Multiple Linear Regression - Estimated Regression Equation |
LNDEFQPILS[t] = -4.91994815032968 + 0.178002134897566LNDEFPBEPIL[t] + 0.223446414184666LNDEFPBELUX[t] + 0.277900233886634LNDEFPBEABD[t] + 0.43352652473908LNDEFPBEWIT[t] -0.395586304850592LNDEFPBEZWB[t] -0.489088590001187LNDEFPBEREG[t] -0.116343477361705LNDEFPBETAF[t] -0.42192305910742LNDEFPSOORA[t] + 1.23160559784662LNDEFPSOLEM[t] + 0.501220960643375LNDEFPICET[t] -0.0132509861088801LNDEFPSPORT[t] + 1.08061028065186LNDEFBUDBEER[t] -0.172720011662728`LNDEFBUDSISSS `[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) | -4.91994815032968 | 1.401569 | -3.5103 | 0.000638 | 0.000319 |
LNDEFPBEPIL | 0.178002134897566 | 0.121028 | 1.4708 | 0.144065 | 0.072033 |
LNDEFPBELUX | 0.223446414184666 | 0.076675 | 2.9142 | 0.00428 | 0.00214 |
LNDEFPBEABD | 0.277900233886634 | 0.047252 | 5.8813 | 0 | 0 |
LNDEFPBEWIT | 0.43352652473908 | 0.076338 | 5.679 | 0 | 0 |
LNDEFPBEZWB | -0.395586304850592 | 0.126108 | -3.1369 | 0.002164 | 0.001082 |
LNDEFPBEREG | -0.489088590001187 | 0.098559 | -4.9624 | 2e-06 | 1e-06 |
LNDEFPBETAF | -0.116343477361705 | 0.127161 | -0.9149 | 0.362127 | 0.181063 |
LNDEFPSOORA | -0.42192305910742 | 0.145445 | -2.9009 | 0.004453 | 0.002226 |
LNDEFPSOLEM | 1.23160559784662 | 0.125274 | 9.8313 | 0 | 0 |
LNDEFPICET | 0.501220960643375 | 0.08636 | 5.8038 | 0 | 0 |
LNDEFPSPORT | -0.0132509861088801 | 0.06816 | -0.1944 | 0.846194 | 0.423097 |
LNDEFBUDBEER | 1.08061028065186 | 0.038231 | 28.2654 | 0 | 0 |
`LNDEFBUDSISSS ` | -0.172720011662728 | 0.034468 | -5.011 | 2e-06 | 1e-06 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.98598255112275 |
R-squared | 0.972161591118526 |
Adjusted R-squared | 0.969041769433533 |
F-TEST (value) | 311.608062664256 |
F-TEST (DF numerator) | 13 |
F-TEST (DF denominator) | 116 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.0187328523825387 |
Sum Squared Residuals | 0.0407066919727743 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 19.72 | 19.7065957665665 | 0.0134042334335293 |
2 | 19.65 | 19.6391132475581 | 0.0108867524419381 |
3 | 19.59 | 19.5765018157145 | 0.013498184285492 |
4 | 19.59 | 19.5972011381473 | -0.00720113814728906 |
5 | 19.55 | 19.5357427453901 | 0.0142572546098533 |
6 | 19.61 | 19.5907557029553 | 0.01924429704471 |
7 | 19.57 | 19.5734518956449 | -0.00345189564493437 |
8 | 19.55 | 19.5549452688176 | -0.0049452688175801 |
9 | 19.57 | 19.5379618205532 | 0.0320381794468341 |
10 | 19.51 | 19.4974009979702 | 0.0125990020298304 |
11 | 19.48 | 19.474088667616 | 0.00591133238399862 |
12 | 19.49 | 19.4703339586769 | 0.0196660413231116 |
13 | 19.58 | 19.5895455309531 | -0.00954553095305885 |
14 | 19.48 | 19.5125383011466 | -0.0325383011465818 |
15 | 19.46 | 19.4571576047474 | 0.00284239525263243 |
16 | 19.48 | 19.4928807452359 | -0.0128807452359101 |
17 | 19.49 | 19.4622382379272 | 0.0277617620728468 |
18 | 19.44 | 19.4332326669065 | 0.00676733309347315 |
19 | 19.57 | 19.5773243806911 | -0.00732438069106853 |
20 | 19.5 | 19.5106755525547 | -0.0106755525546637 |
21 | 19.34 | 19.3307455728973 | 0.00925442710265383 |
