Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 5.33462704912005 + 0.0334318102550329Connected[t] + 0.0429100015092721Separate[t] + 0.557382329522837Software[t] + 0.0707136347126803Happiness[t] -0.0289876371504571Depression[t] + 0.0235641874876029Belonging[t] -0.0252595092689673Belonging_Final[t] -0.0049379405910949t + 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) | 5.33462704912005 | 1.962792 | 2.7179 | 0.007021 | 0.00351 |
Connected | 0.0334318102550329 | 0.03459 | 0.9665 | 0.334706 | 0.167353 |
Separate | 0.0429100015092721 | 0.035132 | 1.2214 | 0.223068 | 0.111534 |
Software | 0.557382329522837 | 0.053864 | 10.3479 | 0 | 0 |
Happiness | 0.0707136347126803 | 0.057909 | 1.2211 | 0.22317 | 0.111585 |
Depression | -0.0289876371504571 | 0.042089 | -0.6887 | 0.49162 | 0.24581 |
Belonging | 0.0235641874876029 | 0.037386 | 0.6303 | 0.529061 | 0.264531 |
Belonging_Final | -0.0252595092689673 | 0.05566 | -0.4538 | 0.650347 | 0.325173 |
t | -0.0049379405910949 | 0.001684 | -2.9326 | 0.003667 | 0.001834 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.667548376503906 |
R-squared | 0.445620834973 |
Adjusted R-squared | 0.428228547442742 |
F-TEST (value) | 25.6217495368402 |
F-TEST (DF numerator) | 8 |
F-TEST (DF denominator) | 255 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.85709761762755 |
Sum Squared Residuals | 879.446948156467 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.1022982210197 | -3.10229822101972 |
2 | 16 | 15.754491445859 | 0.245508554141014 |
3 | 19 | 17.0517125772831 | 1.94828742271692 |
4 | 15 | 12.1554580839931 | 2.84454191600689 |
5 | 14 | 16.4318778324043 | -2.43187783240426 |
6 | 13 | 14.8691295709112 | -1.86912957091122 |
7 | 19 | 15.2892630285488 | 3.71073697145122 |
8 | 15 | 17.0984636628673 | -2.09846366286726 |
9 | 14 | 16.0620688662447 | -2.06206886624467 |
10 | 15 | 14.4567921968538 | 0.543207803146187 |
11 | 16 | 14.9908621102773 | 1.00913788972271 |
12 | 16 | 16.1770052175893 | -0.177005217589299 |
13 | 16 | 15.5215035804684 | 0.478496419531648 |
14 | 16 | 15.4956157166457 | 0.504384283354324 |
15 | 17 | 18.0065120508452 | -1.0065120508452 |
16 | 15 | 15.4716004383729 | -0.471600438372882 |
17 | 15 | 14.6159706821155 | 0.384029317884485 |
18 | 20 | 16.4282236996433 | 3.57177630035666 |
19 | 18 | 15.479015093591 | 2.52098490640904 |
20 | 16 | 15.5557893935874 | 0.444210606412555 |
21 | 16 | 15.3650432654783 | 0.634956734521665 |
22 | 16 | 15.144145878139 | 0.855854121861016 |
23 | 19 | 16.4824869152471 | 2.51751308475295 |
24 | 16 | 15.0855184907825 | 0.914481509217452 |
25 | 17 | 16.1730205602678 | 0.826979439732198 |
26 | 17 | 16.2695071877283 | 0.730492812271699 |
27 | 16 | 14.9977946676347 | 1.00220533236535 |
28 | 15 | 16.760323977679 | -1.76032397767898 |
29 | 16 | 15.7555008219877 | 0.244499178012286 |
30 | 14 | 14.181416577811 | -0.181416577811048 |
31 | 15 | 15.7546834756412 | -0.754683475641216 |
32 | 12 | 12.8348155240329 | -0.83481552403293 |
33 | 14 | 14.8118391627312 | -0.81183916273115 |
