Multiple Linear Regression - Estimated Regression Equation |
SocialVisible[t] = + 0.258701321270939 + 0.126268884105605Tijd[t] + 0.203513811021763ManyFriends[t] + 0.0129903610844389MakeNewFriends[t] + 0.236770771877937QuiteAccepted[t] + 0.111146519235846IntendMakeNewFriends[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) | 0.258701321270939 | 0.627584 | 0.4122 | 0.680802 | 0.340401 |
Tijd | 0.126268884105605 | 0.052503 | 2.405 | 0.017462 | 0.008731 |
ManyFriends | 0.203513811021763 | 0.073339 | 2.775 | 0.006264 | 0.003132 |
MakeNewFriends | 0.0129903610844389 | 0.096464 | 0.1347 | 0.893067 | 0.446534 |
QuiteAccepted | 0.236770771877937 | 0.093672 | 2.5277 | 0.012577 | 0.006289 |
IntendMakeNewFriends | 0.111146519235846 | 0.091801 | 1.2107 | 0.228009 | 0.114005 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.460499502710478 |
R-squared | 0.212059791996598 |
Adjusted R-squared | 0.184315418475351 |
F-TEST (value) | 7.64334403997996 |
F-TEST (DF numerator) | 5 |
F-TEST (DF denominator) | 142 |
p-value | 2.18011195185497e-06 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.697496479514215 |
Sum Squared Residuals | 69.0831901287307 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 3 | 3.32302443597393 | -0.323024435973929 |
2 | 4 | 3.08625366409602 | 0.91374633590398 |
3 | 4 | 3.40240136667543 | 0.59759863332457 |
4 | 3 | 2.86396062562432 | 0.136039374375675 |
5 | 2 | 3.32302443597395 | -1.32302443597395 |
6 | 5 | 3.63768476623156 | 1.36231523376844 |
7 | 3 | 2.88273985307425 | 0.117260146925746 |
8 | 2 | 3.32302443597395 | -1.32302443597395 |
9 | 2 | 3.04149371447721 | -1.04149371447721 |
10 | 4 | 3.07475067533338 | 0.925249324666617 |
11 | 3 | 3.08625366409602 | -0.086253664096017 |
12 | 3 | 3.52653824699572 | -0.526538246995716 |
13 | 4 | 2.9938863723101 | 1.0061136276899 |
14 | 4 | 2.9938863723101 | 1.0061136276899 |
15 | 2 | 3.31003407488951 | -1.31003407488951 |
16 | 3 | 2.77159333383841 | 0.228406666161592 |
17 | 4 | 3.52653824699572 | 0.473461753004284 |
18 | 2 | 2.86974949198982 | -0.869749491989815 |
19 | 2 | 2.43095228141192 | -0.430952281411921 |
20 | 3 | 3.29704371380508 | -0.297043713805076 |
21 | 4 | 3.52653824699572 | 0.473461753004284 |
22 | 2 | 2.86974949198982 | -0.869749491989815 |
23 | 2 | 3.08625366409602 | -1.08625366409602 |
24 | 3 | 3.32302443597395 | -0.323024435973954 |
25 | 4 | 3.51354788591128 | 0.486452114088723 |
26 | 4 | 3.31003407488951 | 0.689965925110485 |
27 | 3 | 3.18589719456923 | -0.185897194569229 |
28 | 3 | 3.40240136667543 | -0.402401366675431 |
29 | 4 | 3.52653824699572 | 0.473461753004284 |
30 | 2 | 2.92885982291956 | -0.928859822919558 |
31 | 3 | 3.31003407488951 | -0.310034074889515 |
32 | 4 | 3.52653824699572 | 0.473461753004284 |
33 | 2 | 2.88273985307425 | -0.882739853074254 |
34 | 4 | 3.51354788591128 | 0.486452114088723 |
35 | 4 | 3.32302443597395 | 0.676975564026046 |
