Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 4.76348289506874 -0.485576603308534Pop[t] -0.00437931852270916t -5.10504111858711e-05Pop_t[t] -0.0558670662591829Connected[t] + 0.145224903907176Connected_p[t] + 0.156566737435064Separate[t] -0.170900646235258Separate_p[t] + 0.562361449228819Software[t] -0.0335162245982637Software_p[t] + 0.112073294456415Happiness[t] -0.0279623279275028Happiness_p[t] -0.011262554231335Belonging[t] + 0.0306569232903473Belonging_p[t] + e[t] |
Multiple Linear Regression - Ordinary Least Squares | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | 4.76348289506874 | 2.61473 | 1.8218 | 0.069682 | 0.034841 |
Pop | -0.485576603308534 | 3.374018 | -0.1439 | 0.885682 | 0.442841 |
t | -0.00437931852270916 | 0.006347 | -0.69 | 0.490851 | 0.245425 |
Pop_t | -5.10504111858711e-05 | 0.007154 | -0.0071 | 0.994312 | 0.497156 |
Connected | -0.0558670662591829 | 0.052286 | -1.0685 | 0.286333 | 0.143167 |
Connected_p | 0.145224903907176 | 0.07005 | 2.0731 | 0.039183 | 0.019591 |
Separate | 0.156566737435064 | 0.059819 | 2.6173 | 0.009402 | 0.004701 |
Separate_p | -0.170900646235258 | 0.074506 | -2.2938 | 0.022632 | 0.011316 |
Software | 0.562361449228819 | 0.082257 | 6.8366 | 0 | 0 |
Software_p | -0.0335162245982637 | 0.10926 | -0.3068 | 0.759283 | 0.379642 |
Happiness | 0.112073294456415 | 0.075065 | 1.493 | 0.136691 | 0.068346 |
Happiness_p | -0.0279623279275028 | 0.101031 | -0.2768 | 0.782186 | 0.391093 |
Belonging | -0.011262554231335 | 0.018356 | -0.6136 | 0.540067 | 0.270033 |
Belonging_p | 0.0306569232903473 | 0.023932 | 1.281 | 0.201371 | 0.100685 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.680098352063563 |
R-squared | 0.462533768479574 |
Adjusted R-squared | 0.434585524440512 |
F-TEST (value) | 16.5496539901795 |
F-TEST (DF numerator) | 13 |
F-TEST (DF denominator) | 250 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.84674512097084 |
Sum Squared Residuals | 852.616885457403 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 15.9440565190857 | -2.94405651908571 |
2 | 16 | 16.2363436409125 | -0.23634364091247 |
3 | 19 | 16.5815908655627 | 2.41840913443732 |
4 | 15 | 12.0390844657901 | 2.9609155342099 |
5 | 14 | 16.45830173466 | -2.45830173466005 |
6 | 13 | 15.2783754710599 | -2.27837547105988 |
7 | 19 | 15.8390959917877 | 3.16090400821228 |
8 | 15 | 16.8975453044673 | -1.89754530446734 |
9 | 14 | 15.9962188225434 | -1.99621882254335 |
10 | 15 | 14.4903976290832 | 0.509602370916777 |
11 | 16 | 15.4309127242641 | 0.569087275735903 |
12 | 16 | 15.9458181094773 | 0.0541818905227417 |
13 | 16 | 15.6008976060461 | 0.399102393953892 |
14 | 16 | 15.3665171251354 | 0.633482874864622 |
15 | 17 | 17.7638906496412 | -0.763890649641175 |
16 | 15 | 15.2420218355414 | -0.242021835541392 |
17 | 15 | 14.8813705507418 | 0.118629449258239 |
18 | 20 | 16.5318025509177 | 3.4681974490823 |
19 | 18 | 15.3700870379982 | 2.6299129620018 |
20 | 16 | 15.3874618326048 | 0.612538167395183 |
21 | 16 | 15.1826235848291 | 0.817376415170891 |
22 | 16 | 15.0963603928938 | 0.903639607106195 |
23 | 19 | 16.2161123209336 | 2.78388767906639 |
24 | 16 | 14.8315087237026 | 1.16849127629737 |
25 | 17 | 16.6373625207116 | 0.362637479288438 |
26 | 17 | 16.5512391051188 | 0.448760894881163 |
27 | 16 | 14.9816814371191 | 1.01831856288093 |
28 | 15 | 16.4919081196921 | -1.49190811969211 |
29 | 16 | 15.7457832247579 | 0.254216775242091 |
30 | 14 | 14.2232383184461 | -0.223238318446112 |
31 | 15 | 15.7097743338415 | -0.709774333841459 |
32 | 12 | 12.4616113118721 | -0.461611311872121 |
33 | 14 | 15.0889318175983 | -1.08893181759831 |
34 | 16 | 15.8720197968897 | 0.127980203110276 |
35 | 14 | 15.6898721324382 | -1.68987213243815 |
36 | 10 | 12.9295370645357 | -2.9295370645357 |
37 | 10 | 12.9994597313448 | -2.99945973134484 |
38 | 14 | 15.8382228338837 | -1.83822283388374 |
