Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 4.00445406989737 + 0.161768138570369month[t] + 0.0339720452340411Connected[t] + 0.0426648655196235Separate[t] + 0.553914374083271Software[t] + 0.0693843908517855Happiness[t] -0.0309724601101621Depression[t] + 0.0210589104920521Belonging[t] -0.0218367544310276Belonging_Final[t] -0.00651732044274797t + 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) | 4.00445406989737 | 3.893744 | 1.0284 | 0.304725 | 0.152362 |
month | 0.161768138570369 | 0.408738 | 0.3958 | 0.692604 | 0.346302 |
Connected | 0.0339720452340411 | 0.034675 | 0.9797 | 0.328147 | 0.164074 |
Separate | 0.0426648655196235 | 0.035196 | 1.2122 | 0.226558 | 0.113279 |
Software | 0.553914374083271 | 0.054661 | 10.1337 | 0 | 0 |
Happiness | 0.0693843908517855 | 0.058102 | 1.1942 | 0.233522 | 0.116761 |
Depression | -0.0309724601101621 | 0.042456 | -0.7295 | 0.466353 | 0.233176 |
Belonging | 0.0210589104920521 | 0.037979 | 0.5545 | 0.57973 | 0.289865 |
Belonging_Final | -0.0218367544310276 | 0.056419 | -0.387 | 0.699047 | 0.349524 |
t | -0.00651732044274797 | 0.004332 | -1.5043 | 0.13374 | 0.06687 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.667804237836336 |
R-squared | 0.445962500072170 |
Adjusted R-squared | 0.426331250074727 |
F-TEST (value) | 22.7169691247506 |
F-TEST (DF numerator) | 9 |
F-TEST (DF denominator) | 254 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.86017625008154 |
Sum Squared Residuals | 878.904943067328 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.131999294817 | -3.13199929481699 |
2 | 16 | 15.773013320795 | 0.226986679205006 |
3 | 19 | 17.0643208813592 | 1.93567911864081 |
4 | 15 | 12.195441484357 | 2.80455851564301 |
5 | 14 | 16.4180322249668 | -2.41803222496677 |
6 | 13 | 14.8802268925994 | -1.88022689259937 |
7 | 19 | 15.3073888497988 | 3.69261115020122 |
8 | 15 | 17.0994109702753 | -2.09941097027535 |
9 | 14 | 16.0716945323483 | -2.07169453234826 |
10 | 15 | 14.4709276632402 | 0.529072336759826 |
11 | 16 | 15.0048320881255 | 0.995167911874469 |
12 | 16 | 16.1898230324591 | -0.189823032459148 |
13 | 16 | 15.5298829760843 | 0.47011702391567 |
14 | 16 | 15.5014616820547 | 0.498538317945331 |
15 | 17 | 17.9849723007825 | -0.984972300782522 |
16 | 15 | 15.4711693679876 | -0.471169367987593 |
17 | 15 | 14.6115173032805 | 0.388482696719519 |
18 | 20 | 16.4150676139934 | 3.58493238600663 |
19 | 18 | 15.4898912080503 | 2.51010879194969 |
20 | 16 | 15.5511175520187 | 0.448882447981341 |
21 | 16 | 15.3608695373747 | 0.639130462625267 |
22 | 16 | 15.1405055659748 | 0.859494434025239 |
23 | 19 | 16.4738106847532 | 2.52618931524677 |
24 | 16 | 15.0882424925316 | 0.911757507468418 |
25 | 17 | 16.1489849108884 | 0.851015089111614 |
26 | 17 | 16.2540261576059 | 0.745973842394144 |
27 | 16 | 14.9707572768000 | 1.02924272319996 |
28 | 15 | 16.7314032980079 | -1.73140329800789 |
29 | 16 | 15.7144480582795 | 0.28555194172051 |
30 | 14 | 14.1776976706257 | -0.177697670625716 |
31 | 15 | 15.7271570905493 | -0.727157090549255 |
32 | 12 | 12.8196274232436 | -0.81962742324364 |
33 | 14 | 14.7900282358008 | -0.790028235800783 |
34 | 16 | 15.9092330167818 | 0.0907669832181634 |
35 | 14 | 15.5241842748814 | -1.52418427488142 |
36 | 10 | 12.9949264320293 | -2.99492643202928 |
37 | 10 | 13.0360177328080 | -3.03601773280804 |
38 | 14 | 15.7159143656349 | -1.71591436563490 |
39 | 16 | 14.5189322404391 | 1.48106775956085 |
40 | 16 | 14.4639740033125 | 1.53602599668751 |
41 | 16 | 14.6922614387991 | 1.30773856120088 |
42 | 14 | 15.6917393515645 | -1.69173935156446 |
43 | 20 | 17.4239904078573 | 2.57600959214275 |
44 | 14 | 14.1268333106255 | -0.126833310625486 |
45 | 14 | 14.4277755307962 | -0.427775530796168 |
46 | 11 | 15.4769010866658 | -4.47690108666582 |
47 | 14 | 16.5016700566974 | -2.50167005669743 |
48 | 15 | 15.0872733557269 | -0.087273355726934 |
