Multiple Linear Regression - Estimated Regression Equation |
populariteit[t] = + 12.9387027347946 + 0.195517891544743handgebruik[t] + 0.0494195249964288ontmoeting[t] -0.163771214544565extravert[t] -0.316901171073527blozen[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) | 12.9387027347946 | 1.753819 | 7.3774 | 0 | 0 |
handgebruik | 0.195517891544743 | 0.225475 | 0.8671 | 0.387243 | 0.193621 |
ontmoeting | 0.0494195249964288 | 0.156231 | 0.3163 | 0.752194 | 0.376097 |
extravert | -0.163771214544565 | 0.179181 | -0.914 | 0.362175 | 0.181087 |
blozen | -0.316901171073527 | 0.200636 | -1.5795 | 0.116318 | 0.058159 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.152437878229750 |
R-squared | 0.023237306719188 |
Adjusted R-squared | -0.00263720171209170 |
F-TEST (value) | 0.898077224574297 |
F-TEST (DF numerator) | 4 |
F-TEST (DF denominator) | 151 |
p-value | 0.466771085548897 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 2.96929238748901 |
Sum Squared Residuals | 1331.32128964243 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 11 | 11.1756450722595 | -0.175645072259478 |
2 | 11 | 12.3480097255529 | -1.34800972555294 |
3 | 15 | 11.8411940914066 | 3.15880590859341 |
4 | 9 | 12.0698974705029 | -3.06989747050287 |
5 | 11 | 12.2773183335679 | -1.27731833356793 |
6 | 17 | 12.5033105395655 | 4.4966894604345 |
7 | 16 | 12.1263485854799 | 3.87365141452006 |
8 | 9 | 12.2830882100439 | -3.28308821004386 |
9 | 14 | 12.0049653059512 | 1.99503469404884 |
10 | 12 | 12.0226381539474 | -0.0226381539474106 |
11 | 6 | 12.1970506265076 | -6.19705062650758 |
12 | 4 | 11.546837149869 | -7.546837149869 |
13 | 13 | 12.5447999796450 | 0.455200020354968 |
14 | 12 | 11.6456761998619 | 0.354323800138148 |
15 | 10 | 12.1912807500317 | -2.19128075003165 |
16 | 14 | 11.4748733953366 | 2.52512660466336 |
17 | 12 | 11.9555457809547 | 0.0444542190452687 |
18 | 9 | 11.6245707808773 | -2.62457078087728 |
19 | 16 | 11.7106083644136 | 4.28939163558644 |
20 | 13 | 12.9239221421716 | 0.0760778578284378 |
21 | 12 | 12.2949911815642 | -0.294991181564185 |
22 | 11 | 11.6929355164173 | -0.69293551641731 |
23 | 12 | 11.7706691474256 | 0.229330852574408 |
24 | 12 | 12.3148348870440 | -0.314834887044039 |
25 | 11 | 12.2724469520283 | -1.27244695202826 |
26 | 16 | 12.1193169954993 | 3.8806830045007 |
27 | 9 | 11.9555457809547 | -2.95554578095473 |
28 | 8 | 11.6435159914209 | -3.64351599142088 |
29 | 11 | 11.2863870937725 | -0.286387093772544 |
30 | 9 | 12.0332794119630 | -3.03327941196301 |
31 | 16 | 11.6541572494365 | 4.34584275056352 |
32 | 14 | 10.9849985622543 | 3.01500143774570 |
33 | 10 | 11.4925462433329 | -1.49254624333289 |
34 | 14 | 12.0769290604835 | 1.92307093951648 |
35 | 13 | 12.1757681104764 | 0.824231889523628 |
36 | 12 | 12.6210948001020 | -0.621094800101963 |
37 | 16 | 12.0367119829513 | 3.96328801704866 |
38 | 16 | 12.2937294680595 | 3.70627053194053 |
39 | 15 | 12.5328970081247 | 2.46710299187529 |
40 | 5 | 12.2287973035078 | -7.22879730350776 |
