Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 2.71036882048956 + 0.267704067574296Pop[t] + 0.298790977527051month[t] + 0.0331344672091642Connected[t] + 0.0409019846242882Separate[t] + 0.552243687717541Software[t] + 0.0669242791647773Happiness[t] -0.0340036411629706Depression[t] + 0.00642778731101736Belonging[t] -0.00640786153072009t + 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) | 2.71036882048956 | 4.475042 | 0.6057 | 0.545279 | 0.27264 |
Pop | 0.267704067574296 | 0.498621 | 0.5369 | 0.591814 | 0.295907 |
month | 0.298790977527051 | 0.455163 | 0.6564 | 0.51213 | 0.256065 |
Connected | 0.0331344672091642 | 0.034572 | 0.9584 | 0.338769 | 0.169384 |
Separate | 0.0409019846242882 | 0.035311 | 1.1584 | 0.247809 | 0.123905 |
Software | 0.552243687717541 | 0.054773 | 10.0824 | 0 | 0 |
Happiness | 0.0669242791647773 | 0.058168 | 1.1505 | 0.251007 | 0.125503 |
Depression | -0.0340036411629706 | 0.042131 | -0.8071 | 0.420363 | 0.210181 |
Belonging | 0.00642778731101736 | 0.011998 | 0.5358 | 0.592599 | 0.296299 |
t | -0.00640786153072009 | 0.004338 | -1.4772 | 0.140862 | 0.070431 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.66803004658921 |
R-squared | 0.446264143145982 |
Adjusted R-squared | 0.42664358128895 |
F-TEST (value) | 22.7447178321266 |
F-TEST (DF numerator) | 9 |
F-TEST (DF denominator) | 254 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.85966979909574 |
Sum Squared Residuals | 878.426427463874 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.0700655900209 | -3.07006559002095 |
2 | 16 | 15.6942675757612 | 0.305732424238781 |
3 | 19 | 17.0415769521614 | 1.95842304783860 |
4 | 15 | 12.1576657479351 | 2.84233425206487 |
5 | 14 | 16.2994894725434 | -2.29948947254338 |
6 | 13 | 14.7950060414932 | -1.79500604149322 |
7 | 19 | 15.3389991824186 | 3.66100081758143 |
8 | 15 | 17.0235065935887 | -2.02350659358869 |
9 | 14 | 16.0003395028786 | -2.00033950287857 |
10 | 15 | 14.4038856504104 | 0.596114349589618 |
11 | 16 | 14.9516848951879 | 1.04831510481213 |
12 | 16 | 16.1473625864268 | -0.147362586426829 |
13 | 16 | 15.4913428783582 | 0.508657121641839 |
14 | 16 | 15.4405198313003 | 0.559480168699663 |
15 | 17 | 17.8853580370055 | -0.88535803700552 |
16 | 15 | 15.4353591932854 | -0.435359193285363 |
17 | 15 | 14.5253722248192 | 0.474627775180776 |
18 | 20 | 16.3214775769141 | 3.67852242308589 |
19 | 18 | 15.4749244030792 | 2.52507559692076 |
20 | 16 | 15.5302501747197 | 0.469749825280298 |
21 | 16 | 15.3232119982948 | 0.676788001705164 |
22 | 16 | 15.1454786232591 | 0.854521376740856 |
23 | 19 | 16.4214951769553 | 2.57850482304467 |
24 | 16 | 15.0962327241620 | 0.903767275837978 |
25 | 17 | 16.0514895310405 | 0.948510468959527 |
26 | 17 | 16.1576406167872 | 0.842359383212759 |
27 | 16 | 14.8262868325144 | 1.17371316748563 |
28 | 15 | 16.6963966553163 | -1.69639665531634 |
29 | 16 | 15.5806714859803 | 0.41932851401971 |
30 | 14 | 14.1985115803063 | -0.198511580306322 |
31 | 15 | 15.6695809188536 | -0.66958091885361 |
32 | 12 | 12.7906452676818 | -0.79064526768175 |
33 | 14 | 14.7261551758147 | -0.726155175814723 |
34 | 16 | 15.8859522313880 | 0.114047768611978 |
35 | 14 | 15.3940210428864 | -1.39402104288639 |
36 | 10 | 12.9674151644339 | -2.96741516443386 |
37 | 10 | 12.9563513608649 | -2.95635136086492 |
38 | 14 | 15.6454169049801 | -1.64541690498012 |
39 | 16 | 14.4547712055122 | 1.54522879448782 |
40 | 16 | 14.4162824886488 | 1.58371751135121 |
41 | 16 | 14.6352327129597 | 1.36476728704028 |
42 | 14 | 15.5781446705218 | -1.57814467052182 |
43 | 20 | 17.3891420698026 | 2.61085793019745 |
44 | 14 | 14.0784398144220 | -0.0784398144219514 |
45 | 14 | 14.3789815766678 | -0.378981576667822 |
46 | 11 | 15.3881083294370 | -4.38810832943697 |
47 | 14 | 16.5151148807080 | -2.51511488070805 |
48 | 15 | 15.0303079753592 | -0.0303079753592149 |
