| Multiple Linear Regression - Estimated Regression Equation |
| Learning[t] = + 3.77956658273095 + 0.0469437389403788Connected[t] + 0.0419978310517142Separate[t] + 0.607405158110716Software[t] + 0.0986310792586458Happiness[t] -0.0393791266630165Depression[t] + 0.0158660592613712Belonging[t] -0.0194154193631074Belonging_Final[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) | 3.77956658273095 | 1.917652 | 1.9709 | 0.049809 | 0.024904 |
| Connected | 0.0469437389403788 | 0.034787 | 1.3495 | 0.178384 | 0.089192 |
| Separate | 0.0419978310517142 | 0.035648 | 1.1781 | 0.239847 | 0.119923 |
| Software | 0.607405158110716 | 0.051845 | 11.7158 | 0 | 0 |
| Happiness | 0.0986310792586458 | 0.057963 | 1.7016 | 0.09004 | 0.04502 |
| Depression | -0.0393791266630165 | 0.042557 | -0.9253 | 0.35567 | 0.177835 |
| Belonging | 0.0158660592613712 | 0.037843 | 0.4193 | 0.675376 | 0.337688 |
| Belonging_Final | -0.0194154193631074 | 0.056444 | -0.344 | 0.731147 | 0.365573 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 0.653394258005352 |
| R-squared | 0.426924056394364 |
| Adjusted R-squared | 0.411254011061397 |
| F-TEST (value) | 27.244596127377 |
| F-TEST (DF numerator) | 7 |
| F-TEST (DF denominator) | 256 |
| p-value | 0 |
| Multiple Linear Regression - Residual Statistics | |
| Residual Standard Deviation | 1.88446241278469 |
| Sum Squared Residuals | 909.106837810759 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 13 | 15.7169326674783 | -2.7169326674783 |
| 2 | 16 | 15.3046452988162 | 0.695354701183768 |
| 3 | 19 | 16.5342266059759 | 2.46577339402408 |
| 4 | 15 | 11.2431990710256 | 3.75680092897442 |
| 5 | 14 | 15.8896873324328 | -1.88968733243282 |
| 6 | 13 | 14.3424239462714 | -1.34242394627142 |
| 7 | 19 | 14.8381920087898 | 4.16180799121016 |
| 8 | 15 | 16.6568417465609 | -1.65684174656086 |
| 9 | 14 | 15.6143966049743 | -1.61439660497434 |
| 10 | 15 | 13.8398822625452 | 1.16011773745481 |
| 11 | 16 | 14.5244132197985 | 1.47558678020148 |
| 12 | 16 | 15.9613451914131 | 0.0386548085868953 |
| 13 | 16 | 14.9654168965065 | 1.03458310349349 |
| 14 | 16 | 15.1305945765763 | 0.869405423423655 |
| 15 | 17 | 17.7266051778577 | -0.726605177857683 |
| 16 | 15 | 15.0073602272847 | -0.00736022728470951 |
| 17 | 15 | 14.0333112689484 | 0.966688731051578 |
| 18 | 20 | 16.0395466632557 | 3.96045333674426 |
| 19 | 18 | 15.09418616242 | 2.90581383758003 |
| 20 | 16 | 15.1861376221519 | 0.813862377848068 |
| 21 | 16 | 15.0015368334676 | 0.998463166532417 |
| 22 | 16 | 14.5838648261738 | 1.41613517382618 |
| 23 | 19 | 16.2269009876065 | 2.77309901239348 |
| 24 | 16 | 14.638251053783 | 1.36174894621697 |
| 25 | 17 | 15.8416021360893 | 1.15839786391069 |
| 26 | 17 | 15.834485132585 | 1.16551486741504 |
| 27 | 16 | 14.5294011985975 | 1.47059880140251 |
| 28 | 15 | 16.4169297769606 | -1.41692977696058 |
| 29 | 16 | 15.2955174564432 | 0.704482543556809 |
| 30 | 14 | 13.6173944562786 | 0.382605543721405 |
| 31 | 15 | 15.367231470103 | -0.367231470103046 |
| 32 | 12 | 12.1577948842104 | -0.157794884210412 |
| 33 | 14 | 14.4670335229458 | -0.46703352294582 |
| 34 | 16 | 15.5490474808797 | 0.450952519120263 |
| 35 | 14 | 15.1519977706766 | -1.15199777067664 |
| 36 | 10 | 12.4548067707195 | -2.45480677071949 |
| 37 | 10 | 12.2908025947004 | -2.29080259470042 |
| 38 | 14 | 15.442875350487 | -1.44287535048698 |
| 39 | 16 | 14.1125676496403 | 1.88743235035968 |
| 40 | 16 | 14.0503006909743 | 1.94969930902573 |
| 41 | 16 | 14.3599156612012 | 1.64008433879884 |
| 42 | 14 | 15.4129095162212 | -1.41290951622121 |
| 43 | 20 | 17.4975592437466 | 2.50244075625335 |
| 44 | 14 | 13.7379997106144 | 0.262000289385568 |
| 45 | 14 | 14.1390257843911 | -0.139025784391113 |
| 46 | 11 | 15.1505593881384 | -4.15055938813839 |
| 47 | 14 | 16.4190959972096 | -2.41909599720956 |
| 48 | 15 | 14.781233912226 | 0.218766087773982 |
| 49 | 16 | 15.1915977233103 | 0.808402276689705 |
| 50 | 14 | 15.361515363781 | -1.36151536378102 |
| 51 | 16 | 16.8537398386884 | -0.853739838688408 |