34 | 16 | 15.9368953882806 | 0.063104611719357 |
35 | 14 | 15.5703707644626 | -1.57037076446263 |
36 | 10 | 13.005541434452 | -3.005541434452 |
37 | 10 | 13.0747086953106 | -3.07470869531064 |
38 | 14 | 15.7548997678586 | -1.75489976785859 |
39 | 16 | 14.5567994467754 | 1.44320055322457 |
40 | 16 | 14.491506556545 | 1.508493443455 |
41 | 16 | 14.7229795511616 | 1.27702044883837 |
42 | 14 | 15.7500199860774 | -1.75001998607735 |
43 | 20 | 17.4649787611873 | 2.53502123881265 |
44 | 14 | 14.1623540255355 | -0.162354025535507 |
45 | 14 | 14.4650019090832 | -0.465001909083171 |
46 | 11 | 15.5278918457463 | -4.52789184574632 |
47 | 14 | 16.537742048153 | -2.53774204815302 |
48 | 15 | 15.1382184624629 | -0.13821846246294 |
49 | 16 | 15.5081665290858 | 0.491833470914169 |
50 | 14 | 15.6508961989038 | -1.65089619890381 |
51 | 16 | 17.0132875529785 | -1.01328755297849 |
52 | 14 | 14.1613795638325 | -0.161379563832531 |
53 | 12 | 15.0533666119315 | -3.05336661193155 |
54 | 16 | 15.8229890413259 | 0.177010958674083 |
55 | 9 | 11.3977910266151 | -2.39779102661507 |
56 | 14 | 12.3852884808414 | 1.61471151915857 |
57 | 16 | 15.8661838703893 | 0.133816129610749 |
58 | 16 | 15.4829939565307 | 0.517006043469343 |
59 | 15 | 15.1489452458437 | -0.148945245843684 |
60 | 16 | 14.218310603986 | 1.78168939601395 |
61 | 12 | 11.566077304562 | 0.433922695437972 |
62 | 16 | 15.695601652654 | 0.304398347346031 |
63 | 16 | 16.5680978968282 | -0.568097896828235 |
64 | 14 | 14.7144975746602 | -0.71449757466022 |
65 | 16 | 15.2919080166204 | 0.70809198337962 |
66 | 17 | 16.0481680519745 | 0.9518319480255 |
67 | 18 | 16.291930000009 | 1.708069999991 |
68 | 18 | 14.4768348393922 | 3.52316516060783 |
69 | 12 | 15.9112854601582 | -3.9112854601582 |
70 | 16 | 15.6552497247185 | 0.344750275281548 |
71 | 10 | 13.3387945042165 | -3.33879450421647 |
72 | 14 | 14.9127730431715 | -0.912773043171451 |
73 | 18 | 16.9677895861422 | 1.03221041385776 |
74 | 18 | 17.1886676253417 | 0.811332374658303 |
75 | 16 | 15.2649505766035 | 0.73504942339646 |
76 | 17 | 13.5121427306491 | 3.48785726935087 |
77 | 16 | 16.4136496754081 | -0.413649675408144 |
78 | 16 | 14.4885628517415 | 1.51143714825848 |
79 | 13 | 15.2105291692642 | -2.21052916926418 |
80 | 16 | 15.1210176116584 | 0.878982388341565 |
81 | 16 | 15.7127255054486 | 0.287274494551398 |
82 | 16 | 15.7122824705459 | 0.287717529454097 |
83 | 15 | 15.6839662612022 | -0.683966261202235 |
84 | 15 | 14.8778596098532 | 0.12214039014684 |
85 | 16 | 14.1625822832344 | 1.83741771676558 |
86 | 14 | 14.1848053547452 | -0.184805354745237 |
87 | 16 | 15.3629727492202 | 0.637027250779809 |
88 | 16 | 14.854683789533 | 1.14531621046697 |
89 | 15 | 14.523619730254 | 0.476380269745968 |
90 | 12 | 13.871340301249 | -1.871340301249 |
91 | 17 | 16.7460396281135 | 0.253960371886512 |
92 | 16 | 15.8347181377269 | 0.165281862273136 |
93 | 15 | 15.1102677566366 | -0.110267756636619 |
94 | 13 | 15.0707409807562 | -2.07074098075619 |
95 | 16 | 14.7984388525891 | 1.20156114741089 |
