Multiple Linear Regression - Estimated Regression Equation |
handgebruik[t] = + 4.14821985603947 -0.0935744572405169ontmoeting[t] + 0.181694835293119extravert[t] + 0.0616746589819732blozen[t] + 0.149405325426724populariteit[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) | 4.14821985603947 | 0.603354 | 6.8753 | 0 | 0 |
ontmoeting | -0.0935744572405169 | 0.055498 | -1.6861 | 0.093842 | 0.046921 |
extravert | 0.181694835293119 | 0.06265 | 2.9001 | 0.004287 | 0.002144 |
blozen | 0.0616746589819732 | 0.072346 | 0.8525 | 0.395292 | 0.197646 |
populariteit | 0.149405325426724 | 0.101545 | 1.4713 | 0.143287 | 0.071644 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.314528747220300 |
R-squared | 0.0989283328279716 |
Adjusted R-squared | 0.0750588846909643 |
F-TEST (value) | 4.14455886286673 |
F-TEST (DF numerator) | 4 |
F-TEST (DF denominator) | 151 |
p-value | 0.00325211903668698 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.06408114994983 |
Sum Squared Residuals | 170.972572745462 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 5 | 5.37518587821598 | -0.375185878215982 |
2 | 2 | 4.58340273640871 | -2.58340273640871 |
3 | 6 | 5.43353139554513 | 0.566468604454869 |
4 | 6 | 5.1078853140132 | 0.892114685986802 |
5 | 6 | 5.68447990654325 | 0.315520093456752 |
6 | 5 | 4.88260309887 | 0.117396901129995 |
7 | 5 | 5.33956722669676 | -0.33956722669676 |
8 | 6 | 4.83261602147956 | 1.16738397852044 |
9 | 6 | 5.25183656025201 | 0.748163439747991 |
10 | 5 | 4.97656726771837 | 0.0234327322816268 |
11 | 5 | 4.19434676996754 | 0.80565323003246 |
12 | 5 | 5.32186965917271 | -0.321869659172713 |
13 | 6 | 5.71637970480179 | 0.283620295198209 |
14 | 5 | 5.43353139554513 | -0.433531395545128 |
15 | 5 | 5.19561598045795 | -0.195615980457949 |
16 | 6 | 5.58878051176762 | 0.411219488232382 |
17 | 6 | 5.34541101749253 | 0.654588982507475 |
18 | 4 | 4.80071622322102 | -0.800716223221019 |
19 | 5 | 5.43898547473304 | -0.438985474733042 |
20 | 5 | 4.73571242258625 | 0.264287577413754 |
21 | 5 | 5.40921061400961 | -0.409210614009612 |
22 | 6 | 5.56484944183995 | 0.435150558160047 |
23 | 5 | 4.89429068046154 | 0.105709319538464 |
24 | 7 | 5.16371618219941 | 1.83628381780059 |
25 | 6 | 5.13433103308383 | 0.865668966916172 |
26 | 6 | 5.31312150762613 | 0.68687849237387 |
27 | 6 | 5.04660036663908 | 0.953399633360923 |
28 | 6 | 5.50901857365375 | 0.490981426346254 |
29 | 4 | 5.46582090541152 | -1.46582090541152 |
30 | 5 | 4.52544693068738 | 0.474553069312617 |
31 | 6 | 5.65551953832965 | 0.344480461670347 |
32 | 4 | 5.77592942624865 | -1.77592942624865 |
33 | 5 | 5.31351121923398 | -0.313511219233982 |
34 | 5 | 5.28373635851055 | -0.283736358510552 |
35 | 5 | 5.09658744402952 | -0.0965874440295194 |
36 | 7 | 5.4037565348217 | 1.59624346517830 |
37 | 7 | 5.58293672097185 | 1.41706327902815 |
38 | 6 | 4.82971166072874 | 1.17028833927126 |
39 | 7 | 5.28919043769847 | 1.71080956230153 |
40 | 6 | 4.37604160526066 | 1.62395839473934 |
41 | 5 | 4.85867202894234 | 0.14132797105766 |
