Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 4.02213192467067 + 2.51220871915707Pop[t] -0.0041632636006461t + 0.000172174548079445Pop_t[t] -0.0555568413104866Connected[t] + 0.142876235895839Connected_p[t] + 0.157004790836634Separate[t] -0.171050529312446Separate_p[t] + 0.561688749040414Software[t] -0.0423405001257738Software_p[t] + 0.129559018015446Happiness[t] -0.0990921264717531Happiness_p[t] + 0.0223866216094604Depression[t] -0.105904658670805Depression_p[t] -0.00941064469109043Belonging[t] + 0.0247479684327582Belonging_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) | 4.02213192467067 | 3.327578 | 1.2087 | 0.227919 | 0.11396 |
Pop | 2.51220871915707 | 4.240155 | 0.5925 | 0.554069 | 0.277034 |
t | -0.0041632636006461 | 0.006372 | -0.6534 | 0.514113 | 0.257057 |
Pop_t | 0.000172174548079445 | 0.007181 | 0.024 | 0.980891 | 0.490446 |
Connected | -0.0555568413104866 | 0.052264 | -1.063 | 0.288813 | 0.144406 |
Connected_p | 0.142876235895839 | 0.07003 | 2.0402 | 0.042388 | 0.021194 |
Separate | 0.157004790836634 | 0.059798 | 2.6256 | 0.009187 | 0.004594 |
Separate_p | -0.171050529312446 | 0.074474 | -2.2968 | 0.022465 | 0.011232 |
Software | 0.561688749040414 | 0.082232 | 6.8306 | 0 | 0 |
Software_p | -0.0423405001257738 | 0.109405 | -0.387 | 0.699084 | 0.349542 |
Happiness | 0.129559018015446 | 0.089382 | 1.4495 | 0.148462 | 0.074231 |
Happiness_p | -0.0990921264717531 | 0.117868 | -0.8407 | 0.401322 | 0.200661 |
Depression | 0.0223866216094604 | 0.062207 | 0.3599 | 0.719247 | 0.359624 |
Depression_p | -0.105904658670805 | 0.084312 | -1.2561 | 0.210258 | 0.105129 |
Belonging | -0.00941064469109043 | 0.019054 | -0.4939 | 0.621816 | 0.310908 |
Belonging_p | 0.0247479684327582 | 0.024621 | 1.0052 | 0.315801 | 0.1579 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.683693459674527 |
R-squared | 0.467436746801724 |
Adjusted R-squared | 0.435225259713119 |
F-TEST (value) | 14.5114922982577 |
F-TEST (DF numerator) | 15 |
F-TEST (DF denominator) | 248 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.84570008019649 |
Sum Squared Residuals | 844.838978937261 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.0460838528529 | -3.04608385285288 |
2 | 16 | 16.0978854720564 | -0.0978854720563963 |
3 | 19 | 16.6187187563686 | 2.38128124363138 |
4 | 15 | 12.2688445880293 | 2.73115541197067 |
5 | 14 | 15.6143076175297 | -1.61430761752974 |
6 | 13 | 15.0952278482479 | -2.09522784824792 |
7 | 19 | 15.1106383280845 | 3.88936167191549 |
8 | 15 | 16.9713242202552 | -1.97132422025521 |
9 | 14 | 16.1392821471749 | -2.13928214717492 |
10 | 15 | 14.4025490268356 | 0.597450973164355 |
11 | 16 | 15.4610456161102 | 0.53895438388982 |
12 | 16 | 16.1235117839571 | -0.123511783957133 |
13 | 16 | 15.6206706709185 | 0.37932932908151 |
14 | 16 | 15.2094476897910 | 0.790552310208976 |
15 | 17 | 17.6741165821685 | -0.674116582168514 |
16 | 15 | 15.1802222027614 | -0.180222202761411 |
17 | 15 | 14.7615924363051 | 0.238407563694865 |
18 | 20 | 16.4280021978545 | 3.57199780214553 |
19 | 18 | 15.6160038471029 | 2.38399615289714 |
20 | 16 | 15.307418081434 | 0.692581918565983 |
21 | 16 | 15.2613158314681 | 0.7386841685319 |
22 | 16 | 15.1590203135979 | 0.840979686402122 |
23 | 19 | 16.3183266771825 | 2.68167332281749 |
24 | 16 | 14.8896593529274 | 1.11034064707260 |
25 | 17 | 16.5409837524434 | 0.459016247556603 |
26 | 17 | 17.0622567007993 | -0.0622567007993099 |
27 | 16 | 15.0063695483651 | 0.99363045163488 |
28 | 15 | 16.287354596739 | -1.28735459673899 |
29 | 16 | 15.5528708060404 | 0.447129193959557 |
30 | 14 | 14.3904425234722 | -0.390442523472174 |
31 | 15 | 15.8770730400500 | -0.87707304004998 |
32 | 12 | 12.4410863242391 | -0.441086324239124 |
33 | 14 | 15.1632236724350 | -1.16322367243502 |
34 | 16 | 15.9066298550938 | 0.0933701449062471 |
35 | 14 | 15.6500827322888 | -1.65008273228881 |