49 | 16 | 15.2783176603198 | 0.721682339680205 |
50 | 14 | 15.519755748483 | -1.51975574848301 |
51 | 16 | 16.8799334836024 | -0.879933483602363 |
52 | 14 | 14.0353329346706 | -0.0353329346706483 |
53 | 12 | 14.8936198510576 | -2.89361985105759 |
54 | 16 | 15.9067455912898 | 0.093254408710175 |
55 | 9 | 11.2791460966546 | -2.27914609665465 |
56 | 14 | 12.2786815412273 | 1.72131845877269 |
57 | 16 | 15.7161769220831 | 0.283823077916920 |
58 | 16 | 15.4025201627707 | 0.597479837229299 |
59 | 15 | 14.9945385656531 | 0.00546143434686897 |
60 | 16 | 14.0985125449901 | 1.90148745500994 |
61 | 12 | 11.4773016697539 | 0.522698330246092 |
62 | 16 | 15.503517312822 | 0.496482687177994 |
63 | 16 | 16.3953957461175 | -0.395395746117497 |
64 | 14 | 14.5856409302666 | -0.585640930266565 |
65 | 16 | 15.1810557145335 | 0.818944285466491 |
66 | 17 | 16.2047372497908 | 0.795262750209219 |
67 | 18 | 16.4748169837709 | 1.52518301622910 |
68 | 18 | 14.5675923749950 | 3.43240762500498 |
69 | 12 | 16.0458555294013 | -4.04585552940125 |
70 | 16 | 15.7887669278641 | 0.211233072135857 |
71 | 10 | 13.5861095198426 | -3.58610951984262 |
72 | 14 | 15.0685754612093 | -1.06857546120934 |
73 | 18 | 17.0338373096417 | 0.966162690358343 |
74 | 18 | 17.2666487619529 | 0.733351238047127 |
75 | 16 | 15.3791524815831 | 0.620847518416886 |
76 | 17 | 13.6397272891058 | 3.36027271089416 |
77 | 16 | 16.5367045060885 | -0.536704506088515 |
78 | 16 | 14.6708544911275 | 1.32914550887252 |
79 | 13 | 15.3391689355289 | -2.33916893552889 |
80 | 16 | 15.3216902385524 | 0.678309761447573 |
81 | 16 | 15.7773983285827 | 0.222601671417309 |
82 | 16 | 15.8947463699324 | 0.105253630067610 |
83 | 15 | 15.7687684346207 | -0.768768434620745 |
84 | 15 | 15.0119944674752 | -0.0119944674751563 |
85 | 16 | 14.2949824477905 | 1.70501755220947 |
86 | 14 | 14.2832878161251 | -0.283287816125141 |
87 | 16 | 15.4919413967119 | 0.508058603288128 |
88 | 16 | 15.0058396847770 | 0.99416031522303 |
89 | 15 | 14.6361451105540 | 0.363854889445985 |
90 | 12 | 14.0240021293728 | -2.02400212937277 |
91 | 17 | 16.8752884338016 | 0.124711566198416 |
92 | 16 | 15.8968278523366 | 0.103172147663437 |
93 | 15 | 15.1564981641270 | -0.156498164126972 |
94 | 13 | 15.1377201193380 | -2.13772011933795 |
95 | 16 | 14.8553597614483 | 1.14464023855169 |
96 | 16 | 15.8900910611324 | 0.109908938867559 |
97 | 16 | 13.8065484257596 | 2.19345157424036 |
98 | 16 | 15.8659027151001 | 0.134097284899881 |
99 | 14 | 14.5391552576154 | -0.5391552576154 |
100 | 16 | 17.0743775085394 | -1.07437750853939 |
101 | 16 | 14.7792755272878 | 1.22072447271217 |
102 | 20 | 17.5113570477099 | 2.48864295229012 |
103 | 15 | 14.3725729912835 | 0.627427008716497 |
104 | 16 | 15.0304615737166 | 0.969538426283401 |
105 | 13 | 14.9476625190988 | -1.94766251909879 |
106 | 17 | 15.7896130589679 | 1.21038694103205 |
107 | 16 | 15.7771351160272 | 0.222864883972845 |
108 | 16 | 14.4793131532877 | 1.52068684671229 |
109 | 12 | 12.4247306347661 | -0.424730634766116 |
110 | 16 | 15.3469187736929 | 0.653081226307068 |
111 | 16 | 16.0648243519389 | -0.0648243519388998 |
112 | 17 | 15.1218879167947 | 1.87811208320529 |
113 | 13 | 14.3977845272317 | -1.39778452723171 |
114 | 12 | 14.6596712566202 | -2.65967125662023 |
115 | 18 | 16.2266270861001 | 1.77337291389988 |
116 | 14 | 15.9393449157931 | -1.93934491579306 |
117 | 14 | 13.32241795909 | 0.677582040910008 |
118 | 13 | 14.8839669096552 | -1.88396690965521 |
119 | 16 | 15.5673387430657 | 0.43266125693432 |
120 | 13 | 14.5186679408697 | -1.51866794086971 |
121 | 16 | 15.4507221944478 | 0.549277805552234 |
122 | 13 | 15.8673321688520 | -2.86733216885203 |
123 | 16 | 16.9098249193686 | -0.909824919368622 |
124 | 15 | 15.9104307251192 | -0.910430725119216 |
125 | 16 | 16.8293600377629 | -0.829360037762884 |
126 | 15 | 14.7263211912627 | 0.273678808737307 |
