Multiple Linear Regression - Estimated Regression Equation |
y[t] = + 12.2907451492279 + 0.276580143314847x[t] + 0.970866601147538M1[t] -0.485826440139703M2[t] -1.85133518547589M3[t] -0.625659634861006M4[t] + 0.917647323851751M5[t] + 1.2147514458952M6[t] -0.859972086470695M7[t] -1.07783180979365M8[t] -1.89797925849695M9[t] -0.696851311560647M10[t] -1.87216024360439M11[t] + 0.00836588819332487t + 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) | 12.2907451492279 | 1.265789 | 9.7099 | 0 | 0 |
x | 0.276580143314847 | 0.504304 | 0.5484 | 0.584217 | 0.292108 |
M1 | 0.970866601147538 | 1.186296 | 0.8184 | 0.414444 | 0.207222 |
M2 | -0.485826440139703 | 1.184941 | -0.41 | 0.682398 | 0.341199 |
M3 | -1.85133518547589 | 1.184868 | -1.5625 | 0.12031 | 0.060155 |
M4 | -0.625659634861006 | 1.186105 | -0.5275 | 0.598643 | 0.299321 |
M5 | 0.917647323851751 | 1.18479 | 0.7745 | 0.439857 | 0.219929 |
M6 | 1.2147514458952 | 1.18609 | 1.0242 | 0.307429 | 0.153714 |
M7 | -0.859972086470695 | 1.207112 | -0.7124 | 0.477326 | 0.238663 |
M8 | -1.07783180979365 | 1.208852 | -0.8916 | 0.374046 | 0.187023 |
M9 | -1.89797925849695 | 1.206359 | -1.5733 | 0.117782 | 0.058891 |
M10 | -0.696851311560647 | 1.206946 | -0.5774 | 0.564569 | 0.282284 |
M11 | -1.87216024360439 | 1.208743 | -1.5488 | 0.123554 | 0.061777 |
t | 0.00836588819332487 | 0.005179 | 1.6154 | 0.10836 | 0.05418 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.364293777347871 |
R-squared | 0.132709956214381 |
Adjusted R-squared | 0.0565290739899679 |
F-TEST (value) | 1.74203753408165 |
F-TEST (DF numerator) | 13 |
F-TEST (DF denominator) | 148 |
p-value | 0.0578919379739506 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 3.07536929794538 |
Sum Squared Residuals | 1399.76865517427 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 12 | 13.8231379251985 | -1.82313792519848 |
2 | 11 | 12.3748107721045 | -1.37481077210453 |
3 | 14 | 11.0176679149617 | 2.98233208503832 |
4 | 12 | 11.9751292104550 | 0.0248707895449669 |
5 | 21 | 13.8033822006760 | 7.19661779932404 |
6 | 12 | 14.1088522109127 | -2.10885221091274 |
7 | 22 | 12.0424945667402 | 9.95750543325984 |
8 | 11 | 11.8330007316105 | -0.83300073161054 |
9 | 10 | 11.0212191711006 | -1.02121917110056 |
10 | 13 | 12.2307130062302 | 0.769286993769811 |
11 | 10 | 10.7871898190649 | -0.787189819064924 |
12 | 8 | 12.9442960941775 | -4.94429609417748 |
13 | 15 | 13.6469484402035 | 1.35305155979650 |
14 | 14 | 12.4752014304244 | 1.52479856957557 |
15 | 10 | 11.1180585732816 | -1.11805857328157 |
16 | 14 | 12.0755198687749 | 1.92448013122507 |
17 | 14 | 13.6271927156810 | 0.372807284318985 |
18 | 11 | 14.2092428692326 | -3.20924286923264 |
19 | 10 | 11.8663050817452 | -1.86630508174522 |
20 | 13 | 11.9333913899304 | 1.06660861006956 |
21 | 7 | 10.8450296861056 | -3.84502968610561 |
22 | 14 | 12.3311036645501 | 1.66889633544991 |
23 | 12 | 11.1641606206997 | 0.835839379300332 |
24 | 14 | 13.0446867524974 | 0.955313247502616 |
25 | 11 | 13.7473390985234 | -2.7473390985234 |
26 | 9 | 12.5755920887443 | -3.57559208874433 |