49 | 16 | 15.4344986815598 | 0.565501318440216 |
50 | 14 | 15.5957515567831 | -1.59575155678312 |
51 | 16 | 16.9470055618408 | -0.947005561840803 |
52 | 14 | 14.1029056640276 | -0.102905664027613 |
53 | 12 | 14.9814432966391 | -2.98144329663915 |
54 | 16 | 15.785793299267 | 0.214206700732997 |
55 | 9 | 11.3563715377051 | -2.35637153770508 |
56 | 14 | 12.3349345138998 | 1.66506548610016 |
57 | 16 | 15.7945814318002 | 0.205418568199844 |
58 | 16 | 15.4209469984546 | 0.579053001545421 |
59 | 15 | 15.0830124726959 | -0.0830124726959017 |
60 | 16 | 14.1512679246356 | 1.84873207536441 |
61 | 12 | 11.5069610190735 | 0.493038980926456 |
62 | 16 | 15.6140188033833 | 0.385981196616663 |
63 | 16 | 16.4810046021701 | -0.481004602170093 |
64 | 14 | 14.6386116076605 | -0.638611607660451 |
65 | 16 | 15.2160664980086 | 0.7839335019914 |
66 | 17 | 16.1283594964296 | 0.871640503570416 |
67 | 18 | 16.3659810285842 | 1.63401897141582 |
68 | 18 | 14.5460652096084 | 3.45393479039163 |
69 | 12 | 15.9859557929281 | -3.98595579292812 |
70 | 16 | 15.7235896801084 | 0.276410319891618 |
71 | 10 | 13.4364628729273 | -3.43646287292727 |
72 | 14 | 14.9824764129632 | -0.982476412963164 |
73 | 18 | 17.0158830121805 | 0.984116987819492 |
74 | 18 | 17.2454880935873 | 0.754511906412746 |
75 | 16 | 15.3257205980238 | 0.674279401976158 |
76 | 17 | 13.5757520187901 | 3.42424798120991 |
77 | 16 | 16.4687902994353 | -0.468790299435257 |
78 | 16 | 14.5522158332352 | 1.44778416676477 |
79 | 13 | 15.2614002582591 | -2.26140025825906 |
80 | 16 | 15.1964525622985 | 0.803547437701546 |
81 | 16 | 15.7574496667773 | 0.242550333222654 |
82 | 16 | 15.7768516930372 | 0.223148306962762 |
83 | 15 | 15.7298773413515 | -0.729877341351537 |
84 | 15 | 14.9299702304001 | 0.0700297695999293 |
85 | 16 | 14.2149434227545 | 1.78505657724555 |
86 | 14 | 14.2366309572854 | -0.236630957285364 |
87 | 16 | 15.4094170749233 | 0.590582925076748 |
88 | 16 | 14.9000272038213 | 1.09997279617871 |
89 | 15 | 14.5575243875150 | 0.442475612484963 |
90 | 12 | 13.9195769686057 | -1.91957696860565 |
91 | 17 | 16.7800226813811 | 0.219977318618857 |
92 | 16 | 15.8629648187689 | 0.137035181231110 |
93 | 15 | 15.130179843395 | -0.130179843395007 |
94 | 13 | 15.0948418111599 | -2.09484181115993 |
95 | 16 | 14.8308172507294 | 1.16918274927061 |
96 | 16 | 15.7987332349023 | 0.201266765097668 |
97 | 16 | 13.7556058789697 | 2.24439412103031 |
98 | 16 | 15.8344267629732 | 0.165573237026833 |
99 | 14 | 14.4661328340413 | -0.466132834041305 |
100 | 16 | 17.0397108174705 | -1.03971081747049 |
101 | 16 | 14.6988800176282 | 1.30111998237180 |
102 | 20 | 17.4606549280590 | 2.53934507194103 |
103 | 15 | 14.2209068914829 | 0.77909310851712 |
104 | 16 | 15.0049324640879 | 0.995067535912096 |
105 | 13 | 14.8816285614617 | -1.88162856146174 |
106 | 17 | 15.7060829213038 | 1.29391707869617 |
107 | 16 | 15.7299469725030 | 0.270053027497047 |
108 | 16 | 14.3734121615249 | 1.62658783847514 |
109 | 12 | 12.3059825583899 | -0.305982558389886 |
110 | 16 | 15.2836170632319 | 0.716382936768055 |
111 | 16 | 16.0107716671885 | -0.0107716671884995 |
112 | 17 | 15.0350812641786 | 1.96491873582139 |
113 | 13 | 14.5406112403526 | -1.54061124035262 |
114 | 12 | 14.5772750204350 | -2.57727502043505 |
115 | 18 | 16.1499158080540 | 1.85008419194603 |
116 | 14 | 15.8490205615627 | -1.84902056156272 |
117 | 14 | 13.1714374137032 | 0.82856258629681 |
118 | 13 | 14.7890480129649 | -1.78904801296490 |
119 | 16 | 15.5214947103640 | 0.478505289635981 |
120 | 13 | 14.4173866932526 | -1.41738669325258 |
121 | 16 | 15.3732648403476 | 0.626735159652424 |
122 | 13 | 15.8239894208261 | -2.82398942082606 |
123 | 16 | 16.8206727627472 | -0.820672762747186 |
124 | 15 | 15.8151943614052 | -0.815194361405174 |
125 | 16 | 16.7758864663847 | -0.775886466384696 |
126 | 15 | 14.6563176955803 | 0.343682304419720 |
