| | | *The author of this computation has been verified* | | R Software Module: /rwasp_multipleregression.wasp (opens new window with default values) | | Title produced by software: Multiple Regression | | Date of computation: Sat, 25 Dec 2010 11:23:58 +0000 | | | | Cite this page as follows: | | Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl.htm/, Retrieved Sat, 25 Dec 2010 12:22:28 +0100 | | | | BibTeX entries for LaTeX users: | @Manual{KEY,
author = {{YOUR NAME}},
publisher = {Office for Research Development and Education},
title = {Statistical Computations at FreeStatistics.org, URL http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl.htm/},
year = {2010},
}
@Manual{R,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Development Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2010},
note = {{ISBN} 3-900051-07-0},
url = {http://www.R-project.org},
}
| | | | Original text written by user: | | | | | IsPrivate? | | No (this computation is public) | | | | User-defined keywords: | | | | | Dataseries X: | | » Textbox « » Textfile « » CSV « | | 1 1595 17 60720 319369
0 5565 47 94355 493408
0 601 6 60720 319210
1 188 11 77655 381180
1 7146 105 134028 297978
0 1135 17 62285 290476
1 450 8 59325 292136
1 34 8 60630 314353
1 133 14 65990 339445
1 119 6 59118 303677
0 2053 53 100423 397144
0 4036 63 100269 424898
1 0 0 60720 315380
1 4655 393 60720 341570
1 131 11 61808 308989
1 1766 73 60438 305959
1 312 14 58598 318690
1 448 40 59781 323361
1 115 13 60945 318903
1 60 10 61124 314049
1 0 0 60720 315380
1 364 35 47705 298466
1 0 0 60720 315380
0 1442 118 121173 438493
0 1389 9 57530 378049
1 149 5 62041 313332
1 2212 14 60720 319864
0 7489 322 136996 430866
1 0 0 60720 315380
1 402 26 84990 332743
0 7419 29 63255 286963
1 0 0 60720 315380
1 307 15 58856 331955
0 1134 162 146216 527021
0 7561 87 82425 364304
1 5131 71 86111 292154
1 9 6 60835 314987
1 2264 24 55174 272713
1 40949 481 129352 1398893
0 4980 91 113521 409642
1 272 8 112995 429112
1 757 19 45689 382712
1 1424 94 131116 374943
1 0 0 60720 315380
0 37 etc... | | | | Output produced by software: | Enter (or paste) a matrix (table) containing all data (time) series. Every column represents a different variable and must be delimited by a space or Tab. Every row represents a period in time (or category) and must be delimited by hard returns. The easiest way to enter data is to copy and paste a block of spreadsheet cells. Please, do not use commas or spaces to seperate groups of digits!
| Multiple Linear Regression - Estimated Regression Equation | | wealth[t] = + 205978.970830014 -55485.8185572923group[t] + 29.8111343947846costs[t] -407.150166147615trades[t] + 1.92615430632798dividends[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) | 205978.970830014 | 38537.068685 | 5.345 | 0 | 0 | | group | -55485.8185572923 | 27840.298166 | -1.993 | 0.046899 | 0.023449 | | costs | 29.8111343947846 | 1.578197 | 18.8894 | 0 | 0 | | trades | -407.150166147615 | 166.31643 | -2.448 | 0.014766 | 0.007383 | | dividends | 1.92615430632798 | 0.410539 | 4.6918 | 4e-06 | 2e-06 |
| Multiple Linear Regression - Regression Statistics | | Multiple R | 0.810480761025605 | | R-squared | 0.656879063992645 | | Adjusted R-squared | 0.653657271166284 | | F-TEST (value) | 203.886189893458 | | F-TEST (DF numerator) | 4 | | F-TEST (DF denominator) | 426 | | p-value | 0 | | Multiple Linear Regression - Residual Statistics | | Residual Standard Deviation | 253359.467439276 | | Sum Squared Residuals | 27345374409714.4 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | | Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error | | 1 | 319369 | 308076.448288141 | 11292.5517118588 | | 2 | 493408 | 534484.165501627 | -41076.1655016271 | | 3 | 319210 | 338408.651084629 | -19198.6510846286 | | 4 | 381180 | 301194.506369218 | 79985.493630782 | | 5 | 297978 | 578931.360580883 | -280953.360580883 | | 6 | 290476 | 352863.576513223 | -62387.5765132233 | | 7 | 292136 | 274920.065644102 | 17215.9343558984 | | 8 | 314353 | 265032.265105629 | 49320.7348943708 | | 9 | 339445 | 275864.853495745 | 63580.1465042548 | | 10 | 303677 | 265468.166550313 | 38208.8334496868 | | 11 | 397144 | 439032.464841058 | -41888.4648410582 | | 12 | 424898 | 493779.814921265 | -68881.8149212654 | | 13 | 315380 | 267449.241752957 | 47930.758247043 | | 14 | 341570 | 246210.057064666 | 95359.9429353337 | | 15 | 308989 | 268971.504416335 | 40017.4955836652 | | 16 | 305959 | 289830.567450986 | 16128.4325490139 | | 17 | 318690 | 266962.913920035 | 51727.0860799648 | | 18 | 323361 | 262709.964422274 | 60651.0355777262 | | 19 | 318903 | 266017.954767362 | 52885.045232638 | | 20 | 314049 | 265944.574494924 | 48104.4255050756 | | 21 | 315380 | 267449.241752957 | 47930.758247043 | | 22 | 298466 | 238981.340560633 | 59484.6594393667 | | 23 | 315380 | 267449.241752957 | 47930.758247043 | | 24 | 438493 | 434320.802782555 | 4172.19721744455 | | 25 | 378049 | 354533.94225209 | 23515.0577479100 | | 26 | 313332 | 272399.799785701 | 40932.2002142989 | | 27 | 319864 | 327691.368708154 | -7827.36870815392 | | 28 | 430866 | 562007.638162732 | -131141.638162732 | | 29 | 315380 | 267449.241752957 | 47930.758247043 | | 30 | 332743 | 315595.178474403 | 17147.8215255974 | | 31 | 286963 | 537179.312733417 | -250216.312733417 | | 32 | 315380 | 267449.241752957 | 47930.758247043 | | 33 | 331955 | 266903.655892946 | 65051.3441070538 | | 34 | 527021 | 455461.048371838 | 71559.9516281616 | | 35 | 364304 | 554722.162233222 | -190418.162233222 | | 36 | 292154 | 440409.49452809 | -148255.49452809 | | 37 | 314987 | 265496.148710852 | 49490.851289148 | | 38 | 272713 | 314487.594252312 | -41774.5942523116 | | 39 | 1398893 | 1424541.97651989 | -25648.9765198914 | | 40 | 409642 | 536046.718005267 | -126404.718005267 | | 41 | 429112 | 372990.385342453 | 56121.6146575471 | | 42 | 382712 | 253328.391954588 | 129383.608045412 | | 43 | 374943 | 407221.740061519 | -32278.7400615192 | | 44 | 315380 | 267449.241752957 | 47930.758247043 | | 45 | 297413 | 334514.259450278 | -37101.2594502776 | | 46 | 304252 | 315717.170514935 | -11465.1705149352 | | 47 | 315380 | 267449.241752957 | 47930.758247043 | | 48 | 309596 | 272182.606484877 | 37413.3935151228 | | 49 | 377305 | 501840.590608422 | -124535.590608422 | | 50 | 386212 | 361975.830434406 | 24236.1695655935 | | 51 | 657954 | 1060311.71423108 | -402357.714231081 | | 52 | 368186 | 316787.814443931 | 51398.1855560688 | | 53 | 269753 | 344164.743279754 | -74411.7432797536 | | 54 | 585715 | 719128.770909712 | -133413.770909712 | | 55 | 1071292 | 573291.791072313 | 498000.208927687 | | 56 | 992426 | 1298785.37920705 | -306359.379207052 | | 57 | 315371 | 274774.187122181 | 40596.8128778187 | | 58 | 249898 | 389437.337763275 | -139539.337763275 | | 59 | 357312 | 470083.362326703 | -112771.362326703 | | 60 | 315380 | 267449.241752957 | 47930.758247043 | | 61 | 315380 | 267449.241752957 | 47930.758247043 | | 62 | 364839 | 614647.092386155 | -249808.092386155 | | 63 | 230621 | 253621.886212149 | -23000.8862121488 | | 64 | 315877 | 268029.589143009 | 47847.4108569906 | | 65 | 125390 | 391950.840151219 | -266560.840151219 | | 66 | 314882 | 267628.914571069 | 47253.085428931 | | 67 | 370837 | 669020.103075744 | -298183.103075744 | | 68 | 330068 | 355728.802191811 | -25660.8021918114 | | 69 | 324385 | 358377.012000687 | -33992.0120006869 | | 70 | 315380 | 267449.241752957 | 47930.758247043 | | 71 | 1443586 | 738880.661615035 | 704705.338384965 | | 72 | 253537 | 559911.088614322 | -306374.088614322 | | 73 | 4321023 | 1125739.12227655 | 3195283.87772345 | | 74 | 315380 | 267449.241752957 | 47930.758247043 | | 75 | 352108 | 387692.633434153 | -35584.6334341529 | | 76 | 330059 | 256447.454056151 | 73611.5459438495 | | 77 | 340968 | 323162.821074882 | 17805.1789251177 | | 78 | 317736 | 267741.522036885 | 49994.4779631151 | | 79 | 209458 | 491605.419860362 | -282147.419860362 | | 80 | 1491348 | 1957006.10662625 | -465658.106626248 | | 81 | 314887 | 266783.997092636 | 48103.0029073643 | | 82 | 315380 | 267449.241752957 | 47930.758247043 | | 83 | 315380 | 267449.241752957 | 47930.758247043 | | 84 | 353058 | 391018.116379704 | -37960.1163797036 | | 85 | 315380 | 267449.241752957 | 47930.758247043 | | 86 | 315380 | 322935.060310249 | -7555.06031024897 | | 87 | 314533 | 267542.046487395 | 46990.9535126047 | | 88 | 315354 | 266681.999429107 | 48672.0005708931 | | 89 | 302187 | 265113.19638704 | 37073.8036129598 | | 90 | 336639 | 301224.098939211 | 35414.9010607886 | | 91 | 315380 | 322935.060310249 | -7555.06031024897 | | 92 | 296702 | 255267.949671798 | 41434.0503282019 | | 93 | 1073089 | 1346651.96988464 | -273562.969884644 | | 94 | 146494 | 296770.043997885 | -150276.043997885 | | 95 | 325249 | 274713.758841648 | 50535.2411583516 | | 96 | 331420 | 286642.503027217 | 44777.4969727828 | | 97 | 315380 | 267449.241752957 | 47930.758247043 | | 98 | 314922 | 266468.322340397 | 48453.6776596026 | | 99 | 320016 | 266977.575926418 | 53038.4240735822 | | 100 | 280398 | 214834.3988839 | 65563.6011160997 | | 101 | 452469 | 299839.702417873 | 152629.297582127 | | 102 | 301164 | 271562.692583936 | 29601.3074160637 | | 103 | 317330 | 267073.893103918 | 50256.1068960823 | | 104 | 315576 | 267394.887224595 | 48181.1127754047 | | 105 | 315380 | 267449.241752957 | 47930.758247043 | | 106 | -7170 | 668535.948376946 | -675705.948376946 | | 107 | 322331 | 302611.4001084 | 19719.5998916001 | | 108 | 1629616 | 1716249.87181328 | -86633.8718132812 | | 109 | 292754 | 237307.294818526 | 55446.705181474 | | 110 | 318056 | 263264.996072299 | 54791.0039277006 | | 111 | 355178 | 311748.922349668 | 43429.0776503324 | | 112 | 204325 | 319592.52643729 | -115267.526437290 | | 113 | 315380 | 267449.241752957 | 47930.758247043 | | 114 | 317046 | 293479.587675356 | 23566.4123246443 | | 115 | 315380 | 322935.060310249 | -7555.06031024897 | | 116 | 309560 | 263708.794070537 | 45851.2059294627 | | 117 | 414462 | 467555.254941583 | -53093.2549415827 | | 118 | 857217 | 703314.660160956 | 153902.339839044 | | 119 | 697458 | 548720.07841548 | 148737.921584520 | | 120 | 530670 | 464415.661161808 | 66254.3388381922 | | 121 | 238125 | 339008.025721699 | -100883.025721699 | | 122 | 315380 | 267449.241752957 | 47930.758247043 | | 123 | 741409 | 551048.428427393 | 190360.571572607 | | 124 | 393343 | 373019.393680955 | 20323.6063190450 | | 125 | 372631 | 717213.470440414 | -344582.470440414 | | 126 | 315380 | 322935.060310249 | -7555.06031024897 | | 127 | 317291 | 283307.332709684 | 33983.6672903165 | | 128 | 315380 | 267449.241752957 | 47930.758247043 | | 129 | 306275 | 1424632.21389226 | -1118357.21389226 | | 130 | 317892 | 383764.062334018 | -65872.0623340185 | | 131 | 334280 | 299930.131066067 | 34349.8689339334 | | 132 | 315380 | 322935.060310249 | -7555.06031024897 | | 133 | 315380 | 322935.060310249 | -7555.06031024897 | | 134 | 315380 | 322935.060310249 | -7555.06031024897 | | 135 | 314210 | 267753.971244301 | 46456.028755699 | | 136 | 306948 | 318213.355774291 | -11265.3557742908 | | 137 | 315380 | 267449.241752957 | 47930.758247043 | | 138 | 320398 | 270654.879420702 | 49743.1205792983 | | 139 | 315380 | 322935.060310249 | -7555.06031024897 | | 140 | 315380 | 267449.241752957 | 47930.758247043 | | 141 | 501749 | 374067.059490696 | 127681.940509304 | | 142 | 202055 | 325780.962617515 | -123725.962617515 | | 143 | 315380 | 267449.241752957 | 47930.758247043 | | 144 | 315380 | 267449.241752957 | 47930.758247043 | | 145 | 333210 | 335580.30772084 | -2370.30772084012 | | 146 | 315380 | 322935.060310249 | -7555.06031024897 | | 147 | 322340 | 280518.92067997 | 41821.0793200297 | | 148 | 369448 | 278453.886333666 | 90994.1136663336 | | 149 | 291841 | 327712.189748197 | -35871.1897481968 | | 150 | 315380 | 267449.241752957 | 47930.758247043 | | 151 | 315380 | 322935.060310249 | -7555.06031024897 | | 152 | 296919 | 279459.627450308 | 17459.3725496924 | | 153 | 315380 | 267449.241752957 | 47930.758247043 | | 154 | 309038 | 287662.793426873 | 21375.2065731265 | | 155 | 246541 | 295948.953482372 | -49407.9534823723 | | 156 | 289513 | 414310.099402643 | -124797.099402643 | | 157 | 344425 | 258876.814020909 | 85548.1859790907 | | 158 | 315380 | 267449.241752957 | 47930.758247043 | | 159 | 314210 | 273250.122105969 | 40959.8778940312 | | 160 | 480382 | 450838.189784526 | 29543.8102154738 | | 161 | 315009 | 272791.08555052 | 42217.9144494802 | | 162 | 315380 | 267449.241752957 | 47930.758247043 | | 163 | 312878 | 264121.274681339 | 48756.725318661 | | 164 | 322031 | 327662.489201945 | -5631.48920194538 | | 165 | 315380 | 267449.241752957 | 47930.758247043 | | 166 | 597793 | 517461.342169783 | 80331.657830217 | | 167 | 315380 | 267449.241752957 | 47930.758247043 | | 168 | 315688 | 265351.775411236 | 50336.224588764 | | 169 | 378525 | 358341.129063129 | 20183.8709368708 | | 170 | 312378 | 274815.143747848 | 37562.8562521516 | | 171 | 403560 | 468641.318631226 | -65081.318631226 | | 172 | 510834 | 447350.982390842 | 63483.0176091575 | | 173 | 214215 | 414761.754858121 | -200546.754858121 | | 174 | 235133 | 344577.008455339 | -109444.008455339 | | 175 | 343613 | 320276.473437412 | 23336.5265625882 | | 176 | 365959 | 311706.710765317 | 54252.289234683 | | 177 | 315380 | 267449.241752957 | 47930.758247043 | | 178 | 314551 | 263567.618624972 | 50983.3813750278 | | 179 | 303230 | 273358.851445641 | 29871.1485543589 | | 180 | 315380 | 322935.060310249 | -7555.06031024897 | | 181 | 469107 | 497233.641012669 | -28126.6410126694 | | 182 | 354228 | 361134.064205696 | -6906.06420569614 | | 183 | 315380 | 267449.241752957 | 47930.758247043 | | 184 | 315380 | 267449.241752957 | 47930.758247043 | | 185 | 315380 | 322935.060310249 | -7555.06031024897 | | 186 | 315394 | 263873.404841013 | 51520.5951589871 | | 187 | 312412 | 268519.516161120 | 43892.4838388804 | | 188 | 333505 | 293679.132163192 | 39825.8678368075 | | 189 | 223193 | 2387131.26587851 | -2163938.26587851 | | 190 | 315380 | 267449.241752957 | 47930.758247043 | | 191 | 315656 | 265989.046818110 | 49666.9531818897 | | 192 | 296261 | 285622.366417403 | 10638.6335825974 | | 193 | 315380 | 267449.241752957 | 47930.758247043 | | 194 | 336425 | 276913.469308102 | 59511.5306918976 | | 195 | 359335 | 303620.016069383 | 55714.983930617 | | 196 | 315380 | 267449.241752957 | 47930.758247043 | | 197 | 308636 | 392358.34948586 | -83722.34948586 | | 198 | 158492 | 381801.564034433 | -223309.564034433 | | 199 | 315380 | 322935.060310249 | -7555.06031024897 | | 200 | 315380 | 267449.241752957 | 47930.758247043 | | 201 | 711969 | 991170.027708434 | -279201.027708434 | | 202 | 315380 | 322935.060310249 | -7555.06031024897 | | 203 | 315380 | 322935.060310249 | -7555.06031024897 | | 204 | 306268 | 271066.842153348 | 35201.1578466516 | | 205 | 315380 | 267449.241752957 | 47930.758247043 | | 206 | 442882 | 379328.138691141 | 63553.8613088592 | | 207 | 378509 | 436882.81980569 | -58373.8198056902 | | 208 | 315380 | 267449.241752957 | 47930.758247043 | | 209 | 346611 | 295525.998813916 | 51085.0011860843 | | 210 | 314289 | 308114.795606523 | 6174.20439347652 | | 211 | 856956 | 869253.139487546 | -12297.1394875464 | | 212 | 217193 | 440876.527062503 | -223683.527062503 | | 213 | 315366 | 270962.511124494 | 44403.4888755056 | | 214 | 307930 | 273864.83775287 | 34065.16224713 | | 215 | 702380 | 825098.00537455 | -122718.00537455 | | 216 | 194493 | 352309.795213916 | -157816.795213916 | | 217 | 316155 | 324221.751752625 | -8066.75175262455 | | 218 | 315380 | 267449.241752957 | 47930.758247043 | | 219 | 330546 | 302701.395802334 | 27844.6041976655 | | 220 | 394510 | 424103.036977832 | -29593.036977832 | | 221 | 312846 | 267831.337802647 | 45014.6621973534 | | 222 | 315380 | 267449.241752957 | 47930.758247043 | | 223 | 296139 | 261246.987855438 | 34892.0121445616 | | 224 | 295580 | 274736.495151689 | 20843.5048483111 | | 225 | 297765 | 272588.796206387 | 25176.2037936126 | | 226 | 377934 | 837809.778699169 | -459875.778699169 | | 227 | 315380 | 267449.241752957 | 47930.758247043 | | 228 | 638830 | 873518.380911218 | -234688.380911218 | | 229 | 304376 | 279936.463179589 | 24439.536820411 | | 230 | 307424 | 280126.461627447 | 27297.5383725534 | | 231 | 644190 | 788779.53656386 | -144589.536563860 | | 232 | 295370 | 252536.192167841 | 42833.8078321586 | | 233 | 574339 | 728099.016026807 | -153760.016026807 | | 234 | 315380 | 267449.241752957 | 47930.758247043 | | 235 | 310201 | 266440.071594427 | 43760.9284055728 | | 236 | 327007 | 316604.513498989 | 10402.4865010113 | | 237 | 343466 | 287986.192110197 | 55479.8078898035 | | 238 | 315380 | 267449.241752957 | 47930.758247043 | | 239 | 315380 | 267449.241752957 | 47930.758247043 | | 240 | 318098 | 269267.129576095 | 48830.8704239054 | | 241 | 448243 | 436122.458658934 | 