96 | 16 | 15.7699135286564 | 0.230086471343579 |
97 | 16 | 13.719607258186 | 2.28039274181401 |
98 | 16 | 15.8147243792642 | 0.185275620735792 |
99 | 14 | 14.4339411801958 | -0.433941180195834 |
100 | 16 | 17.0258101979206 | -1.02581019792061 |
101 | 16 | 14.6741968980677 | 1.32580310193225 |
102 | 20 | 17.4559352407525 | 2.54406475924747 |
103 | 15 | 14.1818457214788 | 0.818154278521223 |
104 | 16 | 15.0003028518371 | 0.999697148162855 |
105 | 13 | 14.8675061755119 | -1.86750617551193 |
106 | 17 | 15.688287603418 | 1.31171239658197 |
107 | 16 | 15.722850378802 | 0.277149621197993 |
108 | 16 | 14.3491544203633 | 1.6508455796367 |
109 | 12 | 12.275456137583 | -0.275456137582957 |
110 | 16 | 15.2862749523836 | 0.713725047616351 |
111 | 16 | 16.0176513153709 | -0.0176513153709174 |
112 | 17 | 15.0267000494355 | 1.97329995056449 |
113 | 13 | 14.5664542163355 | -1.56645421633551 |
114 | 12 | 14.5701172401542 | -2.57011724015419 |
115 | 18 | 16.1521391092508 | 1.84786089074916 |
116 | 14 | 15.8505123074627 | -1.85051230746266 |
117 | 14 | 13.1495620020431 | 0.850437997956938 |
118 | 13 | 14.7823871743341 | -1.78238717433406 |
119 | 16 | 15.5374491098906 | 0.462550890109423 |
120 | 13 | 14.416850974949 | -1.41685097494897 |
121 | 16 | 15.3911674686073 | 0.608832531392733 |
122 | 13 | 15.839724797741 | -2.83972479774098 |
123 | 16 | 16.8306547434266 | -0.830654743426562 |
124 | 15 | 15.8273961971164 | -0.827396197116446 |
125 | 16 | 16.8053227042767 | -0.805322704276728 |
126 | 15 | 14.6649650351164 | 0.335034964883577 |
127 | 17 | 15.5277908137443 | 1.47220918625569 |
128 | 15 | 13.9616616580418 | 1.03833834195822 |
129 | 12 | 14.6840500753593 | -2.68405007535926 |
130 | 16 | 13.9649372104061 | 2.03506278959389 |
131 | 10 | 13.7296991647035 | -3.72969916470354 |
132 | 16 | 13.4901531526812 | 2.50984684731883 |
133 | 12 | 14.1462272767885 | -2.14622727678853 |
134 | 14 | 15.5237533235708 | -1.52375332357078 |
135 | 15 | 15.0605941760137 | -0.0605941760136943 |
136 | 13 | 12.1096554606152 | 0.890344539384808 |
137 | 15 | 14.4356748026804 | 0.564325197319618 |
138 | 11 | 13.4342499906017 | -2.43424999060171 |
139 | 12 | 12.975933493865 | -0.97593349386503 |
140 | 11 | 13.3597071648791 | -2.35970716487914 |
141 | 16 | 12.8359245090749 | 3.16407549092506 |
142 | 15 | 13.657252825922 | 1.34274717407804 |
143 | 17 | 16.8239462207622 | 0.17605377923783 |
144 | 16 | 14.1434432664305 | 1.85655673356948 |
145 | 10 | 13.2656605799341 | -3.26566057993405 |
146 | 18 | 15.4752937985422 | 2.52470620145776 |
147 | 13 | 14.9006435559371 | -1.90064355593709 |
148 | 16 | 14.8275040139554 | 1.1724959860446 |
149 | 13 | 12.8024541407533 | 0.197545859246742 |
150 | 10 | 12.8872795704569 | -2.88727957045692 |
151 | 15 | 15.9276356858023 | -0.927635685802293 |
152 | 16 | 13.8757095036435 | 2.12429049635646 |
153 | 16 | 11.8529345956268 | 4.14706540437316 |
154 | 14 | 12.3880193199151 | 1.61198068008492 |
155 | 10 | 12.4090361127589 | -2.40903611275887 |