36 | 2 | 2.74561261166953 | -0.74561261166953 |
37 | 3 | 3.51354788591128 | -0.513547885911277 |
38 | 4 | 3.65280713110132 | 0.347192868898679 |
39 | 4 | 3.41603635922338 | 0.583963640776615 |
40 | 3 | 3.52867025078104 | -0.528670250781036 |
41 | 4 | 3.13314561750014 | 0.866854382499855 |
42 | 3 | 2.99601837609542 | 0.00398162390457978 |
43 | 3 | 3.19953218711718 | -0.199532187117183 |
44 | 3 | 3.41603635922338 | -0.416036359223384 |
45 | 3 | 3.85632094212308 | -0.856320942123084 |
46 | 2 | 2.89637484562221 | -0.896374845622208 |
47 | 4 | 3.19953218711718 | 0.800467812882817 |
48 | 4 | 3.44929332007956 | 0.550706679920441 |
49 | 3 | 3.44929332007956 | -0.449293320079558 |
50 | 3 | 3.00900873717986 | -0.00900873717985918 |
51 | 3 | 3.76395365033717 | -0.763953650337168 |
52 | 3 | 3.43630295899512 | -0.436302958995120 |
53 | 2 | 3.32515643975927 | -1.32515643975927 |
54 | 4 | 3.76544102265897 | 0.234558977341028 |
55 | 4 | 3.01628497586716 | 0.983715024132845 |
56 | 4 | 3.65280713110132 | 0.347192868898679 |
57 | 3 | 3.00900873717986 | -0.00900873717985918 |
58 | 4 | 3.41603635922338 | 0.583963640776615 |
59 | 3 | 3.2918994789031 | -0.291899478903099 |
60 | 4 | 3.54166061186547 | 0.458339388134525 |
61 | 3 | 2.88487185685957 | 0.115128143140426 |
62 | 3 | 3.65280713110132 | -0.652807131101321 |
63 | 3 | 3.00900873717986 | -0.00900873717985918 |
64 | 3 | 3.41603635922338 | -0.416036359223384 |
65 | 4 | 3.41603635922338 | 0.583963640776615 |
66 | 1 | 2.44309990163807 | -1.44309990163807 |
67 | 4 | 3.54166061186547 | 0.458339388134525 |
68 | 4 | 3.65280713110132 | 0.347192868898679 |
69 | 3 | 3.33814680084371 | -0.338146800843712 |
70 | 5 | 3.20101955943899 | 1.79898044056101 |
71 | 3 | 3.43630295899512 | -0.436302958995120 |
72 | 3 | 3.44929332007956 | -0.449293320079558 |
73 | 3 | 3.32366906743747 | -0.323669067437468 |
74 | 4 | 2.97723914864549 | 1.02276085135451 |
75 | 4 | 3.54230524332899 | 0.457694756671011 |
76 | 3 | 2.9317638102637 | 0.0682361897362986 |
77 | 3 | 3.57556220418516 | -0.575562204185163 |
78 | 4 | 3.56257184310072 | 0.437428156899276 |
79 | 2 | 3.45142532386488 | -1.45142532386488 |
80 | 4 | 3.29254411036661 | 0.707455889633386 |
81 | 3 | 3.44993795154307 | -0.449937951543073 |
82 | 2 | 2.91298458281377 | -0.912984582813771 |
83 | 4 | 3.32728844354459 | 0.672711556455407 |
84 | 4 | 3.77907601520693 | 0.220923984793074 |
85 | 3 | 3.56257184310072 | -0.562571843100724 |
86 | 4 | 3.66792949597108 | 0.332070504028920 |
87 | 4 | 3.56257184310072 | 0.437428156899276 |
88 | 4 | 3.77907601520693 | 0.220923984793074 |
89 | 3 | 3.76608565412249 | -0.766085654122487 |
90 | 3 | 3.32580107122279 | -0.325801071222788 |
91 | 4 | 3.13527762128546 | 0.864722378714536 |
92 | 5 | 2.45970963882963 | 2.54029036117037 |
93 | 3 | 2.89850684940753 | 0.101493150592473 |
94 | 4 | 3.34606767099452 | 0.653932329005477 |
95 | 4 | 3.33879143230723 | 0.661208567692773 |