22 | 19.4 | 19.4172682707923 | -0.0172682707923337 |
23 | 19.4 | 19.4051444617693 | -0.00514446176933068 |
24 | 19.43 | 19.4139993020629 | 0.0160006979371281 |
25 | 19.44 | 19.406291430717 | 0.033708569283005 |
26 | 19.49 | 19.4603123472194 | 0.029687652780563 |
27 | 19.48 | 19.474598599533 | 0.00540140046699587 |
28 | 19.48 | 19.4940535378798 | -0.0140535378797789 |
29 | 19.45 | 19.4328826473138 | 0.0171173526861571 |
30 | 19.48 | 19.498362038776 | -0.0183620387759996 |
31 | 19.44 | 19.4424067390487 | -0.00240673904871145 |
32 | 19.51 | 19.485693538489 | 0.0243064615109711 |
33 | 19.49 | 19.4858855402744 | 0.00411445972562681 |
34 | 19.56 | 19.5629556979045 | -0.00295569790447757 |
35 | 19.57 | 19.5714713866466 | -0.00147138664662472 |
36 | 19.49 | 19.502613286756 | -0.0126132867559977 |
37 | 19.54 | 19.5183734584509 | 0.0216265415490627 |
38 | 19.62 | 19.5951921589131 | 0.0248078410869093 |
39 | 19.56 | 19.5627310151578 | -0.0027310151577964 |
40 | 19.64 | 19.6345258627651 | 0.00547413723488013 |
41 | 19.59 | 19.6251325067271 | -0.0351325067270646 |
42 | 19.6 | 19.6473548418216 | -0.0473548418216207 |
43 | 19.63 | 19.6433036101451 | -0.0133036101451011 |
44 | 19.67 | 19.6814710058607 | -0.0114710058606815 |
45 | 19.61 | 19.5949029146329 | 0.0150970853671472 |
46 | 19.62 | 19.594797186678 | 0.0252028133220504 |
47 | 19.67 | 19.6745570185463 | -0.00455701854630984 |
48 | 19.63 | 19.6221163989408 | 0.00788360105917136 |
49 | 19.62 | 19.6177188125015 | 0.00228118749848887 |
50 | 19.7 | 19.7199728775156 | -0.0199728775155605 |
51 | 19.83 | 19.8099360604853 | 0.0200639395147155 |
52 | 19.85 | 19.8437950405566 | 0.00620495944335334 |
53 | 19.73 | 19.7498932772385 | -0.0198932772385377 |
54 | 19.61 | 19.6410709868701 | -0.0310709868701315 |
55 | 19.63 | 19.6421308686305 | -0.0121308686304605 |
56 | 19.68 | 19.6742832737209 | 0.00571672627907384 |
57 | 19.66 | 19.6395236216113 | 0.0204763783887497 |
58 | 19.56 | 19.5436181778818 | 0.016381822118158 |
59 | 19.5 | 19.4958557532164 | 0.00414424678364119 |
60 | 19.55 | 19.5416084632149 | 0.00839153678508849 |
61 | 19.53 | 19.5381181147865 | -0.00811811478645969 |
62 | 19.49 | 19.4860372027365 | 0.00396279726352277 |
63 | 19.47 | 19.4764525626675 | -0.00645256266752785 |
64 | 19.57 | 19.566119959762 | 0.00388004023803424 |
65 | 19.53 | 19.5107466565033 | 0.0192533434966928 |
66 | 19.43 | 19.4546978499469 | -0.0246978499468706 |
67 | 19.43 | 19.4400731003787 | -0.0100731003787152 |
68 | 19.43 | 19.4389993290541 | -0.00899932905413983 |
69 | 19.45 | 19.4729865266047 | -0.0229865266047493 |
70 | 19.41 | 19.4282009208988 | -0.0182009208988469 |
71 | 19.48 | 19.5016234245409 | -0.0216234245408573 |
72 | 19.48 | 19.4893314079024 | -0.00933140790236955 |
73 | 19.48 | 19.4881391707634 | -0.00813917076344308 |
74 | 19.37 | 19.3798713784271 | -0.00987137842709404 |
75 | 19.35 | 19.384367357278 | -0.0343673572780176 |
76 | 19.38 | 19.405783362111 | -0.0257833621109792 |
77 | 19.41 | 19.3959202412371 | 0.0140797587628862 |
78 | 19.48 | 19.4643131855644 | 0.0156868144356361 |
79 | 19.44 | 19.4299603161838 | 0.0100396838162259 |