27 | 11 | 10.9418690882866 | 0.0581309117133738 |
28 | 15 | 12.4524906704097 | 2.54750932959032 |
29 | 14 | 14.0041635173158 | -0.00416351731575923 |
30 | 13 | 14.0330533842377 | -1.03305338423769 |
31 | 9 | 12.2432758833800 | -3.24327588337996 |
32 | 15 | 11.7572019049355 | 3.24279809506451 |
33 | 10 | 11.2220004877404 | -1.22200048774036 |
34 | 11 | 12.4314943228700 | -1.43149432286999 |
35 | 13 | 10.9879711357047 | 2.01202886429528 |
36 | 8 | 12.8684972675024 | -4.86849726750243 |
37 | 20 | 13.8477297568433 | 6.1522702431567 |
38 | 12 | 12.3994026037494 | -0.399402603749383 |
39 | 10 | 11.3188398899214 | -1.31883988992137 |
40 | 10 | 12.2763011854147 | -2.27630118541473 |
41 | 9 | 13.8279740323208 | -4.82797403232081 |
42 | 14 | 14.4100241858724 | -0.410024185872432 |
43 | 8 | 12.0670863983850 | -4.06708639838501 |
44 | 14 | 11.8575925632554 | 2.14240743674461 |
45 | 11 | 11.3223911460603 | -0.322391146060258 |
46 | 13 | 12.5318849811899 | 0.468115018810115 |
47 | 9 | 11.3649419373395 | -2.36494193733946 |
48 | 11 | 13.2454680691372 | -2.24546806913718 |
49 | 15 | 14.2247005584780 | 0.775299441521956 |
50 | 11 | 12.4997932620693 | -1.49979326206928 |
51 | 10 | 11.4192305482413 | -1.41923054824127 |
52 | 14 | 12.3766918437346 | 1.62330815626537 |
53 | 18 | 13.9283646906407 | 4.07163530935929 |
54 | 14 | 14.5104148441923 | -0.510414844192331 |
55 | 11 | 12.1674770567049 | -1.16747705670491 |
56 | 12 | 12.2345633648901 | -0.234563364890132 |
57 | 13 | 11.4227818043802 | 1.57721819561984 |
58 | 9 | 12.6322756395098 | -3.63227563950978 |
59 | 10 | 11.1887524523445 | -1.18875245234452 |
60 | 15 | 13.3458587274571 | 1.65414127254292 |
61 | 20 | 14.0485110734831 | 5.9514889265169 |
62 | 12 | 12.6001839203892 | -0.600183920389179 |
63 | 12 | 11.5196212065612 | 0.48037879343883 |
64 | 14 | 12.7536626453694 | 1.24633735463063 |
65 | 13 | 14.3053354922755 | -1.30533549227546 |
66 | 11 | 14.3342253591974 | -3.33422535919738 |
67 | 17 | 12.5444478583397 | 4.45555214166034 |
68 | 12 | 12.0583738798952 | -0.0583738798951842 |
69 | 13 | 11.5231724627001 | 1.47682753729995 |
70 | 14 | 12.4560861545148 | 1.54391384548516 |
71 | 13 | 11.2891431106644 | 1.71085688933558 |
72 | 15 | 13.4462493857770 | 1.55375061422302 |
73 | 13 | 14.4254818751178 | -1.42548187511784 |
74 | 10 | 12.7005745787091 | -2.70057457870908 |
75 | 11 | 11.3434317215662 | -0.343431721566221 |
76 | 19 | 12.8540533036893 | 6.14594669631073 |
77 | 13 | 14.4057261505954 | -1.40572615059535 |
78 | 17 | 14.7111961608321 | 2.28880383916787 |
79 | 13 | 12.3682583733447 | 0.63174162665529 |
80 | 9 | 12.1587645382151 | -3.15876453821508 |
81 | 11 | 11.3469829777051 | -0.346982977705106 |
82 | 10 | 12.5564768128347 | -2.55647681283473 |
83 | 9 | 11.6661139122992 | -2.66611391229916 |
84 | 12 | 13.2700599007820 | -1.27005990078203 |
85 | 12 | 14.5258725334377 | -2.52587253343774 |
86 | 13 | 13.0775453803438 | -0.077545380343823 |
87 | 13 | 11.4438223798861 | 1.55617762011388 |
88 | 12 | 12.9544439620092 | -0.95444396200917 |