96 | 4 | 3.77907601520693 | 0.220923984793074 |
97 | 4 | 3.77907601520693 | 0.220923984793074 |
98 | 5 | 3.92347949529895 | 1.07652050470105 |
99 | 4 | 3.33879143230723 | 0.661208567692773 |
100 | 3 | 2.44523190542339 | 0.55476809457661 |
101 | 4 | 3.57556220418516 | 0.424437795814837 |
102 | 4 | 3.21465455198694 | 0.785345448013059 |
103 | 4 | 3.77907601520693 | 0.220923984793074 |
104 | 4 | 3.35905803207896 | 0.640941967921038 |
105 | 4 | 3.56257184310072 | 0.437428156899276 |
106 | 3 | 3.43843496278044 | -0.438434962780439 |
107 | 4 | 3.33879143230723 | 0.661208567692773 |
108 | 4 | 3.77907601520693 | 0.220923984793074 |
109 | 4 | 3.77907601520693 | 0.220923984793074 |
110 | 4 | 3.61448067931152 | 0.385519320688481 |
111 | 4 | 3.54230524332899 | 0.457694756671011 |
112 | 4 | 3.49831727726901 | 0.501682722730995 |
113 | 4 | 3.70183108829077 | 0.298168911709232 |
114 | 3 | 3.65558376635016 | -0.655583766350155 |
115 | 4 | 3.46506031641283 | 0.534939683587168 |
116 | 3 | 3.66857412743459 | -0.668574127434594 |
117 | 3 | 3.48532691618457 | -0.485326916184567 |
118 | 4 | 3.90534489931253 | 0.0946551006874692 |
119 | 4 | 3.66857412743459 | 0.331425872565406 |
120 | 4 | 3.46506031641283 | 0.534939683587168 |
121 | 4 | 3.90534489931253 | 0.0946551006874692 |
122 | 3 | 3.70183108829077 | -0.701831088290768 |
123 | 3 | 3.57769420797048 | -0.577694207970483 |
124 | 1 | 2.23806123182145 | -1.23806123182145 |
125 | 4 | 3.90534489931253 | 0.0946551006874692 |
126 | 3 | 3.90534489931253 | -0.90534489931253 |
127 | 4 | 3.49831727726901 | 0.501682722730995 |
128 | 4 | 3.70183108829077 | 0.298168911709232 |
129 | 3 | 3.90534489931253 | -0.90534489931253 |
130 | 4 | 3.70183108829077 | 0.298168911709232 |
131 | 4 | 3.90534489931253 | 0.0946551006874692 |
132 | 2 | 3.49831727726901 | -1.49831727726901 |
133 | 4 | 4.10885871033429 | -0.108858710334293 |
134 | 3 | 3.57769420797048 | -0.577694207970483 |
135 | 3 | 3.89235453822809 | -0.892354538228092 |
136 | 4 | 3.70183108829077 | 0.298168911709232 |
137 | 4 | 3.90534489931253 | 0.0946551006874692 |
138 | 3 | 3.70183108829077 | -0.701831088290768 |
139 | 3 | 3.70183108829077 | -0.701831088290768 |
140 | 3 | 3.49831727726901 | -0.498317277269006 |
141 | 4 | 3.90534489931253 | 0.0946551006874692 |
142 | 4 | 3.90534489931253 | 0.0946551006874692 |
143 | 3 | 3.70183108829077 | -0.701831088290768 |
144 | 4 | 4.14211567119047 | -0.142115671190467 |
145 | 3 | 3.15039998615522 | -0.150399986155222 |
146 | 4 | 3.79419838007668 | 0.205801619923316 |
147 | 4 | 3.66857412743459 | 0.331425872565406 |
148 | 4 | 3.35391379717699 | 0.646086202823015 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
9 | 0.924079379789117 | 0.151841240421765 | 0.0759206202108825 |
10 | 0.997887234666541 | 0.00422553066691724 | 0.00211276533345862 |
11 | 0.995191038716915 | 0.0096179225661697 | 0.00480896128308485 |