12120.5413410662 | | 242 | 325738 | 315245.013077023 | 10492.9869229771 | | 243 | 315380 | 322935.060310249 | -7555.06031024897 | | 244 | 312161 | 272850.699160616 | 39310.3008393838 | | 245 | 243650 | 381696.328185165 | -138046.328185165 | | 246 | 407159 | 288583.234194459 | 118575.765805541 | | 247 | 315380 | 267449.241752957 | 47930.758247043 | | 248 | 317698 | 263983.493246347 | 53714.5067536534 | | 249 | 315380 | 267449.241752957 | 47930.758247043 | | 250 | 312502 | 267294.638685960 | 45207.3613140404 | | 251 | 315380 | 322935.060310249 | -7555.06031024897 | | 252 | 322378 | 296386.702964484 | 25991.2970355164 | | 253 | 315380 | 322935.060310249 | -7555.06031024897 | | 254 | 315380 | 267449.241752957 | 47930.758247043 | | 255 | 315380 | 322935.060310249 | -7555.06031024897 | | 256 | 315380 | 267449.241752957 | 47930.758247043 | | 257 | 315380 | 267449.241752957 | 47930.758247043 | | 258 | 315380 | 267449.241752957 | 47930.758247043 | | 259 | 640273 | 591915.042039843 | 48357.9579601566 | | 260 | 345783 | 720379.864302094 | -374596.864302094 | | 261 | 652925 | 355542.80181266 | 297382.19818734 | | 262 | 439798 | 529301.530979242 | -89503.5309792418 | | 263 | 278990 | 374872.735060917 | -95882.7350609167 | | 264 | 339836 | 383244.389858271 | -43408.3898582712 | | 265 | 240897 | 347995.630806436 | -107098.630806436 | | 266 | 315380 | 267449.241752957 | 47930.758247043 | | 267 | 297141 | 272359.177360657 | 24781.8226393432 | | 268 | 315380 | 267449.241752957 | 47930.758247043 | | 269 | 331323 | 291520.220451657 | 39802.7795483431 | | 270 | 313880 | 268156.184238987 | 45723.8157610125 | | 271 | 315380 | 267449.241752957 | 47930.758247043 | | 272 | 315380 | 267449.241752957 | 47930.758247043 | | 273 | 309422 | 299067.818557114 | 10354.1814428865 | | 274 | 315245 | 267243.915581189 | 48001.0844188107 | | 275 | 405972 | 300235.044938179 | 105736.955061821 | | 276 | 300962 | 298893.920004856 | 2068.07999514369 | | 277 | 316176 | 324692.654543789 | -8516.65454378925 | | 278 | 302409 | 260990.778221932 | 41418.2217780683 | | 279 | 283587 | 274549.333773380 | 9037.66622661965 | | 280 | 263276 | 283584.731673935 | -20308.7316739351 | | 281 | 312075 | 284641.672606855 | 27433.3273931450 | | 282 | 308336 | 367415.50205028 | -59079.5020502801 | | 283 | 315380 | 267449.241752957 | 47930.758247043 | | 284 | 298700 | 279389.082869493 | 19310.9171305070 | | 285 | 315372 | 265034.225736160 | 50337.7742638403 | | 286 | 318745 | 271668.794793212 | 47076.2052067879 | | 287 | 315380 | 267449.241752957 | 47930.758247043 | | 288 | 408881 | 297042.866499429 | 111838.133500571 | | 289 | 786690 | 452810.927345733 | 333879.072654267 | | 290 | -83265 | 493125.302117217 | -576390.302117217 | | 291 | 315380 | 322935.060310249 | -7555.06031024897 | | 292 | 321376 | 285378.357274832 | 35997.6427251682 | | 293 | 315380 | 267449.241752957 | 47930.758247043 | | 294 | 276898 | 289085.229939101 | -12187.2299391005 | | 295 | 315547 | 267578.884669985 | 47968.1153300146 | | 296 | 315487 | 267146.015404644 | 48340.9845953555 | | 297 | 315380 | 267449.241752957 | 47930.758247043 | | 298 | 1405225 | 642394.132244563 | 762830.867755437 | | 299 | 315380 | 322935.060310249 | -7555.06031024897 | | 300 | 315380 | 322935.060310249 | -7555.06031024897 | | 301 | 983660 | 1262378.28246116 | -278718.282461165 | | 302 | 318574 | 332753.695706367 | -14179.6957063674 | | 303 | 310768 | 385186.782974506 | -74418.7829745063 | | 304 | 312887 | 270262.776643674 | 42624.2233563262 | | 305 | 312339 | 280319.937911795 | 32019.0620882046 | | 306 | 314964 | 266586.102935210 | 48377.8970647896 | | 307 | 379983 | 538876.721064662 | -158893.721064662 | | 308 | 315380 | 267449.241752957 | 47930.758247043 | | 309 | 315380 | 267449.241752957 | 47930.758247043 | | 310 | 315398 | 265854.304531374 | 49543.6954686261 | | 311 | 315380 | 322935.060310249 | -7555.06031024897 | | 312 | 253588 | 340975.955597031 | -87387.9555970313 | | 313 | 316647 | 330221.239832497 | -13574.2398324970 | | 314 | 315688 | 267797.099415791 | 47890.9005842085 | | 315 | 310670 | 275580.157090034 | 35089.8429099659 | | 316 | 165404 | 354598.452827063 | -189194.452827063 | | 317 | 4111912 | 2924551.99841863 | 1187360.00158137 | | 318 | 291650 | 274892.39056267 | 16757.6094373301 | | 319 | 315380 | 322935.060310249 | -7555.06031024897 | | 320 | 253468 | 314265.317034847 | -60797.3170348468 | | 321 | 315688 | 264853.0105677 | 50834.9894322998 | | 322 | 325699 | 277895.652054305 | 47803.3479456948 | | 323 | 446211 | 452699.099892458 | -6488.09989245814 | | 324 | 315380 | 267449.241752957 | 47930.758247043 | | 325 | 368078 | 382586.839899956 | -14508.8398999560 | | 326 | 315380 | 267449.241752957 | 47930.758247043 | | 327 | 352850 | 420265.43630455 | -67415.4363045502 | | 328 | 6282154 | 5022326.55735906 | 1259827.44264094 | | 329 | 227132 | 1411265.91672650 | -1184133.91672650 | | 330 | 283910 | 464261.327233526 | -180351.327233526 | | 331 | 236761 | 299697.024971016 | -62936.0249710156 | | 332 | 315380 | 267449.241752957 | 47930.758247043 | | 333 | 315380 | 322935.060310249 | -7555.06031024897 | | 334 | 550608 | 613711.461106986 | -63103.4611069862 | | 335 | 307528 | 376742.164690814 | -69214.164690814 | | 336 | 315380 | 267449.241752957 | 47930.758247043 | | 337 | 355864 | 333501.772275490 | 22362.2277245105 | | 338 | 358589 | 737169.85076402 | -378580.850764020 | | 339 | 315380 | 267449.241752957 | 47930.758247043 | | 340 | 315380 | 322935.060310249 | -7555.06031024897 | | 341 | 375195 | 640879.483126301 | -265684.483126301 | | 342 | 288985 | 275857.892096187 | 13127.1079038132 | | 343 | 315380 | 267449.241752957 | 47930.758247043 | | 344 | 458343 | 397908.929447609 | 60434.0705523911 | | 345 | 315380 | 267449.241752957 | 47930.758247043 | | 346 | 269587 | 366085.844391423 | -96498.8443914233 | | 347 | 315236 | 271039.571407223 | 44196.4285927768 | | 348 | 42754 | 356212.634240959 | -313458.634240959 | | 349 | 315380 | 267449.241752957 | 47930.758247043 | | 350 | 308256 | 266418.748237033 | 41837.2517629674 | | 351 | 315380 | 267449.241752957 | 47930.758247043 | | 352 | 315380 | 267449.241752957 | 47930.758247043 | | 353 | 313164 | 322351.033713396 | -9187.0337133956 | | 354 | 315380 | 267449.241752957 | 47930.758247043 | | 355 | 269661 | 301205.333024973 | -31544.3330249728 | | 356 | 315380 | 322935.060310249 | -7555.06031024897 | | 357 | 315380 | 267449.241752957 | 47930.758247043 | | 358 | 315380 | 322935.060310249 | -7555.06031024897 | | 359 | 315380 | 267449.241752957 | 47930.758247043 | | 360 | 518365 | 528189.28181268 | -9824.28181268048 | | 361 | 233773 | 582160.68219501 | -348387.68219501 | | 362 | 301881 | 243754.577067666 | 58126.4229323343 | | 363 | 298568 | 283565.913328195 | 15002.0866718052 | | 364 | 325479 | 382170.36549532 | -56691.36549532 | | 365 | 325506 | 270013.423756514 | 55492.5762434859 | | 366 | 984885 | 576175.936777828 | 408709.063222172 | | 367 | 313267 | 217486.870256433 | 95780.1297435668 | | 368 | 315793 | 265871.727631347 | 49921.2723686528 | | 369 | 315380 | 267449.241752957 | 47930.758247043 | | 370 | 215362 | 447916.022724265 | -232554.022724265 | | 371 | 314073 | 379456.902735639 | -65383.9027356385 | | 372 | 298096 | 271405.096455062 | 26690.9035449383 | | 373 | 325176 | 266681.848224275 | 58494.1517757247 | | 374 | 207393 | 366472.702295895 | -159079.702295895 | | 375 | 314806 | 325119.458722703 | -10313.4587227028 | | 376 | 341340 | 336866.55797449 | 4473.44202551004 | | 377 | 426280 | 488475.597716998 | -62195.5977169978 | | 378 | 929118 | 923671.005502842 | 5446.99449715775 | | 379 | 307322 | 278403.094794397 | 28918.9052056031 | | 380 | 315380 | 267449.241752957 | 47930.758247043 | | 381 | 387475 | 396426.67762197 | -8951.67762196988 | | 382 | 291787 | 281829.732684738 | 9957.26731526167 | | 383 | 247060 | 399966.495433953 | -152906.495433953 | | 384 | 329784 | 280113.192290761 | 49670.8077092391 | | 385 | 315834 | 267636.142942027 | 48197.8570579726 | | 386 | 304555 | 289005.985633448 | 15549.0143665519 | | 387 | 376641 | 395589.547755075 | -18948.5477550753 | | 388 | 315380 | 322935.060310249 | -7555.06031024897 | | 389 | 315380 | 267449.241752957 | 47930.758247043 | | 390 | 315380 | 322935.060310249 | -7555.06031024897 | | 391 | 315380 | 267449.241752957 | 47930.758247043 | | 392 | 315380 | 267449.241752957 | 47930.758247043 | | 393 | 357760 | 334959.578554474 | 22800.4214455255 | | 