| Multiple Linear Regression - Estimated Regression Equation |
| Learning[t] = + 4.02213192467022 + 2.51220871915759Pop[t] -0.00416326360064588t + 0.000172174548079316Pop_t[t] -0.0555568413104843Connected[t] + 0.142876235895835Connected_p[t] + 0.157004790836635Separate[t] -0.171050529312447Separate_p[t] + 0.561688749040416Software[t] -0.0423405001257778Software_p[t] + 0.129559018015456Happiness[t] -0.0990921264717638Happiness_p[t] + 0.0223866216094669Depression[t] -0.105904658670812Depression_p[t] -0.00941064469108985Belonging[t] + 0.0247479684327579Belonging_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) | 4.02213192467022 | 3.327578 | 1.2087 | 0.227919 | 0.11396 |
| Pop | 2.51220871915759 | 4.240155 | 0.5925 | 0.554069 | 0.277034 |
| t | -0.00416326360064588 | 0.006372 | -0.6534 | 0.514113 | 0.257057 |
| Pop_t | 0.000172174548079316 | 0.007181 | 0.024 | 0.980891 | 0.490446 |
| Connected | -0.0555568413104843 | 0.052264 | -1.063 | 0.288813 | 0.144406 |
| Connected_p | 0.142876235895835 | 0.07003 | 2.0402 | 0.042388 | 0.021194 |
| Separate | 0.157004790836635 | 0.059798 | 2.6256 | 0.009187 | 0.004594 |
| Separate_p | -0.171050529312447 | 0.074474 | -2.2968 | 0.022465 | 0.011232 |
| Software | 0.561688749040416 | 0.082232 | 6.8306 | 0 | 0 |
| Software_p | -0.0423405001257778 | 0.109405 | -0.387 | 0.699084 | 0.349542 |
| Happiness | 0.129559018015456 | 0.089382 | 1.4495 | 0.148462 | 0.074231 |
| Happiness_p | -0.0990921264717638 | 0.117868 | -0.8407 | 0.401322 | 0.200661 |
| Depression | 0.0223866216094669 | 0.062207 | 0.3599 | 0.719247 | 0.359624 |
| Depression_p | -0.105904658670812 | 0.084312 | -1.2561 | 0.210258 | 0.105129 |
| Belonging | -0.00941064469108985 | 0.019054 | -0.4939 | 0.621816 | 0.310908 |
| Belonging_p | 0.0247479684327579 | 0.024621 | 1.0052 | 0.315801 | 0.1579 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 0.683693459674527 |
| R-squared | 0.467436746801725 |
| 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 | 1.8457000801965 |
| Sum Squared Residuals | 844.838978937264 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 13 | 16.0460838528533 | -3.04608385285332 |
| 2 | 16 | 16.0978854720565 | -0.0978854720564726 |
| 3 | 19 | 16.6187187563686 | 2.38128124363138 |
| 4 | 15 | 12.2688445880293 | 2.73115541197066 |
| 5 | 14 | 15.6143076175297 | -1.61430761752971 |
| 6 | 13 | 15.0952278482479 | -2.09522784824791 |
| 7 | 19 | 15.1106383280845 | 3.88936167191553 |
| 8 | 15 | 16.9713242202552 | -1.9713242202552 |
| 9 | 14 | 16.1392821471749 | -2.13928214717491 |
| 10 | 15 | 14.4025490268356 | 0.597450973164367 |
| 11 | 16 | 15.4610456161102 | 0.53895438388983 |
| 12 | 16 | 16.1235117839571 | -0.123511783957114 |
| 13 | 16 | 15.6206706709185 | 0.379329329081526 |
| 14 | 16 | 15.209447689791 | 0.790552310209006 |
| 15 | 17 | 17.6741165821685 | -0.674116582168502 |
| 16 | 15 | 15.1802222027614 | -0.180222202761399 |
| 17 | 15 | 14.7615924363051 | 0.238407563694873 |
| 18 | 20 | 16.4280021978545 | 3.57199780214554 |
| 19 | 18 | 15.6160038471028 | 2.38399615289716 |
| 20 | 16 | 15.307418081434 | 0.692581918565993 |
| 21 | 16 | 15.2613158314681 | 0.738684168531906 |
| 22 | 16 | 15.1590203135979 | 0.840979686402121 |
| 23 | 19 | 16.3183266771825 | 2.68167332281752 |
| 24 | 16 | 14.8896593529274 | 1.11034064707262 |
| 25 | 17 | 16.5409837524434 | 0.459016247556616 |
| 26 | 17 | 17.0622567007993 | -0.0622567007993018 |
| 27 | 16 | 15.0063695483651 | 0.993630451634888 |
| 28 | 15 | 16.287354596739 | -1.28735459673898 |
| 29 | 16 | 15.5528708060404 | 0.447129193959563 |
| 30 | 14 | 14.3904425234722 | -0.390442523472173 |
| 31 | 15 | 15.87707304005 | -0.877073040049984 |
| 32 | 12 | 12.4410863242391 | -0.441086324239132 |
| 33 | 14 | 15.163223672435 | -1.16322367243501 |
| 34 | 16 | 15.9066298550937 | 0.0933701449062521 |
| 35 | 14 | 15.6500827322888 | -1.65008273228881 |
| 36 | 10 | 13.265086391234 | -3.26508639123402 |