42 | 6 | 4.97869220525349 | 1.02130779474651 |
43 | 4 | 5.25183656025201 | -1.25183656025201 |
44 | 6 | 5.44443955392096 | 0.555560446079045 |
45 | 5 | 4.78262894408912 | 0.21737105591088 |
46 | 6 | 5.00846706597692 | 0.991532934023083 |
47 | 6 | 4.91779696948722 | 1.08220303051278 |
48 | 5 | 5.18977218966218 | -0.189772189662184 |
49 | 6 | 5.52671614117779 | 0.473283858822207 |
50 | 5 | 5.07014172495889 | -0.0701417249588896 |
51 | 5 | 4.79777679317607 | 0.202223206823929 |
52 | 5 | 5.53507458111652 | -0.535074581116523 |
53 | 6 | 5.74615456552522 | 0.253845434474779 |
54 | 6 | 5.08395424408553 | 0.916045755914466 |
55 | 5 | 4.95263619779071 | 0.0473638022092915 |
56 | 7 | 5.68447990654325 | 1.31552009345675 |
57 | 6 | 5.22539084118138 | 0.77460915881862 |
58 | 5 | 4.85615737979937 | 0.143842620200625 |
59 | 5 | 5.80782922450719 | -0.807829224507194 |
60 | 6 | 5.65006545914174 | 0.349934540858261 |
61 | 5 | 5.34580072910038 | -0.345800729100378 |
62 | 5 | 5.40960032561746 | -0.409600325617464 |
63 | 6 | 5.68196525740028 | 0.318034742599718 |
64 | 6 | 5.47088527299158 | 0.529114727008415 |
65 | 3 | 5.44482926552881 | -2.44482926552881 |
66 | 5 | 5.25183656025201 | -0.251836560252009 |
67 | 5 | 4.88844688966577 | 0.111553110334230 |
68 | 6 | 5.01431085677268 | 0.985689143227318 |
69 | 5 | 4.80578059080108 | 0.194219409198920 |
70 | 5 | 5.34753595502764 | -0.347535955027639 |
71 | 4 | 5.08104988333472 | -1.08104988333472 |
72 | 5 | 5.71425476726668 | -0.714254767266678 |
73 | 5 | 5.38315460654683 | -0.383154606546834 |
74 | 2 | 4.61530253466725 | -2.61530253466725 |
75 | 6 | 5.62652410082193 | 0.373475899178073 |
76 | 6 | 5.28373635851055 | 0.716263641489448 |
77 | 6 | 5.74615456552522 | 0.253845434474779 |
78 | 6 | 5.04369600588826 | 0.95630399411174 |
79 | 5 | 5.13181638394086 | -0.131816383940863 |
80 | 5 | 5.00846706597692 | -0.00846706597691644 |
81 | 6 | 4.97869220525349 | 1.02130779474651 |
82 | 5 | 5.23335956951226 | -0.233359569512258 |
83 | 5 | 5.25183656025201 | -0.251836560252009 |
84 | 6 | 4.73652691509608 | 1.26347308490392 |
85 | 3 | 5.10537066487023 | -2.10537066487023 |
86 | 6 | 5.49481634291925 | 0.50518365708075 |
87 | 3 | 5.65842389908047 | -2.65842389908047 |
88 | 5 | 5.34541101749253 | -0.345411017492525 |
89 | 5 | 5.52126206198988 | -0.52126206198988 |
90 | 6 | 5.04369600588826 | 0.95630399411174 |
91 | 5 | 5.31312150762613 | -0.31312150762613 |
92 | 6 | 5.04621065503123 | 0.953789344968775 |
93 | 6 | 4.74488535503481 | 1.25511464496519 |
94 | 6 | 5.19561598045795 | 0.80438401954205 |
95 | 5 | 5.13978511227174 | -0.139785112271741 |
96 | 3 | 4.80032651161317 | -1.80032651161317 |
97 | 4 | 5.62280524756127 | -1.62280524756127 |
98 | 7 | 5.41215004405456 | 1.58784995594544 |
99 | 6 | 5.43898547473304 | 0.561014525266958 |
100 | 6 | 5.53255993197356 | 0.467440068026442 |
101 | 5 | 5.4070856764745 | -0.407085676474499 |
102 | 4 | 5.04660036663908 | -1.04660036663908 |
103 | 6 | 5.5321702203657 | 0.467829779634294 |
104 | 6 | 4.80032651161317 | 1.19967348838683 |
