Multiple Linear Regression - Estimated Regression Equation |
Vrienden_vinden[t] = + 17.6345996892029 -0.181159874985208Groepsgevoel[t] + 0.00145155830344216InteractieGR_NV[t] + 0.00217752371159492InteractieGR_U[t] + 0.0389399054811559NVC[t] -0.00437109904214467Uitingsangst[t] -0.146541157879546Geslacht[t] -0.00243327707071304InteractieNV_U[t] -2.36746598370249Leeftijd[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) | 17.6345996892029 | 8.850847 | 1.9924 | 0.048312 | 0.024156 |
Groepsgevoel | -0.181159874985208 | 0.135777 | -1.3342 | 0.184337 | 0.092168 |
InteractieGR_NV | 0.00145155830344216 | 0.001962 | 0.74 | 0.460563 | 0.230281 |
InteractieGR_U | 0.00217752371159492 | 0.001092 | 1.9945 | 0.048083 | 0.024042 |
NVC | 0.0389399054811559 | 0.145522 | 0.2676 | 0.78942 | 0.39471 |
Uitingsangst | -0.00437109904214467 | 0.101495 | -0.0431 | 0.965711 | 0.482855 |
Geslacht | -0.146541157879546 | 0.313971 | -0.4667 | 0.641431 | 0.320715 |
InteractieNV_U | -0.00243327707071304 | 0.001576 | -1.544 | 0.124902 | 0.062451 |
Leeftijd | -2.36746598370249 | 1.300442 | -1.8205 | 0.070864 | 0.035432 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.350079775474221 |
R-squared | 0.122555849196081 |
Adjusted R-squared | 0.0713182345505966 |
F-TEST (value) | 2.39191168527362 |
F-TEST (DF numerator) | 8 |
F-TEST (DF denominator) | 137 |
p-value | 0.0191049602741371 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.73130022144076 |
Sum Squared Residuals | 410.643862576234 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 5 | 10.5435072663380 | -5.54350726633796 |
2 | 12 | 10.6353504319692 | 1.36464956803080 |
3 | 11 | 11.3649286560521 | -0.364928656052079 |
4 | 6 | 10.8760465970390 | -4.87604659703897 |
5 | 12 | 10.9803700600443 | 1.01962993995574 |
6 | 11 | 10.9453841059516 | 0.0546158940484499 |
7 | 12 | 10.0141285060691 | 1.98587149393088 |
8 | 7 | 10.9838307180645 | -3.98383071806446 |
9 | 8 | 10.8117402938128 | -2.81174029381285 |
10 | 13 | 11.4134853503813 | 1.58651464961872 |
11 | 12 | 11.2857447870253 | 0.714255212974731 |
12 | 13 | 11.4349977879855 | 1.5650022120145 |
13 | 12 | 11.0329783685788 | 0.967021631421218 |
14 | 12 | 10.9842047366021 | 1.01579526339795 |
15 | 11 | 11.0294604595230 | -0.0294604595229894 |
16 | 12 | 11.1253188437371 | 0.874681156262936 |
17 | 12 | 11.0711575425629 | 0.92884245743706 |
18 | 12 | 11.0063696272288 | 0.99363037277125 |
19 | 11 | 11.962522423801 | -0.962522423800994 |
20 | 13 | 11.0721098486485 | 1.92789015135146 |
21 | 9 | 11.8136086255253 | -2.81360862552530 |
22 | 11 | 11.2308928326117 | -0.230892832611686 |
23 | 11 | 11.0141600599458 | -0.0141600599457506 |
24 | 11 | 11.2358269862543 | -0.23582698625434 |
25 | 9 | 9.90807197249024 | -0.908071972490241 |
26 | 11 | 11.0480431260908 | -0.0480431260908234 |
27 | 12 | 11.2610076869328 | 0.738992313067167 |