394 | 315637 | 263170.116464943 | 52466.883535057 | | 395 | 315380 | 267449.241752957 | 47930.758247043 | | 396 | 315380 | 322935.060310249 | -7555.06031024897 | | 397 | 315380 | 267449.241752957 | 47930.758247043 | | 398 | 315380 | 267449.241752957 | 47930.758247043 | | 399 | 327071 | 266871.801951387 | 60199.1980486133 | | 400 | 377516 | 357573.023976969 | 19942.9760230310 | | 401 | 299243 | 427212.710349911 | -127969.710349911 | | 402 | 387699 | 611287.737854147 | -223588.737854147 | | 403 | 309836 | 258311.220158005 | 51524.7798419953 | | 404 | 444477 | 766506.865955673 | -322029.865955673 | | 405 | 322327 | 279045.807515803 | 43281.192484197 | | 406 | 314913 | 292154.078474341 | 22758.9215256593 | | 407 | 315553 | 265397.91556192 | 50155.0844380799 | | 408 | 688779 | 462898.013447763 | 225880.986552237 | | 409 | 321896 | 491108.145617249 | -169212.145617249 | | 410 | 301607 | 306942.757425912 | -5335.7574259125 | | 411 | 304485 | 284178.029538762 | 20306.9704612382 | | 412 | 315380 | 267449.241752957 | 47930.758247043 | | 413 | 315380 | 322935.060310249 | -7555.06031024897 | | 414 | 231861 | 305706.863701725 | -73845.8637017249 | | 415 | 347385 | 298507.355326180 | 48877.6446738203 | | 416 | 316386 | 266246.716694029 | 50139.2833059714 | | 417 | 491303 | 740129.35808813 | -248826.358088129 | | 418 | 261216 | 302213.770807753 | -40997.7708077528 | | 419 | 315388 | 266678.235635201 | 48709.7643647992 | | 420 | 315380 | 267449.241752957 | 47930.758247043 | | 421 | 313729 | 267618.541205660 | 46110.4587943396 | | 422 | 358649 | 260767.420321397 | 97881.5796786026 | | 423 | 1926517 | 1861624.46782606 | 64892.5321739436 | | 424 | 296656 | 274001.755389736 | 22654.2446102644 | | 425 | 275311 | 311068.823557995 | -35757.8235579947 | | 426 | -42143 | 441991.905935540 | -484134.905935540 | | 427 | 315380 | 322935.060310249 | -7555.06031024897 | | 428 | 343929 | 292636.115553570 | 51292.8844464296 | | 429 | 367655 | 299018.940302204 | 68636.059697796 | | 430 | 315380 | 267449.241752957 | 47930.758247043 | | 431 | 313491 | 237864.341955156 | 75626.658044844 |
| Goldfeld-Quandt test for Heteroskedasticity | | p-values | Alternative Hypothesis | | breakpoint index | greater | 2-sided | less | | 8 | 0.000848436836879474 | 0.00169687367375895 | 0.99915156316312 | | 9 | 0.000566597153383423 | 0.00113319430676685 | 0.999433402846617 | | 10 | 7.190594859721e-05 | 0.00014381189719442 | 0.999928094051403 | | 11 | 9.71094973882402e-05 | 0.000194218994776480 | 0.999902890502612 | | 12 | 4.83229066660807e-05 | 9.66458133321614e-05 | 0.999951677093334 | | 13 | 9.86161906896338e-06 | 1.97232381379268e-05 | 0.999990138380931 | | 14 | 1.61192363004452e-05 | 3.22384726008904e-05 | 0.9999838807637 | | 15 | 3.24091581203809e-06 | 6.48183162407617e-06 | 0.999996759084188 | | 16 | 6.40156281713652e-07 | 1.28031256342730e-06 | 0.999999359843718 | | 17 | 1.19736422262545e-07 | 2.39472844525091e-07 | 0.999999880263578 | | 18 | 2.18109475806584e-08 | 4.36218951613169e-08 | 0.999999978189052 | | 19 | 3.78040484926773e-09 | 7.56080969853546e-09 | 0.999999996219595 | | 20 | 6.27373730670646e-10 | 1.25474746134129e-09 | 0.999999999372626 | | 21 | 1.01043381682020e-10 | 2.02086763364039e-10 | 0.999999999898957 | | 22 | 1.61554575206847e-11 | 3.23109150413695e-11 | 0.999999999983844 | | 23 | 2.45936485662103e-12 | 4.91872971324206e-12 | 0.99999999999754 | | 24 | 4.223567600603e-13 | 8.447135201206e-13 | 0.999999999999578 | | 25 | 6.4067090529523e-14 | 1.28134181059046e-13 | 0.999999999999936 | | 26 | 9.07788918111858e-15 | 1.81557783622372e-14 | 0.99999999999999 | | 27 | 1.27927229478867e-15 | 2.55854458957735e-15 | 0.999999999999999 | | 28 | 1.8558002204552e-16 | 3.7116004409104e-16 | 1 | | 29 | 2.46967091559761e-17 | 4.93934183119522e-17 | 1 | | 30 | 3.20976464619552e-18 | 6.41952929239104e-18 | 1 | | 31 | 1.58347036932238e-18 | 3.16694073864477e-18 | 1 | | 32 | 2.08664626230307e-19 | 4.17329252460614e-19 | 1 | | 33 | 3.12925452517382e-20 | 6.25850905034763e-20 | 1 | | 34 | 7.75947403333956e-21 | 1.55189480666791e-20 | 1 | | 35 | 1.14631876584485e-21 | 2.29263753168971e-21 | 1 | | 36 | 1.80603791228418e-22 | 3.61207582456836e-22 | 1 | | 37 | 2.26887740536607e-23 | 4.53775481073213e-23 | 1 | | 38 | 3.25816283594596e-24 | 6.51632567189191e-24 | 1 | | 39 | 1.98163447738568e-13 | 3.96326895477136e-13 | 0.999999999999802 | | 40 | 6.03416967619285e-14 | 1.20683393523857e-13 | 0.99999999999994 | | 41 | 2.67809053285596e-14 | 5.35618106571193e-14 | 0.999999999999973 | | 42 | 1.36286635336873e-14 | 2.72573270673747e-14 | 0.999999999999986 | | 43 | 3.85428001321749e-15 | 7.70856002643498e-15 | 0.999999999999996 | | 44 | 1.05744941735674e-15 | 2.11489883471348e-15 | 0.999999999999999 | | 45 | 2.799643886844e-16 | 5.599287773688e-16 | 1 | | 46 | 7.88350530093686e-17 | 1.57670106018737e-16 | 1 | | 47 | 2.08975471548036e-17 | 4.17950943096072e-17 | 1 | | 48 | 5.34367833352555e-18 | 1.06873566670511e-17 | 1 | | 49 | 1.46554702492734e-18 | 2.93109404985469e-18 | 1 | | 50 | 4.08340792589438e-19 | 8.16681585178876e-19 | 1 | | 51 | 5.76524653105012e-18 | 1.15304930621002e-17 | 1 | | 52 | 1.62212663736960e-18 | 3.24425327473919e-18 | 1 | | 53 | 4.38399377843208e-19 | 8.76798755686417e-19 | 1 | | 54 | 1.25060456980151e-19 | 2.50120913960302e-19 | 1 | | 55 | 5.1630397558375e-14 | 1.0326079511675e-13 | 0.999999999999948 | | 56 | 2.80259399625186e-14 | 5.60518799250373e-14 | 0.999999999999972 | | 57 | 9.90798375666117e-15 | 1.98159675133223e-14 | 0.99999999999999 | | 58 | 4.01906394671585e-15 | 8.0381278934317e-15 | 0.999999999999996 | | 59 | 1.41400917531584e-15 | 2.82801835063168e-15 | 0.999999999999999 | | 60 | 4.89397143081615e-16 | 9.7879428616323e-16 | 1 | | 61 | 1.67664135148067e-16 | 3.35328270296134e-16 | 1 | | 62 | 1.8974011857014e-16 | 3.7948023714028e-16 | 1 | | 63 | 7.15746545578144e-17 | 1.43149309115629e-16 | 1 | | 64 | 2.43919154330034e-17 | 4.87838308660067e-17 | 1 | | 65 | 3.5259399739216e-17 | 7.0518799478432e-17 | 1 | | 66 | 1.21174369282232e-17 | 2.42348738564465e-17 | 1 | | 67 | 7.19868305259151e-17 | 1.43973661051830e-16 | 1 | | 68 | 3.29906257866364e-17 | 6.59812515732728e-17 | 1 | | 69 | 1.32071096549961e-17 | 2.64142193099921e-17 | 1 | | 70 | 4.63703662105633e-18 | 9.27407324211266e-18 | 1 | | 71 | 4.36688249379621e-09 | 8.73376498759242e-09 | 0.999999995633118 | | 72 | 1.00179950635032e-08 | 2.00359901270064e-08 | 0.999999989982005 | | 73 | 1 | 9.92101793266565e-16 | 4.96050896633283e-16 | | 74 | 1 | 1.89511035711236e-15 | 9.47555178556178e-16 | | 75 | 0.999999999999998 | 3.64215791862265e-15 | 1.82107895931133e-15 | | 76 | 0.999999999999997 | 6.75727237715699e-15 | 3.37863618857849e-15 | | 77 | 0.999999999999994 | 1.27137494074345e-14 | 6.35687470371726e-15 | | 78 | 0.999999999999988 | 2.36285096334895e-14 | 1.18142548167447e-14 | | 79 | 0.999999999999995 | 9.6711494661868e-15 | 4.8355747330934e-15 | | 80 | 1 | 8.34599291236687e-16 | 4.17299645618343e-16 | | 81 | 1 | 1.57199575844606e-15 | 7.85997879223029e-16 | | 82 | 0.999999999999999 | 2.93733616644301e-15 | 1.46866808322151e-15 | | 83 | 0.999999999999997 | 5.44840866774528e-15 | 2.72420433387264e-15 | | 84 | 0.999999999999995 | 1.0082372443351e-14 | 5.0411862216755e-15 | | 85 | 0.99999999999999 | 1.84253843620739e-14 | 9.21269218103697e-15 | | 86 | 0.999999999999983 | 3.39670088936007e-14 | 1.69835044468004e-14 | | 87 | 0.99999999999997 | 6.13303539066392e-14 | 3.06651769533196e-14 | | 88 | 0.999999999999945 | 1.09681986248576e-13 | 5.48409931242882e-14 | | 89 | 0.999999999999902 | 1.96314988719175e-13 | 9.81574943595873e-14 | | 90 | 0.999999999999827 | 3.46297094448244e-13 | 1.73148547224122e-13 | | 91 | 0.999999999999692 | 6.15351311198352e-13 | 3.07675655599176e-13 | | 92 | 0.999999999999461 | 1.07747491439326e-12 | 5.38737457196628e-13 | | 93 | 0.999999999999343 | 1.31309936625186e-12 | 6.5654968312593e-13 | | 94 | 0.999999999999082 | 1.83623022739675e-12 | 9.18115113698376e-13 | | 95 | 0.999999999998432 | 3.13670148327094e-12 | 1.56835074163547e-12 | | 96 | 0.999999999997338 | 5.32400397078162e-12 | 2.66200198539081e-12 | | 97 | 0.999999999995505 | 8.9899086865524e-12 | 4.4949543432762e-12 | | 98 | 0.99999999999243 | 1.51401924744471e-11 | 7.57009623722355e-12 | | 99 | 0.999999999987363 | 2.5273760948329e-11 | 1.26368804741645e-11 | | 100 | 0.99999999997956 | 4.08825429521086e-11 | 2.04412714760543e-11 | | 101 | 0.99999999996928 | 6.14394613813457e-11 | 3.07197306906728e-11 | | 102 | 0.999999999949246 | 1.01507905163511e-10 | 5.07539525817557e-11 | | 103 | 0.999999999917406 | 1.65187775166953e-10 | 8.25938875834766e-11 | | 104 | 0.999999999866541 | 2.66917601189191e-10 | 1.33458800594596e-10 | | 105 | 0.999999999785728 | 4.2854349448666e-10 | 2.1427174724333e-10 | | 106 | 0.999999999994117 | 1.17661397127405e-11 | 5.88306985637023e-12 | | 107 | 0.999999999990153 | 1.96945101226185e-11 | 9.84725506130927e-12 | | 108 | 0.999999999984403 | 3.1193490978665e-11 | 1.55967454893325e-11 | | 109 | 0.999999999974565 | 5.0870962261694e-11 | 2.5435481130847e-11 | | 110 | 0.999999999958763 | 8.2474505596936e-11 | 4.1237252798468e-11 | | 111 | 0.999999999933275 | 1.33449526734035e-10 | 6.67247633670175e-11 | | 112 | 0.999999999899665 | 2.00670400501743e-10 | 1.00335200250871e-10 | | 113 | 0.999999999840216 | 3.19567710915398e-10 | 1.59783855457699e-10 | | 114 | 0.99999999974381 | 5.12379721500526e-10 | 2.56189860750263e-10 | | 115 | 0.999999999590176 | 8.19648711042362e-10 | 4.09824355521181e-10 | | 116 | 0.999999999356275 | 1.28745040620124e-09 | 6.43725203100622e-10 | | 117 | 0.99999999899461 | 2.01078139592713e-09 | 1.00539069796356e-09 | | 118 | 0.999999998618729 | 2.76254258848743e-09 | 1.38127129424372e-09 | | 119 | 0.999999998159364 | 3.68127192555790e-09 | 1.84063596277895e-09 | | 120 | 0.999999997198101 | 5.60379796165977e-09 | 2.80189898082989e-09 | | 121 | 0.999999995962694 | 8.07461247418514e-09 | 4.03730623709257e-09 | | 122 | 0.999999993870862 | 1.22582753314545e-08 | 6.12913766572724e-09 | | 123 | 0.9999999925676 | 1.48647992136250e-08 | 7.43239960681249e-09 | | 124 | 0.999999988682278 | 2.26354448414355e-08 | 1.13177224207177e-08 | | 125 | 0.999999991737856 | 1.65242871957181e-08 | 8.26214359785907e-09 | | 126 | 0.99999998741795 | 2.51641011087624e-08 | 1.25820505543812e-08 | | 127 | 0.999999981026131 | 3.79477372560375e-08 | 1.89738686280188e-08 | | 128 | 0.999999971835455 | 5.63290899328987e-08 | 2.81645449664494e-08 | | 129 | 0.999999999980088 | 3.98238285817909e-11 | 1.99119142908954e-11 | | 130 | 0.999999999968785 | 6.2429527304232e-11 | 3.1214763652116e-11 | | 131 | 0.99999999995012 | 9.97600364121963e-11 | 4.98800182060981e-11 | | 132 | 0.99999999992041 | 1.59181256982507e-10 | 7.95906284912535e-11 | | 133 | 0.999999999873645 | 2.52710111331988e-10 | 1.26355055665994e-10 | | 134 | 0.999999999800423 | 3.991536203309e-10 | 1.9957681016545e-10 | | 135 | 0.999999999689766 | 6.20467640705281e-10 | 3.10233820352640e-10 | | 136 | 0.99999999952029 | 9.59421640595444e-10 | 4.79710820297722e-10 | | 137 | 0.999999999263115 | 1.47377044547966e-09 | 7.36885222739832e-10 | | 138 | 0.999999998869895 | 2.26020939048919e-09 | 1.13010469524459e-09 | | 139 | 0.999999998260281 | 3.47943726051222e-09 | 1.73971863025611e-09 | | 140 | 0.999999997367917 | 5.2641655130765e-09 | 2.63208275653825e-09 | | 141 | 0.999999996259123 | 7.48175453408821e-09 | 3.74087726704411e-09 | | 142 | 0.999999995309216 | 9.3815673789712e-09 | 4.6907836894856e-09 | | 143 | 0.999999992990778 | 1.40184433966105e-08 | 7.00922169830523e-09 | | 144 | 0.999999989576821 | 2.08463585766511e-08 | 1.04231792883256e-08 | | 145 | 0.999999984395695 | 3.1208610474323e-08 | 1.56043052371615e-08 | | 146 | 0.999999976725068 | 4.6549864637567e-08 | 2.32749323187835e-08 | | 147 | 0.99999996574361 | 6.8512780011065e-08 | 3.42563900055325e-08 | | 148 | 0.999999951317606 | 9.73647877738366e-08 | 4.86823938869183e-08 | | 149 | 0.999999932245694 | 1.35508612548502e-07 | 6.77543062742511e-08 | | 150 | 0.999999902080588 | 1.95838823251234e-07 | 9.79194116256172e-08 | | 151 | 0.99999985737981 | 2.85240378786828e-07 | 1.42620189393414e-07 | | 152 | 0.99999979332444 | 4.13351120345347e-07 | 2.06675560172673e-07 | | 153 | 0.999999705623064 | 5.88753872527147e-07 | 2.94376936263574e-07 | | 154 | 0.999999578015076 | 8.43969847936908e-07 | 4.21984923968454e-07 | | 155 | 0.99999940310861 | 1.19378278010410e-06 | 5.96891390052048e-07 | | 156 | 0.99999921178414 | 1.57643172207803e-06 | 7.88215861039015e-07 | | 157 | 0.999998918415284 | 2.16316943201909e-06 | 1.08158471600954e-06 | | 158 | 0.999998493928471 | 3.01214305761466e-06 | 1.50607152880733e-06 | | 159 | 0.999997905496366 | 4.18900726830582e-06 | 2.09450363415291e-06 | | 160 | 0.999997114935646 | 5.77012870712312e-06 | 2.88506435356156e-06 | | 161 | 0.999996023602371 | 7.95279525797446e-06 | 3.97639762898723e-06 | | 162 | 0.999994563791375 | 1.08724172490587e-05 | 5.43620862452937e-06 | | 163 | 0.999992595005367 | 1.48099892660674e-05 | 7.4049946330337e-06 | | 164 | 0.999989860051929 | 2.02798961427052e-05 | 1.01399480713526e-05 | | 165 | 0.999986327392802 | 2.73452143962031e-05 | 1.36726071981015e-05 | | 166 | 0.99998220152393 | 3.55969521405484e-05 | 1.77984760702742e-05 | | 167 | 0.99997620416122 | 4.75916775598631e-05 | 2.37958387799316e-05 | | 168 | 0.999968343054642 | 6.33138907158033e-05 | 3.16569453579017e-05 | | 169 | 0.99995783473222 | 8.43305355590717e-05 | 4.21652677795359e-05 | | 170 | 0.999944514851111 | 0.000110970297777559 | 5.54851488887795e-05 | | 171 | 0.999928510632808 | 0.000142978734383367 | 7.14893671916836e-05 | | 172 | 0.999907964643897 | 0.000184070712206801 | 9.20353561034005e-05 | | 173 | 0.999897041694966 | 0.000205916610068836 | 0.000102958305034418 | | 174 | 0.99987078856323 | 0.0002584228735409 | 0.00012921143677045 | | 175 | 0.999832310629374 | 0.000335378741252540 | 0.000167689370626270 | | 176 | 0.999784657506325 | 0.00043068498734966 | 0.00021534249367483 | | 177 | 0.999723544647434 | 0.00055291070513148 | 0.00027645535256574 | | 178 | 0.999646666774218 | 0.000706666451564396 | 0.000353333225782198 | | 179 | 0.99954745717751 | 0.000905085644979052 | 0.000452542822489526 | | 180 | 0.99942156757237 | 0.00115686485526169 | 0.000578432427630846 | | 181 | 0.99926851035193 | 0.00146297929613989 | 0.000731489648069946 | | 182 | 0.999077764831289 | 0.00184447033742198 | 0.000922235168710988 | | 183 | 0.998846301448813 | 0.00230739710237452 | 0.00115369855118726 | | 184 | 0.998562825313718 | 0.00287434937256367 | 0.00143717468628184 | | 185 | 0.998203276533112 | 0.00359344693377643 | 0.00179672346688822 | | 186 | 0.997782252304421 | 0.00443549539115771 | 0.00221774769557886 | | 187 | 0.99726817095496 | 0.00546365809008140 | 0.00273182904504070 | | 188 | 0.99664564563345 | 0.00670870873310092 | 0.00335435436655046 | | 189 | 1 | 6.48687629450558e-17 | 3.24343814725279e-17 | | 190 | 1 | 1.14545217500337e-16 | 5.72726087501685e-17 | | 191 | 1 | 2.01037475663972e-16 | 1.00518737831986e-16 | | 192 | 1 | 3.59039275417434e-16 | 1.79519637708717e-16 | | 193 | 1 | 6.25420435838011e-16 | 3.12710217919006e-16 | | 194 | 1 | 1.07145391693455e-15 | 5.35726958467277e-16 | | 195 | 1 | 1.82706681930287e-15 | 9.13533409651437e-16 | | 196 | 0.999999999999998 | 3.14034079219461e-15 | 1.57017039609731e-15 | | 197 | 0.999999999999997 | 5.08691927878787e-15 | 2.54345963939393e-15 | | 198 | 0.999999999999998 | 5.01742905441254e-15 | 2.50871452720627e-15 | | 199 | 0.999999999999996 | 8.60837370992119e-15 | 4.30418685496059e-15 | | 200 | 0.999999999999993 | 1.46125838384419e-14 | 7.30629191922094e-15 | | 201 | 0.999999999999996 | 7.33542769216412e-15 | 3.66771384608206e-15 | | 202 | 0.999999999999994 | 1.25869596053890e-14 | 6.29347980269448e-15 | | 203 | 0.99999999999999 | 2.15034554079031e-14 | 1.07517277039515e-14 | | 204 | 0.999999999999982 | 3.66385122038716e-14 | 1.83192561019358e-14 | | 205 | 0.99999999999997 | 6.14730583439721e-14 | 3.07365291719861e-14 | | 206 | 0.99999999999995 | 9.94536390810585e-14 | 4.97268195405292e-14 | | 207 | 0.999999999999918 | 1.63991267495696e-13 | 8.1995633747848e-14 | | 208 | 0.999999999999864 | 2.71620016854427e-13 | 1.35810008427213e-13 | | 209 | 0.999999999999784 | 4.31236792667866e-13 | 2.15618396333933e-13 | | 210 | 0.99999999999964 | 7.21503870761225e-13 | 3.60751935380613e-13 | | 211 | 0.999999999999407 | 1.18636795558572e-12 | 5.93183977792859e-13 | | 212 | 0.99999999999939 | 1.22094479511008e-12 | 6.10472397555039e-13 | | 213 | 0.999999999999003 | 1.99333594050072e-12 | 9.9666797025036e-13 | | 214 | 0.999999999998366 | 3.26863971716020e-12 | 1.63431985858010e-12 | | 215 | 0.9999999999976 | 4.7985553665177e-12 | 2.39927768325885e-12 | | 216 | 0.999999999996992 | 6.01628599706476e-12 | 