| Multiple Linear Regression - Estimated Regression Equation |
| Celebrity[t] = + 0.500464733012455 -0.026175955077005FF[t] -0.142179883084269Geslacht[t] + 0.0812069443486666Opvoeding[t] + 0.0920112671738348Huwelijksstatus[t] + 0.169119780174780Popularity[t] + 0.095325030211679KnowingPeople[t] + 0.129653715719074Liked[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) | 0.500464733012455 | 0.812915 | 0.6156 | 0.539145 | 0.269572 |
| FF | -0.026175955077005 | 0.049327 | -0.5307 | 0.596506 | 0.298253 |
| Geslacht | -0.142179883084269 | 0.18642 | -0.7627 | 0.446951 | 0.223476 |
| Opvoeding | 0.0812069443486666 | 0.102256 | 0.7941 | 0.428472 | 0.214236 |
| Huwelijksstatus | 0.0920112671738348 | 0.089266 | 1.0308 | 0.304457 | 0.152228 |
| Popularity | 0.169119780174780 | 0.041238 | 4.1011 | 7e-05 | 3.5e-05 |
| KnowingPeople | 0.095325030211679 | 0.032005 | 2.9784 | 0.003424 | 0.001712 |
| Liked | 0.129653715719074 | 0.050154 | 2.5851 | 0.010772 | 0.005386 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 0.680555914549806 |
| R-squared | 0.463156352828723 |
| Adjusted R-squared | 0.435925153334528 |
| F-TEST (value) | 17.0082978874086 |
| F-TEST (DF numerator) | 7 |
| F-TEST (DF denominator) | 138 |
| p-value | 4.44089209850063e-16 |
| Multiple Linear Regression - Residual Statistics | |
| Residual Standard Deviation | 1.04735303859423 |
| Sum Squared Residuals | 151.378877468454 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 6 | 5.64313602270552 | 0.356863977294483 |
| 2 | 4 | 4.74312544811084 | -0.743125448110845 |
| 3 | 5 | 5.91577814886968 | -0.915778148869678 |
| 4 | 4 | 4.15762107000065 | -0.157621070000648 |
| 5 | 4 | 4.47946530603427 | -0.479465306034268 |
| 6 | 6 | 6.10895185665523 | -0.108951856655234 |
| 7 | 6 | 5.36220272014713 | 0.637797279852869 |
| 8 | 4 | 3.93256968608466 | 0.0674303139153404 |
| 9 | 4 | 2.27316212002781 | 1.72683787997219 |
| 10 | 6 | 5.38315385583634 | 0.616846144163657 |
| 11 | 4 | 4.79025253887706 | -0.790252538877061 |
| 12 | 6 | 4.13323440673977 | 1.86676559326023 |
| 13 | 5 | 4.69492750866538 | 0.305072491334618 |
| 14 | 4 | 4.56067225038293 | -0.560672250382934 |
| 15 | 6 | 6.46133290883649 | -0.461332908836488 |
| 16 | 3 | 4.30623859940178 | -1.30623859940178 |
| 17 | 5 | 4.6339311639611 | 0.366068836038901 |
| 18 | 6 | 4.83651742002226 | 1.16348257997774 |
| 19 | 4 | 5.52554635669922 | -1.52554635669922 |
| 20 | 6 | 4.77821807563175 | 1.22178192436825 |
| 21 | 2 | 4.69303309785761 | -2.69303309785761 |
| 22 | 7 | 6.04570410248238 | 0.954295897517624 |
| 23 | 5 | 4.59504424406476 | 0.404955755935236 |
| 24 | 2 | 4.53642448616818 | -2.53642448616818 |
| 25 | 4 | 4.85598199884926 | -0.85598199884926 |
| 26 | 4 | 3.95863689449806 | 0.0413631055019396 |
| 27 | 6 | 6.21017820782873 | -0.210178207828729 |
| 28 | 6 | 5.88446481484436 | 0.115535185155636 |
| 29 | 5 | 4.38222513871844 | 0.617774861281557 |