36 | 10 | 13.265086391234 | -3.26508639123401 |
37 | 10 | 12.7277418177310 | -2.72774181773096 |
38 | 14 | 15.8385839962544 | -1.83858399625441 |
39 | 16 | 14.5174086001451 | 1.48259139985486 |
40 | 16 | 14.7800135692866 | 1.21998643071338 |
41 | 16 | 15.1858454467376 | 0.814154553262365 |
42 | 14 | 15.5727609632611 | -1.57276096326112 |
43 | 20 | 17.6691623615627 | 2.33083763843726 |
44 | 14 | 14.1387756696789 | -0.138775669678926 |
45 | 14 | 15.0696607461849 | -1.06966074618494 |
46 | 11 | 15.6144856270065 | -4.61448562700649 |
47 | 14 | 16.5709069707458 | -2.57090697074581 |
48 | 15 | 15.1481882666103 | -0.148188266610254 |
49 | 16 | 15.0614967185108 | 0.938503281489162 |
50 | 14 | 16.0633090042108 | -2.06330900421076 |
51 | 16 | 16.6187303550879 | -0.618730355087908 |
52 | 14 | 14.1780196281422 | -0.178019628142175 |
53 | 12 | 14.6837657036483 | -2.68376570364832 |
54 | 16 | 15.6527346763494 | 0.347265323650556 |
55 | 9 | 11.6694846725896 | -2.66948467258963 |
56 | 14 | 12.5777743435091 | 1.42222565649092 |
57 | 16 | 16.0036265752432 | -0.00362657524324481 |
58 | 16 | 15.3226855308472 | 0.677314469152835 |
59 | 15 | 15.3869151033687 | -0.386915103368735 |
60 | 16 | 14.2534262966507 | 1.74657370334928 |
61 | 12 | 11.5388756636925 | 0.4611243363075 |
62 | 16 | 15.9344810690503 | 0.0655189309496733 |
63 | 16 | 16.5909413491474 | -0.590941349147435 |
64 | 14 | 14.2618668653366 | -0.261866865336586 |
65 | 16 | 15.2400247389463 | 0.759975261053662 |
66 | 17 | 16.1718988962265 | 0.828101103773525 |
67 | 18 | 16.1173030644178 | 1.88269693558220 |
68 | 18 | 14.6991351119578 | 3.30086488804221 |
69 | 12 | 15.6722816230555 | -3.67228162305553 |
70 | 16 | 15.3696560764777 | 0.630343923522344 |
71 | 10 | 13.5866524120327 | -3.58665241203271 |
72 | 14 | 14.195891330998 | -0.195891330997995 |
73 | 18 | 16.5485343575736 | 1.45146564242638 |
74 | 18 | 16.9322355961949 | 1.06776440380514 |
75 | 16 | 15.8225188056093 | 0.177481194390746 |
76 | 17 | 13.8949822443110 | 3.10501775568903 |
77 | 16 | 16.1954946350854 | -0.195494635085433 |
78 | 16 | 14.5038462571406 | 1.49615374285942 |
79 | 13 | 15.0129915707566 | -2.01299157075665 |
80 | 16 | 15.7714379059751 | 0.228562094024866 |
81 | 16 | 15.5690883948052 | 0.430911605194758 |
82 | 16 | 15.7700278406369 | 0.229972159363086 |
83 | 15 | 15.8074459225013 | -0.807445922501296 |
84 | 15 | 14.7876596578462 | 0.212340342153845 |
85 | 16 | 14.3564786199950 | 1.64352138000496 |
86 | 14 | 14.1571625912085 | -0.157162591208454 |
87 | 16 | 15.3058751714197 | 0.69412482858025 |
88 | 16 | 14.4696171221247 | 1.53038287787534 |
89 | 15 | 14.2788274441128 | 0.7211725558872 |
90 | 12 | 13.6023588239322 | -1.60235882393221 |
91 | 17 | 16.6269243638083 | 0.373075636191658 |
92 | 16 | 15.4318857904126 | 0.568114209587371 |
93 | 15 | 15.2277147708315 | -0.227714770831518 |
94 | 13 | 15.0813275746976 | -2.0813275746976 |
95 | 16 | 15.0442372330375 | 0.955762766962496 |
96 | 16 | 15.7295295273941 | 0.270470472605877 |
97 | 16 | 14.1462494894847 | 1.85375051051534 |
98 | 16 | 15.9702173667754 | 0.0297826332246363 |
99 | 14 | 14.4087389652808 | -0.408738965280751 |
100 | 16 | 17.0669910224862 | -1.06699102248624 |
101 | 16 | 14.7322268792687 | 1.26777312073132 |
102 | 20 | 17.3302055136579 | 2.66979448634214 |
103 | 15 | 14.6657299251388 | 0.334270074861174 |
104 | 16 | 14.4982176969474 | 1.50178230305259 |
105 | 13 | 15.1210647666331 | -2.12106476663310 |
106 | 17 | 15.9044088002123 | 1.09559119978766 |
107 | 16 | 15.5814492454538 | 0.418550754546173 |
108 | 16 | 14.3481449641976 | 1.65185503580237 |
109 | 12 | 11.9053155487678 | 0.094684451232151 |
110 | 16 | 15.0609499367424 | 0.93905006325765 |
111 | 16 | 15.8229243141858 | 0.177075685814236 |
112 | 17 | 14.8455704288842 | 2.15442957111575 |
113 | 13 | 13.8834738038531 | -0.883473803853104 |
