Multiple Linear Regression - Estimated Regression Equation |
acceleration [t] = + 17.2587244715863 -0.184751272787248cylinders[t] -0.00730185636427856engine.displacement[t] -0.0732603848551417horsepower[t] + 0.00278578297645537weight[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) | 17.2587244715863 | 0.764212 | 22.5837 | 0 | 0 |
cylinders | -0.184751272787248 | 0.206326 | -0.8954 | 0.371472 | 0.185736 |
engine.displacement | -0.00730185636427856 | 0.004611 | -1.5835 | 0.114653 | 0.057326 |
horsepower | -0.0732603848551417 | 0.006727 | -10.8911 | 0 | 0 |
weight | 0.00278578297645537 | 0.00036 | 7.7475 | 0 | 0 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.768262915498146 |
R-squared | 0.590227907329712 |
Adjusted R-squared | 0.583253063199153 |
F-TEST (value) | 84.6223795516537 |
F-TEST (DF numerator) | 4 |
F-TEST (DF denominator) | 235 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.70721080842101 |
Sum Squared Residuals | 684.923654931535 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 11.5 | 11.4249975927423 | 0.075002407257699 |
2 | 11 | 12.0416165442772 | -1.0416165442772 |
3 | 10.5 | 12.9272652733510 | -2.42726527335098 |
4 | 10 | 10.2357456084876 | -0.235745608487573 |
5 | 8.5 | 8.82921093962588 | -0.329210939625876 |
6 | 10 | 8.30187272194974 | 1.69812727805026 |
7 | 10 | 10.4555826215061 | -0.455582621506065 |
8 | 8 | 11.6303123106384 | -3.63031231063841 |
9 | 10 | 4.571709316476 | 5.42829068352400 |
10 | 15 | 15.3427502701875 | -0.342750270187548 |
11 | 15.5 | 15.3186520641099 | 0.181347935890127 |
12 | 20.5 | 17.5533733715614 | 2.94662662843859 |
13 | 17.5 | 16.7864738110581 | 0.713526188941872 |
14 | 17.5 | 15.4168243263954 | 2.08317567360458 |
15 | 12.5 | 13.5812104411299 | -1.08121044112993 |
16 | 14 | 10.2574516906341 | 3.74254830936585 |
17 | 15 | 11.0775537193952 | 3.9224462806048 |
18 | 18.5 | 12.6040207220921 | 5.89597927790786 |
19 | 14.5 | 15.2982431856998 | -0.798243185699798 |
20 | 14 | 14.9415975215780 | -0.941597521577975 |
21 | 15.5 | 16.2725857868990 | -0.772585786898968 |
22 | 15.5 | 16.2898020994213 | -0.789802099421313 |
23 | 12 | 12.8624616085931 | -0.862461608593136 |
24 | 13 | 13.8802333087377 | -0.880233308737719 |
25 | 12 | 13.6270323244600 | -1.62703232446003 |
26 | 12 | 14.3583288929077 | -2.35832889290774 |
27 | 19 | 16.9308771871727 | 2.06912281282732 |
28 | 15 | 16.1416539870056 | -1.14165398700557 |
29 | 14 | 15.5129380141841 | -1.5129380141841 |
30 | 14 | 14.9934866642330 | -0.993486664233034 |
31 | 14.5 | 16.0620086177704 | -1.56200861777041 |
32 | 19 | 16.1785557802447 | 2.82144421975527 |
33 | 19 | 16.5249422006130 | 2.47505779938702 |
34 | 20.5 | 16.1732292303983 | 4.32677076960167 |
35 | 17 | 15.8695322044530 | 1.13046779554703 |
36 | 16.5 | 15.5296527120428 | 0.970347287957169 |
37 | 12 | 13.0435375020627 | -1.04353750206273 |
38 | 13.5 | 13.9888788448195 | -0.488878844819479 |
39 | 13 | 13.5114217323741 | -0.511421732374127 |
40 | 11 | 10.3165903890611 | 0.68340961093889 |
41 | 13.5 | 14.4112998692460 | -0.911299869245975 |
42 | 12.5 | 11.2592309429857 | 1.24076905701434 |
43 | 13.5 | 15.5779577119174 | -2.07795771191736 |
44 | 14 | 15.4313329918005 | -1.43133299180053 |
45 | 16 | 15.2812518884558 | 0.718748111544243 |
46 | 14.5 | 15.6017331265274 | -1.10173312652737 |
47 | 18 | 17.0635065652483 | 0.936493434751694 |
48 | 16 | 16.0004500350638 | -0.000450035063788784 |
49 | 14.5 | 15.5184114247723 | -1.01841142477233 |
50 | 15 | 15.9717410293761 | -0.971741029376135 |
51 | 13 | 11.8262074156081 | 1.17379258439192 |