89 | 15 | 14.5061168089153 | 0.493883191084749 |
90 | 22 | 14.8115868191520 | 7.18841318084797 |
91 | 13 | 12.7452291749795 | 0.254770825020545 |
92 | 15 | 12.5357353398498 | 2.46426466015017 |
93 | 13 | 11.7239537793399 | 1.27604622066015 |
94 | 15 | 12.9334476144695 | 2.06655238553052 |
95 | 10 | 11.7665045706191 | -1.76650457061906 |
96 | 11 | 13.6470307024168 | -2.64703070241677 |
97 | 16 | 14.6262631917576 | 1.37373680824236 |
98 | 11 | 13.1779360386637 | -2.17793603866372 |
99 | 11 | 11.5442130382060 | -0.544213038206017 |
100 | 10 | 12.7782544770142 | -2.77825447701422 |
101 | 10 | 14.6065074672351 | -4.60650746723515 |
102 | 16 | 14.6353973341571 | 1.36460266584292 |
103 | 12 | 12.8456198332994 | -0.845619833299353 |
104 | 11 | 12.3595458548549 | -1.35954585485488 |
105 | 16 | 11.8243444376597 | 4.17565556234025 |
106 | 19 | 12.7572581294745 | 6.24274187052547 |
107 | 11 | 11.8668952289390 | -0.866895228938958 |
108 | 16 | 13.4708412174218 | 2.52915878257817 |
109 | 15 | 14.4500737067627 | 0.549926293237312 |
110 | 24 | 13.2783266969836 | 10.7216733030164 |
111 | 14 | 11.9211838398408 | 2.07881616015924 |
112 | 15 | 13.1552252786490 | 1.84477472135103 |
113 | 11 | 14.7068981255550 | -3.70689812555505 |
114 | 15 | 14.7357879924770 | 0.264212007523024 |
115 | 12 | 12.9460104916193 | -0.946010491619252 |
116 | 10 | 12.4599365131748 | -2.45993651317478 |
117 | 14 | 11.9247350959796 | 2.07526490402035 |
118 | 13 | 13.1342289311093 | -0.134228931109275 |
119 | 9 | 11.9672858872589 | -2.96728588725886 |
120 | 15 | 13.8478120190566 | 1.15218798094343 |
121 | 15 | 14.8270445083974 | 0.172955491602566 |
122 | 14 | 13.3787173553035 | 0.621282644696481 |
123 | 11 | 12.0215744981607 | -1.02157449816066 |
124 | 8 | 13.2556159369689 | -5.25561593696886 |
125 | 11 | 14.8072887838749 | -3.80728878387495 |
126 | 11 | 15.1127587941117 | -4.11275879411172 |
127 | 8 | 12.7698210066243 | -4.7698210066243 |
128 | 10 | 12.8369073148095 | -2.83690731480952 |
129 | 11 | 12.0251257542995 | -1.02512575429955 |
130 | 13 | 13.2346195894292 | -0.234619589429174 |
131 | 11 | 11.7910964022639 | -0.791096402263907 |
132 | 20 | 13.6716225340616 | 6.32837746593838 |
133 | 10 | 14.9274351667173 | -4.92743516671733 |
134 | 15 | 13.2025278703086 | 1.79747212969143 |
135 | 12 | 11.8453850131657 | 0.154614986834288 |
136 | 14 | 13.3560065952888 | 0.643993404711236 |
137 | 23 | 14.63109929888 | 8.36890070112 |
138 | 14 | 14.9365693091168 | -0.936569309116773 |
139 | 16 | 13.1467918082590 | 2.85320819174095 |
140 | 11 | 12.9372979731294 | -1.93729797312942 |
141 | 12 | 11.8489362693046 | 0.151063730695401 |
142 | 10 | 13.3350102477491 | -3.33501024774907 |
143 | 14 | 11.8914870605838 | 2.10851293941619 |
144 | 12 | 14.0485933356964 | -2.04859333569637 |
145 | 12 | 14.7512456817224 | -2.75124568172238 |
146 | 11 | 13.5794986719433 | -2.57949867194332 |
147 | 12 | 12.2223558148005 | -0.222355814800459 |
148 | 13 | 13.1798171102938 | -0.179817110293815 |
149 | 11 | 14.7314899571999 | -3.7314899571999 |
150 | 19 | 15.0369599674367 | 3.96304003256333 |