| 37 | 10 | 12.727741817731 | -2.72774181773097 |
| 38 | 14 | 15.8385839962544 | -1.8385839962544 |
| 39 | 16 | 14.5174086001451 | 1.48259139985485 |
| 40 | 16 | 14.7800135692866 | 1.21998643071339 |
| 41 | 16 | 15.1858454467376 | 0.814154553262369 |
| 42 | 14 | 15.5727609632611 | -1.57276096326111 |
| 43 | 20 | 17.6691623615627 | 2.33083763843728 |
| 44 | 14 | 14.1387756696789 | -0.138775669678917 |
| 45 | 14 | 15.0696607461849 | -1.06966074618494 |
| 46 | 11 | 15.6144856270065 | -4.61448562700648 |
| 47 | 14 | 16.5709069707458 | -2.57090697074579 |
| 48 | 15 | 15.1481882666103 | -0.148188266610253 |
| 49 | 16 | 15.0614967185108 | 0.938503281489179 |
| 50 | 14 | 16.0633090042108 | -2.06330900421075 |
| 51 | 16 | 16.6187303550879 | -0.6187303550879 |
| 52 | 14 | 14.1780196281422 | -0.178019628142177 |
| 53 | 12 | 14.6837657036483 | -2.68376570364832 |
| 54 | 16 | 15.6527346763494 | 0.347265323650568 |
| 55 | 9 | 11.6694846725896 | -2.66948467258964 |
| 56 | 14 | 12.5777743435091 | 1.42222565649092 |
| 57 | 16 | 16.0036265752432 | -0.00362657524322887 |
| 58 | 16 | 15.3226855308472 | 0.677314469152829 |
| 59 | 15 | 15.3869151033687 | -0.38691510336873 |
| 60 | 16 | 14.2534262966507 | 1.74657370334928 |
| 61 | 12 | 11.5388756636925 | 0.46112433630749 |
| 62 | 16 | 15.9344810690503 | 0.0655189309496813 |
| 63 | 16 | 16.5909413491474 | -0.590941349147434 |
| 64 | 14 | 14.2618668653366 | -0.261866865336581 |
| 65 | 16 | 15.2400247389463 | 0.759975261053671 |
| 66 | 17 | 16.1718988962265 | 0.828101103773527 |
| 67 | 18 | 16.1173030644178 | 1.88269693558221 |
| 68 | 18 | 14.6991351119578 | 3.3008648880422 |
| 69 | 12 | 15.6722816230555 | -3.67228162305551 |
| 70 | 16 | 15.3696560764776 | 0.630343923522355 |
| 71 | 10 | 13.5866524120327 | -3.5866524120327 |
| 72 | 14 | 14.195891330998 | -0.195891330997985 |
| 73 | 18 | 16.5485343575736 | 1.45146564242639 |
| 74 | 18 | 16.9322355961948 | 1.06776440380516 |
| 75 | 16 | 15.8225188056093 | 0.177481194390736 |
| 76 | 17 | 13.894982244311 | 3.10501775568903 |
| 77 | 16 | 16.1954946350854 | -0.195494635085416 |
| 78 | 16 | 14.5038462571406 | 1.49615374285942 |
| 79 | 13 | 15.0129915707567 | -2.01299157075666 |
| 80 | 16 | 15.7714379059751 | 0.228562094024869 |
| 81 | 16 | 15.5690883948052 | 0.430911605194758 |
| 82 | 16 | 15.7700278406369 | 0.229972159363091 |
| 83 | 15 | 15.8074459225013 | -0.807445922501287 |
| 84 | 15 | 14.7876596578462 | 0.212340342153843 |
| 85 | 16 | 14.356478619995 | 1.64352138000496 |
| 86 | 14 | 14.1571625912084 | -0.157162591208444 |
| 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 | 0.373075636191673 |
| 92 | 16 | 15.4318857904126 | 0.568114209587381 |
| 93 | 15 | 15.2277147708315 | -0.227714770831527 |
| 94 | 13 | 15.0813275746976 | -2.08132757469762 |
| 95 | 16 | 15.0442372330375 | 0.955762766962505 |
| 96 | 16 | 15.7295295273941 | 0.270470472605888 |
| 97 | 16 | 14.1462494894847 | 1.85375051051533 |
| 98 | 16 | 15.9702173667754 | 0.0297826332246424 |
| 99 | 14 | 14.4087389652808 | -0.408738965280757 |
| 100 | 16 | 17.0669910224862 | -1.06699102248623 |
| 101 | 16 | 14.7322268792687 | 1.26777312073132 |
| 102 | 20 | 17.3302055136579 | 2.66979448634215 |
| 103 | 15 | 14.6657299251388 | 0.334270074861162 |
| 104 | 16 | 14.4982176969474 | 1.50178230305259 |
| 105 | 13 | 15.1210647666331 | -2.12106476663309 |
| 106 | 17 | 15.9044088002123 | 1.09559119978767 |
| 107 | 16 | 15.5814492454538 | 0.418550754546195 |
| 108 | 16 | 14.3481449641976 | 1.65185503580237 |
| 109 | 12 | 11.9053155487678 | 0.0946844512321832 |
| 110 | 16 | 15.0609499367424 | 0.939050063257641 |
| 111 | 16 | 15.8229243141858 | 0.177075685814231 |
| 112 | 17 | 14.8455704288843 | 2.15442957111575 |
| 113 | 13 | 13.8834738038531 | -0.883473803853097 |
| 114 | 12 | 14.737925679879 | -2.73792567987902 |
| 115 | 18 | 16.579546342974 | 1.42045365702602 |
| 116 | 14 | 15.2281114767074 | -1.22811147670737 |