52 | 11.5 | 12.8012873158205 | -1.30128731582054 |
53 | 14.5 | 14.7990157329544 | -0.299015732954429 |
54 | 12.5 | 12.9915685392485 | -0.491568539248457 |
55 | 12 | 14.3066492222024 | -2.30664922220245 |
56 | 13 | 13.7969930245890 | -0.796993024588975 |
57 | 11 | 10.0075971386665 | 0.992402861333498 |
58 | 11 | 9.76719456756527 | 1.23280543243473 |
59 | 16.5 | 15.5093874126275 | 0.99061258737249 |
60 | 18 | 16.1305108550997 | 1.86948914490026 |
61 | 16.5 | 16.2936892484124 | 0.206310751587585 |
62 | 16 | 15.8346264771236 | 0.165373522876367 |
63 | 14 | 15.7914715486532 | -1.79147154865316 |
64 | 12.5 | 12.5714328989381 | -0.0714328989380675 |
65 | 15 | 14.8996963941701 | 0.100303605829915 |
66 | 19.5 | 16.9113767063375 | 2.58862329366251 |
67 | 16.5 | 15.4720204176993 | 1.02797958230073 |
68 | 18.5 | 15.8369188669202 | 2.66308113307978 |
69 | 14 | 14.0660234366972 | -0.0660234366971941 |
70 | 13 | 13.9738748676861 | -0.973874867686137 |
71 | 9.5 | 7.92766280017042 | 1.57233719982958 |
72 | 15.5 | 16.1898948412361 | -0.689894841236096 |
73 | 14 | 16.2135043782995 | -2.21350437829946 |
74 | 11 | 11.9385425741483 | -0.938542574148328 |
75 | 14 | 14.9877351436653 | -0.98773514366534 |
76 | 11 | 10.2453041135978 | 0.754695886402165 |
77 | 16.5 | 16.3862115064618 | 0.113788493538204 |
78 | 16 | 15.2117040875331 | 0.788295912466914 |
79 | 16.5 | 16.5960161908761 | -0.0960161908761392 |
80 | 21 | 16.3540601077614 | 4.64593989223858 |
81 | 17 | 17.5317596922568 | -0.531759692256794 |
82 | 18 | 16.3256593292993 | 1.6743406707007 |
83 | 14 | 14.8550270930581 | -0.855027093058085 |
84 | 14.5 | 15.3264010398834 | -0.82640103988339 |
85 | 16 | 16.2395612323564 | -0.239561232356403 |
86 | 15.5 | 14.4309703570469 | 1.06902964295307 |
87 | 15.5 | 16.5029189251467 | -1.00291892514674 |
88 | 14.5 | 16.5044301402486 | -2.00443014024863 |
89 | 19 | 17.0247051278787 | 1.97529487212131 |
90 | 14.5 | 16.2878122684843 | -1.78781226848431 |
91 | 14 | 16.4350437431642 | -2.43504374316417 |
92 | 15 | 15.4710531141726 | -0.471053114172592 |
93 | 16 | 16.6059928952756 | -0.60599289527559 |
94 | 16 | 16.6403582268120 | -0.640358226812043 |
95 | 19.5 | 17.8475076738691 | 1.65249232613093 |
96 | 11.5 | 13.4097412522965 | -1.90974125229651 |
97 | 14 | 14.9711851732572 | -0.971185173257158 |
98 | 13.5 | 15.3486170682183 | -1.84861706821827 |
99 | 21 | 17.2888997696600 | 3.71110023033995 |
100 | 19 | 16.5986660609919 | 2.40133393900808 |
101 | 19 | 18.0917511575453 | 0.90824884245471 |
102 | 13.5 | 14.7819925549445 | -1.28199255494454 |
103 | 12 | 12.9531102733500 | -0.953110273350026 |
104 | 17 | 16.7685288213273 | 0.231471178672692 |
105 | 16 | 15.247919266227 | 0.752080733772994 |
106 | 13.5 | 16.0354592839128 | -2.53545928391283 |
107 | 16.5 | 16.8538605395975 | -0.353860539597506 |
108 | 14.5 | 16.1081184673653 | -1.60811846736530 |
109 | 15 | 16.2251686758776 | -1.22516867587762 |
110 | 17 | 17.4341430108500 | -0.434143010849979 |
111 | 13.5 | 14.6520768321306 | -1.15207683213064 |
112 | 17.5 | 16.9729304967029 | 0.527069503297121 |
113 | 16.9 | 15.9230510766455 | 0.97694892335452 |
114 | 14.9 | 15.9225378982085 | -1.02253789820852 |
115 | 15.3 | 15.8359140588232 | -0.535914058823178 |
116 | 13 | 15.0392694642229 | -2.03926946422295 |
117 | 13.9 | 15.8069759246468 | -1.90697592464685 |
118 | 12.8 | 13.8242594532044 | -1.02425945320443 |
119 | 14.5 | 15.9731426540582 | -1.47314265405819 |
120 | 17.6 | 17.1465327138242 | 0.453467286175763 |
121 | 22.2 | 17.7585899340930 | 4.44141006590702 |