114 | 12 | 14.7379256798790 | -2.73792567987903 |
115 | 18 | 16.5795463429740 | 1.42045365702602 |
116 | 14 | 15.2281114767074 | -1.22811147670738 |
117 | 14 | 12.99760178337 | 1.00239821663001 |
118 | 13 | 14.8993115345838 | -1.89931153458377 |
119 | 16 | 15.6581955051037 | 0.341804494896255 |
120 | 13 | 14.0711360179465 | -1.07113601794654 |
121 | 16 | 15.5535329647761 | 0.44646703522391 |
122 | 13 | 15.953286738566 | -2.95328673856601 |
123 | 16 | 16.9658873937755 | -0.965887393775536 |
124 | 15 | 16.1569827481446 | -1.15698274814463 |
125 | 16 | 16.7580898664056 | -0.758089866405574 |
126 | 15 | 15.4110906664556 | -0.411090666455589 |
127 | 17 | 15.8522913759244 | 1.14770862407563 |
128 | 15 | 13.9760046762488 | 1.02399532375120 |
129 | 12 | 14.8005465356512 | -2.80054653565118 |
130 | 16 | 14.1060139812216 | 1.89398601877845 |
131 | 10 | 13.3359227827828 | -3.33592278278282 |
132 | 16 | 13.9381832706654 | 2.06181672933455 |
133 | 12 | 13.8537668978712 | -1.85376689787117 |
134 | 14 | 15.5185421206393 | -1.51854212063931 |
135 | 15 | 15.2365070835216 | -0.236507083521641 |
136 | 13 | 12.0440600114522 | 0.955939988547835 |
137 | 15 | 14.4011861094136 | 0.598813890586377 |
138 | 11 | 13.1320965306762 | -2.13209653067623 |
139 | 12 | 13.2328826440951 | -1.23288264409513 |
140 | 11 | 13.3171512856996 | -2.31715128569959 |
141 | 16 | 12.8930870818786 | 3.10691291812139 |
142 | 15 | 13.3481826926909 | 1.65181730730911 |
143 | 17 | 16.6251495125964 | 0.37485048740358 |
144 | 16 | 14.6920646620491 | 1.30793533795092 |
145 | 10 | 14.1015702832193 | -4.10157028321931 |
146 | 18 | 15.7690449902574 | 2.23095500974265 |
147 | 13 | 14.9873219097028 | -1.98732190970275 |
148 | 16 | 15.1318447564792 | 0.868155243520766 |
149 | 13 | 13.0275017473578 | -0.0275017473578213 |
150 | 10 | 13.1303945600366 | -3.13039456003662 |
151 | 15 | 16.0188472173771 | -1.01884721737712 |
152 | 16 | 13.8617086186959 | 2.13829138130414 |
153 | 16 | 12.0158620853918 | 3.98413791460823 |
154 | 14 | 12.6607154650181 | 1.33928453498189 |
155 | 10 | 12.6056861353773 | -2.60568613537734 |
156 | 17 | 16.3675035753915 | 0.63249642460849 |
157 | 13 | 11.6139167601168 | 1.38608323988323 |
158 | 15 | 13.8562720046718 | 1.1437279953282 |
159 | 16 | 15.0647264580226 | 0.935273541977356 |
160 | 12 | 12.4616481771048 | -0.461648177104788 |
161 | 13 | 12.6278304637159 | 0.372169536284084 |
162 | 13 | 12.758427107309 | 0.241572892691002 |
163 | 12 | 11.5618691659864 | 0.438130834013596 |
164 | 17 | 16.0220011643078 | 0.977998835692165 |
165 | 15 | 14.2073181104066 | 0.792681889593414 |
166 | 10 | 12.6331863748027 | -2.63318637480265 |
167 | 14 | 14.3683314267263 | -0.368331426726333 |
168 | 11 | 13.7153437366674 | -2.71534373666737 |
169 | 13 | 14.8885990551029 | -1.88859905510292 |
170 | 16 | 15.2457979352778 | 0.754202064722216 |
171 | 12 | 10.2854991539590 | 1.71450084604098 |
172 | 16 | 15.5194638774246 | 0.480536122575433 |
173 | 12 | 12.8367523332627 | -0.836752333262726 |
174 | 9 | 11.0531284391401 | -2.05312843914015 |
175 | 12 | 14.1163175907024 | -2.11631759070238 |
176 | 15 | 14.3370390705290 | 0.662960929471016 |
177 | 12 | 11.7885924976967 | 0.211407502303261 |
178 | 12 | 12.6880411523742 | -0.688041152374181 |
179 | 14 | 13.7049789759084 | 0.295021024091621 |
180 | 12 | 13.0681347026367 | -1.06813470263669 |
181 | 16 | 15.2128766609814 | 0.787123339018608 |
182 | 11 | 10.6554383572104 | 0.344561642789593 |
183 | 19 | 17.1463892904118 | 1.85361070958823 |
184 | 15 | 14.1941906406341 | 0.805809359365865 |
185 | 8 | 14.6477265300753 | -6.64772653007528 |
186 | 16 | 15.2567874798764 | 0.743212520123645 |
187 | 17 | 14.1911457196704 | 2.80885428032959 |
188 | 12 | 11.2649899572791 | 0.735010042720903 |
189 | 11 | 11.4971440575779 | -0.497144057577914 |
190 | 11 | 11.2351280597453 | -0.235128059745261 |