| 52 | 14 | 13.731689273808 | 0.268310726191954 |
| 53 | 12 | 14.6138653598005 | -2.61386535980045 |
| 54 | 16 | 15.5906899034319 | 0.409310096568127 |
| 55 | 9 | 10.7137318072366 | -1.7137318072366 |
| 56 | 14 | 11.8326046050634 | 2.16739539493663 |
| 57 | 16 | 15.6937236900134 | 0.306276309986644 |
| 58 | 16 | 15.2303555712627 | 0.769644428737288 |
| 59 | 15 | 14.8230045585446 | 0.176995441455379 |
| 60 | 16 | 13.7932224493505 | 2.20677755064948 |
| 61 | 12 | 10.8367279492074 | 1.1632720507926 |
| 62 | 16 | 15.4378640177442 | 0.56213598225583 |
| 63 | 16 | 16.2989869704333 | -0.298986970433301 |
| 64 | 14 | 14.4388877335844 | -0.438887733584353 |
| 65 | 16 | 15.1500442700275 | 0.849955729972461 |
| 66 | 17 | 15.7438538414077 | 1.25614615859235 |
| 67 | 18 | 16.0903465015184 | 1.90965349848158 |
| 68 | 18 | 14.0764904918967 | 3.92350950810328 |
| 69 | 12 | 15.8084608807317 | -3.80846088073166 |
| 70 | 16 | 15.4728479832678 | 0.527152016732213 |
| 71 | 10 | 13.0122458267498 | -3.01224582674976 |
| 72 | 14 | 14.7156655383903 | -0.715665538390298 |
| 73 | 18 | 16.8379895442731 | 1.1620104557269 |
| 74 | 18 | 17.1928281858955 | 0.807171814104506 |
| 75 | 16 | 15.0094686892977 | 0.990531310702268 |
| 76 | 17 | 13.0902524925775 | 3.90974750742253 |
| 77 | 16 | 16.4072325443378 | -0.407232544337833 |
| 78 | 16 | 14.2122817226739 | 1.78771827732615 |
| 79 | 13 | 14.9614853283133 | -1.9614853283133 |
| 80 | 16 | 15.0831385107766 | 0.916861489223407 |
| 81 | 16 | 15.5360989694856 | 0.463901030514353 |
| 82 | 16 | 15.6432294770163 | 0.35677052298371 |
| 83 | 15 | 15.6201822872087 | -0.620182287208744 |
| 84 | 15 | 14.6861437075647 | 0.313856292435276 |
| 85 | 16 | 13.8827626275351 | 2.11723737246488 |
| 86 | 14 | 13.9517886120021 | 0.0482113879978749 |
| 87 | 16 | 15.2330941862993 | 0.766905813700726 |
| 88 | 16 | 14.681302994534 | 1.31869700546597 |
| 89 | 15 | 14.1033381737051 | 0.896661826294862 |
| 90 | 12 | 13.6433035668958 | -1.64330356689577 |
| 91 | 17 | 16.8321246414488 | 0.167875358551165 |
| 92 | 16 | 15.7294852307762 | 0.270514769223799 |
| 93 | 15 | 14.9057923352787 | 0.0942076647212588 |
| 94 | 13 | 14.8364568188003 | -1.83645681880029 |
| 95 | 16 | 14.6980328060634 | 1.3019671939366 |
| 96 | 16 | 15.6960780466908 | 0.303921953309245 |
| 97 | 16 | 13.4832846792557 | 2.51671532074433 |
| 98 | 16 | 15.8300417014576 | 0.169958298542447 |
| 99 | 14 | 14.2661258632027 | -0.266125863202739 |
| 100 | 16 | 17.1940865071683 | -1.19408650716828 |
| 101 | 16 | 14.5059011287886 | 1.49409887121141 |
| 102 | 20 | 17.5790992836759 | 2.42090071632414 |
| 103 | 15 | 14.0226460140409 | 0.977353985959141 |
| 104 | 16 | 14.8383762518519 | 1.16162374814812 |
| 105 | 13 | 14.7124447739459 | -1.71244477394589 |
| 106 | 17 | 15.7604373152473 | 1.23956268475275 |
| 107 | 16 | 15.7720645248471 | 0.227935475152909 |
| 108 | 16 | 14.2326042643852 | 1.76739573561483 |
| 109 | 12 | 12.0024802659182 | -0.00248026591816464 |
| 110 | 16 | 15.1718385499616 | 0.828161450038384 |
| 111 | 16 | 15.9384880334039 | 0.061511966596111 |
| 112 | 17 | 14.8625328282602 | 2.13746717173979 |
| 113 | 13 | 14.5286402413612 | -1.52864024136124 |
| 114 | 12 | 14.614568460888 | -2.614568460888 |
| 115 | 18 | 16.2764524443605 | 1.72354755563947 |
| 116 | 14 | 15.9504759627416 | -1.95047596274164 |
| 117 | 14 | 12.9924621951951 | 1.0075378048049 |
| 118 | 13 | 14.7858242392293 | -1.78582423922932 |
| 119 | 16 | 15.5144579558839 | 0.485542044116054 |
| 120 | 13 | 14.3730308681848 | -1.37303086818476 |
| 121 | 16 | 15.4072695332184 | 0.592730466781631 |
| 122 | 13 | 15.9001483950515 | -2.90014839505154 |
| 123 | 16 | 17.0738036864139 | -1.07380368641385 |
| 124 | 15 | 15.9985652529538 | -0.998565252953809 |
| 125 | 16 | 16.9217558949015 | -0.921755894901497 |
| 126 | 15 | 14.7501471788131 | 0.249852821186912 |
| 127 | 17 | 15.7672102604739 | 1.23278973952609 |
| 128 | 15 | 14.0042319951691 | 0.995768004830928 |
| 129 | 12 | 14.7455979666711 | -2.74559796667113 |
