Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 4.00445406989653 + 0.161768138570449month[t] + 0.033972045234042Connected[t] + 0.0426648655196232Separate[t] + 0.55391437408327Software[t] + 0.0693843908517882Happiness[t] -0.0309724601101604Depression[t] + 0.0210589104920537Belonging[t] -0.0218367544310297Belonging_Final[t] -0.00651732044274871t + 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) | 4.00445406989653 | 3.893744 | 1.0284 | 0.304725 | 0.152362 |
month | 0.161768138570449 | 0.408738 | 0.3958 | 0.692604 | 0.346302 |
Connected | 0.033972045234042 | 0.034675 | 0.9797 | 0.328147 | 0.164074 |
Separate | 0.0426648655196232 | 0.035196 | 1.2122 | 0.226558 | 0.113279 |
Software | 0.55391437408327 | 0.054661 | 10.1337 | 0 | 0 |
Happiness | 0.0693843908517882 | 0.058102 | 1.1942 | 0.233522 | 0.116761 |
Depression | -0.0309724601101604 | 0.042456 | -0.7295 | 0.466353 | 0.233176 |
Belonging | 0.0210589104920537 | 0.037979 | 0.5545 | 0.57973 | 0.289865 |
Belonging_Final | -0.0218367544310297 | 0.056419 | -0.387 | 0.699047 | 0.349524 |
t | -0.00651732044274871 | 0.004332 | -1.5043 | 0.13374 | 0.06687 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.667804237836336 |
R-squared | 0.44596250007217 |
Adjusted R-squared | 0.426331250074727 |
F-TEST (value) | 22.7169691247507 |
F-TEST (DF numerator) | 9 |
F-TEST (DF denominator) | 254 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.86017625008155 |
Sum Squared Residuals | 878.904943067331 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.1319992948175 | -3.13199929481746 |
2 | 16 | 15.773013320795 | 0.226986679205008 |
3 | 19 | 17.0643208813592 | 1.93567911864083 |
4 | 15 | 12.195441484357 | 2.80455851564302 |
5 | 14 | 16.4180322249668 | -2.41803222496679 |
6 | 13 | 14.8802268925994 | -1.88022689259938 |
7 | 19 | 15.3073888497988 | 3.69261115020122 |
8 | 15 | 17.0994109702753 | -2.09941097027534 |
9 | 14 | 16.0716945323483 | -2.07169453234826 |
10 | 15 | 14.4709276632402 | 0.529072336759824 |
11 | 16 | 15.0048320881255 | 0.995167911874463 |
12 | 16 | 16.1898230324591 | -0.189823032459142 |
13 | 16 | 15.5298829760843 | 0.470117023915685 |
14 | 16 | 15.5014616820547 | 0.498538317945334 |
15 | 17 | 17.9849723007825 | -0.984972300782519 |
16 | 15 | 15.4711693679876 | -0.471169367987578 |
17 | 15 | 14.6115173032805 | 0.388482696719519 |
18 | 20 | 16.4150676139934 | 3.58493238600663 |
19 | 18 | 15.4898912080503 | 2.51010879194971 |
20 | 16 | 15.5511175520186 | 0.448882447981356 |
21 | 16 | 15.3608695373747 | 0.639130462625279 |
22 | 16 | 15.1405055659747 | 0.859494434025267 |
23 | 19 | 16.4738106847532 | 2.52618931524679 |
24 | 16 | 15.0882424925316 | 0.911757507468446 |
25 | 17 | 16.1489849108884 | 0.851015089111614 |
26 | 17 | 16.2540261576058 | 0.745973842394168 |
27 | 16 | 14.9707572768 | 1.02924272319997 |
28 | 15 | 16.7314032980079 | -1.73140329800786 |
29 | 16 | 15.7144480582795 | 0.285551941720517 |
30 | 14 | 14.1776976706257 | -0.177697670625683 |
31 | 15 | 15.7271570905492 | -0.727157090549234 |
32 | 12 | 12.8196274232436 | -0.819627423243612 |
33 | 14 | 14.7900282358008 | -0.790028235800772 |
34 | 16 | 15.9092330167818 | 0.0907669832181899 |
35 | 14 | 15.5241842748814 | -1.52418427488141 |
36 | 10 | 12.9949264320293 | -2.99492643202926 |
37 | 10 | 13.036017732808 | -3.03601773280801 |
38 | 14 | 15.7159143656349 | -1.71591436563487 |
39 | 16 | 14.5189322404391 | 1.48106775956088 |
40 | 16 | 14.4639740033125 | 1.53602599668754 |
41 | 16 | 14.6922614387991 | 1.30773856120091 |
42 | 14 | 15.6917393515644 | -1.69173935156445 |
43 | 20 | 17.4239904078572 | 2.57600959214279 |
44 | 14 | 14.1268333106255 | -0.126833310625451 |
45 | 14 | 14.4277755307961 | -0.427775530796144 |
46 | 11 | 15.4769010866658 | -4.47690108666579 |
47 | 14 | 16.5016700566974 | -2.50167005669739 |
