Multiple Linear Regression - Estimated Regression Equation |
SocialVisible[t] = + 1.28655442281463 -0.0116291252388734Tijd[t] + 0.200736343687531ManyFriends[t] + 0.0194771930298669MakeNewFriends[t] + 0.234334548584778QuiteAccepted[t] + 0.111076713012465IntendMakeNewFriends[t] + 0.00371329634067004t + 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) | 1.28655442281463 | 1.629028 | 0.7898 | 0.430989 | 0.215495 |
Tijd | -0.0116291252388734 | 0.208366 | -0.0558 | 0.955571 | 0.477786 |
ManyFriends | 0.200736343687531 | 0.073589 | 2.7278 | 0.007187 | 0.003594 |
MakeNewFriends | 0.0194771930298669 | 0.09711 | 0.2006 | 0.841324 | 0.420662 |
QuiteAccepted | 0.234334548584778 | 0.093916 | 2.4952 | 0.013743 | 0.006872 |
IntendMakeNewFriends | 0.111076713012465 | 0.091974 | 1.2077 | 0.229184 | 0.114592 |
t | 0.00371329634067004 | 0.005429 | 0.684 | 0.495122 | 0.247561 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.463319910208726 |
R-squared | 0.214665339195822 |
Adjusted R-squared | 0.181246842991389 |
F-TEST (value) | 6.42354874027353 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 141 |
p-value | 5.28252382958616e-06 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.698807226015477 |
Sum Squared Residuals | 68.8547470175339 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 3 | 3.25899756681534 | -0.25899756681534 |
2 | 4 | 3.02837631457124 | 0.971623685428758 |
3 | 4 | 3.33660659714189 | 0.663393402858115 |
4 | 3 | 2.81364948122765 | 0.186350518772350 |
5 | 2 | 3.27385075217803 | -1.27385075217803 |
6 | 5 | 3.58937710521869 | 1.41062289478130 |
7 | 3 | 2.84620645258706 | 0.153793547412941 |
8 | 2 | 3.28499064120004 | -1.28499064120004 |
9 | 2 | 2.99399792055880 | -0.993997920558796 |
10 | 4 | 3.03130942179671 | 0.968690578203287 |
11 | 3 | 3.06179598163727 | -0.0617959816372699 |
12 | 3 | 3.50058017025025 | -0.500580170250248 |
13 | 4 | 2.97956294364354 | 1.02043705635646 |
14 | 4 | 2.98327623998421 | 1.01672376001579 |
15 | 2 | 3.29150652255486 | -1.29150652255486 |
16 | 3 | 2.76854940664062 | 0.231450593359376 |
17 | 4 | 3.5191466519536 | 0.480853348046401 |
18 | 2 | 2.86757551930456 | -0.867575519304562 |
19 | 2 | 2.42892185290290 | -0.428921852902904 |
20 | 3 | 3.29059581122834 | -0.290595811228344 |
21 | 4 | 3.53399983731628 | 0.466000162683721 |
22 | 2 | 2.88242870466724 | -0.882428704667243 |
23 | 2 | 3.10635553772531 | -1.10635553772531 |
24 | 3 | 3.34440338265076 | -0.344403382650758 |
25 | 4 | 3.52937582964909 | 0.470624170350908 |
26 | 4 | 3.33235278230223 | 0.667647217697769 |
27 | 3 | 3.20551217260057 | -0.205512172600569 |
28 | 3 | 3.42943900565864 | -0.429439005658637 |
29 | 4 | 3.56370620804164 | 0.436293791958361 |
30 | 2 | 2.96819650117042 | -0.968196501170422 |
31 | 3 | 3.35091926400558 | -0.350919264005582 |
32 | 4 | 3.57484609706365 | 0.425153902936351 |
33 | 2 | 2.94275215744448 | -0.94275215744448 |