156 | 17 | 16.4250734896923 | 0.574926510307681 |
157 | 13 | 11.6850863414094 | 1.31491365859057 |
158 | 15 | 13.8135234403089 | 1.18647655969106 |
159 | 16 | 14.540047010007 | 1.45995298999296 |
160 | 12 | 12.7472156095952 | -0.747215609595171 |
161 | 13 | 12.599585420271 | 0.400414579728982 |
162 | 13 | 12.60733341585 | 0.392666584149958 |
163 | 12 | 12.4465137428269 | -0.44651374282687 |
164 | 17 | 16.2355495679263 | 0.764450432073746 |
165 | 15 | 13.6996832333109 | 1.30031676668912 |
166 | 10 | 11.6136876844136 | -1.61368768441355 |
167 | 14 | 14.32787037191 | -0.327870371910013 |
168 | 11 | 14.2106862511466 | -3.21068625114663 |
169 | 13 | 14.7978730780644 | -1.7978730780644 |
170 | 16 | 14.4732850859102 | 1.52671491408983 |
171 | 12 | 10.4796421173843 | 1.52035788261573 |
172 | 16 | 15.3338740476203 | 0.666125952379726 |
173 | 12 | 13.8661216503701 | -1.86612165037008 |
174 | 9 | 11.3520658851189 | -2.35206588511894 |
175 | 12 | 14.9038825751131 | -2.90388257511308 |
176 | 15 | 14.5533998439333 | 0.446600156066671 |
177 | 12 | 12.2615035985194 | -0.261503598519359 |
178 | 12 | 12.6794441470007 | -0.67944414700072 |
179 | 14 | 13.7758576087759 | 0.224142391224061 |
180 | 12 | 13.3751911004819 | -1.37519110048189 |
181 | 16 | 14.987782175698 | 1.01221782430197 |
182 | 11 | 11.4391784414346 | -0.439178441434581 |
183 | 19 | 16.6527802643649 | 2.34721973563512 |
184 | 15 | 15.1309558411913 | -0.130955841191348 |
185 | 8 | 14.5671696852632 | -6.5671696852632 |
186 | 16 | 14.7673080225747 | 1.23269197742529 |
187 | 17 | 14.4466779452211 | 2.5533220547789 |
188 | 12 | 12.3914638757077 | -0.391463875707659 |
189 | 11 | 11.4687344908835 | -0.468734490883497 |
190 | 11 | 10.419312143855 | 0.580687856145011 |
191 | 14 | 14.7132415544436 | -0.713241554443631 |
192 | 16 | 15.4179494281746 | 0.58205057182538 |
193 | 12 | 9.7305189923556 | 2.2694810076444 |
194 | 16 | 14.005043145604 | 1.99495685439604 |
195 | 13 | 13.6285705973993 | -0.62857059739933 |
196 | 15 | 14.9617223713724 | 0.0382776286276256 |
197 | 16 | 12.9335254605675 | 3.06647453943252 |
198 | 16 | 15.0029292095033 | 0.997070790496686 |
199 | 14 | 12.4290193785421 | 1.57098062145789 |
200 | 16 | 14.5234359971224 | 1.47656400287756 |
201 | 16 | 13.9790867071796 | 2.02091329282044 |
202 | 14 | 13.3290512771168 | 0.670948722883167 |
203 | 11 | 13.405240124026 | -2.405240124026 |
204 | 12 | 14.4275103508537 | -2.42751035085371 |
205 | 15 | 12.6959007664366 | 2.30409923356338 |
206 | 15 | 14.420995709824 | 0.579004290176027 |
207 | 16 | 14.4572845531089 | 1.54271544689108 |
208 | 16 | 14.8498933338697 | 1.1501066661303 |
209 | 11 | 13.5475210272528 | -2.54752102725284 |
210 | 15 | 13.9241772138033 | 1.07582278619673 |
211 | 12 | 14.1753816464544 | -2.17538164645442 |
212 | 12 | 15.6883077893975 | -3.68830778939753 |
213 | 15 | 14.0995026390192 | 0.900497360980815 |
214 | 15 | 12.0671926762682 | 2.93280732373177 |
215 | 16 | 14.4870015292518 | 1.51299847074822 |
216 | 14 | 13.0305934459454 | 0.969406554054561 |