127 | 17 | 15.5532913665631 | 1.44670863343687 |
128 | 15 | 14.1000504647674 | 0.899949535232634 |
129 | 12 | 14.748138474433 | -2.74813847443299 |
130 | 16 | 14.0178144602426 | 1.9821855397574 |
131 | 10 | 13.7843416092875 | -3.78434160928755 |
132 | 16 | 13.5356139612752 | 2.46438603872483 |
133 | 12 | 14.2217235432609 | -2.22172354326086 |
134 | 14 | 15.5859809278217 | -1.58598092782170 |
135 | 15 | 15.1154055258866 | -0.115405525886594 |
136 | 13 | 12.1934992670644 | 0.806500732935584 |
137 | 15 | 14.5867670780997 | 0.413232921900267 |
138 | 11 | 13.5689474543954 | -2.56894745439539 |
139 | 12 | 13.0848157644353 | -1.08481576443525 |
140 | 11 | 13.4033024434723 | -2.40330244347227 |
141 | 16 | 12.9423224077991 | 3.05767759220089 |
142 | 15 | 13.6683385872839 | 1.33166141271611 |
143 | 17 | 16.8406031814283 | 0.159396818571737 |
144 | 16 | 14.1766054141107 | 1.82339458588930 |
145 | 10 | 13.3169539393641 | -3.3169539393641 |
146 | 18 | 15.5255159640444 | 2.47448403595558 |
147 | 13 | 14.9960505112883 | -1.99605051128828 |
148 | 16 | 14.8839432289554 | 1.11605677104456 |
149 | 13 | 12.8754521491037 | 0.124547850896257 |
150 | 10 | 12.9339030961619 | -2.93390309616189 |
151 | 15 | 15.8823334933492 | -0.882333493349214 |
152 | 16 | 13.8641567962093 | 2.13584320379074 |
153 | 16 | 11.9117740705224 | 4.08822592947764 |
154 | 14 | 12.1478743978375 | 1.85212560216245 |
155 | 10 | 12.5114300675364 | -2.51143006753643 |
156 | 17 | 16.4587774343048 | 0.541222565695222 |
157 | 13 | 11.7514931675940 | 1.24850683240602 |
158 | 15 | 13.9078146188458 | 1.09218538115424 |
159 | 16 | 14.5611656307325 | 1.43883436926753 |
160 | 12 | 12.704212629745 | -0.704212629745011 |
161 | 13 | 12.7207844852095 | 0.279215514790499 |
162 | 13 | 12.7169044636284 | 0.283095536371560 |
163 | 12 | 12.4426974334534 | -0.442697433453368 |
164 | 17 | 16.2042613597248 | 0.795738640275188 |
165 | 15 | 13.7039365204601 | 1.29606347953990 |
166 | 10 | 11.6747846515357 | -1.67478465153568 |
167 | 14 | 14.3757003960369 | -0.375700396036854 |
168 | 11 | 14.2342154864931 | -3.23421548649315 |
169 | 13 | 14.8072513414194 | -1.80725134141935 |
170 | 16 | 14.4021428566751 | 1.5978571433249 |
171 | 12 | 10.5661030498728 | 1.43389695012720 |
172 | 16 | 15.3536013523164 | 0.646398647683617 |
173 | 12 | 13.8966712518605 | -1.89667125186049 |
174 | 9 | 11.4024498263592 | -2.40244982635922 |
175 | 12 | 14.9322562649427 | -2.93225626494266 |
176 | 15 | 14.5011891902514 | 0.498810809748587 |
177 | 12 | 12.3519181544552 | -0.351918154455236 |
178 | 12 | 12.6823000987845 | -0.682300098784452 |
179 | 14 | 13.8290430481456 | 0.170956951854436 |
180 | 12 | 13.3221032278085 | -1.32210322780853 |
181 | 16 | 15.0394835251507 | 0.960516474849282 |
182 | 11 | 11.5257114005642 | -0.525711400564246 |
183 | 19 | 16.6874954053371 | 2.31250459466286 |
184 | 15 | 15.1240470477292 | -0.124047047729155 |
185 | 8 | 14.5815747753204 | -6.5815747753204 |
186 | 16 | 14.6773642610343 | 1.3226357389657 |
187 | 17 | 14.3935335217317 | 2.60646647826829 |
188 | 12 | 12.3733411536194 | -0.373341153619402 |
189 | 11 | 11.4657753769959 | -0.465775376995942 |
190 | 11 | 10.4877543505679 | 0.512245649432125 |
191 | 14 | 14.4712423242103 | -0.47124232421031 |
192 | 16 | 15.3678610959226 | 0.632138904077387 |
193 | 12 | 9.76447869879284 | 2.23552130120716 |
194 | 16 | 14.0923364101279 | 1.90766358987211 |
195 | 13 | 13.6297538082259 | -0.629753808225923 |
196 | 15 | 14.9932964361314 | 0.00670356386858984 |
197 | 16 | 12.8981133734385 | 3.10188662656153 |
198 | 16 | 14.9481508787370 | 1.05184912126304 |
199 | 14 | 12.4231490931405 | 1.57685090685951 |
200 | 16 | 14.4356890921409 | 1.56431090785908 |
201 | 16 | 14.0248811503992 | 1.97511884960085 |
202 | 14 | 13.2867429909819 | 0.713257009018119 |
203 | 11 | 13.3067570218082 | -2.30675702180818 |