| 130 | 16 | 13.9018224660129 | 2.09817753398714 |
| 131 | 10 | 13.490018922728 | -3.49001892272798 |
| 132 | 16 | 13.4847293488174 | 2.51527065118258 |
| 133 | 12 | 14.1318955712898 | -2.13189557128976 |
| 134 | 14 | 15.6891601643807 | -1.68916016438072 |
| 135 | 15 | 15.1349525324793 | -0.134952532479341 |
| 136 | 13 | 11.8798702989229 | 1.12012970107706 |
| 137 | 15 | 14.5406759892864 | 0.459324010713609 |
| 138 | 11 | 13.3639577865016 | -2.3639577865016 |
| 139 | 12 | 12.9948717800782 | -0.994871780078188 |
| 140 | 11 | 13.2797734052425 | -2.27977340524254 |
| 141 | 16 | 12.8706670328481 | 3.12933296715189 |
| 142 | 15 | 13.577797008145 | 1.42220299185501 |
| 143 | 17 | 17.0126296693111 | -0.0126296693111296 |
| 144 | 16 | 14.2177232846361 | 1.78227671536387 |
| 145 | 10 | 13.3076482519713 | -3.30764825197125 |
| 146 | 18 | 15.710818264639 | 2.28918173536103 |
| 147 | 13 | 15.057515844885 | -2.05751584488497 |
| 148 | 16 | 14.9198086004653 | 1.08019139953472 |
| 149 | 13 | 12.6377638044032 | 0.362236195596835 |
| 150 | 10 | 12.8783257394112 | -2.87832573941121 |
| 151 | 15 | 16.155043271253 | -1.15504327125299 |
| 152 | 16 | 13.9923608515066 | 2.00763914849345 |
| 153 | 16 | 11.7040450513149 | 4.29595494868509 |
| 154 | 14 | 12.2499675462609 | 1.75003245373915 |
| 155 | 10 | 12.3106299805489 | -2.3106299805489 |
| 156 | 17 | 16.8321246414488 | 0.167875358551165 |
| 157 | 13 | 11.5695393191606 | 1.4304606808394 |
| 158 | 15 | 14.0042319951691 | 0.995768004830928 |
| 159 | 16 | 14.6713955204085 | 1.32860447959149 |
| 160 | 12 | 12.5736517546432 | -0.573651754643205 |
| 161 | 13 | 12.6006036915371 | 0.399396308462925 |
| 162 | 13 | 12.4665513538839 | 0.533448646116147 |
| 163 | 12 | 12.3881607885568 | -0.388160788556822 |
| 164 | 17 | 16.573789926877 | 0.426210073122988 |
| 165 | 15 | 13.6726004456851 | 1.32739955431488 |
| 166 | 10 | 11.4206728334644 | -1.42067283346442 |
| 167 | 14 | 14.4691619974894 | -0.469161997489404 |
| 168 | 11 | 14.2909865799885 | -3.29098657998851 |
| 169 | 13 | 14.8482927619942 | -1.84829276199418 |
| 170 | 16 | 14.4308747459494 | 1.56912525405059 |
| 171 | 12 | 10.3653118162962 | 1.63468818370377 |
| 172 | 16 | 15.7059483938507 | 0.294051606149256 |
| 173 | 12 | 13.9883936528962 | -1.98839365289616 |
| 174 | 9 | 11.3120335908731 | -2.31203359087306 |
| 175 | 12 | 15.2885887877223 | -3.2885887877223 |
| 176 | 15 | 14.7442131156564 | 0.255786884343577 |
| 177 | 12 | 12.2632972969964 | -0.263297296996437 |
| 178 | 12 | 12.6879346718068 | -0.687934671806849 |
| 179 | 14 | 14.0621066117256 | -0.0621066117256313 |
| 180 | 12 | 13.476269705029 | -1.47626970502905 |
| 181 | 16 | 15.4340480772343 | 0.565951922765746 |
| 182 | 11 | 11.5217489928796 | -0.521748992879647 |
| 183 | 19 | 17.1604632713109 | 1.83953672868909 |
| 184 | 15 | 15.5206096079202 | -0.520609607920212 |
| 185 | 8 | 14.7662880903322 | -6.76628809033216 |
| 186 | 16 | 14.9680927196659 | 1.03190728033405 |
| 187 | 17 | 14.7476768686274 | 2.25232313137259 |
| 188 | 12 | 12.5418032885651 | -0.541803288565077 |
| 189 | 11 | 11.5269675255856 | -0.526967525585556 |
| 190 | 11 | 10.2993224089426 | 0.700677591057422 |
| 191 | 14 | 15.0449039081772 | -1.04490390817719 |
| 192 | 16 | 15.8549236374795 | 0.145076362520501 |
| 193 | 12 | 9.65799989258033 | 2.34200010741967 |
| 194 | 16 | 14.30051325933 | 1.69948674067004 |
| 195 | 13 | 13.9159846340245 | -0.915984634024546 |
| 196 | 15 | 15.3686335282855 | -0.368633528285511 |
| 197 | 16 | 13.0983431475463 | 2.90165685245369 |
| 198 | 16 | 15.3129697531759 | 0.687030246824132 |
| 199 | 14 | 12.4874552007084 | 1.51254479929164 |
| 200 | 16 | 14.7705797810563 | 1.22942021894371 |
| 201 | 16 | 14.1953897769368 | 1.80461022306324 |
| 202 | 14 | 13.5652608133924 | 0.434739186607564 |
| 203 | 11 | 13.7622976777595 | -2.76229767775954 |
| 204 | 12 | 14.9165699771727 | -2.91656997717273 |
| 205 | 15 | 12.9696665181991 | 2.03033348180092 |
| 206 | 15 | 14.8369644200455 | 0.163035579954472 |
| 207 | 16 | 14.847026495686 | 1.152973504314 |
