Multiple Linear Regression - Estimated Regression Equation |
populariteit[t] = + 2.81665757771633 + 0.0945988532463486handgebruik[t] + 0.0180421171015053ontmoeting[t] -0.0443126088855232extravert[t] -0.0925306581000226blozen[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) | 2.81665757771633 | 0.500111 | 5.6321 | 0 | 0 |
handgebruik | 0.0945988532463486 | 0.064295 | 1.4713 | 0.143287 | 0.071644 |
ontmoeting | 0.0180421171015053 | 0.04455 | 0.405 | 0.686062 | 0.343031 |
extravert | -0.0443126088855232 | 0.051094 | -0.8673 | 0.387171 | 0.193586 |
blozen | -0.0925306581000226 | 0.057212 | -1.6173 | 0.107897 | 0.053949 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.175438421515774 |
R-squared | 0.0307786397439464 |
Adjusted R-squared | 0.0051039017239185 |
F-TEST (value) | 1.19879080051127 |
F-TEST (DF numerator) | 4 |
F-TEST (DF denominator) | 151 |
p-value | 0.313738613320306 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.846709917689102 |
Sum Squared Residuals | 108.254570391676 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 3 | 2.52862689542938 | 0.471373104570618 |
2 | 3 | 2.74789079474694 | 0.252109205253055 |
3 | 3 | 2.7639744559902 | 0.236025544009799 |
4 | 2 | 2.81651543955824 | -0.816515439558236 |
5 | 3 | 2.87686730378422 | 0.123132696215776 |
6 | 4 | 2.91288620460195 | 1.08711379539805 |
7 | 4 | 2.8062188697294 | 1.19378113027060 |
8 | 2 | 2.87887016554527 | -0.878870165545265 |
9 | 3 | 2.80828706487572 | 0.191712935124276 |
10 | 3 | 2.77604293761640 | 0.223957062383596 |
11 | 1 | 2.81645010617295 | -1.81645010617295 |
12 | 1 | 2.63329136854084 | -1.63329136854084 |
13 | 3 | 2.95135584478274 | 0.0486441552172578 |
14 | 3 | 2.66937560274385 | 0.330624397256148 |
15 | 3 | 2.81444724441191 | 0.185552755588089 |
16 | 3 | 2.65340168078867 | 0.346598319211327 |
17 | 3 | 2.79024494777422 | 0.209755052225781 |
18 | 2 | 2.61518391805405 | -0.615183918054050 |
19 | 3 | 2.67760397742637 | 0.322396022573635 |
20 | 2 | 3.03559279481497 | -1.03559279481497 |
21 | 3 | 2.84462317652490 | 0.155376823475095 |
22 | 2 | 2.70984810468569 | -0.709848104685685 |
23 | 2 | 2.69174065419889 | -0.691740654198894 |
24 | 3 | 2.92915640990609 | 0.0708435900939094 |
25 | 2 | 2.88277560587424 | -0.882775605874241 |
26 | 4 | 2.83455755665974 | 1.16544244334026 |
27 | 1 | 2.79024494777422 | -1.79024494777422 |
28 | 1 | 2.69180598758418 | -1.69180598758418 |
29 | 2 | 2.53046414061198 | -0.53046414061198 |
30 | 2 | 2.77213749728743 | -0.772137497287428 |
31 | 4 | 2.68790054725520 | 1.31209945274480 |
32 | 3 | 2.42811974009297 | 0.571880259907035 |
33 | 3 | 2.62115755352935 | 0.378842446470647 |
34 | 3 | 2.78817675262789 | 0.211823247372107 |
35 | 3 | 2.82426098683090 | 0.175739013169097 |
36 | 3 | 3.02559250833509 | -0.0255925083350893 |
37 | 4 | 2.85857330923655 | 1.14142669076345 |
38 | 4 | 2.87496472521629 | 1.12503527478371 |
39 | 3 | 2.98560283380310 | 0.0143971661968974 |
40 | 1 | 2.86673635053378 | -1.86673635053378 |
41 | 3 | 2.96933262849896 | 0.0306673715010384 |
