Multiple Linear Regression - Estimated Regression Equation
Births[t] = + 9330.59 + 107.621M1[t] -635.532M2[t] -287.828M3[t] + 8.74534M4[t] -879.764M5[t] + 75.7257M6[t] -309.617M7[t] -141.294M8[t] -196.97M9[t] + 367.186M10[t] + 234.51M11[t] + 11.0098t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)9330.59136.43268.394.20864e-602.10432e-60
M1107.621162.9850.66030.51150.25575
M2-635.532162.917-3.9010.0002384130.000119206
M3-287.828162.864-1.7670.0821010.0410505
M48.74534169.4070.051620.9589950.479497
M5-879.764169.298-5.1972.40438e-061.20219e-06
M675.7257169.2030.44750.6560430.328022
M7-309.617169.123-1.8310.07194910.0359745
M8-141.294169.058-0.83580.4064920.203246
M9-196.97169.007-1.1650.2482980.124149
M10367.186168.972.1730.03360380.0168019
M11234.51168.9491.3880.1700880.0850442
t11.00981.569127.0172.01289e-091.00644e-09


Multiple Linear Regression - Regression Statistics
Multiple R0.846484
R-squared0.716535
Adjusted R-squared0.66167
F-TEST (value)13.0601
F-TEST (DF numerator)12
F-TEST (DF denominator)62
p-value8.07798e-13
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation292.615
Sum Squared Residuals5308660


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
197009449.22250.783
290818717.07363.925
390849075.798.21118
497439383.37359.628
585878505.8781.1284
697319472.37258.628
795639098.04464.962
899989277.37720.628
994379232.7204.295
10100389807.87230.128
1199189686.2231.795
1292529462.7-210.705
1397379581.34155.665
1490358849.19185.807
1591339207.91-74.9068
1694879515.49-28.4896
1787008637.9962.0104
1896279604.4922.5104
1989479230.16-283.156
2092839409.49-126.49
2188299364.82-535.823
2299479939.997.01035
2396289818.32-190.323
2493189594.82-276.823
2596059713.45-108.453
2686408981.31-341.311
2792149340.02-126.025
2895679647.61-80.6077
2985478770.11-223.108
3091859736.61-551.608
3194709362.27107.726
3291239541.61-418.608
3392789496.94-218.941
341017010072.197.8923
3594349950.44-516.441
3696559726.94-71.941
3794299845.57-416.571
3887399113.43-374.429
3995529472.1479.8571
4096879779.73-92.7257
4190198902.23116.774
4296729868.73-196.726
4392069494.39-288.392
4490699673.73-604.726
4597889629.06158.941
461031210204.2107.774
471010510082.622.441
4898639859.063.94099
4996569977.69-321.689
5092959245.5549.4534
5199469604.26341.739
5297019911.84-210.844
5390499034.3414.6563
541019010000.8189.156
5597069626.5179.4896
5697659805.84-40.8437
5798939761.18131.823
58999410336.3-342.344
591043310214.7218.323
60100739991.1881.823
611011210109.82.19255
6292669377.66-111.665
6398209736.3883.6211
64100971004453.0383
6591159166.46-51.4617
661041110133278.038
6796789758.63-80.6284
68104089937.96470.038
69101539893.3259.705
701036810468.5-100.462
711058110346.8234.205
721059710123.3473.705
731068010241.9438.075
7497389509.78228.217
7595569868.5-312.497


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
160.0857950.171590.914205
170.05249910.1049980.947501
180.02310440.04620880.976896
190.2314950.462990.768505
200.4557930.9115850.544207
210.5046250.990750.495375
220.4376780.8753550.562322
230.3403520.6807040.659648
240.3108560.6217120.689144
250.2672360.5344730.732764
260.206850.41370.79315
270.2399160.4798330.760084
280.2056310.4112630.794369
290.1532690.3065380.846731
300.1730080.3460170.826992
310.2680030.5360060.731997
320.2614160.5228330.738584
330.2684590.5369180.731541
340.3429950.685990.657005
350.3587740.7175470.641226
360.4319060.8638110.568094
370.3803630.7607260.619637
380.3291010.6582020.670899
390.4505050.901010.549495
400.403190.806380.59681
410.4850940.9701880.514906
420.4543170.9086340.545683
430.3807560.7615130.619244
440.6061270.7877460.393873
450.6749970.6500060.325003
460.7522910.4954180.247709
470.7288120.5423760.271188
480.7041390.5917230.295861
490.7471270.5057460.252873
500.6994220.6011560.300578
510.9162250.1675510.0837754
520.8726870.2546260.127313
530.8375870.3248270.162413
540.7913210.4173590.208679
550.7894840.4210320.210516
560.7759250.4481490.224075
570.6730590.6538830.326941
580.5394520.9210950.460548
590.416110.8322210.58389


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level10.0227273OK
10% type I error level10.0227273OK