191 | 14 | 15.2001378944469 | -1.20013789444691 |
192 | 16 | 15.4639760819775 | 0.536023918022513 |
193 | 12 | 9.9368775832289 | 2.06312241677111 |
194 | 16 | 14.4575980137519 | 1.54240198624806 |
195 | 13 | 13.6527489527911 | -0.652748952791132 |
196 | 15 | 15.0215787178556 | -0.0215787178556023 |
197 | 16 | 12.7311147802860 | 3.26888521971396 |
198 | 16 | 15.2447717061704 | 0.75522829382964 |
199 | 14 | 12.4749815277244 | 1.52501847227564 |
200 | 16 | 14.7600932996358 | 1.23990670036416 |
201 | 16 | 13.8662886610248 | 2.13371133897524 |
202 | 14 | 13.7375099472516 | 0.262490052748416 |
203 | 11 | 12.9533618586172 | -1.95336185861718 |
204 | 12 | 14.5378169642539 | -2.53781696425391 |
205 | 15 | 12.6790316942382 | 2.32096830576176 |
206 | 15 | 14.6443393719584 | 0.355660628041642 |
207 | 16 | 14.4861613266570 | 1.51383867334304 |
208 | 16 | 15.5235111969253 | 0.47648880307465 |
209 | 11 | 13.2889439413281 | -2.28894394132806 |
210 | 15 | 13.6080491455005 | 1.39195085449946 |
211 | 12 | 14.1204962557417 | -2.12049625574171 |
212 | 12 | 16.0388683048002 | -4.03886830480018 |
213 | 15 | 14.6686832368861 | 0.331316763113950 |
214 | 15 | 11.8253269043947 | 3.17467309560533 |
215 | 16 | 14.5931820436595 | 1.40681795634047 |
216 | 14 | 12.7320021377912 | 1.26799786220875 |
217 | 17 | 14.6079232240351 | 2.39207677596492 |
218 | 14 | 13.2042562296398 | 0.79574377036023 |
219 | 13 | 12.0539370739323 | 0.946062926067694 |
220 | 15 | 15.4547445845594 | -0.454744584559391 |
221 | 13 | 14.0575639701153 | -1.05756397011527 |
222 | 14 | 14.0515537515291 | -0.0515537515290932 |
223 | 15 | 14.0233630034945 | 0.97663699650547 |
224 | 12 | 12.9139492925952 | -0.913949292595166 |
225 | 13 | 13.1823819391275 | -0.182381939127515 |
226 | 8 | 11.8885006117870 | -3.88850061178705 |
227 | 14 | 14.1955491705540 | -0.195549170553975 |
228 | 14 | 12.8633707502467 | 1.13662924975327 |
229 | 11 | 12.3464306860680 | -1.34643068606797 |
230 | 12 | 12.7834452633280 | -0.783445263327967 |
231 | 13 | 10.6660715861687 | 2.3339284138313 |
232 | 10 | 13.6996524618582 | -3.69965246185824 |
233 | 16 | 11.5816154391062 | 4.41838456089384 |
234 | 18 | 15.2021717163673 | 2.79782828363267 |
235 | 13 | 13.3927306361125 | -0.392730636112459 |
236 | 11 | 12.6034082064065 | -1.60340820640646 |
237 | 4 | 10.2801833291943 | -6.28018332919432 |
238 | 13 | 13.5153843221827 | -0.515384322182697 |
239 | 16 | 13.8876536306327 | 2.11234636936726 |
240 | 10 | 10.6255327401344 | -0.625532740134409 |
241 | 12 | 11.9868516800914 | 0.0131483199086112 |
242 | 12 | 13.7069303922495 | -1.70693039224951 |
243 | 10 | 8.90314447342048 | 1.09685552657952 |
244 | 13 | 10.9048883644221 | 2.09511163557788 |
245 | 15 | 12.9156903284589 | 2.08430967154114 |
246 | 12 | 12.5990454991870 | -0.599045499186962 |
247 | 14 | 13.1464960333700 | 0.853503966630049 |
248 | 10 | 12.9835984954948 | -2.98359849549476 |
249 | 12 | 10.9368364127457 | 1.06316358725425 |
250 | 12 | 11.4240469083942 | 0.57595309160577 |
251 | 11 | 12.1229276563996 | -1.12292765639964 |
252 | 10 | 11.4263977997735 | -1.42639779977352 |
253 | 12 | 10.9394396280551 | 1.06056037194486 |
254 | 16 | 12.5083661523618 | 3.49163384763824 |
255 | 12 | 12.9982991105830 | -0.99829911058297 |
256 | 14 | 13.6871325214264 | 0.312867478573634 |
257 | 16 | 14.4874778469839 | 1.51252215301612 |
258 | 14 | 11.7289415144362 | 2.27105848556385 |
259 | 13 | 14.0536540515759 | -1.05365405157594 |
260 | 4 | 8.08400355852552 | -4.08400355852552 |
261 | 15 | 13.8043898253624 | 1.19561017463758 |
262 | 11 | 15.3209721875729 | -4.32097218757294 |
263 | 11 | 11.1048724893516 | -0.104872489351615 |
264 | 14 | 12.7961332780032 | 1.20386672199677 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
19 | 0.99834241093483 | 0.00331517813033992 | 0.00165758906516996 |
20 | 0.995906117462993 | 0.00818776507401351 | 0.00409388253700675 |