| 117 | 14 | 12.99760178337 | 1.00239821663001 |
| 118 | 13 | 14.8993115345838 | -1.89931153458377 |
| 119 | 16 | 15.6581955051037 | 0.34180449489626 |
| 120 | 13 | 14.0711360179465 | -1.07113601794654 |
| 121 | 16 | 15.5535329647761 | 0.446467035223899 |
| 122 | 13 | 15.953286738566 | -2.95328673856601 |
| 123 | 16 | 16.9658873937755 | -0.96588739377553 |
| 124 | 15 | 16.1569827481446 | -1.15698274814463 |
| 125 | 16 | 16.7580898664056 | -0.758089866405581 |
| 126 | 15 | 15.4110906664556 | -0.411090666455593 |
| 127 | 17 | 15.8522913759243 | 1.14770862407565 |
| 128 | 15 | 13.9760046762488 | 1.0239953237512 |
| 129 | 12 | 14.8005465356512 | -2.80054653565118 |
| 130 | 16 | 14.1060139812216 | 1.89398601877844 |
| 131 | 10 | 13.3359227827828 | -3.33592278278283 |
| 132 | 16 | 13.9381832706654 | 2.06181672933456 |
| 133 | 12 | 13.8537668978712 | -1.85376689787118 |
| 134 | 14 | 15.5185421206393 | -1.5185421206393 |
| 135 | 15 | 15.2365070835217 | -0.236507083521652 |
| 136 | 13 | 12.0440600114522 | 0.95593998854782 |
| 137 | 15 | 14.4011861094136 | 0.598813890586378 |
| 138 | 11 | 13.1320965306762 | -2.13209653067624 |
| 139 | 12 | 13.2328826440951 | -1.23288264409513 |
| 140 | 11 | 13.3171512856996 | -2.3171512856996 |
| 141 | 16 | 12.8930870818786 | 3.10691291812139 |
| 142 | 15 | 13.3481826926909 | 1.6518173073091 |
| 143 | 17 | 16.6251495125964 | 0.374850487403569 |
| 144 | 16 | 14.6920646620491 | 1.30793533795091 |
| 145 | 10 | 14.1015702832193 | -4.10157028321932 |
| 146 | 18 | 15.7690449902574 | 2.23095500974264 |
| 147 | 13 | 14.9873219097027 | -1.98732190970275 |
| 148 | 16 | 15.1318447564792 | 0.868155243520752 |
| 149 | 13 | 13.0275017473578 | -0.0275017473578296 |
| 150 | 10 | 13.1303945600366 | -3.13039456003663 |
| 151 | 15 | 16.0188472173771 | -1.01884721737711 |
| 152 | 16 | 13.8617086186959 | 2.13829138130414 |
| 153 | 16 | 12.0158620853918 | 3.98413791460821 |
| 154 | 14 | 12.6607154650181 | 1.33928453498189 |
| 155 | 10 | 12.6056861353774 | -2.60568613537736 |
| 156 | 17 | 16.3675035753915 | 0.632496424608499 |
| 157 | 13 | 11.6139167601168 | 1.38608323988322 |
| 158 | 15 | 13.8562720046718 | 1.14372799532819 |
| 159 | 16 | 15.0647264580227 | 0.93527354197734 |
| 160 | 12 | 12.4616481771048 | -0.461648177104799 |
| 161 | 13 | 12.6278304637159 | 0.372169536284077 |
| 162 | 13 | 12.758427107309 | 0.241572892690999 |
| 163 | 12 | 11.5618691659864 | 0.438130834013608 |
| 164 | 17 | 16.0220011643079 | 0.977998835692081 |
| 165 | 15 | 14.2073181104066 | 0.792681889593419 |
| 166 | 10 | 12.6331863748026 | -2.63318637480264 |
| 167 | 14 | 14.3683314267263 | -0.36833142672632 |
| 168 | 11 | 13.7153437366673 | -2.71534373666733 |
| 169 | 13 | 14.8885990551029 | -1.88859905510291 |
| 170 | 16 | 15.2457979352778 | 0.754202064722239 |
| 171 | 12 | 10.285499153959 | 1.71450084604099 |
| 172 | 16 | 15.5194638774246 | 0.480536122575411 |
| 173 | 12 | 12.8367523332627 | -0.836752333262689 |
| 174 | 9 | 11.0531284391401 | -2.05312843914013 |
| 175 | 12 | 14.1163175907024 | -2.11631759070241 |
| 176 | 15 | 14.337039070529 | 0.662960929471049 |
| 177 | 12 | 11.7885924976967 | 0.211407502303293 |
| 178 | 12 | 12.6880411523742 | -0.688041152374177 |
| 179 | 14 | 13.7049789759084 | 0.295021024091634 |
| 180 | 12 | 13.0681347026367 | -1.06813470263668 |
| 181 | 16 | 15.2128766609814 | 0.78712333901862 |
| 182 | 11 | 10.6554383572104 | 0.344561642789644 |
| 183 | 19 | 17.1463892904118 | 1.85361070958822 |
| 184 | 15 | 14.1941906406341 | 0.805809359365868 |
| 185 | 8 | 14.6477265300753 | -6.64772653007527 |
| 186 | 16 | 15.2567874798764 | 0.743212520123609 |
| 187 | 17 | 14.1911457196704 | 2.80885428032958 |
| 188 | 12 | 11.2649899572791 | 0.73501004272089 |
| 189 | 11 | 11.4971440575779 | -0.497144057577875 |
| 190 | 11 | 11.2351280597453 | -0.235128059745265 |
| 191 | 14 | 15.2001378944469 | -1.20013789444686 |
| 192 | 16 | 15.4639760819775 | 0.536023918022509 |