42 | 3 | 3.11214953095981 | -0.112149530959809 |
43 | 3 | 2.61908935838303 | 0.380910641616973 |
44 | 3 | 2.78043120535523 | 0.219568794644774 |
45 | 0 | 2.65565641999588 | -2.65565641999588 |
46 | 3 | 2.94513033186127 | 0.0548696681387303 |
47 | 1 | 2.96707788929175 | -1.96707788929175 |
48 | 4 | 2.92502001961344 | 1.07497998038656 |
49 | 4 | 2.86473348877274 | 1.13526651122726 |
50 | 3 | 2.7580008205149 | 0.241999179485101 |
51 | 1 | 2.82426098683090 | -1.82426098683090 |
52 | 2 | 2.78226845053788 | -0.782268450537876 |
53 | 3 | 2.7843366456842 | 0.215663354315798 |
54 | 1 | 2.87296186345525 | -1.87296186345525 |
55 | 2 | 2.83248936151342 | -0.832489361513416 |
56 | 3 | 2.97146615703057 | 0.0285338429694265 |
57 | 3 | 2.74202689855972 | 0.257973101440281 |
58 | 4 | 2.84662603828595 | 1.15337396171405 |
59 | 3 | 2.59720713433783 | 0.402792865662169 |
60 | 4 | 2.67967217257269 | 1.32032782742731 |
61 | 2 | 2.57684494464383 | -0.57684494464383 |
62 | 2 | 2.72582202664086 | -0.725822026640864 |
63 | 4 | 2.75416071357121 | 1.24583928642879 |
64 | 3 | 2.84669137167123 | 0.153308628328769 |
65 | 2 | 2.37783349573214 | -0.37783349573214 |
66 | 3 | 2.71368821162938 | 0.286311788370625 |
67 | 3 | 2.80231342940042 | 0.197686570599578 |
68 | 2 | 2.83455755665974 | -0.834557556659742 |
69 | 3 | 2.83681229586695 | 0.163187704133048 |
70 | 3 | 2.93715383462493 | 0.0628461653750727 |
71 | 3 | 2.67985871663358 | 0.320141283366425 |
72 | 3 | 2.61524925143934 | 0.384750748560663 |
73 | 2 | 2.65956186032486 | -0.65956186032486 |
74 | 3 | 2.82237933574546 | 0.177620664254539 |
75 | 2 | 2.61731744658566 | -0.617317446585663 |
76 | 3 | 2.88277560587424 | 0.117224394125759 |
77 | 3 | 2.7843366456842 | 0.215663354315798 |
78 | 3 | 2.78633950744524 | 0.213660492554757 |
79 | 3 | 2.66547016241488 | 0.334529837585124 |
80 | 3 | 2.85053147861492 | 0.149468521385079 |
81 | 3 | 3.11214953095981 | -0.112149530959809 |
82 | 2 | 2.7783630102089 | -0.7783630102089 |
83 | 3 | 2.71368821162938 | 0.286311788370625 |
84 | 3 | 2.77420569243375 | 0.225794307566246 |
85 | 3 | 2.41001228960617 | 0.589987710393826 |
86 | 4 | 2.79024494777422 | 1.20975505222578 |
87 | 2 | 2.40800942784513 | -0.408009427845134 |
88 | 3 | 2.69564609452787 | 0.30435390547213 |
89 | 4 | 2.76190626084388 | 1.23809373915613 |
90 | 3 | 2.78633950744524 | 0.213660492554757 |
91 | 4 | 2.73995870341339 | 1.26004129658661 |
92 | 2 | 2.90904609765826 | -0.909046097658259 |
93 | 1 | 2.78633950744524 | -1.78633950744524 |
94 | 3 | 2.90904609765826 | 0.0909539023417408 |
95 | 2 | 2.79640512731041 | -0.796405127310405 |
96 | 3 | 2.63938621469174 | 0.360613785308257 |
97 | 3 | 2.78020025539155 | 0.21979974460845 |
98 | 4 | 2.9193426674871 | 1.08065733251290 |
99 | 3 | 2.77220283067271 | 0.227797169327286 |
100 | 3 | 2.75416071357121 | 0.245839286428792 |
101 | 3 | 2.60311543642785 | 0.396884563572152 |
102 | 1 | 2.60104724128152 | -1.60104724128152 |
103 | 4 | 2.87296186345525 | 1.12703813654475 |