21 | 0.990826282065173 | 0.0183474358696531 | 0.00917371793482656 |
22 | 0.98492508770394 | 0.0301498245921189 | 0.0150749122960595 |
23 | 0.977370010363987 | 0.0452599792720258 | 0.0226299896360129 |
24 | 0.968584787741185 | 0.0628304245176307 | 0.0314152122588153 |
25 | 0.95049422143068 | 0.0990115571386415 | 0.0495057785693208 |
26 | 0.930080053838236 | 0.139839892323528 | 0.0699199461617642 |
27 | 0.901301656325489 | 0.197396687349023 | 0.0986983436745114 |
28 | 0.912931732035046 | 0.174136535929909 | 0.0870682679649545 |
29 | 0.880683701505507 | 0.238632596988985 | 0.119316298494493 |
30 | 0.877212884686702 | 0.245574230626595 | 0.122787115313298 |
31 | 0.843656349020963 | 0.312687301958074 | 0.156343650979037 |
32 | 0.832330458063174 | 0.335339083873652 | 0.167669541936826 |
33 | 0.812231119340063 | 0.375537761319873 | 0.187768880659937 |
34 | 0.762488577442033 | 0.475022845115933 | 0.237511422557967 |
35 | 0.744420190177096 | 0.511159619645807 | 0.255579809822904 |
36 | 0.813288143244134 | 0.373423713511732 | 0.186711856755866 |
37 | 0.853115244027231 | 0.293769511945537 | 0.146884755972769 |
38 | 0.834344304551198 | 0.331311390897603 | 0.165655695448801 |
39 | 0.856005333760673 | 0.287989332478654 | 0.143994666239327 |
40 | 0.839466318647917 | 0.321067362704166 | 0.160533681352083 |
41 | 0.81114890516292 | 0.37770218967416 | 0.18885109483708 |
42 | 0.784908337256712 | 0.430183325486576 | 0.215091662743288 |
43 | 0.791269150689059 | 0.417461698621883 | 0.208730849310941 |
44 | 0.751193118881267 | 0.497613762237466 | 0.248806881118733 |
45 | 0.714645531181693 | 0.570708937636615 | 0.285354468818307 |
46 | 0.866035019490009 | 0.267929961019983 | 0.133964980509991 |
47 | 0.871818655186592 | 0.256362689626816 | 0.128181344813408 |
48 | 0.847774180009191 | 0.304451639981617 | 0.152225819990809 |
49 | 0.838064578707546 | 0.323870842584909 | 0.161935421292454 |
50 | 0.821797487932715 | 0.356405024134569 | 0.178202512067285 |
51 | 0.787607199305178 | 0.424785601389645 | 0.212392800694822 |
52 | 0.75330894866206 | 0.493382102675879 | 0.246691051337939 |
53 | 0.752081272011160 | 0.495837455977679 | 0.247918727988840 |
54 | 0.724345685967262 | 0.551308628065477 | 0.275654314032738 |
55 | 0.72988142289999 | 0.540237154200021 | 0.270118577100010 |
56 | 0.73714461196657 | 0.525710776066861 | 0.262855388033431 |
57 | 0.699266131063389 | 0.601467737873222 | 0.300733868936611 |
58 | 0.682461628147072 | 0.635076743705856 | 0.317538371852928 |
59 | 0.643453297771849 | 0.713093404456302 | 0.356546702228151 |
60 | 0.664082556873777 | 0.671834886252447 | 0.335917443126223 |
61 | 0.634917726962519 | 0.730164546074963 | 0.365082273037481 |
62 | 0.595636192086638 | 0.808727615826724 | 0.404363807913362 |
63 | 0.555721993483095 | 0.88855601303381 | 0.444278006516905 |
64 | 0.510392917347121 | 0.979214165305757 | 0.489607082652879 |
65 | 0.475841561544737 | 0.951683123089475 | 0.524158438455263 |
66 | 0.457616585657375 | 0.91523317131475 | 0.542383414342625 |
67 | 0.460321356256553 | 0.920642712513107 | 0.539678643743447 |
68 | 0.582781918395871 | 0.834436163208257 | 0.417218081604129 |
69 | 0.684565287143078 | 0.630869425713845 | 0.315434712856922 |
70 | 0.653138503969574 | 0.693722992060852 | 0.346861496030426 |
71 | 0.726477721917601 | 0.547044556164797 | 0.273522278082399 |
72 | 0.690325454942764 | 0.619349090114472 | 0.309674545057236 |
73 | 0.684313635514901 | 0.631372728970198 | 0.315686364485099 |
74 | 0.663290392654087 | 0.673419214691827 | 0.336709607345914 |
75 | 0.624681729167359 | 0.750636541665281 | 0.375318270832641 |
76 | 0.681478995429304 | 0.637042009141391 | 0.318521004570696 |
77 | 0.643364684096835 | 0.71327063180633 | 0.356635315903165 |
78 | 0.621899098945927 | 0.756201802108146 | 0.378100901054073 |
79 | 0.626463793264192 | 0.747072413471616 | 0.373536206735808 |
