| Multiple Linear Regression - Estimated Regression Equation |
| Fat[t] = -18.1884850809836 + 0.0620786463547041Age[t] -0.0884446759002108Weight[t] -0.0695904296150214Height[t] -0.470600013585041Neck[t] -0.0238641465015974Chest[t] + 0.954773457529579Abdomen[t] -0.207541123438142Hip[t] + 0.236099844751604Thigh[t] + 0.0152812146458913Knee[t] + 0.1739953675909Ankle[t] + 0.181602416094232Biceps[t] + 0.452024914117847Forearm[t] -1.62063909894191Wrist[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) | -18.1884850809836 | 17.348566 | -1.0484 | 0.295511 | 0.147756 |
| Age | 0.0620786463547041 | 0.032349 | 1.919 | 0.056176 | 0.028088 |
| Weight | -0.0884446759002108 | 0.053526 | -1.6524 | 0.099775 | 0.049888 |
| Height | -0.0695904296150214 | 0.096006 | -0.7249 | 0.469254 | 0.234627 |
| Neck | -0.470600013585041 | 0.232467 | -2.0244 | 0.044049 | 0.022025 |
| Chest | -0.0238641465015974 | 0.099147 | -0.2407 | 0.809999 | 0.404999 |
| Abdomen | 0.954773457529579 | 0.086448 | 11.0444 | 0 | 0 |
| Hip | -0.207541123438142 | 0.14591 | -1.4224 | 0.156223 | 0.078111 |
| Thigh | 0.236099844751604 | 0.144358 | 1.6355 | 0.103262 | 0.051631 |
| Knee | 0.0152812146458913 | 0.241977 | 0.0632 | 0.949699 | 0.474849 |
| Ankle | 0.1739953675909 | 0.221466 | 0.7857 | 0.432853 | 0.216426 |
| Biceps | 0.181602416094232 | 0.171125 | 1.0612 | 0.289663 | 0.144832 |
| Forearm | 0.452024914117847 | 0.199129 | 2.27 | 0.024102 | 0.012051 |
| Wrist | -1.62063909894191 | 0.534946 | -3.0295 | 0.00272 | 0.00136 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 0.86547672940887 |
| R-squared | 0.749049969148275 |
| Adjusted R-squared | 0.73534261452192 |
| F-TEST (value) | 54.6458444803127 |
| F-TEST (DF numerator) | 13 |
| F-TEST (DF denominator) | 238 |
| p-value | 0 |
| Multiple Linear Regression - Residual Statistics | |
| Residual Standard Deviation | 4.3052869798689 |
| Sum Squared Residuals | 4411.44804300883 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 12.3 | 16.1527808735027 | -3.8527808735027 |
| 2 | 6.1 | 8.84370385843499 | -2.74370385843499 |
| 3 | 25.3 | 18.5567680591844 | 6.74323194081556 |
| 4 | 10.4 | 11.9214552413727 | -1.52145524137271 |
| 5 | 28.7 | 27.291078276092 | 1.40892172390801 |
| 6 | 20.9 | 16.9403379002368 | 3.9596620997632 |
| 7 | 19.2 | 16.7388495527999 | 2.46115044720013 |
| 8 | 12.4 | 13.9159145832453 | -1.51591458324533 |
| 9 | 4.1 | 9.67746577513297 | -5.57746577513297 |
| 10 | 11.7 | 10.1835718161123 | 1.51642818388769 |
| 11 | 7.1 | 9.0172397753499 | -1.9172397753499 |
| 12 | 7.8 | 12.8674106701886 | -5.06741067018856 |
| 13 | 20.8 | 17.8253553607477 | 2.97464463925229 |
| 14 | 21.2 | 25.0509120093389 | -3.8509120093389 |
| 15 | 22.1 | 24.0839261930635 | -1.98392619306349 |
| 16 | 20.9 | 22.974522973426 | -2.07452297342601 |
| 17 | 29 | 23.5383160426835 | 5.46168395731649 |
| 18 | 22.9 | 19.4482119736127 | 3.45178802638735 |
| 19 | 16 | 16.7412889924041 | -0.741288992404074 |
| 20 | 16.5 | 23.1708745480026 | -6.67087454800263 |
| 21 | 19.1 | 21.1090526029561 | -2.00905260295613 |
| 22 | 15.2 | 19.8877007794151 | -4.68770077941515 |
| 23 | 15.6 | 9.55142001673523 | 6.04857998326477 |
| 24 | 17.7 | 11.1210173638967 | 6.57898263610333 |
| 25 | 14 | 8.13272944733555 | 5.86727055266445 |
| 26 | 3.7 | 8.50909673551517 | -4.80909673551517 |
| 27 | 7.9 | 9.10335612465817 | -1.20335612465817 |
| 28 | 22.9 | 17.9549559240456 | 4.94504407595442 |
| 29 | 3.7 | 6.36291763406911 | -2.66291763406911 |
| 30 | 8.8 | 11.6265136518852 | -2.82651365188516 |
| 31 | 11.9 | 14.6030169839567 | -2.7030169839567 |
| 32 | 5.7 | 11.0311632144958 | -5.33116321449585 |
| 33 | 11.8 | 6.13512290331984 | 5.66487709668016 |
| 34 | 21.3 | 23.8185171226594 | -2.51851712265942 |
| 35 | 32.3 | 32.270251629979 | 0.0297483700210498 |