151 | 12 | 13.2471824665789 | -1.24718246657895 |
152 | 17 | 13.0376886314493 | 3.96231136855068 |
153 | 9 | 11.9493269276245 | -2.9493269276245 |
154 | 12 | 13.4354009060690 | -1.43540090606897 |
155 | 19 | 12.2684578622185 | 6.73154213778145 |
156 | 18 | 14.1489839940163 | 3.85101600598373 |
157 | 15 | 15.1282164833571 | -0.128216483357129 |
158 | 14 | 13.6798893302632 | 0.320110669736786 |
159 | 11 | 12.3227464731204 | -1.32274647312036 |
160 | 9 | 13.5567879119286 | -4.55678791192856 |
161 | 18 | 15.1084607588346 | 2.89153924116536 |
162 | 16 | 15.4139307690714 | 0.586069230928583 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
17 | 0.772706073702215 | 0.454587852595571 | 0.227293926297785 |
18 | 0.649158397435939 | 0.701683205128122 | 0.350841602564061 |
19 | 0.843001669042847 | 0.313996661914306 | 0.156998330957153 |
20 | 0.771593391410703 | 0.456813217178594 | 0.228406608589297 |
21 | 0.703689296751179 | 0.592621406497642 | 0.296310703248821 |
22 | 0.608358573831227 | 0.783282852337546 | 0.391641426168773 |
23 | 0.544324958500197 | 0.911350082999606 | 0.455675041499803 |
24 | 0.606538955554221 | 0.786922088891558 | 0.393461044445779 |
25 | 0.52526961284687 | 0.94946077430626 | 0.47473038715313 |
26 | 0.520456406570525 | 0.95908718685895 | 0.479543593429475 |
27 | 0.484528181923587 | 0.969056363847174 | 0.515471818076413 |
28 | 0.4171109876693 | 0.8342219753386 | 0.5828890123307 |
29 | 0.438214930851976 | 0.876429861703953 | 0.561785069148024 |
30 | 0.470796702973717 | 0.941593405947435 | 0.529203297026283 |
31 | 0.615410334589867 | 0.769179330820266 | 0.384589665410133 |
32 | 0.667663639637575 | 0.66467272072485 | 0.332336360362425 |
33 | 0.618268035912747 | 0.763463928174506 | 0.381731964087253 |
34 | 0.561504538913159 | 0.876990922173682 | 0.438495461086841 |
35 | 0.541711298297106 | 0.916577403405788 | 0.458288701702894 |
36 | 0.514860984628764 | 0.970278030742473 | 0.485139015371236 |
37 | 0.752327709564741 | 0.495344580870517 | 0.247672290435259 |
38 | 0.708324419115886 | 0.583351161768227 | 0.291675580884114 |
39 | 0.664584064165432 | 0.670831871669135 | 0.335415935834568 |
40 | 0.644091744964574 | 0.711816510070851 | 0.355908255035426 |
41 | 0.730073911159692 | 0.539852177680616 | 0.269926088840308 |
42 | 0.69734882887394 | 0.605302342252121 | 0.302651171126060 |
43 | 0.71452904418432 | 0.57094191163136 | 0.28547095581568 |
44 | 0.690362091659311 | 0.619275816681377 | 0.309637908340689 |
45 | 0.65414245694913 | 0.69171508610174 | 0.34585754305087 |
46 | 0.602394153794903 | 0.795211692410194 | 0.397605846205097 |
47 | 0.580039442067356 | 0.839921115865288 | 0.419960557932644 |
48 | 0.547243475472912 | 0.905513049054176 | 0.452756524527088 |
49 | 0.49303555418454 | 0.98607110836908 | 0.50696444581546 |
50 | 0.449954877593947 | 0.899909755187894 | 0.550045122406053 |
51 | 0.401831926879422 | 0.803663853758845 | 0.598168073120578 |
52 | 0.368785212274218 | 0.737570424548436 | 0.631214787725782 |
53 | 0.410733681496324 | 0.821467362992649 | 0.589266318503676 |
54 | 0.369752451849031 | 0.739504903698062 | 0.630247548150969 |
