Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 1.94933228525292 + 0.653493146925309Pop[t] + 0.0305177066962302Gender[t] + 0.0700025359624757Connected[t] + 0.0563924721194769Separate[t] + 0.623309096789489Software[t] + 0.0764750221538193Happiness[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) | 1.94933228525292 | 1.246266 | 1.5641 | 0.118911 | 0.059455 |
Pop | 0.653493146925309 | 0.248484 | 2.6299 | 0.009011 | 0.004506 |
Gender | 0.0305177066962302 | 0.234546 | 0.1301 | 0.896569 | 0.448285 |
Connected | 0.0700025359624757 | 0.03288 | 2.1291 | 0.034119 | 0.017059 |
Separate | 0.0563924721194769 | 0.034285 | 1.6448 | 0.101126 | 0.050563 |
Software | 0.623309096789489 | 0.051672 | 12.0627 | 0 | 0 |
Happiness | 0.0764750221538193 | 0.047615 | 1.6061 | 0.109373 | 0.054687 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.697110633887777 |
R-squared | 0.485963235879419 |
Adjusted R-squared | 0.474987361912431 |
F-TEST (value) | 44.2755845540015 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 281 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.89915449290687 |
Sum Squared Residuals | 1013.50736840787 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.1967205255034 | -3.19672052550342 |
2 | 16 | 15.4009516126874 | 0.599048387312611 |
3 | 19 | 16.8980174374648 | 2.10198256253524 |
4 | 15 | 11.2914104735405 | 3.70858952645953 |
5 | 14 | 16.4265694427437 | -2.42656944274373 |
6 | 13 | 14.3284549556896 | -1.32845495568956 |
7 | 19 | 15.6619681487421 | 3.33803185125787 |
8 | 15 | 16.8405360231061 | -1.84053602310611 |
9 | 14 | 15.7540054514864 | -1.75400545148642 |
10 | 15 | 14.1232581134389 | 0.876741886561136 |
11 | 16 | 14.5442547789659 | 1.4557452210341 |
12 | 16 | 16.0035130679822 | -0.00351306798222513 |
13 | 16 | 15.481117705946 | 0.518882294053951 |
14 | 16 | 15.5863564010966 | 0.413643598903387 |
15 | 17 | 17.7561351446679 | -0.756135144667875 |
16 | 15 | 15.2542176345475 | -0.254217634547518 |
17 | 15 | 14.231217112699 | 0.768782887301033 |
18 | 20 | 16.2161379840774 | 3.78386201592255 |
19 | 18 | 15.4028886500927 | 2.59711134990726 |
20 | 16 | 15.3812929134319 | 0.61870708656809 |
21 | 16 | 14.9368086263733 | 1.06319137362669 |
22 | 16 | 14.8725227945809 | 1.12747720541914 |
23 | 19 | 16.680024550368 | 2.31997544963205 |
24 | 16 | 15.1968437126759 | 0.803156287324139 |
25 | 17 | 15.9172679806268 | 1.08273201937317 |
26 | 17 | 16.0992996788069 | 0.900700321193056 |
27 | 16 | 14.553344573365 | 1.44665542663496 |
28 | 15 | 16.8269259592631 | -1.82692595926311 |
29 | 16 | 15.43121289936 | 0.568787100639956 |
30 | 14 | 13.918179446432 | 0.0818205535679657 |
31 | 15 | 15.25489790535 | -0.254897905349958 |
32 | 12 | 12.2781010733039 | -0.278101073303888 |
33 | 14 | 14.5047699496997 | -0.504769949699654 |
34 | 16 | 15.7267853238004 | 0.273214676199573 |
35 | 14 | 15.225045290114 | -1.22504529011404 |
36 | 10 | 12.2906221949077 | -2.29062219490771 |
37 | 10 | 12.6791226812836 | -2.67912268128358 |
38 | 14 | 15.6107028005512 | -1.61070280055124 |
39 | 16 | 13.9447496619998 | 2.05525033800015 |
40 | 16 | 14.1411320267021 | 1.85886797329785 |
41 | 16 | 14.3776946708153 | 1.62230532918474 |
42 | 14 | 15.5776904574763 | -1.57769045747634 |
43 | 20 | 17.640717712879 | 2.359282287121 |
44 | 14 | 14.0646570045483 | -0.0646570045483293 |
45 | 14 | 14.2526450249961 | -0.25264502499606 |
46 | 11 | 15.5181078988336 | -4.51810789883362 |
47 | 14 | 16.7428895086788 | -2.74288950867877 |
48 | 15 | 14.86429627469 | 0.135703725309968 |
49 | 16 | 15.452823815363 | 0.547176184636995 |
50 | 14 | 15.5413653560491 | -1.54136535604908 |
51 | 16 | 16.9662659397277 | -0.966265939727749 |
52 | 14 | 13.8384220246101 | 0.16157797538989 |
53 | 12 | 15.0247925680861 | -3.02479256808606 |
54 | 16 | 16.1770618262479 | -0.177061826247934 |
55 | 9 | 10.681711440594 | -1.68171144059398 |
56 | 14 | 12.084153406712 | 1.91584659328803 |
57 | 16 | 15.9840956094082 | 0.0159043905918059 |
58 | 16 | 15.2075952276296 | 0.792404772370382 |
59 | 15 | 14.9971485896212 | 0.00285141037880004 |
60 | 16 | 14.151567183364 | 1.84843281663596 |
61 | 12 | 11.2568545851548 | 0.743145414845178 |
62 | 16 | 15.654150300288 | 0.34584969971197 |
