Multiple Linear Regression - Estimated Regression Equation |
intermediair-goederen[t] = + 40.2461048789932 + 0.241619248015509`totale-consumptie`[t] + 0.181476139543005`Duurzame-consumptiegoederen`[t] + 0.17331501498115`Niet-duurzame-consumptiegoederen`[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) | 40.2461048789932 | 7.911237 | 5.0872 | 3e-06 | 1e-06 |
`totale-consumptie` | 0.241619248015509 | 0.792198 | 0.305 | 0.761201 | 0.3806 |
`Duurzame-consumptiegoederen` | 0.181476139543005 | 0.103482 | 1.7537 | 0.083513 | 0.041756 |
`Niet-duurzame-consumptiegoederen` | 0.17331501498115 | 0.678748 | 0.2553 | 0.799146 | 0.399573 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.679250303354806 |
R-squared | 0.461380974607596 |
Adjusted R-squared | 0.440119697289475 |
F-TEST (value) | 21.7005294509919 |
F-TEST (DF numerator) | 3 |
F-TEST (DF denominator) | 76 |
p-value | 2.97640134760968e-10 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 5.63774009051499 |
Sum Squared Residuals | 2415.59261294320 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 103.1 | 98.9614324996327 | 4.1385675003673 |
2 | 100.6 | 99.2569003604635 | 1.34309963953647 |
3 | 103.1 | 104.723083270264 | -1.62308327026415 |
4 | 95.5 | 97.2778100053309 | -1.77781000533088 |
5 | 90.5 | 99.9459700607573 | -9.4459700607573 |
6 | 90.9 | 104.533948074378 | -13.6339480743778 |
7 | 88.8 | 91.0751676745056 | -2.27516767450558 |
8 | 90.7 | 94.6139657305977 | -3.91396573059766 |
9 | 94.3 | 103.955777446621 | -9.65577744662134 |
10 | 104.6 | 109.415314254776 | -4.81531425477625 |
11 | 111.1 | 102.681798856096 | 8.41820114390355 |
12 | 110.8 | 97.6460526436368 | 13.1539473563632 |
13 | 107.2 | 97.3353713515317 | 9.8646286484683 |
14 | 99 | 98.220854140156 | 0.779145859843976 |
15 | 99 | 102.395634797105 | -3.39563479710481 |
16 | 91 | 99.6263402751247 | -8.62634027512474 |
17 | 96.2 | 99.5962562003048 | -3.39625620030479 |
18 | 96.9 | 101.686864898190 | -4.7868648981895 |
19 | 96.2 | 93.1708249229713 | 3.02917507702866 |
20 | 100.1 | 91.9894134693717 | 8.11058653062825 |
21 | 99 | 105.333737641489 | -6.33373764148854 |
22 | 115.4 | 107.292554308602 | 8.10744569139786 |
23 | 106.9 | 102.426921264217 | 4.47307873578262 |
24 | 107.1 | 99.7641562494234 | 7.33584375057658 |
25 | 99.3 | 102.111385375869 | -2.81138537586924 |
26 | 99.2 | 99.4725345468808 | -0.272534546880835 |
27 | 108.3 | 104.199152051903 | 4.10084794809741 |
28 | 105.6 | 101.970234129761 | 3.62976587023881 |
29 | 99.5 | 96.3582510381113 | 3.14174896188865 |
30 | 107.4 | 101.032121343521 | 6.36787865647915 |
31 | 93.1 | 96.1375263771693 | -3.03752637716928 |
32 | 88.1 | 94.0892272180404 | -5.98922721804042 |
33 | 110.7 | 110.573188984146 | 0.126811015853781 |
34 | 113.1 | 110.987307134687 | 2.1126928653133 |
35 | 99.6 | 103.328368105750 | -3.72836810575013 |
36 | 93.6 | 106.878638930660 | -13.2786389306602 |
37 | 98.6 | 95.7629170076076 | 2.83708299239244 |
38 | 99.6 | 98.2814093840522 | 1.31859061594783 |
39 | 114.3 | 107.297996543666 | 7.00200345633398 |
40 | 107.8 | 100.13466371786 | 7.66533628214 |
41 | 101.2 | 97.848946777316 | 3.35105322268402 |
42 | 112.5 | 110.198890770919 | 2.30110922908123 |
43 | 100.5 | 96.6044264011697 | 3.89557359883030 |
44 | 93.9 | 97.6536063586981 | -3.75360635869814 |
45 | 116.2 | 111.008557030072 | 5.19144296992796 |
46 | 112 | 106.910459911805 | 5.08954008819493 |
47 | 106.4 | 104.968887102104 | 1.43111289789628 |
48 | 95.7 | 109.010775728692 | -13.3107757286923 |
49 | 96 | 98.8188326904004 | -2.81883269040035 |
50 | 95.8 | 97.642752860095 | -1.84275286009493 |
51 | 103 | 105.769725772049 | -2.76972577204895 |
52 | 102.2 | 101.010379012597 | 1.18962098740272 |
53 | 98.4 | 99.8975696133628 | -1.49756961336280 |
54 | 111.4 | 106.259606667403 | 5.1403933325975 |
55 | 86.6 | 91.7175604987263 | -5.11756049872629 |
56 | 91.3 | 97.1056244871741 | -5.80562448717414 |
57 | 107.9 | 110.335174085780 | -2.43517408578029 |
58 | 101.8 | 103.907284838398 | -2.10728483839798 |
59 | 104.4 | 106.301719363917 | -1.90171936391695 |
60 | 93.4 | 103.549241754633 | -10.1492417546328 |
61 | 100.1 | 99.9711730238776 | 0.128826976122394 |
62 | 98.5 | 101.539397157711 | -3.03939715771082 |
63 | 112.9 | 111.167566887064 | 1.73243311293586 |
64 | 101.4 | 99.57124282933 | 1.82875717067008 |
65 | 107.1 | 105.062797460871 | 2.03720253912888 |
66 | 110.8 | 108.12427035269 | 2.67572964730993 |
67 | 90.3 | 93.2283376004515 | -2.92833760045154 |
68 | 95.5 | 99.5608811063955 | -4.0608811063955 |
69 | 111.4 | 109.507198044279 | 1.89280195572097 |
70 | 113 | 110.680858280706 | 2.31914171929353 |
71 | 107.5 | 107.918800387096 | -0.418800387096338 |
72 | 95.9 | 103.904899918368 | -8.00489991836769 |
73 | 106.3 | 102.206829208494 | 4.09317079150641 |
74 | 105.2 | 101.154807229114 | 4.04519277088622 |
75 | 117.2 | 109.53133122559 | 7.66866877440999 |
76 | 106.9 | 99.9448517647778 | 6.95514823522226 |
77 | 108.2 | 102.532143037829 | 5.66785696217112 |
78 | 110 | 107.703975722909 | 2.29602427709135 |
79 | 96.1 | 99.179266624553 | -3.07926662455297 |
80 | 100.6 | 100.748278127352 | -0.148278127351796 |