Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 5.25638046132622 + 0.0510689612187085Connected[t] + 0.568669842795994Software[t] + 0.0937038208798968Happiness[t] + 0.00967561771051725Belonging[t] -0.00499371491418156t + e[t] |
Multiple Linear Regression - Ordinary Least Squares | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | 5.25638046132622 | 1.443252 | 3.642 | 0.000327 | 0.000163 |
Connected | 0.0510689612187085 | 0.03105 | 1.6447 | 0.101246 | 0.050623 |
Software | 0.568669842795994 | 0.053215 | 10.6864 | 0 | 0 |
Happiness | 0.0937038208798968 | 0.049869 | 1.879 | 0.061374 | 0.030687 |
Belonging | 0.00967561771051725 | 0.01161 | 0.8334 | 0.405386 | 0.202693 |
t | -0.00499371491418156 | 0.001675 | -2.9819 | 0.003139 | 0.00157 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.663897579349327 |
R-squared | 0.440759995865896 |
Adjusted R-squared | 0.429922011289654 |
F-TEST (value) | 40.6680774239221 |
F-TEST (DF numerator) | 5 |
F-TEST (DF denominator) | 258 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.85434541675605 |
Sum Squared Residuals | 887.158006558192 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 15.993913500907 | -2.99391350090697 |
2 | 16 | 15.9831958355945 | 0.0168041644055015 |
3 | 19 | 16.9728485936578 | 2.02715140634215 |
4 | 15 | 12.0042746933888 | 2.99572530661116 |
5 | 14 | 16.595072604617 | -2.59507260461699 |
6 | 13 | 15.1418971997144 | -2.14189719971436 |
7 | 19 | 15.8618132889845 | 3.13818671101552 |
8 | 15 | 17.0000561317527 | -2.00005613175271 |
9 | 14 | 15.9955107683008 | -1.99551076830075 |
10 | 15 | 14.3549277216383 | 0.64507227836167 |
11 | 16 | 15.1861073056302 | 0.813892694369804 |
12 | 16 | 16.1618325528674 | -0.161832552867448 |
13 | 16 | 15.5414254027083 | 0.458574597291663 |
14 | 16 | 15.4552707012595 | 0.544729298740474 |
15 | 17 | 17.9252456164239 | -0.925245616423934 |
16 | 15 | 15.5077652147785 | -0.507765214778474 |
17 | 15 | 14.7341931602259 | 0.265806839774069 |
18 | 20 | 16.3755715462176 | 3.62442845378243 |
19 | 18 | 15.339650662034 | 2.660349337966 |
20 | 16 | 15.665522379171 | 0.334477620828976 |
21 | 16 | 15.3663470226153 | 0.633652977384703 |
22 | 16 | 15.2423786785402 | 0.757621321459842 |
23 | 19 | 16.3602593108641 | 2.63974068913591 |
24 | 16 | 14.9477315815817 | 1.05226841841826 |
25 | 17 | 16.372333267616 | 0.627666732384028 |
26 | 17 | 16.2304630446329 | 0.769536955367076 |
27 | 16 | 14.8813392705544 | 1.11866072944557 |
28 | 15 | 16.7426810774347 | -1.74268107743468 |
29 | 16 | 15.7811320572031 | 0.218867942796936 |
30 | 14 | 14.2086205395803 | -0.208620539580325 |
31 | 15 | 15.7820617612382 | -0.782061761238215 |
32 | 12 | 12.7654353071521 | -0.765435307152084 |
33 | 14 | 14.9477716746154 | -0.947771674615356 |
34 | 16 | 15.865286150114 | 0.134713849886032 |
35 | 14 | 15.6698324372147 | -1.66983243721472 |
36 | 10 | 12.8777323745114 | -2.87773237451139 |
37 | 10 | 13.1235397736897 | -3.12353977368966 |
38 | 14 | 15.8216661826579 | -1.82166618265793 |
39 | 16 | 14.5576357839332 | 1.44236421606682 |
40 | 16 | 14.416511228838 | 1.58348877116195 |
41 | 16 | 14.7494411666737 | 1.25055883332634 |
42 | 14 | 15.8319596922858 | -1.83195969228576 |
43 | 20 | 17.5340633787135 | 2.46593662128647 |
44 | 14 | 14.1383470472226 | -0.13834704722263 |
45 | 14 | 14.7321571796831 | -0.732157179683057 |
46 | 11 | 15.4289432879121 | -4.42894328791205 |
47 | 14 | 16.3894768074006 | -2.38947680740061 |
48 | 15 | 15.0885547779061 | -0.0885547779060682 |
49 | 16 | 15.4144999706973 | 0.585500029302712 |
50 | 14 | 15.7151743552074 | -1.71517435520745 |
51 | 16 | 16.7931911680811 | -0.793191168081143 |
52 | 14 | 14.2777323516706 | -0.277732351670605 |
53 | 12 | 15.0902643888667 | -3.09026438886665 |
54 | 16 | 15.8401066423553 | 0.159893357644739 |
55 | 9 | 11.1932918803462 | -2.19329188034623 |
56 | 14 | 12.419207307198 | 1.58079269280201 |