122 | 22.1 | 17.4369487264790 | 4.66305127352103 |
123 | 17.7 | 17.3521543144246 | 0.347845685575438 |
124 | 16.2 | 16.4202893589074 | -0.220289358907449 |
125 | 17.8 | 16.2016063754625 | 1.59839362453748 |
126 | 17 | 16.3145427727599 | 0.68545722724006 |
127 | 16.4 | 16.3202727632280 | 0.0797272367719747 |
128 | 15.7 | 16.8731351736911 | -1.17313517369110 |
129 | 13.2 | 13.4456511644107 | -0.245651164410682 |
130 | 16.7 | 16.7739497531066 | -0.0739497531065677 |
131 | 12.1 | 12.2399247247399 | -0.139924724739879 |
132 | 15 | 14.8326837549901 | 0.167316245009903 |
133 | 14 | 12.9302813137664 | 1.06971868623356 |
134 | 14.8 | 15.8517448498524 | -1.05174484985241 |
135 | 18.6 | 16.7778243380922 | 1.82217566190783 |
136 | 16.8 | 16.1891825388194 | 0.610817461180553 |
137 | 12.5 | 13.7397302428347 | -1.23973024283469 |
138 | 13.7 | 14.3691096839775 | -0.669109683977464 |
139 | 16.9 | 16.3124542992843 | 0.58754570071573 |
140 | 17.7 | 17.293652871919 | 0.406347128081 |
141 | 11.1 | 11.4291066302931 | -0.32910663029309 |
142 | 11.4 | 12.3735852333534 | -0.97358523335339 |
143 | 14.5 | 14.3783345649445 | 0.121665435055500 |
144 | 14.5 | 15.5015482687247 | -1.00154826872469 |
145 | 18.2 | 16.6267088906381 | 1.57329110936189 |
146 | 15.8 | 16.6521173374653 | -0.85211733746528 |
147 | 15.9 | 15.5040251899062 | 0.395974810093818 |
148 | 16.4 | 16.4327727360717 | -0.0327727360717458 |
149 | 14.5 | 15.8198675534513 | -1.31986755345131 |
150 | 12.8 | 14.8205881650780 | -2.02058816507802 |
151 | 21.5 | 17.8758330428694 | 3.62416695713061 |
152 | 14.4 | 15.9833614139184 | -1.58336141391836 |
153 | 18.6 | 16.5374054108764 | 2.06259458912363 |
154 | 13.2 | 13.6071695027887 | -0.407169502788748 |
155 | 12.8 | 13.3376053983572 | -0.537605398357211 |
156 | 18.2 | 16.5192542914854 | 1.68074570851463 |
157 | 15.8 | 16.7225593745103 | -0.922559374510269 |
158 | 17.2 | 16.7364962766279 | 0.463503723372074 |
159 | 17.2 | 16.8051148758092 | 0.394885124190789 |
160 | 16.7 | 17.0150665870381 | -0.315066587038084 |
161 | 18.7 | 16.5331911936030 | 2.16680880639697 |
162 | 13.2 | 12.4721989885475 | 0.727801011452502 |
163 | 13.4 | 11.9725468675049 | 1.42745313249512 |
164 | 13.7 | 14.5682646296658 | -0.86826462966585 |
165 | 16.5 | 16.8257936008497 | -0.325793600849737 |
166 | 14.7 | 14.9518419879868 | -0.251841987986807 |
167 | 14.5 | 16.4707916355479 | -1.97079163554795 |
168 | 17.6 | 17.1434167545243 | 0.456583245475682 |
169 | 15.9 | 15.7163711072187 | 0.183628892781287 |
170 | 13.6 | 14.5498246866626 | -0.949824686662602 |
171 | 15.8 | 14.7159030114644 | 1.08409698853558 |
172 | 14.9 | 16.2120749624477 | -1.31207496244768 |
173 | 16.6 | 16.7700779413206 | -0.170077941320628 |
174 | 18.2 | 16.7922039489217 | 1.40779605107835 |
175 | 17.3 | 17.1014584241419 | 0.198541575858103 |
176 | 16.6 | 15.8088876197246 | 0.791112380275368 |
177 | 15.4 | 14.7272046966036 | 0.672795303396401 |
178 | 13.2 | 14.1256012672980 | -0.925601267298019 |
179 | 15.2 | 14.2381208098277 | 0.961879190172283 |
180 | 14.3 | 14.1083522425465 | 0.191647757453468 |
181 | 15 | 14.7163181632549 | 0.283681836745116 |
182 | 14 | 16.0309990689781 | -2.03099906897808 |
183 | 15.2 | 16.6317560960245 | -1.43175609602454 |
184 | 15 | 17.2134045190841 | -2.21340451908414 |
185 | 24.8 | 19.1753180032516 | 5.62468199674836 |
186 | 22.2 | 16.8161747770905 | 5.38382522290945 |
187 | 14.9 | 16.6142309217072 | -1.71423092170723 |
188 | 19.2 | 16.7644181863293 | 2.43558181367069 |
189 | 16 | 16.2617449796044 | -0.261744979604369 |
190 | 11.3 | 13.6911582494031 | -2.39115824940305 |