| 36 | 40.1 | 37.5795849138025 | 2.52041508619753 |
| 37 | 24.2 | 24.1199576401647 | 0.0800423598352868 |
| 38 | 28.4 | 21.9034111736215 | 6.49658882637849 |
| 39 | 35.2 | 44.0348892206514 | -8.8348892206514 |
| 40 | 32.6 | 32.5253234873826 | 0.0746765126174193 |
| 41 | 34.5 | 36.6759455720518 | -2.17594557205179 |
| 42 | 32.9 | 32.534837730462 | 0.36516226953798 |
| 43 | 31.6 | 34.2348802376012 | -2.63488023760119 |
| 44 | 32 | 26.3752707892707 | 5.62472921072933 |
| 45 | 7.7 | 10.9041158347347 | -3.20411583473465 |
| 46 | 13.9 | 9.95654610857628 | 3.94345389142372 |
| 47 | 10.8 | 7.77130190782924 | 3.02869809217076 |
| 48 | 5.6 | 9.54087987928135 | -3.94087987928135 |
| 49 | 13.6 | 17.8087240189123 | -4.20872401891228 |
| 50 | 4 | 5.52042426159203 | -1.52042426159203 |
| 51 | 10.2 | 14.7376710858701 | -4.5376710858701 |
| 52 | 6.6 | 9.49173918261154 | -2.89173918261154 |
| 53 | 8 | 14.2232161490253 | -6.22321614902531 |
| 54 | 6.3 | 10.7942358851282 | -4.49423588512817 |
| 55 | 3.9 | 7.67501483428857 | -3.77501483428857 |
| 56 | 22.6 | 23.5568277520263 | -0.956827752026322 |
| 57 | 20.4 | 25.8571231872631 | -5.45712318726308 |
| 58 | 28 | 27.6803234657295 | 0.319676534270531 |
| 59 | 31.5 | 28.6335301315892 | 2.86646986841075 |
| 60 | 24.6 | 26.2675867967314 | -1.66758679673135 |
| 61 | 26.1 | 25.3583613773373 | 0.741638622662733 |
| 62 | 29.8 | 23.5185986747457 | 6.28140132525435 |
| 63 | 30.7 | 27.4819304361293 | 3.21806956387069 |
| 64 | 25.8 | 27.238220569014 | -1.43822056901398 |
| 65 | 32.3 | 30.0937699487517 | 2.20623005124832 |
| 66 | 30 | 26.2143659822871 | 3.78563401771288 |
| 67 | 21.5 | 15.4317550835511 | 6.06824491644888 |
| 68 | 13.8 | 15.6908050845803 | -1.89080508458028 |
| 69 | 6.3 | 8.72373308212155 | -2.42373308212155 |
| 70 | 12.9 | 13.8422665868639 | -0.942266586863908 |
| 71 | 24.3 | 19.5211929410977 | 4.77880705890229 |
| 72 | 8.8 | 12.7974020670645 | -3.99740206706452 |
| 73 | 8.5 | 11.0593887554809 | -2.55938875548086 |
| 74 | 13.5 | 11.6052405516314 | 1.89475944836864 |
| 75 | 11.8 | 16.7956358731265 | -4.99563587312649 |
| 76 | 18.5 | 12.1113244702206 | 6.38867552977937 |
| 77 | 8.8 | 8.9622133190289 | -0.1622133190289 |
| 78 | 22.2 | 19.3690191542168 | 2.83098084578324 |
| 79 | 21.5 | 23.1809993587453 | -1.68099935874531 |
| 80 | 18.8 | 24.8105847410993 | -6.01058474109935 |
| 81 | 31.4 | 22.1734533713676 | 9.22654662863235 |
| 82 | 26.8 | 17.915296817829 | 8.88470318217095 |
| 83 | 18.4 | 22.9669182866307 | -4.56691828663072 |
| 84 | 27 | 21.2964142716412 | 5.7035857283588 |
| 85 | 27 | 27.1762996837945 | -0.17629968379453 |
| 86 | 26.6 | 20.9091399423399 | 5.69086005766009 |
| 87 | 14.9 | 17.5685386181121 | -2.66853861811206 |
| 88 | 23.1 | 21.8244498195397 | 1.27555018046026 |
| 89 | 8.3 | 12.6768186686851 | -4.3768186686851 |
| 90 | 14.1 | 14.1726277485466 | -0.0726277485466366 |
| 91 | 20.5 | 21.7048262542423 | -1.20482625424235 |
| 92 | 18.2 | 17.6395286050088 | 0.560471394991212 |
| 93 | 8.5 | 11.0409841057249 | -2.54098410572493 |
| 94 | 24.9 | 21.6946234526603 | 3.2053765473397 |
| 95 | 9 | 14.7619819523051 | -5.76198195230511 |
| 96 | 17.4 | 16.2814693633775 | 1.11853063662254 |
| 97 | 9.6 | 16.8286594768529 | -7.22865947685293 |
| 98 | 11.3 | 16.0886489423768 | -4.7886489423768 |
| 99 | 17.8 | 17.83201518129 | -0.0320151812899643 |
| 100 | 22.2 | 19.1323573861095 | 3.06764261389052 |
| 101 | 21.2 | 18.4947082022095 | 2.70529179779049 |
| 102 | 20.4 | 19.9181559590088 | 0.481844040991178 |
| 103 | 20.1 | 17.2921848917938 | 2.80781510820625 |
| 104 | 22.3 | 17.1715268119271 | 5.12847318807287 |
| 105 | 25.4 | 23.8832302188857 | 1.51676978111433 |
| 106 | 18 | 17.7991025878039 | 0.200897412196126 |
| 107 | 19.3 | 25.855505521198 | -6.55550552119796 |
| 108 | 18.3 | 22.2486916414326 | -3.94869164143261 |
