Multiple Linear Regression - Estimated Regression Equation
x[t] = + 2.01473632887732 -2.01357325568719M1[t] -3.23489860324914M2[t] -4.998034303201M3[t] -2.50882698708985M4[t] -2.40309603274683M5[t] -1.34027177079720M6[t] -0.73038213392791M7[t] -5.74585213328013M8[t] -4.72022421892154M9[t] + 0.796227564862427M10[t] -0.579188814367617M11[t] + 0.0355761179487786t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2.014736328877322.6827890.7510.4558060.227903
M1-2.013573255687193.26621-0.61650.5400720.270036
M2-3.234898603249143.264729-0.99090.3260150.163007
M3-4.9980343032013.263576-1.53150.1312860.065643
M4-2.508826987089853.262753-0.76890.4451660.222583
M5-2.403096032746833.262259-0.73660.4644190.232209
M6-1.340271770797203.262094-0.41090.6827410.341371
M7-0.730382133927913.262259-0.22390.8236590.411829
M8-5.745852133280133.262753-1.7610.083690.041845
M9-4.720224218921543.263576-1.44630.1536570.076829
M100.7962275648624273.4077770.23370.8161090.408054
M11-0.5791888143676173.407304-0.170.8656350.432817
t0.03557611794877860.0327851.08510.2825160.141258


Multiple Linear Regression - Regression Statistics
Multiple R0.392346353503203
R-squared0.153935661107260
Adjusted R-squared-0.027363840084041
F-TEST (value)0.849068310148478
F-TEST (DF numerator)12
F-TEST (DF denominator)56
p-value0.601128696505032
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation5.38717069002169
Sum Squared Residuals1625.21005043201


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
10.09419853203206260.03673919113891160.057459340893151
20.653503812757776-1.149010038474261.80251385123203
3-1.5339189650075-2.876569620477341.34265065546984
4-3.36057793208943-0.351786186417408-3.00879174567202
510.5123096036122-0.21047911412561310.7227887177378
6-1.015814575737040.887921265772801-1.90373584150984
7-2.678206035708391.53338702059086-4.21159305629925
8-9.74826523524703-3.44650686081258-6.30175837443445
93.63711950635251-2.385302828505206.02242233485771
109.502239101696763.166725073227546.33551402846922
11-0.3280710657506641.82688481194627-2.15495587769694
12-0.990902838241612.44164974426267-3.43255258250428
133.159554880554490.4636526065242562.69590227403023
144.274504946209-0.7220966230889154.99660156929792
15-2.96994671532128-2.44965620509200-0.520290510229283
16-7.494895537097450.0751272289679372-7.57002276606539
170.3263244589076050.2164343012597330.109890157647872
18-2.565679759397181.31483468115814-3.88051444055532
194.068108042014431.960300435976212.10780760603822
205.30985531157956-3.019593445427238.3294487570068
21-8.08565126748348-1.95838941311986-6.12726185436362
225.286451161896623.593638488612881.69281267328374
237.378895203932112.253798227331625.12509697660049
24-6.119056878395812.86856315964801-8.98762003804381
25-3.377622209414370.890566021909598-4.26818823132397
26-8.60601896334157-0.295183207703573-8.310835755638
272.58282247115929-2.022742789706654.60556526086594
2810.02032484088920.502040644353279.51828419653593
297.079289306106790.6433477166450776.43594158946171
30-2.753645862302941.74174809654349-4.49539395884643
313.417750842237432.387213851361551.03053699087588
32-1.59740992982799-2.592680030041890.9952701002139
330.64919709507294-1.531475997734522.18067309280746
342.860974713416614.02055190399822-1.15957719058161
35-3.519412457309822.68071164271696-6.20012410002678
365.649850772759293.295476575033352.35437419772594
374.30833623672121.317479437294942.99085679942626
38-4.391076052562710.131730207681771-4.52280626024448
39-5.85155663863847-1.59582937432131-4.25572726431716
40-5.471312364244650.928954059738621-6.40026642398327
41-2.299849417275641.07026113203042-3.37011054930606
42-0.1440246313947432.16866151192883-2.31268614332357
438.080678619366082.814127266746905.26655135261918
44-7.42975884662829-2.16576661465655-5.26399223197174
450.0227113802409349-1.104562582349181.12727396259011
46-2.470265164396644.44746531938357-6.91773048378021
47-2.114666590140633.10762505810230-5.22229164824293
487.87476372028723.72238999041874.1523737298685
494.658516390940021.744392852680282.91412353825973
503.604269187413760.5586436230671133.04562556434665
51-3.64324288209951-1.16891595893597-2.47432692316355
527.257841335659251.355867475123965.90197386053529
53-7.620879738923631.49717454741576-9.11805428633939
5413.82996936196352.5955749273141711.2343944346493
551.284088340415153.24104068213224-1.95695234171709
56-0.320572241143239-1.73885319927121.41828095812796
57-2.8970714127769-0.677649166963833-2.21942224581307
584.923359707377774.874378734768910.0489809726088587
5911.98681312285383.534538473487648.45227464936616
6010.06272809875774.149303405804045.91342469295366
61-2.218847453219782.17130626806563-4.39015372128541
623.974458069458340.9855570384524582.98890103100588
630.560126237823582-0.7420025435506241.30212878137421
643.341603769158771.782780890509311.55882287864946
65-2.856367666400841.92408796280111-4.78045562920195
664.380424292285363.022488342699521.35793594958584
671.431603546000643.66795409751758-2.23635055151694
68-0.489188992828318-1.311939783885860.822750791057542
69-1.23442104165709-0.250735751578489-0.9836852900786