80 | 0.586556325421881 | 0.826887349156237 | 0.413443674578119 |
81 | 0.550754761816191 | 0.898490476367619 | 0.449245238183809 |
82 | 0.51316959820847 | 0.97366080358306 | 0.48683040179153 |
83 | 0.480834321515976 | 0.961668643031952 | 0.519165678484024 |
84 | 0.442012844470172 | 0.884025688940344 | 0.557987155529828 |
85 | 0.430425397720152 | 0.860850795440305 | 0.569574602279848 |
86 | 0.391470277525744 | 0.782940555051489 | 0.608529722474256 |
87 | 0.357646116924777 | 0.715292233849553 | 0.642353883075223 |
88 | 0.339886649257136 | 0.679773298514272 | 0.660113350742864 |
89 | 0.307332046176803 | 0.614664092353606 | 0.692667953823197 |
90 | 0.294578909078636 | 0.589157818157272 | 0.705421090921364 |
91 | 0.263240262740978 | 0.526480525481956 | 0.736759737259022 |
92 | 0.23597429392613 | 0.47194858785226 | 0.76402570607387 |
93 | 0.208768275507395 | 0.417536551014791 | 0.791231724492604 |
94 | 0.218197058168415 | 0.436394116336831 | 0.781802941831585 |
95 | 0.197603918939366 | 0.395207837878732 | 0.802396081060634 |
96 | 0.171976484261229 | 0.343952968522459 | 0.828023515738771 |
97 | 0.170697824463509 | 0.341395648927019 | 0.82930217553649 |
98 | 0.146897344180301 | 0.293794688360602 | 0.853102655819699 |
99 | 0.127308325102847 | 0.254616650205693 | 0.872691674897153 |
100 | 0.114909435547071 | 0.229818871094142 | 0.885090564452929 |
101 | 0.103514727279103 | 0.207029454558206 | 0.896485272720897 |
102 | 0.122156313391888 | 0.244312626783775 | 0.877843686608112 |
103 | 0.10374244369126 | 0.20748488738252 | 0.89625755630874 |
104 | 0.0981479885136134 | 0.196295977027227 | 0.901852011486387 |
105 | 0.111871343524149 | 0.223742687048297 | 0.888128656475851 |
106 | 0.100214763723448 | 0.200429527446896 | 0.899785236276552 |
107 | 0.0876906513353281 | 0.175381302670656 | 0.912309348664672 |
108 | 0.0843840951136173 | 0.168768190227235 | 0.915615904886383 |
109 | 0.0770797105229279 | 0.154159421045856 | 0.922920289477072 |
110 | 0.0683190547364733 | 0.136638109472947 | 0.931680945263527 |
111 | 0.0581785809991684 | 0.116357161998337 | 0.941821419000832 |
112 | 0.0667847259085835 | 0.133569451817167 | 0.933215274091416 |
113 | 0.0574081567541797 | 0.114816313508359 | 0.94259184324582 |
114 | 0.0691680949402274 | 0.138336189880455 | 0.930831905059773 |
115 | 0.0669146542744662 | 0.133829308548932 | 0.933085345725534 |
116 | 0.0591111191038103 | 0.118222238207621 | 0.94088888089619 |
117 | 0.0545895058597479 | 0.109179011719496 | 0.945410494140252 |
118 | 0.0534005612170473 | 0.106801122434095 | 0.946599438782953 |
119 | 0.0518845574637991 | 0.103769114927598 | 0.94811544253620 |
120 | 0.0443377002697428 | 0.0886754005394856 | 0.955662299730257 |
121 | 0.0384679182011806 | 0.0769358364023612 | 0.96153208179882 |
122 | 0.0462813555623229 | 0.0925627111246458 | 0.953718644437677 |
123 | 0.0389256393686883 | 0.0778512787373766 | 0.961074360631312 |
124 | 0.0334891430200993 | 0.0669782860401986 | 0.9665108569799 |
125 | 0.0277446614031469 | 0.0554893228062939 | 0.972255338596853 |
126 | 0.0222956117433750 | 0.0445912234867501 | 0.977704388256625 |
127 | 0.0216849028989385 | 0.043369805797877 | 0.978315097101061 |
128 | 0.020150869704336 | 0.040301739408672 | 0.979849130295664 |
129 | 0.0234295980753817 | 0.0468591961507634 | 0.976570401924618 |
130 | 0.0251054858535325 | 0.0502109717070651 | 0.974894514146467 |
131 | 0.0341493871030375 | 0.068298774206075 | 0.965850612896963 |
132 | 0.0455277194627164 | 0.0910554389254327 | 0.954472280537284 |
133 | 0.0455418666578363 | 0.0910837333156726 | 0.954458133342164 |
134 | 0.0401102137148472 | 0.0802204274296944 | 0.959889786285153 |
135 | 0.0333855393462408 | 0.0667710786924817 | 0.96661446065376 |
136 | 0.0291114393918266 | 0.0582228787836533 | 0.970888560608173 |
137 | 0.0255955956612405 | 0.0511911913224809 | 0.97440440433876 |