63 | 16 | 16.5547184845252 | -0.554718484525173 |
64 | 14 | 14.7042086527307 | -0.704208652730738 |
65 | 16 | 15.3884304910836 | 0.611569508916434 |
66 | 17 | 16.0072041390871 | 0.992795860912937 |
67 | 18 | 16.6947235564501 | 1.30527644354988 |
68 | 18 | 13.9995985888086 | 4.00040141119142 |
69 | 12 | 16.2459754199712 | -4.24597541997123 |
70 | 16 | 15.7662701530667 | 0.233729846933328 |
71 | 10 | 13.3501738795228 | -3.35017387952285 |
72 | 14 | 15.0263361133968 | -1.02633611339681 |
73 | 18 | 17.0861884616184 | 0.913811538381643 |
74 | 18 | 17.448465843011 | 0.551534156989016 |
75 | 16 | 14.9793928516018 | 1.02060714839821 |
76 | 17 | 13.5826983419465 | 3.41730165805346 |
77 | 16 | 16.713052072785 | -0.713052072784981 |
78 | 16 | 14.6121713499864 | 1.38782865001356 |
79 | 13 | 14.9378975686125 | -1.93789756861248 |
80 | 16 | 15.1894004594892 | 0.810599540510784 |
81 | 16 | 15.5698726090222 | 0.430127390977757 |
82 | 16 | 15.7967878597629 | 0.203212140237098 |
83 | 15 | 15.7571803586675 | -0.757180358667536 |
84 | 15 | 14.7942937387276 | 0.205706261272444 |
85 | 16 | 13.9953347393883 | 2.00466526061171 |
86 | 14 | 14.2191354148246 | -0.219135414824587 |
87 | 16 | 15.4111303493257 | 0.588869650674299 |
88 | 16 | 14.941860239083 | 1.05813976091697 |
89 | 15 | 14.8194127221295 | 0.180587277870511 |
90 | 12 | 13.7434079977327 | -1.74340799773269 |
91 | 17 | 17.3018052811888 | -0.301805281188821 |
92 | 16 | 16.0223577482408 | -0.0223577482408099 |
93 | 15 | 15.0027729806464 | -0.00277298064636426 |
94 | 13 | 14.8290752948441 | -1.82907529484407 |
95 | 16 | 14.8502623600682 | 1.14973763993183 |
96 | 16 | 16.2178920177769 | -0.217892017776931 |
97 | 16 | 13.5120307145238 | 2.48796928547624 |
98 | 16 | 15.8900478529408 | 0.109952147059168 |
99 | 14 | 14.2532518794808 | -0.253251879480791 |
100 | 16 | 17.3499712334175 | -1.34997123341747 |
101 | 16 | 14.9407561175017 | 1.05924388249828 |
102 | 20 | 17.8131927082477 | 2.18680729175234 |
103 | 15 | 14.1195211106992 | 0.880478889300813 |
104 | 16 | 15.1462586352874 | 0.853741364712584 |
105 | 13 | 15.3754703393588 | -2.37547033935875 |
106 | 17 | 15.9704855455652 | 1.0295144544348 |
107 | 16 | 16.2990703130805 | -0.29907031308048 |
108 | 16 | 14.7178035372316 | 1.28219646276839 |
109 | 12 | 13.1398499133436 | -1.13984991334355 |
110 | 16 | 15.2775977635921 | 0.722402236407906 |
111 | 16 | 16.2319259323988 | -0.231925932398792 |
112 | 17 | 15.0360909992563 | 1.96390900074375 |
113 | 12 | 14.7504223882119 | -2.7504223882119 |
114 | 18 | 16.3240969833375 | 1.67590301666245 |
115 | 14 | 16.372794278832 | -2.37279427883205 |
116 | 14 | 13.3262513308471 | 0.673748669152917 |
117 | 13 | 14.8442137246557 | -1.84421372465569 |
118 | 16 | 15.873927973377 | 0.126072026622967 |
119 | 13 | 14.7735309178908 | -1.77353091789077 |
120 | 16 | 15.4996870693539 | 0.5003129306461 |
121 | 13 | 16.1195804118893 | -3.11958041188928 |
122 | 16 | 17.2398035973863 | -1.23980359738631 |
123 | 15 | 16.151744659798 | -1.15174465979801 |
124 | 16 | 17.0081850734959 | -1.00818507349592 |
125 | 15 | 14.6706497870479 | 0.329350212952148 |
126 | 17 | 16.0692365751823 | 0.930763424817713 |
127 | 15 | 14.0363631139653 | 0.963636886034715 |
128 | 12 | 14.9479088744955 | -2.94790887449551 |
129 | 16 | 13.9311244188147 | 2.06887558118528 |
130 | 10 | 13.9121308110196 | -3.91213081101955 |
131 | 16 | 13.6535641524173 | 2.34643584758267 |
132 | 12 | 14.188193463741 | -2.18819346374104 |
133 | 14 | 15.9626676971111 | -1.9626676971111 |
134 | 15 | 15.2121154970735 | -0.21211549707348 |
135 | 13 | 12.2545379405534 | 0.745462059446554 |
136 | 15 | 14.8836985539219 | 0.116301446078065 |
137 | 11 | 13.7814719535173 | -2.78147195351732 |
138 | 12 | 13.1343740562465 | -1.13437405624652 |
139 | 11 | 13.3505977303017 | -2.35059773030171 |
140 | 16 | 12.9243664483591 | 3.07563355164091 |
141 | 15 | 13.6228052050396 | 1.37719479496035 |
142 | 17 | 17.1274425039262 | -0.127442503926216 |
143 | 16 | 14.0734563027546 | 1.92654369724539 |
144 | 10 | 13.3916843418543 | -3.39168434185428 |
145 | 18 | 15.722639649624 | 2.27736035037599 |
146 | 13 | 15.4739801282944 | -2.47398012829439 |
147 | 16 | 14.9884826460009 | 1.01151735399907 |
