Multiple Linear Regression - Estimated Regression Equation |
Producten[t] = + 0.344236397106684 + 0.244312093866000Machines[t] -0.240781863201269Electronica[t] + 0.120843814609541Medisch[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) | 0.344236397106684 | 0.56443 | 0.6099 | 0.544204 | 0.272102 |
Machines | 0.244312093866000 | 0.082765 | 2.9519 | 0.004478 | 0.002239 |
Electronica | -0.240781863201269 | 0.093352 | -2.5793 | 0.012327 | 0.006164 |
Medisch | 0.120843814609541 | 0.048547 | 2.4892 | 0.015545 | 0.007773 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.60496196371144 |
R-squared | 0.365978977537602 |
Adjusted R-squared | 0.334797615777156 |
F-TEST (value) | 11.7371069406550 |
F-TEST (DF numerator) | 3 |
F-TEST (DF denominator) | 61 |
p-value | 3.60802363918999e-06 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 4.43887068411695 |
Sum Squared Residuals | 1201.91794996908 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 10.51 | 7.89927138412336 | 2.61072861587664 |
2 | -1.02 | 0.621515127489391 | -1.64151512748939 |
3 | -2.68 | 2.85397130675664 | -5.53397130675664 |
4 | -9.75 | 2.11845076751440 | -11.8684507675144 |
5 | 3.64 | -1.28307208512571 | 4.92307208512571 |
6 | 9.5 | 3.23287176838227 | 6.26712823161773 |
7 | -0.33 | 2.43872599233773 | -2.76872599233773 |
8 | -0.99 | 2.5731260791933 | -3.56312607919330 |
9 | 3.16 | -0.686105316914764 | 3.84610531691476 |
10 | 4.27 | 0.345854715503608 | 3.92414528449639 |
11 | -2.97 | -0.369146440166408 | -2.60085355983359 |
12 | -7.49 | -2.96584327535655 | -4.52415672464345 |
13 | 0.33 | -0.382363410392165 | 0.712363410392165 |
14 | -2.57 | 1.26027221556495 | -3.83027221556495 |
15 | 4.07 | 2.42630685013282 | 1.64369314986718 |
16 | 5.31 | 0.172684291701903 | 5.1373157082981 |
17 | -8.09 | -3.31108720864702 | -4.77891279135298 |
18 | 5.29 | 5.83334850923911 | -0.543348509239105 |
19 | 7.38 | -3.35174423567049 | 10.7317442356705 |
20 | -6.12 | 1.54239213978311 | -7.66239213978311 |
21 | -3.38 | 2.92680235597392 | -6.30680235597392 |
22 | -8.61 | -1.26270018150175 | -7.34729981849825 |
23 | 2.58 | 1.96219917777589 | 0.617800822224108 |
24 | 10.02 | 7.16964635064117 | 2.85035364935883 |
25 | 7.08 | 5.30259967065855 | 1.77740032934145 |
26 | -2.75 | 1.15118201853709 | -3.90118201853709 |
27 | 3.42 | -1.2123076169406 | 4.6323076169406 |
28 | -1.6 | 0.140309639226780 | -1.74030963922678 |
29 | 0.65 | 3.92944132766354 | -3.27944132766354 |
30 | 2.86 | 1.76334061501694 | 1.09665938498306 |
31 | -3.52 | -10.5746383892254 | 7.05463838922537 |
32 | 5.65 | 3.14224908369091 | 2.50775091630909 |
33 | 4.31 | 8.47477564673257 | -4.16477564673257 |
34 | -4.39 | -0.418436405038891 | -3.97156359496111 |
35 | -5.85 | -1.23123686983064 | -4.61876313016936 |
36 | -5.47 | -3.66135019518448 | -1.80864980481552 |
37 | -2.3 | -2.06309283189521 | -0.236907168104795 |
38 | -0.14 | 3.01041173459177 | -3.15041173459177 |
39 | 8.08 | 4.70889194561672 | 3.37110805438328 |
40 | -7.43 | -5.12206654597946 | -2.30793345402054 |
41 | 0.02 | -2.717897737493 | 2.737897737493 |
42 | -2.47 | -0.887912309956835 | -1.58208769004317 |
43 | -2.11 | 0.367674769000795 | -2.47767476900079 |
44 | 7.87 | 7.7022360831409 | 0.167763916859109 |
45 | 4.66 | 2.89025366674422 | 1.76974633325578 |
46 | 3.6 | 3.15945511524504 | 0.440544884754961 |
47 | -3.64 | -1.18991811668346 | -2.45008188331654 |
48 | 7.26 | 2.78936539606342 | 4.47063460393658 |
49 | -7.62 | -0.670567975759259 | -6.94943202424074 |
50 | 13.83 | 4.91317887035939 | 8.91682112964061 |
51 | 1.28 | 1.57651631494618 | -0.296516314946182 |
52 | -0.32 | -2.72580572796091 | 2.40580572796091 |
53 | -2.9 | -1.14787797416253 | -1.75212202583747 |
54 | 4.92 | -0.473067015009828 | 5.39306701500983 |
55 | 11.99 | 5.68390598559481 | 6.30609401440519 |
56 | 10.06 | 2.23215679477462 | 7.82784320522538 |
57 | -2.22 | 0.385544959642648 | -2.60554495964265 |
58 | 3.97 | 2.67730979429082 | 1.29269020570918 |
59 | 0.56 | -0.53083902934299 | 1.09083902934299 |
60 | 3.34 | 2.69919043577994 | 0.640809564220057 |
61 | -2.86 | -2.20544658349667 | -0.654553416503333 |
62 | 4.38 | 0.921771219320221 | 3.45822878067978 |
63 | 1.43 | 0.159787308371176 | 1.27021269162882 |
64 | -0.49 | 1.39415061828193 | -1.88415061828193 |
65 | -1.23 | -2.13861456766956 | 0.908614567669563 |