191 | 13.2 | 15.9441657202885 | -2.74416572028846 |
192 | 14.7 | 16.2090669092676 | -1.50906690926760 |
193 | 15.5 | 16.5817704269635 | -1.08177042696352 |
194 | 16.4 | 16.7543305469886 | -0.354330546988576 |
195 | 18.1 | 17.0457427646128 | 1.05425723538721 |
196 | 20.1 | 17.189410710764 | 2.91058928923600 |
197 | 15.8 | 16.1924224468856 | -0.392422446885625 |
198 | 15.5 | 16.5000936398318 | -1.00009363983178 |
199 | 15 | 15.6914388311075 | -0.691438831107534 |
200 | 15.2 | 16.5463884706311 | -1.34638847063105 |
201 | 14.4 | 15.4884817118950 | -1.08848171189505 |
202 | 19.2 | 17.0151386542103 | 2.18486134578971 |
203 | 19.9 | 18.7610574828212 | 1.13894251717876 |
204 | 13.8 | 16.1005031724359 | -2.30050317243594 |
205 | 15.3 | 16.4674798945579 | -1.16747989455793 |
206 | 15.1 | 16.1464364778813 | -1.04643647788132 |
207 | 15.7 | 16.3166960548017 | -0.616696054801711 |
208 | 16.4 | 16.6038048845593 | -0.203804884559282 |
209 | 12.6 | 14.4196119606180 | -1.81961196061796 |
210 | 12.9 | 16.0241888422739 | -3.12418884227390 |
211 | 16.4 | 16.4264381832341 | -0.0264381832341449 |
212 | 16.1 | 16.4356239621837 | -0.335623962183735 |
213 | 19.4 | 16.6390579523888 | 2.76094204761118 |
214 | 17.3 | 17.0385654047313 | 0.261434595268720 |
215 | 14.9 | 17.3081295091628 | -2.40812950916282 |
216 | 16.2 | 16.7391386280051 | -0.539138628005072 |
217 | 14.2 | 16.4326207013449 | -2.23262070134488 |
218 | 14.8 | 15.6095824710048 | -0.809582471004822 |
219 | 20.4 | 18.6274058586136 | 1.77259414138642 |
220 | 13.8 | 14.4552437440754 | -0.655243744075418 |
221 | 15.8 | 15.918294545244 | -0.118294545244007 |
222 | 17.1 | 16.7674276027081 | 0.332572397291897 |
223 | 16.6 | 17.932904453631 | -1.33290445363099 |
224 | 18.6 | 16.6094646582279 | 1.99053534177214 |
225 | 18 | 15.9269478289963 | 2.07305217100371 |
226 | 16 | 16.4141984589776 | -0.414198458977648 |
227 | 18 | 16.4428208730740 | 1.55717912692603 |
228 | 15.3 | 15.8476062762892 | -0.547606276289246 |
229 | 17.6 | 16.3615367447554 | 1.23846325524456 |
230 | 14.7 | 17.0574090412818 | -2.35740904128183 |
231 | 14.5 | 15.2138739786151 | -0.713873978615051 |
232 | 14.5 | 16.386543348408 | -1.88654334840801 |
233 | 15.7 | 16.4208682147283 | -0.72086821472831 |
234 | 16.4 | 14.9740693645239 | 1.42593063547608 |
235 | 17 | 16.4091334287478 | 0.590866571252236 |
236 | 13.9 | 15.8593667501412 | -1.95936675014119 |
237 | 17.3 | 17.0417642130119 | 0.258235786988129 |
238 | 15.6 | 16.9694008962066 | -1.36940089620664 |
239 | 11.6 | 15.7734683743929 | -4.17346837439291 |
240 | 18.6 | 17.1686065263631 | 1.43139347363693 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
8 | 0.597446407623232 | 0.805107184753535 | 0.402553592376768 |
9 | 0.466738494429124 | 0.933476988858247 | 0.533261505570876 |
10 | 0.321899744726942 | 0.643799489453884 | 0.678100255273058 |
11 | 0.350894288546905 | 0.701788577093809 | 0.649105711453095 |
12 | 0.269968261233995 | 0.539936522467991 | 0.730031738766004 |
13 | 0.221492720146526 | 0.442985440293052 | 0.778507279853474 |
14 | 0.200659259824317 | 0.401318519648634 | 0.799340740175683 |
15 | 0.349215312759481 | 0.698430625518962 | 0.650784687240519 |
16 | 0.944552725120053 | 0.110894549759893 | 0.0554472748799466 |
17 | 0.974493843845538 | 0.0510123123089236 | 0.0255061561544618 |
18 | 0.996512841585981 | 0.00697431682803777 | 0.00348715841401889 |
19 | 0.996311790100958 | 0.00737641979808345 | 0.00368820989904172 |
20 | 0.995948177674056 | 0.0081036446518873 | 0.00405182232594365 |