217 | 17 | 14.5721285927648 | 2.42787140723524 |
218 | 14 | 13.879232266408 | 0.120767733591951 |
219 | 13 | 11.873726081311 | 1.12627391868899 |
220 | 15 | 15.087549793977 | -0.0875497939769591 |
221 | 13 | 14.5770127002136 | -1.57701270021358 |
222 | 14 | 13.9946409736908 | 0.0053590263092174 |
223 | 15 | 14.1979736451346 | 0.802026354865392 |
224 | 12 | 13.039494366232 | -1.03949436623199 |
225 | 13 | 12.5667398396589 | 0.433260160341059 |
226 | 8 | 11.6951354167233 | -3.69513541672332 |
227 | 14 | 13.6606413657131 | 0.339358634286859 |
228 | 14 | 12.9138398171081 | 1.08616018289194 |
229 | 11 | 12.166321626068 | -1.16632162606804 |
230 | 12 | 12.8182182048195 | -0.81821820481955 |
231 | 13 | 11.1912759968897 | 1.80872400311032 |
232 | 10 | 13.1366805948245 | -3.13668059482447 |
233 | 16 | 11.3143351749425 | 4.6856648250575 |
234 | 18 | 15.7304073268279 | 2.26959267317212 |
235 | 13 | 13.7135684147306 | -0.713568414730565 |
236 | 11 | 13.2122088681183 | -2.21220886811834 |
237 | 4 | 10.9165827014858 | -6.91658270148581 |
238 | 13 | 14.0971838894582 | -1.09718388945817 |
239 | 16 | 14.1415146853194 | 1.8584853146806 |
240 | 10 | 11.5906760659384 | -1.59067606593836 |
241 | 12 | 12.1730026807329 | -0.173002680732853 |
242 | 12 | 13.3478370561178 | -1.34783705611779 |
243 | 10 | 8.811826675465 | 1.188173324535 |
244 | 13 | 10.98982435633 | 2.01017564367 |
245 | 15 | 13.5142289090658 | 1.4857710909342 |
246 | 12 | 11.8134516362922 | 0.186548363707805 |
247 | 14 | 12.7037332144101 | 1.29626678558989 |
248 | 10 | 12.3306976778834 | -2.33069767788343 |
249 | 12 | 10.6380886744011 | 1.36191132559894 |
250 | 12 | 11.5527289935118 | 0.447271006488222 |
251 | 11 | 11.7356777720557 | -0.735677772055743 |
252 | 10 | 11.5456092216354 | -1.54560922163543 |
253 | 12 | 11.2541594236016 | 0.745840576398441 |
254 | 16 | 12.6755824417131 | 3.32441755828694 |
255 | 12 | 13.1490026491782 | -1.14900264917825 |
256 | 14 | 13.6608222034272 | 0.339177796572829 |
257 | 16 | 14.2207851815111 | 1.77921481848893 |
258 | 14 | 11.4944476761816 | 2.50555232381843 |
259 | 13 | 14.0518737366042 | -1.05187373660423 |
260 | 4 | 9.29789121761609 | -5.29789121761609 |
261 | 15 | 13.5573749889174 | 1.44262501108259 |
262 | 11 | 14.7763139185647 | -3.77631391856475 |
263 | 11 | 11.1527836332774 | -0.152783633277424 |
264 | 14 | 12.642696085183 | 1.35730391481695 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
12 | 0.0949069336717827 | 0.189813867343565 | 0.905093066328217 |
13 | 0.168821052440469 | 0.337642104880937 | 0.831178947559531 |
14 | 0.17886382794067 | 0.357727655881341 | 0.82113617205933 |
15 | 0.102108221816446 | 0.204216443632893 | 0.897891778183554 |
16 | 0.0784281971443364 | 0.156856394288673 | 0.921571802855664 |
17 | 0.0870237660597908 | 0.174047532119582 | 0.912976233940209 |
18 | 0.213223439837097 | 0.426446879674194 | 0.786776560162903 |
19 | 0.175810464451898 | 0.351620928903795 | 0.824189535548102 |
20 | 0.139406041965233 | 0.278812083930466 | 0.860593958034767 |