80 | 19.41 | 19.408282135046 | 0.00171786495398865 |
81 | 19.42 | 19.4305927404215 | -0.0105927404214851 |
82 | 19.42 | 19.432168859961 | -0.0121688599609848 |
83 | 19.42 | 19.4461870460554 | -0.0261870460554481 |
84 | 19.48 | 19.4778552686613 | 0.00214473133869359 |
85 | 19.53 | 19.5197042967588 | 0.0102957032411525 |
86 | 19.56 | 19.5104791234557 | 0.0495208765442652 |
87 | 19.53 | 19.5199454643343 | 0.0100545356657092 |
88 | 19.52 | 19.5265361225718 | -0.006536122571843 |
89 | 19.52 | 19.5270581497285 | -0.00705814972847433 |
90 | 19.63 | 19.6041473844826 | 0.0258526155174415 |
91 | 19.63 | 19.6288895257708 | 0.00111047422916233 |
92 | 19.57 | 19.5928119925854 | -0.0228119925853963 |
93 | 19.6 | 19.5889868858999 | 0.011013114100142 |
94 | 19.74 | 19.7412550412131 | -0.00125504121308813 |
95 | 19.63 | 19.6390847800574 | -0.00908478005738216 |
96 | 19.59 | 19.6067473052283 | -0.0167473052282672 |
97 | 19.7 | 19.6912915685842 | 0.00870843141579338 |
98 | 19.88 | 19.8537193722333 | 0.0262806277666678 |
99 | 19.72 | 19.7207876288791 | -0.000787628879076384 |
100 | 19.62 | 19.6403267489784 | -0.0203267489783727 |
101 | 19.78 | 19.7881580020368 | -0.00815800203682914 |
102 | 19.61 | 19.6331379806617 | -0.0231379806616738 |
103 | 19.7 | 19.707373239214 | -0.00737323921401315 |
104 | 19.65 | 19.6566210575479 | -0.00662105754794452 |
105 | 19.61 | 19.6069166733005 | 0.00308332669945932 |
106 | 19.62 | 19.5885540942705 | 0.0314459057295456 |
107 | 19.58 | 19.5844791020505 | -0.00447910205049416 |
108 | 19.69 | 19.6841021987005 | 0.00589780129951973 |
109 | 19.63 | 19.6073779740121 | 0.0226220259879248 |
110 | 19.54 | 19.5112582151057 | 0.0287417848942532 |
111 | 19.56 | 19.5202182731518 | 0.0397817268482197 |
112 | 19.55 | 19.5375220222161 | 0.0124779777838633 |
113 | 19.49 | 19.4819931950135 | 0.00800680498646357 |
114 | 19.53 | 19.5559542455901 | -0.025954245590105 |
115 | 19.48 | 19.4889020128411 | -0.00890201284111112 |
116 | 19.58 | 19.5600891797511 | 0.0199108202489435 |
117 | 19.48 | 19.5009162584692 | -0.0209162584691928 |
118 | 19.46 | 19.484878968461 | -0.0248789684609617 |
119 | 19.45 | 19.4563066470128 | -0.00630664701282448 |
120 | 19.39 | 19.3873809972008 | 0.00261900279922772 |
121 | 19.46 | 19.447619661731 | 0.0123803382690245 |
122 | 19.41 | 19.4213085992729 | -0.0113085992729353 |
123 | 19.45 | 19.4653260797973 | -0.0153260797972649 |
124 | 19.52 | 19.5514846025271 | -0.0314846025271332 |
125 | 19.47 | 19.5032251220924 | -0.0332251220923694 |
126 | 19.37 | 19.3503902013831 | 0.019609798616916 |
127 | 19.37 | 19.3721652905331 | -0.00216529053305454 |
128 | 19.4 | 19.395399449399 | 0.00460055060095283 |
129 | 19.42 | 19.4049107343245 | 0.0150892656754626 |
130 | 19.45 | 19.4591947781422 | -0.00919477814223051 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
17 | 0.254293158552024 | 0.508586317104048 | 0.745706841447976 |
18 | 0.425736247053807 | 0.851472494107614 | 0.574263752946193 |
19 | 0.589314894802262 | 0.821370210395476 | 0.410685105197738 |
20 | 0.674458387918835 | 0.65108322416233 | 0.325541612081165 |
21 | 0.575413848070156 | 0.849172303859689 | 0.424586151929844 |
