Multiple Linear Regression - Estimated Regression Equation |
Totaal[t] = + 0.113719058331954 + 0.99997848371174InbrengInContanten[t] + 1.0000014820019InbrengInNatura[t] + 1.00004763333244TeStortenBedrag[t] + 1.00003375616826ConversieVanEigenMiddelen[t] + 1.00002314602471Schuldconversie[t] + 1.00005887310229Uitgiftepremies[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) | 0.113719058331954 | 0.098115 | 1.159 | 0.248865 | 0.124432 |
InbrengInContanten | 0.99997848371174 | 3.2e-05 | 31551.9207 | 0 | 0 |
InbrengInNatura | 1.0000014820019 | 9e-06 | 117344.0023 | 0 | 0 |
TeStortenBedrag | 1.00004763333244 | 0.000128 | 7798.8309 | 0 | 0 |
ConversieVanEigenMiddelen | 1.00003375616826 | 5.9e-05 | 16848.4685 | 0 | 0 |
Schuldconversie | 1.00002314602471 | 6.3e-05 | 15993.828 | 0 | 0 |
Uitgiftepremies | 1.00005887310229 | 4.5e-05 | 22203.7547 | 0 | 0 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.999999998382432 |
R-squared | 0.999999996764863 |
Adjusted R-squared | 0.999999996594593 |
F-TEST (value) | 5873013062.54724 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 114 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.781240699952969 |
Sum Squared Residuals | 69.5784215639825 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 6217 | 6217.10975798665 | -0.10975798664683 |
2 | 5884 | 5884.10592255491 | -0.105922554908011 |
3 | 1431 | 1431.11162829387 | -0.111628293871351 |
4 | 2610 | 2610.11911868864 | -0.119118688642184 |
5 | 3395 | 3395.08970734624 | -0.089707346237321 |
6 | 14135 | 14135.1258938542 | -0.12589385423096 |
7 | 8611 | 8612.09971517869 | -1.09971517868738 |
8 | 255 | 255.11369703256 | -0.11369703255969 |
9 | 1722 | 1722.12998688938 | -0.129986889384492 |
10 | 3736 | 3738.13023504631 | -2.13023504630776 |
11 | 2241 | 2241.16504659998 | -0.165046599975366 |
12 | 1871 | 1870.1101405155 | 0.889859484503326 |
13 | 6911 | 6910.1713765305 | 0.828623469495903 |
14 | 1515 | 1514.11461837736 | 0.885381622640678 |
15 | 2289 | 2289.16587450021 | -0.165874500213888 |
16 | 1299 | 1299.11406522236 | -0.114065222363865 |
17 | 774 | 774.118536478719 | -0.118536478718796 |
18 | 9485 | 9485.0820894738 | -0.0820894737971904 |
19 | 2107 | 2107.13741058297 | -0.137410582966608 |
20 | 1720 | 1721.11583785657 | -1.11583785657256 |
21 | 2643 | 2642.09231824564 | 0.907681754359272 |
22 | 12106 | 12105.2702805914 | 0.729719408611177 |
23 | 962 | 962.114499570507 | -0.114499570507187 |
24 | 2309 | 2308.12354894972 | 0.876451050276446 |
25 | 7083 | 7083.11524028546 | -0.115240285463194 |
26 | 4895 | 4895.3084389199 | -0.308438919900837 |
27 | 5256 | 5254.12305435784 | 1.87694564216329 |
28 | 3856 | 3856.1972213336 | -0.19722133359773 |
29 | 3742 | 3742.11573939957 | -0.115739399567523 |
30 | 23692 | 23691.9729938716 | 0.0270061283938726 |
31 | 3198 | 3198.20829374825 | -0.20829374825295 |
32 | 1993 | 1993.13336922553 | -0.133369225532465 |
33 | 5442 | 5441.17659208803 | 0.823407911967795 |
34 | 2245 | 2245.16378396008 | -0.163783960078196 |
35 | 1239 | 1238.12223154071 | 0.877768459285452 |
36 | 6388 | 6387.22592903313 | 0.774070966866461 |
37 | 1679 | 1679.13683308557 | -0.136833085568448 |
38 | 830 | 829.134898151414 | 0.86510184858592 |
39 | 2505 | 2505.12694180887 | -0.126941808874056 |
40 | 4387 | 4386.16148505729 | 0.838514942709365 |
41 | 2162 | 2161.1078615667 | 0.892138433304738 |
42 | 11993 | 11994.0695877972 | -1.06958779720774 |
43 | 18864 | 18863.2043289018 | 0.795671098153827 |
44 | 1979 | 1979.08716859008 | -0.0871685900752904 |
45 | 19220 | 19219.8994674791 | 0.100532520861926 |