21 | 0.994177953017572 | 0.0116440939648556 | 0.00582204698242778 |
22 | 0.991113448066526 | 0.0177731038669474 | 0.0088865519334737 |
23 | 0.98786243280204 | 0.0242751343959224 | 0.0121375671979612 |
24 | 0.982647753425294 | 0.0347044931494123 | 0.0173522465747062 |
25 | 0.977421545076747 | 0.0451569098465066 | 0.0225784549232533 |
26 | 0.975188013667534 | 0.0496239726649321 | 0.0248119863324660 |
27 | 0.985498223229746 | 0.0290035535405072 | 0.0145017767702536 |
28 | 0.98030358526431 | 0.0393928294713796 | 0.0196964147356898 |
29 | 0.98082694109455 | 0.0383461178109011 | 0.0191730589054505 |
30 | 0.978762865281175 | 0.04247426943765 | 0.021237134718825 |
31 | 0.977651503595605 | 0.0446969928087892 | 0.0223484964043946 |
32 | 0.986335798054615 | 0.0273284038907691 | 0.0136642019453845 |
33 | 0.991709082001422 | 0.0165818359971561 | 0.00829091799857804 |
34 | 0.998093080284634 | 0.00381383943073315 | 0.00190691971536657 |
35 | 0.99730198099811 | 0.00539603800378031 | 0.00269801900189015 |
36 | 0.996205941526133 | 0.00758811694773366 | 0.00379405847386683 |
37 | 0.99486466803945 | 0.0102706639211006 | 0.00513533196055029 |
38 | 0.992699850671551 | 0.0146002986568972 | 0.0073001493284486 |
39 | 0.98989733785148 | 0.0202053242970389 | 0.0101026621485195 |
40 | 0.986760049015006 | 0.0264799019699881 | 0.0132399509849940 |
41 | 0.982336652794824 | 0.0353266944103518 | 0.0176633472051759 |
42 | 0.979824678418027 | 0.0403506431639454 | 0.0201753215819727 |
43 | 0.991327034031614 | 0.0173459319367712 | 0.00867296596838558 |
44 | 0.989059681597237 | 0.0218806368055252 | 0.0109403184027626 |
45 | 0.986972440760252 | 0.0260551184794951 | 0.0130275592397476 |
46 | 0.986913399982049 | 0.0261732000359022 | 0.0130866000179511 |
47 | 0.98468456546046 | 0.0306308690790781 | 0.0153154345395391 |
48 | 0.979733908808978 | 0.0405321823820440 | 0.0202660911910220 |
49 | 0.97760725715512 | 0.0447854856897585 | 0.0223927428448793 |
50 | 0.974533456020051 | 0.0509330879598978 | 0.0254665439799489 |
51 | 0.970083683484018 | 0.0598326330319634 | 0.0299163165159817 |
52 | 0.968830038777815 | 0.0623399224443707 | 0.0311699612221853 |
53 | 0.960334922799793 | 0.0793301544004133 | 0.0396650772002066 |
54 | 0.950885781574146 | 0.0982284368517085 | 0.0491142184258542 |
55 | 0.946878052549548 | 0.106243894900905 | 0.0531219474504524 |
56 | 0.93474616677482 | 0.130507666450359 | 0.0652538332251797 |
57 | 0.927135724604817 | 0.145728550790366 | 0.0728642753951829 |
58 | 0.924701475501536 | 0.150597048996928 | 0.0752985244984638 |
59 | 0.919986714882534 | 0.160026570234933 | 0.0800132851174663 |
60 | 0.94056832720377 | 0.118863345592462 | 0.0594316727962309 |
61 | 0.93315303815646 | 0.133693923687081 | 0.0668469618435407 |
62 | 0.918980136142252 | 0.162039727715496 | 0.081019863857748 |
63 | 0.910520210875576 | 0.178959578248848 | 0.0894797891244238 |
64 | 0.893548848778191 | 0.212902302443617 | 0.106451151221809 |
65 | 0.873834221128905 | 0.252331557742189 | 0.126165778871095 |
66 | 0.906805296518643 | 0.186389406962715 | 0.0931947034813575 |
67 | 0.893667058509668 | 0.212665882980663 | 0.106332941490332 |
68 | 0.914556719391826 | 0.170886561216348 | 0.0854432806081738 |
69 | 0.901079592679231 | 0.197840814641538 | 0.0989204073207688 |
70 | 0.88443814326258 | 0.231123713474839 | 0.115561856737419 |
71 | 0.910200136680854 | 0.179599726638292 | 0.089799863319146 |
72 | 0.89772199520275 | 0.2045560095945 | 0.10227800479725 |
73 | 0.91646122805575 | 0.167077543888501 | 0.0835387719442506 |
74 | 0.906451788953803 | 0.187096422092394 | 0.0935482110461972 |