48 | 15 | 15.0872733557269 | -0.0872733557269008 |
49 | 16 | 15.4344986815598 | 0.565501318440229 |
50 | 14 | 15.5957515567831 | -1.59575155678309 |
51 | 16 | 16.9470055618408 | -0.947005561840761 |
52 | 14 | 14.1029056640276 | -0.102905664027581 |
53 | 12 | 14.9814432966391 | -2.98144329663911 |
54 | 16 | 15.7857932992669 | 0.214206700733062 |
55 | 9 | 11.356371537705 | -2.35637153770504 |
56 | 14 | 12.3349345138998 | 1.66506548610018 |
57 | 16 | 15.7945814318001 | 0.205418568199872 |
58 | 16 | 15.4209469984545 | 0.579053001545475 |
59 | 15 | 15.0830124726959 | -0.0830124726958567 |
60 | 16 | 14.1512679246355 | 1.84873207536446 |
61 | 12 | 11.5069610190735 | 0.493038980926504 |
62 | 16 | 15.6140188033833 | 0.385981196616701 |
63 | 16 | 16.48100460217 | -0.481004602170041 |
64 | 14 | 14.6386116076604 | -0.638611607660401 |
65 | 16 | 15.2160664980086 | 0.783933501991448 |
66 | 17 | 16.1283594964296 | 0.871640503570395 |
67 | 18 | 16.3659810285842 | 1.6340189714158 |
68 | 18 | 14.5460652096084 | 3.4539347903916 |
69 | 12 | 15.9859557929282 | -3.98595579292816 |
70 | 16 | 15.7235896801084 | 0.276410319891583 |
71 | 10 | 13.4364628729273 | -3.4364628729273 |
72 | 14 | 14.9824764129632 | -0.982476412963195 |
73 | 18 | 17.0158830121805 | 0.984116987819457 |
74 | 18 | 17.2454880935873 | 0.754511906412718 |
75 | 16 | 15.3257205980239 | 0.674279401976127 |
76 | 17 | 13.5757520187901 | 3.42424798120986 |
77 | 16 | 16.4687902994353 | -0.468790299435291 |
78 | 16 | 14.5522158332353 | 1.44778416676474 |
79 | 13 | 15.2614002582591 | -2.26140025825909 |
80 | 16 | 15.1964525622985 | 0.80354743770153 |
81 | 16 | 15.7574496667774 | 0.242550333222626 |
82 | 16 | 15.7768516930373 | 0.223148306962747 |
83 | 15 | 15.7298773413516 | -0.72987734135157 |
84 | 15 | 14.9299702304001 | 0.0700297695999076 |
85 | 16 | 14.2149434227545 | 1.78505657724552 |
86 | 14 | 14.2366309572854 | -0.236630957285394 |
87 | 16 | 15.4094170749233 | 0.590582925076732 |
88 | 16 | 14.9000272038213 | 1.0999727961787 |
89 | 15 | 14.5575243875151 | 0.442475612484949 |
90 | 12 | 13.9195769686057 | -1.91957696860568 |
91 | 17 | 16.7800226813812 | 0.219977318618845 |
92 | 16 | 15.8629648187689 | 0.13703518123109 |
93 | 15 | 15.130179843395 | -0.130179843395034 |
94 | 13 | 15.0948418111599 | -2.09484181115994 |
95 | 16 | 14.8308172507294 | 1.16918274927058 |
96 | 16 | 15.7987332349023 | 0.201266765097656 |
97 | 16 | 13.7556058789697 | 2.24439412103029 |
98 | 16 | 15.8344267629732 | 0.165573237026808 |
99 | 14 | 14.4661328340413 | -0.466132834041314 |
100 | 16 | 17.0397108174705 | -1.0397108174705 |
101 | 16 | 14.6988800176282 | 1.30111998237178 |
102 | 20 | 17.460654928059 | 2.53934507194102 |
103 | 15 | 14.2209068914829 | 0.779093108517128 |
104 | 16 | 15.0049324640879 | 0.995067535912078 |
105 | 13 | 14.8816285614618 | -1.88162856146175 |
106 | 17 | 15.7060829213038 | 1.29391707869616 |
107 | 16 | 15.729946972503 | 0.27005302749703 |
108 | 16 | 14.3734121615249 | 1.62658783847515 |
109 | 12 | 12.3059825583899 | -0.305982558389896 |
110 | 16 | 15.283617063232 | 0.716382936768048 |
111 | 16 | 16.0107716671885 | -0.0107716671884955 |
112 | 17 | 15.0350812641786 | 1.96491873582139 |
113 | 13 | 14.5406112403526 | -1.54061124035264 |
114 | 12 | 14.5772750204351 | -2.57727502043506 |
115 | 18 | 16.149915808054 | 1.85008419194602 |
116 | 14 | 15.8490205615627 | -1.8490205615627 |
117 | 14 | 13.1714374137032 | 0.828562586296819 |
118 | 13 | 14.7890480129649 | -1.78904801296489 |
119 | 16 | 15.521494710364 | 0.478505289635973 |
120 | 13 | 14.4173866932526 | -1.41738669325256 |
121 | 16 | 15.3732648403476 | 0.626735159652427 |
122 | 13 | 15.8239894208261 | -2.82398942082606 |
123 | 16 | 16.8206727627472 | -0.820672762747172 |
124 | 15 | 15.8151943614052 | -0.815194361405167 |
125 | 16 | 16.7758864663847 | -0.775886466384681 |