| 193 | 12 | 9.93687758322889 | 2.06312241677111 |
| 194 | 16 | 14.4575980137519 | 1.54240198624807 |
| 195 | 13 | 13.6527489527911 | -0.652748952791145 |
| 196 | 15 | 15.0215787178556 | -0.0215787178555945 |
| 197 | 16 | 12.7311147802861 | 3.26888521971392 |
| 198 | 16 | 15.2447717061704 | 0.755228293829609 |
| 199 | 14 | 12.4749815277243 | 1.52501847227566 |
| 200 | 16 | 14.7600932996358 | 1.23990670036417 |
| 201 | 16 | 13.8662886610247 | 2.13371133897526 |
| 202 | 14 | 13.7375099472516 | 0.262490052748435 |
| 203 | 11 | 12.9533618586172 | -1.9533618586172 |
| 204 | 12 | 14.5378169642539 | -2.5378169642539 |
| 205 | 15 | 12.6790316942382 | 2.32096830576176 |
| 206 | 15 | 14.6443393719584 | 0.355660628041621 |
| 207 | 16 | 14.486161326657 | 1.51383867334303 |
| 208 | 16 | 15.5235111969254 | 0.476488803074615 |
| 209 | 11 | 13.2889439413281 | -2.28894394132807 |
| 210 | 15 | 13.6080491455006 | 1.39195085449943 |
| 211 | 12 | 14.1204962557417 | -2.12049625574169 |
| 212 | 12 | 16.0388683048002 | -4.03886830480023 |
| 213 | 15 | 14.6686832368861 | 0.331316763113927 |
| 214 | 15 | 11.8253269043946 | 3.17467309560537 |
| 215 | 16 | 14.5931820436595 | 1.40681795634046 |
| 216 | 14 | 12.7320021377912 | 1.26799786220876 |
| 217 | 17 | 14.6079232240351 | 2.39207677596489 |
| 218 | 14 | 13.2042562296398 | 0.79574377036021 |
| 219 | 13 | 12.0539370739323 | 0.946062926067691 |
| 220 | 15 | 15.4547445845594 | -0.454744584559436 |
| 221 | 13 | 14.0575639701152 | -1.05756397011525 |
| 222 | 14 | 14.0515537515291 | -0.0515537515291178 |
| 223 | 15 | 14.0233630034945 | 0.976636996505471 |
| 224 | 12 | 12.9139492925951 | -0.913949292595147 |
| 225 | 13 | 13.1823819391275 | -0.182381939127509 |
| 226 | 8 | 11.888500611787 | -3.88850061178705 |
| 227 | 14 | 14.195549170554 | -0.195549170554001 |
| 228 | 14 | 12.8633707502467 | 1.13662924975329 |
| 229 | 11 | 12.346430686068 | -1.34643068606798 |
| 230 | 12 | 12.7834452633279 | -0.783445263327946 |
| 231 | 13 | 10.6660715861687 | 2.33392841383131 |
| 232 | 10 | 13.6996524618582 | -3.69965246185822 |
| 233 | 16 | 11.5816154391061 | 4.41838456089387 |
| 234 | 18 | 15.2021717163674 | 2.79782828363262 |
| 235 | 13 | 13.3927306361125 | -0.392730636112462 |
| 236 | 11 | 12.6034082064064 | -1.60340820640645 |
| 237 | 4 | 10.2801833291943 | -6.28018332919433 |
| 238 | 13 | 13.5153843221827 | -0.515384322182692 |
| 239 | 16 | 13.8876536306327 | 2.1123463693673 |
| 240 | 10 | 10.6255327401344 | -0.625532740134383 |
| 241 | 12 | 11.9868516800914 | 0.0131483199086499 |
| 242 | 12 | 13.7069303922495 | -1.7069303922495 |
| 243 | 10 | 8.90314447342045 | 1.09685552657955 |
| 244 | 13 | 10.9048883644221 | 2.09511163557788 |
| 245 | 15 | 12.9156903284589 | 2.0843096715411 |
| 246 | 12 | 12.599045499187 | -0.599045499186976 |
| 247 | 14 | 13.14649603337 | 0.85350396663004 |
| 248 | 10 | 12.9835984954948 | -2.98359849549482 |
| 249 | 12 | 10.9368364127457 | 1.06316358725429 |
| 250 | 12 | 11.4240469083942 | 0.575953091605809 |
| 251 | 11 | 12.1229276563997 | -1.12292765639966 |
| 252 | 10 | 11.4263977997735 | -1.42639779977355 |
| 253 | 12 | 10.9394396280551 | 1.06056037194487 |
| 254 | 16 | 12.5083661523618 | 3.49163384763824 |
| 255 | 12 | 12.998299110583 | -0.998299110582997 |
| 256 | 14 | 13.6871325214264 | 0.312867478573624 |
| 257 | 16 | 14.4874778469839 | 1.51252215301608 |
| 258 | 14 | 11.7289415144361 | 2.27105848556386 |
| 259 | 13 | 14.053654051576 | -1.05365405157599 |
| 260 | 4 | 8.08400355852546 | -4.08400355852546 |
| 261 | 15 | 13.8043898253624 | 1.19561017463759 |
| 262 | 11 | 15.320972187573 | -4.32097218757297 |
| 263 | 11 | 11.1048724893516 | -0.104872489351625 |
| 264 | 14 | 12.7961332780032 | 1.20386672199677 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 19 | 0.99834241093483 | 0.00331517813033993 | 0.00165758906516997 |
| 20 | 0.995906117462993 | 0.00818776507401333 | 0.00409388253700666 |