148 | 13 | 13.1555303691779 | -0.155530369177906 |
149 | 10 | 13.0795099500957 | -3.07950995009566 |
150 | 15 | 16.7571646639821 | -1.75716466398208 |
151 | 16 | 13.959207821009 | 2.04079217899097 |
152 | 16 | 11.9402931568035 | 4.05970684319653 |
153 | 14 | 12.885531531211 | 1.11446846878897 |
154 | 10 | 12.6722415236555 | -2.6722415236555 |
155 | 13 | 11.7704506489847 | 1.22954935101528 |
156 | 15 | 14.0363631139653 | 0.963636886034715 |
157 | 16 | 14.6685638221059 | 1.33143617789409 |
158 | 12 | 12.9205112703755 | -0.920511270375539 |
159 | 13 | 12.3034462207792 | 0.696553779220762 |
160 | 12 | 11.6427382596654 | 0.357261740334559 |
161 | 17 | 16.4203079412837 | 0.57969205871632 |
162 | 15 | 13.557083816766 | 1.442916183234 |
163 | 10 | 11.1488653299446 | -1.14886532994456 |
164 | 14 | 13.8374103189078 | 0.16258968109223 |
165 | 11 | 13.6071371572801 | -2.60713715728013 |
166 | 13 | 14.6708345160717 | -1.67083451607168 |
167 | 16 | 14.0939065855186 | 1.90609341448136 |
168 | 12 | 10.2453634792078 | 1.75463652079224 |
169 | 16 | 15.2897722709539 | 0.710227729046111 |
170 | 12 | 13.7145389511754 | -1.71453895117537 |
171 | 9 | 10.7770743033739 | -1.77707430337394 |
172 | 12 | 14.7822400218786 | -2.7822400218786 |
173 | 15 | 14.0137253129179 | 0.986274687082145 |
174 | 12 | 12.1056433762038 | -0.105643376203766 |
175 | 12 | 12.2686646646627 | -0.268664664662723 |
176 | 14 | 13.3547865648457 | 0.645213435154328 |
177 | 12 | 13.1774749417413 | -1.17747494174128 |
178 | 16 | 15.0804297545268 | 0.919570245473226 |
179 | 11 | 10.8252250762605 | 0.174774923739546 |
180 | 19 | 16.6463016805405 | 2.35369831945955 |
181 | 15 | 14.9643472312776 | 0.0356527687224131 |
182 | 8 | 13.8022045184039 | -5.80220451840394 |
183 | 16 | 14.7239445885231 | 1.27605541147695 |
184 | 17 | 14.3138180068021 | 2.6861819931979 |
185 | 12 | 11.9684045400232 | 0.0315954599768082 |
186 | 11 | 10.8457314770737 | 0.15426852292634 |
187 | 11 | 10.1773131599928 | 0.822686840007238 |
188 | 14 | 14.5709945442154 | -0.570994544215412 |
189 | 16 | 15.4460047149296 | 0.553995285070368 |
190 | 12 | 9.09793534536686 | 2.90206465463314 |
191 | 16 | 14.2140855274328 | 1.78591447256717 |
192 | 13 | 13.4047065507738 | -0.404706550773805 |
193 | 15 | 15.0797494837243 | -0.0797494837243336 |
194 | 16 | 12.788535031636 | 3.21146496836403 |
195 | 16 | 14.9268146187588 | 1.07318538124118 |
196 | 14 | 12.3419496002933 | 1.6580503997067 |
197 | 16 | 13.9091668885697 | 2.09083311143027 |
198 | 14 | 12.7013836121388 | 1.29861638786118 |
199 | 11 | 12.9874423914012 | -1.9874423914012 |
200 | 12 | 14.6078620652739 | -2.60786206527386 |
201 | 15 | 12.3408758373963 | 2.65912416260374 |
202 | 15 | 14.3935906079662 | 0.606409392033847 |
203 | 16 | 14.4435105938943 | 1.55648940610571 |
204 | 16 | 15.1328595561757 | 0.867140443824294 |
205 | 11 | 13.5576414157393 | -2.55764141573932 |
206 | 15 | 13.6470614102758 | 1.35293858972418 |
207 | 12 | 14.3888721554743 | -2.38887215547429 |
208 | 12 | 16.0040145489064 | -4.00401454890638 |
209 | 15 | 14.0863451570881 | 0.913654842911876 |
210 | 15 | 11.6051904678045 | 3.39480953219545 |
211 | 16 | 14.7246096799834 | 1.27539032001664 |
212 | 14 | 12.6994313953913 | 1.30056860460867 |
213 | 17 | 14.4201456441918 | 2.57985435580816 |
214 | 14 | 13.9310342245963 | 0.0689657754037305 |
215 | 13 | 12.0414330556302 | 0.958566944369805 |
216 | 15 | 15.326082193039 | -0.326082193039023 |
217 | 13 | 14.5813070290482 | -1.58130702904818 |
218 | 14 | 14.0962489704842 | -0.0962489704841559 |
219 | 15 | 14.3389521695462 | 0.661047830453838 |
220 | 12 | 12.6808772113256 | -0.68087721132561 |
221 | 8 | 11.2135150742476 | -3.21351507424758 |
222 | 14 | 13.6100863967304 | 0.389913603269623 |
223 | 14 | 12.7042421610281 | 1.29575783897194 |
224 | 11 | 12.4119521362558 | -1.41195213625578 |
225 | 12 | 12.7541621469562 | -0.754162146956191 |
226 | 13 | 10.862215269148 | 2.13778473085197 |
227 | 10 | 13.323696079834 | -3.323696079834 |
228 | 16 | 10.9937374011586 | 5.00626259884143 |
229 | 18 | 16.4314081894059 | 1.56859181059412 |
230 | 13 | 13.6211866448526 | -0.621186644852576 |
231 | 11 | 13.2919064271927 | -2.29190642719272 |