57 | 16 | 16.0027231569561 | -0.00272315695605849 |
58 | 16 | 15.3256066850013 | 0.674393314998725 |
59 | 15 | 14.9374370606642 | 0.0625629393358201 |
60 | 16 | 14.232608727385 | 1.76739127261496 |
61 | 12 | 11.7269598933909 | 0.273040106609052 |
62 | 16 | 15.6746010116583 | 0.325398988341696 |
63 | 16 | 16.444290348833 | -0.444290348833035 |
64 | 14 | 14.59027438862 | -0.590274388619953 |
65 | 16 | 15.4202124564588 | 0.579787543541178 |
66 | 17 | 15.8180045016333 | 1.18199549836669 |
67 | 18 | 16.3909947636665 | 1.60900523633352 |
68 | 18 | 14.5350108979056 | 3.46498910209441 |
69 | 12 | 15.7426629622903 | -3.74266296229029 |
70 | 16 | 15.5914471087644 | 0.408552891235619 |
71 | 10 | 13.3519258500214 | -3.35192585002142 |
72 | 14 | 14.7570835464873 | -0.757083546487328 |
73 | 18 | 16.7788441009213 | 1.22115589907868 |
74 | 18 | 16.8620188183558 | 1.13798118164423 |
75 | 16 | 15.4731361968727 | 0.52686380312727 |
76 | 17 | 13.8850714679421 | 3.11492853205786 |
77 | 16 | 16.4243821290688 | -0.424382129068832 |
78 | 16 | 14.7443509436764 | 1.25564905632357 |
79 | 13 | 15.2664258876899 | -2.26642588768993 |
80 | 16 | 15.3111059746424 | 0.68889402535757 |
81 | 16 | 15.5311344993761 | 0.46886550062386 |
82 | 16 | 15.5508737652152 | 0.449126234784763 |
83 | 15 | 15.7610730290394 | -0.761073029039404 |
84 | 15 | 14.8286852266453 | 0.171314773354728 |
85 | 16 | 14.2607648978265 | 1.73923510217351 |
86 | 14 | 14.0167987316687 | -0.0167987316687226 |
87 | 16 | 15.310712211906 | 0.689287788094019 |
88 | 16 | 14.8626045655793 | 1.13739543442069 |
89 | 15 | 14.6544736536289 | 0.345526346371142 |
90 | 12 | 13.8073975498198 | -1.8073975498198 |
91 | 17 | 16.9111156777557 | 0.0888843222442928 |
92 | 16 | 15.5589903223365 | 0.441009677663475 |
93 | 15 | 15.3554639914389 | -0.355463991438908 |
94 | 13 | 15.0842083365677 | -2.08420833656767 |
95 | 16 | 14.7336760108883 | 1.26632398911173 |
96 | 16 | 15.8513068235894 | 0.148693176410619 |
97 | 16 | 13.7439840162083 | 2.25601598379175 |
98 | 16 | 15.8572760678907 | 0.142723932109285 |
99 | 14 | 14.2238121309786 | -0.223812130978623 |
100 | 16 | 16.9873191963205 | -0.987319196320462 |
101 | 16 | 14.7277010342686 | 1.27229896573145 |
102 | 20 | 17.4372404253654 | 2.56275957463456 |
103 | 15 | 14.3009356534931 | 0.699064346506869 |
104 | 16 | 14.847609213554 | 1.15239078644603 |
105 | 13 | 15.1001133498717 | -2.10011334987167 |
106 | 17 | 15.7263134003635 | 1.27368659963651 |
107 | 16 | 15.7324446596729 | 0.267555340327051 |
108 | 16 | 14.270431690391 | 1.72956830960905 |
109 | 12 | 12.2708363911396 | -0.270836391139616 |
110 | 16 | 15.2911635894719 | 0.708836410528147 |
111 | 16 | 15.9933314430331 | 0.00666855696690899 |
112 | 17 | 14.6562634506567 | 2.34373654934333 |
113 | 13 | 14.2611926710965 | -1.26119267109652 |
114 | 12 | 14.6853626759991 | -2.68536267599913 |
115 | 18 | 16.2957270248183 | 1.70427297518169 |
116 | 14 | 15.589430056533 | -1.58943005653295 |
117 | 14 | 12.9179391190942 | 1.08206088090577 |
118 | 13 | 14.5872372067704 | -1.58723720677036 |
119 | 16 | 15.6094461126666 | 0.390553887333424 |
120 | 13 | 14.2447078695244 | -1.24470786952444 |
121 | 16 | 15.675187149156 | 0.324812850843994 |
122 | 13 | 15.6784931710934 | -2.67849317109341 |
123 | 16 | 16.6339871503158 | -0.633987150315785 |
124 | 15 | 15.9802277782553 | -0.980227778255349 |
125 | 16 | 16.7278750073429 | -0.727875007342923 |
126 | 15 | 14.7693308465337 | 0.230669153466285 |
127 | 17 | 15.4335418971408 | 1.56645810285921 |
128 | 15 | 13.9845868889622 | 1.01541311103775 |
129 | 12 | 14.7571749391632 | -2.75717493916323 |
130 | 16 | 13.8332212383266 | 2.16677876167339 |
131 | 10 | 13.7694281492614 | -3.76942814926142 |
132 | 16 | 13.3399071606788 | 2.66009283932117 |
133 | 12 | 14.2609190657832 | -2.26091906578321 |
134 | 14 | 15.4223653652468 | -1.42236536524676 |