| 208 | 16 | 15.4339487103626 | 0.566051289637426 |
| 209 | 11 | 13.9167631437977 | -2.91676314379774 |
| 210 | 15 | 14.3031594704995 | 0.696840529500493 |
| 211 | 12 | 14.507489606999 | -2.50748960699899 |
| 212 | 12 | 16.2896849694461 | -4.28968496944614 |
| 213 | 15 | 14.3091704811001 | 0.690829518899894 |
| 214 | 15 | 12.1674958883062 | 2.8325041116938 |
| 215 | 16 | 14.8832893443442 | 1.1167106556558 |
| 216 | 14 | 13.4207878308238 | 0.579212169176228 |
| 217 | 17 | 15.0626619782301 | 1.93733802176991 |
| 218 | 14 | 14.3279169397482 | -0.327916939748237 |
| 219 | 13 | 11.9902889016349 | 1.0097110983651 |
| 220 | 15 | 15.6158919610783 | -0.615891961078346 |
| 221 | 13 | 15.0224913327295 | -2.02249133272955 |
| 222 | 14 | 14.5733033465196 | -0.573303346519555 |
| 223 | 15 | 14.5664459129041 | 0.433554087095921 |
| 224 | 12 | 13.4585313702885 | -1.45853137028853 |
| 225 | 13 | 12.8042807399044 | 0.195719260095622 |
| 226 | 8 | 11.9668684285413 | -3.96686842854126 |
| 227 | 14 | 14.3096831383973 | -0.3096831383973 |
| 228 | 14 | 13.2737435527865 | 0.726256447213534 |
| 229 | 11 | 12.3432695732266 | -1.34326957322662 |
| 230 | 12 | 13.1609985574185 | -1.16099855741853 |
| 231 | 13 | 11.4799323515281 | 1.52006764847187 |
| 232 | 10 | 13.4650403340904 | -3.46504033409045 |
| 233 | 16 | 11.7004538222459 | 4.29954617775415 |
| 234 | 18 | 16.45586637075 | 1.54413362925002 |
| 235 | 13 | 14.305398824479 | -1.30539882447903 |
| 236 | 11 | 13.6549207425401 | -2.65492074254013 |
| 237 | 4 | 11.170028137282 | -7.170028137282 |
| 238 | 13 | 14.8152140281387 | -1.81521402813866 |
| 239 | 16 | 14.5923633054321 | 1.40763669456794 |
| 240 | 10 | 11.9287261285823 | -1.92872612858231 |
| 241 | 12 | 12.4071970658913 | -0.407197065891321 |
| 242 | 12 | 13.795600381651 | -1.79560038165096 |
| 243 | 10 | 8.88634470078796 | 1.11365529921204 |
| 244 | 13 | 11.2770068802368 | 1.72299311976323 |
| 245 | 15 | 14.0926273160205 | 0.907372683979529 |
| 246 | 12 | 12.0467701780665 | -0.0467701780665389 |
| 247 | 14 | 13.1538828662063 | 0.846117133793713 |
| 248 | 10 | 12.8902928435778 | -2.89029284357777 |
| 249 | 12 | 10.8009658204609 | 1.19903417953907 |
| 250 | 12 | 11.8839336289646 | 0.116066371035427 |
| 251 | 11 | 12.1379198030589 | -1.13791980305892 |
| 252 | 10 | 11.8622634576053 | -1.86226345760534 |
| 253 | 12 | 11.663143781657 | 0.336856218342988 |
| 254 | 16 | 13.1782247636368 | 2.82177523636317 |
| 255 | 12 | 13.7152063049677 | -1.71520630496768 |
| 256 | 14 | 14.264087859685 | -0.264087859685032 |
| 257 | 16 | 14.6811885572799 | 1.31881144272008 |
| 258 | 14 | 11.8239286814975 | 2.17607131850249 |
| 259 | 13 | 14.78164098406 | -1.78164098406003 |
| 260 | 4 | 9.48330674262233 | -5.48330674262233 |
| 261 | 15 | 14.174366651485 | 0.825633348514997 |
| 262 | 11 | 15.5502096888069 | -4.55020968880689 |
| 263 | 11 | 11.4716452522508 | -0.471645252250812 |
| 264 | 14 | 13.1672908525232 | 0.832709147476812 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 11 | 0.234449524103323 | 0.468899048206646 | 0.765550475896677 |
| 12 | 0.120293517840557 | 0.240587035681113 | 0.879706482159443 |
| 13 | 0.0815541573457805 | 0.163108314691561 | 0.918445842654219 |
| 14 | 0.102874776497915 | 0.205749552995831 | 0.897125223502085 |
| 15 | 0.0587519756515486 | 0.117503951303097 | 0.941248024348451 |
| 16 | 0.0391686675931642 | 0.0783373351863284 | 0.960831332406836 |
| 17 | 0.0630191184441718 | 0.126038236888344 | 0.936980881555828 |
| 18 | 0.255864327935306 | 0.511728655870611 | 0.744135672064694 |
| 19 | 0.194216632900148 | 0.388433265800295 | 0.805783367099852 |
| 20 | 0.13776488333464 | 0.27552976666928 | 0.86223511666536 |
| 21 | 0.0986062615513719 | 0.197212523102744 | 0.901393738448628 |
| 22 | 0.0968533990427705 | 0.193706798085541 | 0.90314660095723 |
| 23 | 0.257054377911146 | 0.514108755822292 | 0.742945622088854 |
| 24 | 0.321495418423942 | 0.642990836847884 | 0.678504581576058 |
| 25 | 0.294869538595026 | 0.589739077190051 | 0.705130461404974 |