127 | 17 | 15.5135458446765 | 1.48645415532348 |
128 | 15 | 13.9561905870924 | 1.04380941290757 |
129 | 12 | 14.6649696205487 | -2.66496962054875 |
130 | 16 | 13.9484125272074 | 2.05158747279264 |
131 | 10 | 13.6993457863953 | -3.69934578639529 |
132 | 16 | 13.4787326491481 | 2.52126735085192 |
133 | 12 | 14.1171191044060 | -2.11711910440598 |
134 | 14 | 15.4969825827167 | -1.49698258271669 |
135 | 15 | 15.0228514514540 | -0.0228514514539678 |
136 | 13 | 12.0782835373044 | 0.921716462695573 |
137 | 15 | 14.4179752062836 | 0.582024793716389 |
138 | 11 | 13.4148843246345 | -2.41488432463447 |
139 | 12 | 12.9615388133991 | -0.961538813399098 |
140 | 11 | 13.3294291078386 | -2.32942910783858 |
141 | 16 | 12.8198286730183 | 3.18017132698169 |
142 | 15 | 13.6114765181638 | 1.38852348183617 |
143 | 17 | 16.7647361618203 | 0.235263838179739 |
144 | 16 | 14.0972664814835 | 1.90273351851650 |
145 | 10 | 13.2326063570416 | -3.23260635704162 |
146 | 18 | 15.4231808220058 | 2.57681917799422 |
147 | 13 | 14.8643149057299 | -1.86431490572987 |
148 | 16 | 14.7811040097575 | 1.21889599024249 |
149 | 13 | 12.7593738938659 | 0.240626106134064 |
150 | 10 | 12.8479456212172 | -2.8479456212172 |
151 | 15 | 15.8571245856987 | -0.85712458569868 |
152 | 16 | 13.8243203686565 | 2.17567963134345 |
153 | 16 | 11.817790540179 | 4.18220945982101 |
154 | 14 | 12.1796252670648 | 1.8203747329352 |
155 | 10 | 12.3603674449609 | -2.3603674449609 |
156 | 17 | 16.3563968526025 | 0.643603147397474 |
157 | 13 | 11.6399592761047 | 1.36004072389525 |
158 | 15 | 13.76067097381 | 1.23932902619001 |
159 | 16 | 14.4777838001372 | 1.52221619986284 |
160 | 12 | 12.6712686826820 | -0.671268682682037 |
161 | 13 | 12.5501583930836 | 0.449841606916437 |
162 | 13 | 12.6951856659235 | 0.304814334076526 |
163 | 12 | 12.5325265824158 | -0.532526582415784 |
164 | 17 | 16.2944365499899 | 0.705563450010119 |
165 | 15 | 13.7802694966019 | 1.21973050339809 |
166 | 10 | 11.6960484317299 | -1.69604843172991 |
167 | 14 | 14.4098138706111 | -0.409813870611069 |
168 | 11 | 14.2824014929904 | -3.28240149299045 |
169 | 13 | 14.8696564507497 | -1.86965645074970 |
170 | 16 | 14.5277256233795 | 1.4722743766205 |
171 | 12 | 10.5781596972200 | 1.42184030277997 |
172 | 16 | 15.4053957124387 | 0.594604287561291 |
173 | 12 | 13.9507326026571 | -1.95073260265711 |
174 | 9 | 11.4327559786395 | -2.43275597863949 |
175 | 12 | 14.9708875013237 | -2.97088750132369 |
176 | 15 | 14.6153118153365 | 0.384688184663523 |
177 | 12 | 12.3484847331071 | -0.348484733107104 |
178 | 12 | 12.7410235452396 | -0.741023545239609 |
179 | 14 | 13.8482569329381 | 0.151743067061868 |
180 | 12 | 13.4363825724819 | -1.43638257248190 |
181 | 16 | 15.0574225512253 | 0.94257744877469 |
182 | 11 | 11.5290900782481 | -0.52909007824815 |
183 | 19 | 16.7023934664027 | 2.29760653359726 |
184 | 15 | 15.1861080347248 | -0.186108034724758 |
185 | 8 | 14.6098477634635 | -6.60984776346354 |
186 | 16 | 14.7948754284262 | 1.20512457157383 |
187 | 17 | 14.4889678086466 | 2.51103219135342 |
188 | 12 | 12.4492788886035 | -0.449278888603544 |
189 | 11 | 11.5258253233485 | -0.525825323348466 |
190 | 11 | 10.4839919409227 | 0.51600805907726 |
191 | 14 | 14.7297291026958 | -0.72972910269576 |
192 | 16 | 15.4573408606036 | 0.542659139396387 |
193 | 12 | 9.79494997958053 | 2.20505002041947 |
194 | 16 | 14.0582376070539 | 1.94176239294607 |
195 | 13 | 13.6671267744826 | -0.667126774482572 |
196 | 15 | 15.0059615481752 | -0.00596154817517691 |
197 | 16 | 12.9612756487799 | 3.03872435122008 |
198 | 16 | 15.0216959506926 | 0.978304049307385 |
199 | 14 | 12.4654951689653 | 1.53450483103466 |
200 | 16 | 14.5360348798980 | 1.46396512010202 |
201 | 16 | 14.0101773215679 | 1.98982267843206 |
202 | 14 | 13.3505146449400 | 0.64948535505996 |
203 | 11 | 13.4248894641780 | -2.42488946417804 |
