| Multiple Linear Regression - Estimated Regression Equation |
| geboortes [t] = + 9330.58695652173 + 107.620600414070M1[t] -635.532091097307M2[t] -287.827639751553M3[t] + 8.74534161490713M4[t] -879.764492753622M5[t] + 75.7256728778468M6[t] -309.617494824016M7[t] -141.293995859213M8[t] -196.97049689441M9[t] + 367.186335403727M10[t] + 234.50983436853M11[t] + 11.0098343685301t + 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) | 9330.58695652173 | 136.432397 | 68.3898 | 0 | 0 |
| M1 | 107.620600414070 | 162.984839 | 0.6603 | 0.5115 | 0.25575 |
| M2 | -635.532091097307 | 162.916845 | -3.901 | 0.000238 | 0.000119 |
| M3 | -287.827639751553 | 162.863941 | -1.7673 | 0.082101 | 0.04105 |
| M4 | 8.74534161490713 | 169.407011 | 0.0516 | 0.958995 | 0.479497 |
| M5 | -879.764492753622 | 169.297972 | -5.1965 | 2e-06 | 1e-06 |
| M6 | 75.7256728778468 | 169.203414 | 0.4475 | 0.656043 | 0.328022 |
| M7 | -309.617494824016 | 169.123363 | -1.8307 | 0.071949 | 0.035975 |
| M8 | -141.293995859213 | 169.057838 | -0.8358 | 0.406492 | 0.203246 |
| M9 | -196.97049689441 | 169.006856 | -1.1655 | 0.248298 | 0.124149 |
| M10 | 367.186335403727 | 168.970432 | 2.1731 | 0.033604 | 0.016802 |
| M11 | 234.50983436853 | 168.948573 | 1.3881 | 0.170088 | 0.085044 |
| t | 11.0098343685301 | 1.569122 | 7.0166 | 0 | 0 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 0.846483642463992 |
| R-squared | 0.716534556959108 |
| Adjusted R-squared | 0.66167027766087 |
| F-TEST (value) | 13.0601288511254 |
| F-TEST (DF numerator) | 12 |
| F-TEST (DF denominator) | 62 |
| p-value | 8.07798272717264e-13 |
| Multiple Linear Regression - Residual Statistics | |
| Residual Standard Deviation | 292.614891203775 |
| Sum Squared Residuals | 5308655.42236022 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 9700 | 9449.2173913044 | 250.782608695602 |
| 2 | 9081 | 8717.07453416149 | 363.925465838513 |
| 3 | 9084 | 9075.78881987578 | 8.21118012422518 |
| 4 | 9743 | 9383.37163561076 | 359.628364389236 |
| 5 | 8587 | 8505.87163561076 | 81.1283643892363 |
| 6 | 9731 | 9472.37163561077 | 258.628364389234 |
| 7 | 9563 | 9098.03830227743 | 464.961697722569 |
| 8 | 9998 | 9277.37163561076 | 720.628364389236 |
| 9 | 9437 | 9232.7049689441 | 204.295031055902 |
| 10 | 10038 | 9807.87163561076 | 230.128364389236 |
| 11 | 9918 | 9686.2049689441 | 231.795031055902 |
| 12 | 9252 | 9462.7049689441 | -210.704968944098 |
| 13 | 9737 | 9581.3354037267 | 155.664596273302 |
| 14 | 9035 | 8849.19254658385 | 185.80745341615 |
| 15 | 9133 | 9207.90683229813 | -74.906832298135 |
| 16 | 9487 | 9515.48964803312 | -28.4896480331252 |
| 17 | 8700 | 8637.98964803312 | 62.0103519668749 |
| 18 | 9627 | 9604.48964803312 | 22.5103519668751 |
| 19 | 8947 | 9230.1563146998 | -283.156314699792 |
| 20 | 9283 | 9409.48964803312 | -126.489648033125 |
| 21 | 8829 | 9364.82298136646 | -535.822981366459 |
| 22 | 9947 | 9939.98964803312 | 7.01035196687472 |
| 23 | 9628 | 9818.32298136646 | -190.322981366459 |