104 | 3 | 2.92318277443079 | 0.0768172255692117 |
105 | 3 | 2.73611859646970 | 0.263881403530297 |
106 | 2 | 2.80231342940042 | -0.802313429400422 |
107 | 3 | 2.69180598758418 | 0.30819401241582 |
108 | 3 | 2.7662945285827 | 0.233705471417303 |
109 | 4 | 2.97726471983251 | 1.02273528016749 |
110 | 3 | 2.64749337869866 | 0.352506621301343 |
111 | 4 | 2.84462317652491 | 1.15537682347509 |
112 | 3 | 2.65133348564235 | 0.348666514357653 |
113 | 3 | 2.44409366204814 | 0.555906337951856 |
114 | 4 | 2.44616185719447 | 1.55383814280553 |
115 | 2 | 2.89691228264677 | -0.89691228264677 |
116 | 2 | 2.68973779243785 | -0.689737792437854 |
117 | 3 | 2.64517330610616 | 0.354826693893839 |
118 | 2 | 2.78020025539155 | -0.78020025539155 |
119 | 3 | 3.06783692207429 | -0.0678369220742863 |
120 | 2 | 2.65749366517853 | -0.657493665178533 |
121 | 0 | 2.37783349573214 | -2.37783349573214 |
122 | 3 | 2.79024494777422 | 0.209755052225781 |
123 | 4 | 2.83248936151342 | 1.16751063848658 |
124 | 3 | 2.91111429280459 | 0.0888857071954147 |
125 | 3 | 2.70984810468569 | 0.290151895314315 |
126 | 4 | 2.69180598758418 | 1.30819401241582 |
127 | 3 | 2.85053147861492 | 0.149468521385079 |
128 | 2 | 2.83048649975238 | -0.830486499752376 |
129 | 3 | 2.42598621156135 | 0.574013788438646 |
130 | 2 | 2.7580008205149 | -0.758000820514898 |
131 | 2 | 2.67779052148725 | -0.677790521487249 |
132 | 2 | 2.83455755665974 | -0.834557556659742 |
133 | 4 | 2.7580008205149 | 1.24199917948510 |
134 | 3 | 2.78427131229892 | 0.215728687701083 |
135 | 3 | 2.79249968698143 | 0.207500313018571 |
136 | 2 | 2.35540311089181 | -0.355403110891812 |
137 | 3 | 2.97323806882794 | 0.0267619311720623 |
138 | 3 | 2.81444724441191 | 0.185552755588089 |
139 | 3 | 2.56087102268865 | 0.439128977311349 |
140 | 4 | 2.93922202977125 | 1.06077797022875 |
141 | 3 | 3.09636215306551 | -0.0963621530655147 |
142 | 3 | 2.69564609452787 | 0.30435390547213 |
143 | 3 | 2.88070741072792 | 0.119292589272085 |
144 | 3 | 2.73611859646970 | 0.263881403530297 |
145 | 3 | 2.66163005547119 | 0.338369944528814 |
146 | 3 | 2.92117991266975 | 0.078820087330252 |
147 | 3 | 2.85259967376125 | 0.147400326238753 |
148 | 3 | 2.71966184710468 | 0.280338152895322 |
149 | 4 | 3.0157787659161 | 0.984221234083903 |
150 | 2 | 2.89490942088573 | -0.89490942088573 |
151 | 3 | 2.86082804844376 | 0.13917195155624 |
152 | 1 | 2.7157564067757 | -1.7157564067757 |
153 | 3 | 2.78640484083053 | 0.213595159169472 |
154 | 4 | 2.43805469318756 | 1.56194530681244 |
155 | 3 | 2.87686730378422 | 0.123132696215775 |
156 | 2 | 2.68583235210888 | -0.685832352108878 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
8 | 0.324407871335714 | 0.648815742671427 | 0.675592128664286 |
9 | 0.199539967270351 | 0.399079934540702 | 0.80046003272965 |
10 | 0.126015019085425 | 0.25203003817085 | 0.873984980914575 |
11 | 0.123176959765087 | 0.246353919530175 | 0.876823040234913 |
12 | 0.491390387923919 | 0.982780775847838 | 0.508609612076081 |
13 | 0.388659441957547 | 0.777318883915094 | 0.611340558042453 |
