Multiple Linear Regression - Estimated Regression Equation
Accidents[t] = + 1159.54 -105.214Belt[t] + 0.529803A1[t] -501.87M1[t] -467.045M2[t] -309.641M3[t] -448.737M4[t] -250.577M5[t] -378.195M6[t] -272.154M7[t] -296.465M8[t] -250.653M9[t] -138.378M10[t] -11.7764M11[t] -0.880234t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1159.54144.7648.011.51375e-137.56876e-14
Belt-105.21437.5856-2.7990.005692640.00284632
A10.5298030.06341678.3541.90874e-149.54369e-15
M1-501.8747.042-10.678.24072e-214.12036e-21
M2-467.04549.9689-9.3474.07381e-172.03691e-17
M3-309.64156.2345-5.5061.28085e-076.40427e-08
M4-448.73754.3608-8.2553.48545e-141.74273e-14
M5-250.57758.4881-4.2843.01205e-051.50602e-05
M6-378.19553.4206-7.083.31701e-111.6585e-11
M7-272.15455.2705-4.9241.94225e-069.71127e-07
M8-296.46552.6589-5.637.00816e-083.50408e-08
M9-250.65352.1389-4.8073.2657e-061.63285e-06
M10-138.37850.5569-2.7370.006835290.00341765
M11-11.776447.4054-0.24840.80410.40205
t-0.8802340.233717-3.7660.000225770.000112885


Multiple Linear Regression - Regression Statistics
Multiple R0.903777
R-squared0.816813
Adjusted R-squared0.802241
F-TEST (value)56.0546
F-TEST (DF numerator)14
F-TEST (DF denominator)176
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation129.128
Sum Squared Residuals2934620


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
116871763.52-76.5156
215081647.2-139.204
315071627.7-120.699
413851391.34-6.34212
516321761.7-129.705
615111633.76-122.76
715591611-51.9994
816301815.55-185.547
915791774.92-195.922
1016531514.85138.151
1121522293.12-141.117
1221482180.25-32.2475
1317521595.39156.61
1417651819.8-54.8006
1517171765.39-48.3944
1615581702.44-144.435
1715751654.94-79.9433
1815201390.97129.034
1918051806.77-1.76822
2018001925.05-125.051
2117191623.5395.4684
2220081957.3750.6341
2322422090.24151.764
2424782396.5281.4802
2520302120.11-90.1125
2616551664.96-9.95945
2716931653.1239.8837
2816231561.3161.6903
2918051770.2434.7647
3017461736.149.86161
3117951654.91140.093
3219262207.24-281.243
3316191475.99143.012
3419921931.3360.6738
3522332351.9-118.905
3621921898.43293.567
3720802073.046.96014
3817681685.2682.7356
3918351913.79-78.7855
4015691297.14271.863
4119761914.2761.7312
4218531719.26133.735
4319652141.41-176.411
4416891675.1213.8829
4517781724.6653.3356
4619761732.29243.713
4723972130.23266.77
4826542577.6476.3604
4920971893.48203.516
5019632131.01-168.013
5116771289.51387.486
5219411828.66112.339
5320031985.0117.9893
5418131600.51212.49
5520121979.7532.2509
5619121699.7212.3
5720842078.225.77866
5820802159.82-79.8233
5921182196.85-78.852
6021502285.06-135.056
6116081594.8513.1529
6215031545.74-42.7409
6315481640.61-92.6064
6413821234.94147.061
6517311573.34157.659
6617981800-1.99974
6717791637.74141.258
6818871730.89156.107
6920041948.2755.7257
7020772170.67-93.6711
7120922245.51-153.514
7220512154.04-103.043
7315771683.86-106.86
7413561206.3149.703
7516521789.14-137.143
7613821436.38-54.3759
7715191615.46-96.4603
7814211549.7-128.701
7914421455.64-13.6356
8015431542.080.922571
8116561921.34-265.34
8215611557.733.27017
8319051800.88104.122
8421992473.89-274.891
8514731215.2257.802
8616551898.15-243.145
8714071390.7816.2214
8813951434.7-39.7005
8915301733.73-203.725
9013091283.825.1996
9115261789.58-263.576
9213271230.0896.9229
9316271679.41-52.4129
9417481780.24-32.2402
9519581796.4161.605
9622742403.06-129.063
9716481726.35-78.3509
9814011495.01-94.0126
9914111378.3332.665