204 | 12 | 14.4629453484512 | -2.46294534845120 |
205 | 15 | 12.7281807329234 | 2.27181926707665 |
206 | 15 | 14.4392077029054 | 0.560792297094569 |
207 | 16 | 14.4841958335770 | 1.51580416642298 |
208 | 16 | 14.8639174831779 | 1.13608251682205 |
209 | 11 | 13.5735507320522 | -2.57355073205221 |
210 | 15 | 13.9329916342196 | 1.06700836578037 |
211 | 12 | 14.1909393598993 | -2.19093935989935 |
212 | 12 | 15.7003657756719 | -3.7003657756719 |
213 | 15 | 14.0984721484565 | 0.90152785154354 |
214 | 15 | 12.0898039545762 | 2.9101960454238 |
215 | 16 | 14.4861173675814 | 1.51388263241863 |
216 | 14 | 13.0447911555702 | 0.955208844429784 |
217 | 17 | 14.5703847036008 | 2.42961529639919 |
218 | 14 | 13.8898769613098 | 0.110123038690205 |
219 | 13 | 11.8763407163770 | 1.12365928362303 |
220 | 15 | 15.0824598206262 | -0.0824598206262444 |
221 | 13 | 14.5750556822787 | -1.57505568227875 |
222 | 14 | 13.9860332277979 | 0.0139667722021436 |
223 | 15 | 14.1866032608968 | 0.813396739103202 |
224 | 12 | 13.0451003628764 | -1.04510036287638 |
225 | 13 | 12.5277927132757 | 0.472207286724271 |
226 | 8 | 11.6960459918855 | -3.69604599188549 |
227 | 14 | 13.6561993287026 | 0.34380067129741 |
228 | 14 | 12.9000716996087 | 1.09992830039132 |
229 | 11 | 12.1551096302894 | -1.15510963028936 |
230 | 12 | 12.8141987020800 | -0.814198702080019 |
231 | 13 | 11.1927984749469 | 1.80720152505309 |
232 | 10 | 13.1324013386614 | -3.13240133866138 |
233 | 16 | 11.3238724214746 | 4.67612757852538 |
234 | 18 | 15.7016623752784 | 2.29833762472164 |
235 | 13 | 13.6986247386433 | -0.698624738643332 |
236 | 11 | 13.1953213217862 | -2.19532132178623 |
237 | 4 | 10.9144168771812 | -6.91441687718123 |
238 | 13 | 14.0863865432717 | -1.08638654327175 |
239 | 16 | 14.1114446024490 | 1.88855539755096 |
240 | 10 | 11.5810420842532 | -1.58104208425324 |
241 | 12 | 12.1457895056583 | -0.145789505658296 |
242 | 12 | 13.3223330284657 | -1.32233302846566 |
243 | 10 | 8.80195508184795 | 1.19804491815205 |
244 | 13 | 10.9675970396727 | 2.03240296032730 |
245 | 15 | 13.4825144280370 | 1.51748557196297 |
246 | 12 | 11.7701175979104 | 0.229882402089584 |
247 | 14 | 12.6701662045844 | 1.32983379541564 |
248 | 10 | 12.2934478887145 | -2.29344788871453 |
249 | 12 | 10.6014073663047 | 1.39859263369527 |
250 | 12 | 11.5045860621479 | 0.495413937852056 |
251 | 11 | 11.6933270811220 | -0.693327081122031 |
252 | 10 | 11.4970254698553 | -1.49702546985534 |
253 | 12 | 11.2277722925804 | 0.772227707419619 |
254 | 16 | 12.6330294634868 | 3.36697053651322 |
255 | 12 | 13.1033064447535 | -1.10330644475347 |
256 | 14 | 13.6115101268512 | 0.388489873148829 |
257 | 16 | 14.1380220385243 | 1.86197796147568 |
258 | 14 | 11.4512965204411 | 2.54870347955891 |
259 | 13 | 13.9883658481621 | -0.988365848162086 |
260 | 4 | 9.27855351815033 | -5.27855351815033 |
261 | 15 | 13.4908178141533 | 1.50918218584669 |
262 | 11 | 14.7054478781160 | -3.70544787811602 |
263 | 11 | 11.1003815456158 | -0.100381545615756 |
264 | 14 | 12.5759984379471 | 1.42400156205287 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
13 | 0.309807656286817 | 0.619615312573634 | 0.690192343713183 |
14 | 0.2982458895084 | 0.5964917790168 | 0.7017541104916 |
15 | 0.180880645654023 | 0.361761291308045 | 0.819119354345977 |
16 | 0.137959527969735 | 0.275919055939470 | 0.862040472030265 |
17 | 0.143729595500073 | 0.287459191000146 | 0.856270404499927 |
18 | 0.295672611917276 | 0.591345223834551 | 0.704327388082725 |
19 | 0.245953051754568 | 0.491906103509136 | 0.754046948245432 |
20 | 0.197531582642351 | 0.395063165284702 | 0.802468417357649 |
21 | 0.154638598434060 | 0.309277196868121 | 0.84536140156594 |
22 | 0.181179794070588 | 0.362359588141176 | 0.818820205929412 |
23 | 0.292370722019794 | 0.584741444039587 | 0.707629277980206 |
24 | 0.413563053247267 | 0.827126106494533 | 0.586436946752734 |