41 | 12 | 12.7213726606462 | -0.721372660646172 |
42 | 11 | 13.0700205087199 | -2.07002050871988 |
43 | 15 | 11.6139295228617 | 3.38607047713833 |
44 | 15 | 11.97105842051 | 3.02894157948999 |
45 | 10 | 11.6718300974327 | -1.67183009743273 |
46 | 12 | 12.4856376915693 | -0.485637691569252 |
47 | 5 | 12.5244159585501 | -7.52441595855008 |
48 | 16 | 12.5576014461016 | 3.44239855389839 |
49 | 16 | 12.2230274270318 | 3.77697257296817 |
50 | 12 | 11.9732186289510 | 0.0267813710490179 |
51 | 6 | 12.1757681104764 | -6.17576811047637 |
52 | 7 | 12.0818004420232 | -5.08180044202319 |
53 | 14 | 11.9604171624944 | 2.03958283750559 |
54 | 8 | 12.2879595915835 | -4.28795959158354 |
55 | 12 | 12.2407002750281 | -0.240700275028080 |
56 | 10 | 12.4728362251127 | -2.47283622511268 |
57 | 11 | 11.8024158244258 | -0.80241582442577 |
58 | 17 | 12.3007610580401 | 4.69923894195989 |
59 | 13 | 11.4479980998761 | 1.55200190012386 |
60 | 15 | 11.5892250848848 | 3.41077491511522 |
61 | 10 | 11.3287750287883 | -1.32877502878833 |
62 | 9 | 11.8637383209425 | -2.86373832094252 |
63 | 16 | 11.8567067309619 | 4.14329326903813 |
64 | 11 | 12.1736079020354 | -1.1736079020354 |
65 | 8 | 10.9532518852541 | -2.95325188525412 |
66 | 14 | 11.8094474144064 | 2.19055258559358 |
67 | 11 | 12.1369898434955 | -1.13698984349555 |
68 | 12 | 12.1193169954993 | -0.119316995499296 |
69 | 14 | 12.3162736975954 | 1.68372630240461 |
70 | 15 | 12.6118923526377 | 2.38810764736229 |
71 | 14 | 11.9075650665097 | 2.09243493349034 |
72 | 11 | 11.4974176248726 | -0.497417624872566 |
73 | 11 | 11.6611888394171 | -0.661188839417131 |
74 | 15 | 12.6154913716300 | 2.38450862836996 |
75 | 7 | 11.3760343453438 | -4.37603434534378 |
76 | 12 | 12.2724469520283 | -0.272446952028258 |
77 | 10 | 11.9604171624944 | -1.96041716249441 |
78 | 13 | 11.9661870389703 | 1.03381296102967 |
79 | 15 | 11.6563174578775 | 3.34368254212254 |
80 | 13 | 12.2901198000245 | 0.709880199975491 |
81 | 15 | 13.0700205087199 | 1.92997949128012 |
82 | 8 | 12.0924417000388 | -4.09244170003879 |
83 | 14 | 11.8094474144064 | 2.19055258559358 |
84 | 11 | 11.9118961324342 | -0.91189613243423 |
85 | 12 | 11.0627321932626 | 0.937267806737421 |
86 | 16 | 11.9555457809547 | 4.04445421904527 |
87 | 8 | 11.0569623167867 | -3.05696231678665 |
88 | 12 | 11.7600278894100 | 0.239972110590012 |
89 | 16 | 11.9625773709354 | 4.03742262906462 |
90 | 11 | 11.9661870389703 | -0.966187038970335 |
91 | 13 | 11.9237991039546 | 1.07620089604545 |
92 | 6 | 12.3867986415764 | -6.3867986415764 |
93 | 4 | 11.9661870389703 | -7.96618703897033 |
94 | 11 | 12.3867986415764 | -1.38679864157639 |
95 | 7 | 12.1418612250352 | -5.14186122503522 |
96 | 12 | 11.8603057499542 | 0.139694250045802 |
97 | 12 | 12.2031837215520 | -0.203183721551975 |
98 | 16 | 12.3303475265993 | 3.66965247340068 |
99 | 15 | 11.9061262559583 | 3.09387374404170 |
100 | 13 | 11.8567067309619 | 1.14329326903813 |
101 | 12 | 11.4431267183365 | 0.556873281663538 |
102 | 9 | 11.5645099978652 | -2.56450999786525 |