39 | 16 | 14.4444587481061 | 1.55554125189393 |
40 | 16 | 14.475303137931 | 1.524696862069 |
41 | 16 | 14.9291161314462 | 1.07088386855383 |
42 | 14 | 15.8034741256171 | -1.80347412561714 |
43 | 20 | 17.3500629397278 | 2.64993706027219 |
44 | 14 | 14.0437664216633 | -0.0437664216633002 |
45 | 14 | 14.9611162832643 | -0.9611162832643 |
46 | 11 | 15.4688429291675 | -4.4688429291675 |
47 | 14 | 16.30354074625 | -2.30354074624999 |
48 | 15 | 15.0602439744061 | -0.0602439744061165 |
49 | 16 | 15.4153790472142 | 0.584620952785766 |
50 | 14 | 15.8874635339514 | -1.88746353395141 |
51 | 16 | 16.5127229279992 | -0.512722927999202 |
52 | 14 | 14.2423891525918 | -0.242389152591754 |
53 | 12 | 14.9227371306956 | -2.9227371306956 |
54 | 16 | 15.6189147151572 | 0.381085284842825 |
55 | 9 | 11.310404695743 | -2.31040469574303 |
56 | 14 | 12.743066710633 | 1.25693328936703 |
57 | 16 | 16.1500795019895 | -0.150079501989472 |
58 | 16 | 15.0321992066337 | 0.967800793366348 |
59 | 15 | 15.0491518114201 | -0.0491518114200926 |
60 | 16 | 14.307645252983 | 1.69235474701699 |
61 | 12 | 11.6897453345998 | 0.310254665400209 |
62 | 16 | 15.8444200272623 | 0.155579972737695 |
63 | 16 | 16.4158760223166 | -0.415876022316569 |
64 | 14 | 14.2661270324814 | -0.26612703248142 |
65 | 16 | 15.2388507409698 | 0.761149259030229 |
66 | 17 | 15.850318744403 | 1.14968125559698 |
67 | 18 | 16.3053490550508 | 1.6946509449492 |
68 | 18 | 14.5127788066808 | 3.48722119331916 |
69 | 12 | 15.7134625958035 | -3.71346259580352 |
70 | 16 | 15.5109688170323 | 0.489031182967691 |
71 | 10 | 13.5506652666734 | -3.55066526667343 |
72 | 14 | 14.3946930257855 | -0.394693025785526 |
73 | 18 | 16.6700749329515 | 1.3299250670485 |
74 | 18 | 16.761675668301 | 1.23832433169896 |
75 | 16 | 15.6654918255441 | 0.334508174455855 |
76 | 17 | 14.316624801793 | 2.683375198207 |
77 | 16 | 16.3751334365384 | -0.375133436538421 |
78 | 16 | 14.7751043230259 | 1.22489567697406 |
79 | 13 | 15.0867490383646 | -2.08674903836457 |
80 | 16 | 15.3295824220483 | 0.670417577951724 |
81 | 16 | 15.4917966828538 | 0.508203317146203 |
82 | 16 | 15.4965931279436 | 0.503406872056406 |
83 | 15 | 15.8511137741534 | -0.851113774153397 |
84 | 15 | 14.7532097479609 | 0.246790252039134 |
85 | 16 | 14.3651545972111 | 1.63484540278886 |
86 | 14 | 14.209319149896 | -0.209319149895987 |
87 | 16 | 15.2158276297318 | 0.784172370268221 |
88 | 16 | 14.5076072253922 | 1.4923927746078 |
89 | 15 | 14.6519184040208 | 0.348081595979188 |
90 | 12 | 13.7385277319648 | -1.73852773196484 |
91 | 17 | 16.7063566560181 | 0.293643343981867 |
92 | 16 | 15.5113200177579 | 0.488679982242059 |
93 | 15 | 15.4380178290487 | -0.438017829048742 |
94 | 13 | 15.0139464249235 | -2.01394642492355 |
95 | 16 | 15.011733429994 | 0.988266570005964 |
96 | 16 | 15.8796750426912 | 0.120324957308769 |
97 | 16 | 13.9812549897288 | 2.01874501027116 |
98 | 16 | 16.0095902503458 | -0.00959025034578832 |
99 | 14 | 14.2068186479575 | -0.206818647957546 |
100 | 16 | 17.0221381364917 | -1.02213813649165 |
101 | 16 | 14.8774102249967 | 1.1225897750033 |
102 | 20 | 17.4395113941604 | 2.56048860583956 |
103 | 15 | 14.3022261105483 | 0.697773889451698 |
104 | 16 | 14.8180512463431 | 1.18194875365693 |
105 | 13 | 15.3503044683544 | -2.35030446835443 |
106 | 17 | 15.8680884158985 | 1.13191158410155 |
107 | 16 | 15.8933131128838 | 0.106686887116215 |
108 | 16 | 14.2203248596324 | 1.77967514036762 |
109 | 12 | 12.4705261416388 | -0.470526141638752 |
110 | 16 | 15.2402765027813 | 0.759723497218674 |
111 | 16 | 15.8474464037919 | 0.152553596208056 |
112 | 17 | 14.6709100280968 | 2.32908997190318 |
113 | 13 | 13.8955434431428 | -0.895543443142771 |
114 | 12 | 14.8681530193762 | -2.86815301937621 |
115 | 18 | 16.5046478994667 | 1.49535210053333 |
116 | 14 | 15.239273166593 | -1.23927316659303 |
117 | 14 | 12.9321013099215 | 1.06789869007849 |