28 | 12 | 11.0755303113439 | 0.924469688656142 |
29 | 10 | 11.2946740208515 | -1.29467402085151 |
30 | 12 | 10.7975696227058 | 1.20243037729425 |
31 | 12 | 12.1969534711554 | -0.196953471155447 |
32 | 12 | 11.5387730229105 | 0.46122697708947 |
33 | 9 | 11.3757298206751 | -2.37572982067514 |
34 | 9 | 11.1246130241807 | -2.12461302418067 |
35 | 12 | 10.8742162507450 | 1.12578374925498 |
36 | 14 | 11.3736191426869 | 2.62638085731313 |
37 | 12 | 11.9409468579365 | 0.0590531420635451 |
38 | 11 | 10.5635743373781 | 0.436425662621931 |
39 | 9 | 11.1161007889729 | -2.11610078897293 |
40 | 11 | 11.1837247804429 | -0.183724780442889 |
41 | 7 | 9.44390614943709 | -2.44390614943709 |
42 | 15 | 11.1260150507178 | 3.87398494928216 |
43 | 11 | 10.8005614051278 | 0.199438594872224 |
44 | 12 | 11.6091530221065 | 0.390846977893515 |
45 | 12 | 10.8580316896343 | 1.14196831036571 |
46 | 9 | 11.7529551632901 | -2.75295516329012 |
47 | 12 | 10.6708435865344 | 1.32915641346557 |
48 | 11 | 11.3356938666300 | -0.335693866629967 |
49 | 11 | 10.5963447210727 | 0.403655278927346 |
50 | 8 | 11.2144594572438 | -3.21445945724382 |
51 | 7 | 10.4830697611230 | -3.48306976112299 |
52 | 12 | 11.6974651796283 | 0.302534820371736 |
53 | 8 | 11.6294592252584 | -3.62945922525844 |
54 | 10 | 10.4163907913601 | -0.416390791360069 |
55 | 12 | 10.3517334957703 | 1.64826650422973 |
56 | 15 | 11.0717980868526 | 3.92820191314744 |
57 | 12 | 11.5778019786564 | 0.422198021343571 |
58 | 12 | 11.2584789415087 | 0.741521058491282 |
59 | 12 | 10.9263026206602 | 1.07369737933984 |
60 | 12 | 10.6385532881705 | 1.36144671182951 |
61 | 8 | 9.69360106617084 | -1.69360106617084 |
62 | 10 | 11.1769303169177 | -1.17693031691771 |
63 | 14 | 12.0840956909697 | 1.91590430903026 |
64 | 10 | 10.9295821259906 | -0.929582125990552 |
65 | 12 | 10.9916008609180 | 1.00839913908201 |
66 | 14 | 11.0375705512732 | 2.96242944872684 |
67 | 6 | 11.2833989583816 | -5.28339895838157 |
68 | 11 | 10.7598661501961 | 0.240133849803944 |
69 | 10 | 11.1999714110604 | -1.19997141106044 |
70 | 14 | 12.6438121762883 | 1.35618782371166 |
71 | 12 | 11.0306928284514 | 0.969307171548573 |
72 | 13 | 11.2166114310221 | 1.78338856897793 |
73 | 11 | 10.9310975951456 | 0.0689024048544474 |
74 | 11 | 10.9268411154336 | 0.073158884566371 |
75 | 12 | 11.1907903939268 | 0.809209606073198 |
76 | 13 | 10.9235553420421 | 2.07644465795791 |
77 | 12 | 10.3683384839127 | 1.63166151608731 |
78 | 8 | 10.2308629658036 | -2.23086296580362 |
79 | 12 | 11.3785986526042 | 0.62140134739584 |
80 | 11 | 11.2255177481915 | -0.225517748191538 |
81 | 10 | 11.1395103063947 | -1.13951030639467 |
82 | 12 | 11.0058843593364 | 0.994115640663582 |
83 | 11 | 11.122227310061 | -0.122227310060990 |
84 | 12 | 11.0383316469368 | 0.961668353063216 |
85 | 12 | 11.0089436069678 | 0.991056393032151 |
86 | 10 | 10.6969990986762 | -0.6969990986762 |