| 30 | 6 | 6.19674301890516 | -0.196743018905155 |
| 31 | 6 | 6.12148070369274 | -0.121480703692738 |
| 32 | 4 | 5.06960010343641 | -1.06960010343641 |
| 33 | 6 | 5.68602170232373 | 0.313978297676273 |
| 34 | 6 | 6.78551841779384 | -0.785518417793842 |
| 35 | 6 | 5.86293453459579 | 0.137065465404214 |
| 36 | 2 | 1.89802740760433 | 0.101972592395666 |
| 37 | 4 | 4.38213769827895 | -0.382137698278955 |
| 38 | 5 | 4.83029774789214 | 0.169702252107863 |
| 39 | 3 | 4.82754345952139 | -1.82754345952139 |
| 40 | 7 | 6.10156306823835 | 0.89843693176165 |
| 41 | 5 | 5.37108980612359 | -0.371089806123594 |
| 42 | 3 | 3.30290746649183 | -0.302907466491834 |
| 43 | 8 | 6.4128627314974 | 1.5871372685026 |
| 44 | 8 | 6.19603671599704 | 1.80396328400296 |
| 45 | 5 | 5.14490840649557 | -0.144908406495570 |
| 46 | 6 | 4.20854712415472 | 1.79145287584528 |
| 47 | 3 | 3.76151754333581 | -0.76151754333581 |
| 48 | 5 | 5.7341322013297 | -0.734132201329705 |
| 49 | 4 | 4.13334525314794 | -0.133345253147940 |
| 50 | 5 | 5.70389984742547 | -0.703899847425468 |
| 51 | 5 | 3.82677297774028 | 1.17322702225972 |
| 52 | 6 | 5.34889270856268 | 0.651107291437319 |
| 53 | 5 | 5.76236627331117 | -0.762366273311166 |
| 54 | 6 | 6.02490002734767 | -0.0249000273476717 |
| 55 | 6 | 4.68622753475429 | 1.31377246524571 |
| 56 | 4 | 3.47437820385203 | 0.525621796147968 |
| 57 | 8 | 6.51634049213947 | 1.48365950786053 |
| 58 | 6 | 4.85379593691222 | 1.14620406308778 |
| 59 | 4 | 4.06029103922966 | -0.0602910392296643 |
| 60 | 6 | 5.6879161131315 | 0.3120838868685 |
| 61 | 5 | 5.50361181277025 | -0.503611812770247 |
| 62 | 5 | 5.63290585015621 | -0.632905850156211 |
| 63 | 6 | 6.52885166062481 | -0.528851660624815 |
| 64 | 6 | 6.20126153538483 | -0.201261535384834 |
| 65 | 6 | 5.55163487133674 | 0.448365128663263 |
| 66 | 6 | 4.41997343938831 | 1.58002656061169 |
| 67 | 6 | 5.63124862001474 | 0.368751379985263 |
| 68 | 6 | 5.79378545946111 | 0.206214540538888 |
| 69 | 7 | 5.36107225135287 | 1.63892774864713 |
| 70 | 4 | 4.09046575402852 | -0.0904657540285153 |
| 71 | 4 | 4.09738051687767 | -0.097380516877674 |
| 72 | 3 | 5.26764163194896 | -2.26764163194896 |
| 73 | 6 | 6.51719187459246 | -0.517191874592462 |
| 74 | 5 | 5.98443551988447 | -0.98443551988447 |
| 75 | 5 | 5.34067243989856 | -0.340672439898557 |
| 76 | 3 | 3.63103585113242 | -0.631035851132423 |
| 77 | 5 | 5.50979222007334 | -0.509792220073337 |
| 78 | 4 | 4.67235420006202 | -0.672354200062024 |
| 79 | 3 | 4.51179141399803 | -1.51179141399803 |
| 80 | 7 | 6.73316650763983 | 0.266833492360168 |
| 81 | 4 | 3.39571699977351 | 0.604283000226489 |
| 82 | 4 | 5.5805539400022 | -1.5805539400022 |
| 83 | 5 | 5.45870715422913 | -0.458707154229126 |
| 84 | 6 | 5.1500223794752 | 0.849977620524801 |
| 85 | 2 | 3.41427387010287 | -1.41427387010287 |
| 86 | 2 | 2.48188002633295 | -0.481880026332947 |