118 | 13 | 14.5353070593503 | -1.53530705935028 |
119 | 16 | 15.899458944726 | 0.100541055274027 |
120 | 13 | 14.0386410349391 | -1.0386410349391 |
121 | 16 | 15.6514225803284 | 0.348577419671636 |
122 | 13 | 15.9078827089936 | -2.9078827089936 |
123 | 16 | 16.6339920627059 | -0.633992062705861 |
124 | 15 | 16.0535128859177 | -1.05351288591774 |
125 | 16 | 16.5794602417009 | -0.579460241700854 |
126 | 15 | 15.2097822853631 | -0.209782285363102 |
127 | 17 | 15.7703390627542 | 1.22966093724583 |
128 | 15 | 14.0722662733027 | 0.927733726697263 |
129 | 12 | 14.8362505676798 | -2.83625056767976 |
130 | 16 | 13.8472851590545 | 2.1527148409455 |
131 | 10 | 13.5951868615487 | -3.59518686154867 |
132 | 16 | 13.7228491853207 | 2.27715081467934 |
133 | 12 | 14.0109075337477 | -2.01090753374774 |
134 | 14 | 15.4887788170539 | -1.48877881705388 |
135 | 15 | 15.4640134652598 | -0.464013465259818 |
136 | 13 | 12.5941731599697 | 0.405826840030297 |
137 | 15 | 14.4241216729002 | 0.575878327099804 |
138 | 11 | 13.1065325076259 | -2.10653250762593 |
139 | 12 | 13.0359223431769 | -1.03592234317685 |
140 | 11 | 13.1173218517186 | -2.11732185171859 |
141 | 16 | 12.565044401775 | 3.43495559822504 |
142 | 15 | 13.5336838940743 | 1.46631610592566 |
143 | 17 | 16.6015594955844 | 0.398440504415638 |
144 | 16 | 14.6526746163764 | 1.34732538362363 |
145 | 10 | 14.0681012372182 | -4.06810123721825 |
146 | 18 | 15.7982431276868 | 2.2017568723132 |
147 | 13 | 14.7625289679238 | -1.76252896792382 |
148 | 16 | 14.847363294813 | 1.15263670518698 |
149 | 13 | 13.2190152184265 | -0.219015218426485 |
150 | 10 | 13.1461397459846 | -3.14613974598463 |
151 | 15 | 16.3321807790856 | -1.33218077908561 |
152 | 16 | 13.58035084876 | 2.41964915124 |
153 | 16 | 11.7473592377256 | 4.2526407622744 |
154 | 14 | 12.829846368234 | 1.17015363176601 |
155 | 10 | 12.9326217251075 | -2.93262172510748 |
156 | 17 | 16.418382675315 | 0.581617324685043 |
157 | 13 | 11.6002708925272 | 1.39972910747278 |
158 | 15 | 13.9393552052859 | 1.06064479471411 |
159 | 16 | 14.6928260664654 | 1.30717393353456 |
160 | 12 | 12.7530299290138 | -0.753029929013813 |
161 | 13 | 12.74917848362 | 0.250821516379981 |
162 | 13 | 12.6173765362878 | 0.38262346371218 |
163 | 12 | 11.5441609186264 | 0.455839081373624 |
164 | 17 | 15.8317320283892 | 1.16826797161076 |
165 | 15 | 14.1809613781732 | 0.819038621826762 |
166 | 10 | 12.5162284574896 | -2.51622845748959 |
167 | 14 | 14.3993498832206 | -0.399349883220634 |
168 | 11 | 13.7491700074955 | -2.74917000749547 |
169 | 13 | 14.9069014283352 | -1.90690142833521 |
170 | 16 | 15.2383878242737 | 0.761612175726268 |
171 | 12 | 10.2262798390239 | 1.77372016097606 |
172 | 16 | 15.5226012063219 | 0.477398793678094 |
173 | 12 | 12.9489417965926 | -0.948941796592602 |
174 | 9 | 11.024497259364 | -2.02449725936401 |
175 | 12 | 14.1003626138382 | -2.1003626138382 |
176 | 15 | 14.4492620644116 | 0.550737935588401 |
177 | 12 | 11.8296619565241 | 0.17033804347592 |
178 | 12 | 12.6339706678772 | -0.633970667877187 |
179 | 14 | 13.7634707560475 | 0.236529243952493 |
180 | 12 | 13.1058565971907 | -1.10585659719067 |
181 | 16 | 15.3051999894337 | 0.694800010566342 |
182 | 11 | 10.7846321177231 | 0.215367882276936 |
183 | 19 | 17.1947334581257 | 1.80526654187433 |
184 | 15 | 14.2612345415922 | 0.738765458407801 |
185 | 8 | 14.647244934307 | -6.64724493430698 |
186 | 16 | 15.1469221743111 | 0.85307782568894 |
187 | 17 | 14.1781780695718 | 2.82182193042824 |
188 | 12 | 11.2527116325001 | 0.74728836749991 |
189 | 11 | 11.5406875312444 | -0.540687531244425 |
190 | 11 | 11.1376664801757 | -0.137666480175688 |
191 | 14 | 15.3288560535754 | -1.32885605357541 |
192 | 16 | 15.5350466640477 | 0.464953335952285 |
193 | 12 | 9.88829815781971 | 2.11170184218029 |
194 | 16 | 14.4720208858839 | 1.52797911411606 |