34 | 4 | 3.56279549671512 | 0.437204503284877 |
35 | 4 | 3.38524964239813 | 0.614750357601871 |
36 | 2 | 2.80386094739429 | -0.803860947394291 |
37 | 3 | 3.57393538573713 | -0.573935385737133 |
38 | 4 | 3.58549674986880 | 0.414503250131204 |
39 | 4 | 3.35487549762469 | 0.645124502375312 |
40 | 3 | 3.4623694365078 | -0.462369436507804 |
41 | 4 | 3.0913833089733 | 0.908616691026701 |
42 | 3 | 2.94506550624177 | 0.0549344937582302 |
43 | 3 | 3.14951514626997 | -0.149515146269971 |
44 | 3 | 3.37344197932804 | -0.373441979328039 |
45 | 3 | 3.81222616794102 | -0.812226167941017 |
46 | 2 | 2.87561524209187 | -0.875615242091871 |
47 | 4 | 3.16436833163265 | 0.835631668367349 |
48 | 4 | 3.42189336958797 | 0.578106630412035 |
49 | 3 | 3.42560666592864 | -0.425606665928635 |
50 | 3 | 2.994249069997 | 0.00575093000300298 |
51 | 3 | 3.74484631530997 | -0.744846315309972 |
52 | 3 | 3.41726936192078 | -0.417269361920779 |
53 | 2 | 3.30990594524898 | -1.30990594524898 |
54 | 4 | 3.74869013386196 | 0.251309866138038 |
55 | 4 | 3.00745937053786 | 0.99254062946214 |
56 | 4 | 3.65233608400086 | 0.347663915999143 |
57 | 3 | 3.02024214438169 | -0.0202421443816873 |
58 | 4 | 3.42542812809742 | 0.574571871902581 |
59 | 3 | 3.29858751839576 | -0.298587518395757 |
60 | 4 | 3.55611255635107 | 0.443887443648929 |
61 | 3 | 2.90454142370204 | 0.0954585762979647 |
62 | 3 | 3.67461586204488 | -0.674615862044877 |
63 | 3 | 3.04252192242571 | -0.0425219224257076 |
64 | 3 | 3.44770790614144 | -0.447707906141439 |
65 | 4 | 3.45142120248211 | 0.548578797517891 |
66 | 1 | 2.49533308360310 | -1.49533308360310 |
67 | 4 | 3.58210563073576 | 0.417894369264238 |
68 | 4 | 3.6968956400889 | 0.303104359911103 |
69 | 3 | 3.38879587972957 | -0.388795879729571 |
70 | 5 | 3.24247807699804 | 1.75752192300196 |
71 | 3 | 3.48782199239351 | -0.48782199239351 |
72 | 3 | 3.51101248176405 | -0.511012481764046 |
73 | 3 | 3.3914679425324 | -0.391467942532404 |
74 | 4 | 3.04247390680581 | 0.957526093194189 |
75 | 4 | 3.47692504064994 | 0.523074959350064 |
76 | 3 | 2.87842930592801 | 0.121570694071986 |
77 | 3 | 3.51794983822852 | -0.517949838228523 |
78 | 4 | 3.50218594153933 | 0.497814058460674 |
79 | 2 | 3.39482252486753 | -1.39482252486753 |
80 | 4 | 3.24167978073864 | 0.758320219261358 |
81 | 3 | 3.40954518801889 | -0.409545188018891 |
82 | 2 | 2.87929200163463 | -0.879292001634634 |
83 | 4 | 3.27912180418788 | 0.720878195812121 |
84 | 4 | 3.74467925630074 | 0.255320743699256 |
85 | 3 | 3.52817901592402 | -0.528179015924017 |
86 | 4 | 3.64102913596962 | 0.358970864030381 |
87 | 4 | 3.53560560860536 | 0.464394391394643 |
88 | 4 | 3.75953244166342 | 0.240467558336575 |
89 | 3 | 3.74376854497423 | -0.743768544974228 |
90 | 3 | 3.31241094904259 | -0.312410949042589 |
91 | 4 | 3.13486509472559 | 0.865134905274405 |
92 | 5 | 2.46187687973916 | 2.53812312026084 |