75 | 0.902925963671145 | 0.19414807265771 | 0.097074036328855 |
76 | 0.906927276655336 | 0.186145446689328 | 0.0930727233446642 |
77 | 0.890909140948655 | 0.21818171810269 | 0.109090859051345 |
78 | 0.879773196159884 | 0.240453607680231 | 0.120226803840116 |
79 | 0.858946586911295 | 0.282106826177409 | 0.141053413088705 |
80 | 0.953830836455488 | 0.0923383270890243 | 0.0461691635445121 |
81 | 0.947805971162196 | 0.104388057675609 | 0.0521940288378043 |
82 | 0.952825703362135 | 0.0943485932757307 | 0.0471742966378653 |
83 | 0.944650651268371 | 0.110698697463257 | 0.0553493487316287 |
84 | 0.935690882008104 | 0.128618235983792 | 0.0643091179918961 |
85 | 0.927853876715854 | 0.144292246568291 | 0.0721461232841457 |
86 | 0.921439057686164 | 0.157121884627671 | 0.0785609423138356 |
87 | 0.915757242054006 | 0.168485515891988 | 0.084242757945994 |
88 | 0.926705542954352 | 0.146588914091296 | 0.073294457045648 |
89 | 0.929307124909102 | 0.141385750181796 | 0.070692875090898 |
90 | 0.93480750587726 | 0.130384988245480 | 0.0651924941227401 |
91 | 0.948226653584343 | 0.103546692831314 | 0.0517733464156569 |
92 | 0.939657970033565 | 0.12068405993287 | 0.060342029966435 |
93 | 0.930089397619915 | 0.13982120476017 | 0.069910602380085 |
94 | 0.919733096331546 | 0.160533807336907 | 0.0802669036684537 |
95 | 0.92723061616962 | 0.145538767660761 | 0.0727693838303806 |
96 | 0.922832350179747 | 0.154335299640506 | 0.077167649820253 |
97 | 0.912495839357193 | 0.175008321285614 | 0.0875041606428071 |
98 | 0.916490359572131 | 0.167019280855737 | 0.0835096404278687 |
99 | 0.960647850831468 | 0.0787042983370635 | 0.0393521491685318 |
100 | 0.969306524929655 | 0.0613869501406906 | 0.0306934750703453 |
101 | 0.965556229875662 | 0.0688875402486765 | 0.0344437701243383 |
102 | 0.963127091377374 | 0.0737458172452513 | 0.0368729086226256 |
103 | 0.956074371297797 | 0.087851257404406 | 0.043925628702203 |
104 | 0.946886288979274 | 0.106227422041453 | 0.0531137110207263 |
105 | 0.9396853311483 | 0.120629337703401 | 0.0603146688517003 |
106 | 0.953143769140596 | 0.0937124617188086 | 0.0468562308594043 |
107 | 0.944140690264666 | 0.111718619470668 | 0.0558593097353342 |
108 | 0.946552479770337 | 0.106895040459327 | 0.0534475202296633 |
109 | 0.942218789415898 | 0.115562421168204 | 0.0577812105841018 |
110 | 0.93280269958591 | 0.134394600828180 | 0.0671973004140901 |
111 | 0.926727723875522 | 0.146544552248956 | 0.0732722761244782 |
112 | 0.913997070987234 | 0.172005858025532 | 0.0860029290127659 |
113 | 0.907105984621408 | 0.185788030757185 | 0.0928940153785925 |
114 | 0.895829075787384 | 0.208341848425233 | 0.104170924212616 |
115 | 0.88004813427207 | 0.239903731455861 | 0.119951865727931 |
116 | 0.895650109050162 | 0.208699781899677 | 0.104349890949838 |
117 | 0.913589495272154 | 0.172821009455692 | 0.0864105047278458 |
118 | 0.901781168294194 | 0.196437663411613 | 0.0982188317058065 |
119 | 0.898753550337405 | 0.202492899325190 | 0.101246449662595 |
120 | 0.88579603503917 | 0.228407929921660 | 0.114203964960830 |
121 | 0.958013981643387 | 0.0839720367132256 | 0.0419860183566128 |
122 | 0.990799557041132 | 0.0184008859177365 | 0.00920044295886823 |
123 | 0.989010086137584 | 0.0219798277248316 | 0.0109899138624158 |
124 | 0.986538076111745 | 0.0269238477765094 | 0.0134619238882547 |
125 | 0.98633825572327 | 0.0273234885534591 | 0.0136617442767295 |
126 | 0.983898874037782 | 0.0322022519244362 | 0.0161011259622181 |
127 | 0.980029619313208 | 0.0399407613735834 | 0.0199703806867917 |