195 | 13 | 13.625715265247 | -0.625715265246953 |
196 | 15 | 15.0924291635898 | -0.092429163589778 |
197 | 16 | 12.5953831349435 | 3.40461686505647 |
198 | 16 | 15.1832552211262 | 0.816744778873838 |
199 | 14 | 12.4746486942216 | 1.52535130577838 |
200 | 16 | 14.7832846085766 | 1.21671539142336 |
201 | 16 | 13.8841108061721 | 2.11588919382791 |
202 | 14 | 13.7626507534853 | 0.237349246514671 |
203 | 11 | 12.9503773241019 | -1.95037732410186 |
204 | 12 | 14.577869551733 | -2.57786955173304 |
205 | 15 | 12.7144655901732 | 2.28553440982683 |
206 | 15 | 14.6319119194852 | 0.368088080514808 |
207 | 16 | 14.4922708811373 | 1.50772911886274 |
208 | 16 | 15.4894971529552 | 0.510502847044806 |
209 | 11 | 13.2958817978772 | -2.2958817978772 |
210 | 15 | 13.5817807360034 | 1.41821926399659 |
211 | 12 | 14.1428623393701 | -2.14286233937013 |
212 | 12 | 16.0289096453871 | -4.02890964538706 |
213 | 15 | 14.5879846518168 | 0.412015348183227 |
214 | 15 | 11.8903150954748 | 3.10968490452521 |
215 | 16 | 14.5729704001091 | 1.42702959989093 |
216 | 14 | 12.7400885588807 | 1.25991144111931 |
217 | 17 | 14.5832982369277 | 2.41670176307235 |
218 | 14 | 13.2110935592794 | 0.788906440720609 |
219 | 13 | 11.9814957048625 | 1.01850429513746 |
220 | 15 | 15.4008285553322 | -0.40082855533223 |
221 | 13 | 14.1321980260207 | -1.13219802602067 |
222 | 14 | 14.0682872710141 | -0.068287271014069 |
223 | 15 | 14.0115837065275 | 0.988416293472523 |
224 | 12 | 12.9922206451188 | -0.992220645118751 |
225 | 13 | 13.1569941546857 | -0.15699415468565 |
226 | 8 | 11.9112755129364 | -3.91127551293636 |
227 | 14 | 14.1924632927691 | -0.192463292769131 |
228 | 14 | 12.9412458180924 | 1.05875418190755 |
229 | 11 | 12.2423518553558 | -1.24235185535583 |
230 | 12 | 12.8422756781471 | -0.842275678147151 |
231 | 13 | 10.6929356539006 | 2.30706434609943 |
232 | 10 | 13.7310868426761 | -3.7310868426761 |
233 | 16 | 11.6806645985775 | 4.31933540142245 |
234 | 18 | 15.1339841919662 | 2.86601580803384 |
235 | 13 | 13.4508816862766 | -0.450881686276635 |
236 | 11 | 12.6403601339811 | -1.64036013398109 |
237 | 4 | 10.2185991839173 | -6.21859918391726 |
238 | 13 | 13.5794551191926 | -0.579455119192583 |
239 | 16 | 14.0084161377658 | 1.9915838622342 |
240 | 10 | 10.7007996000469 | -0.700799600046881 |
241 | 12 | 12.06245829497 | -0.0624582949700043 |
242 | 12 | 13.7138232266365 | -1.71382322663655 |
243 | 10 | 8.8976350227211 | 1.1023649772789 |
244 | 13 | 10.8820038413952 | 2.11799615860479 |
245 | 15 | 12.8582217280672 | 2.14177827193283 |
246 | 12 | 12.5004430180822 | -0.500443018082235 |
247 | 14 | 13.126233093155 | 0.87376690684504 |
248 | 10 | 12.8110598932988 | -2.81105989329878 |
249 | 12 | 10.888381311566 | 1.11161868843402 |
250 | 12 | 11.4359968239255 | 0.564003176074509 |
251 | 11 | 12.0849147298808 | -1.08491472988076 |
252 | 10 | 11.3414207812061 | -1.34142078120605 |
253 | 12 | 10.9990501691664 | 1.00094983083355 |
254 | 16 | 12.5249603680063 | 3.47503963199372 |
255 | 12 | 12.9490178935796 | -0.949017893579647 |
256 | 14 | 13.6858637772946 | 0.314136222705359 |
257 | 16 | 14.3879254742619 | 1.6120745257381 |
258 | 14 | 11.7211481416927 | 2.27885185830732 |
259 | 13 | 13.9979112437533 | -0.997911243753274 |
260 | 4 | 8.23954017419469 | -4.23954017419469 |
261 | 15 | 13.843270687797 | 1.15672931220298 |
262 | 11 | 15.3297403317004 | -4.32974033170044 |
263 | 11 | 11.0362068643451 | -0.0362068643450975 |
264 | 14 | 12.8167087422723 | 1.18329125772766 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
17 | 0.977955087555212 | 0.0440898248895755 | 0.0220449124447877 |
18 | 0.995018686795154 | 0.00996262640969223 | 0.00498131320484611 |
19 | 0.991043466316251 | 0.017913067367498 | 0.00895653368374899 |
20 | 0.983004681419042 | 0.0339906371619158 | 0.0169953185809579 |
21 | 0.969239251412634 | 0.0615214971747324 | 0.0307607485873662 |