105 | 6 | 5.62613438921407 | 0.373865610785925 |
106 | 5 | 4.73904156423905 | 0.260958435760954 |
107 | 6 | 5.80782922450719 | 0.192170775492806 |
108 | 6 | 5.83972902276574 | 0.160270977234263 |
109 | 2 | 4.42776390857836 | -2.42776390857836 |
110 | 6 | 5.98952405980031 | 0.0104759401996865 |
111 | 5 | 5.55861593943634 | -0.558615939436336 |
112 | 5 | 5.52710585278564 | -0.527105852785645 |
113 | 3 | 5.62068031002616 | -2.62068031002616 |
114 | 4 | 5.83176029443486 | -1.83176029443486 |
115 | 6 | 4.73904156423905 | 1.26095843576095 |
116 | 5 | 5.5967492400985 | -0.596749240098497 |
117 | 6 | 5.5833264325797 | 0.416673567420295 |
118 | 4 | 5.47339992213455 | -1.47339992213455 |
119 | 6 | 5.16038704054661 | 0.839612959453394 |
120 | 4 | 5.32147994756486 | -1.32147994756486 |
121 | 3 | 5.14601861467536 | -2.14601861467536 |
122 | 6 | 5.34541101749253 | 0.654588982507475 |
123 | 5 | 5.25144684864416 | -0.251446848644157 |
124 | 7 | 5.25729063943992 | 1.74270936056008 |
125 | 6 | 5.71425476726668 | 0.285745232733322 |
126 | 6 | 5.95723454993392 | 0.0427654500660817 |
127 | 5 | 5.00846706597692 | -0.00846706597691644 |
128 | 5 | 5.65509475742767 | -0.65509475742767 |
129 | 2 | 4.95012154864774 | -2.95012154864774 |
130 | 5 | 4.92073639953217 | 0.0792636004678346 |
131 | 3 | 4.86996989892602 | -1.86996989892602 |
132 | 6 | 5.01431085677268 | 0.985689143227318 |
133 | 5 | 5.21954705038561 | -0.219547050385614 |
134 | 5 | 4.98202134690629 | 0.0179786530937135 |
135 | 5 | 4.9874754260942 | 0.0125245739058002 |
136 | 2 | 5.07053143656674 | -3.07053143656674 |
137 | 5 | 5.16038704054661 | -0.160387040546606 |
138 | 5 | 5.19561598045795 | -0.195615980457949 |
139 | 6 | 5.65045517074959 | 0.349544829250409 |
140 | 6 | 5.55861593943634 | 0.441384060563664 |
141 | 5 | 4.71433107109568 | 0.285668928904323 |
142 | 5 | 5.34541101749253 | -0.345411017492525 |
143 | 5 | 5.22206169952858 | -0.222061699528579 |
144 | 6 | 5.62613438921407 | 0.373865610785925 |
145 | 6 | 5.59423459095553 | 0.405765409044469 |
146 | 6 | 5.50278507125013 | 0.497214928749872 |
147 | 6 | 5.07014172495889 | 0.92985827504111 |
148 | 6 | 5.61522623083825 | 0.384773769161752 |
149 | 7 | 5.65219039667685 | 1.34780960332315 |
150 | 6 | 5.44150012387601 | 0.558499876123993 |
151 | 6 | 5.0755958041468 | 0.924404195853197 |
152 | 6 | 5.01470056838053 | 0.985299431619466 |
153 | 7 | 5.80782922450719 | 1.19217077549281 |
154 | 1 | 4.64256274624771 | -3.64256274624771 |
155 | 6 | 5.68447990654325 | 0.315520093456752 |
156 | 5 | 5.29503422849423 | -0.295034228494231 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
8 | 0.841734456544736 | 0.316531086910527 | 0.158265543455264 |
9 | 0.748982780632802 | 0.502034438734396 | 0.251017219367198 |
10 | 0.625943147895837 | 0.748113704208327 | 0.374056852104163 |
11 | 0.510961779971296 | 0.978076440057408 | 0.489038220028704 |
12 | 0.56583920110263 | 0.86832159779474 | 0.43416079889737 |
13 | 0.466458016112008 | 0.932916032224015 | 0.533541983887992 |
14 | 0.378936449050603 | 0.757872898101205 | 0.621063550949397 |