22 | 0.590330941104984 | 0.819338117790032 | 0.409669058895016 |
23 | 0.486347496494325 | 0.97269499298865 | 0.513652503505675 |
24 | 0.503082073575625 | 0.99383585284875 | 0.496917926424375 |
25 | 0.601271471604629 | 0.797457056790743 | 0.398728528395371 |
26 | 0.555393731039002 | 0.889212537921996 | 0.444606268960998 |
27 | 0.493867094708413 | 0.987734189416826 | 0.506132905291587 |
28 | 0.491689029371156 | 0.983378058742312 | 0.508310970628844 |
29 | 0.445864895334479 | 0.891729790668959 | 0.554135104665521 |
30 | 0.459934935404419 | 0.919869870808837 | 0.540065064595581 |
31 | 0.427860109545524 | 0.855720219091048 | 0.572139890454476 |
32 | 0.426116644526204 | 0.852233289052408 | 0.573883355473796 |
33 | 0.398470689517852 | 0.796941379035703 | 0.601529310482148 |
34 | 0.461585246990828 | 0.923170493981656 | 0.538414753009172 |
35 | 0.421304609972191 | 0.842609219944382 | 0.578695390027809 |
36 | 0.383494730263658 | 0.766989460527316 | 0.616505269736342 |
37 | 0.456673460321569 | 0.913346920643137 | 0.543326539678431 |
38 | 0.489530476941699 | 0.979060953883398 | 0.510469523058301 |
39 | 0.491229673008167 | 0.982459346016333 | 0.508770326991833 |
40 | 0.442056075853237 | 0.884112151706475 | 0.557943924146763 |
41 | 0.527738189961518 | 0.944523620076963 | 0.472261810038482 |
42 | 0.670930949986782 | 0.658138100026436 | 0.329069050013218 |
43 | 0.648899350733909 | 0.702201298532181 | 0.351100649266091 |
44 | 0.601139203915427 | 0.797721592169147 | 0.398860796084573 |
45 | 0.590720171538846 | 0.818559656922308 | 0.409279828461154 |
46 | 0.671079804042844 | 0.657840391914312 | 0.328920195957156 |
47 | 0.619976339629282 | 0.760047320741435 | 0.380023660370718 |
48 | 0.581625836165341 | 0.836748327669318 | 0.418374163834659 |
49 | 0.525497616875084 | 0.949004766249832 | 0.474502383124916 |
50 | 0.489453416762792 | 0.978906833525585 | 0.510546583237208 |
51 | 0.614440157412288 | 0.771119685175424 | 0.385559842587712 |
52 | 0.616502443835546 | 0.766995112328907 | 0.383497556164454 |
53 | 0.572363246222345 | 0.85527350755531 | 0.427636753777655 |
54 | 0.62908342250839 | 0.741833154983221 | 0.37091657749161 |
55 | 0.579680095741604 | 0.840639808516793 | 0.420319904258396 |
56 | 0.562732652330521 | 0.874534695338959 | 0.437267347669479 |
57 | 0.568642047696694 | 0.862715904606612 | 0.431357952303306 |
58 | 0.516441697222478 | 0.967116605555045 | 0.483558302777522 |
59 | 0.466361859120417 | 0.932723718240834 | 0.533638140879583 |
60 | 0.420132695186358 | 0.840265390372715 | 0.579867304813642 |
61 | 0.374008921568992 | 0.748017843137984 | 0.625991078431008 |
62 | 0.334595587182837 | 0.669191174365675 | 0.665404412817163 |
63 | 0.304341852557771 | 0.608683705115542 | 0.695658147442229 |
64 | 0.267052611767291 | 0.534105223534583 | 0.732947388232709 |
65 | 0.265538616486953 | 0.531077232973907 | 0.734461383513047 |
66 | 0.363103064172053 | 0.726206128344106 | 0.636896935827947 |
67 | 0.35685769868324 | 0.713715397366481 | 0.64314230131676 |
68 | 0.364322556316227 | 0.728645112632453 | 0.635677443683773 |
69 | 0.402205120485427 | 0.804410240970854 | 0.597794879514573 |