10014031572.38-169.376
10113941304.1189.8907
10215201594.03-74.026
10315281466.0761.9269
10416431814.93-171.932
10515151560.51-45.5121
10616851631.353.7002
10720001909.0890.916
10822151994.24220.758
10919562125.97-169.967
11014621425.7736.2322
11115631544.318.6978
11214591595.48-136.482
11314461271.1174.904
11416221610.511.4968
11516571657.85-0.854902
11616381668.72-30.7203
11716431747.76-104.764
11816831567.68115.323
11920501928.01121.989
12022622198.5863.4201
12118131913.64-100.643
12214451190.2254.802
12317621836.17-74.1703
12414611477.98-16.9791
12515561619.81-63.8118
12614311537.75-106.748
12714271379.4447.5626
12815541527.6526.346
12916451770.26-125.261
13016531545.22107.779
13120161920.4495.5648
13222072251.88-44.8779
13316651760.67-95.6691
13413611307.1353.8679
13515061534.98-28.9778
13613601415.91-55.9062
13714531360.6892.3207
13815221633.4-111.397
13914601421.3638.6419
14015521611.03-59.0316
14115481437.31110.693
14218272079.84-252.843
14317371749.06-12.0573
14419412025.39-84.3874
14514741360.91113.086
14614581408.9649.0398
14715421535.496.51204
14814041403.650.345284
14915221592.67-70.6729
15013851232.25152.749
15116411729.69-88.6896
15215101403.22106.783
15316811519.21161.792
15419382108.09-170.089
15518682153.9-285.899
15617261703.9222.0831
15714561335.81120.185
15814451464.51-19.5099
15914561432.3623.6379
16013651368.43-3.42959
16114871355.57131.433
16215581639.34-81.3445
16314881311.07176.933
16416841745.84-61.84
16515941463.55130.447
16618501832.917.0967
16719981989.218.78965
16820792195.37-116.375
16914941666.17-172.17
1701057993.16963.831
17112181149.4968.5083
17211681202.28-34.2811
17312361337.81-101.809
17410761100.2-24.2022
17511741259.93-85.9315
1761139963.32175.68
17714271455.3-28.2982
17814871676.81-189.808
17914831651.58-168.584
18015131350.73162.271
18113571338.0218.9759
18211651083.8281.175
18312821294.84-12.8363
18411101041.9968.0103
18512971311.56-14.5643
18611851208.39-23.3879
18712221177.844.2007
18812841157.58126.421
18914441382.7461.258
19015751546.8728.1326
19117371779.59-42.5917
1921763NANA


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
180.5427190.9145620.457281
190.3732880.7465750.626712
200.2424140.4848270.757586
210.2961790.5923570.703821
220.2186790.4373570.781321
230.2153460.4306930.784654
240.1712580.3425170.828742
250.2835650.5671310.716435
260.2598840.5197680.740116
270.1924630.3849250.807537
280.136860.273720.86314
290.09603430.1920690.903966
300.07444010.148880.92556
310.05115690.1023140.948843
320.102090.2041790.89791
330.07266490.145330.927335
340.06874610.1374920.931254
350.1378980.2757970.862102
360.1320680.2641350.867932
370.1066630.2133260.893337
380.07905440.1581090.920946
390.07991220.1598240.920088
400.09125890.1825180.908741
410.07222790.1444560.927772
420.05708650.1141730.942913
430.146170.292340.85383
440.1152820.2305650.884718
450.09588540.1917710.904115
460.08827280.1765460.911727
470.1389390.2778770.861061
480.11780.2355990.8822
490.1142830.2285670.885717
500.1798340.3596670.820166
510.2953630.5907260.704637
520.275460.550920.72454
530.2440740.4881480.755926
540.2548670.5097340.745133
550.2308940.4617890.769106
560.3006910.6013830.699309
570.2689080.5378150.731092
580.5129850.9740310.487015
590.7624450.475110.237555
600.9254470.1491060.074553
610.9272840.1454330.0727163
620.9157380.1685240.0842618
630.9261560.1476870.0738436
640.9233070.1533850.0766927
650.930550.13890.0694501
660.933680.132640.0663201