15 | 0.298664746569703 | 0.597329493139407 | 0.701335253430297 |
16 | 0.223837816905661 | 0.447675633811322 | 0.776162183094339 |
17 | 0.170135689133455 | 0.34027137826691 | 0.829864310866545 |
18 | 0.193561216110984 | 0.387122432221969 | 0.806438783889016 |
19 | 0.170503899038528 | 0.341007798077056 | 0.829496100961472 |
20 | 0.142169073840270 | 0.284338147680541 | 0.85783092615973 |
21 | 0.105599833864011 | 0.211199667728021 | 0.89440016613599 |
22 | 0.0736835947310574 | 0.147367189462115 | 0.926316405268943 |
23 | 0.0498326565850808 | 0.0996653131701617 | 0.95016734341492 |
24 | 0.123607329422616 | 0.247214658845233 | 0.876392670577384 |
25 | 0.105979246162304 | 0.211958492324607 | 0.894020753837697 |
26 | 0.0907147449362214 | 0.181429489872443 | 0.909285255063779 |
27 | 0.0725040436792848 | 0.145008087358570 | 0.927495956320715 |
28 | 0.053397457860212 | 0.106794915720424 | 0.946602542139788 |
29 | 0.0928632731975344 | 0.185726546395069 | 0.907136726802466 |
30 | 0.0697011085869588 | 0.139402217173918 | 0.930298891413041 |
31 | 0.0528814696556269 | 0.105762939311254 | 0.947118530344373 |
32 | 0.135216719183497 | 0.270433438366995 | 0.864783280816503 |
33 | 0.106477874488640 | 0.212955748977281 | 0.89352212551136 |
34 | 0.0817699722199387 | 0.163539944439877 | 0.918230027780061 |
35 | 0.0611168854502775 | 0.122233770900555 | 0.938883114549723 |
36 | 0.100832656030060 | 0.201665312060121 | 0.89916734396994 |
37 | 0.131923406360629 | 0.263846812721257 | 0.868076593639372 |
38 | 0.128620031103084 | 0.257240062206167 | 0.871379968896916 |
39 | 0.161692202045171 | 0.323384404090342 | 0.838307797954829 |
40 | 0.188567328137965 | 0.377134656275930 | 0.811432671862035 |
41 | 0.154199188313867 | 0.308398376627735 | 0.845800811686133 |
42 | 0.144296657550888 | 0.288593315101775 | 0.855703342449112 |
43 | 0.165099257081045 | 0.33019851416209 | 0.834900742918955 |
44 | 0.135804206770044 | 0.271608413540088 | 0.864195793229956 |
45 | 0.114042365870033 | 0.228084731740067 | 0.885957634129967 |
46 | 0.106258075710221 | 0.212516151420441 | 0.89374192428978 |
47 | 0.106773412424534 | 0.213546824849068 | 0.893226587575466 |
48 | 0.0875739163470957 | 0.175147832694191 | 0.912426083652904 |
49 | 0.0705999145317673 | 0.141199829063535 | 0.929400085468233 |
50 | 0.0554569578849365 | 0.110913915769873 | 0.944543042115064 |
51 | 0.0434470297205382 | 0.0868940594410764 | 0.956552970279462 |
52 | 0.0384754929361465 | 0.0769509858722931 | 0.961524507063853 |
53 | 0.0289992365260993 | 0.0579984730521985 | 0.9710007634739 |
54 | 0.0248069413108635 | 0.0496138826217269 | 0.975193058689137 |
55 | 0.0189050516680608 | 0.0378101033361217 | 0.98109494833194 |
56 | 0.0209282323502195 | 0.041856464700439 | 0.97907176764978 |
57 | 0.0175114670692392 | 0.0350229341384785 | 0.98248853293076 |
58 | 0.0129326144751332 | 0.0258652289502665 | 0.987067385524867 |
59 | 0.0126186403455572 | 0.0252372806911143 | 0.987381359654443 |
60 | 0.0093022622386835 | 0.018604524477367 | 0.990697737761316 |