93 | 3 | 2.90795713882216 | 0.0920428611778425 |
94 | 4 | 3.34138514627265 | 0.658614853727351 |
95 | 4 | 3.35045462377581 | 0.649545376224194 |
96 | 4 | 3.78923881238878 | 0.210761187611215 |
97 | 4 | 3.79295210872945 | 0.207047891270545 |
98 | 5 | 3.94134032297984 | 1.05865967702016 |
99 | 4 | 3.36530780913849 | 0.634692190861514 |
100 | 3 | 2.47940212790467 | 0.520597872095328 |
101 | 4 | 3.6070689504046 | 0.392931049595396 |
102 | 4 | 3.24589379211816 | 0.754106207881836 |
103 | 4 | 3.81523188677347 | 0.184768113226525 |
104 | 4 | 3.39799530270922 | 0.602004697290784 |
105 | 4 | 3.60244494273742 | 0.397555057262582 |
106 | 3 | 3.47560433303576 | -0.475604333035755 |
107 | 4 | 3.39501417986385 | 0.604985820136153 |
108 | 4 | 3.83379836847683 | 0.166201631523175 |
109 | 4 | 3.83751166481750 | 0.162488335182505 |
110 | 4 | 3.65953554649625 | 0.340464453503748 |
111 | 4 | 3.61060370891406 | 0.389396291085942 |
112 | 4 | 3.43554974122557 | 0.56445025877443 |
113 | 4 | 3.63999938125377 | 0.360000618746229 |
114 | 3 | 3.59063727966733 | -0.590637279667327 |
115 | 4 | 3.41309142535033 | 0.586908574649667 |
116 | 3 | 3.61754106537853 | -0.617541065378534 |
117 | 3 | 3.43463902989905 | -0.434639029899053 |
118 | 4 | 3.85930220664465 | 0.140697793355348 |
119 | 4 | 3.62868095440054 | 0.371319045599456 |
120 | 4 | 3.43165790705368 | 0.568342092946316 |
121 | 4 | 3.87044209566666 | 0.129557904333338 |
122 | 3 | 3.6734190483198 | -0.673419048319801 |
123 | 3 | 3.54657843861814 | -0.546578438618139 |
124 | 1 | 2.22366197580448 | -1.22366197580448 |
125 | 4 | 3.88529528102934 | 0.114704718970658 |
126 | 3 | 3.88900857737001 | -0.889008577370012 |
127 | 4 | 3.49124918633562 | 0.508750813664379 |
128 | 4 | 3.69569882636382 | 0.304301173636178 |
129 | 3 | 3.90014846639202 | -0.900148466392023 |
130 | 4 | 3.70312541904516 | 0.296874580954838 |
131 | 4 | 3.90757505907336 | 0.0924249409266374 |
132 | 2 | 3.50981566803897 | -1.50981566803897 |
133 | 4 | 4.11573799544223 | -0.115737995442234 |
134 | 3 | 3.58742469836551 | -0.58742469836551 |
135 | 3 | 3.90295105140618 | -0.902951051406176 |
136 | 4 | 3.72540519708918 | 0.274594802910818 |
137 | 4 | 3.92985483711738 | 0.0701451628826171 |
138 | 3 | 3.73283178977052 | -0.732831789770522 |
139 | 3 | 3.73654508611119 | -0.736545086111192 |
140 | 3 | 3.53952203876433 | -0.539522038764331 |
141 | 4 | 3.94470802248006 | 0.055291977519937 |
142 | 4 | 3.94842131882073 | 0.0515786811792669 |
143 | 3 | 3.75139827147387 | -0.751398271473872 |
144 | 4 | 4.19018246008685 | -0.190182460086851 |
145 | 3 | 3.21267725887044 | -0.212677258870438 |
146 | 4 | 3.85219779117095 | 0.147802208829052 |
147 | 4 | 3.73265325193931 | 0.267346748060694 |
148 | 4 | 3.42455349157998 | 0.57544650842002 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.99858910788783 | 0.00282178422434138 | 0.00141089211217069 |