25 | 0.343871514454900 | 0.687743028909799 | 0.6561284855451 |
26 | 0.292745395722881 | 0.585490791445763 | 0.707254604277119 |
27 | 0.280275008418916 | 0.560550016837832 | 0.719724991581084 |
28 | 0.396379429891148 | 0.792758859782295 | 0.603620570108852 |
29 | 0.342705495061225 | 0.68541099012245 | 0.657294504938775 |
30 | 0.453590892318243 | 0.907181784636485 | 0.546409107681757 |
31 | 0.4098203042314 | 0.8196406084628 | 0.5901796957686 |
32 | 0.379700407782805 | 0.75940081556561 | 0.620299592217195 |
33 | 0.362199175090739 | 0.724398350181479 | 0.637800824909261 |
34 | 0.323061419276707 | 0.646122838553414 | 0.676938580723293 |
35 | 0.27741937114134 | 0.55483874228268 | 0.72258062885866 |
36 | 0.412599374054753 | 0.825198748109507 | 0.587400625945247 |
37 | 0.440486741081803 | 0.880973482163606 | 0.559513258918197 |
38 | 0.414751240937735 | 0.82950248187547 | 0.585248759062265 |
39 | 0.458996581775578 | 0.917993163551155 | 0.541003418224423 |
40 | 0.438077281087412 | 0.876154562174824 | 0.561922718912588 |
41 | 0.397606632447526 | 0.795213264895052 | 0.602393367552474 |
42 | 0.357011020557362 | 0.714022041114724 | 0.642988979442638 |
43 | 0.375803323977979 | 0.751606647955958 | 0.624196676022021 |
44 | 0.32621919593697 | 0.65243839187394 | 0.67378080406303 |
45 | 0.297228597638108 | 0.594457195276217 | 0.702771402361892 |
46 | 0.477767576714707 | 0.955535153429414 | 0.522232423285293 |
47 | 0.566983009470338 | 0.866033981059324 | 0.433016990529662 |
48 | 0.523694345550082 | 0.952611308899836 | 0.476305654449918 |
49 | 0.547090628451313 | 0.905818743097374 | 0.452909371548687 |
50 | 0.519795954142248 | 0.960408091715505 | 0.480204045857752 |
51 | 0.4743618932566 | 0.9487237865132 | 0.5256381067434 |
52 | 0.432325414352373 | 0.864650828704747 | 0.567674585647627 |
53 | 0.432585256747916 | 0.865170513495831 | 0.567414743252084 |
54 | 0.389368675455909 | 0.778737350911817 | 0.610631324544092 |
55 | 0.377808513790590 | 0.755617027581181 | 0.622191486209410 |
56 | 0.373594207972992 | 0.747188415945983 | 0.626405792027008 |
57 | 0.332852275405684 | 0.665704550811369 | 0.667147724594316 |
58 | 0.312980767817856 | 0.625961535635712 | 0.687019232182144 |
59 | 0.281726108362702 | 0.563452216725403 | 0.718273891637298 |
60 | 0.301554968100597 | 0.603109936201195 | 0.698445031899403 |
61 | 0.276786835199114 | 0.553573670398227 | 0.723213164800886 |
62 | 0.250508189541221 | 0.501016379082442 | 0.749491810458779 |
63 | 0.220683000232985 | 0.44136600046597 | 0.779316999767015 |
64 | 0.191708281277336 | 0.383416562554672 | 0.808291718722664 |
65 | 0.16936819567674 | 0.33873639135348 | 0.83063180432326 |
66 | 0.143783931925017 | 0.287567863850034 | 0.856216068074983 |
67 | 0.124528037277648 | 0.249056074555296 | 0.875471962722352 |
68 | 0.150714126857997 | 0.301428253715993 | 0.849285873142003 |
69 | 0.343888668951922 | 0.687777337903845 | 0.656111331048078 |
70 | 0.305643256779926 | 0.611286513559851 | 0.694356743220074 |
71 | 0.456877585579658 | 0.913755171159316 | 0.543122414420342 |
72 | 0.419928697897371 | 0.839857395794743 | 0.580071302102628 |
73 | 0.410250267685324 | 0.820500535370647 | 0.589749732314676 |
74 | 0.389475787851003 | 0.778951575702005 | 0.610524212148997 |
75 | 0.353067153266133 | 0.706134306532266 | 0.646932846733867 |
76 | 0.402478661546027 | 0.804957323092054 | 0.597521338453973 |
77 | 0.367580301321666 | 0.735160602643333 | 0.632419698678334 |
78 | 0.338946911791492 | 0.677893823582983 | 0.661053088208508 |
79 | 0.36638716681708 | 0.73277433363416 | 0.63361283318292 |
80 | 0.334440607313753 | 0.668881214627506 | 0.665559392686247 |
81 | 0.30266028008657 | 0.60532056017314 | 0.69733971991343 |
82 | 0.268712181387127 | 0.537424362774254 | 0.731287818612873 |
83 | 0.243465165126896 | 0.486930330253792 | 0.756534834873104 |