| 87 | 6 | 4.86615163775424 | 1.13384836224576 |
| 88 | 4 | 3.48216997877646 | 0.517830021223539 |
| 89 | 5 | 4.91926748992175 | 0.0807325100782491 |
| 90 | 6 | 5.31260207401378 | 0.687397925986222 |
| 91 | 7 | 6.52296801821516 | 0.477031981784844 |
| 92 | 8 | 6.15504544718663 | 1.84495455281337 |
| 93 | 6 | 6.44325204508449 | -0.443252045084487 |
| 94 | 6 | 5.23689626770072 | 0.763103732299276 |
| 95 | 3 | 4.52589516893009 | -1.52589516893009 |
| 96 | 7 | 6.64446900350384 | 0.355530996496159 |
| 97 | 3 | 4.38419581518341 | -1.38419581518341 |
| 98 | 6 | 5.80610333538234 | 0.19389666461766 |
| 99 | 4 | 4.20635533480116 | -0.206355334801164 |
| 100 | 4 | 4.83766036264688 | -0.837660362646881 |
| 101 | 6 | 4.6063525021962 | 1.39364749780380 |
| 102 | 6 | 6.36441596012699 | -0.364415960126991 |
| 103 | 6 | 3.86003930967841 | 2.13996069032159 |
| 104 | 4 | 5.68508287943125 | -1.68508287943125 |
| 105 | 7 | 5.46690654045516 | 1.53309345954484 |
| 106 | 5 | 5.27313600955807 | -0.273136009558073 |
| 107 | 7 | 6.39000053945824 | 0.609999460541762 |
| 108 | 4 | 4.36343797205832 | -0.363437972058323 |
| 109 | 6 | 5.58463164505355 | 0.41536835494645 |
| 110 | 6 | 6.21463908520302 | -0.214639085203021 |
| 111 | 6 | 5.11879648588937 | 0.881203514110628 |
| 112 | 5 | 5.11104801913938 | -0.111048019139377 |
| 113 | 5 | 5.13483785928873 | -0.134837859288726 |
| 114 | 6 | 5.54622525449481 | 0.453774745505195 |
| 115 | 7 | 5.45554589911155 | 1.54445410088845 |
| 116 | 4 | 5.16880954613532 | -1.16880954613532 |
| 117 | 4 | 5.26025016385977 | -1.26025016385977 |
| 118 | 8 | 5.77062485586619 | 2.22937514413381 |
| 119 | 6 | 5.46217342518724 | 0.537826574812759 |
| 120 | 3 | 4.39110407426271 | -1.39110407426271 |
| 121 | 4 | 4.69577398779247 | -0.69577398779247 |
| 122 | 5 | 4.5653612333858 | 0.434638766614204 |
| 123 | 5 | 4.18994475494874 | 0.810055245051261 |
| 124 | 6 | 5.85040836723059 | 0.149591632769408 |
| 125 | 8 | 6.77100224874919 | 1.22899775125081 |
| 126 | 2 | 5.21793921444517 | -3.21793921444517 |
| 127 | 4 | 3.96344080466328 | 0.0365591953367169 |
| 128 | 7 | 6.23777759589 | 0.762222404110003 |
| 129 | 5 | 4.1298147915773 | 0.870185208422704 |
| 130 | 6 | 5.54348214090635 | 0.456517859093653 |
| 131 | 6 | 6.25703306070132 | -0.257033060701320 |
| 132 | 4 | 5.34684331908169 | -1.34684331908169 |
| 133 | 5 | 5.52545891625973 | -0.525458916259732 |
| 134 | 6 | 5.72121676916396 | 0.278783230836037 |
| 135 | 6 | 5.8229767660202 | 0.177023233979802 |
| 136 | 6 | 5.67595791554338 | 0.324042084456617 |
| 137 | 6 | 5.85111467013871 | 0.148885329861289 |
| 138 | 5 | 5.47707617936013 | -0.477076179360131 |
| 139 | 5 | 5.00573897156748 | -0.00573897156747614 |
| 140 | 6 | 6.80534861280874 | -0.805348612808742 |
| 141 | 4 | 4.59597189217495 | -0.595971892174952 |
| 142 | 6 | 4.25473539202846 | 1.74526460797154 |
| 143 | 3 | 4.1963000431308 | -1.19630004313080 |