204 | 12 | 14.493290634375 | -2.49329063437499 |
205 | 15 | 12.6781371774303 | 2.32186282256971 |
206 | 15 | 14.3882471078060 | 0.61175289219397 |
207 | 16 | 14.4936607205281 | 1.50633927947185 |
208 | 16 | 14.8183152156677 | 1.18168478433225 |
209 | 11 | 13.5667794673052 | -2.5667794673052 |
210 | 15 | 13.8528718135307 | 1.14712818646934 |
211 | 12 | 14.1839074212464 | -2.18390742124639 |
212 | 12 | 15.6604102083986 | -3.6604102083986 |
213 | 15 | 14.0456750091148 | 0.95432499088521 |
214 | 15 | 12.0816248858050 | 2.91837511419496 |
215 | 16 | 14.4263463318439 | 1.57365366815615 |
216 | 14 | 13.0653460848600 | 0.934653915140025 |
217 | 17 | 14.5162856802113 | 2.48371431978866 |
218 | 14 | 13.8679068963144 | 0.132093103685559 |
219 | 13 | 11.8155168348847 | 1.18448316511532 |
220 | 15 | 15.0571742797099 | -0.0571742797098508 |
221 | 13 | 14.5339634850250 | -1.53396348502497 |
222 | 14 | 13.8640988277851 | 0.135901172214907 |
223 | 15 | 14.1513232086972 | 0.84867679130279 |
224 | 12 | 13.0285658747232 | -1.02856587472319 |
225 | 13 | 12.2570352157982 | 0.742964784201789 |
226 | 8 | 11.6272488560834 | -3.62724885608335 |
227 | 14 | 13.6455756405834 | 0.354424359416577 |
228 | 14 | 12.7903734854848 | 1.20962651451519 |
229 | 11 | 12.1537442990202 | -1.15374429902023 |
230 | 12 | 12.7956608051062 | -0.795660805106198 |
231 | 13 | 11.1692162232697 | 1.83078377673027 |
232 | 10 | 13.1695174126745 | -3.16951741267448 |
233 | 16 | 11.3391134718976 | 4.66088652810242 |
234 | 18 | 15.6920746670863 | 2.30792533291370 |
235 | 13 | 13.6766507663951 | -0.676650766395077 |
236 | 11 | 13.1781146783976 | -2.17811467839762 |
237 | 4 | 10.9584446281236 | -6.95844462812359 |
238 | 13 | 14.1454748455463 | -1.14547484554629 |
239 | 16 | 14.0793794177226 | 1.92062058227743 |
240 | 10 | 11.5688475086550 | -1.56884750865497 |
241 | 12 | 12.1029187904657 | -0.102918790465723 |
242 | 12 | 13.3423212406224 | -1.34232124062235 |
243 | 10 | 8.80155569122024 | 1.19844430877976 |
244 | 13 | 10.9397523849159 | 2.06024761508412 |
245 | 15 | 13.4984089562216 | 1.50159104377838 |
246 | 12 | 11.7307657213995 | 0.269234278600498 |
247 | 14 | 12.6734439260472 | 1.32655607395279 |
248 | 10 | 12.3174962338769 | -2.31749623387687 |
249 | 12 | 10.6570841657677 | 1.34291583423234 |
250 | 12 | 11.4788667027969 | 0.521133297203091 |
251 | 11 | 11.6499964267704 | -0.649996426770351 |
252 | 10 | 11.4436163470791 | -1.44361634707906 |
253 | 12 | 11.2251995045076 | 0.774800495492435 |
254 | 16 | 12.6327358402385 | 3.36726415976152 |
255 | 12 | 13.1233615268255 | -1.12336152682551 |
256 | 14 | 13.6313734463998 | 0.368626553600234 |
257 | 16 | 14.0205792923089 | 1.97942070769111 |
258 | 14 | 11.4865985763956 | 2.51340142360441 |
259 | 13 | 13.9532280855537 | -0.953228085553718 |
260 | 4 | 9.30524253866037 | -5.30524253866037 |
261 | 15 | 13.4612630342946 | 1.53873696570543 |
262 | 11 | 14.6588914363487 | -3.65889143634869 |
263 | 11 | 11.0942706014226 | -0.0942706014226423 |
264 | 14 | 12.5370472764224 | 1.46295272357763 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
13 | 0.917403150010602 | 0.165193699978797 | 0.0825968499893984 |
14 | 0.85682309439675 | 0.286353811206499 | 0.143176905603249 |
15 | 0.806455660823021 | 0.387088678353957 | 0.193544339176979 |
16 | 0.836164817124294 | 0.327670365751412 | 0.163835182875706 |
17 | 0.774902414049014 | 0.450195171901973 | 0.225097585950986 |
18 | 0.932137792348776 | 0.135724415302449 | 0.0678622076512243 |
19 | 0.913328021041501 | 0.173343957916998 | 0.0866719789584989 |
20 | 0.877506156964089 | 0.244987686071823 | 0.122493843035911 |
21 | 0.828716670851821 | 0.342566658296357 | 0.171283329148179 |
22 | 0.7955460578284 | 0.4089078843432 | 0.2044539421716 |
23 | 0.762164164675009 | 0.475671670649983 | 0.237835835324991 |
24 | 0.73189480712185 | 0.536210385756299 | 0.268105192878149 |