| 24 | 9318 | 9594.82298136646 | -276.822981366458 |
| 25 | 9605 | 9713.45341614906 | -108.453416149059 |
| 26 | 8640 | 8981.31055900621 | -341.310559006211 |
| 27 | 9214 | 9340.0248447205 | -126.024844720496 |
| 28 | 9567 | 9647.60766045549 | -80.6076604554861 |
| 29 | 8547 | 8770.10766045549 | -223.107660455486 |
| 30 | 9185 | 9736.60766045549 | -551.607660455486 |
| 31 | 9470 | 9362.27432712215 | 107.725672877847 |
| 32 | 9123 | 9541.60766045549 | -418.607660455486 |
| 33 | 9278 | 9496.94099378882 | -218.940993788820 |
| 34 | 10170 | 10072.1076604555 | 97.8923395445138 |
| 35 | 9434 | 9950.44099378882 | -516.44099378882 |
| 36 | 9655 | 9726.94099378882 | -71.9409937888195 |
| 37 | 9429 | 9845.57142857142 | -416.57142857142 |
| 38 | 8739 | 9113.42857142857 | -374.428571428572 |
| 39 | 9552 | 9472.14285714286 | 79.857142857143 |
| 40 | 9687 | 9779.72567287785 | -92.725672877847 |
| 41 | 9019 | 8902.22567287785 | 116.774327122153 |
| 42 | 9672 | 9868.72567287785 | -196.725672877847 |
| 43 | 9206 | 9494.39233954451 | -288.392339544514 |
| 44 | 9069 | 9673.72567287785 | -604.725672877847 |
| 45 | 9788 | 9629.05900621118 | 158.940993788820 |
| 46 | 10312 | 10204.2256728778 | 107.774327122153 |
| 47 | 10105 | 10082.5590062112 | 22.4409937888195 |
| 48 | 9863 | 9859.05900621118 | 3.94099378881948 |
| 49 | 9656 | 9977.68944099378 | -321.689440993781 |
| 50 | 9295 | 9245.54658385093 | 49.4534161490671 |
| 51 | 9946 | 9604.26086956522 | 341.739130434782 |
| 52 | 9701 | 9911.8436853002 | -210.843685300208 |
| 53 | 9049 | 9034.3436853002 | 14.6563146997918 |
| 54 | 10190 | 10000.8436853002 | 189.156314699792 |
| 55 | 9706 | 9626.51035196688 | 79.489648033125 |
| 56 | 9765 | 9805.8436853002 | -40.843685300208 |
| 57 | 9893 | 9761.17701863354 | 131.822981366458 |
| 58 | 9994 | 10336.3436853002 | -342.343685300208 |
| 59 | 10433 | 10214.6770186335 | 218.322981366459 |
| 60 | 10073 | 9991.17701863354 | 81.8229813664584 |
| 61 | 10112 | 10109.8074534161 | 2.192546583858 |
| 62 | 9266 | 9377.6645962733 | -111.664596273294 |
| 63 | 9820 | 9736.37888198758 | 83.621118012421 |
| 64 | 10097 | 10043.9616977226 | 53.0383022774308 |
| 65 | 9115 | 9166.46169772257 | -51.4616977225691 |
| 66 | 10411 | 10132.9616977226 | 278.038302277431 |
| 67 | 9678 | 9758.62836438924 | -80.628364389236 |
| 68 | 10408 | 9937.96169772257 | 470.038302277431 |
| 69 | 10153 | 9893.2950310559 | 259.704968944098 |
| 70 | 10368 | 10468.4616977226 | -100.461697722569 |
| 71 | 10581 | 10346.7950310559 | 234.204968944098 |
| 72 | 10597 | 10123.2950310559 | 473.704968944098 |
| 73 | 10680 | 10241.9254658385 | 438.074534161497 |
| 74 | 9738 | 9509.78260869566 | 228.217391304345 |
| 75 | 9556 | 9868.49689440994 | -312.49689440994 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 16 | 0.0857950324780301 | 0.171590064956060 | 0.91420496752197 |
| 17 | 0.0524991423628480 | 0.104998284725696 | 0.947500857637152 |
| 18 | 0.0231043965667476 | 0.0462087931334952 | 0.976895603433252 |