232 | 4 | 10.8887551260316 | -6.88875512603158 |
233 | 13 | 14.4659047766014 | -1.46590477660143 |
234 | 16 | 14.0025495535768 | 1.99745044642322 |
235 | 10 | 11.4355892006673 | -1.43558920066726 |
236 | 12 | 11.5481329042248 | 0.451867095775239 |
237 | 12 | 13.8413578100362 | -1.84135781003619 |
238 | 10 | 8.27602006776189 | 1.72397993223811 |
239 | 13 | 10.9179274704651 | 2.08207252953493 |
240 | 12 | 11.7808403703543 | 0.219159629645677 |
241 | 14 | 12.7671071193389 | 1.23289288066112 |
242 | 10 | 12.9849325756804 | -2.9849325756804 |
243 | 12 | 10.2453630855993 | 1.7546369144007 |
244 | 12 | 11.1052348265019 | 0.894765173498097 |
245 | 11 | 11.5470439619856 | -0.547043961985587 |
246 | 10 | 11.4213140453639 | -1.42131404536395 |
247 | 12 | 11.1513152073971 | 0.848684792602932 |
248 | 16 | 12.6984499456392 | 3.30155005436085 |
249 | 12 | 13.551168929548 | -1.55116892954797 |
250 | 14 | 13.96447041845 | 0.0355295815499662 |
251 | 16 | 14.6539268732184 | 1.34607312678155 |
252 | 14 | 11.6292356883094 | 2.37076431169056 |
253 | 13 | 14.4908132716146 | -1.49081327161463 |
254 | 4 | 8.75639042612676 | -4.75639042612676 |
255 | 15 | 13.4887430013581 | 1.51125699864186 |
256 | 11 | 15.0991669422984 | -4.09916694229836 |
257 | 11 | 11.6780515526563 | -0.678051552656267 |
258 | 14 | 12.4643971172468 | 1.53560288275316 |
259 | 15 | 14.6182820425936 | 0.381717957406375 |
260 | 14 | 11.9721107904702 | 2.02788920952984 |
261 | 13 | 12.7925576403748 | 0.207442359625192 |
262 | 11 | 12.2546307500409 | -1.25463075004086 |
263 | 15 | 13.78455666648 | 1.21544333352003 |
264 | 11 | 11.2830630071385 | -0.28306300713848 |
265 | 13 | 11.6540215114935 | 1.34597848850649 |
266 | 13 | 11.5831708803649 | 1.41682911963515 |
267 | 16 | 13.5116841002817 | 2.48831589971827 |
268 | 13 | 12.2235554443713 | 0.776444555628687 |
269 | 16 | 14.9339521964105 | 1.06604780358952 |
270 | 16 | 15.8343977088185 | 0.165602291181501 |
271 | 12 | 11.4401587256225 | 0.55984127437747 |
272 | 7 | 10.8122952832199 | -3.8122952832199 |
273 | 16 | 13.9145504325219 | 2.0854495674781 |
274 | 5 | 9.20467165419333 | -4.20467165419333 |
275 | 16 | 13.1462921435847 | 2.85370785641527 |
276 | 4 | 8.64172838275074 | -4.64172838275074 |
277 | 12 | 13.3400723794214 | -1.34007237942137 |
278 | 15 | 14.1310305266007 | 0.868969473399329 |
279 | 14 | 14.8341122245542 | -0.834112224554212 |
280 | 11 | 13.0205622269631 | -2.02056222696309 |
281 | 16 | 14.9844297813119 | 1.01557021868807 |
282 | 15 | 13.6374140169034 | 1.36258598309663 |
283 | 12 | 12.0787396068096 | -0.0787396068096383 |
284 | 6 | 8.99807980056001 | -2.99807980056001 |
285 | 16 | 14.5182164030065 | 1.48178359699351 |
286 | 10 | 13.3329348017697 | -3.33293480176972 |
287 | 15 | 16.0797337890389 | -1.07973378903888 |
288 | 14 | 14.4912371223935 | -0.491237122393489 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.814086261347692 | 0.371827477304615 | 0.185913738652308 |
11 | 0.761229325523221 | 0.477541348953557 | 0.238770674476779 |
12 | 0.784144665799993 | 0.431710668400014 | 0.215855334200007 |
13 | 0.719161450846133 | 0.561677098307734 | 0.280838549153867 |
14 | 0.712411879221667 | 0.575176241556666 | 0.287588120778333 |
15 | 0.669044511839593 | 0.661910976320815 | 0.330955488160407 |
16 | 0.612600387080061 | 0.774799225839878 | 0.387399612919939 |
17 | 0.524822802404636 | 0.950354395190728 | 0.475177197595364 |
18 | 0.855741154814498 | 0.288517690371004 | 0.144258845185502 |
19 | 0.849998819513108 | 0.300002360973784 | 0.150001180486892 |
20 | 0.802002810476474 | 0.395994379047051 | 0.197997189523526 |
21 | 0.745897869930955 | 0.50820426013809 | 0.254102130069045 |
22 | 0.684099119237835 | 0.63180176152433 | 0.315900880762165 |
23 | 0.703792204183172 | 0.592415591633656 | 0.296207795816828 |
24 | 0.640615637606271 | 0.718768724787459 | 0.359384362393729 |
25 | 0.577482789177759 | 0.845034421644483 | 0.422517210822241 |
26 | 0.510840199927048 | 0.978319600145904 | 0.489159800072952 |
27 | 0.447186101972804 | 0.894372203945608 | 0.552813898027196 |
28 | 0.430402656037297 | 0.860805312074593 | 0.569597343962703 |
29 | 0.369874070903398 | 0.739748141806795 | 0.630125929096602 |
30 | 0.356279887151219 | 0.712559774302437 | 0.643720112848781 |