25 | 0.673513862410823 | 0.652972275178354 | 0.326486137589177 |
26 | 0.624787689063159 | 0.750424621873683 | 0.375212310936841 |
27 | 0.564973144246464 | 0.870053711507072 | 0.435026855753536 |
28 | 0.611400339772781 | 0.777199320454437 | 0.388599660227219 |
29 | 0.550499935542302 | 0.899000128915396 | 0.449500064457698 |
30 | 0.556628869654638 | 0.886742260690723 | 0.443371130345362 |
31 | 0.504560109564391 | 0.990879780871218 | 0.495439890435609 |
32 | 0.496822025315197 | 0.993644050630395 | 0.503177974684803 |
33 | 0.474006983526621 | 0.948013967053242 | 0.525993016473379 |
34 | 0.412571358747727 | 0.825142717495454 | 0.587428641252273 |
35 | 0.396862823393609 | 0.793725646787217 | 0.603137176606392 |
36 | 0.49617048677849 | 0.99234097355698 | 0.50382951322151 |
37 | 0.572158069669473 | 0.855683860661053 | 0.427841930330527 |
38 | 0.54560551083894 | 0.90878897832212 | 0.45439448916106 |
39 | 0.590779184802592 | 0.818441630394815 | 0.409220815197408 |
40 | 0.571323792101886 | 0.857352415796228 | 0.428676207898114 |
41 | 0.535885602596867 | 0.928228794806267 | 0.464114397403133 |
42 | 0.502633773343334 | 0.994732453313332 | 0.497366226656666 |
43 | 0.520200882294691 | 0.959598235410618 | 0.479799117705309 |
44 | 0.471050166339388 | 0.942100332678775 | 0.528949833660612 |
45 | 0.429396411455162 | 0.858792822910324 | 0.570603588544838 |
46 | 0.645357706483004 | 0.709284587033992 | 0.354642293516996 |
47 | 0.658790113188579 | 0.682419773622842 | 0.341209886811421 |
48 | 0.621062935923807 | 0.757874128152386 | 0.378937064076193 |
49 | 0.608035134727208 | 0.783929730545583 | 0.391964865272792 |
50 | 0.579420730091979 | 0.841158539816042 | 0.420579269908021 |
51 | 0.534229518119586 | 0.931540963760828 | 0.465770481880414 |
52 | 0.491438971769037 | 0.982877943538073 | 0.508561028230963 |
53 | 0.497723623098151 | 0.995447246196303 | 0.502276376901849 |
54 | 0.466751374597205 | 0.93350274919441 | 0.533248625402795 |
55 | 0.46601125529817 | 0.93202251059634 | 0.53398874470183 |
56 | 0.479803896687619 | 0.959607793375238 | 0.520196103312381 |
57 | 0.437413942360113 | 0.874827884720226 | 0.562586057639887 |
58 | 0.421304301954618 | 0.842608603909236 | 0.578695698045382 |
59 | 0.380217388195282 | 0.760434776390565 | 0.619782611804718 |
60 | 0.405372306741337 | 0.810744613482674 | 0.594627693258663 |
61 | 0.377129995058411 | 0.754259990116822 | 0.622870004941589 |
62 | 0.340275236852553 | 0.680550473705107 | 0.659724763147447 |
63 | 0.304335902769782 | 0.608671805539563 | 0.695664097230218 |
64 | 0.272223504220934 | 0.544447008441868 | 0.727776495779066 |
65 | 0.245832772574535 | 0.491665545149069 | 0.754167227425465 |
66 | 0.213374540491958 | 0.426749080983916 | 0.786625459508042 |
67 | 0.187961703085738 | 0.375923406171476 | 0.812038296914262 |
68 | 0.205203238424325 | 0.410406476848649 | 0.794796761575675 |
69 | 0.434631298648678 | 0.869262597297357 | 0.565368701351322 |
70 | 0.393373491752949 | 0.786746983505898 | 0.606626508247051 |
71 | 0.501301217240459 | 0.997397565519083 | 0.498698782759541 |
72 | 0.465185202165617 | 0.930370404331234 | 0.534814797834383 |
73 | 0.448463786789094 | 0.896927573578188 | 0.551536213210906 |
74 | 0.419194899583888 | 0.838389799167776 | 0.580805100416112 |
75 | 0.381714616499878 | 0.763429232999756 | 0.618285383500122 |
76 | 0.442938195257134 | 0.885876390514268 | 0.557061804742866 |
77 | 0.406560644772833 | 0.813121289545665 | 0.593439355227167 |
78 | 0.379393562314290 | 0.758787124628579 | 0.62060643768571 |
79 | 0.402363301341251 | 0.804726602682503 | 0.597636698658749 |
80 | 0.368263036856716 | 0.736526073713432 | 0.631736963143284 |
81 | 0.333157445808359 | 0.666314891616717 | 0.666842554191641 |
82 | 0.29844948046575 | 0.5968989609315 | 0.70155051953425 |
83 | 0.273337000121177 | 0.546674000242354 | 0.726662999878823 |