126 | 15 | 14.6563176955803 | 0.343682304419718 |
127 | 17 | 15.5135458446765 | 1.48645415532348 |
128 | 15 | 13.9561905870924 | 1.04380941290757 |
129 | 12 | 14.6649696205487 | -2.66496962054874 |
130 | 16 | 13.9484125272073 | 2.05158747279265 |
131 | 10 | 13.6993457863953 | -3.69934578639527 |
132 | 16 | 13.4787326491481 | 2.52126735085192 |
133 | 12 | 14.117119104406 | -2.11711910440596 |
134 | 14 | 15.4969825827167 | -1.49698258271668 |
135 | 15 | 15.022851451454 | -0.0228514514539609 |
136 | 13 | 12.0782835373044 | 0.921716462695583 |
137 | 15 | 14.4179752062836 | 0.582024793716415 |
138 | 11 | 13.4148843246344 | -2.41488432463444 |
139 | 12 | 12.9615388133991 | -0.961538813399079 |
140 | 11 | 13.3294291078386 | -2.32942910783856 |
141 | 16 | 12.8198286730183 | 3.18017132698171 |
142 | 15 | 13.6114765181638 | 1.38852348183618 |
143 | 17 | 16.7647361618202 | 0.235263838179766 |
144 | 16 | 14.0972664814835 | 1.90273351851652 |
145 | 10 | 13.2326063570416 | -3.23260635704161 |
146 | 18 | 15.4231808220058 | 2.57681917799423 |
147 | 13 | 14.8643149057298 | -1.86431490572983 |
148 | 16 | 14.7811040097575 | 1.21889599024253 |
149 | 13 | 12.7593738938659 | 0.240626106134091 |
150 | 10 | 12.8479456212172 | -2.84794562121719 |
151 | 15 | 15.8571245856987 | -0.857124585698667 |
152 | 16 | 13.8243203686565 | 2.17567963134348 |
153 | 16 | 11.817790540179 | 4.18220945982104 |
154 | 14 | 12.1796252670647 | 1.82037473293531 |
155 | 10 | 12.3603674449609 | -2.36036744496087 |
156 | 17 | 16.3563968526025 | 0.643603147397511 |
157 | 13 | 11.6399592761047 | 1.36004072389528 |
158 | 15 | 13.76067097381 | 1.23932902619003 |
159 | 16 | 14.4777838001371 | 1.52221619986288 |
160 | 12 | 12.671268682682 | -0.671268682682013 |
161 | 13 | 12.5501583930835 | 0.449841606916476 |
162 | 13 | 12.6951856659235 | 0.304814334076481 |
163 | 12 | 12.5325265824158 | -0.532526582415843 |
164 | 17 | 16.2944365499899 | 0.705563450010052 |
165 | 15 | 13.780269496602 | 1.21973050339805 |
166 | 10 | 11.69604843173 | -1.69604843172995 |
167 | 14 | 14.4098138706111 | -0.409813870611107 |
168 | 11 | 14.2824014929905 | -3.28240149299048 |
169 | 13 | 14.8696564507497 | -1.86965645074974 |
170 | 16 | 14.5277256233795 | 1.47227437662047 |
171 | 12 | 10.5781596972201 | 1.42184030277993 |
172 | 16 | 15.4053957124388 | 0.594604287561249 |
173 | 12 | 13.9507326026571 | -1.95073260265714 |
174 | 9 | 11.4327559786395 | -2.43275597863953 |
175 | 12 | 14.9708875013237 | -2.97088750132374 |
176 | 15 | 14.6153118153365 | 0.384688184663489 |
177 | 12 | 12.3484847331071 | -0.348484733107133 |
178 | 12 | 12.7410235452396 | -0.741023545239648 |
179 | 14 | 13.8482569329382 | 0.151743067061837 |
180 | 12 | 13.4363825724819 | -1.43638257248194 |
181 | 16 | 15.0574225512253 | 0.942577448774667 |
182 | 11 | 11.5290900782482 | -0.529090078248177 |
183 | 19 | 16.7023934664028 | 2.29760653359724 |
184 | 15 | 15.1861080347248 | -0.18610803472479 |
185 | 8 | 14.6098477634636 | -6.60984776346357 |
186 | 16 | 14.7948754284262 | 1.20512457157379 |
187 | 17 | 14.4889678086466 | 2.51103219135338 |
188 | 12 | 12.4492788886036 | -0.449278888603589 |
189 | 11 | 11.5258253233485 | -0.525825323348493 |
190 | 11 | 10.4839919409228 | 0.516008059077233 |
191 | 14 | 14.7297291026958 | -0.729729102695786 |
192 | 16 | 15.4573408606036 | 0.542659139396364 |
193 | 12 | 9.79494997958057 | 2.20505002041943 |
194 | 16 | 14.0582376070539 | 1.94176239294606 |
195 | 13 | 13.6671267744826 | -0.667126774482598 |
196 | 15 | 15.0059615481752 | -0.00596154817518689 |
197 | 16 | 12.96127564878 | 3.03872435122004 |
198 | 16 | 15.0216959506926 | 0.97830404930736 |
199 | 14 | 12.4654951689654 | 1.53450483103465 |
200 | 16 | 14.536034879898 | 1.463965120102 |
201 | 16 | 14.0101773215679 | 1.98982267843206 |
202 | 14 | 13.3505146449401 | 0.649485355059946 |