| 109 | 17.3 | 12.4586798226311 | 4.84132017736893 |
| 110 | 21.4 | 21.0413278180696 | 0.358672181930379 |
| 111 | 19.7 | 19.2374863421416 | 0.462513657858414 |
| 112 | 28 | 32.4479213825049 | -4.44792138250494 |
| 113 | 22.1 | 20.8647753370022 | 1.23522466299777 |
| 114 | 21.3 | 19.8654581100321 | 1.43454188996792 |
| 115 | 26.7 | 20.1282218802149 | 6.57177811978511 |
| 116 | 16.7 | 16.4296732842605 | 0.270326715739459 |
| 117 | 20.1 | 16.8700960335713 | 3.22990396642873 |
| 118 | 13.9 | 14.3870160368787 | -0.487016036878727 |
| 119 | 25.8 | 18.1758899152996 | 7.62411008470042 |
| 120 | 18.1 | 13.4601408816459 | 4.63985911835407 |
| 121 | 27.9 | 20.3599924453783 | 7.54000755462167 |
| 122 | 25.3 | 22.5354064531427 | 2.76459354685733 |
| 123 | 14.7 | 14.0878701416476 | 0.612129858352424 |
| 124 | 16 | 17.1093250592991 | -1.10932505929914 |
| 125 | 13.8 | 15.4686597586299 | -1.6686597586299 |
| 126 | 17.5 | 20.9649283178635 | -3.46492831786346 |
| 127 | 27.2 | 21.4814795451094 | 5.71852045489058 |
| 128 | 17.4 | 8.99568501052695 | 8.40431498947305 |
| 129 | 20.8 | 18.6554410256316 | 2.14455897436839 |
| 130 | 14.9 | 14.9957824062943 | -0.0957824062942603 |
| 131 | 18.1 | 18.3249598860606 | -0.224959886060557 |
| 132 | 22.7 | 20.1683890756069 | 2.53161092439306 |
| 133 | 23.6 | 24.7812259038293 | -1.18122590382932 |
| 134 | 26.1 | 21.065764851441 | 5.03423514855899 |
| 135 | 24.4 | 16.0470727579408 | 8.35292724205917 |
| 136 | 27.1 | 26.8328285689513 | 0.267171431048742 |
| 137 | 21.8 | 16.6463875432494 | 5.15361245675065 |
| 138 | 29.4 | 26.0494307457112 | 3.35056925428877 |
| 139 | 22.4 | 17.9023849221525 | 4.4976150778475 |
| 140 | 20.4 | 28.7693513231312 | -8.36935132313121 |
| 141 | 24.9 | 21.1901065486414 | 3.70989345135857 |
| 142 | 18.3 | 21.2874832510073 | -2.98748325100727 |
| 143 | 23.3 | 18.8969112455707 | 4.40308875442932 |
| 144 | 9.4 | 5.3879797177854 | 4.0120202822146 |
| 145 | 10.3 | 9.29350172003732 | 1.00649827996269 |
| 146 | 14.2 | 12.5257836007293 | 1.67421639927069 |
| 147 | 19.2 | 22.4900682420478 | -3.29006824204783 |
| 148 | 29.6 | 22.9712437747845 | 6.62875622521552 |
| 149 | 5.3 | 6.07669239355771 | -0.776692393557707 |
| 150 | 25.2 | 26.6853088533332 | -1.48530885333316 |
| 151 | 9.4 | 8.49938891475277 | 0.900611085247233 |
| 152 | 19.6 | 21.8567929671057 | -2.25679296710571 |
| 153 | 10.1 | 4.08395329722268 | 6.01604670277732 |
| 154 | 16.5 | 16.6070948700781 | -0.107094870078076 |
| 155 | 21 | 21.5373788453854 | -0.537378845385381 |
| 156 | 17.3 | 11.0810445274885 | 6.21895547251153 |
| 157 | 31.2 | 28.5889127394687 | 2.61108726053125 |
| 158 | 10 | 15.5828292017915 | -5.58282920179146 |
| 159 | 12.5 | 11.7476191632248 | 0.75238083677518 |
| 160 | 22.5 | 18.8655545444495 | 3.63444545555045 |
| 161 | 9.4 | 11.8135612648151 | -2.41356126481514 |
| 162 | 14.6 | 17.7093322453172 | -3.10933224531718 |
| 163 | 13 | 15.4787047695703 | -2.47870476957027 |
| 164 | 15.1 | 15.3029529201382 | -0.202952920138215 |
| 165 | 27.3 | 27.0150597699644 | 0.284940230035648 |
| 166 | 19.2 | 17.9335253468734 | 1.26647465312655 |
| 167 | 21.8 | 17.7445961026552 | 4.05540389734483 |
| 168 | 20.3 | 19.0224532412961 | 1.2775467587039 |
| 169 | 34.3 | 37.4647554582104 | -3.1647554582104 |
| 170 | 16.5 | 20.1749516327618 | -3.67495163276181 |
| 171 | 3 | 11.6614922824002 | -8.66149228240016 |
| 172 | 0.7 | 8.21931356392329 | -7.51931356392329 |
| 173 | 20.5 | 16.6604097717546 | 3.83959022824537 |
| 174 | 16.9 | 16.5774245000356 | 0.322575499964404 |
| 175 | 25.3 | 21.3619380224731 | 3.93806197752688 |
| 176 | 9.9 | 11.1580427933185 | -1.25804279331849 |
| 177 | 13.1 | 15.9546758307041 | -2.85467583070406 |
| 178 | 29.9 | 28.0190753101463 | 1.88092468985371 |
| 179 | 22.5 | 20.6750161404783 | 1.82498385952166 |