135 | 15 | 15.3621624599346 | -0.362162459934627 |
136 | 13 | 12.6784201183321 | 0.321579881667889 |
137 | 15 | 14.4853718783565 | 0.514628121643486 |
138 | 11 | 13.3392404537372 | -2.33924045373716 |
139 | 12 | 12.9238233199493 | -0.923823319949291 |
140 | 11 | 13.1441940497491 | -2.14419404974906 |
141 | 16 | 12.6638728293596 | 3.33612717064037 |
142 | 15 | 13.5093833869994 | 1.49061661300056 |
143 | 17 | 16.7483523225225 | 0.251647677477536 |
144 | 16 | 14.5263714591283 | 1.47362854087174 |
145 | 10 | 13.4848001002006 | -3.48480010020057 |
146 | 18 | 15.78882087928 | 2.21117912072003 |
147 | 13 | 14.7961041786769 | -1.79610417867687 |
148 | 16 | 14.8256727054255 | 1.17432729457449 |
149 | 13 | 12.9674136477187 | 0.0325863522812562 |
150 | 10 | 12.7503212895542 | -2.75032128955418 |
151 | 15 | 16.022457307388 | -1.02245730738801 |
152 | 16 | 13.5379390524957 | 2.46206094750427 |
153 | 16 | 11.5128651046032 | 4.48713489539679 |
154 | 14 | 12.4882796431659 | 1.5117203568341 |
155 | 10 | 12.6898369650724 | -2.68983696507242 |
156 | 17 | 16.5865242083339 | 0.413475791666094 |
157 | 13 | 11.4980641499186 | 1.5019358500814 |
158 | 15 | 13.8347754415368 | 1.1652245584632 |
159 | 16 | 14.4849943012855 | 1.51500569871451 |
160 | 12 | 12.578149314666 | -0.578149314666007 |
161 | 13 | 12.6238630774114 | 0.37613692258862 |
162 | 13 | 13.088588003787 | -0.0885880037869862 |
163 | 12 | 12.670479997333 | -0.670479997332996 |
164 | 17 | 16.632071327196 | 0.36792867280395 |
165 | 15 | 13.4891432938385 | 1.5108567061615 |
166 | 10 | 11.7556629832358 | -1.75566298323584 |
167 | 14 | 14.276418851714 | -0.276418851713992 |
168 | 11 | 14.4097090221191 | -3.40970902211911 |
169 | 13 | 14.609560475999 | -1.60956047599904 |
170 | 16 | 14.1600034731592 | 1.83999652684075 |
171 | 12 | 10.6982569938307 | 1.30174300616933 |
172 | 16 | 15.255887822748 | 0.744112177251981 |
173 | 12 | 13.7710261884392 | -1.77102618843922 |
174 | 9 | 11.6381739575323 | -2.63817395753231 |
175 | 12 | 15.2409066780055 | -3.24090667800547 |
176 | 15 | 14.2399095190439 | 0.760090480956122 |
177 | 12 | 12.3126796212105 | -0.312679621210496 |
178 | 12 | 12.8096601009116 | -0.809660100911558 |
179 | 14 | 13.7798692381106 | 0.220130761889369 |
180 | 12 | 13.1628986285056 | -1.16289862850555 |
181 | 16 | 14.8493756279713 | 1.15062437202872 |
182 | 11 | 11.4133731044193 | -0.413373104419254 |
183 | 19 | 16.5385666246855 | 2.46143337531447 |
184 | 15 | 15.1880984661396 | -0.188098466139602 |
185 | 8 | 14.6404895728805 | -6.64048957288053 |
186 | 16 | 14.739290977277 | 1.26070902272298 |
187 | 17 | 14.4442558499005 | 2.55574415009946 |
188 | 12 | 12.5372764985751 | -0.53727649857513 |
189 | 11 | 11.4638211840483 | -0.463821184048293 |
190 | 11 | 10.4060853106308 | 0.593914689369216 |
191 | 14 | 14.1592412879467 | -0.159241287946665 |
192 | 16 | 15.0997706582736 | 0.900229341726437 |
193 | 12 | 9.70598470549998 | 2.29401529450002 |
194 | 16 | 13.9610120091167 | 2.03898799088333 |
195 | 13 | 13.7057130283751 | -0.705713028375124 |
196 | 15 | 14.7929411070857 | 0.207058892914251 |
197 | 16 | 13.2032191812819 | 2.79678081871809 |
198 | 16 | 14.9305709752211 | 1.06942902477886 |
199 | 14 | 12.4154543638767 | 1.58454563612334 |
200 | 16 | 14.3726408188767 | 1.62735918112325 |
201 | 16 | 14.1197027236337 | 1.88029727636633 |
202 | 14 | 13.2331784810946 | 0.766821518905366 |
203 | 11 | 13.4156658835944 | -2.41566588359444 |
204 | 12 | 14.5386784416278 | -2.53867844162779 |
205 | 15 | 12.56950515486 | 2.43049484513997 |
206 | 15 | 14.3409411649736 | 0.659058835026427 |
207 | 16 | 14.3997443852139 | 1.60025561478611 |
208 | 16 | 14.8315327704084 | 1.16846722959157 |
209 | 11 | 13.6333179872706 | -2.63331798727059 |
210 | 15 | 13.9427564605059 | 1.05724353949408 |
211 | 12 | 14.2256633308141 | -2.22566333081411 |
212 | 12 | 15.4275914448005 | -3.42759144480051 |