55 | 0.323282845998495 | 0.64656569199699 | 0.676717154001505 |
56 | 0.282364269078399 | 0.564728538156798 | 0.717635730921601 |
57 | 0.272698375636523 | 0.545396751273045 | 0.727301624363477 |
58 | 0.282757617873879 | 0.565515235747758 | 0.717242382126121 |
59 | 0.243369783361029 | 0.486739566722059 | 0.75663021663897 |
60 | 0.257596536704583 | 0.515193073409167 | 0.742403463295417 |
61 | 0.373303887501909 | 0.746607775003818 | 0.626696112498091 |
62 | 0.331508726582845 | 0.663017453165689 | 0.668491273417155 |
63 | 0.286969959997719 | 0.573939919995437 | 0.713030040002281 |
64 | 0.248377089332414 | 0.496754178664828 | 0.751622910667586 |
65 | 0.230402896814893 | 0.460805793629787 | 0.769597103185107 |
66 | 0.224766721302993 | 0.449533442605987 | 0.775233278697007 |
67 | 0.2562974519774 | 0.5125949039548 | 0.7437025480226 |
68 | 0.218291417736106 | 0.436582835472212 | 0.781708582263894 |
69 | 0.194100042429507 | 0.388200084859013 | 0.805899957570493 |
70 | 0.177587702011799 | 0.355175404023598 | 0.822412297988201 |
71 | 0.157751112061017 | 0.315502224122033 | 0.842248887938983 |
72 | 0.143910076304354 | 0.287820152608709 | 0.856089923695646 |
73 | 0.139322243856158 | 0.278644487712316 | 0.860677756143842 |
74 | 0.131598462192143 | 0.263196924384287 | 0.868401537807857 |
75 | 0.107347494712763 | 0.214694989425526 | 0.892652505287237 |
76 | 0.173197555844339 | 0.346395111688678 | 0.826802444155661 |
77 | 0.158374329563243 | 0.316748659126486 | 0.841625670436757 |
78 | 0.150879699801539 | 0.301759399603078 | 0.849120300198461 |
79 | 0.125577276047144 | 0.251154552094289 | 0.874422723952856 |
80 | 0.128757964036592 | 0.257515928073184 | 0.871242035963408 |
81 | 0.106524198488204 | 0.213048396976408 | 0.893475801511796 |
82 | 0.0991017243751591 | 0.198203448750318 | 0.900898275624841 |
83 | 0.0990559919700648 | 0.198111983940130 | 0.900944008029935 |
84 | 0.08878450387995 | 0.1775690077599 | 0.91121549612005 |
85 | 0.0890812747698955 | 0.178162549539791 | 0.910918725230104 |
86 | 0.0740610782928778 | 0.148122156585756 | 0.925938921707122 |
87 | 0.0623867554248579 | 0.124773510849716 | 0.937613244575142 |
88 | 0.0540795238412011 | 0.108159047682402 | 0.945920476158799 |
89 | 0.0423183081411922 | 0.0846366162823844 | 0.957681691858808 |
90 | 0.119854443789268 | 0.239708887578535 | 0.880145556210732 |
91 | 0.0995603888274496 | 0.199120777654899 | 0.90043961117255 |
92 | 0.0941814615566146 | 0.188362923113229 | 0.905818538443385 |
93 | 0.0779893672950644 | 0.155978734590129 | 0.922010632704936 |
94 | 0.068005978981824 | 0.136011957963648 | 0.931994021018176 |
95 | 0.058273574538688 | 0.116547149077376 | 0.941726425461312 |
96 | 0.0592272750268874 | 0.118454550053775 | 0.940772724973113 |
97 | 0.0517325625041054 | 0.103465125008211 | 0.948267437495895 |
98 | 0.0504732970383355 | 0.100946594076671 | 0.949526702961665 |
99 | 0.0395118890367896 | 0.0790237780735792 | 0.96048811096321 |
100 | 0.0378463176304778 | 0.0756926352609556 | 0.962153682369522 |