| 180 | 16.9 | 23.5933458300709 | -6.69334583007093 |
| 181 | 26.6 | 25.0493748179193 | 1.55062518208068 |
| 182 | 0 | 4.4835871175848 | -4.4835871175848 |
| 183 | 11.5 | 16.2857695563239 | -4.78576955632391 |
| 184 | 12.1 | 16.8986822108644 | -4.79868221086435 |
| 185 | 17.5 | 17.9262613450789 | -0.426261345078887 |
| 186 | 8.6 | 11.1726328869192 | -2.57263288691921 |
| 187 | 23.6 | 27.488218002501 | -3.88821800250099 |
| 188 | 20.4 | 21.9566805209941 | -1.5566805209941 |
| 189 | 20.5 | 22.654674809194 | -2.15467480919396 |
| 190 | 24.4 | 26.5249786689317 | -2.12497866893171 |
| 191 | 11.4 | 10.3675387306747 | 1.03246126932527 |
| 192 | 38.1 | 30.2245077151199 | 7.87549228488014 |
| 193 | 15.9 | 17.9412594155828 | -2.04125941558284 |
| 194 | 24.7 | 26.6476434872506 | -1.9476434872506 |
| 195 | 22.8 | 16.8020073817374 | 5.99799261826257 |
| 196 | 25.5 | 22.7418451403148 | 2.75815485968522 |
| 197 | 22 | 17.0983050413875 | 4.9016949586125 |
| 198 | 17.7 | 19.8341699342606 | -2.13416993426056 |
| 199 | 6.6 | 5.78955390753603 | 0.810446092463967 |
| 200 | 23.6 | 17.9888278940982 | 5.61117210590176 |
| 201 | 12.2 | 15.5688310875904 | -3.36883108759042 |
| 202 | 22.1 | 16.0100965617249 | 6.08990343827511 |
| 203 | 28.7 | 27.4592378817029 | 1.24076211829707 |
| 204 | 6 | 15.0884068668999 | -9.08840686689985 |
| 205 | 34.8 | 35.7365826167461 | -0.936582616746097 |
| 206 | 16.6 | 15.0590908237717 | 1.54090917622835 |
| 207 | 32.9 | 22.8932274765389 | 10.0067725234611 |
| 208 | 32.8 | 26.7963129869015 | 6.00368701309846 |
| 209 | 9.6 | 13.8041452455772 | -4.20414524557716 |
| 210 | 10.8 | 14.6218896493548 | -3.82188964935479 |
| 211 | 7.1 | 12.8146602256118 | -5.71466022561185 |
| 212 | 27.2 | 25.298109536207 | 1.90189046379297 |
| 213 | 19.5 | 15.3975712122928 | 4.10242878770724 |
| 214 | 18.7 | 21.4341933681247 | -2.73419336812471 |
| 215 | 19.5 | 14.2421542155849 | 5.25784578441505 |
| 216 | 47.5 | 41.1360867068648 | 6.36391329313517 |
| 217 | 13.6 | 11.5035407790987 | 2.09645922090126 |
| 218 | 7.5 | 9.07253141426621 | -1.57253141426621 |
| 219 | 24.5 | 23.797876497438 | 0.702123502561987 |
| 220 | 15 | 17.8976294290144 | -2.89762942901444 |
| 221 | 12.4 | 20.8570326854669 | -8.45703268546692 |
| 222 | 26 | 30.6249637849874 | -4.62496378498744 |
| 223 | 11.5 | 17.3142231577787 | -5.81422315777871 |
| 224 | 5.2 | 16.3686552410365 | -11.1686552410365 |
| 225 | 10.9 | 20.3067119847869 | -9.40671198478685 |
| 226 | 12.5 | 12.9175396179704 | -0.417539617970372 |
| 227 | 14.8 | 19.1049446781936 | -4.30494467819357 |
| 228 | 25.2 | 21.7713669680745 | 3.42863303192551 |
| 229 | 14.9 | 17.236779698869 | -2.33677969886904 |
| 230 | 17 | 20.6198279340688 | -3.61982793406875 |
| 231 | 10.6 | 20.0202197764307 | -9.42021977643071 |
| 232 | 16.1 | 21.3502601958206 | -5.25026019582062 |
| 233 | 15.4 | 16.4603312044749 | -1.06033120447488 |
| 234 | 26.7 | 23.391925051944 | 3.30807494805601 |
| 235 | 25.8 | 21.1456332741339 | 4.65436672586607 |
| 236 | 18.6 | 22.438752950964 | -3.83875295096397 |
| 237 | 24.8 | 21.5126943162467 | 3.28730568375334 |
| 238 | 27.3 | 34.4781054582083 | -7.17810545820826 |
| 239 | 12.4 | 14.2821370584909 | -1.88213705849092 |
| 240 | 29.9 | 25.9331965050411 | 3.9668034949589 |
| 241 | 17 | 14.9833192464073 | 2.01668075359274 |
| 242 | 35 | 36.7603624407249 | -1.76036244072494 |
| 243 | 30.4 | 27.9757388228863 | 2.42426117711371 |
| 244 | 32.6 | 32.9378648641109 | -0.337864864110928 |
| 245 | 29 | 29.4170182341806 | -0.417018234180571 |
| 246 | 15.2 | 13.9357603743344 | 1.26423962566557 |
| 247 | 30.2 | 30.74713168204 | -0.547131682040026 |
| 248 | 11 | 14.7250283731179 | -3.72502837311793 |
| 249 | 33.6 | 25.8534188596453 | 7.74658114035471 |
| 250 | 29.3 | 36.9192667885211 | -7.6192667885211 |
| 251 | 26 | 24.5811687082071 | 1.41883129179286 |