11 | 0.996483894355613 | 0.00703221128877318 | 0.00351610564438659 |
12 | 0.99215165572289 | 0.0156966885542185 | 0.00784834427710927 |
13 | 0.990795953888255 | 0.0184080922234906 | 0.0092040461117453 |
14 | 0.986525242315786 | 0.0269495153684271 | 0.0134747576842136 |
15 | 0.991895492373643 | 0.0162090152527135 | 0.00810450762635674 |
16 | 0.99008787933023 | 0.0198242413395397 | 0.00991212066976985 |
17 | 0.991074195544875 | 0.01785160891025 | 0.008925804455125 |
18 | 0.9925117964326 | 0.0149764071348015 | 0.00748820356740073 |
19 | 0.988033646154905 | 0.0239327076901900 | 0.0119663538450950 |
20 | 0.98091633390308 | 0.0381673321938413 | 0.0190836660969207 |
21 | 0.976627199045353 | 0.0467456019092930 | 0.0233728009546465 |
22 | 0.97685160221351 | 0.0462967955729813 | 0.0231483977864907 |
23 | 0.982522653476458 | 0.0349546930470834 | 0.0174773465235417 |
24 | 0.974509201365195 | 0.0509815972696101 | 0.0254907986348051 |
25 | 0.973040875519453 | 0.0539182489610937 | 0.0269591244805469 |
26 | 0.976528692625557 | 0.0469426147488853 | 0.0234713073744426 |
27 | 0.966785875139853 | 0.0664282497202932 | 0.0332141248601466 |
28 | 0.955119565743614 | 0.0897608685127718 | 0.0448804342563859 |
29 | 0.9455211588551 | 0.108957682289801 | 0.0544788411449007 |
30 | 0.947268315726784 | 0.105463368546431 | 0.0527316842732155 |
31 | 0.930729374204817 | 0.138541251590365 | 0.0692706257951825 |
32 | 0.918040934209108 | 0.163918131581785 | 0.0819590657908925 |
33 | 0.91661240784859 | 0.166775184302818 | 0.083387592151409 |
34 | 0.903917578639119 | 0.192164842721762 | 0.096082421360881 |
35 | 0.900148078960379 | 0.199703842079243 | 0.0998519210396215 |
36 | 0.891542988323364 | 0.216914023353273 | 0.108457011676636 |
37 | 0.881411196623605 | 0.237177606752789 | 0.118588803376395 |
38 | 0.854250996969145 | 0.29149800606171 | 0.145749003030855 |
39 | 0.833358377079102 | 0.333283245841796 | 0.166641622920898 |
40 | 0.82498038555368 | 0.350039228892639 | 0.175019614446319 |
41 | 0.829162570337736 | 0.341674859324529 | 0.170837429662264 |
42 | 0.79173166866348 | 0.416536662673042 | 0.208268331336521 |
43 | 0.754721308876258 | 0.490557382247485 | 0.245278691123742 |
44 | 0.733106289467563 | 0.533787421064874 | 0.266893710532437 |
45 | 0.76941605761523 | 0.461167884769539 | 0.230583942384769 |
46 | 0.781102617621714 | 0.437794764756572 | 0.218897382378286 |
47 | 0.80865654851077 | 0.382686902978461 | 0.191343451489230 |
48 | 0.789542770674828 | 0.420914458650344 | 0.210457229325172 |
49 | 0.770425211426741 | 0.459149577146518 | 0.229574788573259 |
50 | 0.729951198415377 | 0.540097603169245 | 0.270048801584623 |
51 | 0.749938720280529 | 0.500122559438942 | 0.250061279719471 |
52 | 0.72351604803449 | 0.552967903931021 | 0.276483951965510 |
53 | 0.806735669151369 | 0.386528661697263 | 0.193264330848632 |
54 | 0.782600774609256 | 0.434798450781487 | 0.217399225390744 |