14 | 0.304016707679978 | 0.608033415359957 | 0.695983292320022 |
15 | 0.269713217860414 | 0.539426435720828 | 0.730286782139586 |
16 | 0.240924743261068 | 0.481849486522135 | 0.759075256738932 |
17 | 0.181355368770887 | 0.362710737541774 | 0.818644631229113 |
18 | 0.132179488709811 | 0.264358977419621 | 0.867820511290189 |
19 | 0.127350914043685 | 0.25470182808737 | 0.872649085956315 |
20 | 0.357081381260329 | 0.714162762520658 | 0.642918618739671 |
21 | 0.290654477282689 | 0.581308954565377 | 0.709345522717311 |
22 | 0.254510921190263 | 0.509021842380527 | 0.745489078809737 |
23 | 0.202316766112094 | 0.404633532224188 | 0.797683233887906 |
24 | 0.177184604561375 | 0.35436920912275 | 0.822815395438625 |
25 | 0.194745890878237 | 0.389491781756474 | 0.805254109121763 |
26 | 0.322571548403582 | 0.645143096807165 | 0.677428451596418 |
27 | 0.528965387705384 | 0.942069224589231 | 0.471034612294616 |
28 | 0.600417755856167 | 0.799164488287666 | 0.399582244143833 |
29 | 0.607888069395432 | 0.784223861209136 | 0.392111930604568 |
30 | 0.565779249067781 | 0.868441501864438 | 0.434220750932219 |
31 | 0.786642162459443 | 0.426715675081114 | 0.213357837540557 |
32 | 0.767051271036759 | 0.465897457926483 | 0.232948728963241 |
33 | 0.731735608380597 | 0.536528783238806 | 0.268264391619403 |
34 | 0.685620771833087 | 0.628758456333825 | 0.314379228166913 |
35 | 0.633951424087636 | 0.732097151824729 | 0.366048575912364 |
36 | 0.578660710728517 | 0.842678578542967 | 0.421339289271483 |
37 | 0.616249149306855 | 0.76750170138629 | 0.383750850693145 |
38 | 0.697168425360371 | 0.605663149279258 | 0.302831574639629 |
39 | 0.647628355712838 | 0.704743288574325 | 0.352371644287163 |
40 | 0.787428596244815 | 0.42514280751037 | 0.212571403755185 |
41 | 0.747620232085114 | 0.504759535829772 | 0.252379767914886 |
42 | 0.703315091308614 | 0.593369817382773 | 0.296684908691386 |
43 | 0.665206911355607 | 0.669586177288787 | 0.334793088644393 |
44 | 0.623486223457192 | 0.753027553085617 | 0.376513776542808 |
45 | 0.887497282523856 | 0.225005434952288 | 0.112502717476144 |
46 | 0.861115962741497 | 0.277768074517005 | 0.138884037258503 |
47 | 0.95288728368829 | 0.0942254326234202 | 0.0471127163117101 |
48 | 0.960217444373385 | 0.0795651112532298 | 0.0397825556266149 |
49 | 0.96768826685405 | 0.064623466291901 | 0.0323117331459505 |
50 | 0.959023480303565 | 0.0819530393928709 | 0.0409765196964354 |
51 | 0.98438569717915 | 0.0312286056416981 | 0.0156143028208491 |
52 | 0.98333004788355 | 0.0333399042328989 | 0.0166699521164494 |
53 | 0.978028263354787 | 0.0439434732904259 | 0.0219717366452130 |
54 | 0.99205980053012 | 0.0158803989397594 | 0.00794019946987969 |
55 | 0.991708642999263 | 0.0165827140014737 | 0.00829135700073685 |
56 | 0.988604195746084 | 0.0227916085078309 | 0.0113958042539154 |
57 | 0.9852737329108 | 0.0294525341784000 | 0.0147262670892000 |
58 | 0.989288993829136 | 0.0214220123417271 | 0.0107110061708636 |
59 | 0.986704485180075 | 0.0265910296398510 | 0.0132955148199255 |