12 | 0.991934769735718 | 0.0161304605285636 | 0.0080652302642818 |
13 | 0.988234794316622 | 0.0235304113667561 | 0.0117652056833780 |
14 | 0.982090737993658 | 0.035818524012684 | 0.017909262006342 |
15 | 0.99381545464438 | 0.0123690907112379 | 0.00618454535561896 |
16 | 0.989360386989122 | 0.0212792260217553 | 0.0106396130108776 |
17 | 0.98648215475882 | 0.0270356904823613 | 0.0135178452411806 |
18 | 0.990072239058844 | 0.0198555218823121 | 0.00992776094115604 |
19 | 0.984465299087008 | 0.0310694018259844 | 0.0155347009129922 |
20 | 0.97587085180526 | 0.0482582963894817 | 0.0241291481947409 |
21 | 0.967662774337405 | 0.0646744513251896 | 0.0323372256625948 |
22 | 0.970118346285353 | 0.0597633074292935 | 0.0298816537146467 |
23 | 0.983889564353653 | 0.0322208712926935 | 0.0161104356463468 |
24 | 0.976758041477196 | 0.046483917045608 | 0.023241958522804 |
25 | 0.970829427027763 | 0.0583411459444745 | 0.0291705729722373 |
26 | 0.971181947510335 | 0.0576361049793308 | 0.0288180524896654 |
27 | 0.959527840964973 | 0.080944318070054 | 0.040472159035027 |
28 | 0.947830794569855 | 0.104338410860289 | 0.0521692054301445 |
29 | 0.934201477721242 | 0.131597044557516 | 0.0657985222787581 |
30 | 0.940086182154888 | 0.119827635690225 | 0.0599138178451125 |
31 | 0.923732915921732 | 0.152534168156536 | 0.076267084078268 |
32 | 0.905944179663389 | 0.188111640673222 | 0.0940558203366112 |
33 | 0.912030766085392 | 0.175938467829216 | 0.0879692339146078 |
34 | 0.894733675559694 | 0.210532648880612 | 0.105266324440306 |
35 | 0.884962187018022 | 0.230075625963956 | 0.115037812981978 |
36 | 0.874360493309387 | 0.251279013381226 | 0.125639506690613 |
37 | 0.86486492767924 | 0.270270144641520 | 0.135135072320760 |
38 | 0.833547345561244 | 0.332905308877512 | 0.166452654438756 |
39 | 0.807275285302225 | 0.38544942939555 | 0.192724714697775 |
40 | 0.803102829316993 | 0.393794341366014 | 0.196897170683007 |
41 | 0.799876643367622 | 0.400246713264757 | 0.200123356632378 |
42 | 0.759812459655079 | 0.480375080689842 | 0.240187540344921 |
43 | 0.72216820109099 | 0.55566359781802 | 0.27783179890901 |
44 | 0.704444087012165 | 0.591111825975671 | 0.295555912987835 |
45 | 0.752138910169101 | 0.495722179661797 | 0.247861089830899 |
46 | 0.773671176624728 | 0.452657646750544 | 0.226328823375272 |
47 | 0.79845091526574 | 0.403098169468518 | 0.201549084734259 |
48 | 0.773249013472454 | 0.453501973055092 | 0.226750986527546 |
49 | 0.760421861459676 | 0.479156277080647 | 0.239578138540324 |
50 | 0.718892280492197 | 0.562215439015606 | 0.281107719507803 |
51 | 0.746207152750241 | 0.507585694499518 | 0.253792847249759 |
52 | 0.723644385423187 | 0.552711229153626 | 0.276355614576813 |
53 | 0.818948566291862 | 0.362102867416276 | 0.181051433708138 |
54 | 0.792803044707436 | 0.414393910585128 | 0.207196955292564 |
55 | 0.820983576419078 | 0.358032847161843 | 0.179016423580922 |