213 | 15 | 13.954814984854 | 1.04518501514598 |
214 | 15 | 11.9705650565504 | 3.02943494344959 |
215 | 16 | 14.4731919272674 | 1.52680807273257 |
216 | 14 | 13.3288398463289 | 0.671160153671143 |
217 | 17 | 14.5287807762743 | 2.47121922372565 |
218 | 14 | 13.9610682878157 | 0.0389317121842995 |
219 | 13 | 11.8904414887426 | 1.10955851125736 |
220 | 15 | 15.0192418630926 | -0.0192418630925799 |
221 | 13 | 14.530310197177 | -1.530310197177 |
222 | 14 | 13.8355416659371 | 0.164458334062872 |
223 | 15 | 14.2857785531893 | 0.714221446810746 |
224 | 12 | 12.9411564918492 | -0.941156491849157 |
225 | 13 | 12.1981757331541 | 0.801824266845867 |
226 | 8 | 11.4279860219945 | -3.42798602199452 |
227 | 14 | 13.6954993546329 | 0.304500645367118 |
228 | 14 | 12.6551275325955 | 1.3448724674045 |
229 | 11 | 12.355414348512 | -1.35541434851199 |
230 | 12 | 12.6702345670796 | -0.670234567079571 |
231 | 13 | 11.2500184041276 | 1.74998159587239 |
232 | 10 | 12.9614135239371 | -2.96141352393715 |
233 | 16 | 11.105813842505 | 4.89418615749499 |
234 | 18 | 16.0578505271146 | 1.9421494728854 |
235 | 13 | 13.7018061751252 | -0.701806175125176 |
236 | 11 | 13.3110800428279 | -2.31108004282789 |
237 | 4 | 11.2342334450914 | -7.23423344509144 |
238 | 13 | 14.432327586141 | -1.43232758614097 |
239 | 16 | 14.0016032696875 | 1.99839673031248 |
240 | 10 | 11.6555158514229 | -1.65551585142293 |
241 | 12 | 11.9570160713658 | 0.0429839286341722 |
242 | 12 | 13.3531216712016 | -1.35312167120161 |
243 | 10 | 8.86447985746068 | 1.13552014253932 |
244 | 13 | 11.0003833411496 | 1.99961665885042 |
245 | 15 | 13.8081282658648 | 1.19187173413524 |
246 | 12 | 11.7566448618526 | 0.243355138147388 |
247 | 14 | 12.6512598974398 | 1.34874010256017 |
248 | 10 | 12.712031023228 | -2.71203102322796 |
249 | 12 | 11.0114872538064 | 0.988512746193638 |
250 | 12 | 11.8356820927538 | 0.164317907246167 |
251 | 11 | 11.6496352681532 | -0.649635268153231 |
252 | 10 | 11.6367767756008 | -1.63677677560081 |
253 | 12 | 11.1485907775731 | 0.851409222426861 |
254 | 16 | 12.7060753251013 | 3.29392467489867 |
255 | 12 | 13.341621006136 | -1.34162100613601 |
256 | 14 | 13.7424146326512 | 0.257585367348816 |
257 | 16 | 14.1534532007962 | 1.84654679920385 |
258 | 14 | 11.5437212395864 | 2.45627876041356 |
259 | 13 | 14.1617518342045 | -1.16175183420445 |
260 | 4 | 9.1915522334537 | -5.1915522334537 |
261 | 15 | 13.5183441181776 | 1.48165588182244 |
262 | 11 | 14.5719092663123 | -3.5719092663123 |
263 | 11 | 11.2222958314281 | -0.222295831428116 |
264 | 14 | 12.5455661519646 | 1.45443384803542 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
9 | 0.96317308226053 | 0.0736538354789396 | 0.0368269177394698 |
10 | 0.927602218313205 | 0.14479556337359 | 0.0723977816867949 |
11 | 0.900332340069784 | 0.199335319860432 | 0.0996676599302158 |
12 | 0.839716768828464 | 0.320566462343072 | 0.160283231171536 |
13 | 0.781053041426801 | 0.437893917146398 | 0.218946958573199 |
14 | 0.696809094518107 | 0.606381810963786 | 0.303190905481893 |
15 | 0.621418054463914 | 0.757163891072172 | 0.378581945536086 |
16 | 0.615672782674903 | 0.768654434650195 | 0.384327217325097 |
17 | 0.530032968895167 | 0.939934062209665 | 0.469967031104833 |
18 | 0.766704983190585 | 0.46659003361883 | 0.233295016809415 |
19 | 0.726517299226688 | 0.546965401546625 | 0.273482700773312 |
20 | 0.663587481306753 | 0.672825037386495 | 0.336412518693247 |
21 | 0.591545772055624 | 0.816908455888752 | 0.408454227944376 |
22 | 0.549911471478776 | 0.900177057042448 | 0.450088528521224 |
23 | 0.512629037628114 | 0.974741924743773 | 0.487370962371886 |
24 | 0.480631403728693 | 0.961262807457386 | 0.519368596271307 |
25 | 0.418104564588897 | 0.836209129177794 | 0.581895435411103 |
26 | 0.385641438617834 | 0.771282877235668 | 0.614358561382166 |
27 | 0.329965665125189 | 0.659931330250379 | 0.670034334874811 |