22 | 0.956415754307936 | 0.0871684913841286 | 0.0435842456920643 |
23 | 0.941419423594714 | 0.117161152810572 | 0.0585805764052862 |
24 | 0.925037568114176 | 0.149924863771649 | 0.0749624318858244 |
25 | 0.89327779709033 | 0.21344440581934 | 0.10672220290967 |
26 | 0.866278926204539 | 0.267442147590922 | 0.133721073795461 |
27 | 0.823971416773333 | 0.352057166453333 | 0.176028583226667 |
28 | 0.840523932242884 | 0.318952135514231 | 0.159476067757116 |
29 | 0.794757769577171 | 0.410484460845659 | 0.205242230422829 |
30 | 0.79339034255239 | 0.413219314895219 | 0.20660965744761 |
31 | 0.750445074219343 | 0.499109851561313 | 0.249554925780656 |
32 | 0.738323314592152 | 0.523353370815696 | 0.261676685407848 |
33 | 0.715434219505237 | 0.569131560989526 | 0.284565780494763 |
34 | 0.656740057917593 | 0.686519884164813 | 0.343259942082407 |
35 | 0.639060210941821 | 0.721879578116358 | 0.360939789058179 |
36 | 0.723591823873427 | 0.552816352253147 | 0.276408176126573 |
37 | 0.783867304760463 | 0.432265390479075 | 0.216132695239537 |
38 | 0.763096917718206 | 0.473806164563589 | 0.236903082281794 |
39 | 0.79437831495396 | 0.41124337009208 | 0.20562168504604 |
40 | 0.779966106854365 | 0.44006778629127 | 0.220033893145635 |
41 | 0.749897171273924 | 0.500205657452152 | 0.250102828726076 |
42 | 0.729612691249747 | 0.540774617500506 | 0.270387308750253 |
43 | 0.755486261864494 | 0.489027476271012 | 0.244513738135506 |
44 | 0.7150456588546 | 0.569908682290799 | 0.2849543411454 |
45 | 0.67904228192718 | 0.64191543614564 | 0.32095771807282 |
46 | 0.846351540153258 | 0.307296919693484 | 0.153648459846742 |
47 | 0.847780097900919 | 0.304439804198163 | 0.152219902099081 |
48 | 0.820731483290323 | 0.358537033419355 | 0.179268516709677 |
49 | 0.796967213148615 | 0.406065573702771 | 0.203032786851385 |
50 | 0.77738374396325 | 0.4452325120735 | 0.22261625603675 |
51 | 0.7397057962769 | 0.5205884074462 | 0.2602942037231 |
52 | 0.700541121038397 | 0.598917757923205 | 0.299458878961603 |
53 | 0.716883891246429 | 0.566232217507141 | 0.283116108753571 |
54 | 0.686467087992366 | 0.627065824015268 | 0.313532912007634 |
55 | 0.680940742733998 | 0.638118514532005 | 0.319059257266002 |
56 | 0.675313662864148 | 0.649372674271704 | 0.324686337135852 |
57 | 0.633175183840637 | 0.733649632318726 | 0.366824816159363 |
58 | 0.623923207562088 | 0.752153584875824 | 0.376076792437912 |
59 | 0.583146788522007 | 0.833706422955985 | 0.416853211477993 |
60 | 0.59719119515775 | 0.805617609684499 | 0.40280880484225 |
61 | 0.562502880985813 | 0.874994238028375 | 0.437497119014187 |
62 | 0.521804615161652 | 0.956390769676695 | 0.478195384838348 |
63 | 0.480025261953368 | 0.960050523906736 | 0.519974738046632 |
64 | 0.43540610791067 | 0.870812215821339 | 0.56459389208933 |
65 | 0.401604431318089 | 0.803208862636179 | 0.598395568681911 |
66 | 0.38865630865111 | 0.777312617302219 | 0.61134369134889 |
67 | 0.384250906786486 | 0.768501813572972 | 0.615749093213514 |
68 | 0.517720056094523 | 0.964559887810954 | 0.482279943905477 |
69 | 0.63061702649402 | 0.738765947011959 | 0.36938297350598 |
70 | 0.595416007907377 | 0.809167984185246 | 0.404583992092623 |
71 | 0.672371158460862 | 0.655257683078275 | 0.327628841539137 |
72 | 0.634854377732834 | 0.730291244534332 | 0.365145622267166 |
73 | 0.624670895867978 | 0.750658208264045 | 0.375329104132022 |
74 | 0.606648383557719 | 0.786703232884562 | 0.393351616442281 |
75 | 0.566499947146784 | 0.867000105706432 | 0.433500052853216 |
76 | 0.607592034967605 | 0.784815930064789 | 0.392407965032395 |
77 | 0.568317893268798 | 0.863364213462405 | 0.431682106731202 |
78 | 0.541558134188577 | 0.916883731622846 | 0.458441865811423 |
79 | 0.549296507902011 | 0.901406984195979 | 0.450703492097989 |
80 | 0.510567657429531 | 0.978864685140938 | 0.489432342570469 |