670.9417140.1165730.0582863
680.9587770.08244530.0412226
690.9643830.0712340.035617
700.9752750.04945030.0247252
710.9798360.04032740.0201637
720.981090.03781930.0189096
730.9811830.0376350.0188175
740.983430.03314080.0165704
750.9846370.03072680.0153634
760.983130.03373940.0168697
770.9802920.03941510.0197075
780.9807370.03852550.0192628
790.9747620.0504750.0252375
800.9677940.06441160.0322058
810.9851840.02963120.0148156
820.9804570.03908570.0195429
830.9802570.0394860.019743
840.9909140.01817150.00908574
850.9963170.007365660.00368283
860.9979010.004198750.00209937
870.9970540.005892770.00294638
880.9961480.007704780.00385239
890.9974040.005191590.00259579
900.9963950.007210140.00360507
910.9987590.002481440.00124072
920.9986010.00279720.0013986
930.9981250.003750940.00187547
940.9974060.005188890.00259445
950.9982510.003497130.00174856
960.9979660.004068850.00203442
970.99740.00519910.00259955
980.997520.004959880.00247994
990.9965780.006844310.00342215
1000.9972740.005452690.00272634
1010.9967480.006504330.00325216
1020.9957970.00840650.00420325
1030.9946380.01072310.00536155
1040.996220.007560120.00378006
1050.9958630.008273240.00413662
1060.9944370.01112690.00556343
1070.9941580.01168440.00584219
1080.9981620.003675670.00183784
1090.9981150.003769040.00188452
1100.9975070.00498520.0024926
1110.9964630.0070730.0035365
1120.9964480.007103530.00355176
1130.9972230.005553970.00277698
1140.9965410.006918290.00345914
1150.9951560.009687840.00484392
1160.9934650.01307030.00653514
1170.9940190.01196190.00598097
1180.9942620.0114760.005738
1190.9971330.005733490.00286674
1200.9981930.003613150.00180658
1210.9975350.00493080.0024654
1220.999430.001140750.000570374
1230.9992260.001548960.000774479
1240.9989130.002173570.00108679
1250.9983880.003224130.00161207
1260.9978890.004222660.00211133
1270.9970280.005943720.00297186
1280.995730.00853920.0042696
1290.9967470.006506770.00325339
1300.9976510.004698780.00234939
1310.9997630.0004734330.000236716
1320.9999280.0001439757.19877e-05
1330.9998810.0002374620.000118731
1340.9998180.000363480.00018174
1350.9996980.0006044070.000302204
1360.9995060.0009885090.000494255
1370.9995980.0008042610.000402131
1380.9993810.001237580.000618792
1390.9991850.001629660.000814831
1400.9987580.002483980.00124199
1410.9982760.003448270.00172414
1420.9985730.002854040.00142702
1430.9982420.003515910.00175796
1440.9972480.005503210.0027516
1450.9964910.007017190.0035086
1460.9953560.009287220.00464361
1470.9931550.01368970.00684483
1480.9898870.02022620.0101131
1490.9850350.02993070.0149653
1500.993240.01352040.0067602
1510.98970.02060040.0103002
1520.9868740.02625280.0131264
1530.9943230.01135330.00567663
1540.9925020.01499640.00749821
1550.9954170.009165540.00458277
1560.9933080.01338410.00669206
1570.9890660.02186880.0109344
1580.9859220.02815670.0140783
1590.9834130.03317360.0165868
1600.9835140.0329710.0164855
1610.9763660.04726810.023634
1620.961520.07695990.0384799
1630.9684660.06306840.0315342
1640.9688870.06222650.0311132
1650.9489750.102050.0510249
1660.9253490.1493030.0746514
1670.9857290.02854240.0142712
1680.9704070.05918520.0295926
1690.9519130.09617330.0480866
1700.9145240.1709520.0854762
1710.9335670.1328660.0664331
1720.8585110.2829780.141489
1730.7250390.5499220.274961
1740.5853520.8292960.414648


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level570.363057NOK
5% type I error level910.579618NOK
10% type I error level1000.636943NOK