| 21 | 0.990826282065174 | 0.0183474358696529 | 0.00917371793482643 |
| 22 | 0.98492508770394 | 0.0301498245921196 | 0.0150749122960598 |
| 23 | 0.977370010363987 | 0.0452599792720256 | 0.0226299896360128 |
| 24 | 0.968584787741185 | 0.0628304245176305 | 0.0314152122588153 |
| 25 | 0.95049422143068 | 0.0990115571386407 | 0.0495057785693203 |
| 26 | 0.930080053838236 | 0.139839892323527 | 0.0699199461617637 |
| 27 | 0.901301656325487 | 0.197396687349027 | 0.0986983436745133 |
| 28 | 0.912931732035044 | 0.174136535929912 | 0.0870682679649558 |
| 29 | 0.880683701505506 | 0.238632596988989 | 0.119316298494494 |
| 30 | 0.877212884686704 | 0.245574230626593 | 0.122787115313296 |
| 31 | 0.843656349020962 | 0.312687301958076 | 0.156343650979038 |
| 32 | 0.832330458063171 | 0.335339083873657 | 0.167669541936829 |
| 33 | 0.812231119340063 | 0.375537761319875 | 0.187768880659937 |
| 34 | 0.762488577442032 | 0.475022845115936 | 0.237511422557968 |
| 35 | 0.7444201901771 | 0.511159619645799 | 0.2555798098229 |
| 36 | 0.813288143244134 | 0.373423713511732 | 0.186711856755866 |
| 37 | 0.853115244027232 | 0.293769511945536 | 0.146884755972768 |
| 38 | 0.834344304551199 | 0.331311390897602 | 0.165655695448801 |
| 39 | 0.856005333760674 | 0.287989332478653 | 0.143994666239326 |
| 40 | 0.839466318647912 | 0.321067362704176 | 0.160533681352088 |
| 41 | 0.811148905162919 | 0.377702189674163 | 0.188851094837081 |
| 42 | 0.784908337256706 | 0.430183325486588 | 0.215091662743294 |
| 43 | 0.791269150689062 | 0.417461698621876 | 0.208730849310938 |
| 44 | 0.751193118881263 | 0.497613762237474 | 0.248806881118737 |
| 45 | 0.714645531181703 | 0.570708937636595 | 0.285354468818297 |
| 46 | 0.866035019490006 | 0.267929961019988 | 0.133964980509994 |
| 47 | 0.871818655186595 | 0.25636268962681 | 0.128181344813405 |
| 48 | 0.847774180009192 | 0.304451639981617 | 0.152225819990808 |
| 49 | 0.838064578707547 | 0.323870842584907 | 0.161935421292453 |
| 50 | 0.821797487932716 | 0.356405024134568 | 0.178202512067284 |
| 51 | 0.78760719930518 | 0.42478560138964 | 0.21239280069482 |
| 52 | 0.753308948662059 | 0.493382102675882 | 0.246691051337941 |
| 53 | 0.752081272011155 | 0.495837455977691 | 0.247918727988845 |
| 54 | 0.724345685967268 | 0.551308628065464 | 0.275654314032732 |
| 55 | 0.729881422899992 | 0.540237154200017 | 0.270118577100008 |
| 56 | 0.737144611966565 | 0.52571077606687 | 0.262855388033435 |
| 57 | 0.699266131063394 | 0.601467737873212 | 0.300733868936606 |
| 58 | 0.682461628147075 | 0.635076743705851 | 0.317538371852925 |
| 59 | 0.643453297771857 | 0.713093404456286 | 0.356546702228143 |
| 60 | 0.664082556873778 | 0.671834886252444 | 0.335917443126222 |
| 61 | 0.634917726962516 | 0.730164546074968 | 0.365082273037484 |
| 62 | 0.595636192086631 | 0.808727615826737 | 0.404363807913369 |
| 63 | 0.555721993483098 | 0.888556013033804 | 0.444278006516902 |
| 64 | 0.510392917347123 | 0.979214165305755 | 0.489607082652877 |
| 65 | 0.475841561544729 | 0.951683123089458 | 0.524158438455271 |
| 66 | 0.457616585657374 | 0.915233171314748 | 0.542383414342626 |
| 67 | 0.460321356256558 | 0.920642712513116 | 0.539678643743442 |
| 68 | 0.582781918395867 | 0.834436163208266 | 0.417218081604133 |
| 69 | 0.684565287143085 | 0.630869425713829 | 0.315434712856915 |
| 70 | 0.653138503969568 | 0.693722992060864 | 0.346861496030432 |
| 71 | 0.726477721917596 | 0.547044556164808 | 0.273522278082404 |
| 72 | 0.690325454942763 | 0.619349090114474 | 0.309674545057237 |
| 73 | 0.684313635514898 | 0.631372728970204 | 0.315686364485102 |
| 74 | 0.663290392654084 | 0.673419214691831 | 0.336709607345916 |
| 75 | 0.624681729167363 | 0.750636541665275 | 0.375318270832637 |
| 76 | 0.681478995429305 | 0.637042009141389 | 0.318521004570695 |
| 77 | 0.643364684096825 | 0.713270631806349 | 0.356635315903175 |
| 78 | 0.621899098945926 | 0.756201802108148 | 0.378100901054074 |