203 | 11 | 13.4248894641781 | -2.42488946417808 |
204 | 12 | 14.4629453484512 | -2.46294534845121 |
205 | 15 | 12.7281807329234 | 2.27181926707663 |
206 | 15 | 14.4392077029054 | 0.560792297094553 |
207 | 16 | 14.484195833577 | 1.51580416642297 |
208 | 16 | 14.863917483178 | 1.13608251682204 |
209 | 11 | 13.5735507320522 | -2.57355073205222 |
210 | 15 | 13.9329916342197 | 1.06700836578035 |
211 | 12 | 14.1909393598993 | -2.19093935989934 |
212 | 12 | 15.7003657756719 | -3.70036577567191 |
213 | 15 | 14.0984721484565 | 0.901527851543532 |
214 | 15 | 12.0898039545762 | 2.9101960454238 |
215 | 16 | 14.4861173675814 | 1.51388263241862 |
216 | 14 | 13.0447911555702 | 0.955208844429781 |
217 | 17 | 14.5703847036008 | 2.42961529639917 |
218 | 14 | 13.8898769613098 | 0.110123038690196 |
219 | 13 | 11.876340716377 | 1.12365928362303 |
220 | 15 | 15.0824598206262 | -0.08245982062625 |
221 | 13 | 14.5750556822787 | -1.57505568227874 |
222 | 14 | 13.9860332277979 | 0.0139667722021294 |
223 | 15 | 14.1866032608968 | 0.813396739103206 |
224 | 12 | 13.0451003628764 | -1.04510036287638 |
225 | 13 | 12.5277927132757 | 0.472207286724255 |
226 | 8 | 11.6960459918855 | -3.69604599188549 |
227 | 14 | 13.6561993287026 | 0.343800671297409 |
228 | 14 | 12.9000716996087 | 1.09992830039132 |
229 | 11 | 12.1551096302894 | -1.15510963028936 |
230 | 12 | 12.81419870208 | -0.814198702080007 |
231 | 13 | 11.1927984749469 | 1.80720152505309 |
232 | 10 | 13.1324013386614 | -3.13240133866136 |
233 | 16 | 11.3238724214746 | 4.6761275785254 |
234 | 18 | 15.7016623752784 | 2.29833762472164 |
235 | 13 | 13.6986247386433 | -0.698624738643324 |
236 | 11 | 13.1953213217862 | -2.19532132178622 |
237 | 4 | 10.9144168771812 | -6.91441687718123 |
238 | 13 | 14.0863865432717 | -1.08638654327172 |
239 | 16 | 14.111444602449 | 1.88855539755098 |
240 | 10 | 11.5810420842532 | -1.58104208425323 |
241 | 12 | 12.1457895056583 | -0.145789505658277 |
242 | 12 | 13.3223330284656 | -1.32233302846563 |
243 | 10 | 8.80195508184794 | 1.19804491815206 |
244 | 13 | 10.9675970396727 | 2.03240296032731 |
245 | 15 | 13.482514428037 | 1.51748557196298 |
246 | 12 | 11.7701175979104 | 0.229882402089599 |
247 | 14 | 12.6701662045843 | 1.32983379541566 |
248 | 10 | 12.2934478887145 | -2.29344788871453 |
249 | 12 | 10.6014073663047 | 1.3985926336953 |
250 | 12 | 11.5045860621479 | 0.495413937852081 |
251 | 11 | 11.693327081122 | -0.693327081122017 |
252 | 10 | 11.4970254698553 | -1.49702546985533 |
253 | 12 | 11.2277722925804 | 0.772227707419641 |
254 | 16 | 12.6330294634867 | 3.36697053651325 |
255 | 12 | 13.1033064447534 | -1.10330644475345 |
256 | 14 | 13.6115101268511 | 0.38848987314886 |
257 | 16 | 14.1380220385243 | 1.8619779614757 |
258 | 14 | 11.4512965204411 | 2.54870347955894 |
259 | 13 | 13.9883658481621 | -0.988365848162067 |
260 | 4 | 9.2785535181503 | -5.2785535181503 |
261 | 15 | 13.4908178141533 | 1.50918218584672 |
262 | 11 | 14.705447878116 | -3.70544787811599 |
263 | 11 | 11.1003815456157 | -0.100381545615727 |
264 | 14 | 12.5759984379471 | 1.4240015620529 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
13 | 0.309807656286819 | 0.619615312573637 | 0.690192343713181 |
14 | 0.298245889508399 | 0.596491779016797 | 0.701754110491601 |
15 | 0.18088064565402 | 0.361761291308041 | 0.81911935434598 |
16 | 0.137959527969736 | 0.275919055939472 | 0.862040472030264 |
17 | 0.14372959550007 | 0.28745919100014 | 0.85627040449993 |
18 | 0.295672611917273 | 0.591345223834547 | 0.704327388082727 |
19 | 0.245953051754569 | 0.491906103509138 | 0.754046948245431 |
20 | 0.197531582642351 | 0.395063165284702 | 0.802468417357649 |
21 | 0.154638598434061 | 0.309277196868121 | 0.845361401565939 |
22 | 0.181179794070584 | 0.362359588141168 | 0.818820205929416 |
23 | 0.292370722019797 | 0.584741444039594 | 0.707629277980203 |