138 | 0.0278357397364547 | 0.0556714794729095 | 0.972164260263545 |
139 | 0.0239276578752564 | 0.0478553157505128 | 0.976072342124744 |
140 | 0.0318433037693275 | 0.063686607538655 | 0.968156696230672 |
141 | 0.0406557182287055 | 0.081311436457411 | 0.959344281771294 |
142 | 0.0388354923595065 | 0.077670984719013 | 0.961164507640494 |
143 | 0.0319513006387692 | 0.0639026012775384 | 0.96804869936123 |
144 | 0.0282667239515801 | 0.0565334479031603 | 0.97173327604842 |
145 | 0.0455787472975182 | 0.0911574945950365 | 0.954421252702482 |
146 | 0.0550820014967763 | 0.110164002993553 | 0.944917998503224 |
147 | 0.0683606260914252 | 0.136721252182850 | 0.931639373908575 |
148 | 0.0587190839758381 | 0.117438167951676 | 0.941280916024162 |
149 | 0.0493224508732785 | 0.098644901746557 | 0.950677549126721 |
150 | 0.0659503884737671 | 0.131900776947534 | 0.934049611526233 |
151 | 0.059283560215928 | 0.118567120431856 | 0.940716439784072 |
152 | 0.0607344049057932 | 0.121468809811586 | 0.939265595094207 |
153 | 0.0799299081102171 | 0.159859816220434 | 0.920070091889783 |
154 | 0.0697281116955275 | 0.139456223391055 | 0.930271888304472 |
155 | 0.0678997073161246 | 0.135799414632249 | 0.932100292683876 |
156 | 0.0569817198556713 | 0.113963439711343 | 0.943018280144329 |
157 | 0.0496549996959816 | 0.0993099993919631 | 0.950345000304018 |
158 | 0.0421839837097681 | 0.0843679674195362 | 0.957816016290232 |
159 | 0.0351699360270696 | 0.0703398720541392 | 0.96483006397293 |
160 | 0.0285842316182833 | 0.0571684632365667 | 0.971415768381717 |
161 | 0.0230056238209914 | 0.0460112476419827 | 0.976994376179009 |
162 | 0.0183327574581669 | 0.0366655149163337 | 0.981667242541833 |
163 | 0.0145715584894348 | 0.0291431169788695 | 0.985428441510565 |
164 | 0.0119419208509564 | 0.0238838417019128 | 0.988058079149044 |
165 | 0.00953073827212769 | 0.0190614765442554 | 0.990469261727872 |
166 | 0.0096510503780353 | 0.0193021007560706 | 0.990348949621965 |
167 | 0.00748160713849913 | 0.0149632142769983 | 0.9925183928615 |
168 | 0.00802810469021971 | 0.0160562093804394 | 0.99197189530978 |
169 | 0.00734008202786676 | 0.0146801640557335 | 0.992659917972133 |
170 | 0.00595684872789378 | 0.0119136974557876 | 0.994043151272106 |
171 | 0.0069794869736321 | 0.0139589739472642 | 0.993020513026368 |
172 | 0.00540801289873961 | 0.0108160257974792 | 0.99459198710126 |
173 | 0.00428839569225054 | 0.00857679138450108 | 0.99571160430775 |
174 | 0.00423645009044189 | 0.00847290018088378 | 0.995763549909558 |
175 | 0.00423120916071324 | 0.00846241832142649 | 0.995768790839287 |
176 | 0.00350217595153321 | 0.00700435190306642 | 0.996497824048467 |
177 | 0.00261941166355781 | 0.00523882332711562 | 0.997380588336442 |
178 | 0.00210580888372611 | 0.00421161776745223 | 0.997894191116274 |
179 | 0.00161645289068699 | 0.00323290578137398 | 0.998383547109313 |
180 | 0.00139131934826093 | 0.00278263869652187 | 0.99860868065174 |
181 | 0.00109417617304523 | 0.00218835234609045 | 0.998905823826955 |
182 | 0.00079350673461183 | 0.00158701346922366 | 0.999206493265388 |
183 | 0.000784705473104898 | 0.00156941094620980 | 0.999215294526895 |
184 | 0.000579880710362925 | 0.00115976142072585 | 0.999420119289637 |
185 | 0.0168208641147167 | 0.0336417282294333 | 0.983179135885283 |
186 | 0.0143774382629083 | 0.0287548765258167 | 0.985622561737092 |
187 | 0.0169893865571045 | 0.033978773114209 | 0.983010613442896 |
188 | 0.0133777597333179 | 0.0267555194666358 | 0.986622240266682 |
189 | 0.0113163515161692 | 0.0226327030323384 | 0.988683648483831 |
190 | 0.0089645667615536 | 0.0179291335231072 | 0.991035433238446 |
191 | 0.00790479664502843 | 0.0158095932900569 | 0.992095203354972 |
192 | 0.00610213021328663 | 0.0122042604265733 | 0.993897869786713 |
193 | 0.00560855236725519 | 0.0112171047345104 | 0.994391447632745 |