87 | 12 | 11.3535183256724 | 0.646481674327636 |
88 | 12 | 11.0212197572287 | 0.978780242771261 |
89 | 11 | 11.2985559580985 | -0.298555958098510 |
90 | 10 | 10.9543690738741 | -0.95436907387409 |
91 | 12 | 11.3195996967482 | 0.680400303251784 |
92 | 11 | 11.0203031384541 | -0.0203031384540535 |
93 | 12 | 10.5037628061629 | 1.49623719383712 |
94 | 12 | 9.78832916762296 | 2.21167083237704 |
95 | 10 | 9.78565106371063 | 0.214348936289374 |
96 | 11 | 11.0497925283835 | -0.0497925283834792 |
97 | 10 | 10.9373494642369 | -0.937349464236905 |
98 | 11 | 11.0853205359066 | -0.0853205359065512 |
99 | 11 | 10.7145439191498 | 0.285456080850211 |
100 | 12 | 11.2123017785307 | 0.787698221469252 |
101 | 11 | 10.8794518187594 | 0.120548181240594 |
102 | 11 | 10.6763871443369 | 0.323612855663097 |
103 | 7 | 6.76098341371467 | 0.239016586285329 |
104 | 12 | 10.6916420637751 | 1.30835793622489 |
105 | 8 | 8.2390165862852 | -0.239016586285199 |
106 | 10 | 11.0130575946915 | -1.01305759469147 |
107 | 12 | 11.2154278408711 | 0.784572159128858 |
108 | 11 | 11.0269899566807 | -0.0269899566807348 |
109 | 13 | 11.2411440426891 | 1.7588559573109 |
110 | 9 | 11.3928956093908 | -2.39289560939079 |
111 | 11 | 11.2565965548330 | -0.25659655483305 |
112 | 13 | 11.1936190378623 | 1.80638096213773 |
113 | 8 | 10.7837760268410 | -2.78377602684097 |
114 | 12 | 11.1060762019295 | 0.893923798070503 |
115 | 11 | 10.5840327612704 | 0.415967238729583 |
116 | 11 | 10.8223003396708 | 0.177699660329158 |
117 | 12 | 10.8453436698240 | 1.15465633017597 |
118 | 13 | 11.2891512843394 | 1.71084871566059 |
119 | 11 | 11.2386203775146 | -0.238620377514557 |
120 | 10 | 10.7900008924281 | -0.790000892428113 |
121 | 10 | 10.8637324932235 | -0.863732493223543 |
122 | 10 | 10.8773544333450 | -0.877354433344983 |
123 | 12 | 11.0027709651446 | 0.99722903485538 |
124 | 12 | 11.1781810349083 | 0.821818965091681 |
125 | 13 | 10.9281488035798 | 2.07185119642024 |
126 | 11 | 10.9923563298497 | 0.00764367015026635 |
127 | 11 | 10.2436462284920 | 0.756353771507987 |
128 | 12 | 11.0346566094724 | 0.965343390527581 |
129 | 9 | 10.7078332365051 | -1.70783323650509 |
130 | 11 | 11.8009655208978 | -0.800965520897843 |
131 | 12 | 10.8651988980684 | 1.13480110193162 |
132 | 12 | 10.8647762933772 | 1.13522370662279 |
133 | 13 | 10.8966823060069 | 2.10331769399306 |
134 | 6 | 10.8447872605399 | -4.84478726053989 |
135 | 11 | 11.8123422676052 | -0.812342267605178 |
136 | 10 | 11.7635305294252 | -1.76353052942524 |
137 | 12 | 11.0948321947216 | 0.905167805278443 |
138 | 11 | 11.0648559834634 | -0.0648559834634111 |
139 | 12 | 12.1150880599938 | -0.115088059993787 |
140 | 12 | 11.0813804009708 | 0.918619599029181 |
141 | 7 | 11.0928525819036 | -4.0928525819036 |
142 | 12 | 11.0779090544061 | 0.922090945593855 |
143 | 12 | 12.1345107291208 | -0.134510729120844 |
144 | 9 | 10.9876059933981 | -1.98760599339813 |