24 | 0.413563053247267 | 0.827126106494533 | 0.586436946752733 |
25 | 0.343871514454904 | 0.687743028909808 | 0.656128485545096 |
26 | 0.292745395722883 | 0.585490791445767 | 0.707254604277117 |
27 | 0.280275008418912 | 0.560550016837824 | 0.719724991581088 |
28 | 0.396379429891141 | 0.792758859782283 | 0.603620570108859 |
29 | 0.342705495061221 | 0.685410990122442 | 0.657294504938779 |
30 | 0.453590892318244 | 0.907181784636488 | 0.546409107681756 |
31 | 0.409820304231398 | 0.819640608462795 | 0.590179695768602 |
32 | 0.379700407782805 | 0.759400815565611 | 0.620299592217195 |
33 | 0.362199175090735 | 0.72439835018147 | 0.637800824909265 |
34 | 0.323061419276703 | 0.646122838553405 | 0.676938580723297 |
35 | 0.277419371141344 | 0.554838742282688 | 0.722580628858656 |
36 | 0.412599374054751 | 0.825198748109503 | 0.587400625945249 |
37 | 0.440486741081806 | 0.880973482163612 | 0.559513258918194 |
38 | 0.414751240937736 | 0.829502481875473 | 0.585248759062264 |
39 | 0.458996581775579 | 0.917993163551157 | 0.541003418224422 |
40 | 0.438077281087401 | 0.876154562174802 | 0.561922718912599 |
41 | 0.397606632447527 | 0.795213264895054 | 0.602393367552473 |
42 | 0.357011020557352 | 0.714022041114704 | 0.642988979442648 |
43 | 0.375803323977986 | 0.751606647955972 | 0.624196676022014 |
44 | 0.326219195936955 | 0.652438391873911 | 0.673780804063045 |
45 | 0.297228597638119 | 0.594457195276237 | 0.702771402361881 |
46 | 0.4777675767147 | 0.955535153429401 | 0.5222324232853 |
47 | 0.566983009470345 | 0.86603398105931 | 0.433016990529655 |
48 | 0.523694345550088 | 0.952611308899825 | 0.476305654449913 |
49 | 0.547090628451314 | 0.905818743097371 | 0.452909371548686 |
50 | 0.51979595414225 | 0.960408091715499 | 0.48020404585775 |
51 | 0.474361893256604 | 0.948723786513207 | 0.525638106743396 |
52 | 0.432325414352373 | 0.864650828704747 | 0.567674585647627 |
53 | 0.432585256747912 | 0.865170513495824 | 0.567414743252088 |
54 | 0.389368675455918 | 0.778737350911835 | 0.610631324544082 |
55 | 0.377808513790596 | 0.755617027581193 | 0.622191486209404 |
56 | 0.37359420797299 | 0.747188415945979 | 0.626405792027011 |
57 | 0.332852275405687 | 0.665704550811373 | 0.667147724594313 |
58 | 0.31298076781786 | 0.62596153563572 | 0.68701923218214 |
59 | 0.28172610836271 | 0.56345221672542 | 0.71827389163729 |
60 | 0.301554968100598 | 0.603109936201196 | 0.698445031899402 |
61 | 0.276786835199108 | 0.553573670398217 | 0.723213164800892 |
62 | 0.25050818954122 | 0.50101637908244 | 0.74949181045878 |
63 | 0.220683000232982 | 0.441366000465965 | 0.779316999767018 |
64 | 0.191708281277336 | 0.383416562554671 | 0.808291718722664 |
65 | 0.169368195676731 | 0.338736391353462 | 0.830631804323269 |
66 | 0.143783931925025 | 0.287567863850049 | 0.856216068074975 |
67 | 0.12452803727764 | 0.24905607455528 | 0.87547196272236 |
68 | 0.150714126857996 | 0.301428253715992 | 0.849285873142004 |
69 | 0.343888668951922 | 0.687777337903845 | 0.656111331048078 |
70 | 0.305643256779919 | 0.611286513559839 | 0.694356743220081 |
71 | 0.456877585579653 | 0.913755171159307 | 0.543122414420347 |
72 | 0.419928697897371 | 0.839857395794741 | 0.580071302102629 |
73 | 0.410250267685324 | 0.820500535370648 | 0.589749732314676 |
74 | 0.389475787851002 | 0.778951575702004 | 0.610524212148998 |
75 | 0.353067153266142 | 0.706134306532284 | 0.646932846733858 |
76 | 0.402478661546031 | 0.804957323092063 | 0.597521338453968 |
77 | 0.367580301321661 | 0.735160602643322 | 0.632419698678339 |
78 | 0.338946911791492 | 0.677893823582985 | 0.661053088208508 |
79 | 0.366387166817084 | 0.732774333634169 | 0.633612833182916 |
80 | 0.33444060731375 | 0.668881214627501 | 0.66555939268625 |
81 | 0.302660280086565 | 0.60532056017313 | 0.697339719913435 |
82 | 0.26871218138713 | 0.537424362774261 | 0.73128781861287 |
