298119550 |
194 | 0.0425803720705000 | 0.0851607441409999 | 0.9574196279295 |
195 | 0.0355414797065166 | 0.0710829594130331 | 0.964458520293483 |
196 | 0.0291430151993401 | 0.0582860303986801 | 0.97085698480066 |
197 | 0.0393432212360945 | 0.0786864424721889 | 0.960656778763906 |
198 | 0.0321751746361222 | 0.0643503492722445 | 0.967824825363878 |
199 | 0.0299691694417933 | 0.0599383388835865 | 0.970030830558207 |
200 | 0.0254685360251700 | 0.0509370720503399 | 0.97453146397483 |
201 | 0.024209926192595 | 0.04841985238519 | 0.975790073807405 |
202 | 0.0201830070835602 | 0.0403660141671205 | 0.97981699291644 |
203 | 0.0255271301508270 | 0.0510542603016541 | 0.974472869849173 |
204 | 0.0280598687947857 | 0.0561197375895714 | 0.971940131205214 |
205 | 0.0312224340495115 | 0.062444868099023 | 0.968777565950488 |
206 | 0.0245716207548289 | 0.0491432415096578 | 0.97542837924517 |
207 | 0.0242699128877636 | 0.0485398257755272 | 0.975730087112236 |
208 | 0.0199692881585589 | 0.0399385763171178 | 0.98003071184144 |
209 | 0.021672831963285 | 0.04334566392657 | 0.978327168036715 |
210 | 0.0174563467996671 | 0.0349126935993342 | 0.982543653200333 |
211 | 0.0189292802277185 | 0.0378585604554370 | 0.981070719772281 |
212 | 0.0292703191646896 | 0.0585406383293791 | 0.97072968083531 |
213 | 0.0228693544218276 | 0.0457387088436552 | 0.977130645578172 |
214 | 0.0330240210408292 | 0.0660480420816584 | 0.96697597895917 |
215 | 0.028456855033694 | 0.056913710067388 | 0.971543144966306 |
216 | 0.0220849841128482 | 0.0441699682256964 | 0.977915015887152 |
217 | 0.0243591123907347 | 0.0487182247814694 | 0.975640887609265 |
218 | 0.0204895888266626 | 0.0409791776533253 | 0.979510411173337 |
219 | 0.0183205505059492 | 0.0366411010118983 | 0.98167944949405 |
220 | 0.0137547982773799 | 0.0275095965547599 | 0.98624520172262 |
221 | 0.0119272356527656 | 0.0238544713055312 | 0.988072764347234 |
222 | 0.00858122100533887 | 0.0171624420106777 | 0.99141877899466 |
223 | 0.00634657417409705 | 0.0126931483481941 | 0.993653425825903 |
224 | 0.00496471680285489 | 0.00992943360570977 | 0.995035283197145 |
225 | 0.00429464582214436 | 0.00858929164428872 | 0.995705354177856 |
226 | 0.00994629167948214 | 0.0198925833589643 | 0.990053708320518 |
227 | 0.00753438359405254 | 0.0150687671881051 | 0.992465616405947 |
228 | 0.00537338633076858 | 0.0107467726615372 | 0.994626613669231 |
229 | 0.00380717833516555 | 0.0076143566703311 | 0.996192821664834 |
230 | 0.00266471220180094 | 0.00532942440360187 | 0.9973352877982 |
231 | 0.00267158170978464 | 0.00534316341956929 | 0.997328418290215 |
232 | 0.00494336392668188 | 0.00988672785336376 | 0.995056636073318 |
233 | 0.0259467354434979 | 0.0518934708869958 | 0.974053264556502 |
234 | 0.0384579406778061 | 0.0769158813556122 | 0.961542059322194 |
235 | 0.0277187884740289 | 0.0554375769480579 | 0.97228121152597 |
236 | 0.0239618139472759 | 0.0479236278945519 | 0.976038186052724 |
237 | 0.187771175358450 | 0.375542350716899 | 0.812228824641550 |
238 | 0.147044861176903 | 0.294089722353805 | 0.852955138823097 |
239 | 0.130216166245390 | 0.260432332490781 | 0.86978383375461 |
240 | 0.0988684339233115 | 0.197736867846623 | 0.901131566076689 |
241 | 0.0766001416875223 | 0.153200283375045 | 0.923399858312478 |
242 | 0.0614634178432018 | 0.122926835686404 | 0.938536582156798 |
243 | 0.0562097761470191 | 0.112419552294038 | 0.94379022385298 |
244 | 0.103562675764338 | 0.207125351528676 | 0.896437324235662 |
245 | 0.0907837726734566 | 0.181567545346913 | 0.909216227326543 |
246 | 0.0696382930217311 | 0.139276586043462 | 0.930361706978269 |
247 | 0.0465296435673761 | 0.0930592871347521 | 0.953470356432624 |
248 | 0.0378059998785717 | 0.0756119997571434 | 0.962194000121428 |
249 | 0.0340747449655495 | 0.068149489931099 | 0.96592525503445 |
250 | 0.0414488690680374 | 0.0828977381360748 | 0.958551130931963 |
251 | 0.0218224478596724 | 0.0436448957193448 | 0.978177552140328 |
252 | 0.0547426763653312 | 0.109485352730662 | 0.945257323634669 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 10 | 0.0414937759336100 | NOK |
5% type I error level | 85 | 0.352697095435685 | NOK |
10% type I error level | 133 | 0.551867219917012 | NOK |