31 | 0.300856874206312 | 0.601713748412623 | 0.699143125793688 |
32 | 0.285203192192063 | 0.570406384384125 | 0.714796807807937 |
33 | 0.251839765907608 | 0.503679531815217 | 0.748160234092392 |
34 | 0.207049743900598 | 0.414099487801195 | 0.792950256099402 |
35 | 0.205931838932885 | 0.411863677865771 | 0.794068161067115 |
36 | 0.294191589926572 | 0.588383179853145 | 0.705808410073428 |
37 | 0.381722839826489 | 0.763445679652978 | 0.618277160173511 |
38 | 0.383989808759572 | 0.767979617519143 | 0.616010191240428 |
39 | 0.412444714595407 | 0.824889429190815 | 0.587555285404592 |
40 | 0.391693744234266 | 0.783387488468533 | 0.608306255765734 |
41 | 0.357991618691332 | 0.715983237382664 | 0.642008381308668 |
42 | 0.344927714219756 | 0.689855428439512 | 0.655072285780244 |
43 | 0.357907768525075 | 0.715815537050149 | 0.642092231474925 |
44 | 0.317195445568794 | 0.634390891137589 | 0.682804554431206 |
45 | 0.281112065180272 | 0.562224130360544 | 0.718887934819728 |
46 | 0.516421228254306 | 0.967157543491388 | 0.483578771745694 |
47 | 0.567873751768147 | 0.864252496463707 | 0.432126248231853 |
48 | 0.52140139380185 | 0.9571972123963 | 0.47859860619815 |
49 | 0.477155337160497 | 0.954310674320994 | 0.522844662839503 |
50 | 0.480679222342282 | 0.961358444684563 | 0.519320777657718 |
51 | 0.438573970753703 | 0.877147941507406 | 0.561426029246297 |
52 | 0.393324924345817 | 0.786649848691633 | 0.606675075654183 |
53 | 0.446961455047448 | 0.893922910094896 | 0.553038544952552 |
54 | 0.404471451454389 | 0.808942902908778 | 0.595528548545611 |
55 | 0.406474981449885 | 0.81294996289977 | 0.593525018550115 |
56 | 0.390812560784675 | 0.781625121569349 | 0.609187439215325 |
57 | 0.34951666763594 | 0.69903333527188 | 0.65048333236406 |
58 | 0.326711949330067 | 0.653423898660134 | 0.673288050669933 |
59 | 0.287653471802319 | 0.575306943604638 | 0.712346528197681 |
60 | 0.289704324454 | 0.579408648907999 | 0.710295675546 |
61 | 0.260293166371497 | 0.520586332742993 | 0.739706833628503 |
62 | 0.22668075326602 | 0.45336150653204 | 0.77331924673398 |
63 | 0.195968930174227 | 0.391937860348455 | 0.804031069825773 |
64 | 0.169447926814637 | 0.338895853629274 | 0.830552073185363 |
65 | 0.14635081080373 | 0.29270162160746 | 0.85364918919627 |
66 | 0.134138661831731 | 0.268277323663462 | 0.865861338168269 |
67 | 0.127503792936276 | 0.255007585872553 | 0.872496207063724 |
68 | 0.218035433171161 | 0.436070866342323 | 0.781964566828839 |
69 | 0.34218853450653 | 0.68437706901306 | 0.65781146549347 |
70 | 0.30623592746367 | 0.61247185492734 | 0.69376407253633 |
71 | 0.390194196294304 | 0.780388392588609 | 0.609805803705696 |
72 | 0.356334238230656 | 0.712668476461313 | 0.643665761769344 |
73 | 0.338884780293372 | 0.677769560586743 | 0.661115219706628 |
74 | 0.311393237631701 | 0.622786475263401 | 0.688606762368299 |
75 | 0.280709103781971 | 0.561418207563943 | 0.719290896218029 |
76 | 0.335687511539227 | 0.671375023078454 | 0.664312488460773 |
77 | 0.303569758925074 | 0.607139517850148 | 0.696430241074926 |
78 | 0.281518155545273 | 0.563036311090546 | 0.718481844454727 |
79 | 0.285126826692255 | 0.570253653384511 | 0.714873173307745 |
80 | 0.257586401542853 | 0.515172803085707 | 0.742413598457147 |
81 | 0.231165044081089 | 0.462330088162178 | 0.768834955918911 |
82 | 0.203898145227964 | 0.407796290455929 | 0.796101854772036 |
83 | 0.184079681084161 | 0.368159362168323 | 0.815920318915838 |
84 | 0.159801219158883 | 0.319602438317767 | 0.840198780841117 |
85 | 0.156752144892512 | 0.313504289785024 | 0.843247855107488 |
86 | 0.134875695592181 | 0.269751391184362 | 0.865124304407819 |
87 | 0.116908595914121 | 0.233817191828243 | 0.883091404085879 |
88 | 0.103935723614244 | 0.207871447228488 | 0.896064276385756 |
89 | 0.087982579318429 | 0.175965158636858 | 0.912017420681571 |
90 | 0.0835260265340989 | 0.167052053068198 | 0.916473973465901 |
91 | 0.0715942846745892 | 0.143188569349178 | 0.928405715325411 |
92 | 0.0609637923475347 | 0.121927584695069 | 0.939036207652465 |
93 | 0.0517020187507678 | 0.103404037501536 | 0.948297981249232 |
94 | 0.0532408909662381 | 0.106481781932476 | 0.946759109033762 |