| 252 | 31.9 | 27.3994554001923 | 4.50054459980766 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 17 | 0.0875608272989696 | 0.175121654597939 | 0.91243917270103 |
| 18 | 0.282106937241268 | 0.564213874482536 | 0.717893062758732 |
| 19 | 0.223581484759997 | 0.447162969519994 | 0.776418515240003 |
| 20 | 0.254220148570916 | 0.508440297141832 | 0.745779851429084 |
| 21 | 0.190438483090145 | 0.38087696618029 | 0.809561516909855 |
| 22 | 0.532662560846844 | 0.934674878306312 | 0.467337439153156 |
| 23 | 0.562507113283741 | 0.874985773432518 | 0.437492886716259 |
| 24 | 0.562892516385805 | 0.87421496722839 | 0.437107483614195 |
| 25 | 0.478428651312634 | 0.956857302625268 | 0.521571348687366 |
| 26 | 0.591250476191283 | 0.817499047617434 | 0.408749523808717 |
| 27 | 0.517031783125763 | 0.965936433748473 | 0.482968216874237 |
| 28 | 0.613372758960775 | 0.773254482078451 | 0.386627241039225 |
| 29 | 0.565768542050577 | 0.868462915898847 | 0.434231457949423 |
| 30 | 0.548448906241801 | 0.903102187516398 | 0.451551093758199 |
| 31 | 0.493656031404474 | 0.987312062808948 | 0.506343968595526 |
| 32 | 0.582271584439543 | 0.835456831120914 | 0.417728415560457 |
| 33 | 0.56759574207652 | 0.86480851584696 | 0.43240425792348 |
| 34 | 0.569092785968105 | 0.861814428063789 | 0.430907214031895 |
| 35 | 0.505080250572285 | 0.98983949885543 | 0.494919749427715 |
| 36 | 0.464960648580599 | 0.929921297161198 | 0.535039351419401 |
| 37 | 0.417162569738874 | 0.834325139477747 | 0.582837430261127 |
| 38 | 0.384951077351747 | 0.769902154703493 | 0.615048922648253 |
| 39 | 0.512197880937745 | 0.97560423812451 | 0.487802119062255 |
| 40 | 0.452500605698638 | 0.905001211397275 | 0.547499394301362 |
| 41 | 0.405249131518417 | 0.810498263036834 | 0.594750868481583 |
| 42 | 0.438156894770931 | 0.876313789541862 | 0.561843105229069 |
| 43 | 0.408501101828578 | 0.817002203657155 | 0.591498898171422 |
| 44 | 0.456591779959702 | 0.913183559919404 | 0.543408220040298 |
| 45 | 0.446625117853909 | 0.893250235707818 | 0.553374882146091 |
| 46 | 0.409654451500503 | 0.819308903001006 | 0.590345548499497 |
| 47 | 0.365651400127452 | 0.731302800254904 | 0.634348599872548 |
| 48 | 0.358133741208017 | 0.716267482416033 | 0.641866258791983 |
| 49 | 0.347080679638731 | 0.694161359277463 | 0.652919320361269 |
| 50 | 0.327298415305346 | 0.654596830610691 | 0.672701584694654 |
| 51 | 0.348437216225556 | 0.696874432451113 | 0.651562783774444 |
| 52 | 0.313643518632375 | 0.627287037264749 | 0.686356481367626 |
| 53 | 0.295808354905858 | 0.591616709811717 | 0.704191645094142 |
| 54 | 0.301900719711694 | 0.603801439423388 | 0.698099280288306 |
| 55 | 0.283561781289988 | 0.567123562579977 | 0.716438218710012 |
| 56 | 0.285115422129288 | 0.570230844258576 | 0.714884577870712 |
| 57 | 0.304742752884724 | 0.609485505769449 | 0.695257247115276 |
| 58 | 0.28302689384604 | 0.56605378769208 | 0.71697310615396 |
| 59 | 0.270084611287896 | 0.540169222575792 | 0.729915388712104 |
| 60 | 0.235777259595732 | 0.471554519191464 | 0.764222740404268 |
| 61 | 0.212094914305745 | 0.424189828611489 | 0.787905085694255 |
| 62 | 0.230175573662175 | 0.460351147324349 | 0.769824426337825 |
| 63 | 0.210157861318919 | 0.420315722637837 | 0.789842138681081 |
| 64 | 0.184443440959128 | 0.368886881918256 | 0.815556559040872 |
| 65 | 0.15706335871021 | 0.31412671742042 | 0.84293664128979 |
| 66 | 0.14397290692389 | 0.287945813847781 | 0.85602709307611 |
| 67 | 0.162569116093629 | 0.325138232187258 | 0.837430883906371 |
| 68 | 0.138087747606039 | 0.276175495212077 | 0.861912252393961 |
| 69 | 0.121712306743581 | 0.243424613487162 | 0.878287693256419 |
| 70 | 0.101627535052303 | 0.203255070104606 | 0.898372464947697 |
| 71 | 0.114281916163938 | 0.228563832327875 | 0.885718083836062 |