128 | 0.979068715159268 | 0.0418625696814649 | 0.0209312848407325 |
129 | 0.973855239755848 | 0.0522895204883033 | 0.0261447602441516 |
130 | 0.973857517302204 | 0.0522849653955918 | 0.0261424826977959 |
131 | 0.967927583849716 | 0.0641448323005675 | 0.0320724161502837 |
132 | 0.961374281392982 | 0.0772514372140364 | 0.0386257186070182 |
133 | 0.960456253630003 | 0.0790874927399948 | 0.0395437463699974 |
134 | 0.954628547467087 | 0.0907429050658262 | 0.0453714525329131 |
135 | 0.95901831845606 | 0.0819633630878789 | 0.0409816815439394 |
136 | 0.953814671031739 | 0.0923706579365228 | 0.0461853289682614 |
137 | 0.950237031262444 | 0.0995259374751115 | 0.0497629687375558 |
138 | 0.944932628223895 | 0.11013474355221 | 0.0550673717761051 |
139 | 0.93448040034251 | 0.131039199314981 | 0.0655195996574905 |
140 | 0.92739197742244 | 0.145216045155120 | 0.0726080225775599 |
141 | 0.924311469781321 | 0.151377060437357 | 0.0756885302186787 |
142 | 0.911570451094918 | 0.176859097810164 | 0.0884295489050819 |
143 | 0.896091767403165 | 0.20781646519367 | 0.103908232596835 |
144 | 0.88408194883312 | 0.231836102333758 | 0.115918051166879 |
145 | 0.884032423236872 | 0.231935153526255 | 0.115967576763128 |
146 | 0.870198492564545 | 0.259603014870911 | 0.129801507435455 |
147 | 0.862068143020684 | 0.275863713958632 | 0.137931856979316 |
148 | 0.843337192749602 | 0.313325614500796 | 0.156662807250398 |
149 | 0.85560437854195 | 0.288791242916099 | 0.144395621458050 |
150 | 0.855860579212118 | 0.288278841575763 | 0.144139420787882 |
151 | 0.926037211342004 | 0.147925577315991 | 0.0739627886579956 |
152 | 0.919390258382247 | 0.161219483235506 | 0.0806097416177529 |
153 | 0.934893298664786 | 0.130213402670429 | 0.0651067013352143 |
154 | 0.92157754211623 | 0.156844915767540 | 0.0784224578837699 |
155 | 0.906511096786848 | 0.186977806426304 | 0.0934889032131521 |
156 | 0.89909308168867 | 0.20181383662266 | 0.10090691831133 |
157 | 0.894179379350038 | 0.211641241299924 | 0.105820620649962 |
158 | 0.877997050708126 | 0.244005898583748 | 0.122002949291874 |
159 | 0.857184895722623 | 0.285630208554754 | 0.142815104277377 |
160 | 0.846114281554312 | 0.307771436891376 | 0.153885718445688 |
161 | 0.840922124789889 | 0.318155750420222 | 0.159077875210111 |
162 | 0.845723594427226 | 0.308552811145549 | 0.154276405572774 |
163 | 0.906543923656312 | 0.186912152687376 | 0.0934560763436879 |
164 | 0.90207263699407 | 0.19585472601186 | 0.09792736300593 |
165 | 0.883862848899547 | 0.232274302200905 | 0.116137151100453 |
166 | 0.883110978791381 | 0.233778042417237 | 0.116889021208619 |
167 | 0.885871321581864 | 0.228257356836272 | 0.114128678418136 |
168 | 0.865087822436398 | 0.269824355127204 | 0.134912177563602 |
169 | 0.84104121463594 | 0.317917570728121 | 0.158958785364060 |
170 | 0.828628689412721 | 0.342742621174558 | 0.171371310587279 |
171 | 0.804635000517313 | 0.390729998965374 | 0.195364999482687 |
172 | 0.784454506435072 | 0.431090987129856 | 0.215545493564928 |
173 | 0.752794953711204 | 0.494410092577591 | 0.247205046288796 |
174 | 0.726712396018073 | 0.546575207963854 | 0.273287603981927 |
175 | 0.690550322577515 | 0.61889935484497 | 0.309449677422485 |
176 | 0.655720961582992 | 0.688558076834016 | 0.344279038417008 |
177 | 0.618077938714812 | 0.763844122570376 | 0.381922061285188 |
178 | 0.581012438474015 | 0.83797512305197 | 0.418987561525985 |
179 | 0.554336728466788 | 0.891326543066424 | 0.445663271533212 |
180 | 0.520346715178594 | 0.959306569642813 | 0.479653284821406 |
181 | 0.481556433251871 | 0.963112866503743 | 0.518443566748129 |