| 79 | 0.626463793264194 | 0.747072413471612 | 0.373536206735806 |
| 80 | 0.586556325421876 | 0.826887349156247 | 0.413443674578124 |
| 81 | 0.550754761816187 | 0.898490476367626 | 0.449245238183813 |
| 82 | 0.513169598208466 | 0.973660803583068 | 0.486830401791534 |
| 83 | 0.480834321515982 | 0.961668643031964 | 0.519165678484018 |
| 84 | 0.442012844470168 | 0.884025688940337 | 0.557987155529832 |
| 85 | 0.430425397720146 | 0.860850795440291 | 0.569574602279854 |
| 86 | 0.391470277525738 | 0.782940555051477 | 0.608529722474262 |
| 87 | 0.357646116924776 | 0.715292233849553 | 0.642353883075224 |
| 88 | 0.339886649257135 | 0.679773298514271 | 0.660113350742865 |
| 89 | 0.307332046176806 | 0.614664092353612 | 0.692667953823194 |
| 90 | 0.294578909078641 | 0.589157818157282 | 0.705421090921359 |
| 91 | 0.263240262740977 | 0.526480525481954 | 0.736759737259023 |
| 92 | 0.235974293926126 | 0.471948587852252 | 0.764025706073874 |
| 93 | 0.208768275507393 | 0.417536551014785 | 0.791231724492607 |
| 94 | 0.218197058168412 | 0.436394116336824 | 0.781802941831588 |
| 95 | 0.197603918939357 | 0.395207837878715 | 0.802396081060643 |
| 96 | 0.171976484261225 | 0.34395296852245 | 0.828023515738775 |
| 97 | 0.170697824463511 | 0.341395648927022 | 0.829302175536489 |
| 98 | 0.146897344180304 | 0.293794688360607 | 0.853102655819696 |
| 99 | 0.127308325102842 | 0.254616650205683 | 0.872691674897158 |
| 100 | 0.114909435547072 | 0.229818871094145 | 0.885090564452928 |
| 101 | 0.103514727279105 | 0.20702945455821 | 0.896485272720895 |
| 102 | 0.122156313391891 | 0.244312626783781 | 0.877843686608109 |
| 103 | 0.103742443691259 | 0.207484887382519 | 0.89625755630874 |
| 104 | 0.0981479885136099 | 0.19629597702722 | 0.90185201148639 |
| 105 | 0.111871343524145 | 0.223742687048291 | 0.888128656475855 |
| 106 | 0.100214763723445 | 0.200429527446889 | 0.899785236276555 |
| 107 | 0.0876906513353272 | 0.175381302670654 | 0.912309348664673 |
| 108 | 0.0843840951136196 | 0.168768190227239 | 0.91561590488638 |
| 109 | 0.0770797105229302 | 0.15415942104586 | 0.92292028947707 |
| 110 | 0.068319054736474 | 0.136638109472948 | 0.931680945263526 |
| 111 | 0.0581785809991711 | 0.116357161998342 | 0.941821419000829 |
| 112 | 0.066784725908587 | 0.133569451817174 | 0.933215274091413 |
| 113 | 0.0574081567541782 | 0.114816313508356 | 0.942591843245822 |
| 114 | 0.0691680949402302 | 0.13833618988046 | 0.93083190505977 |
| 115 | 0.0669146542744664 | 0.133829308548933 | 0.933085345725534 |
| 116 | 0.0591111191038087 | 0.118222238207617 | 0.940888880896191 |
| 117 | 0.054589505859749 | 0.109179011719498 | 0.945410494140251 |
| 118 | 0.0534005612170456 | 0.106801122434091 | 0.946599438782954 |
| 119 | 0.0518845574637998 | 0.1037691149276 | 0.9481154425362 |
| 120 | 0.0443377002697415 | 0.088675400539483 | 0.955662299730259 |
| 121 | 0.0384679182011819 | 0.0769358364023637 | 0.961532081798818 |
| 122 | 0.0462813555623264 | 0.0925627111246528 | 0.953718644437674 |
| 123 | 0.0389256393686864 | 0.0778512787373728 | 0.961074360631314 |
| 124 | 0.0334891430201009 | 0.0669782860402018 | 0.966510856979899 |
| 125 | 0.0277446614031485 | 0.055489322806297 | 0.972255338596852 |
| 126 | 0.0222956117433738 | 0.0445912234867477 | 0.977704388256626 |
| 127 | 0.0216849028989381 | 0.0433698057978763 | 0.978315097101062 |
| 128 | 0.0201508697043367 | 0.0403017394086734 | 0.979849130295663 |
| 129 | 0.0234295980753794 | 0.0468591961507588 | 0.976570401924621 |
| 130 | 0.025105485853533 | 0.0502109717070661 | 0.974894514146467 |
| 131 | 0.0341493871030383 | 0.0682987742060766 | 0.965850612896962 |
| 132 | 0.045527719462717 | 0.0910554389254339 | 0.954472280537283 |
| 133 | 0.0455418666578374 | 0.0910837333156748 | 0.954458133342163 |
| 134 | 0.0401102137148492 | 0.0802204274296985 | 0.959889786285151 |
| 135 | 0.0333855393462406 | 0.0667710786924813 | 0.966614460653759 |