| 72 | 0.124476202244355 | 0.248952404488711 | 0.875523797755645 |
| 73 | 0.108351811388254 | 0.216703622776509 | 0.891648188611746 |
| 74 | 0.0961097724236941 | 0.192219544847388 | 0.903890227576306 |
| 75 | 0.123863808459142 | 0.247727616918284 | 0.876136191540858 |
| 76 | 0.157226386844115 | 0.314452773688229 | 0.842773613155885 |
| 77 | 0.137077226229854 | 0.274154452459707 | 0.862922773770146 |
| 78 | 0.14215557113224 | 0.284311142264479 | 0.85784442886776 |
| 79 | 0.122166365202121 | 0.244332730404243 | 0.877833634797879 |
| 80 | 0.155354620655096 | 0.310709241310191 | 0.844645379344904 |
| 81 | 0.279570046544095 | 0.55914009308819 | 0.720429953455905 |
| 82 | 0.406072138535853 | 0.812144277071707 | 0.593927861464147 |
| 83 | 0.410949919662445 | 0.821899839324889 | 0.589050080337555 |
| 84 | 0.425683286336286 | 0.851366572672572 | 0.574316713663714 |
| 85 | 0.391411701879736 | 0.782823403759472 | 0.608588298120264 |
| 86 | 0.396281328653869 | 0.792562657307738 | 0.603718671346131 |
| 87 | 0.386268060332757 | 0.772536120665513 | 0.613731939667243 |
| 88 | 0.38472856767204 | 0.76945713534408 | 0.61527143232796 |
| 89 | 0.409363338032589 | 0.818726676065177 | 0.590636661967411 |
| 90 | 0.380521496325609 | 0.761042992651218 | 0.619478503674391 |
| 91 | 0.345948841615279 | 0.691897683230558 | 0.654051158384721 |
| 92 | 0.310900718721392 | 0.621801437442783 | 0.689099281278608 |
| 93 | 0.288863493203198 | 0.577726986406395 | 0.711136506796803 |
| 94 | 0.27841616370193 | 0.55683232740386 | 0.72158383629807 |
| 95 | 0.299351273637264 | 0.598702547274529 | 0.700648726362736 |
| 96 | 0.276350786701147 | 0.552701573402295 | 0.723649213298853 |
| 97 | 0.337666022783023 | 0.675332045566046 | 0.662333977216977 |
| 98 | 0.37627423782725 | 0.752548475654499 | 0.62372576217275 |
| 99 | 0.339824993690515 | 0.679649987381031 | 0.660175006309485 |
| 100 | 0.328612390541984 | 0.657224781083967 | 0.671387609458016 |
| 101 | 0.310935010929757 | 0.621870021859514 | 0.689064989070243 |
| 102 | 0.277961832556004 | 0.555923665112008 | 0.722038167443996 |
| 103 | 0.258763471439029 | 0.517526942878057 | 0.741236528560971 |
| 104 | 0.273061251504288 | 0.546122503008576 | 0.726938748495712 |
| 105 | 0.245682048424628 | 0.491364096849255 | 0.754317951575372 |
| 106 | 0.216934280867781 | 0.433868561735562 | 0.783065719132219 |
| 107 | 0.257717461627106 | 0.515434923254212 | 0.742282538372894 |
| 108 | 0.253174408847887 | 0.506348817695774 | 0.746825591152113 |
| 109 | 0.264079737290579 | 0.528159474581157 | 0.735920262709421 |
| 110 | 0.236694604389379 | 0.473389208778757 | 0.763305395610621 |
| 111 | 0.208627560408974 | 0.417255120817948 | 0.791372439591026 |
| 112 | 0.211644189886584 | 0.423288379773169 | 0.788355810113415 |
| 113 | 0.188403086030407 | 0.376806172060814 | 0.811596913969593 |
| 114 | 0.166582415903985 | 0.333164831807971 | 0.833417584096015 |
| 115 | 0.205124111341278 | 0.410248222682556 | 0.794875888658722 |
| 116 | 0.179512853245672 | 0.359025706491344 | 0.820487146754328 |
| 117 | 0.168957953878318 | 0.337915907756637 | 0.831042046121682 |
| 118 | 0.146280010586183 | 0.292560021172367 | 0.853719989413817 |
| 119 | 0.20099741835479 | 0.401994836709579 | 0.79900258164521 |
| 120 | 0.205715578216519 | 0.411431156433038 | 0.794284421783481 |
| 121 | 0.267269987072646 | 0.534539974145293 | 0.732730012927354 |
| 122 | 0.249597166503272 | 0.499194333006543 | 0.750402833496728 |
| 123 | 0.221458421990017 | 0.442916843980035 | 0.778541578009983 |
| 124 | 0.196626684388149 | 0.393253368776297 | 0.803373315611851 |
| 125 | 0.175403869509043 | 0.350807739018087 | 0.824596130490957 |
| 126 | 0.168136723012548 | 0.336273446025096 | 0.831863276987452 |
| 127 | 0.183619568523219 | 0.367239137046439 | 0.816380431476781 |