145 | 12 | 11.1350870680793 | 0.864912931920652 |
146 | 12 | 11.2122614649071 | 0.787738535092876 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
12 | 0.997939620240663 | 0.00412075951867471 | 0.00206037975933735 |
13 | 0.996192961301993 | 0.00761407739601485 | 0.00380703869800742 |
14 | 0.992776655290362 | 0.0144466894192755 | 0.00722334470963775 |
15 | 0.993632873485729 | 0.0127342530285420 | 0.00636712651427102 |
16 | 0.998554746025826 | 0.00289050794834868 | 0.00144525397417434 |
17 | 0.99711024026335 | 0.00577951947329889 | 0.00288975973664945 |
18 | 0.995185283931181 | 0.00962943213763788 | 0.00481471606881894 |
19 | 0.991964626379097 | 0.0160707472418069 | 0.00803537362090344 |
20 | 0.997345635275974 | 0.00530872944805231 | 0.00265436472402615 |
21 | 0.998782318967343 | 0.0024353620653129 | 0.00121768103265645 |
22 | 0.998044921391485 | 0.00391015721702953 | 0.00195507860851476 |
23 | 0.996569820978755 | 0.00686035804248943 | 0.00343017902124472 |
24 | 0.994395020625089 | 0.0112099587498225 | 0.00560497937491126 |
25 | 0.99157982308231 | 0.0168403538353807 | 0.00842017691769034 |
26 | 0.987741299492286 | 0.0245174010154272 | 0.0122587005077136 |
27 | 0.984529958916852 | 0.0309400821662952 | 0.0154700410831476 |
28 | 0.978733776371594 | 0.0425324472568131 | 0.0212662236284065 |
29 | 0.970684869293933 | 0.0586302614121337 | 0.0293151307060669 |
30 | 0.963432747756537 | 0.073134504486925 | 0.0365672522434625 |
31 | 0.950058781386592 | 0.0998824372268166 | 0.0499412186134083 |
32 | 0.933550082013715 | 0.132899835972570 | 0.0664499179862851 |
33 | 0.936286638455527 | 0.127426723088946 | 0.0637133615444731 |
34 | 0.948853334107687 | 0.102293331784626 | 0.0511466658923131 |
35 | 0.935890040774095 | 0.128219918451810 | 0.0641099592259049 |
36 | 0.96443130253144 | 0.071137394937123 | 0.0355686974685615 |
37 | 0.952129682836072 | 0.0957406343278554 | 0.0478703171639277 |
38 | 0.936562181587448 | 0.126875636825104 | 0.0634378184125522 |
39 | 0.943691671799922 | 0.112616656400157 | 0.0563083282000785 |
40 | 0.926795353971858 | 0.146409292056285 | 0.0732046460281425 |
41 | 0.927685684387181 | 0.144628631225637 | 0.0723143156128187 |
42 | 0.968379993294637 | 0.0632400134107268 | 0.0316200067053634 |
43 | 0.957438561616261 | 0.0851228767674773 | 0.0425614383837386 |
44 | 0.948102373386503 | 0.103795253226995 | 0.0518976266134973 |
45 | 0.947148969329096 | 0.105702061341809 | 0.0528510306709044 |
46 | 0.96208547525532 | 0.0758290494893599 | 0.0379145247446800 |
47 | 0.960950850126304 | 0.0780982997473924 | 0.0390491498736962 |
48 | 0.948518921425255 | 0.10296215714949 | 0.051481078574745 |
49 | 0.936345420457424 | 0.127309159085153 | 0.0636545795425764 |
50 | 0.966020088015503 | 0.0679598239689949 | 0.0339799119844975 |
51 | 0.983031902051235 | 0.0339361958975296 | 0.0169680979487648 |