84 | 0.241558177119962 | 0.483116354239923 | 0.758441822880038 |
85 | 0.234207814148184 | 0.468415628296367 | 0.765792185851816 |
86 | 0.205001382316996 | 0.410002764633991 | 0.794998617683004 |
87 | 0.180407098885288 | 0.360814197770577 | 0.819592901114712 |
88 | 0.163874819134812 | 0.327749638269624 | 0.836125180865188 |
89 | 0.14164830183006 | 0.28329660366012 | 0.85835169816994 |
90 | 0.13820298785957 | 0.27640597571914 | 0.86179701214043 |
91 | 0.118527462221925 | 0.237054924443849 | 0.881472537778075 |
92 | 0.102804297801198 | 0.205608595602395 | 0.897195702198802 |
93 | 0.087984500621734 | 0.175969001243468 | 0.912015499378266 |
94 | 0.0929078092543183 | 0.185815618508637 | 0.907092190745682 |
95 | 0.0837449464318781 | 0.167489892863756 | 0.916255053568122 |
96 | 0.0699937473601535 | 0.139987494720307 | 0.930006252639846 |
97 | 0.0745596235984085 | 0.149119247196817 | 0.925440376401592 |
98 | 0.0620597673471895 | 0.124119534694379 | 0.93794023265281 |
99 | 0.0515373430660422 | 0.103074686132084 | 0.948462656933958 |
100 | 0.0450400254862771 | 0.0900800509725542 | 0.954959974513723 |
101 | 0.0401933347613839 | 0.0803866695227678 | 0.959806665238616 |
102 | 0.0495430251545656 | 0.0990860503091312 | 0.950456974845434 |
103 | 0.0417510540994371 | 0.0835021081988742 | 0.958248945900563 |
104 | 0.0376779412637723 | 0.0753558825275446 | 0.962322058736228 |
105 | 0.0437531875379646 | 0.0875063750759291 | 0.956246812462035 |
106 | 0.0390276773124664 | 0.0780553546249328 | 0.960972322687534 |
107 | 0.0318915381696423 | 0.0637830763392847 | 0.968108461830358 |
108 | 0.0306361822565303 | 0.0612723645130605 | 0.96936381774347 |
109 | 0.0248356138498717 | 0.0496712276997435 | 0.975164386150128 |
110 | 0.0207570420374206 | 0.0415140840748412 | 0.97924295796258 |
111 | 0.0165400526093474 | 0.0330801052186949 | 0.983459947390653 |
112 | 0.0178530085159647 | 0.0357060170319295 | 0.982146991484035 |
113 | 0.0154071311615533 | 0.0308142623231066 | 0.984592868838447 |
114 | 0.0197344985445317 | 0.0394689970890634 | 0.980265501455468 |
115 | 0.0193809448617952 | 0.0387618897235904 | 0.980619055138205 |
116 | 0.0186549589306562 | 0.0373099178613125 | 0.981345041069344 |
117 | 0.0158850579860182 | 0.0317701159720363 | 0.984114942013982 |
118 | 0.0155809810446777 | 0.0311619620893553 | 0.984419018955322 |
119 | 0.0126220836605096 | 0.0252441673210192 | 0.98737791633949 |
120 | 0.0112143685277325 | 0.0224287370554651 | 0.988785631472268 |
121 | 0.00911678212160006 | 0.0182335642432001 | 0.9908832178784 |
122 | 0.012695495388135 | 0.02539099077627 | 0.987304504611865 |
123 | 0.0103850207251372 | 0.0207700414502745 | 0.989614979274863 |
124 | 0.00851195140233952 | 0.0170239028046790 | 0.99148804859766 |
125 | 0.00680926686960897 | 0.0136185337392179 | 0.993190733130391 |
126 | 0.00537574013200975 | 0.0107514802640195 | 0.99462425986799 |
127 | 0.00506935489162455 | 0.0101387097832491 | 0.994930645108375 |
128 | 0.00438279399760094 | 0.00876558799520189 | 0.995617206002399 |
129 | 0.00564947726093263 | 0.0112989545218653 | 0.994350522739067 |
130 | 0.00637079290718485 | 0.0127415858143697 | 0.993629207092815 |
131 | 0.0122021996813014 | 0.0244043993626029 | 0.987797800318699 |
132 | 0.0152081492476919 | 0.0304162984953838 | 0.984791850752308 |
133 | 0.0158789841424019 | 0.0317579682848038 | 0.984121015857598 |
134 | 0.0145406604972728 | 0.0290813209945456 | 0.985459339502727 |
135 | 0.0115246866452312 | 0.0230493732904625 | 0.988475313354769 |
136 | 0.0100136638990043 | 0.0200273277980087 | 0.989986336100996 |
137 | 0.00822731898492272 | 0.0164546379698454 | 0.991772681015077 |
138 | 0.0103493490562661 | 0.0206986981125321 | 0.989650650943734 |
139 | 0.00880196515237905 | 0.0176039303047581 | 0.99119803484762 |
140 | 0.0106541890476265 | 0.021308378095253 | 0.989345810952374 |