84 | 0.213395170054051 | 0.426790340108102 | 0.786604829945949 |
85 | 0.204473723326668 | 0.408947446653337 | 0.795526276673332 |
86 | 0.177589055744589 | 0.355178111489177 | 0.822410944255412 |
87 | 0.155174073416449 | 0.310348146832897 | 0.844825926583551 |
88 | 0.141134380284515 | 0.28226876056903 | 0.858865619715485 |
89 | 0.120988634340955 | 0.24197726868191 | 0.879011365659045 |
90 | 0.120255159235721 | 0.240510318471442 | 0.879744840764279 |
91 | 0.102479154169644 | 0.204958308339289 | 0.897520845830356 |
92 | 0.0891461020230827 | 0.178292204046165 | 0.910853897976917 |
93 | 0.0755107869145351 | 0.151021573829070 | 0.924489213085465 |
94 | 0.079532704214503 | 0.159065408429006 | 0.920467295785497 |
95 | 0.0718327780761281 | 0.143665556152256 | 0.928167221923872 |
96 | 0.0597718811839649 | 0.119543762367930 | 0.940228118816035 |
97 | 0.0636513083515619 | 0.127302616703124 | 0.936348691648438 |
98 | 0.052572922589572 | 0.105145845179144 | 0.947427077410428 |
99 | 0.0433485278831651 | 0.0866970557663303 | 0.956651472116835 |
100 | 0.0375392408916114 | 0.0750784817832228 | 0.962460759108389 |
101 | 0.0329904108910570 | 0.0659808217821139 | 0.967009589108943 |
102 | 0.0398393796776781 | 0.0796787593553563 | 0.960160620322322 |
103 | 0.0335490789628814 | 0.0670981579257629 | 0.966450921037119 |
104 | 0.0305201746076184 | 0.0610403492152367 | 0.969479825392382 |
105 | 0.0357051447144569 | 0.0714102894289139 | 0.964294855285543 |
106 | 0.0312650391700154 | 0.0625300783400308 | 0.968734960829985 |
107 | 0.0253096768372012 | 0.0506193536744024 | 0.97469032316280 |
108 | 0.0246049676929592 | 0.0492099353859185 | 0.97539503230704 |
109 | 0.0198406477697905 | 0.0396812955395811 | 0.98015935223021 |
110 | 0.0162400714068859 | 0.0324801428137718 | 0.983759928593114 |
111 | 0.0128113236124551 | 0.0256226472249102 | 0.987188676387545 |
112 | 0.0132259030977173 | 0.0264518061954346 | 0.986774096902283 |
113 | 0.0121222773762483 | 0.0242445547524966 | 0.987877722623752 |
114 | 0.0169804189106440 | 0.0339608378212881 | 0.983019581089356 |
115 | 0.0161927520666967 | 0.0323855041333933 | 0.983807247933303 |
116 | 0.0154867349703439 | 0.0309734699406878 | 0.984513265029656 |
117 | 0.0127934248544036 | 0.0255868497088072 | 0.987206575145596 |
118 | 0.0126934873005723 | 0.0253869746011446 | 0.987306512699428 |
119 | 0.0101274243512959 | 0.0202548487025918 | 0.989872575648704 |
120 | 0.00894941565671435 | 0.0178988313134287 | 0.991050584343286 |
121 | 0.00713553477374165 | 0.0142710695474833 | 0.992864465226258 |
122 | 0.0103009170498025 | 0.0206018340996051 | 0.989699082950197 |
123 | 0.00841822557905408 | 0.0168364511581082 | 0.991581774420946 |
124 | 0.0070149585935322 | 0.0140299171870644 | 0.992985041406468 |
125 | 0.00561230814253774 | 0.0112246162850755 | 0.994387691857462 |
126 | 0.00437309194881369 | 0.00874618389762738 | 0.995626908051186 |
127 | 0.00411488230820626 | 0.00822976461641251 | 0.995885117691794 |
128 | 0.00337133624223543 | 0.00674267248447086 | 0.996628663757765 |
129 | 0.00459519241291721 | 0.00919038482583442 | 0.995404807587083 |
130 | 0.00520833343649414 | 0.0104166668729883 | 0.994791666563506 |
131 | 0.0106571654805978 | 0.0213143309611957 | 0.989342834519402 |
132 | 0.0131637837419432 | 0.0263275674838864 | 0.986836216258057 |
133 | 0.0140598613911444 | 0.0281197227822888 | 0.985940138608856 |
134 | 0.0130266352059284 | 0.0260532704118567 | 0.986973364794072 |
135 | 0.0102683003920224 | 0.0205366007840448 | 0.989731699607978 |
136 | 0.00869301337051336 | 0.0173860267410267 | 0.991306986629487 |
137 | 0.00691930633764624 | 0.0138386126752925 | 0.993080693662354 |
138 | 0.00873124414601983 | 0.0174624882920397 | 0.99126875585398 |
139 | 0.00744563128460002 | 0.0148912625692000 | 0.9925543687154 |
140 | 0.00911502152519438 | 0.0182300430503888 | 0.990884978474806 |