61 | 0.00687301330087511 | 0.0137460266017502 | 0.993126986699125 |
62 | 0.00532265927159053 | 0.0106453185431811 | 0.99467734072841 |
63 | 0.00374747232977235 | 0.00749494465954469 | 0.996252527670228 |
64 | 0.00273102599315486 | 0.00546205198630972 | 0.997268974006845 |
65 | 0.017120891969731 | 0.034241783939462 | 0.982879108030269 |
66 | 0.0128926446487052 | 0.0257852892974104 | 0.987107355351295 |
67 | 0.00958164128426924 | 0.0191632825685385 | 0.99041835871573 |
68 | 0.00910377437566213 | 0.0182075487513243 | 0.990896225624338 |
69 | 0.00690680685822775 | 0.0138136137164555 | 0.993093193141772 |
70 | 0.00554542441542013 | 0.0110908488308403 | 0.99445457558458 |
71 | 0.006916421187771 | 0.013832842375542 | 0.993083578812229 |
72 | 0.00579299184813674 | 0.0115859836962735 | 0.994207008151863 |
73 | 0.00433163863364988 | 0.00866327726729975 | 0.99566836136635 |
74 | 0.0291221732460852 | 0.0582443464921705 | 0.970877826753915 |
75 | 0.0228413749253349 | 0.0456827498506698 | 0.977158625074665 |
76 | 0.0196351472537021 | 0.0392702945074042 | 0.980364852746298 |
77 | 0.0148574171417200 | 0.0297148342834401 | 0.98514258285828 |
78 | 0.0138964428667979 | 0.0277928857335957 | 0.986103557133202 |
79 | 0.0104167999198890 | 0.0208335998397779 | 0.98958320008011 |
80 | 0.00766361229722304 | 0.0153272245944461 | 0.992336387702777 |
81 | 0.00771509501475797 | 0.0154301900295159 | 0.992284904985242 |
82 | 0.00568549520969398 | 0.0113709904193880 | 0.994314504790306 |
83 | 0.00417010454730063 | 0.00834020909460127 | 0.9958298954527 |
84 | 0.00499443707080507 | 0.00998887414161014 | 0.995005562929195 |
85 | 0.0134670349959174 | 0.0269340699918347 | 0.986532965004083 |
86 | 0.0106605568649373 | 0.0213211137298746 | 0.989339443135063 |
87 | 0.0469587801140001 | 0.0939175602280002 | 0.953041219886 |
88 | 0.0373899633726611 | 0.0747799267453222 | 0.962610036627339 |
89 | 0.0303730160332106 | 0.0607460320664212 | 0.96962698396679 |
90 | 0.0294134242645954 | 0.0588268485291907 | 0.970586575735405 |
91 | 0.0228316832465068 | 0.0456633664930135 | 0.977168316753493 |
92 | 0.0224152213349654 | 0.0448304426699308 | 0.977584778665035 |
93 | 0.0283429658496187 | 0.0566859316992374 | 0.971657034150381 |
94 | 0.0260294209388381 | 0.0520588418776762 | 0.973970579061162 |
95 | 0.0198765129094179 | 0.0397530258188358 | 0.980123487090582 |
96 | 0.0310154772808331 | 0.0620309545616661 | 0.968984522719167 |
97 | 0.0438912663101988 | 0.0877825326203977 | 0.95610873368980 |
98 | 0.057970392557093 | 0.115940785114186 | 0.942029607442907 |
99 | 0.0492172249071394 | 0.0984344498142787 | 0.95078277509286 |
100 | 0.040217131301102 | 0.080434262602204 | 0.959782868698898 |
101 | 0.0316188373451935 | 0.063237674690387 | 0.968381162654806 |
102 | 0.0290616396475359 | 0.0581232792950719 | 0.970938360352464 |
103 | 0.0229178694198285 | 0.045835738839657 | 0.977082130580172 |
104 | 0.0295808940015578 | 0.0591617880031155 | 0.970419105998442 |
105 | 0.0230944470552769 | 0.0461888941105538 | 0.976905552944723 |