28 | 0.371389628942427 | 0.742779257884854 | 0.628610371057573 |
29 | 0.317258749131748 | 0.634517498263495 | 0.682741250868252 |
30 | 0.329318402631831 | 0.658636805263662 | 0.670681597368169 |
31 | 0.289193347962127 | 0.578386695924253 | 0.710806652037873 |
32 | 0.286544688430991 | 0.573089376861982 | 0.713455311569009 |
33 | 0.275599505813531 | 0.551199011627063 | 0.724400494186469 |
34 | 0.228389237352169 | 0.456778474704337 | 0.771610762647831 |
35 | 0.230336230723465 | 0.460672461446929 | 0.769663769276535 |
36 | 0.312836798636526 | 0.625673597273052 | 0.687163201363474 |
37 | 0.402432371997547 | 0.804864743995095 | 0.597567628002453 |
38 | 0.38502694306265 | 0.770053886125299 | 0.61497305693735 |
39 | 0.433595220851702 | 0.867190441703405 | 0.566404779148298 |
40 | 0.420620315271834 | 0.841240630543669 | 0.579379684728166 |
41 | 0.387052487686551 | 0.774104975373101 | 0.612947512313449 |
42 | 0.369146963396658 | 0.738293926793316 | 0.630853036603342 |
43 | 0.395749612137687 | 0.791499224275374 | 0.604250387862313 |
44 | 0.352794476443712 | 0.705588952887424 | 0.647205523556288 |
45 | 0.322502723194493 | 0.645005446388986 | 0.677497276805507 |
46 | 0.547692664633299 | 0.904614670733401 | 0.452307335366701 |
47 | 0.559962811330325 | 0.88007437733935 | 0.440037188669675 |
48 | 0.519638008367714 | 0.960723983264572 | 0.480361991632286 |
49 | 0.487005302841024 | 0.974010605682048 | 0.512994697158976 |
50 | 0.461966250862364 | 0.923932501724728 | 0.538033749137636 |
51 | 0.418507688780727 | 0.837015377561455 | 0.581492311219273 |
52 | 0.376422473366156 | 0.752844946732312 | 0.623577526633844 |
53 | 0.400453269059326 | 0.800906538118653 | 0.599546730940674 |
54 | 0.371035052047169 | 0.742070104094338 | 0.628964947952831 |
55 | 0.36281838300276 | 0.725636766005521 | 0.63718161699724 |
56 | 0.366694852482992 | 0.733389704965985 | 0.633305147517008 |
57 | 0.326632621336256 | 0.653265242672512 | 0.673367378663744 |
58 | 0.321846977501425 | 0.64369395500285 | 0.678153022498575 |
59 | 0.287605481123182 | 0.575210962246364 | 0.712394518876818 |
60 | 0.306380205645714 | 0.612760411291428 | 0.693619794354286 |
61 | 0.276057515476986 | 0.552115030953972 | 0.723942484523014 |
62 | 0.244680910272432 | 0.489361820544864 | 0.755319089727568 |
63 | 0.214226554873828 | 0.428453109747656 | 0.785773445126172 |
64 | 0.185001035165854 | 0.370002070331708 | 0.814998964834146 |
65 | 0.162955742511566 | 0.325911485023133 | 0.837044257488434 |
66 | 0.158828484140505 | 0.317656968281009 | 0.841171515859495 |
67 | 0.157210842648102 | 0.314421685296204 | 0.842789157351898 |
68 | 0.258210479439025 | 0.51642095887805 | 0.741789520560975 |
69 | 0.379005805832588 | 0.758011611665176 | 0.620994194167412 |
70 | 0.344414138176809 | 0.688828276353619 | 0.655585861823191 |
71 | 0.424794806966641 | 0.849589613933283 | 0.575205193033358 |
72 | 0.388305920609363 | 0.776611841218727 | 0.611694079390637 |
73 | 0.373707366288239 | 0.747414732576477 | 0.626292633711761 |
74 | 0.352692980049073 | 0.705385960098147 | 0.647307019950927 |
75 | 0.31990810870432 | 0.639816217408641 | 0.68009189129568 |
76 | 0.380905507085304 | 0.761811014170607 | 0.619094492914696 |
77 | 0.344924254216507 | 0.689848508433015 | 0.655075745783493 |
78 | 0.325747255991846 | 0.651494511983693 | 0.674252744008154 |
79 | 0.332356093846176 | 0.664712187692351 | 0.667643906153825 |
80 | 0.30184925838842 | 0.603698516776839 | 0.69815074161158 |
81 | 0.271483259203573 | 0.542966518407146 | 0.728516740796427 |
82 | 0.241878365831693 | 0.483756731663387 | 0.758121634168307 |
83 | 0.217546158617022 | 0.435092317234045 | 0.782453841382978 |
84 | 0.190942394155016 | 0.381884788310032 | 0.809057605844984 |
85 | 0.188345616667259 | 0.376691233334519 | 0.811654383332741 |
86 | 0.163492822252306 | 0.326985644504613 | 0.836507177747694 |