| 144 | 6 | 4.54847662796564 | 1.45152337203436 |
| 145 | 8 | 6.51634049213947 | 1.48365950786053 |
| 146 | 4 | 6.34722071196469 | -2.34722071196469 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 11 | 0.477026702854834 | 0.954053405709667 | 0.522973297145166 |
| 12 | 0.407866691851486 | 0.815733383702971 | 0.592133308148514 |
| 13 | 0.269925232372258 | 0.539850464744516 | 0.730074767627742 |
| 14 | 0.166654662633863 | 0.333309325267726 | 0.833345337366137 |
| 15 | 0.099100651985631 | 0.198201303971262 | 0.900899348014369 |
| 16 | 0.104899017956924 | 0.209798035913849 | 0.895100982043076 |
| 17 | 0.0622434876158856 | 0.124486975231771 | 0.937756512384114 |
| 18 | 0.285898424735698 | 0.571796849471396 | 0.714101575264302 |
| 19 | 0.248105045849833 | 0.496210091699666 | 0.751894954150167 |
| 20 | 0.454923422330366 | 0.909846844660732 | 0.545076577669634 |
| 21 | 0.835615755273062 | 0.328768489453877 | 0.164384244726938 |
| 22 | 0.881822420403215 | 0.236355159193571 | 0.118177579596785 |
| 23 | 0.841421267052371 | 0.317157465895257 | 0.158578732947629 |
| 24 | 0.932640610100932 | 0.134718779798136 | 0.0673593898990681 |
| 25 | 0.923535137289182 | 0.152929725421637 | 0.0764648627108185 |
| 26 | 0.896729370468012 | 0.206541259063976 | 0.103270629531988 |
| 27 | 0.863602779194153 | 0.272794441611695 | 0.136397220805848 |
| 28 | 0.826461849864964 | 0.347076300270073 | 0.173538150135037 |
| 29 | 0.801526595940363 | 0.396946808119274 | 0.198473404059637 |
| 30 | 0.752988307317186 | 0.494023385365628 | 0.247011692682814 |
| 31 | 0.699435082907644 | 0.601129834184713 | 0.300564917092356 |
| 32 | 0.676960101776724 | 0.646079796446552 | 0.323039898223276 |
| 33 | 0.64698933115686 | 0.70602133768628 | 0.35301066884314 |
| 34 | 0.597312225929027 | 0.805375548141945 | 0.402687774070973 |
| 35 | 0.541468256368548 | 0.917063487262904 | 0.458531743631452 |
| 36 | 0.506701103497713 | 0.986597793004575 | 0.493298896502287 |
| 37 | 0.453023421635716 | 0.906046843271433 | 0.546976578364283 |
| 38 | 0.395397546216909 | 0.790795092433817 | 0.604602453783091 |
| 39 | 0.494393126830778 | 0.988786253661556 | 0.505606873169222 |
| 40 | 0.508023433798123 | 0.983953132403755 | 0.491976566201877 |
| 41 | 0.455310859606834 | 0.910621719213668 | 0.544689140393166 |
| 42 | 0.404009267388704 | 0.808018534777408 | 0.595990732611296 |
| 43 | 0.510637008913052 | 0.978725982173895 | 0.489362991086948 |
| 44 | 0.623217516760651 | 0.753564966478698 | 0.376782483239349 |
| 45 | 0.570159440420598 | 0.859681119158803 | 0.429840559579402 |
| 46 | 0.667530813789252 | 0.664938372421497 | 0.332469186210748 |
| 47 | 0.6372952186807 | 0.7254095626386 | 0.3627047813193 |
| 48 | 0.616403447322409 | 0.767193105355181 | 0.383596552677591 |
| 49 | 0.564516149210735 | 0.87096770157853 | 0.435483850789265 |
| 50 | 0.537414085446595 | 0.92517182910681 | 0.462585914553405 |