56 | 0.792692069643208 | 0.414615860713585 | 0.207307930356792 |
57 | 0.756169461101492 | 0.487661077797016 | 0.243830538898508 |
58 | 0.748219311141782 | 0.503561377716436 | 0.251780688858218 |
59 | 0.72495010962798 | 0.550099780744041 | 0.275049890372020 |
60 | 0.697881359581483 | 0.604237280837034 | 0.302118640418517 |
61 | 0.66158861542508 | 0.676822769149841 | 0.338411384574920 |
62 | 0.676228380140267 | 0.647543239719466 | 0.323771619859733 |
63 | 0.632782255848937 | 0.734435488302126 | 0.367217744151063 |
64 | 0.615405619821521 | 0.769188760356958 | 0.384594380178479 |
65 | 0.597535963722337 | 0.804928072555326 | 0.402464036277663 |
66 | 0.761891101128046 | 0.476217797743907 | 0.238108898871953 |
67 | 0.730410700318177 | 0.539178599363645 | 0.269589299681823 |
68 | 0.691173759871609 | 0.617652480256782 | 0.308826240128391 |
69 | 0.686231672594378 | 0.627536654811244 | 0.313768327405622 |
70 | 0.858044816857215 | 0.283910366285570 | 0.141955183142785 |
71 | 0.859986449478296 | 0.280027101043408 | 0.140013550521704 |
72 | 0.873525321079652 | 0.252949357840697 | 0.126474678920348 |
73 | 0.892129039479917 | 0.215741921040165 | 0.107870960520083 |
74 | 0.900591949262101 | 0.198816101475797 | 0.0994080507378987 |
75 | 0.88237472311353 | 0.235250553772941 | 0.117625276886471 |
76 | 0.862867785786407 | 0.274264428427187 | 0.137132214213593 |
77 | 0.879218578981682 | 0.241562842036636 | 0.120781421018318 |
78 | 0.85702847089225 | 0.285943058215502 | 0.142971529107751 |
79 | 0.949925690370997 | 0.100148619258005 | 0.0500743096290025 |
80 | 0.948665615478739 | 0.102668769042523 | 0.0513343845212614 |
81 | 0.95625357637729 | 0.087492847245422 | 0.043746423622711 |
82 | 0.979997727972718 | 0.0400045440545634 | 0.0200022720272817 |
83 | 0.98011585919655 | 0.0397682816068993 | 0.0198841408034497 |
84 | 0.973773862614427 | 0.052452274771145 | 0.0262261373855725 |
85 | 0.977355396091672 | 0.0452892078166556 | 0.0226446039083278 |
86 | 0.970113078147812 | 0.0597738437043765 | 0.0298869218521883 |
87 | 0.961914306066576 | 0.0761713878668477 | 0.0380856939334238 |
88 | 0.951421772001139 | 0.0971564559977222 | 0.0485782279988611 |
89 | 0.966298156056883 | 0.067403687886235 | 0.0337018439431175 |
90 | 0.96776295638997 | 0.0644740872200603 | 0.0322370436100301 |
91 | 0.96463036081128 | 0.070739278377442 | 0.035369639188721 |
92 | 0.999716924673442 | 0.00056615065311601 | 0.000283075326558005 |
93 | 0.999696068443962 | 0.000607863112075815 | 0.000303931556037908 |
94 | 0.999681046703362 | 0.000637906593275789 | 0.000318953296637894 |
95 | 0.999519193145854 | 0.00096161370829147 | 0.000480806854145735 |
96 | 0.999294326253535 | 0.00141134749292986 | 0.000705673746464929 |
97 | 0.998995410590966 | 0.00200917881806825 | 0.00100458940903413 |
98 | 0.998913368573276 | 0.00217326285344796 | 0.00108663142672398 |
99 | 0.998381935328818 | 0.00323612934236473 | 0.00161806467118236 |