81 | 0.474951684987043 | 0.949903369974086 | 0.525048315012957 |
82 | 0.438389405829715 | 0.876778811659431 | 0.561610594170285 |
83 | 0.407430458324123 | 0.814860916648246 | 0.592569541675877 |
84 | 0.370254702832498 | 0.740509405664996 | 0.629745297167502 |
85 | 0.360518147094309 | 0.721036294188618 | 0.639481852905691 |
86 | 0.324033384284653 | 0.648066768569306 | 0.675966615715347 |
87 | 0.293887378851484 | 0.587774757702968 | 0.706112621148516 |
88 | 0.277730240627193 | 0.555460481254386 | 0.722269759372807 |
89 | 0.246430051612688 | 0.492860103225376 | 0.753569948387312 |
90 | 0.238740319112994 | 0.477480638225987 | 0.761259680887006 |
91 | 0.210816058874235 | 0.42163211774847 | 0.789183941125765 |
92 | 0.186765732028805 | 0.373531464057609 | 0.813234267971195 |
93 | 0.164024780701546 | 0.328049561403092 | 0.835975219298454 |
94 | 0.170322263651312 | 0.340644527302625 | 0.829677736348688 |
95 | 0.153305219397003 | 0.306610438794007 | 0.846694780602997 |
96 | 0.131547035812515 | 0.26309407162503 | 0.868452964187485 |
97 | 0.134152959198113 | 0.268305918396227 | 0.865847040801887 |
98 | 0.114190299606183 | 0.228380599212365 | 0.885809700393817 |
99 | 0.0969282590804472 | 0.193856518160894 | 0.903071740919553 |
100 | 0.086688083082024 | 0.173376166164048 | 0.913311916917976 |
101 | 0.0769268646977879 | 0.153853729395576 | 0.923073135302212 |
102 | 0.0892578246194909 | 0.178515649238982 | 0.910742175380509 |
103 | 0.0767647712400794 | 0.153529542480159 | 0.923235228759921 |
104 | 0.0693115660415813 | 0.138623132083163 | 0.930688433958419 |
105 | 0.0813770685522494 | 0.162754137104499 | 0.918622931447751 |
106 | 0.0727359957473762 | 0.145471991494752 | 0.927264004252624 |
107 | 0.0609281945985376 | 0.121856389197075 | 0.939071805401462 |
108 | 0.0615427561539167 | 0.123085512307833 | 0.938457243846083 |
109 | 0.0519477422715837 | 0.103895484543167 | 0.948052257728416 |
110 | 0.0441347828415425 | 0.0882695656830849 | 0.955865217158458 |
111 | 0.0369647949548216 | 0.0739295899096432 | 0.963035205045178 |
112 | 0.0454516805763338 | 0.0909033611526676 | 0.954548319423666 |
113 | 0.0388671559514368 | 0.0777343119028737 | 0.961132844048563 |
114 | 0.0509529948528077 | 0.101905989705615 | 0.949047005147192 |
115 | 0.0498435718105525 | 0.099687143621105 | 0.950156428189448 |
116 | 0.0442789109568897 | 0.0885578219137794 | 0.95572108904311 |
117 | 0.0403689939347767 | 0.0807379878695535 | 0.959631006065223 |
118 | 0.0369512286974033 | 0.0739024573948067 | 0.963048771302597 |
119 | 0.0325674222633728 | 0.0651348445267457 | 0.967432577736627 |
120 | 0.0275450005285695 | 0.0550900010571391 | 0.97245499947143 |
121 | 0.0232870247522251 | 0.0465740495044503 | 0.976712975247775 |
122 | 0.0288827609037482 | 0.0577655218074965 | 0.971117239096252 |
123 | 0.0237392429159829 | 0.0474784858319659 | 0.976260757084017 |
124 | 0.0200542515655416 | 0.0401085031310832 | 0.979945748434458 |
125 | 0.0166138209238604 | 0.0332276418477207 | 0.98338617907614 |
126 | 0.0133266653342354 | 0.0266533306684709 | 0.986673334665765 |
127 | 0.0124835918936114 | 0.0249671837872228 | 0.987516408106389 |
128 | 0.0107994528778388 | 0.0215989057556776 | 0.989200547122161 |
129 | 0.0132460082758826 | 0.0264920165517652 | 0.986753991724117 |
130 | 0.0166703451650448 | 0.0333406903300897 | 0.983329654834955 |
131 | 0.0249947968704932 | 0.0499895937409864 | 0.975005203129507 |
132 | 0.0375281032510634 | 0.0750562065021269 | 0.962471896748937 |
133 | 0.0398526373182284 | 0.0797052746364568 | 0.960147362681772 |
134 | 0.034908069722082 | 0.0698161394441641 | 0.965091930277918 |
135 | 0.0285660994191789 | 0.0571321988383577 | 0.971433900580821 |
136 | 0.0237453746428418 | 0.0474907492856837 | 0.976254625357158 |
137 | 0.0200038681208887 | 0.0400077362417774 | 0.979996131879111 |
138 | 0.0241396729448151 | 0.0482793458896303 | 0.975860327055185 |