55 | 0.813273563485362 | 0.373452873029275 | 0.186726436514638 |
56 | 0.788597416242458 | 0.422805167515084 | 0.211402583757542 |
57 | 0.75274215815608 | 0.49451568368784 | 0.24725784184392 |
58 | 0.753135916924459 | 0.493728166151082 | 0.246864083075541 |
59 | 0.729243346422347 | 0.541513307155306 | 0.270756653577653 |
60 | 0.707518482188623 | 0.584963035622754 | 0.292481517811377 |
61 | 0.67334576896615 | 0.653308462067701 | 0.326654231033850 |
62 | 0.681616367601273 | 0.636767264797454 | 0.318383632398727 |
63 | 0.638592569989613 | 0.722814860020773 | 0.361407430010387 |
64 | 0.618563718889721 | 0.762872562220557 | 0.381436281110279 |
65 | 0.60598270133786 | 0.78803459732428 | 0.39401729866214 |
66 | 0.768756376481329 | 0.462487247037342 | 0.231243623518671 |
67 | 0.741521043945689 | 0.516957912108622 | 0.258478956054311 |
68 | 0.704546189239639 | 0.590907621520723 | 0.295453810760362 |
69 | 0.69869257445956 | 0.60261485108088 | 0.30130742554044 |
70 | 0.866650842802714 | 0.266698314394573 | 0.133349157197286 |
71 | 0.870361549862512 | 0.259276900274976 | 0.129638450137488 |
72 | 0.886208904357803 | 0.227582191284393 | 0.113791095642197 |
73 | 0.912239128512193 | 0.175521742975613 | 0.0877608714878066 |
74 | 0.91874509823104 | 0.162509803537918 | 0.0812549017689592 |
75 | 0.904036204930536 | 0.191927590138928 | 0.0959637950694638 |
76 | 0.88383205666202 | 0.23233588667596 | 0.11616794333798 |
77 | 0.891375451174184 | 0.217249097651632 | 0.108624548825816 |
78 | 0.87329244272934 | 0.253415114541318 | 0.126707557270659 |
79 | 0.951407449418854 | 0.0971851011622912 | 0.0485925505811456 |
80 | 0.95128896865352 | 0.0974220626929606 | 0.0487110313464803 |
81 | 0.95576154562473 | 0.0884769087505419 | 0.0442384543752710 |
82 | 0.978589887531351 | 0.0428202249372977 | 0.0214101124686488 |
83 | 0.979041860161708 | 0.0419162796765832 | 0.0209581398382916 |
84 | 0.972165021993753 | 0.0556699560124939 | 0.0278349780062470 |
85 | 0.97536722912840 | 0.0492655417431978 | 0.0246327708715989 |
86 | 0.967521462072935 | 0.0649570758541292 | 0.0324785379270646 |
87 | 0.95869652708805 | 0.0826069458239022 | 0.0413034729119511 |
88 | 0.947327615491328 | 0.105344769017343 | 0.0526723845086715 |
89 | 0.963740815334768 | 0.0725183693304631 | 0.0362591846652315 |
90 | 0.96620261031726 | 0.0675947793654822 | 0.0337973896827411 |
91 | 0.962739039217887 | 0.0745219215642265 | 0.0372609607821133 |
92 | 0.999643840111554 | 0.000712319776892065 | 0.000356159888446032 |
93 | 0.99961565997002 | 0.000768680059961131 | 0.000384340029980566 |
94 | 0.99959263698602 | 0.00081472602796107 | 0.000407363013980535 |
95 | 0.999384840057197 | 0.00123031988560692 | 0.000615159942803458 |
96 | 0.999098278043738 | 0.00180344391252411 | 0.000901721956262056 |
97 | 0.998724615227296 | 0.00255076954540881 | 0.00127538477270441 |
98 | 0.998590420473798 | 0.00281915905240385 | 0.00140957952620193 |