83 | 0.243465165126904 | 0.486930330253809 | 0.756534834873096 |
84 | 0.213395170054043 | 0.426790340108085 | 0.786604829945957 |
85 | 0.204473723326664 | 0.408947446653328 | 0.795526276673336 |
86 | 0.177589055744586 | 0.355178111489171 | 0.822410944255414 |
87 | 0.155174073416446 | 0.310348146832891 | 0.844825926583554 |
88 | 0.141134380284517 | 0.282268760569033 | 0.858865619715483 |
89 | 0.120988634340955 | 0.24197726868191 | 0.879011365659045 |
90 | 0.120255159235721 | 0.240510318471443 | 0.879744840764279 |
91 | 0.102479154169644 | 0.204958308339288 | 0.897520845830356 |
92 | 0.0891461020230823 | 0.178292204046165 | 0.910853897976918 |
93 | 0.0755107869145374 | 0.151021573829075 | 0.924489213085463 |
94 | 0.0795327042145053 | 0.159065408429011 | 0.920467295785495 |
95 | 0.0718327780761214 | 0.143665556152243 | 0.928167221923879 |
96 | 0.0597718811839619 | 0.119543762367924 | 0.940228118816038 |
97 | 0.0636513083515612 | 0.127302616703122 | 0.936348691648439 |
98 | 0.05257292258957 | 0.10514584517914 | 0.94742707741043 |
99 | 0.0433485278831624 | 0.0866970557663247 | 0.956651472116838 |
100 | 0.0375392408916113 | 0.0750784817832226 | 0.962460759108389 |
101 | 0.0329904108910595 | 0.0659808217821189 | 0.967009589108941 |
102 | 0.0398393796776791 | 0.0796787593553583 | 0.960160620322321 |
103 | 0.033549078962882 | 0.0670981579257639 | 0.966450921037118 |
104 | 0.0305201746076166 | 0.0610403492152332 | 0.969479825392383 |
105 | 0.0357051447144546 | 0.0714102894289092 | 0.964294855285545 |
106 | 0.0312650391700151 | 0.0625300783400302 | 0.968734960829985 |
107 | 0.0253096768372028 | 0.0506193536744056 | 0.974690323162797 |
108 | 0.0246049676929606 | 0.0492099353859212 | 0.975395032307039 |
109 | 0.0198406477697922 | 0.0396812955395844 | 0.980159352230208 |
110 | 0.0162400714068865 | 0.0324801428137729 | 0.983759928593114 |
111 | 0.0128113236124562 | 0.0256226472249124 | 0.987188676387544 |
112 | 0.013225903097718 | 0.0264518061954361 | 0.986774096902282 |
113 | 0.0121222773762473 | 0.0242445547524946 | 0.987877722623753 |
114 | 0.0169804189106457 | 0.0339608378212913 | 0.983019581089354 |
115 | 0.016192752066697 | 0.032385504133394 | 0.983807247933303 |
116 | 0.0154867349703428 | 0.0309734699406855 | 0.984513265029657 |
117 | 0.0127934248544028 | 0.0255868497088057 | 0.987206575145597 |
118 | 0.012693487300572 | 0.025386974601144 | 0.987306512699428 |
119 | 0.0101274243512964 | 0.0202548487025928 | 0.989872575648704 |
120 | 0.00894941565671429 | 0.0178988313134286 | 0.991050584343286 |
121 | 0.00713553477374217 | 0.0142710695474843 | 0.992864465226258 |
122 | 0.0103009170498043 | 0.0206018340996085 | 0.989699082950196 |
123 | 0.00841822557905395 | 0.0168364511581079 | 0.991581774420946 |
124 | 0.00701495859353252 | 0.014029917187065 | 0.992985041406467 |
125 | 0.00561230814253793 | 0.0112246162850759 | 0.994387691857462 |
126 | 0.00437309194881326 | 0.00874618389762652 | 0.995626908051187 |
127 | 0.00411488230820662 | 0.00822976461641324 | 0.995885117691793 |
128 | 0.00337133624223607 | 0.00674267248447214 | 0.996628663757764 |
129 | 0.00459519241291699 | 0.00919038482583398 | 0.995404807587083 |
130 | 0.00520833343649375 | 0.0104166668729875 | 0.994791666563506 |
131 | 0.0106571654805979 | 0.0213143309611957 | 0.989342834519402 |
132 | 0.0131637837419422 | 0.0263275674838844 | 0.986836216258058 |
133 | 0.0140598613911438 | 0.0281197227822877 | 0.985940138608856 |
134 | 0.0130266352059291 | 0.0260532704118581 | 0.986973364794071 |
135 | 0.0102683003920216 | 0.0205366007840433 | 0.989731699607978 |
136 | 0.00869301337051224 | 0.0173860267410245 | 0.991306986629488 |
137 | 0.0069193063376456 | 0.0138386126752912 | 0.993080693662354 |
138 | 0.00873124414602017 | 0.0174624882920403 | 0.99126875585398 |
139 | 0.00744563128459803 | 0.0148912625691961 | 0.992554368715402 |