100 | 0.997642584819793 | 0.00471483036041493 | 0.00235741518020746 |
101 | 0.996429945995571 | 0.00714010800885722 | 0.00357005400442861 |
102 | 0.99659314047669 | 0.0068137190466204 | 0.0034068595233102 |
103 | 0.995152181567303 | 0.00969563686539422 | 0.00484781843269711 |
104 | 0.994193461146886 | 0.0116130777062283 | 0.00580653885311417 |
105 | 0.9921422260556 | 0.0157155478888009 | 0.00785777394440044 |
106 | 0.989338104410996 | 0.0213237911780073 | 0.0106618955890037 |
107 | 0.985109286062092 | 0.0297814278758168 | 0.0148907139379084 |
108 | 0.979115859995435 | 0.041768280009129 | 0.0208841400045645 |
109 | 0.972540765455543 | 0.0549184690889138 | 0.0274592345444569 |
110 | 0.976596007461913 | 0.0468079850761739 | 0.0234039925380870 |
111 | 0.96704752292209 | 0.0659049541558209 | 0.0329524770779105 |
112 | 0.968768960532875 | 0.0624620789342498 | 0.0312310394671249 |
113 | 0.96287826195303 | 0.0742434760939382 | 0.0371217380469691 |
114 | 0.954064148474993 | 0.0918717030500142 | 0.0459358515250071 |
115 | 0.95181586330152 | 0.0963682733969617 | 0.0481841366984808 |
116 | 0.961114620462947 | 0.0777707590741069 | 0.0388853795370535 |
117 | 0.959372975410948 | 0.081254049178104 | 0.040627024589052 |
118 | 0.942938468174465 | 0.114123063651069 | 0.0570615318255347 |
119 | 0.922742507715698 | 0.154514984568605 | 0.0772574922843023 |
120 | 0.927857477795104 | 0.144285044409792 | 0.0721425222048959 |
121 | 0.902211955639256 | 0.195576088721487 | 0.0977880443607437 |
122 | 0.893077931751044 | 0.213844136497911 | 0.106922068248956 |
123 | 0.869990704802754 | 0.260018590394493 | 0.130009295197247 |
124 | 0.90629148641028 | 0.187417027179440 | 0.0937085135897199 |
125 | 0.873816638361049 | 0.252366723277902 | 0.126183361638951 |
126 | 0.901731080876599 | 0.196537838246802 | 0.0982689191234012 |
127 | 0.953601326801245 | 0.0927973463975092 | 0.0463986731987546 |
128 | 0.960670446982887 | 0.0786591060342252 | 0.0393295530171126 |
129 | 0.98108979631907 | 0.0378204073618593 | 0.0189102036809297 |
130 | 0.988236134652764 | 0.0235277306944717 | 0.0117638653472359 |
131 | 0.978594433422418 | 0.0428111331551638 | 0.0214055665775819 |
132 | 0.99212005085522 | 0.0157598982895587 | 0.00787994914477935 |
133 | 0.989586643471422 | 0.0208267130571569 | 0.0104133565285785 |
134 | 0.980333508682488 | 0.039332982635024 | 0.019666491317512 |
135 | 0.959652193615263 | 0.0806956127694741 | 0.0403478063847371 |
136 | 0.980801919693745 | 0.0383961606125095 | 0.0191980803062548 |
137 | 0.954241556513941 | 0.0915168869721177 | 0.0457584434860588 |
138 | 0.9209977869039 | 0.158004426192199 | 0.0790022130960995 |
139 | 0.877867117480574 | 0.244265765038851 | 0.122132882519426 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 14 | 0.106870229007634 | NOK |
5% type I error level | 41 | 0.312977099236641 | NOK |
10% type I error level | 66 | 0.50381679389313 | NOK |