| 136 | 0.0291114393918267 | 0.0582228787836534 | 0.970888560608173 |
| 137 | 0.0255955956612382 | 0.0511911913224764 | 0.974404404338762 |
| 138 | 0.0278357397364552 | 0.0556714794729104 | 0.972164260263545 |
| 139 | 0.0239276578752558 | 0.0478553157505117 | 0.976072342124744 |
| 140 | 0.0318433037693262 | 0.0636866075386523 | 0.968156696230674 |
| 141 | 0.0406557182287072 | 0.0813114364574143 | 0.959344281771293 |
| 142 | 0.0388354923595057 | 0.0776709847190113 | 0.961164507640494 |
| 143 | 0.0319513006387704 | 0.0639026012775409 | 0.96804869936123 |
| 144 | 0.028266723951582 | 0.056533447903164 | 0.971733276048418 |
| 145 | 0.0455787472975125 | 0.0911574945950251 | 0.954421252702487 |
| 146 | 0.0550820014967776 | 0.110164002993555 | 0.944917998503222 |
| 147 | 0.0683606260914233 | 0.136721252182847 | 0.931639373908577 |
| 148 | 0.0587190839758405 | 0.117438167951681 | 0.94128091602416 |
| 149 | 0.0493224508732781 | 0.0986449017465562 | 0.950677549126722 |
| 150 | 0.0659503884737645 | 0.131900776947529 | 0.934049611526236 |
| 151 | 0.0592835602159287 | 0.118567120431857 | 0.940716439784071 |
| 152 | 0.0607344049057952 | 0.12146880981159 | 0.939265595094205 |
| 153 | 0.0799299081102157 | 0.159859816220431 | 0.920070091889784 |
| 154 | 0.0697281116955254 | 0.139456223391051 | 0.930271888304475 |
| 155 | 0.0678997073161252 | 0.13579941463225 | 0.932100292683875 |
| 156 | 0.0569817198556673 | 0.113963439711335 | 0.943018280144333 |
| 157 | 0.0496549996959829 | 0.0993099993919658 | 0.950345000304017 |
| 158 | 0.0421839837097659 | 0.0843679674195317 | 0.957816016290234 |
| 159 | 0.0351699360270701 | 0.0703398720541403 | 0.96483006397293 |
| 160 | 0.028584231618283 | 0.0571684632365659 | 0.971415768381717 |
| 161 | 0.023005623820991 | 0.046011247641982 | 0.976994376179009 |
| 162 | 0.0183327574581663 | 0.0366655149163326 | 0.981667242541834 |
| 163 | 0.0145715584894567 | 0.0291431169789135 | 0.985428441510543 |
| 164 | 0.0119419208509944 | 0.0238838417019888 | 0.988058079149006 |
| 165 | 0.0095307382721275 | 0.019061476544255 | 0.990469261727873 |
| 166 | 0.00965105037803897 | 0.0193021007560779 | 0.990348949621961 |
| 167 | 0.00748160713850012 | 0.0149632142770002 | 0.9925183928615 |
| 168 | 0.00802810469021809 | 0.0160562093804362 | 0.991971895309782 |
| 169 | 0.00734008202786129 | 0.0146801640557226 | 0.992659917972139 |
| 170 | 0.00595684872788804 | 0.0119136974557761 | 0.994043151272112 |
| 171 | 0.00697948697363136 | 0.0139589739472627 | 0.993020513026369 |
| 172 | 0.00540801289874016 | 0.0108160257974803 | 0.99459198710126 |
| 173 | 0.00428839569225053 | 0.00857679138450106 | 0.99571160430775 |
| 174 | 0.00423645009044183 | 0.00847290018088365 | 0.995763549909558 |
| 175 | 0.00423120916071292 | 0.00846241832142584 | 0.995768790839287 |
| 176 | 0.0035021759515334 | 0.00700435190306679 | 0.996497824048467 |
| 177 | 0.00261941166355747 | 0.00523882332711494 | 0.997380588336442 |
| 178 | 0.00210580888372582 | 0.00421161776745164 | 0.997894191116274 |
| 179 | 0.00161645289068689 | 0.00323290578137379 | 0.998383547109313 |
| 180 | 0.00139131934826092 | 0.00278263869652184 | 0.998608680651739 |
| 181 | 0.00109417617304527 | 0.00218835234609055 | 0.998905823826955 |
| 182 | 0.000793506734611876 | 0.00158701346922375 | 0.999206493265388 |
| 183 | 0.000784705473104853 | 0.00156941094620971 | 0.999215294526895 |
| 184 | 0.000579880710362991 | 0.00115976142072598 | 0.999420119289637 |
| 185 | 0.0168208641147177 | 0.0336417282294353 | 0.983179135885282 |
| 186 | 0.0143774382629088 | 0.0287548765258175 | 0.985622561737091 |
| 187 | 0.0169893865571043 | 0.0339787731142087 | 0.983010613442896 |
| 188 | 0.0133777597333176 | 0.0267555194666352 | 0.986622240266682 |
| 189 | 0.0113163515161694 | 0.0226327030323388 | 0.988683648483831 |
| 190 | 0.00896456676155344 | 0.0179291335231069 | 0.991035433238447 |
| 191 | 0.0079047966450284 | 0.0158095932900568 | 0.992095203354972 |