46 | 4410 | 4411.09196674567 | -1.09196674567168 |
47 | 6942 | 6942.07571236231 | -0.0757123623143102 |
48 | 7762 | 7761.08248575433 | 0.917514245665523 |
49 | 17814 | 17815.2111885391 | -1.21118853909986 |
50 | 2523 | 2523.09549127692 | -0.0954912769209539 |
51 | 12586 | 12586.1104787933 | -0.110478793344296 |
52 | 2244 | 2244.10976683245 | -0.109766832451856 |
53 | 7931 | 7932.10065543365 | -1.10065543365057 |
54 | 15720 | 15720.3071370028 | -0.30713700276309 |
55 | 3029 | 3029.14775749016 | -0.147757490157533 |
56 | 8217 | 8217.38377017964 | -0.383770179642985 |
57 | 14346 | 14345.1500249824 | 0.849975017578366 |
58 | 7944 | 7944.03573484295 | -0.0357348429454609 |
59 | 6745 | 6746.10490733654 | -1.10490733653557 |
60 | 10650 | 10652.2641126925 | -2.26411269251913 |
61 | 17682 | 17682.3889510099 | -0.388951009859723 |
62 | 6789 | 6790.00410272385 | -1.00410272384827 |
63 | 10109 | 10110.1378011008 | -1.13780110079218 |
64 | 11981 | 11980.2012239442 | 0.798776055821596 |
65 | 24259 | 24260.2334983159 | -1.23349831588248 |
66 | 68744 | 68743.8945177594 | 0.105482240648479 |
67 | 85056 | 85055.4139694152 | 0.586030584829152 |
68 | 3134 | 3134.1024421752 | -0.102442175200889 |
69 | 6751 | 6750.18000149108 | 0.819998508920079 |
70 | 7098 | 7098.21082741114 | -0.210827411141893 |
71 | 6142 | 6142.10749562509 | -0.107495625090606 |
72 | 3974 | 3974.19312311592 | -0.193123115917413 |
73 | 14614 | 14615.1305178063 | -1.13051780628397 |
74 | 13438 | 13438.3363493517 | -0.336349351734933 |
75 | 9746 | 9746.07435162729 | -0.0743516272944019 |
76 | 23024 | 23023.3168090747 | 0.683190925322544 |
77 | 12102 | 12101.3050358077 | 0.694964192307168 |
78 | 41056 | 41056.610533718 | -0.61053371803345 |
79 | 2495 | 2495.17405568958 | -0.174055689576483 |
80 | 7056 | 7056.12907610286 | -0.129076102857731 |
81 | 7708 | 7707.28827768379 | 0.711722316206258 |
82 | 8229 | 8229.23305372855 | -0.233053728551458 |
83 | 4714 | 4713.20120907524 | 0.798790924760262 |
84 | 14317 | 14317.2118603498 | -0.211860349752719 |
85 | 5267 | 5266.19315034804 | 0.806849651957551 |
86 | 4087 | 4087.04203423487 | -0.0420342348658024 |
87 | 3823 | 3821.20107927062 | 1.79892072937863 |
88 | 2137 | 2136.09768176116 | 0.902318238835494 |
89 | 4241 | 4240.12363772223 | 0.876362277771721 |
90 | 13654 | 13654.2280420705 | -0.228042070510236 |
91 | 1913 | 1912.10247937224 | 0.897520627757615 |
92 | 2380 | 2380.08970193017 | -0.0897019301724152 |
93 | 5223 | 5222.12211577186 | 0.877884228136172 |
94 | 2337 | 2338.08287033305 | -1.08287033305451 |
95 | 10031 | 10031.3388086883 | -0.338808688328823 |
96 | 4588 | 4586.12205035454 | 1.87794964546052 |
97 | 9479 | 9478.09713244911 | 0.902867550891195 |
98 | 18171 | 18171.1114448074 | -0.111444807361119 |
99 | 14015 | 14015.1355187982 | -0.13551879820703 |
100 | 4919 | 4920.1782235504 | -1.17822355039967 |
101 | 4573 | 4572.19219473976 | 0.807805260243089 |
102 | 82257 | 82256.311563115 | 0.688436884976917 |
103 | 2375 | 2374.17027686747 | 0.829723132527702 |
104 | 3772 | 3771.13919141979 | 0.860808580207191 |
105 | 3954 | 3953.19106945099 | 0.808930549007888 |
106 | 4861 | 4862.21464663205 | -1.21464663205086 |
107 | 2652 | 2653.17436734201 | -1.17436734200686 |
108 | 13527 | 13527.2629122054 | -0.262912205444696 |
109 | 28039 | 28039.3263437501 | -0.326343750091839 |
110 | 2874 | 2873.17793272587 | 0.822067274132537 |
111 | 11152 | 11152.150764282 | -0.150764282001442 |
112 | 2727 | 2726.16779804483 | 0.832201955169342 |
113 | 3056 | 3057.12873145707 | -1.12873145706972 |
114 | 47201 | 47201.4272761946 | -0.427276194606556 |