| 26 | 0.277447857711978 | 0.554895715423956 | 0.722552142288022 |
| 27 | 0.352098888872554 | 0.704197777745108 | 0.647901111127446 |
| 28 | 0.363849648859335 | 0.727699297718671 | 0.636150351140665 |
| 29 | 0.346785592147584 | 0.693571184295168 | 0.653214407852416 |
| 30 | 0.38089838627227 | 0.76179677254454 | 0.61910161372773 |
| 31 | 0.328675803111159 | 0.657351606222319 | 0.671324196888841 |
| 32 | 0.289492867969934 | 0.578985735939867 | 0.710507132030066 |
| 33 | 0.262490777406894 | 0.524981554813788 | 0.737509222593106 |
| 34 | 0.226304417033043 | 0.452608834066087 | 0.773695582966957 |
| 35 | 0.187880541814591 | 0.375761083629182 | 0.812119458185409 |
| 36 | 0.304929814888213 | 0.609859629776426 | 0.695070185111787 |
| 37 | 0.334971074151203 | 0.669942148302406 | 0.665028925848797 |
| 38 | 0.325963622584245 | 0.651927245168489 | 0.674036377415755 |
| 39 | 0.356022739855429 | 0.712045479710858 | 0.643977260144571 |
| 40 | 0.334209449134642 | 0.668418898269284 | 0.665790550865358 |
| 41 | 0.298001365293739 | 0.596002730587477 | 0.701998634706261 |
| 42 | 0.263835728828227 | 0.527671457656453 | 0.736164271171773 |
| 43 | 0.278274265211436 | 0.556548530422871 | 0.721725734788564 |
| 44 | 0.236536521323924 | 0.473073042647848 | 0.763463478676076 |
| 45 | 0.214442280198156 | 0.428884560396313 | 0.785557719801844 |
| 46 | 0.392689717772566 | 0.785379435545132 | 0.607310282227434 |
| 47 | 0.545519033485658 | 0.908961933028684 | 0.454480966514342 |
| 48 | 0.496548776402333 | 0.993097552804666 | 0.503451223597667 |
| 49 | 0.48321616072475 | 0.9664323214495 | 0.51678383927525 |
| 50 | 0.468390230644652 | 0.936780461289305 | 0.531609769355348 |
| 51 | 0.423671720349912 | 0.847343440699824 | 0.576328279650088 |
| 52 | 0.378169197572531 | 0.756338395145063 | 0.621830802427469 |
| 53 | 0.386603609576094 | 0.773207219152188 | 0.613396390423906 |
| 54 | 0.369709551282604 | 0.739419102565208 | 0.630290448717396 |
| 55 | 0.360937557172321 | 0.721875114344642 | 0.639062442827679 |
| 56 | 0.339385238523735 | 0.67877047704747 | 0.660614761476265 |
| 57 | 0.299777754262651 | 0.599555508525302 | 0.700222245737349 |
| 58 | 0.271157720239433 | 0.542315440478866 | 0.728842279760567 |
| 59 | 0.236694269796536 | 0.473388539593071 | 0.763305730203464 |
| 60 | 0.242458614750555 | 0.484917229501109 | 0.757541385249445 |
| 61 | 0.218650159104954 | 0.437300318209909 | 0.781349840895046 |
| 62 | 0.191735670804925 | 0.383471341609851 | 0.808264329195075 |
| 63 | 0.163732057843762 | 0.327464115687524 | 0.836267942156238 |
| 64 | 0.137978888894911 | 0.275957777789821 | 0.862021111105089 |
| 65 | 0.119073866261542 | 0.238147732523084 | 0.880926133738458 |
| 66 | 0.110228851421388 | 0.220457702842777 | 0.889771148578612 |
| 67 | 0.105986150241298 | 0.211972300482596 | 0.894013849758702 |
| 68 | 0.223058679356039 | 0.446117358712078 | 0.776941320643961 |
| 69 | 0.313038852663478 | 0.626077705326957 | 0.686961147336522 |
| 70 | 0.282142509826924 | 0.564285019653848 | 0.717857490173076 |
| 71 | 0.397902377321227 | 0.795804754642454 | 0.602097622678773 |
| 72 | 0.359897835237817 | 0.719795670475634 | 0.640102164762183 |
| 73 | 0.351564646488888 | 0.703129292977776 | 0.648435353511112 |
| 74 | 0.336197027115225 | 0.67239405423045 | 0.663802972884775 |
| 75 | 0.304024154874088 | 0.608048309748175 | 0.695975845125912 |
| 76 | 0.369544725558951 | 0.739089451117903 | 0.630455274441049 |
| 77 | 0.333817781175648 | 0.667635562351296 | 0.666182218824352 |
| 78 | 0.312977052653639 | 0.625954105307277 | 0.687022947346361 |
| 79 | 0.326056568919717 | 0.652113137839435 | 0.673943431080283 |
| 80 | 0.29847834731155 | 0.5969566946231 | 0.70152165268845 |
| 81 | 0.27034190689084 | 0.54068381378168 | 0.72965809310916 |
| 82 | 0.239446042587498 | 0.478892085174996 | 0.760553957412502 |
| 83 | 0.215139662822707 | 0.430279325645415 | 0.784860337177293 |
| 84 | 0.187913722738408 | 0.375827445476815 | 0.812086277261592 |
| 85 | 0.184607191674078 | 0.369214383348155 | 0.815392808325922 |