87 | 0.143984917898625 | 0.287969835797251 | 0.856015082101375 |
88 | 0.133443939228364 | 0.266887878456728 | 0.866556060771636 |
89 | 0.114082220650017 | 0.228164441300035 | 0.885917779349983 |
90 | 0.111033366083254 | 0.222066732166508 | 0.888966633916746 |
91 | 0.0939062675485628 | 0.187812535097126 | 0.906093732451437 |
92 | 0.0794412778510502 | 0.1588825557021 | 0.92055872214895 |
93 | 0.0667360809345142 | 0.133472161869028 | 0.933263919065486 |
94 | 0.0690517717646672 | 0.138103543529334 | 0.930948228235333 |
95 | 0.0613925820633959 | 0.122785164126792 | 0.938607417936604 |
96 | 0.050784141067802 | 0.101568282135604 | 0.949215858932198 |
97 | 0.0546494336991801 | 0.10929886739836 | 0.94535056630082 |
98 | 0.0449776558499994 | 0.0899553116999988 | 0.955022344150001 |
99 | 0.036838420863125 | 0.07367684172625 | 0.963161579136875 |
100 | 0.0323087121820679 | 0.0646174243641359 | 0.967691287817932 |
101 | 0.0279893321137765 | 0.055978664227553 | 0.972010667886223 |
102 | 0.0332233233148428 | 0.0664466466296855 | 0.966776676685157 |
103 | 0.0275402135853778 | 0.0550804271707556 | 0.972459786414622 |
104 | 0.0239026559883306 | 0.0478053119766611 | 0.976097344011669 |
105 | 0.0296778576743131 | 0.0593557153486262 | 0.970322142325687 |
106 | 0.0258867869972 | 0.0517735739944001 | 0.9741132130028 |
107 | 0.0209573614757262 | 0.0419147229514524 | 0.979042638524274 |
108 | 0.0199136006574838 | 0.0398272013149675 | 0.980086399342516 |
109 | 0.0164653149380447 | 0.0329306298760894 | 0.983534685061955 |
110 | 0.0134377070561328 | 0.0268754141122657 | 0.986562292943867 |
111 | 0.0106061853552801 | 0.0212123707105603 | 0.98939381464472 |
112 | 0.0117843381136733 | 0.0235686762273465 | 0.988215661886327 |
113 | 0.0101068898457802 | 0.0202137796915604 | 0.98989311015422 |
114 | 0.0140144112754732 | 0.0280288225509464 | 0.985985588724527 |
115 | 0.0130974377363313 | 0.0261948754726626 | 0.986902562263669 |
116 | 0.0121394154671537 | 0.0242788309343074 | 0.987860584532846 |
117 | 0.010358335900887 | 0.0207166718017741 | 0.989641664099113 |
118 | 0.00983290664454247 | 0.0196658132890849 | 0.990167093355457 |
119 | 0.00785964864820932 | 0.0157192972964186 | 0.992140351351791 |
120 | 0.00678923624408839 | 0.0135784724881768 | 0.993210763755912 |
121 | 0.00529412408187117 | 0.0105882481637423 | 0.994705875918129 |
122 | 0.0078871797320733 | 0.0157743594641466 | 0.992112820267927 |
123 | 0.00635717904566578 | 0.0127143580913316 | 0.993642820954334 |
124 | 0.00529265025826954 | 0.0105853005165391 | 0.99470734974173 |
125 | 0.00423360442437071 | 0.00846720884874141 | 0.995766395575629 |
126 | 0.00324762011078304 | 0.00649524022156608 | 0.996752379889217 |
127 | 0.00294692932426838 | 0.00589385864853677 | 0.997053070675732 |
128 | 0.00247265157807027 | 0.00494530315614055 | 0.99752734842193 |
129 | 0.00348532164302016 | 0.00697064328604032 | 0.99651467835698 |
130 | 0.00392913048584691 | 0.00785826097169382 | 0.996070869514153 |
131 | 0.00856549207328793 | 0.0171309841465759 | 0.991434507926712 |
132 | 0.0106683883608185 | 0.021336776721637 | 0.989331611639181 |
133 | 0.0114576126468019 | 0.0229152252936038 | 0.988542387353198 |
134 | 0.0104697861147067 | 0.0209395722294134 | 0.989530213885293 |
135 | 0.00828943204519871 | 0.0165788640903974 | 0.991710567954801 |
136 | 0.00677241193964315 | 0.0135448238792863 | 0.993227588060357 |
137 | 0.00541303582486798 | 0.010826071649736 | 0.994586964175132 |
138 | 0.00632533907564947 | 0.0126506781512989 | 0.993674660924351 |
139 | 0.00525994066671283 | 0.0105198813334257 | 0.994740059333287 |
140 | 0.0057989534768878 | 0.0115979069537756 | 0.994201046523112 |
141 | 0.0106352370318678 | 0.0212704740637357 | 0.989364762968132 |
142 | 0.00981340362426172 | 0.0196268072485234 | 0.990186596375738 |
143 | 0.0077959198866356 | 0.0155918397732712 | 0.992204080113364 |
144 | 0.00713164576998453 | 0.0142632915399691 | 0.992868354230016 |