115 | 2370 | 2371.13546046343 | -1.13546046342823 |
116 | 2439 | 2439.09065690674 | -0.0906569067422832 |
117 | 10484 | 10484.0922503489 | -0.0922503488881437 |
118 | 3107 | 3107.13496981609 | -0.134969816088527 |
119 | 14931 | 14930.5453572568 | 0.454642743245617 |
120 | 8929 | 8929.37846355966 | -0.378463559663984 |
121 | 3814 | 3815.14876102241 | -1.14876102240952 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.407578358713205 | 0.815156717426409 | 0.592421641286795 |
11 | 0.296417858680472 | 0.592835717360944 | 0.703582141319528 |
12 | 0.288604078869303 | 0.577208157738606 | 0.711395921130697 |
13 | 0.222578030797307 | 0.445156061594614 | 0.777421969202693 |
14 | 0.379352228326767 | 0.758704456653533 | 0.620647771673233 |
15 | 0.297358796674246 | 0.594717593348492 | 0.702641203325754 |
16 | 0.229202972225809 | 0.458405944451619 | 0.770797027774191 |
17 | 0.158586369245152 | 0.317172738490305 | 0.841413630754848 |
18 | 0.121420000242922 | 0.242840000485844 | 0.878579999757078 |
19 | 0.0830013273233032 | 0.166002654646606 | 0.916998672676697 |
20 | 0.12282177746209 | 0.24564355492418 | 0.87717822253791 |
21 | 0.165468394031148 | 0.330936788062296 | 0.834531605968852 |
22 | 0.124581123565709 | 0.249162247131418 | 0.875418876434291 |
23 | 0.0912552406732448 | 0.18251048134649 | 0.908744759326755 |
24 | 0.0837895251423488 | 0.167579050284698 | 0.916210474857651 |
25 | 0.0605022175826627 | 0.121004435165325 | 0.939497782417337 |
26 | 0.0419548838591551 | 0.0839097677183101 | 0.958045116140845 |
27 | 0.038180021165992 | 0.0763600423319839 | 0.961819978834008 |
28 | 0.0261669739915605 | 0.052333947983121 | 0.973833026008439 |
29 | 0.0175991073680032 | 0.0351982147360064 | 0.982400892631997 |
30 | 0.0767115581235551 | 0.15342311624711 | 0.923288441876445 |
31 | 0.0546914438559791 | 0.109382887711958 | 0.945308556144021 |
32 | 0.0453257583701676 | 0.0906515167403352 | 0.954674241629832 |
33 | 0.0455279053949009 | 0.0910558107898018 | 0.954472094605099 |
34 | 0.0334836995786096 | 0.0669673991572192 | 0.96651630042139 |
35 | 0.0431093959081648 | 0.0862187918163296 | 0.956890604091835 |
36 | 0.0842505791855888 | 0.168501158371178 | 0.915749420814411 |
37 | 0.0622788615094281 | 0.124557723018856 | 0.937721138490572 |
38 | 0.0763811987396183 | 0.152762397479237 | 0.923618801260382 |
39 | 0.0748217725284906 | 0.149643545056981 | 0.925178227471509 |
40 | 0.0750024086051182 | 0.150004817210236 | 0.924997591394882 |
41 | 0.0858153542363704 | 0.171630708472741 | 0.91418464576363 |
42 | 0.119425920446703 | 0.238851840893406 | 0.880574079553297 |
43 | 0.100053879257775 | 0.200107758515551 | 0.899946120742224 |
44 | 0.0781007394669996 | 0.156201478933999 | 0.921899260533 |
45 | 0.0842477359342103 | 0.168495471868421 | 0.91575226406579 |
46 | 0.116540605385265 | 0.23308121077053 | 0.883459394614735 |
47 | 0.0928107030651772 | 0.185621406130354 | 0.907189296934823 |
48 | 0.109225572469044 | 0.218451144938089 | 0.890774427530956 |
49 | 0.121686305727029 | 0.243372611454058 | 0.878313694272971 |
50 | 0.0963371426655384 | 0.192674285331077 | 0.903662857334462 |
51 | 0.0744989655788033 | 0.148997931157607 | 0.925501034421197 |
52 | 0.0569742290013561 | 0.113948458002712 | 0.943025770998644 |
53 | 0.0927128266763071 | 0.185425653352614 | 0.907287173323693 |
54 | 0.0729397270037093 | 0.145879454007419 | 0.927060272996291 |
55 | 0.0556732819581015 | 0.111346563916203 | 0.944326718041898 |
56 | 0.0457020473266621 | 0.0914040946533242 | 0.954297952673338 |
57 | 0.0420315266394237 | 0.0840630532788474 | 0.957968473360576 |
58 | 0.0322089841235995 | 0.064417968247199 | 0.9677910158764 |