| 86 | 0.159572512041597 | 0.319145024083195 | 0.840427487958403 |
| 87 | 0.140322537361322 | 0.280645074722645 | 0.859677462638678 |
| 88 | 0.130738801764796 | 0.261477603529591 | 0.869261198235204 |
| 89 | 0.112976437875893 | 0.225952875751786 | 0.887023562124107 |
| 90 | 0.11020311421927 | 0.22040622843854 | 0.88979688578073 |
| 91 | 0.0942919369448659 | 0.188583873889732 | 0.905708063055134 |
| 92 | 0.0814240906086614 | 0.162848181217323 | 0.918575909391339 |
| 93 | 0.0691622046865879 | 0.138324409373176 | 0.930837795313412 |
| 94 | 0.0710505619641146 | 0.142101123928229 | 0.928949438035885 |
| 95 | 0.0642047750978092 | 0.128409550195618 | 0.935795224902191 |
| 96 | 0.0537975865035409 | 0.107595173007082 | 0.946202413496459 |
| 97 | 0.0594315146399691 | 0.118863029279938 | 0.940568485360031 |
| 98 | 0.0492270511304388 | 0.0984541022608776 | 0.950772948869561 |
| 99 | 0.0403637971239408 | 0.0807275942478815 | 0.959636202876059 |
| 100 | 0.035314977068656 | 0.070629954137312 | 0.964685022931344 |
| 101 | 0.0313300139468176 | 0.0626600278936352 | 0.968669986053182 |
| 102 | 0.0368820710846464 | 0.0737641421692928 | 0.963117928915354 |
| 103 | 0.0316513902506374 | 0.0633027805012748 | 0.968348609749363 |
| 104 | 0.0285859141191505 | 0.0571718282383009 | 0.97141408588085 |
| 105 | 0.0338171358137667 | 0.0676342716275334 | 0.966182864186233 |
| 106 | 0.0297170878687312 | 0.0594341757374624 | 0.970282912131269 |
| 107 | 0.0241330786284956 | 0.0482661572569911 | 0.975866921371504 |
| 108 | 0.0240079113500851 | 0.0480158227001702 | 0.975992088649915 |
| 109 | 0.0194515049063909 | 0.0389030098127817 | 0.980548495093609 |
| 110 | 0.0159136661421486 | 0.0318273322842972 | 0.984086333857851 |
| 111 | 0.0126146522719224 | 0.0252293045438448 | 0.987385347728078 |
| 112 | 0.0130381277586825 | 0.0260762555173651 | 0.986961872241317 |
| 113 | 0.0116452146478801 | 0.0232904292957602 | 0.98835478535212 |
| 114 | 0.0167206560872485 | 0.0334413121744971 | 0.983279343912751 |
| 115 | 0.0159710234451857 | 0.0319420468903714 | 0.984028976554814 |
| 116 | 0.0152811978016849 | 0.0305623956033699 | 0.984718802198315 |
| 117 | 0.012639029945394 | 0.025278059890788 | 0.987360970054606 |
| 118 | 0.012621956249375 | 0.02524391249875 | 0.987378043750625 |
| 119 | 0.0102612016271451 | 0.0205224032542903 | 0.989738798372855 |
| 120 | 0.00903802567892109 | 0.0180760513578422 | 0.990961974321079 |
| 121 | 0.00735356780301573 | 0.0147071356060315 | 0.992646432196984 |
| 122 | 0.0113195512171059 | 0.0226391024342118 | 0.988680448782894 |
| 123 | 0.00953849599480365 | 0.0190769919896073 | 0.990461504005196 |
| 124 | 0.00847311639172475 | 0.0169462327834495 | 0.991526883608275 |
| 125 | 0.00693555972924195 | 0.0138711194584839 | 0.993064440270758 |
| 126 | 0.00565042103716446 | 0.0113008420743289 | 0.994349578962835 |
| 127 | 0.0050871640127939 | 0.0101743280255878 | 0.994912835987206 |
| 128 | 0.00409879352027457 | 0.00819758704054914 | 0.995901206479725 |
| 129 | 0.00604886982758688 | 0.0120977396551738 | 0.993951130172413 |
| 130 | 0.00655323802881189 | 0.0131064760576238 | 0.993446761971188 |
| 131 | 0.0135402943899649 | 0.0270805887799299 | 0.986459705610035 |
| 132 | 0.0162987275042286 | 0.0325974550084572 | 0.983701272495771 |
| 133 | 0.0175823649816717 | 0.0351647299633434 | 0.982417635018328 |
| 134 | 0.0169833449919507 | 0.0339666899839014 | 0.983016655008049 |
| 135 | 0.013880374473478 | 0.027760748946956 | 0.986119625526522 |
| 136 | 0.0117123386997017 | 0.0234246773994035 | 0.988287661300298 |
| 137 | 0.0093746433382091 | 0.0187492866764182 | 0.990625356661791 |
| 138 | 0.0114169021588462 | 0.0228338043176924 | 0.988583097841154 |
| 139 | 0.00993713987951826 | 0.0198742797590365 | 0.990062860120482 |
| 140 | 0.0112928154997636 | 0.0225856309995272 | 0.988707184500236 |
| 141 | 0.0175165648200135 | 0.0350331296400269 | 0.982483435179987 |
| 142 | 0.0159289579009632 | 0.0318579158019264 | 0.984071042099037 |