60 | 0.991415062676095 | 0.0171698746478095 | 0.00858493732390475 |
61 | 0.989916561939236 | 0.0201668761215283 | 0.0100834380607641 |
62 | 0.988915252196536 | 0.0221694956069281 | 0.0110847478034641 |
63 | 0.992351570073273 | 0.0152968598534543 | 0.00764842992672716 |
64 | 0.989600518542823 | 0.0207989629143548 | 0.0103994814571774 |
65 | 0.986357667455588 | 0.0272846650888238 | 0.0136423325444119 |
66 | 0.98227475690931 | 0.0354504861813794 | 0.0177252430906897 |
67 | 0.977021949011053 | 0.0459561019778939 | 0.0229780509889470 |
68 | 0.977266964414958 | 0.0454660711700849 | 0.0227330355850424 |
69 | 0.970853496855268 | 0.0582930062894642 | 0.0291465031447321 |
70 | 0.962377778231458 | 0.0752444435370836 | 0.0376222217685418 |
71 | 0.95409393986187 | 0.0918121202762595 | 0.0459060601381297 |
72 | 0.94448199517752 | 0.111036009644960 | 0.0555180048224802 |
73 | 0.93866677746899 | 0.122666445062019 | 0.0613332225310095 |
74 | 0.92456310144939 | 0.150873797101220 | 0.0754368985506098 |
75 | 0.916190818321103 | 0.167618363357794 | 0.0838091816788969 |
76 | 0.897300622824879 | 0.205398754350243 | 0.102699377175121 |
77 | 0.876262149199565 | 0.247475701600870 | 0.123737850800435 |
78 | 0.852507955629446 | 0.294984088741109 | 0.147492044370554 |
79 | 0.828192834036453 | 0.343614331927094 | 0.171807165963547 |
80 | 0.798013772442293 | 0.403972455115415 | 0.201986227557707 |
81 | 0.766176888677602 | 0.467646222644795 | 0.233823111322397 |
82 | 0.759045393947994 | 0.481909212104012 | 0.240954606052006 |
83 | 0.724665394706218 | 0.550669210587564 | 0.275334605293782 |
84 | 0.686461201773395 | 0.62707759645321 | 0.313538798226605 |
85 | 0.664829083889586 | 0.670341832220828 | 0.335170916110414 |
86 | 0.700953105706951 | 0.598093788586098 | 0.299046894293049 |
87 | 0.666213735901709 | 0.667572528196582 | 0.333786264098291 |
88 | 0.626845891152939 | 0.746308217694122 | 0.373154108847061 |
89 | 0.66893846509324 | 0.66212306981352 | 0.33106153490676 |
90 | 0.626833372997404 | 0.746333254005193 | 0.373166627002596 |
91 | 0.675221407805685 | 0.64955718438863 | 0.324778592194315 |
92 | 0.684208280642803 | 0.631583438714394 | 0.315791719357197 |
93 | 0.825686007506623 | 0.348627984986754 | 0.174313992493377 |
94 | 0.793668286648866 | 0.412663426702269 | 0.206331713351134 |
95 | 0.794196604191566 | 0.411606791616867 | 0.205803395808434 |
96 | 0.762761225597867 | 0.474477548804266 | 0.237238774402133 |
97 | 0.727141911268695 | 0.54571617746261 | 0.272858088731305 |
98 | 0.741556409602782 | 0.516887180794436 | 0.258443590397218 |
99 | 0.702095028531944 | 0.595809942936112 | 0.297904971468056 |
100 | 0.660581524643664 | 0.678836950712671 | 0.339418475356336 |
101 | 0.622461330355154 | 0.755077339289692 | 0.377538669644846 |
102 | 0.741516884250824 | 0.516966231498352 | 0.258483115749176 |
103 | 0.767817205528268 | 0.464365588943464 | 0.232182794471732 |
104 | 0.727806228942713 | 0.544387542114574 | 0.272193771057287 |