99 | 0.997892775859363 | 0.00421444828127398 | 0.00210722414063699 |
100 | 0.996918719488557 | 0.00616256102288622 | 0.00308128051144311 |
101 | 0.995351989292972 | 0.00929602141405634 | 0.00464801070702817 |
102 | 0.99548260692966 | 0.00903478614068071 | 0.00451739307034036 |
103 | 0.99360320974608 | 0.0127935805078406 | 0.00639679025392029 |
104 | 0.992284578162457 | 0.0154308436750861 | 0.00771542183754303 |
105 | 0.989587721691809 | 0.0208245566163828 | 0.0104122783081914 |
106 | 0.986158256214966 | 0.027683487570069 | 0.0138417437850345 |
107 | 0.980619870477796 | 0.0387602590444078 | 0.0193801295222039 |
108 | 0.97305511726305 | 0.0538897654739016 | 0.0269448827369508 |
109 | 0.964896168000487 | 0.0702076639990259 | 0.0351038319995129 |
110 | 0.97214046798392 | 0.0557190640321602 | 0.0278595320160801 |
111 | 0.960760944866861 | 0.0784781102662769 | 0.0392390551331385 |
112 | 0.95954335726529 | 0.0809132854694212 | 0.0404566427347106 |
113 | 0.951524548434362 | 0.0969509031312753 | 0.0484754515656376 |
114 | 0.939222426242773 | 0.121555147514454 | 0.0607775737572272 |
115 | 0.937657481140573 | 0.124685037718854 | 0.0623425188594269 |
116 | 0.946638340933345 | 0.106723318133311 | 0.0533616590666553 |
117 | 0.943560500563597 | 0.112878998872805 | 0.0564394994364027 |
118 | 0.92247335436385 | 0.155053291272301 | 0.0775266456361507 |
119 | 0.897949827650417 | 0.204100344699167 | 0.102050172349583 |
120 | 0.911993650367392 | 0.176012699265217 | 0.0880063496326084 |
121 | 0.888784277392061 | 0.222431445215877 | 0.111215722607939 |
122 | 0.86789756938858 | 0.264204861222840 | 0.132102430611420 |
123 | 0.845473876333832 | 0.309052247332336 | 0.154526123666168 |
124 | 0.87093035010909 | 0.258139299781821 | 0.129069649890911 |
125 | 0.830516207568033 | 0.338967584863934 | 0.169483792431967 |
126 | 0.870743008140704 | 0.258513983718593 | 0.129256991859296 |
127 | 0.92925656264239 | 0.141486874715219 | 0.0707434373576097 |
128 | 0.94730696540994 | 0.105386069180121 | 0.0526930345900603 |
129 | 0.967151047271548 | 0.0656979054569047 | 0.0328489527284523 |
130 | 0.982262646571668 | 0.0354747068566633 | 0.0177373534283316 |
131 | 0.97477247405783 | 0.0504550518843387 | 0.0252275259421694 |
132 | 0.984061746649693 | 0.0318765067006134 | 0.0159382533503067 |
133 | 0.980470347634979 | 0.039059304730043 | 0.0195296523650215 |
134 | 0.96185240480981 | 0.0762951903803819 | 0.0381475951901909 |
135 | 0.924847560026967 | 0.150304879946067 | 0.0751524399730334 |
136 | 0.958161543232746 | 0.083676913534508 | 0.041838456767254 |
137 | 0.926581758414778 | 0.146836483170444 | 0.073418241585222 |
138 | 0.839790045417048 | 0.320419909165904 | 0.160209954582952 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 13 | 0.100775193798450 | NOK |
5% type I error level | 37 | 0.286821705426357 | NOK |
10% type I error level | 60 | 0.465116279069767 | NOK |