52 | 0.976990466623793 | 0.0460190667524148 | 0.0230095333762074 |
53 | 0.991147082265161 | 0.0177058354696773 | 0.00885291773483863 |
54 | 0.98785908722004 | 0.0242818255599194 | 0.0121409127799597 |
55 | 0.987534121608227 | 0.0249317567835464 | 0.0124658783917732 |
56 | 0.997416427982038 | 0.00516714403592343 | 0.00258357201796172 |
57 | 0.99627693758517 | 0.00744612482965971 | 0.00372306241482986 |
58 | 0.994982142470715 | 0.0100357150585707 | 0.00501785752928536 |
59 | 0.993957534718625 | 0.0120849305627495 | 0.00604246528137474 |
60 | 0.993048242249053 | 0.0139035155018936 | 0.00695175775094682 |
61 | 0.993857392380754 | 0.0122852152384917 | 0.00614260761924585 |
62 | 0.992399836001058 | 0.0152003279978851 | 0.00760016399894255 |
63 | 0.993035726620617 | 0.0139285467587663 | 0.00696427337938313 |
64 | 0.990980971086453 | 0.0180380578270949 | 0.00901902891354744 |
65 | 0.988552243232829 | 0.0228955135343417 | 0.0114477567671708 |
66 | 0.9937763869558 | 0.0124472260883998 | 0.00622361304419989 |
67 | 0.999842537526907 | 0.000314924946186913 | 0.000157462473093457 |
68 | 0.99976165714474 | 0.000476685710518609 | 0.000238342855259304 |
69 | 0.99971989011155 | 0.00056021977690169 | 0.000280109888450845 |
70 | 0.999593749023486 | 0.00081250195302798 | 0.00040625097651399 |
71 | 0.999465670205638 | 0.00106865958872387 | 0.000534329794361937 |
72 | 0.999455784286273 | 0.00108843142745307 | 0.000544215713726535 |
73 | 0.999153431229074 | 0.00169313754185175 | 0.000846568770925875 |
74 | 0.998717001871973 | 0.00256599625605427 | 0.00128299812802714 |
75 | 0.998238896878846 | 0.00352220624230708 | 0.00176110312115354 |
76 | 0.9984916645082 | 0.00301667098359811 | 0.00150833549179905 |
77 | 0.998476715813625 | 0.00304656837275031 | 0.00152328418637516 |
78 | 0.998880856457052 | 0.00223828708589647 | 0.00111914354294824 |
79 | 0.998355086588833 | 0.00328982682233384 | 0.00164491341116692 |
80 | 0.997540681475431 | 0.00491863704913752 | 0.00245931852456876 |
81 | 0.997188888269206 | 0.00562222346158775 | 0.00281111173079387 |
82 | 0.996366657833405 | 0.00726668433319006 | 0.00363334216659503 |
83 | 0.994798989377067 | 0.0104020212458659 | 0.00520101062293293 |
84 | 0.993312703127561 | 0.0133745937448774 | 0.00668729687243872 |
85 | 0.991566736287316 | 0.0168665274253678 | 0.00843326371268388 |
86 | 0.990164778472198 | 0.0196704430556037 | 0.00983522152780186 |
87 | 0.987487025999432 | 0.0250259480011367 | 0.0125129740005683 |
88 | 0.983530102325515 | 0.0329397953489711 | 0.0164698976744855 |
89 | 0.977800423753176 | 0.0443991524936484 | 0.0221995762468242 |
90 | 0.97317358889332 | 0.0536528222133605 | 0.0268264111066802 |
91 | 0.96663330738079 | 0.0667333852384205 | 0.0333666926192102 |
92 | 0.955296078566628 | 0.0894078428667435 | 0.0447039214333717 |
93 | 0.949596223902418 | 0.100807552195164 | 0.050403776097582 |