194 | 0.00487378805682467 | 0.00974757611364933 | 0.995126211943175 |
195 | 0.00396489668982119 | 0.00792979337964238 | 0.996035103310179 |
196 | 0.00289780420419276 | 0.00579560840838552 | 0.997102195795807 |
197 | 0.00397174245770295 | 0.0079434849154059 | 0.996028257542297 |
198 | 0.00289820385376586 | 0.00579640770753172 | 0.997101796146234 |
199 | 0.00244658860185050 | 0.00489317720370101 | 0.99755341139815 |
200 | 0.00205378438038495 | 0.0041075687607699 | 0.997946215619615 |
201 | 0.00181149204614896 | 0.00362298409229793 | 0.998188507953851 |
202 | 0.00138944110369550 | 0.00277888220739100 | 0.998610558896305 |
203 | 0.00166339588969005 | 0.0033267917793801 | 0.99833660411031 |
204 | 0.00264581159064535 | 0.00529162318129071 | 0.997354188409355 |
205 | 0.00264013650507318 | 0.00528027301014635 | 0.997359863494927 |
206 | 0.00188058387268839 | 0.00376116774537678 | 0.998119416127312 |
207 | 0.00152157636537522 | 0.00304315273075044 | 0.998478423634625 |
208 | 0.00107857181716886 | 0.00215714363433771 | 0.99892142818283 |
209 | 0.00137886143694696 | 0.00275772287389392 | 0.998621138563053 |
210 | 0.00103622428384547 | 0.00207244856769093 | 0.998963775716154 |
211 | 0.00132384287287791 | 0.00264768574575583 | 0.998676157127122 |
212 | 0.00403249752394384 | 0.00806499504788768 | 0.995967502476056 |
213 | 0.00280390683500941 | 0.00560781367001883 | 0.99719609316499 |
214 | 0.00370430424015292 | 0.00740860848030584 | 0.996295695759847 |
215 | 0.00282967053901728 | 0.00565934107803455 | 0.997170329460983 |
216 | 0.00203020200574760 | 0.00406040401149521 | 0.997969797994252 |
217 | 0.00216560328630249 | 0.00433120657260497 | 0.997834396713698 |
218 | 0.00167963705990034 | 0.00335927411980069 | 0.9983203629401 |
219 | 0.00146345920615223 | 0.00292691841230446 | 0.998536540793848 |
220 | 0.00100758808543030 | 0.00201517617086061 | 0.99899241191457 |
221 | 0.000737995161715359 | 0.00147599032343072 | 0.999262004838285 |
222 | 0.000474872377526669 | 0.000949744755053339 | 0.999525127622473 |
223 | 0.000323486909106699 | 0.000646973818213399 | 0.999676513090893 |
224 | 0.000218725612292467 | 0.000437451224584934 | 0.999781274387707 |
225 | 0.000132904327453955 | 0.000265808654907911 | 0.999867095672546 |
226 | 0.000345001316703971 | 0.000690002633407943 | 0.999654998683296 |
227 | 0.000240104335768227 | 0.000480208671536454 | 0.999759895664232 |
228 | 0.000149924611790221 | 0.000299849223580443 | 0.99985007538821 |
229 | 9.76700348352581e-05 | 0.000195340069670516 | 0.999902329965165 |
230 | 5.84420960566556e-05 | 0.000116884192113311 | 0.999941557903943 |
231 | 6.14139037689193e-05 | 0.000122827807537839 | 0.999938586096231 |
232 | 0.000281736732812232 | 0.000563473465624465 | 0.999718263267188 |
233 | 0.00140086117832112 | 0.00280172235664225 | 0.99859913882168 |
234 | 0.0022897409492983 | 0.0045794818985966 | 0.997710259050702 |
235 | 0.00133784764113804 | 0.00267569528227608 | 0.998662152358862 |
236 | 0.00087359733824157 | 0.00174719467648314 | 0.999126402661758 |
237 | 0.0191809140129544 | 0.0383618280259088 | 0.980819085987046 |
238 | 0.0116537111785717 | 0.0233074223571434 | 0.988346288821428 |
239 | 0.00794413414283247 | 0.0158882682856649 | 0.992055865857168 |
240 | 0.0045361448222641 | 0.0090722896445282 | 0.995463855177736 |
241 | 0.00312583339726639 | 0.00625166679453277 | 0.996874166602734 |
242 | 0.00511790268749596 | 0.0102358053749919 | 0.994882097312504 |
243 | 0.00293062144810698 | 0.00586124289621395 | 0.997069378551893 |
244 | 0.00212476806185601 | 0.00424953612371202 | 0.997875231938144 |
245 | 0.00111381482442245 | 0.0022276296488449 | 0.998886185175577 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 62 | 0.273127753303965 | NOK |
5% type I error level | 95 | 0.418502202643172 | NOK |
10% type I error level | 123 | 0.541850220264317 | NOK |