103 | 16 | 12.2879595915835 | 3.71204040841646 |
104 | 11 | 12.4468594245884 | -1.44685942458843 |
105 | 14 | 11.8072872059654 | 2.19271279403455 |
106 | 10 | 12.1369898434955 | -2.13698984349555 |
107 | 10 | 11.6435159914209 | -1.64351599142088 |
108 | 11 | 11.9109976374980 | -0.910997637497979 |
109 | 16 | 13.1455832822446 | 2.85441671775544 |
110 | 8 | 11.4797447768763 | -3.47974477687631 |
111 | 16 | 12.2949911815642 | 3.70500881843581 |
112 | 12 | 11.5962566748654 | 0.403743325134577 |
113 | 11 | 11.1558013667795 | -0.155801366779509 |
114 | 16 | 11.0344180872507 | 4.96558191274928 |
115 | 9 | 12.3325077350403 | -3.33250773504029 |
116 | 13 | 11.7648992709497 | 1.23510072905034 |
117 | 14 | 11.4099412307849 | 2.59005876921507 |
118 | 10 | 12.2031837215520 | -2.20318372155198 |
119 | 12 | 12.9062492941753 | -0.906249294175312 |
120 | 11 | 11.7825721189459 | -0.782572118945915 |
121 | 10 | 10.9532518852541 | -0.953251885254119 |
122 | 12 | 11.9555457809547 | 0.0444542190452687 |
123 | 13 | 12.2407002750281 | 0.75929972497192 |
124 | 14 | 12.2654153620476 | 1.73458463795239 |
125 | 12 | 11.6929355164173 | 0.307064483582691 |
126 | 14 | 11.6435159914209 | 2.35648400857912 |
127 | 13 | 12.2901198000245 | 0.709880199975491 |
128 | 8 | 12.2349303985522 | -4.23493039855215 |
129 | 13 | 11.2335349977878 | 1.76646500221221 |
130 | 10 | 11.9732186289510 | -1.97321862895098 |
131 | 9 | 12.0289483460384 | -3.02894834603844 |
132 | 8 | 12.1193169954993 | -4.1193169954993 |
133 | 15 | 11.9732186289510 | 3.02678137104902 |
134 | 15 | 12.0875703184991 | 2.91242968150088 |
135 | 12 | 12.1525024830508 | -0.152502483050827 |
136 | 8 | 10.9554120936951 | -2.95541209369509 |
137 | 15 | 12.7107314026306 | 2.28926859736943 |
138 | 9 | 12.1912807500317 | -3.19128075003165 |
139 | 14 | 11.1579722242631 | 2.84202777573689 |
140 | 16 | 12.4905090731089 | 3.50949092689107 |
141 | 14 | 13.2175576858195 | 0.782442314180456 |
142 | 14 | 11.76002788941 | 2.23997211059001 |
143 | 14 | 12.3938302315570 | 1.60616976844296 |
144 | 14 | 11.8072872059654 | 2.19271279403455 |
145 | 14 | 11.5398055598883 | 2.46019444011165 |
146 | 13 | 12.4410895481125 | 0.558910451887501 |
147 | 12 | 12.1687365204957 | -0.168736520495725 |
148 | 13 | 11.6774228768620 | 1.32257712313797 |
149 | 19 | 12.6366074396572 | 6.36339256034276 |
150 | 8 | 12.3267378585644 | -4.32673785856436 |
151 | 10 | 12.2336686850474 | -2.23366868504743 |
152 | 7 | 11.6880641348776 | -4.68806413487763 |
153 | 12 | 11.8390338829656 | 0.160966117034377 |
154 | 16 | 11.4149790603286 | 4.58502093967139 |
155 | 15 | 12.2773183335679 | 2.72268166643207 |
156 | 9 | 11.7755405289653 | -2.77554052896527 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
8 | 0.09376211654665 | 0.1875242330933 | 0.90623788345335 |
9 | 0.03977356961547 | 0.07954713923094 | 0.96022643038453 |
10 | 0.0751703304566676 | 0.150340660913335 | 0.924829669543332 |
11 | 0.063408000426655 | 0.12681600085331 | 0.936591999573345 |