95 | 0.046734753024247 | 0.0934695060484941 | 0.953265246975753 |
96 | 0.0385127070220537 | 0.0770254140441075 | 0.961487292977946 |
97 | 0.0417362682329822 | 0.0834725364659644 | 0.958263731767018 |
98 | 0.0341719551985903 | 0.0683439103971806 | 0.96582804480141 |
99 | 0.0277502789276271 | 0.0555005578552542 | 0.972249721072373 |
100 | 0.0248782951046446 | 0.0497565902092892 | 0.975121704895355 |
101 | 0.0214931398045809 | 0.0429862796091617 | 0.978506860195419 |
102 | 0.0254158726861098 | 0.0508317453722196 | 0.97458412731389 |
103 | 0.021323147560171 | 0.0426462951203421 | 0.978676852439829 |
104 | 0.0188440854235398 | 0.0376881708470795 | 0.98115591457646 |
105 | 0.0239094666217534 | 0.0478189332435068 | 0.976090533378247 |
106 | 0.0204778942219995 | 0.040955788443999 | 0.979522105778 |
107 | 0.0163938922168664 | 0.0327877844337327 | 0.983606107783134 |
108 | 0.0149252124835698 | 0.0298504249671396 | 0.98507478751643 |
109 | 0.0127397008788019 | 0.0254794017576038 | 0.987260299121198 |
110 | 0.0105051719089917 | 0.0210103438179834 | 0.989494828091008 |
111 | 0.00826461365069812 | 0.0165292273013962 | 0.991735386349302 |
112 | 0.00971527581198861 | 0.0194305516239772 | 0.990284724188011 |
113 | 0.0136348766829355 | 0.0272697533658709 | 0.986365123317064 |
114 | 0.0131765717509187 | 0.0263531435018375 | 0.986823428249081 |
115 | 0.0139943263867562 | 0.0279886527735124 | 0.986005673613244 |
116 | 0.0117348412744818 | 0.0234696825489635 | 0.988265158725518 |
117 | 0.0116259487419371 | 0.0232518974838743 | 0.988374051258063 |
118 | 0.0092211284112508 | 0.0184422568225016 | 0.990778871588749 |
119 | 0.00861133359943518 | 0.0172226671988704 | 0.991388666400565 |
120 | 0.00692821844190986 | 0.0138564368838197 | 0.99307178155809 |
121 | 0.0099963973002054 | 0.0199927946004108 | 0.990003602699795 |
122 | 0.00850808714494546 | 0.0170161742898909 | 0.991491912855055 |
123 | 0.00758308613232811 | 0.0151661722646562 | 0.992416913867672 |
124 | 0.00632385276201919 | 0.0126477055240384 | 0.993676147237981 |
125 | 0.00501305548590186 | 0.0100261109718037 | 0.994986944514098 |
126 | 0.00420040265914193 | 0.00840080531828386 | 0.995799597340858 |
127 | 0.00347047296951652 | 0.00694094593903303 | 0.996529527030483 |
128 | 0.00535824264931618 | 0.0107164852986324 | 0.994641757350684 |
129 | 0.00568698999003647 | 0.0113739799800729 | 0.994313010009964 |
130 | 0.0124270263651183 | 0.0248540527302366 | 0.987572973634882 |
131 | 0.0137815150574997 | 0.0275630301149994 | 0.9862184849425 |
132 | 0.0148180869973092 | 0.0296361739946184 | 0.985181913002691 |
133 | 0.0146417651598188 | 0.0292835303196377 | 0.985358234840181 |
134 | 0.0118716402018553 | 0.0237432804037107 | 0.988128359798145 |
135 | 0.00985584753831646 | 0.0197116950766329 | 0.990144152461684 |
136 | 0.00782947463371319 | 0.0156589492674264 | 0.992170525366287 |
137 | 0.0104367221830335 | 0.0208734443660671 | 0.989563277816966 |
138 | 0.00933575545967563 | 0.0186715109193513 | 0.990664244540324 |
139 | 0.0107308754212636 | 0.0214617508425272 | 0.989269124578736 |
140 | 0.0147995775811168 | 0.0295991551622337 | 0.985200422418883 |
141 | 0.0137372214565114 | 0.0274744429130229 | 0.986262778543489 |
142 | 0.0113687319590069 | 0.0227374639180138 | 0.988631268040993 |
143 | 0.0113900661654888 | 0.0227801323309775 | 0.988609933834511 |
144 | 0.0214370332144925 | 0.0428740664289851 | 0.978562966785507 |
145 | 0.0230377881679705 | 0.046075576335941 | 0.976962211832029 |
146 | 0.0261027635658702 | 0.0522055271317405 | 0.97389723643413 |
147 | 0.0225778636574886 | 0.0451557273149771 | 0.977422136342511 |
148 | 0.0183778009177415 | 0.036755601835483 | 0.981622199082259 |
149 | 0.0270909854029132 | 0.0541819708058263 | 0.972909014597087 |
150 | 0.0273860420776788 | 0.0547720841553576 | 0.972613957922321 |
151 | 0.0274956603850688 | 0.0549913207701375 | 0.972504339614931 |
152 | 0.0508732003313 | 0.1017464006626 | 0.9491267996687 |
153 | 0.0452335304082296 | 0.0904670608164591 | 0.95476646959177 |
154 | 0.0566435336025741 | 0.113287067205148 | 0.943356466397426 |
155 | 0.0497612812859376 | 0.0995225625718753 | 0.950238718714062 |
156 | 0.0427690427075875 | 0.0855380854151751 | 0.957230957292412 |