140 | 0.00911502152519462 | 0.0182300430503892 | 0.990884978474805 |
141 | 0.0149244978879698 | 0.0298489957759395 | 0.98507550211203 |
142 | 0.0142880269095094 | 0.0285760538190188 | 0.985711973090491 |
143 | 0.0117875191910271 | 0.0235750383820543 | 0.988212480808973 |
144 | 0.0117424736210722 | 0.0234849472421444 | 0.988257526378928 |
145 | 0.0208545078804256 | 0.0417090157608512 | 0.979145492119574 |
146 | 0.0248966680831232 | 0.0497933361662463 | 0.975103331916877 |
147 | 0.0264235823408588 | 0.0528471646817175 | 0.973576417659141 |
148 | 0.023088557800069 | 0.0461771156001381 | 0.976911442199931 |
149 | 0.0185753774122748 | 0.0371507548245495 | 0.981424622587725 |
150 | 0.0265826413417615 | 0.0531652826835229 | 0.973417358658239 |
151 | 0.0226851778306622 | 0.0453703556613245 | 0.977314822169338 |
152 | 0.0252751966213969 | 0.0505503932427938 | 0.974724803378603 |
153 | 0.0510143851879787 | 0.102028770375957 | 0.948985614812021 |
154 | 0.0499973342773505 | 0.0999946685547009 | 0.95000266572265 |
155 | 0.0590562582320636 | 0.118112516464127 | 0.940943741767936 |
156 | 0.050052944729715 | 0.10010588945943 | 0.949947055270285 |
157 | 0.0442378578740251 | 0.0884757157480503 | 0.955762142125975 |
158 | 0.0379777226716822 | 0.0759554453433645 | 0.962022277328318 |
159 | 0.0367545381458566 | 0.0735090762917131 | 0.963245461854143 |
160 | 0.0310593851744133 | 0.0621187703488266 | 0.968940614825587 |
161 | 0.0251750377915538 | 0.0503500755831075 | 0.974824962208446 |
162 | 0.0203315323011695 | 0.0406630646023391 | 0.97966846769883 |
163 | 0.0168868472534699 | 0.0337736945069398 | 0.98311315274653 |
164 | 0.0140850690537459 | 0.0281701381074918 | 0.985914930946254 |
165 | 0.0120377696397918 | 0.0240755392795836 | 0.987962230360208 |
166 | 0.0127190399347615 | 0.0254380798695231 | 0.987280960065238 |
167 | 0.0101566261066435 | 0.020313252213287 | 0.989843373893357 |
168 | 0.0157253938285431 | 0.0314507876570862 | 0.984274606171457 |
169 | 0.0160887007977171 | 0.0321774015954343 | 0.983911299202283 |
170 | 0.0150008269342022 | 0.0300016538684043 | 0.984999173065798 |
171 | 0.0135895026618327 | 0.0271790053236655 | 0.986410497338167 |
172 | 0.0108394207967225 | 0.0216788415934449 | 0.989160579203277 |
173 | 0.0108441625791378 | 0.0216883251582756 | 0.989155837420862 |
174 | 0.0125964595233808 | 0.0251929190467616 | 0.987403540476619 |
175 | 0.0166311203022952 | 0.0332622406045903 | 0.983368879697705 |
176 | 0.0132480745199594 | 0.0264961490399188 | 0.986751925480041 |
177 | 0.0104529209878133 | 0.0209058419756267 | 0.989547079012187 |
178 | 0.00876859830944091 | 0.0175371966188818 | 0.991231401690559 |
179 | 0.00675218099441622 | 0.0135043619888324 | 0.993247819005584 |
180 | 0.00595227577786157 | 0.0119045515557231 | 0.994047724222138 |
181 | 0.00482021255237901 | 0.00964042510475802 | 0.995179787447621 |
182 | 0.00370834631168042 | 0.00741669262336084 | 0.99629165368832 |
183 | 0.00398692399058341 | 0.00797384798116682 | 0.996013076009417 |
184 | 0.00300961008665664 | 0.00601922017331328 | 0.996990389913343 |
185 | 0.0853414771838393 | 0.170682954367679 | 0.914658522816161 |
186 | 0.0760215335305724 | 0.152043067061145 | 0.923978466469428 |
187 | 0.0837413923821013 | 0.167482784764203 | 0.916258607617899 |
188 | 0.0700403193768715 | 0.140080638753743 | 0.929959680623129 |
189 | 0.0622875967513287 | 0.124575193502657 | 0.937712403248671 |
190 | 0.0517448100959128 | 0.103489620191826 | 0.948255189904087 |
191 | 0.0477314993313583 | 0.0954629986627165 | 0.952268500668642 |
192 | 0.0392257519398192 | 0.0784515038796383 | 0.960774248060181 |
193 | 0.0400243521800495 | 0.0800487043600991 | 0.95997564781995 |
194 | 0.0403047081110425 | 0.0806094162220849 | 0.959695291888958 |
195 | 0.0347006081485567 | 0.0694012162971134 | 0.965299391851443 |