139 | 0.0205801450456984 | 0.0411602900913968 | 0.979419854954302 |
140 | 0.0265135962856059 | 0.0530271925712119 | 0.973486403714394 |
141 | 0.0359695405551018 | 0.0719390811102036 | 0.964030459444898 |
142 | 0.032294168453362 | 0.0645883369067239 | 0.967705831546638 |
143 | 0.0267285224137314 | 0.0534570448274628 | 0.973271477586269 |
144 | 0.0234775668803732 | 0.0469551337607464 | 0.976522433119627 |
145 | 0.0351128413041757 | 0.0702256826083513 | 0.964887158695824 |
146 | 0.0381457465488872 | 0.0762914930977743 | 0.961854253451113 |
147 | 0.0453973783189103 | 0.0907947566378206 | 0.95460262168109 |
148 | 0.0393477893275986 | 0.0786955786551973 | 0.960652210672401 |
149 | 0.0321126205108259 | 0.0642252410216518 | 0.967887379489174 |
150 | 0.0426887770740969 | 0.0853775541481938 | 0.957311222925903 |
151 | 0.0502760726058603 | 0.100552145211721 | 0.94972392739414 |
152 | 0.0518655506799563 | 0.103731101359913 | 0.948134449320044 |
153 | 0.0760346520932306 | 0.152069304186461 | 0.923965347906769 |
154 | 0.080475530059051 | 0.160951060118102 | 0.919524469940949 |
155 | 0.0814825953957819 | 0.162965190791564 | 0.918517404604218 |
156 | 0.0689051157639046 | 0.137810231527809 | 0.931094884236095 |
157 | 0.060435110835844 | 0.120870221671688 | 0.939564889164156 |
158 | 0.0515058455842663 | 0.103011691168533 | 0.948494154415734 |
159 | 0.0441864062489805 | 0.0883728124979611 | 0.955813593751019 |
160 | 0.0366373857959031 | 0.0732747715918062 | 0.963362614204097 |
161 | 0.0297494802248474 | 0.0594989604496948 | 0.970250519775153 |
162 | 0.0240461981371726 | 0.0480923962743452 | 0.975953801862827 |
163 | 0.0193476025227718 | 0.0386952050455436 | 0.980652397477228 |
164 | 0.0161820082434436 | 0.0323640164868872 | 0.983817991756556 |
165 | 0.0130707973597127 | 0.0261415947194253 | 0.986929202640287 |
166 | 0.0130553701900596 | 0.0261107403801192 | 0.98694462980994 |
167 | 0.010246978944537 | 0.0204939578890739 | 0.989753021055463 |
168 | 0.0110148111191236 | 0.0220296222382472 | 0.988985188880876 |
169 | 0.0102006347356799 | 0.0204012694713599 | 0.98979936526432 |
170 | 0.0084874753427659 | 0.0169749506855318 | 0.991512524657234 |
171 | 0.0100754548803796 | 0.0201509097607592 | 0.98992454511962 |
172 | 0.00786146858895123 | 0.0157229371779025 | 0.992138531411049 |
173 | 0.00649448677693935 | 0.0129889735538787 | 0.993505513223061 |
174 | 0.0062439150417824 | 0.0124878300835648 | 0.993756084958218 |
175 | 0.00618090595575049 | 0.012361811911501 | 0.99381909404425 |
176 | 0.00523542140084943 | 0.0104708428016989 | 0.994764578599151 |
177 | 0.0040625882724304 | 0.00812517654486081 | 0.99593741172757 |
178 | 0.0033102813103204 | 0.00662056262064081 | 0.99668971868968 |
179 | 0.0025394158512275 | 0.005078831702455 | 0.997460584148772 |
180 | 0.00214100896045101 | 0.00428201792090202 | 0.997858991039549 |
181 | 0.00164917521877868 | 0.00329835043755736 | 0.998350824781221 |
182 | 0.00121617042110731 | 0.00243234084221462 | 0.998783829578893 |
183 | 0.00120568901473981 | 0.00241137802947963 | 0.99879431098526 |
184 | 0.000908438375735931 | 0.00181687675147186 | 0.999091561624264 |
185 | 0.0223564821736094 | 0.0447129643472188 | 0.977643517826391 |
186 | 0.0191915934265549 | 0.0383831868531099 | 0.980808406573445 |
187 | 0.0234753547328429 | 0.0469507094656858 | 0.976524645267157 |
188 | 0.0190876552168483 | 0.0381753104336965 | 0.980912344783152 |
189 | 0.016459752435779 | 0.0329195048715579 | 0.983540247564221 |
190 | 0.0128207742827646 | 0.0256415485655292 | 0.987179225717235 |
191 | 0.0121100814681219 | 0.0242201629362439 | 0.987889918531878 |
192 | 0.00939230882336032 | 0.0187846176467206 | 0.99060769117664 |
193 | 0.00901275553128828 | 0.0180255110625766 | 0.990987244468712 |
194 | 0.00804175862601702 | 0.016083517252034 | 0.991958241373983 |
195 | 0.00654256183595825 | 0.0130851236719165 | 0.993457438164042 |