106 | 0.0199095338313878 | 0.0398190676627756 | 0.980090466168612 |
107 | 0.0147688505446988 | 0.0295377010893976 | 0.985231149455301 |
108 | 0.0107914643804130 | 0.0215829287608259 | 0.989208535619587 |
109 | 0.0294748696381991 | 0.0589497392763982 | 0.970525130361801 |
110 | 0.0219472219438964 | 0.0438944438877927 | 0.978052778056104 |
111 | 0.0183082890725141 | 0.0366165781450281 | 0.981691710927486 |
112 | 0.0141267356898461 | 0.0282534713796922 | 0.985873264310154 |
113 | 0.0551720695504918 | 0.110344139100984 | 0.944827930449508 |
114 | 0.100288256004930 | 0.200576512009860 | 0.89971174399507 |
115 | 0.159651366601288 | 0.319302733202577 | 0.840348633398712 |
116 | 0.141121698218969 | 0.282243396437938 | 0.858878301781031 |
117 | 0.115776495106327 | 0.231552990212653 | 0.884223504893673 |
118 | 0.164153526776662 | 0.328307053553325 | 0.835846473223337 |
119 | 0.148113617446217 | 0.296227234892434 | 0.851886382553783 |
120 | 0.163901747936584 | 0.327803495873168 | 0.836098252063416 |
121 | 0.257608881713367 | 0.515217763426734 | 0.742391118286633 |
122 | 0.233587711102778 | 0.467175422205555 | 0.766412288897222 |
123 | 0.192252039523463 | 0.384504079046925 | 0.807747960476538 |
124 | 0.289384301620902 | 0.578768603241804 | 0.710615698379098 |
125 | 0.242765696230259 | 0.485531392460518 | 0.757234303769741 |
126 | 0.214636747231099 | 0.429273494462197 | 0.785363252768901 |
127 | 0.184436387029927 | 0.368872774059855 | 0.815563612970073 |
128 | 0.277444116309323 | 0.554888232618646 | 0.722555883690677 |
129 | 0.469359766177593 | 0.938719532355186 | 0.530640233822407 |
130 | 0.426626532741909 | 0.853253065483817 | 0.573373467258091 |
131 | 0.58517063929563 | 0.82965872140874 | 0.41482936070437 |
132 | 0.613155750979514 | 0.773688498040972 | 0.386844249020486 |
133 | 0.569223235772971 | 0.861553528454059 | 0.430776764227029 |
134 | 0.53208832565611 | 0.935823348687779 | 0.467911674343889 |
135 | 0.466471992204508 | 0.932943984409015 | 0.533528007795492 |
136 | 0.85022004108229 | 0.299559917835419 | 0.149779958917709 |
137 | 0.803394250804885 | 0.39321149839023 | 0.196605749195115 |
138 | 0.740929314467937 | 0.518141371064127 | 0.259070685532063 |
139 | 0.669696672921884 | 0.660606654156232 | 0.330303327078116 |
140 | 0.588312474776394 | 0.823375050447211 | 0.411687525223606 |
141 | 0.558721143988303 | 0.882557712023395 | 0.441278856011697 |
142 | 0.477541302100029 | 0.955082604200058 | 0.522458697899971 |
143 | 0.386868889429102 | 0.773737778858203 | 0.613131110570898 |
144 | 0.293640760323686 | 0.587281520647372 | 0.706359239676314 |
145 | 0.205659330866445 | 0.411318661732891 | 0.794340669133555 |
146 | 0.132688510577856 | 0.265377021155711 | 0.867311489422144 |
147 | 0.178170586389522 | 0.356341172779045 | 0.821829413610478 |
148 | 0.102617441251603 | 0.205234882503205 | 0.897382558748397 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 5 | 0.0354609929078014 | NOK |
5% type I error level | 43 | 0.304964539007092 | NOK |
10% type I error level | 62 | 0.439716312056738 | NOK |