| 19 | 0.231495210219772 | 0.462990420439544 | 0.768504789780228 |
| 20 | 0.455792536295223 | 0.911585072590447 | 0.544207463704777 |
| 21 | 0.504624854768487 | 0.990750290463026 | 0.495375145231513 |
| 22 | 0.437677666203557 | 0.875355332407113 | 0.562322333796443 |
| 23 | 0.340351871668438 | 0.680703743336876 | 0.659648128331562 |
| 24 | 0.310855860228003 | 0.621711720456005 | 0.689144139771997 |
| 25 | 0.267236336881096 | 0.534472673762192 | 0.732763663118904 |
| 26 | 0.206849883256792 | 0.413699766513584 | 0.793150116743208 |
| 27 | 0.23991625264691 | 0.47983250529382 | 0.76008374735309 |
| 28 | 0.205631454710159 | 0.411262909420317 | 0.794368545289841 |
| 29 | 0.153268958573315 | 0.30653791714663 | 0.846731041426685 |
| 30 | 0.173008461432078 | 0.346016922864155 | 0.826991538567923 |
| 31 | 0.268002998181082 | 0.536005996362165 | 0.731997001818918 |
| 32 | 0.261416420975539 | 0.522832841951077 | 0.738583579024461 |
| 33 | 0.268458916033427 | 0.536917832066855 | 0.731541083966573 |
| 34 | 0.342995129165933 | 0.685990258331866 | 0.657004870834067 |
| 35 | 0.358773674727471 | 0.717547349454942 | 0.641226325272529 |
| 36 | 0.431905718587352 | 0.863811437174704 | 0.568094281412648 |
| 37 | 0.380362945006804 | 0.760725890013609 | 0.619637054993196 |
| 38 | 0.329100876838707 | 0.658201753677413 | 0.670899123161293 |
| 39 | 0.450505003315906 | 0.901010006631813 | 0.549494996684094 |
| 40 | 0.403190199995983 | 0.806380399991966 | 0.596809800004017 |
| 41 | 0.485094127735023 | 0.970188255470047 | 0.514905872264977 |
| 42 | 0.454317102071591 | 0.908634204143182 | 0.545682897928409 |
| 43 | 0.380756271864454 | 0.761512543728908 | 0.619243728135546 |
| 44 | 0.606126854145476 | 0.787746291709048 | 0.393873145854524 |
| 45 | 0.674996769060578 | 0.650006461878845 | 0.325003230939422 |
| 46 | 0.752290768263355 | 0.49541846347329 | 0.247709231736645 |
| 47 | 0.728811920081673 | 0.542376159836654 | 0.271188079918327 |
| 48 | 0.704138728110725 | 0.59172254377855 | 0.295861271889275 |
| 49 | 0.74712682558055 | 0.5057463488389 | 0.25287317441945 |
| 50 | 0.699421991351521 | 0.601156017296958 | 0.300578008648479 |
| 51 | 0.916224561685615 | 0.167550876628770 | 0.0837754383143848 |
| 52 | 0.872687059430542 | 0.254625881138916 | 0.127312940569458 |
| 53 | 0.8375866932 | 0.324826613600001 | 0.162413306800001 |
| 54 | 0.791320712635807 | 0.417358574728386 | 0.208679287364193 |
| 55 | 0.789483857956298 | 0.421032284087404 | 0.210516142043702 |
| 56 | 0.775925335602774 | 0.448149328794452 | 0.224074664397226 |
| 57 | 0.673058641197514 | 0.653882717604973 | 0.326941358802486 |
| 58 | 0.539452308814348 | 0.921095382371304 | 0.460547691185652 |
| 59 | 0.416110442244624 | 0.832220884489249 | 0.583889557755376 |
| Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
| Description | # significant tests | % significant tests | OK/NOK |
| 1% type I error level | 0 | 0 | OK |
| 5% type I error level | 1 | 0.0227272727272727 | OK |
| 10% type I error level | 1 | 0.0227272727272727 | OK |