157 | 0.0406570504209586 | 0.0813141008419172 | 0.959342949579041 |
158 | 0.0341824770836146 | 0.0683649541672292 | 0.965817522916385 |
159 | 0.0288721702887761 | 0.0577443405775523 | 0.971127829711224 |
160 | 0.024613635248587 | 0.0492272704971741 | 0.975386364751413 |
161 | 0.020641000740124 | 0.0412820014802481 | 0.979358999259876 |
162 | 0.0181205232428172 | 0.0362410464856344 | 0.981879476757183 |
163 | 0.0167382074766193 | 0.0334764149532386 | 0.983261792523381 |
164 | 0.0134700745591791 | 0.0269401491183583 | 0.986529925440821 |
165 | 0.0167835147800129 | 0.0335670295600258 | 0.983216485219987 |
166 | 0.0166327531842506 | 0.0332655063685012 | 0.983367246815749 |
167 | 0.0170508725865719 | 0.0341017451731437 | 0.982949127413428 |
168 | 0.0171204334823331 | 0.0342408669646662 | 0.982879566517667 |
169 | 0.0140272526747093 | 0.0280545053494186 | 0.985972747325291 |
170 | 0.013326680417728 | 0.026653360835456 | 0.986673319582272 |
171 | 0.0131585678793745 | 0.026317135758749 | 0.986841432120625 |
172 | 0.0158147130002953 | 0.0316294260005906 | 0.984185286999705 |
173 | 0.0136203407545711 | 0.0272406815091421 | 0.986379659245429 |
174 | 0.0108808164097112 | 0.0217616328194223 | 0.989119183590289 |
175 | 0.00864151646422907 | 0.0172830329284581 | 0.991358483535771 |
176 | 0.00700675685431179 | 0.0140135137086236 | 0.992993243145688 |
177 | 0.00604718947833418 | 0.0120943789566684 | 0.993952810521666 |
178 | 0.00503913040171668 | 0.0100782608034334 | 0.994960869598283 |
179 | 0.00401747388770062 | 0.00803494777540123 | 0.995982526112299 |
180 | 0.00451027302554963 | 0.00902054605109927 | 0.99548972697445 |
181 | 0.00350849953057794 | 0.00701699906115588 | 0.996491500469422 |
182 | 0.0275600779864227 | 0.0551201559728453 | 0.972439922013577 |
183 | 0.0244928029101191 | 0.0489856058202383 | 0.975507197089881 |
184 | 0.0308406156426506 | 0.0616812312853011 | 0.969159384357349 |
185 | 0.025660095298866 | 0.0513201905977319 | 0.974339904701134 |
186 | 0.0209850431293728 | 0.0419700862587456 | 0.979014956870627 |
187 | 0.017700482762406 | 0.035400965524812 | 0.982299517237594 |
188 | 0.0155464338407521 | 0.0310928676815042 | 0.984453566159248 |
189 | 0.0126041268945278 | 0.0252082537890557 | 0.987395873105472 |
190 | 0.0178486766765946 | 0.0356973533531891 | 0.982151323323405 |
191 | 0.0163610462607616 | 0.0327220925215233 | 0.983638953739238 |
192 | 0.0133225813898813 | 0.0266451627797626 | 0.986677418610119 |
193 | 0.0105817942140974 | 0.0211635884281949 | 0.989418205785903 |
194 | 0.0160191438109156 | 0.0320382876218312 | 0.983980856189084 |
195 | 0.0132084138601352 | 0.0264168277202704 | 0.986791586139865 |
196 | 0.0122595458084658 | 0.0245190916169317 | 0.987740454191534 |
197 | 0.012019438682686 | 0.0240388773653719 | 0.987980561317314 |
198 | 0.0100451366970222 | 0.0200902733940443 | 0.989954863302978 |
199 | 0.00992672182556562 | 0.0198534436511312 | 0.990073278174434 |
200 | 0.0122626135299298 | 0.0245252270598596 | 0.98773738647007 |
201 | 0.0147089344703583 | 0.0294178689407165 | 0.985291065529642 |
202 | 0.0116918816805837 | 0.0233837633611673 | 0.988308118319416 |
203 | 0.0101582554304051 | 0.0203165108608101 | 0.989841744569595 |
204 | 0.00818288087808555 | 0.0163657617561711 | 0.991817119121914 |
205 | 0.00955555963254886 | 0.0191111192650977 | 0.990444440367451 |
206 | 0.00855842005821217 | 0.0171168401164243 | 0.991441579941788 |
207 | 0.0112261900818946 | 0.0224523801637892 | 0.988773809918105 |
208 | 0.0255247968361535 | 0.051049593672307 | 0.974475203163847 |
209 | 0.0208421362086131 | 0.0416842724172262 | 0.979157863791387 |
210 | 0.0326169724430504 | 0.0652339448861008 | 0.96738302755695 |
211 | 0.0274509623380589 | 0.0549019246761179 | 0.972549037661941 |
212 | 0.0252540497854457 | 0.0505080995708915 | 0.974745950214554 |
213 | 0.0270896554869254 | 0.0541793109738508 | 0.972910344513075 |
214 | 0.0217157530352977 | 0.0434315060705955 | 0.978284246964702 |
215 | 0.0185801398321027 | 0.0371602796642055 | 0.981419860167897 |
216 | 0.0154426394915636 | 0.0308852789831273 | 0.984557360508436 |
217 | 0.0145419798228546 | 0.0290839596457093 | 0.985458020177145 |
218 | 0.011382271979388 | 0.0227645439587761 | 0.988617728020612 |