| 51 | 0.550296189614432 | 0.899407620771136 | 0.449703810385568 |
| 52 | 0.514031530280931 | 0.971936939438138 | 0.485968469719069 |
| 53 | 0.482138176450283 | 0.964276352900566 | 0.517861823549717 |
| 54 | 0.433116600851799 | 0.866233201703599 | 0.566883399148201 |
| 55 | 0.461583203804797 | 0.923166407609594 | 0.538416796195203 |
| 56 | 0.427591102986589 | 0.855182205973178 | 0.572408897013411 |
| 57 | 0.483116147234489 | 0.966232294468978 | 0.516883852765511 |
| 58 | 0.49865899990689 | 0.99731799981378 | 0.50134100009311 |
| 59 | 0.44766108531014 | 0.89532217062028 | 0.55233891468986 |
| 60 | 0.400952302507731 | 0.801904605015462 | 0.599047697492269 |
| 61 | 0.363632731298664 | 0.727265462597328 | 0.636367268701336 |
| 62 | 0.331840475726608 | 0.663680951453215 | 0.668159524273392 |
| 63 | 0.298191480259836 | 0.596382960519671 | 0.701808519740164 |
| 64 | 0.25770423619692 | 0.51540847239384 | 0.74229576380308 |
| 65 | 0.224346930465847 | 0.448693860931693 | 0.775653069534153 |
| 66 | 0.278029495297516 | 0.556058990595032 | 0.721970504702484 |
| 67 | 0.247763729576289 | 0.495527459152578 | 0.752236270423711 |
| 68 | 0.211583818157161 | 0.423167636314322 | 0.788416181842839 |
| 69 | 0.260398019426745 | 0.520796038853491 | 0.739601980573255 |
| 70 | 0.225878563598548 | 0.451757127197095 | 0.774121436401452 |
| 71 | 0.191037831059903 | 0.382075662119806 | 0.808962168940097 |
| 72 | 0.333783424138906 | 0.667566848277812 | 0.666216575861094 |
| 73 | 0.303299143699323 | 0.606598287398647 | 0.696700856300677 |
| 74 | 0.297009892546493 | 0.594019785092985 | 0.702990107453507 |
| 75 | 0.258016489662158 | 0.516032979324317 | 0.741983510337842 |
| 76 | 0.232643255031601 | 0.465286510063202 | 0.767356744968399 |
| 77 | 0.202852968896818 | 0.405705937793637 | 0.797147031103182 |
| 78 | 0.188166954699754 | 0.376333909399509 | 0.811833045300246 |
| 79 | 0.225788318671188 | 0.451576637342376 | 0.774211681328812 |
| 80 | 0.192520228057153 | 0.385040456114306 | 0.807479771942847 |
| 81 | 0.172830312136027 | 0.345660624272054 | 0.827169687863973 |
| 82 | 0.207144822238433 | 0.414289644476866 | 0.792855177761567 |
| 83 | 0.184408170995582 | 0.368816341991165 | 0.815591829004418 |
| 84 | 0.179228846261683 | 0.358457692523367 | 0.820771153738317 |
| 85 | 0.191864456159964 | 0.383728912319928 | 0.808135543840036 |
| 86 | 0.163850707524888 | 0.327701415049777 | 0.836149292475112 |
| 87 | 0.171778550083259 | 0.343557100166517 | 0.828221449916741 |
| 88 | 0.151138530407831 | 0.302277060815662 | 0.848861469592169 |
| 89 | 0.123681783149396 | 0.247363566298792 | 0.876318216850604 |
| 90 | 0.108358773241002 | 0.216717546482005 | 0.891641226758998 |
| 91 | 0.0910685407041654 | 0.182137081408331 | 0.908931459295835 |
| 92 | 0.146593380615687 | 0.293186761231375 | 0.853406619384313 |
| 93 | 0.122612825843683 | 0.245225651687367 | 0.877387174156317 |
| 94 | 0.112855561800831 | 0.225711123601662 | 0.887144438199169 |