| 143 | 0.0126831635932341 | 0.0253663271864682 | 0.987316836406766 |
| 144 | 0.0134458333059833 | 0.0268916666119666 | 0.986554166694017 |
| 145 | 0.0256403134895237 | 0.0512806269790473 | 0.974359686510476 |
| 146 | 0.0314184109533001 | 0.0628368219066001 | 0.9685815890467 |
| 147 | 0.0329795780363351 | 0.0659591560726702 | 0.967020421963665 |
| 148 | 0.0297734227101547 | 0.0595468454203094 | 0.970226577289845 |
| 149 | 0.0248127287409389 | 0.0496254574818778 | 0.975187271259061 |
| 150 | 0.0344362320643677 | 0.0688724641287355 | 0.965563767935632 |
| 151 | 0.0297124189393622 | 0.0594248378787245 | 0.970287581060638 |
| 152 | 0.0312806581649016 | 0.0625613163298033 | 0.968719341835098 |
| 153 | 0.0638804329782772 | 0.127760865956554 | 0.936119567021723 |
| 154 | 0.0627614357271259 | 0.125522871454252 | 0.937238564272874 |
| 155 | 0.0721747771912981 | 0.144349554382596 | 0.927825222808702 |
| 156 | 0.0617478574339026 | 0.123495714867805 | 0.938252142566097 |
| 157 | 0.0551628794160272 | 0.110325758832054 | 0.944837120583973 |
| 158 | 0.0482704122823343 | 0.0965408245646686 | 0.951729587717666 |
| 159 | 0.0472261086820224 | 0.0944522173640447 | 0.952773891317978 |
| 160 | 0.0404930281933106 | 0.0809860563866211 | 0.959506971806689 |
| 161 | 0.0334124305697173 | 0.0668248611394345 | 0.966587569430283 |
| 162 | 0.0274667952760024 | 0.0549335905520048 | 0.972533204723998 |
| 163 | 0.0228756533010377 | 0.0457513066020754 | 0.977124346698962 |
| 164 | 0.0192964132818173 | 0.0385928265636347 | 0.980703586718183 |
| 165 | 0.0169353563376046 | 0.0338707126752093 | 0.983064643662395 |
| 166 | 0.0171843050634622 | 0.0343686101269243 | 0.982815694936538 |
| 167 | 0.0138076243872408 | 0.0276152487744817 | 0.986192375612759 |
| 168 | 0.0203735861261564 | 0.0407471722523128 | 0.979626413873844 |
| 169 | 0.0201928859457743 | 0.0403857718915487 | 0.979807114054226 |
| 170 | 0.0188580171726758 | 0.0377160343453515 | 0.981141982827324 |
| 171 | 0.0181349653406304 | 0.0362699306812609 | 0.98186503465937 |
| 172 | 0.0146941965866962 | 0.0293883931733924 | 0.985305803413304 |
| 173 | 0.0147422907486942 | 0.0294845814973884 | 0.985257709251306 |
| 174 | 0.0164226161640715 | 0.0328452323281429 | 0.983577383835929 |
| 175 | 0.0219494596798679 | 0.0438989193597359 | 0.978050540320132 |
| 176 | 0.0176531523212623 | 0.0353063046425246 | 0.982346847678738 |
| 177 | 0.0143826922510687 | 0.0287653845021374 | 0.985617307748931 |
| 178 | 0.0117427428384759 | 0.0234854856769519 | 0.988257257161524 |
| 179 | 0.00919215979401756 | 0.0183843195880351 | 0.990807840205982 |
| 180 | 0.00800536172863932 | 0.0160107234572786 | 0.991994638271361 |
| 181 | 0.00660360418668578 | 0.0132072083733716 | 0.993396395813314 |
| 182 | 0.00534521714955196 | 0.0106904342991039 | 0.994654782850448 |
| 183 | 0.0056093662257551 | 0.0112187324515102 | 0.994390633774245 |
| 184 | 0.00443647295033494 | 0.00887294590066989 | 0.995563527049665 |
| 185 | 0.0940865399009818 | 0.188173079801964 | 0.905913460099018 |
| 186 | 0.0816845811721913 | 0.163369162344383 | 0.918315418827809 |
| 187 | 0.0928439802674421 | 0.185687960534884 | 0.907156019732558 |
| 188 | 0.0802127135646733 | 0.160425427129347 | 0.919787286435327 |
| 189 | 0.0679596339456166 | 0.135919267891233 | 0.932040366054383 |
| 190 | 0.0563561435032738 | 0.112712287006548 | 0.943643856496726 |
| 191 | 0.0497111618841623 | 0.0994223237683247 | 0.950288838115838 |
| 192 | 0.041961193315222 | 0.0839223866304441 | 0.958038806684778 |
| 193 | 0.0487155279839555 | 0.097431055967911 | 0.951284472016044 |
| 194 | 0.0522890666310381 | 0.104578133262076 | 0.947710933368962 |
| 195 | 0.044381173826957 | 0.0887623476539139 | 0.955618826173043 |
| 196 | 0.037026328217237 | 0.0740526564344739 | 0.962973671782763 |
| 197 | 0.0483157061172395 | 0.0966314122344789 | 0.951684293882761 |
| 198 | 0.0395862946218527 | 0.0791725892437054 | 0.960413705378147 |
| 199 | 0.0367011562951476 | 0.0734023125902952 | 0.963298843704852 |
| 200 | 0.0310398676134197 | 0.0620797352268393 | 0.96896013238658 |