70 | 0.40688272694827 | 0.81376545389654 | 0.59311727305173 |
71 | 0.416370282320709 | 0.832740564641418 | 0.583629717679291 |
72 | 0.381833381481677 | 0.763666762963355 | 0.618166618518323 |
73 | 0.333978526625659 | 0.667957053251318 | 0.666021473374341 |
74 | 0.285044472140626 | 0.570088944281253 | 0.714955527859374 |
75 | 0.339805941448252 | 0.679611882896504 | 0.660194058551748 |
76 | 0.366584794766488 | 0.733169589532976 | 0.633415205233512 |
77 | 0.353688602066373 | 0.707377204132745 | 0.646311397933627 |
78 | 0.34136071737448 | 0.682721434748961 | 0.65863928262552 |
79 | 0.304904831093523 | 0.609809662187046 | 0.695095168906477 |
80 | 0.262892574007868 | 0.525785148015736 | 0.737107425992132 |
81 | 0.235798049885636 | 0.471596099771272 | 0.764201950114364 |
82 | 0.207395128928885 | 0.41479025785777 | 0.792604871071115 |
83 | 0.216980724816139 | 0.433961449632277 | 0.783019275183861 |
84 | 0.175917870082749 | 0.351835740165499 | 0.824082129917251 |
85 | 0.144277946358051 | 0.288555892716102 | 0.855722053641949 |
86 | 0.390376009959128 | 0.780752019918256 | 0.609623990040872 |
87 | 0.364746114112376 | 0.729492228224752 | 0.635253885887624 |
88 | 0.329272430052365 | 0.65854486010473 | 0.670727569947635 |
89 | 0.276982779863355 | 0.55396555972671 | 0.723017220136645 |
90 | 0.472012543466295 | 0.94402508693259 | 0.527987456533705 |
91 | 0.482383138978233 | 0.964766277956466 | 0.517616861021767 |
92 | 0.591222892901685 | 0.817554214196631 | 0.408777107098315 |
93 | 0.611565631256919 | 0.776868737486163 | 0.388434368743081 |
94 | 0.641418441857605 | 0.717163116284789 | 0.358581558142395 |
95 | 0.730629914100687 | 0.538740171798626 | 0.269370085899313 |
96 | 0.668082797238348 | 0.663834405523303 | 0.331917202761652 |
97 | 0.666443903355741 | 0.667112193288518 | 0.333556096644259 |
98 | 0.860626035716783 | 0.278747928566434 | 0.139373964283217 |
99 | 0.95000651646395 | 0.0999869670720994 | 0.0499934835360497 |
100 | 0.926351906829362 | 0.147296186341275 | 0.0736480931706376 |
101 | 0.9532743822688 | 0.0934512354623993 | 0.0467256177311996 |
102 | 0.950148928484341 | 0.0997021430313181 | 0.0498510715156591 |
103 | 0.939895984514296 | 0.120208030971409 | 0.0601040154857045 |
104 | 0.908459885795193 | 0.183080228409614 | 0.0915401142048071 |
105 | 0.914181104735656 | 0.171637790528688 | 0.0858188952643441 |
106 | 0.895079197394374 | 0.209841605211252 | 0.104920802605626 |
107 | 0.837454249137015 | 0.32509150172597 | 0.162545750862985 |
108 | 0.765162840639712 | 0.469674318720577 | 0.234837159360288 |
109 | 0.994362753389074 | 0.0112744932218517 | 0.00563724661092583 |
110 | 0.997903056440228 | 0.00419388711954489 | 0.00209694355977245 |
111 | 0.996191215685608 | 0.0076175686287848 | 0.0038087843143924 |
112 | 0.986388212120826 | 0.0272235757583471 | 0.0136117878791736 |
113 | 0.959740537903688 | 0.0805189241926247 | 0.0402594620963123 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 2 | 0.0206185567010309 | NOK |
5% type I error level | 4 | 0.0412371134020619 | OK |
10% type I error level | 8 | 0.0824742268041237 | OK |