3.00814299853238e-12 | | 217 | 0.99999999999512 | 9.75787201108744e-12 | 4.87893600554372e-12 | | 218 | 0.9999999999922 | 1.56017500192269e-11 | 7.80087500961344e-12 | | 219 | 0.999999999988596 | 2.28085646953470e-11 | 1.14042823476735e-11 | | 220 | 0.99999999998176 | 3.64813688204496e-11 | 1.82406844102248e-11 | | 221 | 0.99999999997112 | 5.77592297251994e-11 | 2.88796148625997e-11 | | 222 | 0.999999999954584 | 9.08311374912182e-11 | 4.54155687456091e-11 | | 223 | 0.999999999928543 | 1.42913496116267e-10 | 7.14567480581337e-11 | | 224 | 0.999999999886998 | 2.26003539718517e-10 | 1.13001769859258e-10 | | 225 | 0.99999999982218 | 3.55639968714463e-10 | 1.77819984357231e-10 | | 226 | 0.999999999973896 | 5.22083446256178e-11 | 2.61041723128089e-11 | | 227 | 0.99999999995879 | 8.24216042466993e-11 | 4.12108021233497e-11 | | 228 | 0.999999999949868 | 1.00264493863004e-10 | 5.0132246931502e-11 | | 229 | 0.999999999920971 | 1.58057789964935e-10 | 7.90288949824677e-11 | | 230 | 0.999999999875072 | 2.49856223293609e-10 | 1.24928111646805e-10 | | 231 | 0.99999999981314 | 3.73721491474074e-10 | 1.86860745737037e-10 | | 232 | 0.99999999970916 | 5.81680884952297e-10 | 2.90840442476148e-10 | | 233 | 0.999999999632199 | 7.35602928337201e-10 | 3.67801464168600e-10 | | 234 | 0.999999999433993 | 1.13201476824375e-09 | 5.66007384121873e-10 | | 235 | 0.999999999130294 | 1.73941113220493e-09 | 8.69705566102466e-10 | | 236 | 0.999999998652746 | 2.69450813936104e-09 | 1.34725406968052e-09 | | 237 | 0.999999997959244 | 4.08151272511326e-09 | 2.04075636255663e-09 | | 238 | 0.999999996915073 | 6.16985497911149e-09 | 3.08492748955574e-09 | | 239 | 0.999999995357382 | 9.28523549472026e-09 | 4.64261774736013e-09 | | 240 | 0.999999993052608 | 1.38947849026710e-08 | 6.94739245133551e-09 | | 241 | 0.999999989544167 | 2.09116666745131e-08 | 1.04558333372565e-08 | | 242 | 0.999999984255666 | 3.14886672897432e-08 | 1.57443336448716e-08 | | 243 | 0.999999976567062 | 4.68658754547433e-08 | 2.34329377273717e-08 | | 244 | 0.999999965315664 | 6.93686713982332e-08 | 3.46843356991166e-08 | | 245 | 0.999999958408342 | 8.31833152238806e-08 | 4.15916576119403e-08 | | 246 | 0.999999942805049 | 1.14389902458619e-07 | 5.71949512293097e-08 | | 247 | 0.999999916619841 | 1.66760317024045e-07 | 8.33801585120224e-08 | | 248 | 0.999999879482145 | 2.41035709547267e-07 | 1.20517854773634e-07 | | 249 | 0.99999982587022 | 3.48259561998629e-07 | 1.74129780999315e-07 | | 250 | 0.999999749093694 | 5.01812611845426e-07 | 2.50906305922713e-07 | | 251 | 0.99999963837655 | 7.23246900217501e-07 | 3.61623450108751e-07 | | 252 | 0.999999482415893 | 1.03516821392601e-06 | 5.17584106963006e-07 | | 253 | 0.999999260707869 | 1.47858426209201e-06 | 7.39292131046005e-07 | | 254 | 0.999998955521961 | 2.08895607713953e-06 | 1.04447803856977e-06 | | 255 | 0.99999852150666 | 2.95698668010861e-06 | 1.47849334005430e-06 | | 256 | 0.999997929773413 | 4.1404531741734e-06 | 2.0702265870867e-06 | | 257 | 0.999997114221809 | 5.77155638273044e-06 | 2.88577819136522e-06 | | 258 | 0.999995995452607 | 8.00909478611236e-06 | 4.00454739305618e-06 | | 259 | 0.99999459313227 | 1.08137354602641e-05 | 5.40686773013203e-06 | | 260 | 0.99999769201473 | 4.61597053892639e-06 | 2.30798526946320e-06 | | 261 | 0.99999818413487 | 3.63173026072068e-06 | 1.81586513036034e-06 | | 262 | 0.999997697131626 | 4.60573674735218e-06 | 2.30286837367609e-06 | | 263 | 0.999996898319984 | 6.20336003198138e-06 | 3.10168001599069e-06 | | 264 | 0.999995917301582 | 8.16539683510708e-06 | 4.08269841755354e-06 | | 265 | 0.999994767462661 | 1.04650746768973e-05 | 5.23253733844865e-06 | | 266 | 0.999992764222935 | 1.44715541302227e-05 | 7.23577706511134e-06 | | 267 | 0.999989944216904 | 2.01115661918946e-05 | 1.00557830959473e-05 | | 268 | 0.999986222729442 | 2.75545411165741e-05 | 1.37772705582871e-05 | | 269 | 0.999981170109492 | 3.76597810167001e-05 | 1.88298905083501e-05 | | 270 | 0.999974408331946 | 5.11833361090506e-05 | 2.55916680545253e-05 | | 271 | 0.999965419640088 | 6.9160719824905e-05 | 3.45803599124525e-05 | | 272 | 0.999953488885 | 9.30222299984763e-05 | 4.65111149992382e-05 | | 273 | 0.999937104709234 | 0.000125790581531007 | 6.28952907655036e-05 | | 274 | 0.999916203171983 | 0.000167593656033666 | 8.37968280168329e-05 | | 275 | 0.99989421131301 | 0.000211577373982352 | 0.000105788686991176 | | 276 | 0.999859978938261 | 0.000280042123477089 | 0.000140021061738544 | | 277 | 0.999814850119529 | 0.000370299760942458 | 0.000185149880471229 | | 278 | 0.999756927594896 | 0.000486144810207966 | 0.000243072405103983 | | 279 | 0.999679614421249 | 0.000640771157502399 | 0.000320385578751199 | | 280 | 0.999581118742446 | 0.000837762515108702 | 0.000418881257554351 | | 281 | 0.9994546164771 | 0.00109076704579975 | 0.000545383522899873 | | 282 | 0.999299645499035 | 0.00140070900192978 | 0.00070035450096489 | | 283 | 0.999103907367742 | 0.00179218526451509 | 0.000896092632257543 | | 284 | 0.998848601016749 | 0.0023027979665022 | 0.0011513989832511 | | 285 | 0.998542583169438 | 0.00291483366112439 | 0.00145741683056220 | | 286 | 0.998159463706918 | 0.00368107258616442 | 0.00184053629308221 | | 287 | 0.997688578421881 | 0.00462284315623775 | 0.00231142157811887 | | 288 | 0.997248208345627 | 0.00550358330874575 | 0.00275179165437288 | | 289 | 0.99781071006632 | 0.00437857986735988 | 0.00218928993367994 | | 290 | 0.999686774353725 | 0.000626451292549613 | 0.000313225646274807 | | 291 | 0.999586783694226 | 0.000826432611547757 | 0.000413216305773878 | | 292 | 0.99946016409577 | 0.00107967180846052 | 0.000539835904230259 | | 293 | 0.999302901861195 | 0.00139419627760940 | 0.000697098138804698 | | 294 | 0.999093385301324 | 0.00181322939735163 | 0.000906614698675815 | | 295 | 0.998840776237747 | 0.00231844752450631 | 0.00115922376225316 | | 296 | 0.998524880935998 | 0.00295023812800469 | 0.00147511906400234 | | 297 | 0.998131437532738 | 0.00373712493452452 | 0.00186856246726226 | | 298 | 0.999854241270671 | 0.00029151745865707 | 0.000145758729328535 | | 299 | 0.999804779893981 | 0.000390440212037412 | 0.000195220106018706 | | 300 | 0.999739926454336 | 0.000520147091327292 | 0.000260073545663646 | | 301 | 0.999876552998757 | 0.000246894002485033 | 0.000123447001242516 | | 302 | 0.999833086715435 | 0.000333826569130691 | 0.000166913284565345 | | 303 | 0.999778349555078 | 0.000443300889844617 | 0.000221650444922308 | | 304 | 0.9997064093532 | 0.000587181293598817 | 0.000293590646799408 | | 305 | 0.99961127111156 | 0.000777457776880747 | 0.000388728888440374 | | 306 | 0.999491950546251 | 0.0010160989074972 | 0.0005080494537486 | | 307 | 0.999409489393312 | 0.00118102121337536 | 0.000590510606687679 | | 308 | 0.999233449133456 | 0.00153310173308857 | 0.000766550866544285 | | 309 | 0.999009976974919 | 0.00198004605016295 | 0.000990023025081477 | | 310 | 0.998729475252718 | 0.00254104949456301 | 0.00127052474728151 | | 311 | 0.998354774661252 | 0.00329045067749706 | 0.00164522533874853 | | 312 | 0.997944946560662 | 0.00411010687867662 | 0.00205505343933831 | | 313 | 0.99736628108834 | 0.00526743782332003 | 0.00263371891166001 | | 314 | 0.996680012958251 | 0.00663997408349754 | 0.00331998704174877 | | 315 | 0.99582265010023 | 0.00835469979953834 | 0.00417734989976917 | | 316 | 0.995498223992338 | 0.00900355201532482 | 0.00450177600766241 | | 317 | 0.999990327651394 | 1.93446972114185e-05 | 9.67234860570925e-06 | | 318 | 0.999985995338093 | 2.80093238150679e-05 | 1.40046619075339e-05 | | 319 | 0.999979946557709 | 4.01068845819756e-05 | 2.00534422909878e-05 | | 320 | 0.999971793389115 | 5.64132217709078e-05 | 2.82066108854539e-05 | | 321 | 0.999960707775513 | 7.85844489734665e-05 | 3.92922244867332e-05 | | 322 | 0.999945310497371 | 0.000109379005257724 | 5.46895026288622e-05 | | 323 | 0.999922732250923 | 0.000154535498154808 | 7.72677490774039e-05 | | 324 | 0.999893842012438 | 0.00021231597512338 | 0.00010615798756169 | | 325 | 0.999852183562825 | 0.000295632874349807 | 0.000147816437174904 | | 326 | 0.999799217546121 | 0.000401564907757424 | 0.000200782453878712 | | 327 | 0.999725010990404 | 0.000549978019192762 | 0.000274989009596381 | | 328 | 0.999999999999518 | 9.63125838970775e-13 | 4.81562919485387e-13 | | 329 | 1 | 1.29959557097818e-20 | 6.49797785489092e-21 | | 330 | 1 | 1.72686998990147e-20 | 8.63434994950733e-21 | | 331 | 1 | 3.82988432163317e-20 | 1.91494216081658e-20 | | 332 | 1 | 9.28578743188266e-20 | 4.64289371594133e-20 | | 333 | 1 | 2.31286264099177e-19 | 1.15643132049589e-19 | | 334 | 1 | 2.98735573739891e-19 | 1.49367786869945e-19 | | 335 | 1 | 7.11720229154117e-19 | 3.55860114577059e-19 | | 336 | 1 | 1.69786426413918e-18 | 8.48932132069592e-19 | | 337 | 1 | 3.7494969972981e-18 | 1.87474849864905e-18 | | 338 | 1 | 2.04111461625042e-19 | 1.02055730812521e-19 | | 339 | 1 | 5.03486532327635e-19 | 2.51743266163817e-19 | | 340 | 1 | 1.26914041215267e-18 | 6.34570206076336e-19 | | 341 | 1 | 4.37877929185276e-19 | 2.18938964592638e-19 | | 342 | 1 | 1.12328122570391e-18 | 5.61640612851955e-19 | | 343 | 1 | 2.78390144822985e-18 | 1.39195072411492e-18 | | 344 | 1 | 5.79560313690628e-18 | 2.89780156845314e-18 | | 345 | 1 | 1.41701506680599e-17 | 7.08507533402993e-18 | | 346 | 1 | 3.29725101721121e-17 | 1.64862550860560e-17 | | 347 | 1 | 7.99933572915562e-17 | 3.99966786457781e-17 | | 348 | 1 | 1.73658776149434e-18 | 8.6829388074717e-19 | | 349 | 1 | 4.47335707492898e-18 | 2.23667853746449e-18 | | 350 | 1 | 1.15745585744215e-17 | 5.78727928721077e-18 | | 351 | 1 | 2.93558112090942e-17 | 1.46779056045471e-17 | | 352 | 1 | 7.38648764101111e-17 | 3.69324382050556e-17 | | 353 | 1 | 1.87956774710531e-16 | 9.39783873552656e-17 | | 354 | 1 | 4.65571489392577e-16 | 2.32785744696288e-16 | | 355 | 1 | 1.11830535451133e-15 | 5.59152677255664e-16 | | 356 | 0.999999999999999 | 2.77430958866177e-15 | 1.38715479433089e-15 | | 357 | 0.999999999999997 | 6.72243461322915e-15 | 3.36121730661457e-15 | | 358 | 0.999999999999992 | 1.63904614908011e-14 | 8.19523074540054e-15 | | 359 | 0.99999999999998 | 3.90647879576794e-14 | 1.95323939788397e-14 | | 360 | 0.999999999999975 | 5.03668038837029e-14 | 2.51834019418514e-14 | | 361 | 0.999999999999978 | 4.45842708495493e-14 | 2.22921354247747e-14 | | 362 | 0.999999999999946 | 1.08888917158077e-13 | 5.44444585790384e-14 | | 363 | 0.999999999999869 | 2.62249888000417e-13 | 1.31124944000208e-13 | | 364 | 0.999999999999686 | 6.2754835063907e-13 | 3.13774175319535e-13 | | 365 | 0.999999999999273 | 1.45391348478826e-12 | 7.2695674239413e-13 | | 366 | 0.999999999999972 | 5.67909564531095e-14 | 2.83954782265548e-14 | | 367 | 0.999999999999944 | 1.11857009560303e-13 | 5.59285047801513e-14 | | 368 | 0.999999999999866 | 2.68811662589556e-13 | 1.34405831294778e-13 | | 369 | 0.999999999999679 | 6.42591834163466e-13 | 3.21295917081733e-13 | | 370 | 0.99999999999985 | 3.01330610650559e-13 | 1.50665305325279e-13 | | 371 | 0.999999999999624 | 7.51467170450296e-13 | 3.75733585225148e-13 | | 372 | 0.999999999999055 | 1.89068038776253e-12 | 9.45340193881267e-13 | | 373 | 0.999999999997835 | 4.33018656064436e-12 | 2.16509328032218e-12 | | 374 | 0.999999999997665 | 4.67057091203796e-12 | 2.33528545601898e-12 | | 375 | 0.999999999994142 | 1.17169441001135e-11 | 5.85847205005676e-12 | | 376 | 0.999999999985835 | 2.83292077379556e-11 | 1.41646038689778e-11 | | 377 | 0.999999999966468 | 6.70632580114364e-11 | 3.35316290057182e-11 | | 378 | 0.99999999992244 | 1.55119549549975e-10 | 7.75597747749875e-11 | | 379 | 0.999999999815701 | 3.68598020444057e-10 | 1.84299010222028e-10 | | 380 | 0.999999999579779 | 8.40442523026457e-10 | 4.20221261513228e-10 | | 381 | 0.99999999901379 | 1.97241781771758e-09 | 9.8620890885879e-10 | | 382 | 0.999999997704948 | 4.59010340276251e-09 | 2.29505170138126e-09 | | 383 | 0.999999997058194 | 5.88361147973469e-09 | 2.94180573986734e-09 | | 384 | 0.99999999354273 | 1.29145401564448e-08 | 6.45727007822238e-09 | | 385 | 0.999999985884179 | 2.82316421968558e-08 | 1.41158210984279e-08 | | 386 | 0.99999996816274 | 6.36745186129167e-08 | 3.18372593064583e-08 | | 387 | 0.999999930669735 | 1.38660529101786e-07 | 6.93302645508929e-08 | | 388 | 0.999999849533589 | 3.00932822920942e-07 | 1.50466411460471e-07 | | 389 | 0.999999686251616 | 6.27496768237169e-07 | 3.13748384118584e-07 | | 390 | 0.999999339298381 | 1.32140323790698e-06 | 6.60701618953492e-07 | | 391 | 0.999998657681153 | 2.68463769306428e-06 | 1.34231884653214e-06 | | 392 | 0.999997312382604 | 5.37523479185068e-06 | 2.68761739592534e-06 | | 393 | 0.999994807145042 | 1.03857099155823e-05 | 5.19285495779114e-06 | | 394 | 0.999989943584187 | 2.01128316262475e-05 | 1.00564158131237e-05 | | 395 | 0.999980667745993 | 3.86645080149273e-05 | 1.93322540074637e-05 | | 396 | 0.999962458934484 | 7.50821310324262e-05 | 3.75410655162131e-05 | | 397 | 0.999929937375458 | 0.000140125249085073 | 7.00626245425364e-05 | | 398 | 0.999871416530241 | 0.000257166939517497 | 0.000128583469758748 | | 399 | 0.999773465812917 | 0.00045306837416603 | 0.000226534187083015 | | 400 | 0.999604521073688 | 0.00079095785262406 | 0.00039547892631203 | | 401 | 0.999349889731732 | 0.00130022053653535 | 0.000650110268267675 | | 402 | 0.99957632889177 | 0.00084734221646068 | 0.00042367110823034 | | 403 | 0.999235272633507 | 0.00152945473298532 | 0.00076472736649266 | | 404 | 0.99968405533 | 0.000631889340000627 | 0.000315944670000313 | | 405 | 0.999403167463793 | 0.00119366507241398 | 0.000596832536206992 | | 406 | 0.998857619113666 | 0.00228476177266847 | 0.00114238088633423 | | 407 | 0.997945859306139 | 0.00410828138772185 | 0.00205414069386093 | | 408 | 0.99837732963682 | 0.00324534072636148 | 0.00162267036318074 | | 409 | 0.9978333969388 | 0.00433320612240176 | 0.00216660306120088 | | 410 | 0.996962397054563 | 0.00607520589087337 | 0.00303760294543668 | | 411 | 0.994304030427912 | 0.0113919391441752 | 0.00569596957208762 | | 412 | 0.99024848661065 | 0.0195030267786993 | 0.00975151338934963 | | 413 | 0.982452707510753 | 0.0350945849784933 | 0.0175472924892466 | | 414 | 0.969519974694706 | 0.0609600506105877 | 0.0304800253052939 | | 415 | 0.949110472355168 | 0.101779055289664 | 0.0508895276448321 | | 416 | 0.91953702832167 | 0.160925943356659 | 0.0804629716783295 | | 417 | 0.964007182571814 | 0.0719856348563725 | 0.0359928174281862 | | 418 | 0.984426007952326 | 0.0311479840953471 | 0.0155739920476736 | | 419 | 0.968297489460446 | 0.0634050210791078 | 0.0317025105395539 | | 420 | 0.940073452798325 | 0.119853094403349 | 0.0599265472016745 | | 421 | 0.8891404076098 | 0.221719184780401 | 0.110859592390200 | | 422 | 0.981040128960389 | 0.0379197420792229 | 0.0189598710396114 | | 423 | 0.9967601989442 | 0.00647960211159972 | 0.00323980105579986 |
| Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | | Description | # significant tests | % significant tests | OK/NOK | | 1% type I error level | 404 | 0.971153846153846 | NOK | | 5% type I error level | 409 | 0.983173076923077 | NOK | | 10% type I error level | 412 | 0.990384615384615 | NOK |
| | | | Charts produced by software: |  | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/10zewz1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/10zewz1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/1tdhn1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/1tdhn1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/2tdhn1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/2tdhn1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/334gq1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/334gq1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/434gq1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/434gq1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/534gq1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/534gq1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/6edgb1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/6edgb1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/775xw1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/775xw1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/875xw1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/875xw1293276194.ps (open in new window) |
 | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/975xw1293276194.png (open in new window) | | http://www.freestatistics.org/blog/date/2010/Dec/25/t12932761366vykl2j09f29iwl/975xw1293276194.ps (open in new window) |
| | | | Parameters (Session): | | par1 = 5 ; par2 = Do not include Seasonal Dummies ; par3 = No Linear Trend ; | | | | Parameters (R input): | | par1 = 5 ; par2 = Do not include Seasonal Dummies ; par3 = No Linear Trend ; | | | | R code (references can be found in the software module): | library(lattice)
library(lmtest)
n25 <- 25 #minimum number of obs. for Goldfeld-Quandt test