12 | 0.434822009169151 | 0.869644018338302 | 0.565177990830849 |
13 | 0.378317808560653 | 0.756635617121306 | 0.621682191439347 |
14 | 0.305315190984752 | 0.610630381969503 | 0.694684809015248 |
15 | 0.226427402357663 | 0.452854804715327 | 0.773572597642337 |
16 | 0.308020076126372 | 0.616040152252744 | 0.691979923873628 |
17 | 0.231211138789852 | 0.462422277579703 | 0.768788861210148 |
18 | 0.209676868782632 | 0.419353737565264 | 0.790323131217368 |
19 | 0.555514306366145 | 0.88897138726771 | 0.444485693633855 |
20 | 0.567581172791994 | 0.864837654416012 | 0.432418827208006 |
21 | 0.493274695190034 | 0.986549390380068 | 0.506725304809966 |
22 | 0.419835703297895 | 0.83967140659579 | 0.580164296702105 |
23 | 0.44455079652676 | 0.88910159305352 | 0.55544920347324 |
24 | 0.374460763159449 | 0.748921526318897 | 0.625539236840551 |
25 | 0.343558260547716 | 0.687116521095433 | 0.656441739452284 |
26 | 0.43612111789369 | 0.87224223578738 | 0.56387888210631 |
27 | 0.448880845049046 | 0.897761690098092 | 0.551119154950954 |
28 | 0.415792026986386 | 0.831584053972773 | 0.584207973013614 |
29 | 0.377900316005879 | 0.755800632011758 | 0.622099683994121 |
30 | 0.343292142410595 | 0.68658428482119 | 0.656707857589405 |
31 | 0.623595644420857 | 0.752808711158286 | 0.376404355579143 |
32 | 0.650942574264299 | 0.698114851471403 | 0.349057425735701 |
33 | 0.609184617676106 | 0.781630764647788 | 0.390815382323894 |
34 | 0.572242071954705 | 0.85551585609059 | 0.427757928045295 |
35 | 0.515123125932045 | 0.96975374813591 | 0.484876874067955 |
36 | 0.471213249380018 | 0.942426498760036 | 0.528786750619982 |
37 | 0.479695873849038 | 0.959391747698077 | 0.520304126150962 |
38 | 0.570427805496755 | 0.859144389006491 | 0.429572194503245 |
39 | 0.546669052121823 | 0.906661895756354 | 0.453330947878177 |
40 | 0.75494644770596 | 0.490107104588082 | 0.245053552294041 |
41 | 0.711570337683543 | 0.576859324632914 | 0.288429662316457 |
42 | 0.68710434832491 | 0.62579130335018 | 0.31289565167509 |
43 | 0.699475495727626 | 0.601049008544748 | 0.300524504272374 |
44 | 0.70321575596919 | 0.593568488061619 | 0.296784244030809 |
45 | 0.665934387858775 | 0.668131224282451 | 0.334065612141225 |
46 | 0.618090685589081 | 0.763818628821839 | 0.381909314410919 |
47 | 0.835274934632127 | 0.329450130735747 | 0.164725065367873 |
48 | 0.84906290605309 | 0.301874187893819 | 0.150937093946909 |
49 | 0.860475997911212 | 0.279048004177576 | 0.139524002088788 |
50 | 0.831069507968871 | 0.337860984062257 | 0.168930492031129 |
51 | 0.906034002408346 | 0.187931995183307 | 0.0939659975916537 |
52 | 0.942774102931483 | 0.114451794137034 | 0.0572258970685172 |
53 | 0.933020164880635 | 0.133959670238730 | 0.0669798351193652 |
54 | 0.947630234440323 | 0.104739531119353 | 0.0523697655596767 |
55 | 0.933704923211049 | 0.132590153577902 | 0.0662950767889511 |
56 | 0.92910161650337 | 0.141796766993259 | 0.0708983834966297 |
57 | 0.912711680492395 | 0.174576639015210 | 0.0872883195076049 |
58 | 0.939748280189256 | 0.120503439621487 | 0.0602517198107435 |