| 128 | 0.260208584627282 | 0.520417169254565 | 0.739791415372718 |
| 129 | 0.235767315905588 | 0.471534631811175 | 0.764232684094412 |
| 130 | 0.207651204653826 | 0.415302409307652 | 0.792348795346174 |
| 131 | 0.182897441541156 | 0.365794883082312 | 0.817102558458844 |
| 132 | 0.167230138068033 | 0.334460276136065 | 0.832769861931967 |
| 133 | 0.147599616348673 | 0.295199232697347 | 0.852400383651327 |
| 134 | 0.154467187918553 | 0.308934375837107 | 0.845532812081446 |
| 135 | 0.220642857543353 | 0.441285715086707 | 0.779357142456647 |
| 136 | 0.193597461014966 | 0.387194922029931 | 0.806402538985034 |
| 137 | 0.206519333700572 | 0.413038667401143 | 0.793480666299428 |
| 138 | 0.202238268267051 | 0.404476536534102 | 0.797761731732949 |
| 139 | 0.209154764122716 | 0.418309528245431 | 0.790845235877284 |
| 140 | 0.291289218070134 | 0.582578436140267 | 0.708710781929866 |
| 141 | 0.276879165862588 | 0.553758331725177 | 0.723120834137412 |
| 142 | 0.259539384208689 | 0.519078768417378 | 0.740460615791311 |
| 143 | 0.26605059426673 | 0.532101188533459 | 0.73394940573327 |
| 144 | 0.2676050051957 | 0.5352100103914 | 0.7323949948043 |
| 145 | 0.238554933905224 | 0.477109867810448 | 0.761445066094776 |
| 146 | 0.215348402928567 | 0.430696805857134 | 0.784651597071433 |
| 147 | 0.201397823556532 | 0.402795647113064 | 0.798602176443468 |
| 148 | 0.250455828587229 | 0.500911657174459 | 0.749544171412771 |
| 149 | 0.221590861622753 | 0.443181723245506 | 0.778409138377247 |
| 150 | 0.198390947166996 | 0.396781894333991 | 0.801609052833004 |
| 151 | 0.174853507240884 | 0.349707014481767 | 0.825146492759116 |
| 152 | 0.161953625514898 | 0.323907251029796 | 0.838046374485102 |
| 153 | 0.206645042538106 | 0.413290085076211 | 0.793354957461895 |
| 154 | 0.18044087486882 | 0.36088174973764 | 0.81955912513118 |
| 155 | 0.158853838790637 | 0.317707677581274 | 0.841146161209363 |
| 156 | 0.181143468374797 | 0.362286936749594 | 0.818856531625203 |
| 157 | 0.170978159639621 | 0.341956319279242 | 0.829021840360379 |
| 158 | 0.180211636402779 | 0.360423272805559 | 0.819788363597221 |
| 159 | 0.177912448145475 | 0.35582489629095 | 0.822087551854525 |
| 160 | 0.186717440687796 | 0.373434881375591 | 0.813282559312204 |
| 161 | 0.167428750633697 | 0.334857501267395 | 0.832571249366303 |
| 162 | 0.152831664513891 | 0.305663329027781 | 0.847168335486109 |
| 163 | 0.1382569927338 | 0.2765139854676 | 0.8617430072662 |
| 164 | 0.117860450459271 | 0.235720900918542 | 0.882139549540729 |
| 165 | 0.0993841546286103 | 0.198768309257221 | 0.90061584537139 |
| 166 | 0.0883537262316658 | 0.176707452463332 | 0.911646273768334 |
| 167 | 0.0915625544508629 | 0.183125108901726 | 0.908437445549137 |
| 168 | 0.0769741146497626 | 0.153948229299525 | 0.923025885350237 |
| 169 | 0.0693229213350126 | 0.138645842670025 | 0.930677078664987 |
| 170 | 0.0631599049879288 | 0.126319809975858 | 0.936840095012071 |
| 171 | 0.0994522449809676 | 0.198904489961935 | 0.900547755019032 |
| 172 | 0.121916247378268 | 0.243832494756537 | 0.878083752621732 |
| 173 | 0.118318419191081 | 0.236636838382161 | 0.881681580808919 |
| 174 | 0.099384112907176 | 0.198768225814352 | 0.900615887092824 |
| 175 | 0.104436134732465 | 0.20887226946493 | 0.895563865267535 |
| 176 | 0.0901627706307275 | 0.180325541261455 | 0.909837229369272 |
| 177 | 0.0810741989271214 | 0.162148397854243 | 0.918925801072879 |
| 178 | 0.0670919937086403 | 0.134183987417281 | 0.93290800629136 |
| 179 | 0.0615937513306581 | 0.123187502661316 | 0.938406248669342 |
| 180 | 0.085985341200015 | 0.17197068240003 | 0.914014658799985 |
| 181 | 0.0721547475541638 | 0.144309495108328 | 0.927845252445836 |
| 182 | 0.0700396417867803 | 0.140079283573561 | 0.92996035821322 |
| 183 | 0.0654495079702405 | 0.130899015940481 | 0.934550492029759 |