196 | 0.00486791808910514 | 0.00973583617821029 | 0.995132081910895 |
197 | 0.00827315719269327 | 0.0165463143853865 | 0.991726842807307 |
198 | 0.00629874433611938 | 0.0125974886722388 | 0.993701255663881 |
199 | 0.00553150679118512 | 0.0110630135823702 | 0.994468493208815 |
200 | 0.00457784421607706 | 0.00915568843215412 | 0.995422155783923 |
201 | 0.00413196588969706 | 0.00826393177939413 | 0.995868034110303 |
202 | 0.0032049491383809 | 0.00640989827676181 | 0.996795050861619 |
203 | 0.00373869819170514 | 0.00747739638341028 | 0.996261301808295 |
204 | 0.00562630614121184 | 0.0112526122824237 | 0.994373693858788 |
205 | 0.00555604348301657 | 0.0111120869660331 | 0.994443956516983 |
206 | 0.0040429328686677 | 0.0080858657373354 | 0.995957067131332 |
207 | 0.00334172745065212 | 0.00668345490130424 | 0.996658272549348 |
208 | 0.00241568360781308 | 0.00483136721562615 | 0.997584316392187 |
209 | 0.00298596592716199 | 0.00597193185432398 | 0.997014034072838 |
210 | 0.00230985819649199 | 0.00461971639298398 | 0.997690141803508 |
211 | 0.00286357144241323 | 0.00572714288482647 | 0.997136428557587 |
212 | 0.00769719641816444 | 0.0153943928363289 | 0.992302803581836 |
213 | 0.0055198343700456 | 0.0110396687400912 | 0.994480165629954 |
214 | 0.00699468112872576 | 0.0139893622574515 | 0.993005318871274 |
215 | 0.00551646601893475 | 0.0110329320378695 | 0.994483533981065 |
216 | 0.00406498586949212 | 0.00812997173898424 | 0.995935014130508 |
217 | 0.00428416737999878 | 0.00856833475999757 | 0.995715832620001 |
218 | 0.00338062632749029 | 0.00676125265498058 | 0.99661937367251 |
219 | 0.00286114278938317 | 0.00572228557876633 | 0.997138857210617 |
220 | 0.00198603627629227 | 0.00397207255258454 | 0.998013963723708 |
221 | 0.00148773829442331 | 0.00297547658884663 | 0.998512261705577 |
222 | 0.000994023790745994 | 0.00198804758149199 | 0.999005976209254 |
223 | 0.00068762752033979 | 0.00137525504067958 | 0.99931237247966 |
224 | 0.00048167838196872 | 0.000963356763937439 | 0.999518321618031 |
225 | 0.000302235680795473 | 0.000604471361590945 | 0.999697764319205 |
226 | 0.000827624618855564 | 0.00165524923771113 | 0.999172375381144 |
227 | 0.00060393761180431 | 0.00120787522360862 | 0.999396062388196 |
228 | 0.000399444985623957 | 0.000798889971247915 | 0.999600555014376 |
229 | 0.00026740785399305 | 0.000534815707986101 | 0.999732592146007 |
230 | 0.000168169590524875 | 0.000336339181049751 | 0.999831830409475 |
231 | 0.000177259770253977 | 0.000354519540507954 | 0.999822740229746 |
232 | 0.00073477502799852 | 0.00146955005599704 | 0.999265224972001 |
233 | 0.00358082830930928 | 0.00716165661861855 | 0.996419171690691 |
234 | 0.00592406133672894 | 0.0118481226734579 | 0.994075938663271 |
235 | 0.00374402940767164 | 0.00748805881534327 | 0.996255970592328 |
236 | 0.00261534816696455 | 0.0052306963339291 | 0.997384651833035 |
237 | 0.037818387084205 | 0.07563677416841 | 0.962181612915795 |
238 | 0.0259026736009734 | 0.0518053472019469 | 0.974097326399027 |
239 | 0.0175292997370702 | 0.0350585994741404 | 0.98247070026293 |
240 | 0.0119394592826401 | 0.0238789185652801 | 0.98806054071736 |
241 | 0.00976945343009399 | 0.019538906860188 | 0.990230546569906 |
242 | 0.014045999210174 | 0.0280919984203481 | 0.985954000789826 |
243 | 0.00947556015193659 | 0.0189511203038732 | 0.990524439848063 |
244 | 0.00919401049465485 | 0.0183880209893097 | 0.990805989505345 |
245 | 0.0059719211681674 | 0.0119438423363348 | 0.994028078831833 |
246 | 0.00382792350694076 | 0.00765584701388152 | 0.996172076493059 |
247 | 0.00145093137205649 | 0.00290186274411298 | 0.998549068627943 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 42 | 0.181818181818182 | NOK |
5% type I error level | 103 | 0.445887445887446 | NOK |
10% type I error level | 135 | 0.584415584415584 | NOK |