59 | 0.928115074368705 | 0.143769851262590 | 0.0718849256312951 |
60 | 0.930497781785732 | 0.139004436428537 | 0.0695022182142684 |
61 | 0.917651162903012 | 0.164697674193977 | 0.0823488370969885 |
62 | 0.915918381921833 | 0.168163236156333 | 0.0840816180781666 |
63 | 0.929672869335805 | 0.140654261328391 | 0.0703271306641953 |
64 | 0.915196900801056 | 0.169606198397888 | 0.0848030991989441 |
65 | 0.912973932861262 | 0.174052134277475 | 0.0870260671387377 |
66 | 0.903709969290415 | 0.192580061419169 | 0.0962900307095847 |
67 | 0.885545839435312 | 0.228908321129375 | 0.114454160564688 |
68 | 0.861189543111571 | 0.277620913776858 | 0.138810456888429 |
69 | 0.84420278343371 | 0.311594433132579 | 0.155797216566289 |
70 | 0.836153716779795 | 0.327692566440409 | 0.163846283220205 |
71 | 0.823720385197005 | 0.35255922960599 | 0.176279614802995 |
72 | 0.792707809189381 | 0.414584381621238 | 0.207292190810619 |
73 | 0.759361949793331 | 0.481276100413338 | 0.240638050206669 |
74 | 0.748875949620052 | 0.502248100759895 | 0.251124050379948 |
75 | 0.788580888279644 | 0.422838223440712 | 0.211419111720356 |
76 | 0.754239153905319 | 0.491521692189362 | 0.245760846094681 |
77 | 0.732653167934047 | 0.534693664131906 | 0.267346832065953 |
78 | 0.697202923439753 | 0.605594153120494 | 0.302797076560247 |
79 | 0.705191468187733 | 0.589617063624533 | 0.294808531812267 |
80 | 0.665597453929688 | 0.668805092140624 | 0.334402546070312 |
81 | 0.63756164748923 | 0.724876705021539 | 0.362438352510769 |
82 | 0.672681598487895 | 0.65463680302421 | 0.327318401512105 |
83 | 0.650749399377084 | 0.698501201245831 | 0.349250600622916 |
84 | 0.610594446090634 | 0.778811107818731 | 0.389405553909366 |
85 | 0.570099745243908 | 0.859800509512185 | 0.429900254756092 |
86 | 0.604295136512349 | 0.791409726975302 | 0.395704863487651 |
87 | 0.604812124775497 | 0.790375750449007 | 0.395187875224503 |
88 | 0.558767950591279 | 0.882464098817443 | 0.441232049408721 |
89 | 0.593338327049534 | 0.813323345900932 | 0.406661672950466 |
90 | 0.55075384560776 | 0.898492308784479 | 0.449246154392240 |
91 | 0.509565521346304 | 0.980868957307392 | 0.490434478653696 |
92 | 0.66990700668531 | 0.660185986629379 | 0.330092993314690 |
93 | 0.886570971706198 | 0.226858056587603 | 0.113429028293802 |
94 | 0.86926430336149 | 0.261471393277019 | 0.130735696638509 |
95 | 0.91916087181236 | 0.161678256375280 | 0.0808391281876398 |
96 | 0.899324080647549 | 0.201351838704902 | 0.100675919352451 |
97 | 0.875899953885988 | 0.248200092228025 | 0.124100046114012 |
98 | 0.883523272877715 | 0.232953454244571 | 0.116476727122285 |
99 | 0.883295776734285 | 0.233408446531430 | 0.116704223265715 |
100 | 0.860258567057646 | 0.279482865884708 | 0.139741432942354 |
101 | 0.831159416737767 | 0.337681166524466 | 0.168840583262233 |
102 | 0.82606031855984 | 0.34787936288032 | 0.17393968144016 |
103 | 0.841948537974365 | 0.316102924051269 | 0.158051462025635 |
104 | 0.82036862964578 | 0.359262740708439 | 0.179631370354219 |