196 | 0.0277661518378841 | 0.0555323036757682 | 0.972233848162116 |
197 | 0.0351052014872309 | 0.0702104029744618 | 0.964894798512769 |
198 | 0.0285014184612939 | 0.0570028369225878 | 0.971498581538706 |
199 | 0.0255314443827537 | 0.0510628887655074 | 0.974468555617246 |
200 | 0.0218196101218237 | 0.0436392202436474 | 0.978180389878176 |
201 | 0.0203269456484054 | 0.0406538912968109 | 0.979673054351595 |
202 | 0.0170899582487396 | 0.0341799164974793 | 0.98291004175126 |
203 | 0.022464384793502 | 0.044928769587004 | 0.977535615206498 |
204 | 0.0261548877981566 | 0.0523097755963131 | 0.973845112201843 |
205 | 0.0273219956510733 | 0.0546439913021466 | 0.972678004348927 |
206 | 0.0212570119068149 | 0.0425140238136298 | 0.978742988093185 |
207 | 0.0202653106365936 | 0.0405306212731871 | 0.979734689363406 |
208 | 0.0164688259688197 | 0.0329376519376394 | 0.98353117403118 |
209 | 0.018327291669464 | 0.0366545833389279 | 0.981672708330536 |
210 | 0.0145010037992426 | 0.0290020075984853 | 0.985498996200757 |
211 | 0.0166182867149888 | 0.0332365734299776 | 0.983381713285011 |
212 | 0.0270900954587145 | 0.054180190917429 | 0.972909904541285 |
213 | 0.0209131162419593 | 0.0418262324839185 | 0.979086883758041 |
214 | 0.0271139334948885 | 0.054227866989777 | 0.972886066505111 |
215 | 0.0228725494160248 | 0.0457450988320496 | 0.977127450583975 |
216 | 0.0175319782798162 | 0.0350639565596324 | 0.982468021720184 |
217 | 0.0192559593869285 | 0.038511918773857 | 0.980744040613072 |
218 | 0.0160980713819311 | 0.0321961427638621 | 0.983901928618069 |
219 | 0.0148737932887067 | 0.0297475865774134 | 0.985126206711293 |
220 | 0.0112452282629417 | 0.0224904565258834 | 0.988754771737058 |
221 | 0.00926182737223495 | 0.0185236547444699 | 0.990738172627765 |
222 | 0.00656562750584311 | 0.0131312550116862 | 0.993434372494157 |
223 | 0.00498203627846995 | 0.0099640725569399 | 0.99501796372153 |
224 | 0.00370586623702006 | 0.00741173247404011 | 0.99629413376298 |
225 | 0.00312910572486046 | 0.00625821144972092 | 0.99687089427514 |
226 | 0.00730802383345717 | 0.0146160476669143 | 0.992691976166543 |
227 | 0.00565658697248576 | 0.0113131739449715 | 0.994343413027514 |
228 | 0.00413003590427987 | 0.00826007180855973 | 0.99586996409572 |
229 | 0.00290095626256914 | 0.00580191252513829 | 0.997099043737431 |
230 | 0.00210006526868233 | 0.00420013053736465 | 0.997899934731318 |
231 | 0.00187435006150141 | 0.00374870012300281 | 0.998125649938499 |
232 | 0.00445268431966204 | 0.00890536863932408 | 0.995547315680338 |
233 | 0.0186513607143556 | 0.0373027214287112 | 0.981348639285644 |
234 | 0.0287056236663924 | 0.0574112473327847 | 0.971294376333608 |
235 | 0.0202408156875341 | 0.0404816313750682 | 0.979759184312466 |
236 | 0.0166385178465638 | 0.0332770356931277 | 0.983361482153436 |
237 | 0.158811527145604 | 0.317623054291208 | 0.841188472854396 |
238 | 0.122053659592905 | 0.244107319185809 | 0.877946340407095 |
239 | 0.0996048696320431 | 0.199209739264086 | 0.900395130367957 |
240 | 0.0750857716468304 | 0.150171543293661 | 0.92491422835317 |
241 | 0.0646426417753598 | 0.12928528355072 | 0.93535735822464 |
242 | 0.102490655553286 | 0.204981311106572 | 0.897509344446714 |
243 | 0.0814917208328985 | 0.162983441665797 | 0.918508279167101 |
244 | 0.084268262612532 | 0.168536525225064 | 0.915731737387468 |
245 | 0.0665871193041578 | 0.133174238608316 | 0.933412880695842 |
246 | 0.0544356840043539 | 0.108871368008708 | 0.945564315995646 |
247 | 0.0329907544098211 | 0.0659815088196422 | 0.967009245590179 |
248 | 0.0266391640759629 | 0.0532783281519258 | 0.973360835924037 |
249 | 0.0224913576759626 | 0.0449827153519252 | 0.977508642324037 |
250 | 0.0664473388463363 | 0.132894677692673 | 0.933552661153664 |
251 | 0.0486972483238263 | 0.0973944966476527 | 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 |