145 | 0.0141166332660677 | 0.0282332665321353 | 0.985883366733932 |
146 | 0.0155297483867699 | 0.0310594967735399 | 0.98447025161323 |
147 | 0.0156311192884726 | 0.0312622385769453 | 0.984368880711527 |
148 | 0.0135593172960554 | 0.0271186345921108 | 0.986440682703945 |
149 | 0.0107419446928376 | 0.0214838893856751 | 0.989258055307162 |
150 | 0.0143031780382531 | 0.0286063560765061 | 0.985696821961747 |
151 | 0.0123235239612754 | 0.0246470479225508 | 0.987676476038725 |
152 | 0.0144356015350965 | 0.028871203070193 | 0.985564398464904 |
153 | 0.0378930087519259 | 0.0757860175038518 | 0.962106991248074 |
154 | 0.0350774687970619 | 0.0701549375941238 | 0.964922531202938 |
155 | 0.0433222885450986 | 0.0866445770901973 | 0.956677711454901 |
156 | 0.0361034639319252 | 0.0722069278638505 | 0.963896536068075 |
157 | 0.0334532979982301 | 0.0669065959964601 | 0.96654670200177 |
158 | 0.0296660329313858 | 0.0593320658627716 | 0.970333967068614 |
159 | 0.0276940521059263 | 0.0553881042118526 | 0.972305947894074 |
160 | 0.022914360308616 | 0.0458287206172319 | 0.977085639691384 |
161 | 0.018618270988872 | 0.0372365419777439 | 0.981381729011128 |
162 | 0.014902951837623 | 0.029805903675246 | 0.985097048162377 |
163 | 0.0121311468726697 | 0.0242622937453394 | 0.98786885312733 |
164 | 0.00966808898540662 | 0.0193361779708132 | 0.990331911014593 |
165 | 0.00885713892270118 | 0.0177142778454024 | 0.991142861077299 |
166 | 0.00887057189475397 | 0.0177411437895079 | 0.991129428105246 |
167 | 0.00693711716717742 | 0.0138742343343548 | 0.993062882832823 |
168 | 0.0129498443710075 | 0.0258996887420149 | 0.987050155628993 |
169 | 0.0124292601449173 | 0.0248585202898345 | 0.987570739855083 |
170 | 0.0118144364293314 | 0.0236288728586628 | 0.988185563570669 |
171 | 0.0104133137259204 | 0.0208266274518408 | 0.98958668627408 |
172 | 0.00845234520680333 | 0.0169046904136067 | 0.991547654793197 |
173 | 0.00819805484725375 | 0.0163961096945075 | 0.991801945152746 |
174 | 0.0110271240467448 | 0.0220542480934896 | 0.988972875953255 |
175 | 0.0177472581245136 | 0.0354945162490271 | 0.982252741875486 |
176 | 0.014445350356612 | 0.028890700713224 | 0.985554649643388 |
177 | 0.0114949290375589 | 0.0229898580751177 | 0.988505070962441 |
178 | 0.00982764437817595 | 0.0196552887563519 | 0.990172355621824 |
179 | 0.00772917293180379 | 0.0154583458636076 | 0.992270827068196 |
180 | 0.00669919761200066 | 0.0133983952240013 | 0.993300802387999 |
181 | 0.00552670871418454 | 0.0110534174283691 | 0.994473291285815 |
182 | 0.0043161628234014 | 0.0086323256468028 | 0.995683837176599 |
183 | 0.00478023238793143 | 0.00956046477586285 | 0.995219767612069 |
184 | 0.00362813715445544 | 0.00725627430891088 | 0.996371862845545 |
185 | 0.100002508649819 | 0.200005017299638 | 0.899997491350181 |
186 | 0.0877550799980743 | 0.175510159996149 | 0.912244920001926 |
187 | 0.0959812451450441 | 0.191962490290088 | 0.904018754854956 |
188 | 0.0814631278480102 | 0.16292625569602 | 0.91853687215199 |
189 | 0.075047597009414 | 0.150095194018828 | 0.924952402990586 |
190 | 0.0626823710510224 | 0.125364742102045 | 0.937317628948978 |
191 | 0.0543815502059474 | 0.108763100411895 | 0.945618449794053 |
192 | 0.0459326203609631 | 0.0918652407219261 | 0.954067379639037 |
193 | 0.048220066920063 | 0.096440133840126 | 0.951779933079937 |
194 | 0.0471384629204231 | 0.0942769258408461 | 0.952861537079577 |
195 | 0.0413458658159644 | 0.0826917316319288 | 0.958654134184036 |
196 | 0.0331936083199693 | 0.0663872166399386 | 0.966806391680031 |
197 | 0.0409902943025421 | 0.0819805886050842 | 0.959009705697458 |
198 | 0.0340466601812888 | 0.0680933203625775 | 0.965953339818711 |
199 | 0.0307207547939736 | 0.0614415095879473 | 0.969279245206026 |
200 | 0.026450561802411 | 0.052901123604822 | 0.973549438197589 |