182 | 0.471720517885808 | 0.943441035771617 | 0.528279482114192 |
183 | 0.453003857581788 | 0.906007715163576 | 0.546996142418212 |
184 | 0.534306748376069 | 0.931386503247862 | 0.465693251623931 |
185 | 0.724085730258896 | 0.551828539482209 | 0.275914269741104 |
186 | 0.902715828474577 | 0.194568343050846 | 0.097284171525423 |
187 | 0.89742316433919 | 0.205153671321621 | 0.102576835660811 |
188 | 0.928694646882606 | 0.142610706234789 | 0.0713053531173944 |
189 | 0.912540242486435 | 0.174919515027130 | 0.0874597575135648 |
190 | 0.90478728211224 | 0.190425435775521 | 0.0952127178877603 |
191 | 0.913764905283865 | 0.17247018943227 | 0.086235094716135 |
192 | 0.90305790098372 | 0.193884198032561 | 0.0969420990162803 |
193 | 0.88550765560337 | 0.228984688793261 | 0.114492344396630 |
194 | 0.859728432995014 | 0.280543134009972 | 0.140271567004986 |
195 | 0.837071430045814 | 0.325857139908371 | 0.162928569954186 |
196 | 0.889820817745527 | 0.220358364508947 | 0.110179182254473 |
197 | 0.863768686178484 | 0.272462627643031 | 0.136231313821516 |
198 | 0.840624442706512 | 0.318751114586976 | 0.159375557293488 |
199 | 0.807632699214082 | 0.384734601571837 | 0.192367300785918 |
200 | 0.785272299512866 | 0.429455400974269 | 0.214727700487134 |
201 | 0.747104799110547 | 0.505790401778906 | 0.252895200889453 |
202 | 0.78031604789421 | 0.43936790421158 | 0.21968395210579 |
203 | 0.744844724701808 | 0.510310550596383 | 0.255155275298192 |
204 | 0.740219736057955 | 0.519560527884091 | 0.259780263942045 |
205 | 0.700184011578812 | 0.599631976842376 | 0.299815988421188 |
206 | 0.657735459594867 | 0.684529080810267 | 0.342264540405133 |
207 | 0.60433541170661 | 0.79132917658678 | 0.39566458829339 |
208 | 0.552233588854213 | 0.895532822291574 | 0.447766411145787 |
209 | 0.535873413188491 | 0.928253173623019 | 0.464126586811509 |
210 | 0.59231866547143 | 0.81536266905714 | 0.40768133452857 |
211 | 0.535254992329044 | 0.929490015341911 | 0.464745007670956 |
212 | 0.474571028594908 | 0.949142057189817 | 0.525428971405092 |
213 | 0.640129317343546 | 0.719741365312908 | 0.359870682656454 |
214 | 0.598398255118598 | 0.803203489762804 | 0.401601744881402 |
215 | 0.614364713233338 | 0.771270573533324 | 0.385635286766662 |
216 | 0.548770710780822 | 0.902458578438357 | 0.451229289219178 |
217 | 0.552341706760213 | 0.895316586479575 | 0.447658293239787 |
218 | 0.495996654241239 | 0.991993308482477 | 0.504003345758761 |
219 | 0.44455869766909 | 0.88911739533818 | 0.55544130233091 |
220 | 0.469134446306972 | 0.938268892613944 | 0.530865553693028 |
221 | 0.410018774332604 | 0.820037548665208 | 0.589981225667396 |
222 | 0.335725672331551 | 0.671451344663101 | 0.66427432766845 |
223 | 0.450822029465317 | 0.901644058930634 | 0.549177970534683 |
224 | 0.409877753651629 | 0.819755507303257 | 0.590122246348371 |
225 | 0.506285912515665 | 0.987428174968669 | 0.493714087484335 |
226 | 0.415097422949845 | 0.83019484589969 | 0.584902577050155 |
227 | 0.551744339044776 | 0.896511321910447 | 0.448255660955224 |
228 | 0.48050694833634 | 0.96101389667268 | 0.51949305166366 |
229 | 0.59842051622508 | 0.80315896754984 | 0.40157948377492 |
230 | 0.583154108180912 | 0.833691783638176 | 0.416845891819088 |
231 | 0.865704778410308 | 0.268590443179385 | 0.134295221589692 |
232 | 0.76885290495217 | 0.46229419009566 | 0.23114709504783 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 6 | 0.0266666666666667 | NOK |
5% type I error level | 39 | 0.173333333333333 | NOK |
10% type I error level | 63 | 0.28 | NOK |