| 201 | 0.0292219724944834 | 0.0584439449889668 | 0.970778027505517 |
| 202 | 0.0243805707067277 | 0.0487611414134554 | 0.975619429293272 |
| 203 | 0.0313053691066303 | 0.0626107382132605 | 0.96869463089337 |
| 204 | 0.0356803177739393 | 0.0713606355478787 | 0.964319682226061 |
| 205 | 0.0389063363767213 | 0.0778126727534425 | 0.961093663623279 |
| 206 | 0.0308791545420789 | 0.0617583090841578 | 0.969120845457921 |
| 207 | 0.0303422228248085 | 0.060684445649617 | 0.969657777175192 |
| 208 | 0.0249498727311462 | 0.0498997454622924 | 0.975050127268854 |
| 209 | 0.0278681412054706 | 0.0557362824109411 | 0.972131858794529 |
| 210 | 0.0225417426210891 | 0.0450834852421783 | 0.977458257378911 |
| 211 | 0.0249775332931389 | 0.0499550665862778 | 0.975022466706861 |
| 212 | 0.0399735087423003 | 0.0799470174846007 | 0.9600264912577 |
| 213 | 0.0315871062441673 | 0.0631742124883345 | 0.968412893755833 |
| 214 | 0.0441589425989394 | 0.0883178851978788 | 0.955841057401061 |
| 215 | 0.0380593092869375 | 0.076118618573875 | 0.961940690713063 |
| 216 | 0.0297508259210563 | 0.0595016518421126 | 0.970249174078944 |
| 217 | 0.0321955312729054 | 0.0643910625458109 | 0.967804468727095 |
| 218 | 0.0275294909822652 | 0.0550589819645304 | 0.972470509017735 |
| 219 | 0.0247418070044537 | 0.0494836140089074 | 0.975258192995546 |
| 220 | 0.0189633773705705 | 0.0379267547411411 | 0.981036622629429 |
| 221 | 0.0168947339209675 | 0.033789467841935 | 0.983105266079032 |
| 222 | 0.0124206485849153 | 0.0248412971698306 | 0.987579351415085 |
| 223 | 0.00931174186201655 | 0.0186234837240331 | 0.990688258137983 |
| 224 | 0.00750211854397709 | 0.0150042370879542 | 0.992497881456023 |
| 225 | 0.00654705616129081 | 0.0130941123225816 | 0.993452943838709 |
| 226 | 0.0149951903144662 | 0.0299903806289325 | 0.985004809685534 |
| 227 | 0.0115416184372466 | 0.0230832368744931 | 0.988458381562753 |
| 228 | 0.00835031892340794 | 0.0167006378468159 | 0.991649681076592 |
| 229 | 0.00609683424321095 | 0.0121936684864219 | 0.993903165756789 |
| 230 | 0.00441036251732996 | 0.00882072503465992 | 0.99558963748267 |
| 231 | 0.00439461457994109 | 0.00878922915988219 | 0.995605385420059 |
| 232 | 0.00814497957146657 | 0.0162899591429331 | 0.991855020428533 |
| 233 | 0.0377565442118786 | 0.0755130884237571 | 0.962243455788121 |
| 234 | 0.0542942200569111 | 0.108588440113822 | 0.945705779943089 |
| 235 | 0.0405065857547014 | 0.0810131715094027 | 0.959493414245299 |
| 236 | 0.0361101125951764 | 0.0722202251903528 | 0.963889887404824 |
| 237 | 0.246505700570202 | 0.493011401140403 | 0.753494299429798 |
| 238 | 0.200782130963977 | 0.401564261927953 | 0.799217869036023 |
| 239 | 0.180044405468039 | 0.360088810936079 | 0.819955594531961 |
| 240 | 0.142128535333137 | 0.284257070666275 | 0.857871464666863 |
| 241 | 0.113707343103352 | 0.227414686206704 | 0.886292656896648 |
| 242 | 0.0945301032407297 | 0.189060206481459 | 0.90546989675927 |
| 243 | 0.0879023187197941 | 0.175804637439588 | 0.912097681280206 |
| 244 | 0.153550434222246 | 0.307100868444492 | 0.846449565777754 |
| 245 | 0.137630339717255 | 0.27526067943451 | 0.862369660282745 |
| 246 | 0.110109330538686 | 0.220218661077371 | 0.889890669461314 |
| 247 | 0.0777706008222235 | 0.155541201644447 | 0.922229399177776 |
| 248 | 0.0666948470256243 | 0.133389694051249 | 0.933305152974376 |
| 249 | 0.0624888270323004 | 0.124977654064601 | 0.9375111729677 |
| 250 | 0.0773809930539611 | 0.154761986107922 | 0.922619006946039 |
| 251 | 0.0460549764082261 | 0.0921099528164522 | 0.953945023591774 |
| 252 | 0.112285664162277 | 0.224571328324553 | 0.887714335837723 |
| 253 | 0.234998511095393 | 0.469997022190785 | 0.765001488904607 |
| Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
| Description | # significant tests | % significant tests | OK/NOK |
| 1% type I error level | 4 | 0.0164609053497942 | NOK |
| 5% type I error level | 79 | 0.325102880658436 | NOK |
| 10% type I error level | 128 | 0.526748971193416 | NOK |