| 192 | 0.00610213021328697 | 0.0122042604265739 | 0.993897869786713 |
| 193 | 0.00560855236725542 | 0.0112171047345108 | 0.994391447632745 |
| 194 | 0.00487378805682457 | 0.00974757611364914 | 0.995126211943175 |
| 195 | 0.00396489668982123 | 0.00792979337964246 | 0.996035103310179 |
| 196 | 0.00289780420419282 | 0.00579560840838564 | 0.997102195795807 |
| 197 | 0.00397174245770266 | 0.00794348491540531 | 0.996028257542297 |
| 198 | 0.00289820385376601 | 0.00579640770753203 | 0.997101796146234 |
| 199 | 0.00244658860185033 | 0.00489317720370067 | 0.99755341139815 |
| 200 | 0.00205378438038511 | 0.00410756876077021 | 0.997946215619615 |
| 201 | 0.0018114920461491 | 0.0036229840922982 | 0.998188507953851 |
| 202 | 0.00138944110369551 | 0.00277888220739102 | 0.998610558896304 |
| 203 | 0.00166339588968988 | 0.00332679177937976 | 0.99833660411031 |
| 204 | 0.0026458115906453 | 0.00529162318129061 | 0.997354188409355 |
| 205 | 0.00264013650507319 | 0.00528027301014639 | 0.997359863494927 |
| 206 | 0.00188058387268832 | 0.00376116774537664 | 0.998119416127312 |
| 207 | 0.00152157636537545 | 0.00304315273075089 | 0.998478423634625 |
| 208 | 0.00107857181716888 | 0.00215714363433776 | 0.998921428182831 |
| 209 | 0.00137886143694701 | 0.00275772287389403 | 0.998621138563053 |
| 210 | 0.00103622428384543 | 0.00207244856769087 | 0.998963775716155 |
| 211 | 0.00132384287287792 | 0.00264768574575585 | 0.998676157127122 |
| 212 | 0.00403249752394389 | 0.00806499504788777 | 0.995967502476056 |
| 213 | 0.00280390683500934 | 0.00560781367001868 | 0.997196093164991 |
| 214 | 0.00370430424015279 | 0.00740860848030558 | 0.996295695759847 |
| 215 | 0.00282967053901741 | 0.00565934107803482 | 0.997170329460983 |
| 216 | 0.00203020200574762 | 0.00406040401149524 | 0.997969797994252 |
| 217 | 0.00216560328630247 | 0.00433120657260494 | 0.997834396713698 |
| 218 | 0.00167963705990032 | 0.00335927411980064 | 0.9983203629401 |
| 219 | 0.00146345920615216 | 0.00292691841230431 | 0.998536540793848 |
| 220 | 0.00100758808543027 | 0.00201517617086054 | 0.99899241191457 |
| 221 | 0.000737995161715393 | 0.00147599032343079 | 0.999262004838285 |
| 222 | 0.000474872377526651 | 0.000949744755053302 | 0.999525127622473 |
| 223 | 0.000323486909106705 | 0.000646973818213409 | 0.999676513090893 |
| 224 | 0.000218725612292476 | 0.000437451224584953 | 0.999781274387707 |
| 225 | 0.000132904327453964 | 0.000265808654907928 | 0.999867095672546 |
| 226 | 0.00034500131670398 | 0.000690002633407961 | 0.999654998683296 |
| 227 | 0.000240104335768236 | 0.000480208671536472 | 0.999759895664232 |
| 228 | 0.000149924611790226 | 0.000299849223580452 | 0.99985007538821 |
| 229 | 9.76700348352576e-05 | 0.000195340069670515 | 0.999902329965165 |
| 230 | 5.8442096056655e-05 | 0.00011688419211331 | 0.999941557903943 |
| 231 | 6.14139037689169e-05 | 0.000122827807537834 | 0.999938586096231 |
| 232 | 0.000281736732812232 | 0.000563473465624463 | 0.999718263267188 |
| 233 | 0.0014008611783211 | 0.00280172235664219 | 0.998599138821679 |
| 234 | 0.00228974094929837 | 0.00457948189859675 | 0.997710259050702 |
| 235 | 0.00133784764113805 | 0.0026756952822761 | 0.998662152358862 |
| 236 | 0.000873597338241585 | 0.00174719467648317 | 0.999126402661758 |
| 237 | 0.019180914012955 | 0.0383618280259099 | 0.980819085987045 |
| 238 | 0.0116537111785716 | 0.0233074223571433 | 0.988346288821428 |
| 239 | 0.00794413414283288 | 0.0158882682856658 | 0.992055865857167 |
| 240 | 0.00453614482226409 | 0.00907228964452817 | 0.995463855177736 |
| 241 | 0.00312583339726638 | 0.00625166679453277 | 0.996874166602734 |
| 242 | 0.00511790268749582 | 0.0102358053749916 | 0.994882097312504 |
| 243 | 0.00293062144810694 | 0.00586124289621389 | 0.997069378551893 |
| 244 | 0.00212476806185606 | 0.00424953612371212 | 0.997875231938144 |
| 245 | 0.00111381482442249 | 0.00222762964884497 | 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 |