94 | 0.961997113798207 | 0.0760057724035854 | 0.0380028862017927 |
95 | 0.949424067616764 | 0.101151864766471 | 0.0505759323832355 |
96 | 0.933339299998874 | 0.133321400002253 | 0.0666607000011263 |
97 | 0.919695959425608 | 0.160608081148784 | 0.080304040574392 |
98 | 0.901606007822567 | 0.196787984354865 | 0.0983939921774327 |
99 | 0.878795254520672 | 0.242409490958655 | 0.121204745479328 |
100 | 0.868137894730757 | 0.263724210538486 | 0.131862105269243 |
101 | 0.835396335650876 | 0.329207328698249 | 0.164603664349124 |
102 | 0.79873607972216 | 0.402527840555681 | 0.201263920277840 |
103 | 0.761615758741757 | 0.476768482516487 | 0.238384241258243 |
104 | 0.722884457903941 | 0.554231084192118 | 0.277115542096059 |
105 | 0.672791793510919 | 0.654416412978162 | 0.327208206489081 |
106 | 0.631852928524099 | 0.736294142951802 | 0.368147071475901 |
107 | 0.613044919976284 | 0.773910160047432 | 0.386955080023716 |
108 | 0.555783375533878 | 0.888433248932244 | 0.444216624466122 |
109 | 0.527292369961271 | 0.94541526007746 | 0.47270763003873 |
110 | 0.515780237221275 | 0.96843952555745 | 0.484219762778725 |
111 | 0.460333088317568 | 0.920666176635136 | 0.539666911682432 |
112 | 0.447018702789825 | 0.89403740557965 | 0.552981297210175 |
113 | 0.538787795303521 | 0.922424409392959 | 0.461212204696479 |
114 | 0.492563426763099 | 0.985126853526197 | 0.507436573236901 |
115 | 0.428548337022673 | 0.857096674045346 | 0.571451662977327 |
116 | 0.367893812264555 | 0.735787624529109 | 0.632106187735445 |
117 | 0.342745786010716 | 0.685491572021432 | 0.657254213989284 |
118 | 0.379660501244645 | 0.759321002489289 | 0.620339498755355 |
119 | 0.318495030788681 | 0.636990061577361 | 0.68150496921132 |
120 | 0.271510900362703 | 0.543021800725405 | 0.728489099637297 |
121 | 0.230911885541331 | 0.461823771082661 | 0.76908811445867 |
122 | 0.190298133198622 | 0.380596266397243 | 0.809701866801378 |
123 | 0.152370300090581 | 0.304740600181163 | 0.847629699909419 |
124 | 0.114119474030615 | 0.22823894806123 | 0.885880525969385 |
125 | 0.154834436991504 | 0.309668873983008 | 0.845165563008496 |
126 | 0.112140923972026 | 0.224281847944051 | 0.887859076027974 |
127 | 0.091430470532251 | 0.182860941064502 | 0.908569529467749 |
128 | 0.0766120622774263 | 0.153224124554853 | 0.923387937722574 |
129 | 0.0768943362496098 | 0.153788672499220 | 0.92310566375039 |
130 | 0.0495037131369904 | 0.0990074262739808 | 0.95049628686301 |
131 | 0.0386551719929272 | 0.0773103439858545 | 0.961344828007073 |
132 | 0.0268097840379371 | 0.0536195680758742 | 0.973190215962063 |
133 | 0.0137999642365009 | 0.0275999284730018 | 0.9862000357635 |
134 | 0.220997260609031 | 0.441994521218063 | 0.779002739390969 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 27 | 0.219512195121951 | NOK |
5% type I error level | 57 | 0.463414634146341 | NOK |
10% type I error level | 74 | 0.601626016260163 | NOK |