par1 <- as.numeric(par1)
x <- t(y)
k <- length(x[1,])
n <- length(x[,1])
x1 <- cbind(x[,par1], x[,1:k!=par1])
mycolnames <- c(colnames(x)[par1], colnames(x)[1:k!=par1])
colnames(x1) <- mycolnames #colnames(x)[par1]
x <- x1
if (par3 == 'First Differences'){
x2 <- array(0, dim=c(n-1,k), dimnames=list(1:(n-1), paste('(1-B)',colnames(x),sep='')))
for (i in 1:n-1) {
for (j in 1:k) {
x2[i,j] <- x[i+1,j] - x[i,j]
}
}
x <- x2
}
if (par2 == 'Include Monthly Dummies'){
x2 <- array(0, dim=c(n,11), dimnames=list(1:n, paste('M', seq(1:11), sep ='')))
for (i in 1:11){
x2[seq(i,n,12),i] <- 1
}
x <- cbind(x, x2)
}
if (par2 == 'Include Quarterly Dummies'){
x2 <- array(0, dim=c(n,3), dimnames=list(1:n, paste('Q', seq(1:3), sep ='')))
for (i in 1:3){
x2[seq(i,n,4),i] <- 1
}
x <- cbind(x, x2)
}
k <- length(x[1,])
if (par3 == 'Linear Trend'){
x <- cbind(x, c(1:n))
colnames(x)[k+1] <- 't'
}
x
k <- length(x[1,])
df <- as.data.frame(x)
(mylm <- lm(df))
(mysum <- summary(mylm))
if (n > n25) {
kp3 <- k + 3
nmkm3 <- n - k - 3
gqarr <- array(NA, dim=c(nmkm3-kp3+1,3))
numgqtests <- 0
numsignificant1 <- 0
numsignificant5 <- 0
numsignificant10 <- 0
for (mypoint in kp3:nmkm3) {
j <- 0
numgqtests <- numgqtests + 1
for (myalt in c('greater', 'two.sided', 'less')) {
j <- j + 1
gqarr[mypoint-kp3+1,j] <- gqtest(mylm, point=mypoint, alternative=myalt)$p.value
}
if (gqarr[mypoint-kp3+1,2] < 0.01) numsignificant1 <- numsignificant1 + 1
if (gqarr[mypoint-kp3+1,2] < 0.05) numsignificant5 <- numsignificant5 + 1
if (gqarr[mypoint-kp3+1,2] < 0.10) numsignificant10 <- numsignificant10 + 1
}
gqarr
}
bitmap(file='test0.png')
plot(x[,1], type='l', main='Actuals and Interpolation', ylab='value of Actuals and Interpolation (dots)', xlab='time or index')
points(x[,1]-mysum$resid)
grid()
dev.off()
bitmap(file='test1.png')
plot(mysum$resid, type='b', pch=19, main='Residuals', ylab='value of Residuals', xlab='time or index')
grid()
dev.off()
bitmap(file='test2.png')
hist(mysum$resid, main='Residual Histogram', xlab='values of Residuals')
grid()
dev.off()
bitmap(file='test3.png')
densityplot(~mysum$resid,col='black',main='Residual Density Plot', xlab='values of Residuals')
dev.off()
bitmap(file='test4.png')
qqnorm(mysum$resid, main='Residual Normal Q-Q Plot')
qqline(mysum$resid)
grid()
dev.off()
(myerror <- as.ts(mysum$resid))
bitmap(file='test5.png')
dum <- cbind(lag(myerror,k=1),myerror)
dum
dum1 <- dum[2:length(myerror),]
dum1
z <- as.data.frame(dum1)
z
plot(z,main=paste('Residual Lag plot, lowess, and regression line'), ylab='values of Residuals', xlab='lagged values of Residuals')
lines(lowess(z))
abline(lm(z))
grid()
dev.off()
bitmap(file='test6.png')
acf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Autocorrelation Function')
grid()
dev.off()
bitmap(file='test7.png')
pacf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Partial Autocorrelation Function')
grid()
dev.off()
bitmap(file='test8.png')
opar <- par(mfrow = c(2,2), oma = c(0, 0, 1.1, 0))
plot(mylm, las = 1, sub='Residual Diagnostics')
par(opar)
dev.off()
if (n > n25) {
bitmap(file='test9.png')
plot(kp3:nmkm3,gqarr[,2], main='Goldfeld-Quandt test',ylab='2-sided p-value',xlab='breakpoint')
grid()
dev.off()
}
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Estimated Regression Equation', 1, TRUE)
a<-table.row.end(a)
myeq <- colnames(x)[1]
myeq <- paste(myeq, '[t] = ', sep='')
for (i in 1:k){
if (mysum$coefficients[i,1] > 0) myeq <- paste(myeq, '+', '')
myeq <- paste(myeq, mysum$coefficients[i,1], sep=' ')
if (rownames(mysum$coefficients)[i] != '(Intercept)') {
myeq <- paste(myeq, rownames(mysum$coefficients)[i], sep='')
if (rownames(mysum$coefficients)[i] != 't') myeq <- paste(myeq, '[t]', sep='')
}
}
myeq <- paste(myeq, ' + e[t]')
a<-table.row.start(a)
a<-table.element(a, myeq)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable1.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,hyperlink('http://www.xycoon.com/ols1.htm','Multiple Linear Regression - Ordinary Least Squares',''), 6, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Variable',header=TRUE)
a<-table.element(a,'Parameter',header=TRUE)
a<-table.element(a,'S.D.',header=TRUE)
a<-table.element(a,'T-STAT<br />H0: parameter = 0',header=TRUE)
a<-table.element(a,'2-tail p-value',header=TRUE)
a<-table.element(a,'1-tail p-value',header=TRUE)
a<-table.row.end(a)
for (i in 1:k){
a<-table.row.start(a)
a<-table.element(a,rownames(mysum$coefficients)[i],header=TRUE)
a<-table.element(a,mysum$coefficients[i,1])
a<-table.element(a, round(mysum$coefficients[i,2],6))
a<-table.element(a, round(mysum$coefficients[i,3],4))
a<-table.element(a, round(mysum$coefficients[i,4],6))
a<-table.element(a, round(mysum$coefficients[i,4]/2,6))
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable2.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Regression Statistics', 2, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Multiple R',1,TRUE)
a<-table.element(a, sqrt(mysum$r.squared))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'R-squared',1,TRUE)
a<-table.element(a, mysum$r.squared)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Adjusted R-squared',1,TRUE)
a<-table.element(a, mysum$adj.r.squared)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (value)',1,TRUE)
a<-table.element(a, mysum$fstatistic[1])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (DF numerator)',1,TRUE)
a<-table.element(a, mysum$fstatistic[2])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (DF denominator)',1,TRUE)
a<-table.element(a, mysum$fstatistic[3])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'p-value',1,TRUE)
a<-table.element(a, 1-pf(mysum$fstatistic[1],mysum$fstatistic[2],mysum$fstatistic[3]))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Residual Statistics', 2, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Residual Standard Deviation',1,TRUE)
a<-table.element(a, mysum$sigma)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Sum Squared Residuals',1,TRUE)
a<-table.element(a, sum(myerror*myerror))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable3.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Actuals, Interpolation, and Residuals', 4, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Time or Index', 1, TRUE)
a<-table.element(a, 'Actuals', 1, TRUE)
a<-table.element(a, 'Interpolation<br />Forecast', 1, TRUE)
a<-table.element(a, 'Residuals<br />Prediction Error', 1, TRUE)
a<-table.row.end(a)
for (i in 1:n) {
a<-table.row.start(a)
a<-table.element(a,i, 1, TRUE)
a<-table.element(a,x[i])
a<-table.element(a,x[i]-mysum$resid[i])
a<-table.element(a,mysum$resid[i])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable4.tab')
if (n > n25) {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Goldfeld-Quandt test for Heteroskedasticity',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'p-values',header=TRUE)
a<-table.element(a,'Alternative Hypothesis',3,header=TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'breakpoint index',header=TRUE)
a<-table.element(a,'greater',header=TRUE)
a<-table.element(a,'2-sided',header=TRUE)
a<-table.element(a,'less',header=TRUE)
a<-table.row.end(a)
for (mypoint in kp3:nmkm3) {
a<-table.row.start(a)
a<-table.element(a,mypoint,header=TRUE)
a<-table.element(a,gqarr[mypoint-kp3+1,1])
a<-table.element(a,gqarr[mypoint-kp3+1,2])
a<-table.element(a,gqarr[mypoint-kp3+1,3])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable5.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Description',header=TRUE)
a<-table.element(a,'# significant tests',header=TRUE)
a<-table.element(a,'% significant tests',header=TRUE)
a<-table.element(a,'OK/NOK',header=TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'1% type I error level',header=TRUE)
a<-table.element(a,numsignificant1)
a<-table.element(a,numsignificant1/numgqtests)
if (numsignificant1/numgqtests < 0.01) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'5% type I error level',header=TRUE)
a<-table.element(a,numsignificant5)
a<-table.element(a,numsignificant5/numgqtests)
if (numsignificant5/numgqtests < 0.05) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'10% type I error level',header=TRUE)
a<-table.element(a,numsignificant10)
a<-table.element(a,numsignificant10/numgqtests)
if (numsignificant10/numgqtests < 0.1) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable6.tab')
}
| | |
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