141 | 0.017171396201654 | 0.034342792403308 | 0.982828603798346 |
142 | 0.016346820686937 | 0.032693641373874 | 0.983653179313063 |
143 | 0.0135619452203443 | 0.0271238904406887 | 0.986438054779656 |
144 | 0.0140800236654396 | 0.0281600473308791 | 0.98591997633456 |
145 | 0.0229160505845723 | 0.0458321011691446 | 0.977083949415428 |
146 | 0.0286385743555829 | 0.0572771487111659 | 0.971361425644417 |
147 | 0.0299761563608853 | 0.0599523127217706 | 0.970023843639115 |
148 | 0.0265866137656251 | 0.0531732275312503 | 0.973413386234375 |
149 | 0.0215921358603525 | 0.043184271720705 | 0.978407864139648 |
150 | 0.0296181844354454 | 0.0592363688708908 | 0.970381815564555 |
151 | 0.0249218511100782 | 0.0498437022201564 | 0.975078148889922 |
152 | 0.0268016182916603 | 0.0536032365833206 | 0.97319838170834 |
153 | 0.0546281259337347 | 0.109256251867469 | 0.945371874066265 |
154 | 0.0516763671331743 | 0.103352734266349 | 0.948323632866826 |
155 | 0.0594357476359056 | 0.118871495271811 | 0.940564252364094 |
156 | 0.050405019901643 | 0.100810039803286 | 0.949594980098357 |
157 | 0.0446170368371092 | 0.0892340736742184 | 0.95538296316289 |
158 | 0.0387311762817014 | 0.0774623525634028 | 0.961268823718299 |
159 | 0.0378865252182045 | 0.075773050436409 | 0.962113474781795 |
160 | 0.0316539838819782 | 0.0633079677639563 | 0.968346016118022 |
161 | 0.0258090765919910 | 0.0516181531839821 | 0.974190923408009 |
162 | 0.0207805987514569 | 0.0415611975029138 | 0.979219401248543 |
163 | 0.0172822395702499 | 0.0345644791404998 | 0.98271776042975 |
164 | 0.0147360200033734 | 0.0294720400067469 | 0.985263979996627 |
165 | 0.0124406114886362 | 0.0248812229772724 | 0.987559388511364 |
166 | 0.0134920073651075 | 0.0269840147302150 | 0.986507992634893 |
167 | 0.0107479067646855 | 0.0214958135293710 | 0.989252093235314 |
168 | 0.0156639487156670 | 0.0313278974313341 | 0.984336051284333 |
169 | 0.015357169918249 | 0.030714339836498 | 0.984642830081751 |
170 | 0.0146710104408366 | 0.0293420208816731 | 0.985328989559163 |
171 | 0.0134258096921439 | 0.0268516193842877 | 0.986574190307856 |
172 | 0.0107886038962103 | 0.0215772077924207 | 0.98921139610379 |
173 | 0.0103357002502192 | 0.0206714005004384 | 0.98966429974978 |
174 | 0.0115765114043448 | 0.0231530228086896 | 0.988423488595655 |
175 | 0.0140287029504975 | 0.0280574059009951 | 0.985971297049502 |
176 | 0.0113420518216896 | 0.0226841036433792 | 0.98865794817831 |
177 | 0.00881462360454005 | 0.0176292472090801 | 0.99118537639546 |
178 | 0.0073117329905807 | 0.0146234659811614 | 0.99268826700942 |
179 | 0.00569223116767329 | 0.0113844623353466 | 0.994307768832327 |
180 | 0.0048286645537371 | 0.0096573291074742 | 0.995171335446263 |
181 | 0.00400399906562101 | 0.00800799813124202 | 0.99599600093438 |
182 | 0.00302234583175246 | 0.00604469166350491 | 0.996977654168248 |
183 | 0.00340504761476052 | 0.00681009522952104 | 0.99659495238524 |
184 | 0.00255643688393327 | 0.00511287376786654 | 0.997443563116067 |
185 | 0.0724574722446438 | 0.144914944489288 | 0.927542527755356 |
186 | 0.065408020311588 | 0.130816040623176 | 0.934591979688412 |
187 | 0.0756270189848483 | 0.151254037969697 | 0.924372981015152 |
188 | 0.062836742439957 | 0.125673484879914 | 0.937163257560043 |
189 | 0.0555413082289088 | 0.111082616457818 | 0.944458691771091 |
190 | 0.0467518182993391 | 0.0935036365986783 | 0.95324818170066 |
191 | 0.0400589201744297 | 0.0801178403488594 | 0.95994107982557 |
192 | 0.0331486233528123 | 0.0662972467056247 | 0.966851376647188 |
193 | 0.0336672682210864 | 0.0673345364421728 | 0.966332731778914 |
194 | 0.0321637530609283 | 0.0643275061218566 | 0.967836246939072 |
195 | 0.0276192254776479 | 0.0552384509552958 | 0.972380774522352 |
196 | 0.0217120185772111 | 0.0434240371544222 | 0.978287981422789 |
197 | 0.0291667971184513 | 0.0583335942369025 | 0.970833202881549 |