141 | 0.0149244978879686 | 0.0298489957759371 | 0.985075502112031 |
142 | 0.0142880269095094 | 0.0285760538190188 | 0.98571197309049 |
143 | 0.011787519191028 | 0.023575038382056 | 0.988212480808972 |
144 | 0.0117424736210715 | 0.0234849472421429 | 0.988257526378929 |
145 | 0.0208545078804271 | 0.0417090157608542 | 0.979145492119573 |
146 | 0.0248966680831226 | 0.0497933361662452 | 0.975103331916877 |
147 | 0.0264235823408604 | 0.0528471646817209 | 0.97357641765914 |
148 | 0.0230885578000696 | 0.0461771156001392 | 0.97691144219993 |
149 | 0.0185753774122757 | 0.0371507548245514 | 0.981424622587724 |
150 | 0.0265826413417606 | 0.0531652826835212 | 0.97341735865824 |
151 | 0.0226851778306609 | 0.0453703556613219 | 0.97731482216934 |
152 | 0.0252751966213975 | 0.050550393242795 | 0.974724803378602 |
153 | 0.0510143851879781 | 0.102028770375956 | 0.948985614812022 |
154 | 0.0499973342773527 | 0.0999946685547055 | 0.950002665722647 |
155 | 0.0590562582320646 | 0.118112516464129 | 0.940943741767935 |
156 | 0.0500529447297188 | 0.100105889459438 | 0.94994705527028 |
157 | 0.0442378578740246 | 0.0884757157480492 | 0.955762142125975 |
158 | 0.0379777226716838 | 0.0759554453433676 | 0.962022277328316 |
159 | 0.0367545381458568 | 0.0735090762917135 | 0.963245461854143 |
160 | 0.0310593851744151 | 0.0621187703488301 | 0.968940614825585 |
161 | 0.0251750377915537 | 0.0503500755831075 | 0.974824962208446 |
162 | 0.0203315323011701 | 0.0406630646023401 | 0.97966846769883 |
163 | 0.0168868472534704 | 0.0337736945069407 | 0.98311315274653 |
164 | 0.0140850690537459 | 0.0281701381074917 | 0.985914930946254 |
165 | 0.0120377696397923 | 0.0240755392795847 | 0.987962230360208 |
166 | 0.0127190399347612 | 0.0254380798695223 | 0.987280960065239 |
167 | 0.0101566261066436 | 0.0203132522132872 | 0.989843373893356 |
168 | 0.0157253938285429 | 0.0314507876570858 | 0.984274606171457 |
169 | 0.0160887007977170 | 0.0321774015954341 | 0.983911299202283 |
170 | 0.0150008269342025 | 0.0300016538684049 | 0.984999173065798 |
171 | 0.0135895026618326 | 0.0271790053236653 | 0.986410497338167 |
172 | 0.0108394207967232 | 0.0216788415934464 | 0.989160579203277 |
173 | 0.0108441625791383 | 0.0216883251582767 | 0.989155837420862 |
174 | 0.012596459523381 | 0.025192919046762 | 0.987403540476619 |
175 | 0.0166311203022962 | 0.0332622406045924 | 0.983368879697704 |
176 | 0.0132480745199596 | 0.0264961490399192 | 0.98675192548004 |
177 | 0.0104529209878134 | 0.0209058419756267 | 0.989547079012187 |
178 | 0.0087685983094409 | 0.0175371966188818 | 0.99123140169056 |
179 | 0.00675218099441613 | 0.0135043619888323 | 0.993247819005584 |
180 | 0.00595227577786152 | 0.0119045515557230 | 0.994047724222138 |
181 | 0.00482021255237906 | 0.00964042510475813 | 0.995179787447621 |
182 | 0.00370834631168027 | 0.00741669262336055 | 0.99629165368832 |
183 | 0.00398692399058354 | 0.00797384798116709 | 0.996013076009416 |
184 | 0.00300961008665678 | 0.00601922017331355 | 0.996990389913343 |
185 | 0.0853414771838382 | 0.170682954367676 | 0.914658522816162 |
186 | 0.0760215335305705 | 0.152043067061141 | 0.92397846646943 |
187 | 0.0837413923821005 | 0.167482784764201 | 0.9162586076179 |
188 | 0.07004031937687 | 0.14008063875374 | 0.92995968062313 |
189 | 0.0622875967513268 | 0.124575193502654 | 0.937712403248673 |
190 | 0.0517448100959109 | 0.103489620191822 | 0.94825518990409 |
191 | 0.0477314993313587 | 0.0954629986627174 | 0.952268500668641 |
192 | 0.0392257519398204 | 0.0784515038796408 | 0.96077424806018 |
193 | 0.0400243521800498 | 0.0800487043600997 | 0.95997564781995 |
194 | 0.0403047081110405 | 0.080609416222081 | 0.95969529188896 |
195 | 0.0347006081485536 | 0.0694012162971073 | 0.965299391851446 |
196 | 0.0277661518378843 | 0.0555323036757687 | 0.972233848162116 |
197 | 0.0351052014872313 | 0.0702104029744626 | 0.964894798512769 |