59 | 0.0417391871870947 | 0.0834783743741895 | 0.958260812812905 |
60 | 0.26372174661662 | 0.527443493233241 | 0.73627825338338 |
61 | 0.233166759180801 | 0.466333518361602 | 0.766833240819199 |
62 | 0.275712288447876 | 0.551424576895752 | 0.724287711552124 |
63 | 0.320345010545602 | 0.640690021091204 | 0.679654989454398 |
64 | 0.32192111151175 | 0.643842223023499 | 0.67807888848825 |
65 | 0.366208935778272 | 0.732417871556544 | 0.633791064221728 |
66 | 0.372440598528637 | 0.744881197057274 | 0.627559401471363 |
67 | 0.449624807228198 | 0.899249614456397 | 0.550375192771802 |
68 | 0.397507549848066 | 0.795015099696132 | 0.602492450151934 |
69 | 0.400479070168431 | 0.800958140336862 | 0.599520929831569 |
70 | 0.351797478939303 | 0.703594957878605 | 0.648202521060697 |
71 | 0.3042058388216 | 0.6084116776432 | 0.6957941611784 |
72 | 0.262673639549437 | 0.525347279098875 | 0.737326360450563 |
73 | 0.30623638061691 | 0.61247276123382 | 0.69376361938309 |
74 | 0.287275062423101 | 0.574550124846201 | 0.712724937576899 |
75 | 0.244057380971261 | 0.488114761942522 | 0.755942619028739 |
76 | 0.260249485458381 | 0.520498970916761 | 0.739750514541619 |
77 | 0.252576178750924 | 0.505152357501849 | 0.747423821249076 |
78 | 0.225949627911668 | 0.451899255823335 | 0.774050372088332 |
79 | 0.191063202155637 | 0.382126404311275 | 0.808936797844363 |
80 | 0.15672294932071 | 0.313445898641421 | 0.84327705067929 |
81 | 0.137679199250697 | 0.275358398501394 | 0.862320800749303 |
82 | 0.116837499614082 | 0.233674999228163 | 0.883162500385918 |
83 | 0.10700586769739 | 0.21401173539478 | 0.89299413230261 |
84 | 0.0848256720201734 | 0.169651344040347 | 0.915174327979827 |
85 | 0.0794575543185718 | 0.158915108637144 | 0.920542445681428 |
86 | 0.0602590097881448 | 0.12051801957629 | 0.939740990211855 |
87 | 0.15075321995098 | 0.30150643990196 | 0.84924678004902 |
88 | 0.152256884742281 | 0.304513769484561 | 0.847743115257719 |
89 | 0.15762648256965 | 0.315252965139299 | 0.84237351743035 |
90 | 0.126366838848887 | 0.252733677697775 | 0.873633161151113 |
91 | 0.132606778583184 | 0.265213557166369 | 0.867393221416816 |
92 | 0.100701777358363 | 0.201403554716725 | 0.899298222641637 |
93 | 0.106296799144156 | 0.212593598288312 | 0.893703200855844 |
94 | 0.12464371851475 | 0.2492874370295 | 0.87535628148525 |
95 | 0.0953569238496103 | 0.190713847699221 | 0.90464307615039 |
96 | 0.363273644214035 | 0.726547288428071 | 0.636726355785965 |
97 | 0.380266203051633 | 0.760532406103267 | 0.619733796948367 |
98 | 0.345455148009276 | 0.690910296018551 | 0.654544851990724 |
99 | 0.340898853883792 | 0.681797707767583 | 0.659101146116208 |
100 | 0.416535169854334 | 0.833070339708669 | 0.583464830145666 |
101 | 0.39119822271738 | 0.78239644543476 | 0.60880177728262 |
102 | 0.336026799085445 | 0.67205359817089 | 0.663973200914555 |
103 | 0.338152958377368 | 0.676305916754735 | 0.661847041622633 |
104 | 0.356717565629906 | 0.713435131259812 | 0.643282434370094 |
105 | 0.462909592736818 | 0.925819185473635 | 0.537090407263182 |
106 | 0.51932840380867 | 0.961343192382661 | 0.48067159619133 |
107 | 0.655121675451427 | 0.689756649097146 | 0.344878324548573 |
108 | 0.565994759875279 | 0.868010480249441 | 0.434005240124721 |
109 | 0.533310233488527 | 0.933379533022946 | 0.466689766511473 |
110 | 0.460378747656792 | 0.920757495313583 | 0.539621252343208 |
111 | 0.310636878469277 | 0.621273756938555 | 0.689363121530723 |
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 | 0.00980392156862745 | OK |
10% type I error level | 12 | 0.117647058823529 | NOK |