198 | 0.0237283661730167 | 0.0474567323460335 | 0.976271633826983 |
199 | 0.0212161896077298 | 0.0424323792154597 | 0.97878381039227 |
200 | 0.0179596654628295 | 0.0359193309256589 | 0.98204033453717 |
201 | 0.0163891968464966 | 0.0327783936929931 | 0.983610803153503 |
202 | 0.0135753458386863 | 0.0271506916773726 | 0.986424654161314 |
203 | 0.0150002675980504 | 0.0300005351961007 | 0.98499973240195 |
204 | 0.0198467434413163 | 0.0396934868826325 | 0.980153256558684 |
205 | 0.0209685909524739 | 0.0419371819049479 | 0.979031409047526 |
206 | 0.0161738821314557 | 0.0323477642629115 | 0.983826117868544 |
207 | 0.0143123054089823 | 0.0286246108179647 | 0.985687694591018 |
208 | 0.0113045338639903 | 0.0226090677279807 | 0.98869546613601 |
209 | 0.0130918815238780 | 0.0261837630477560 | 0.986908118476122 |
210 | 0.0107129317594557 | 0.0214258635189114 | 0.989287068240544 |
211 | 0.0130910170218174 | 0.0261820340436349 | 0.986908982978183 |
212 | 0.0230878998464113 | 0.0461757996928227 | 0.976912100153589 |
213 | 0.0177846108410096 | 0.0355692216820192 | 0.98221538915899 |
214 | 0.0222645737074489 | 0.0445291474148978 | 0.977735426292551 |
215 | 0.0187314919132261 | 0.0374629838264523 | 0.981268508086774 |
216 | 0.0142637960967183 | 0.0285275921934365 | 0.985736203903282 |
217 | 0.0159606915406003 | 0.0319213830812006 | 0.9840393084594 |
218 | 0.0132966682835629 | 0.0265933365671259 | 0.986703331716437 |
219 | 0.0122696591625391 | 0.0245393183250782 | 0.98773034083746 |
220 | 0.00900420892815034 | 0.0180084178563007 | 0.99099579107185 |
221 | 0.00730431888468475 | 0.0146086377693695 | 0.992695681115315 |
222 | 0.00519319190106094 | 0.0103863838021219 | 0.99480680809894 |
223 | 0.00392599392817616 | 0.00785198785635232 | 0.996074006071824 |
224 | 0.00293116982658556 | 0.00586233965317111 | 0.997068830173414 |
225 | 0.00199657946387335 | 0.0039931589277467 | 0.998003420536127 |
226 | 0.00416243124356273 | 0.00832486248712545 | 0.995837568756437 |
227 | 0.00323673190482169 | 0.00647346380964338 | 0.996763268095178 |
228 | 0.00229780883778965 | 0.00459561767557929 | 0.99770219116221 |
229 | 0.00157622213545567 | 0.00315244427091135 | 0.998423777864544 |
230 | 0.00107729394084913 | 0.00215458788169826 | 0.99892270605915 |
231 | 0.00116408999436304 | 0.00232817998872608 | 0.998835910005637 |
232 | 0.00414260836127780 | 0.00828521672255561 | 0.995857391638722 |
233 | 0.0168064379097609 | 0.0336128758195218 | 0.98319356209024 |
234 | 0.0262600131386674 | 0.0525200262773348 | 0.973739986861333 |
235 | 0.0184974150143350 | 0.0369948300286699 | 0.981502584985665 |
236 | 0.0145560950697861 | 0.0291121901395721 | 0.985443904930214 |
237 | 0.157747989249828 | 0.315495978499657 | 0.842252010750172 |
238 | 0.121209603936203 | 0.242419207872405 | 0.878790396063797 |
239 | 0.0986267129874016 | 0.197253425974803 | 0.901373287012598 |
240 | 0.0746453672494463 | 0.149290734498893 | 0.925354632750554 |
241 | 0.0642555539517069 | 0.128511107903414 | 0.935744446048293 |
242 | 0.101261067950775 | 0.20252213590155 | 0.898738932049225 |
243 | 0.0810638081600756 | 0.162127616320151 | 0.918936191839924 |
244 | 0.0791917948558791 | 0.158383589711758 | 0.92080820514412 |
245 | 0.0655218651527268 | 0.131043730305454 | 0.934478134847273 |
246 | 0.0536671159515352 | 0.107334231903070 | 0.946332884048465 |
247 | 0.0324486793959173 | 0.0648973587918347 | 0.967551320604083 |
248 | 0.0262310874902121 | 0.0524621749804241 | 0.973768912509788 |
249 | 0.0174048056452720 | 0.0348096112905441 | 0.982595194354728 |
250 | 0.04472468595569 | 0.08944937191138 | 0.95527531404431 |
251 | 0.0299664327414376 | 0.0599328654828753 | 0.970033567258562 |
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 | 102 | 0.426778242677824 | NOK |
10% type I error level | 133 | 0.556485355648536 | NOK |