101 | 0.0524274323877837 | 0.104854864775567 | 0.947572567612216 |
102 | 0.0423967092843835 | 0.084793418568767 | 0.957603290715616 |
103 | 0.0331102014048612 | 0.0662204028097224 | 0.966889798595139 |
104 | 0.0262514394443578 | 0.0525028788887156 | 0.973748560555642 |
105 | 0.0332334218744025 | 0.066466843748805 | 0.966766578125598 |
106 | 0.0702385606619857 | 0.140477121323971 | 0.929761439338014 |
107 | 0.0569482636546898 | 0.113896527309380 | 0.94305173634531 |
108 | 0.0512737965989401 | 0.102547593197880 | 0.94872620340106 |
109 | 0.0414153359821755 | 0.0828306719643509 | 0.958584664017824 |
110 | 0.325645001970921 | 0.651290003941842 | 0.674354998029079 |
111 | 0.31751285659448 | 0.63502571318896 | 0.68248714340552 |
112 | 0.35842581279516 | 0.71685162559032 | 0.64157418720484 |
113 | 0.361156498409635 | 0.72231299681927 | 0.638843501590365 |
114 | 0.315239912376169 | 0.630479824752338 | 0.684760087623831 |
115 | 0.277100663403380 | 0.554201326806759 | 0.72289933659662 |
116 | 0.250117058001976 | 0.500234116003952 | 0.749882941998024 |
117 | 0.274298024961551 | 0.548596049923102 | 0.725701975038449 |
118 | 0.251599999163036 | 0.503199998326071 | 0.748400000836964 |
119 | 0.249846293906230 | 0.499692587812461 | 0.75015370609377 |
120 | 0.208089153872756 | 0.416178307745511 | 0.791910846127244 |
121 | 0.216333371333278 | 0.432666742666556 | 0.783666628666722 |
122 | 0.193618746849053 | 0.387237493698106 | 0.806381253150947 |
123 | 0.163517092116601 | 0.327034184233202 | 0.836482907883399 |
124 | 0.164819452630627 | 0.329638905261254 | 0.835180547369373 |
125 | 0.173495857271167 | 0.346991714542333 | 0.826504142728833 |
126 | 0.186935534478665 | 0.37387106895733 | 0.813064465521335 |
127 | 0.238143043839517 | 0.476286087679033 | 0.761856956160483 |
128 | 0.234463071391394 | 0.468926142782789 | 0.765536928608606 |
129 | 0.187945535084898 | 0.375891070169797 | 0.812054464915102 |
130 | 0.155720756134684 | 0.311441512269368 | 0.844279243865316 |
131 | 0.185904548488573 | 0.371809096977146 | 0.814095451511427 |
132 | 0.236088671918261 | 0.472177343836521 | 0.76391132808174 |
133 | 0.249921166705361 | 0.499842333410721 | 0.75007883329464 |
134 | 0.219582402694018 | 0.439164805388036 | 0.780417597305982 |
135 | 0.169647980863842 | 0.339295961727685 | 0.830352019136158 |
136 | 0.133825850746976 | 0.267651701493953 | 0.866174149253024 |
137 | 0.517739967905579 | 0.964520064188842 | 0.482260032094421 |
138 | 0.43418534099144 | 0.86837068198288 | 0.56581465900856 |
139 | 0.49278851392728 | 0.98557702785456 | 0.50721148607272 |
140 | 0.479680236664301 | 0.959360473328603 | 0.520319763335699 |
141 | 0.501674668010802 | 0.996650663978396 | 0.498325331989198 |
142 | 0.393252189670307 | 0.786504379340614 | 0.606747810329693 |
143 | 0.355521522239329 | 0.711043044478658 | 0.644478477760671 |
144 | 0.322715534659962 | 0.645431069319924 | 0.677284465340038 |
145 | 0.230014010146478 | 0.460028020292957 | 0.769985989853522 |
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 | 0 | 0 | OK |
10% type I error level | 8 | 0.062015503875969 | OK |