105 | 0.804365114856324 | 0.391269770287353 | 0.195634885143676 |
106 | 0.794889157199569 | 0.410221685600862 | 0.205110842800431 |
107 | 0.76824909906496 | 0.46350180187008 | 0.23175090093504 |
108 | 0.730384484541648 | 0.539231030916705 | 0.269615515458352 |
109 | 0.722440808277124 | 0.555118383445752 | 0.277559191722876 |
110 | 0.752468921701845 | 0.49506215659631 | 0.247531078298155 |
111 | 0.77543874625408 | 0.449122507491841 | 0.224561253745920 |
112 | 0.733600679217606 | 0.532798641564789 | 0.266399320782394 |
113 | 0.688226187727737 | 0.623547624544527 | 0.311773812272263 |
114 | 0.75672839782945 | 0.486543204341101 | 0.243271602170551 |
115 | 0.791885774473427 | 0.416228451053147 | 0.208114225526573 |
116 | 0.76071447170597 | 0.478571056588062 | 0.239285528294031 |
117 | 0.741435900455488 | 0.517128199089023 | 0.258564099544512 |
118 | 0.707969349664923 | 0.584061300670154 | 0.292030650335077 |
119 | 0.665846139151205 | 0.66830772169759 | 0.334153860848795 |
120 | 0.613882965257863 | 0.772234069484274 | 0.386117034742137 |
121 | 0.559685787041066 | 0.880628425917869 | 0.440314212958934 |
122 | 0.502337428266389 | 0.995325143467223 | 0.497662571733611 |
123 | 0.444432066478855 | 0.888864132957709 | 0.555567933521145 |
124 | 0.394043899270372 | 0.788087798540744 | 0.605956100729628 |
125 | 0.337106851703565 | 0.67421370340713 | 0.662893148296435 |
126 | 0.314506842961347 | 0.629013685922694 | 0.685493157038653 |
127 | 0.262088561307338 | 0.524177122614676 | 0.737911438692662 |
128 | 0.323231662476662 | 0.646463324953324 | 0.676768337523338 |
129 | 0.285788938912870 | 0.571577877825739 | 0.71421106108713 |
130 | 0.259410550801541 | 0.518821101603081 | 0.74058944919846 |
131 | 0.278072578392922 | 0.556145156785845 | 0.721927421607077 |
132 | 0.343491597915263 | 0.686983195830526 | 0.656508402084737 |
133 | 0.323152490684806 | 0.646304981369613 | 0.676847509315194 |
134 | 0.303915057147413 | 0.607830114294826 | 0.696084942852587 |
135 | 0.245723044847635 | 0.49144608969527 | 0.754276955152365 |
136 | 0.294767266310333 | 0.589534532620666 | 0.705232733689667 |
137 | 0.240422119670088 | 0.480844239340177 | 0.759577880329912 |
138 | 0.289653935606737 | 0.579307871213474 | 0.710346064393263 |
139 | 0.281409869110014 | 0.562819738220028 | 0.718590130889986 |
140 | 0.255221545279872 | 0.510443090559744 | 0.744778454720128 |
141 | 0.194914759829761 | 0.389829519659521 | 0.80508524017024 |
142 | 0.152380528380466 | 0.304761056760931 | 0.847619471619534 |
143 | 0.103813455595178 | 0.207626911190357 | 0.896186544404822 |
144 | 0.074622449960949 | 0.149244899921898 | 0.925377550039051 |
145 | 0.0835010193533834 | 0.167002038706767 | 0.916498980646617 |
146 | 0.0508543678976538 | 0.101708735795308 | 0.949145632102346 |
147 | 0.0258564749692831 | 0.0517129499385663 | 0.974143525030717 |
148 | 0.0257090738064144 | 0.0514181476128287 | 0.974290926193586 |
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 | 3 | 0.0212765957446809 | OK |