201 | 0.023519148247632 | 0.0470382964952641 | 0.976480851752368 |
202 | 0.0196654164187017 | 0.0393308328374034 | 0.980334583581298 |
203 | 0.0235789757550299 | 0.0471579515100597 | 0.97642102424497 |
204 | 0.0327009690486413 | 0.0654019380972825 | 0.967299030951359 |
205 | 0.0351606940061865 | 0.0703213880123729 | 0.964839305993814 |
206 | 0.0279498007621622 | 0.0558996015243245 | 0.972050199237838 |
207 | 0.0256403947667371 | 0.0512807895334741 | 0.974359605233263 |
208 | 0.0209554968561498 | 0.0419109937122995 | 0.97904450314385 |
209 | 0.0252716372309922 | 0.0505432744619844 | 0.974728362769008 |
210 | 0.0208598550912591 | 0.0417197101825182 | 0.979140144908741 |
211 | 0.026051122097171 | 0.0521022441943419 | 0.973948877902829 |
212 | 0.0381964174516361 | 0.0763928349032721 | 0.961803582548364 |
213 | 0.0304638796996695 | 0.0609277593993389 | 0.969536120300331 |
214 | 0.0386354546703559 | 0.0772709093407117 | 0.961364545329644 |
215 | 0.0334208413391041 | 0.0668416826782082 | 0.966579158660896 |
216 | 0.0262899164308151 | 0.0525798328616303 | 0.973710083569185 |
217 | 0.029652132270976 | 0.0593042645419519 | 0.970347867729024 |
218 | 0.0244756869002055 | 0.0489513738004109 | 0.975524313099795 |
219 | 0.0226533853268661 | 0.0453067706537322 | 0.977346614673134 |
220 | 0.0173833384368524 | 0.0347666768737048 | 0.982616661563148 |
221 | 0.0145291901646245 | 0.029058380329249 | 0.985470809835375 |
222 | 0.0108918049505037 | 0.0217836099010074 | 0.989108195049496 |
223 | 0.00826424791120016 | 0.0165284958224003 | 0.9917357520888 |
224 | 0.00629837810625655 | 0.0125967562125131 | 0.993701621893743 |
225 | 0.00463234519873296 | 0.00926469039746592 | 0.995367654801267 |
226 | 0.00781971179372446 | 0.0156394235874489 | 0.992180288206276 |
227 | 0.00596040369195428 | 0.0119208073839086 | 0.994039596308046 |
228 | 0.00480760833804715 | 0.0096152166760943 | 0.995192391661953 |
229 | 0.0035502703981799 | 0.0071005407963598 | 0.99644972960182 |
230 | 0.00243932130266333 | 0.00487864260532665 | 0.997560678697337 |
231 | 0.00252284369328312 | 0.00504568738656625 | 0.997477156306717 |
232 | 0.00368404249964844 | 0.00736808499929688 | 0.996315957500352 |
233 | 0.0373232099153799 | 0.0746464198307597 | 0.96267679008462 |
234 | 0.0478962656258151 | 0.0957925312516301 | 0.952103734374185 |
235 | 0.03635068791956 | 0.07270137583912 | 0.96364931208044 |
236 | 0.0314647271957429 | 0.0629294543914858 | 0.968535272804257 |
237 | 0.286129074462462 | 0.572258148924924 | 0.713870925537538 |
238 | 0.256200447186808 | 0.512400894373615 | 0.743799552813192 |
239 | 0.21354205519155 | 0.4270841103831 | 0.78645794480845 |
240 | 0.192774895140569 | 0.385549790281137 | 0.807225104859431 |
241 | 0.181407591575054 | 0.362815183150108 | 0.818592408424946 |
242 | 0.233541260733521 | 0.467082521467042 | 0.766458739266479 |
243 | 0.211711868329499 | 0.423423736658999 | 0.788288131670501 |
244 | 0.239410547275219 | 0.478821094550437 | 0.760589452724781 |
245 | 0.193651835259415 | 0.387303670518829 | 0.806348164740585 |
246 | 0.149928678253702 | 0.299857356507404 | 0.850071321746298 |
247 | 0.118724942736573 | 0.237449885473145 | 0.881275057263427 |
248 | 0.109877926521464 | 0.219755853042929 | 0.890122073478536 |
249 | 0.0858204309695759 | 0.171640861939152 | 0.914179569030424 |
250 | 0.270261343144588 | 0.540522686289177 | 0.729738656855412 |
251 | 0.234792085620367 | 0.469584171240735 | 0.765207914379633 |
252 | 0.216131884826169 | 0.432263769652338 | 0.783868115173831 |
253 | 0.172536713581183 | 0.345073427162366 | 0.827463286418817 |
254 | 0.417502449402105 | 0.835004898804211 | 0.582497550597895 |
255 | 0.271043406797542 | 0.542086813595083 | 0.728956593202458 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 15 | 0.0607287449392713 | NOK |
5% type I error level | 92 | 0.37246963562753 | NOK |
10% type I error level | 133 | 0.538461538461538 | NOK |