105 | 0.688049534261312 | 0.623900931477375 | 0.311950465738688 |
106 | 0.69851184501202 | 0.60297630997596 | 0.30148815498798 |
107 | 0.659235755828565 | 0.68152848834287 | 0.340764244171435 |
108 | 0.616779040301421 | 0.766441919397158 | 0.383220959698579 |
109 | 0.623266067801345 | 0.75346786439731 | 0.376733932198655 |
110 | 0.582362645171551 | 0.835274709656898 | 0.417637354828449 |
111 | 0.629558345167568 | 0.740883309664863 | 0.370441654832432 |
112 | 0.584967531305234 | 0.830064937389532 | 0.415032468694766 |
113 | 0.563178909394169 | 0.873642181211662 | 0.436821090605831 |
114 | 0.713867605653743 | 0.572264788692514 | 0.286132394346257 |
115 | 0.77314776850724 | 0.453704462985520 | 0.226852231492760 |
116 | 0.742354641698531 | 0.515290716602938 | 0.257645358301469 |
117 | 0.700480691205424 | 0.599038617589152 | 0.299519308794576 |
118 | 0.666841025265425 | 0.66631794946915 | 0.333158974734575 |
119 | 0.620327080220914 | 0.759345839558172 | 0.379672919779086 |
120 | 0.582999153926704 | 0.834001692146592 | 0.417000846073296 |
121 | 0.878987973869605 | 0.242024052260789 | 0.121012026130395 |
122 | 0.846326971148417 | 0.307346057703165 | 0.153673028851583 |
123 | 0.873342558680178 | 0.253314882639644 | 0.126657441319822 |
124 | 0.837858988370837 | 0.324282023258326 | 0.162141011629163 |
125 | 0.799176698075747 | 0.401646603848506 | 0.200823301924253 |
126 | 0.864410955055458 | 0.271178089889085 | 0.135589044944542 |
127 | 0.825472079630942 | 0.349055840738115 | 0.174527920369057 |
128 | 0.81876177687641 | 0.362476446247179 | 0.181238223123589 |
129 | 0.781811481907874 | 0.436377036184252 | 0.218188518092126 |
130 | 0.789970928921421 | 0.420058142157158 | 0.210029071078579 |
131 | 0.813516214266436 | 0.372967571467128 | 0.186483785733564 |
132 | 0.830484147789113 | 0.339031704421773 | 0.169515852210887 |
133 | 0.870304825378909 | 0.259390349242182 | 0.129695174621091 |
134 | 0.825477151685161 | 0.349045696629678 | 0.174522848314839 |
135 | 0.772243567881968 | 0.455512864236065 | 0.227756432118032 |
136 | 0.772734334621944 | 0.454531330756112 | 0.227265665378056 |
137 | 0.709251183532527 | 0.581497632934946 | 0.290748816467473 |
138 | 0.633572614944284 | 0.732854770111433 | 0.366427385055717 |
139 | 0.581693677674037 | 0.836612644651925 | 0.418306322325963 |
140 | 0.615869169062721 | 0.768261661874557 | 0.384130830937279 |
141 | 0.577766494205491 | 0.844467011589017 | 0.422233505794509 |
142 | 0.488841360694362 | 0.977682721388723 | 0.511158639305638 |
143 | 0.389450529327228 | 0.778901058654455 | 0.610549470672773 |
144 | 0.300024867783749 | 0.600049735567498 | 0.699975132216251 |
145 | 0.262820920141927 | 0.525641840283854 | 0.737179079858073 |
146 | 0.178073419683199 | 0.356146839366397 | 0.821926580316801 |
147 | 0.106299176113967 | 0.212598352227935 | 0.893700823886033 |
148 | 0.166195024665894 | 0.332390049331789 | 0.833804975334106 |
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 | 18 | 0.127659574468085 | NOK |
10% type I error level | 25 | 0.177304964539007 | NOK |