| 95 | 0.130765430482317 | 0.261530860964633 | 0.869234569517683 |
| 96 | 0.110396545632808 | 0.220793091265617 | 0.889603454367192 |
| 97 | 0.128264499391441 | 0.256528998782883 | 0.871735500608559 |
| 98 | 0.102761665338059 | 0.205523330676119 | 0.89723833466194 |
| 99 | 0.081758794480539 | 0.163517588961078 | 0.918241205519461 |
| 100 | 0.075508064116437 | 0.151016128232874 | 0.924491935883563 |
| 101 | 0.0859245646642248 | 0.171849129328450 | 0.914075435335775 |
| 102 | 0.0681278767045737 | 0.136255753409147 | 0.931872123295426 |
| 103 | 0.117135559566266 | 0.234271119132532 | 0.882864440433734 |
| 104 | 0.17049671393346 | 0.34099342786692 | 0.82950328606654 |
| 105 | 0.243855816953983 | 0.487711633907967 | 0.756144183046017 |
| 106 | 0.206549351775907 | 0.413098703551814 | 0.793450648224093 |
| 107 | 0.183222615491473 | 0.366445230982947 | 0.816777384508527 |
| 108 | 0.157561894206007 | 0.315123788412013 | 0.842438105793993 |
| 109 | 0.130512782879766 | 0.261025565759532 | 0.869487217120234 |
| 110 | 0.103404054549714 | 0.206808109099427 | 0.896595945450286 |
| 111 | 0.114065917176548 | 0.228131834353095 | 0.885934082823452 |
| 112 | 0.0951753487619623 | 0.190350697523925 | 0.904824651238038 |
| 113 | 0.0756478485764305 | 0.151295697152861 | 0.92435215142357 |
| 114 | 0.061531945260391 | 0.123063890520782 | 0.938468054739609 |
| 115 | 0.0783537439474996 | 0.156707487894999 | 0.9216462560525 |
| 116 | 0.0745178684030472 | 0.149035736806094 | 0.925482131596953 |
| 117 | 0.0793992626669348 | 0.158798525333870 | 0.920600737333065 |
| 118 | 0.143401801454101 | 0.286803602908202 | 0.856598198545899 |
| 119 | 0.157182214457163 | 0.314364428914326 | 0.842817785542837 |
| 120 | 0.146674126491606 | 0.293348252983212 | 0.853325873508394 |
| 121 | 0.114949359639428 | 0.229898719278855 | 0.885050640360572 |
| 122 | 0.111848278577301 | 0.223696557154602 | 0.888151721422699 |
| 123 | 0.0835713559299472 | 0.167142711859894 | 0.916428644070053 |
| 124 | 0.0599762770298752 | 0.119952554059750 | 0.940023722970125 |
| 125 | 0.100317181521463 | 0.200634363042925 | 0.899682818478537 |
| 126 | 0.339917985877327 | 0.679835971754655 | 0.660082014122673 |
| 127 | 0.264336149961124 | 0.528672299922248 | 0.735663850038876 |
| 128 | 0.263035685593573 | 0.526071371187146 | 0.736964314406427 |
| 129 | 0.197215822933236 | 0.394431645866473 | 0.802784177066764 |
| 130 | 0.141066261385966 | 0.282132522771933 | 0.858933738614034 |
| 131 | 0.0927751678938345 | 0.185550335787669 | 0.907224832106166 |
| 132 | 0.180004854099909 | 0.360009708199818 | 0.819995145900091 |
| 133 | 0.152508780529239 | 0.305017561058477 | 0.847491219470761 |
| 134 | 0.0893802370276545 | 0.178760474055309 | 0.910619762972345 |
| 135 | 0.0442177717652122 | 0.0884355435304244 | 0.955782228234788 |
| 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 | 1 | 0.008 | OK |