219 | 0.00883245461652167 | 0.0176649092330433 | 0.991167545383478 |
220 | 0.00694592460510897 | 0.0138918492102179 | 0.993054075394891 |
221 | 0.011079604271371 | 0.022159208542742 | 0.988920395728629 |
222 | 0.00860517707816118 | 0.0172103541563224 | 0.991394822921839 |
223 | 0.00744668633657188 | 0.0148933726731438 | 0.992553313663428 |
224 | 0.00633980485973176 | 0.0126796097194635 | 0.993660195140268 |
225 | 0.00494018218708807 | 0.00988036437417614 | 0.995059817812912 |
226 | 0.00629458031798458 | 0.0125891606359692 | 0.993705419682015 |
227 | 0.0142548819922059 | 0.0285097639844119 | 0.985745118007794 |
228 | 0.0786457404813491 | 0.157291480962698 | 0.921354259518651 |
229 | 0.0710467291494875 | 0.142093458298975 | 0.928953270850513 |
230 | 0.0584234427904188 | 0.116846885580838 | 0.941576557209581 |
231 | 0.0590908447126215 | 0.118181689425243 | 0.940909155287379 |
232 | 0.242418527271744 | 0.484837054543487 | 0.757581472728256 |
233 | 0.223150129350764 | 0.446300258701529 | 0.776849870649236 |
234 | 0.203024330232496 | 0.406048660464991 | 0.796975669767504 |
235 | 0.180125768215002 | 0.360251536430005 | 0.819874231784998 |
236 | 0.15365027512011 | 0.307300550240221 | 0.84634972487989 |
237 | 0.184216521362063 | 0.368433042724126 | 0.815783478637937 |
238 | 0.236459001939109 | 0.472918003878218 | 0.763540998060891 |
239 | 0.298129055491299 | 0.596258110982598 | 0.701870944508701 |
240 | 0.258940352962524 | 0.517880705925048 | 0.741059647037476 |
241 | 0.243732362754844 | 0.487464725509688 | 0.756267637245156 |
242 | 0.278933514064243 | 0.557867028128486 | 0.721066485935757 |
243 | 0.267274511024404 | 0.534549022048809 | 0.732725488975596 |
244 | 0.242977296592656 | 0.485954593185313 | 0.757022703407344 |
245 | 0.214090076804756 | 0.428180153609512 | 0.785909923195244 |
246 | 0.183488832070475 | 0.366977664140951 | 0.816511167929525 |
247 | 0.18215975492051 | 0.36431950984102 | 0.81784024507949 |
248 | 0.278669368608705 | 0.55733873721741 | 0.721330631391295 |
249 | 0.262232421822134 | 0.524464843644269 | 0.737767578177866 |
250 | 0.222656632817524 | 0.445313265635047 | 0.777343367182476 |
251 | 0.189286491802872 | 0.378572983605743 | 0.810713508197128 |
252 | 0.212337552441341 | 0.424675104882682 | 0.787662447558659 |
253 | 0.19409584784521 | 0.38819169569042 | 0.80590415215479 |
254 | 0.258985606869741 | 0.517971213739483 | 0.741014393130259 |
255 | 0.248278849996825 | 0.49655769999365 | 0.751721150003175 |
256 | 0.500867584647251 | 0.998264830705499 | 0.499132415352749 |
257 | 0.453196418096375 | 0.906392836192751 | 0.546803581903625 |
258 | 0.461761174397253 | 0.923522348794506 | 0.538238825602747 |
259 | 0.440693714007841 | 0.881387428015682 | 0.559306285992159 |
260 | 0.463087071786501 | 0.926174143573002 | 0.536912928213499 |
261 | 0.403509463059615 | 0.807018926119231 | 0.596490536940385 |
262 | 0.354189024496567 | 0.708378048993134 | 0.645810975503433 |
263 | 0.316609907144878 | 0.633219814289757 | 0.683390092855122 |
264 | 0.259566944219752 | 0.519133888439505 | 0.740433055780248 |
265 | 0.257080674000104 | 0.514161348000208 | 0.742919325999896 |
266 | 0.368586064858861 | 0.737172129717721 | 0.631413935141139 |
267 | 0.613750884771853 | 0.772498230456294 | 0.386249115228147 |
268 | 0.552043750471304 | 0.895912499057392 | 0.447956249528696 |
269 | 0.503051090380994 | 0.993897819238012 | 0.496948909619006 |
270 | 0.513661354451781 | 0.972677291096438 | 0.486338645548219 |
271 | 0.441941819414828 | 0.883883638829656 | 0.558058180585172 |
272 | 0.418639515243928 | 0.837279030487856 | 0.581360484756072 |
273 | 0.364864530929152 | 0.729729061858304 | 0.635135469070848 |
274 | 0.288946915103503 | 0.577893830207006 | 0.711053084896497 |
275 | 0.425595101421127 | 0.851190202842254 | 0.574404898578873 |
276 | 0.376777275592881 | 0.753554551185763 | 0.623222724407119 |
277 | 0.266605613017507 | 0.533211226035014 | 0.733394386982493 |
278 | 0.17109230607347 | 0.34218461214694 | 0.82890769392653 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 6 | 0.0223048327137546 | NOK |
5% type I error level | 107 | 0.397769516728625 | NOK |
10% type I error level | 131 | 0.486988847583643 | NOK |