| 184 | 0.0705612017101714 | 0.141122403420343 | 0.929438798289829 |
| 185 | 0.0574509767544793 | 0.114901953508959 | 0.942549023245521 |
| 186 | 0.0636931136676713 | 0.127386227335343 | 0.936306886332329 |
| 187 | 0.0610615023844239 | 0.122123004768848 | 0.938938497615576 |
| 188 | 0.0526514965137009 | 0.105302993027402 | 0.947348503486299 |
| 189 | 0.0430604868367685 | 0.0861209736735371 | 0.956939513163231 |
| 190 | 0.044027454535193 | 0.088054909070386 | 0.955972545464807 |
| 191 | 0.0346479625077369 | 0.0692959250154737 | 0.965352037492263 |
| 192 | 0.0411501224457151 | 0.0823002448914301 | 0.958849877554285 |
| 193 | 0.0340197474943351 | 0.0680394949886702 | 0.965980252505665 |
| 194 | 0.0293819800837546 | 0.0587639601675091 | 0.970618019916245 |
| 195 | 0.0379530489212947 | 0.0759060978425894 | 0.962046951078705 |
| 196 | 0.0313489198067978 | 0.0626978396135957 | 0.968651080193202 |
| 197 | 0.0527616256386792 | 0.105523251277358 | 0.947238374361321 |
| 198 | 0.0441222929612166 | 0.0882445859224332 | 0.955877707038783 |
| 199 | 0.0348929353282485 | 0.069785870656497 | 0.965107064671752 |
| 200 | 0.0936016809706487 | 0.187203361941297 | 0.906398319029351 |
| 201 | 0.078337363326737 | 0.156674726653474 | 0.921662636673263 |
| 202 | 0.100650208872228 | 0.201300417744457 | 0.899349791127771 |
| 203 | 0.113112595189423 | 0.226225190378846 | 0.886887404810577 |
| 204 | 0.198096603815308 | 0.396193207630616 | 0.801903396184692 |
| 205 | 0.165595848058 | 0.331191696116001 | 0.834404151942 |
| 206 | 0.191086568023615 | 0.382173136047231 | 0.808913431976385 |
| 207 | 0.508687653528392 | 0.982624692943215 | 0.491312346471608 |
| 208 | 0.612182963246249 | 0.775634073507502 | 0.387817036753751 |
| 209 | 0.567770077806846 | 0.864459844386308 | 0.432229922193154 |
| 210 | 0.517642559899437 | 0.964714880201126 | 0.482357440100563 |
| 211 | 0.476431580130227 | 0.952863160260453 | 0.523568419869773 |
| 212 | 0.428179948228018 | 0.856359896456035 | 0.571820051771982 |
| 213 | 0.428350747254406 | 0.856701494508812 | 0.571649252745594 |
| 214 | 0.385864812858538 | 0.771729625717076 | 0.614135187141462 |
| 215 | 0.448036914349905 | 0.89607382869981 | 0.551963085650095 |
| 216 | 0.705578386672887 | 0.588843226654227 | 0.294421613327113 |
| 217 | 0.653631976671445 | 0.692736046657111 | 0.346368023328555 |
| 218 | 0.591838467494697 | 0.816323065010606 | 0.408161532505303 |
| 219 | 0.561599211543044 | 0.876801576913912 | 0.438400788456956 |
| 220 | 0.53100072943507 | 0.93799854112986 | 0.46899927056493 |
| 221 | 0.492963299074752 | 0.985926598149503 | 0.507036700925248 |
| 222 | 0.437712778287463 | 0.875425556574925 | 0.562287221712537 |
| 223 | 0.421111557776988 | 0.842223115553976 | 0.578888442223012 |
| 224 | 0.618304597770255 | 0.763390804459491 | 0.381695402229745 |
| 225 | 0.712317837603984 | 0.575364324792033 | 0.287682162396016 |
| 226 | 0.640806339158418 | 0.718387321683164 | 0.359193660841582 |
| 227 | 0.561619156977362 | 0.876761686045277 | 0.438380843022639 |
| 228 | 0.707950011879156 | 0.584099976241689 | 0.292049988120844 |
| 229 | 0.664424471345979 | 0.671151057308042 | 0.335575528654021 |
| 230 | 0.568701930557582 | 0.862596138884835 | 0.431298069442418 |
| 231 | 0.476056966344436 | 0.952113932688873 | 0.523943033655564 |
| 232 | 0.367216093178731 | 0.734432186357462 | 0.632783906821269 |
| 233 | 0.270937609662818 | 0.541875219325635 | 0.729062390337182 |
| 234 | 0.631735814951489 | 0.736528370097022 | 0.368264185048511 |
| 235 | 0.603028854506466 | 0.793942290987068 | 0.396971145493534 |
| Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
| Description | # significant tests | % significant tests | OK/NOK |
| 1% type I error level | 0 | 0 | OK |
| 5% type I error level | 0 | 0 | OK |
| 10% type I error level | 10 | 0.045662100456621 | OK |