198 | 0.0285014184612945 | 0.0570028369225891 | 0.971498581538705 |
199 | 0.0255314443827536 | 0.0510628887655073 | 0.974468555617246 |
200 | 0.0218196101218239 | 0.0436392202436477 | 0.978180389878176 |
201 | 0.0203269456484067 | 0.0406538912968134 | 0.979673054351593 |
202 | 0.0170899582487389 | 0.0341799164974778 | 0.98291004175126 |
203 | 0.0224643847935013 | 0.0449287695870026 | 0.977535615206499 |
204 | 0.0261548877981559 | 0.0523097755963118 | 0.973845112201844 |
205 | 0.0273219956510728 | 0.0546439913021456 | 0.972678004348927 |
206 | 0.0212570119068145 | 0.0425140238136291 | 0.978742988093185 |
207 | 0.0202653106365932 | 0.0405306212731864 | 0.979734689363407 |
208 | 0.0164688259688203 | 0.0329376519376405 | 0.98353117403118 |
209 | 0.0183272916694650 | 0.0366545833389300 | 0.981672708330535 |
210 | 0.014501003799243 | 0.029002007598486 | 0.985498996200757 |
211 | 0.0166182867149888 | 0.0332365734299777 | 0.983381713285011 |
212 | 0.0270900954587140 | 0.0541801909174280 | 0.972909904541286 |
213 | 0.0209131162419586 | 0.0418262324839172 | 0.979086883758041 |
214 | 0.027113933494889 | 0.054227866989778 | 0.97288606650511 |
215 | 0.0228725494160244 | 0.0457450988320489 | 0.977127450583976 |
216 | 0.0175319782798157 | 0.0350639565596314 | 0.982468021720184 |
217 | 0.0192559593869288 | 0.0385119187738577 | 0.980744040613071 |
218 | 0.0160980713819302 | 0.0321961427638604 | 0.98390192861807 |
219 | 0.0148737932887074 | 0.0297475865774149 | 0.985126206711293 |
220 | 0.0112452282629419 | 0.0224904565258838 | 0.988754771737058 |
221 | 0.00926182737223425 | 0.0185236547444685 | 0.990738172627766 |
222 | 0.0065656275058431 | 0.0131312550116862 | 0.993434372494157 |
223 | 0.00498203627846982 | 0.00996407255693964 | 0.99501796372153 |
224 | 0.00370586623701994 | 0.00741173247403989 | 0.99629413376298 |
225 | 0.00312910572486035 | 0.00625821144972071 | 0.99687089427514 |
226 | 0.0073080238334571 | 0.0146160476669142 | 0.992691976166543 |
227 | 0.0056565869724856 | 0.0113131739449712 | 0.994343413027514 |
228 | 0.00413003590427982 | 0.00826007180855963 | 0.99586996409572 |
229 | 0.00290095626256910 | 0.00580191252513821 | 0.997099043737431 |
230 | 0.00210006526868233 | 0.00420013053736466 | 0.997899934731318 |
231 | 0.00187435006150138 | 0.00374870012300276 | 0.998125649938499 |
232 | 0.00445268431966201 | 0.00890536863932401 | 0.995547315680338 |
233 | 0.0186513607143556 | 0.0373027214287112 | 0.981348639285644 |
234 | 0.0287056236663921 | 0.0574112473327842 | 0.971294376333608 |
235 | 0.0202408156875338 | 0.0404816313750676 | 0.979759184312466 |
236 | 0.0166385178465637 | 0.0332770356931275 | 0.983361482153436 |
237 | 0.158811527145599 | 0.317623054291199 | 0.8411884728544 |
238 | 0.122053659592906 | 0.244107319185811 | 0.877946340407095 |
239 | 0.0996048696320387 | 0.199209739264077 | 0.900395130367961 |
240 | 0.0750857716468304 | 0.150171543293661 | 0.92491422835317 |
241 | 0.0646426417753595 | 0.129285283550719 | 0.93535735822464 |
242 | 0.102490655553289 | 0.204981311106577 | 0.897509344446711 |
243 | 0.081491720832899 | 0.162983441665798 | 0.9185082791671 |
244 | 0.0842682626125305 | 0.168536525225061 | 0.91573173738747 |
245 | 0.0665871193041568 | 0.133174238608314 | 0.933412880695843 |
246 | 0.0544356840043543 | 0.108871368008709 | 0.945564315995646 |
247 | 0.0329907544098212 | 0.0659815088196424 | 0.967009245590179 |
248 | 0.0266391640759625 | 0.053278328151925 | 0.973360835924038 |
249 | 0.0224913576759628 | 0.0449827153519257 | 0.977508642324037 |
250 | 0.0664473388463356 | 0.132894677692671 | 0.933552661153664 |
251 | 0.0486972483238257 | 0.0973944966476515 | 0.951302751676174 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 16 | 0.0669456066945607 | NOK |
5% type I error level | 98 | 0.410041841004184 | NOK |
10% type I error level | 133 | 0.556485355648536 | NOK |