21 | 0.107616872867732 | 0.215233745735463 | 0.892383127132269 |
22 | 0.131400316307911 | 0.262800632615821 | 0.868599683692089 |
23 | 0.22984858009041 | 0.45969716018082 | 0.77015141990959 |
24 | 0.34540067818832 | 0.690801356376639 | 0.65459932181168 |
25 | 0.282158756508175 | 0.564317513016349 | 0.717841243491825 |
26 | 0.237323312240147 | 0.474646624480294 | 0.762676687759853 |
27 | 0.227896245738457 | 0.455792491476914 | 0.772103754261543 |
28 | 0.338485052212977 | 0.676970104425954 | 0.661514947787023 |
29 | 0.289325481134631 | 0.578650962269262 | 0.710674518865369 |
30 | 0.397882859936623 | 0.795765719873245 | 0.602117140063377 |
31 | 0.356890257488035 | 0.71378051497607 | 0.643109742511965 |
32 | 0.32941658209055 | 0.6588331641811 | 0.67058341790945 |
33 | 0.314121460060036 | 0.628242920120072 | 0.685878539939964 |
34 | 0.278262895109878 | 0.556525790219755 | 0.721737104890122 |
35 | 0.236820684412613 | 0.473641368825226 | 0.763179315587387 |
36 | 0.366904763640681 | 0.733809527281362 | 0.633095236359319 |
37 | 0.395621728705751 | 0.791243457411502 | 0.604378271294249 |
38 | 0.3715766725154 | 0.743153345030801 | 0.6284233274846 |
39 | 0.41620760257615 | 0.8324152051523 | 0.58379239742385 |
40 | 0.396546650562147 | 0.793093301124293 | 0.603453349437853 |
41 | 0.357799570743431 | 0.715599141486863 | 0.642200429256569 |
42 | 0.31948647380307 | 0.638972947606141 | 0.68051352619693 |
43 | 0.338409103157387 | 0.676818206314775 | 0.661590896842613 |
44 | 0.29140261820839 | 0.582805236416781 | 0.70859738179161 |
45 | 0.26449310164708 | 0.52898620329416 | 0.73550689835292 |
46 | 0.441612475184553 | 0.883224950369107 | 0.558387524815447 |
47 | 0.532267002610967 | 0.935465994778067 | 0.467732997389033 |
48 | 0.489201696385996 | 0.978403392771992 | 0.510798303614004 |
49 | 0.513642655135723 | 0.972714689728554 | 0.486357344864277 |
50 | 0.486621948178786 | 0.973243896357572 | 0.513378051821214 |
51 | 0.441557258975186 | 0.883114517950372 | 0.558442741024814 |
52 | 0.400425010896973 | 0.800850021793945 | 0.599574989103027 |
53 | 0.399864147430666 | 0.799728294861332 | 0.600135852569334 |
54 | 0.358080564196473 | 0.716161128392946 | 0.641919435803527 |
55 | 0.346095996699509 | 0.692191993399018 | 0.653904003300491 |
56 | 0.343301126946869 | 0.686602253893738 | 0.656698873053131 |
57 | 0.304239888921621 | 0.608479777843242 | 0.695760111078379 |
58 | 0.285720086242275 | 0.57144017248455 | 0.714279913757725 |
59 | 0.25588514282749 | 0.511770285654979 | 0.74411485717251 |
60 | 0.276307801697872 | 0.552615603395743 | 0.723692198302128 |
61 | 0.252992904203412 | 0.505985808406825 | 0.747007095796588 |
62 | 0.22827508533222 | 0.456550170664441 | 0.77172491466778 |
63 | 0.19967770177513 | 0.399355403550261 | 0.80032229822487 |
64 | 0.172011899050772 | 0.344023798101543 | 0.827988100949228 |
65 | 0.151781538238684 | 0.303563076477368 | 0.848218461761316 |
66 | 0.143071387202618 | 0.286142774405237 | 0.856928612797382 |
67 | 0.139047553587625 | 0.278095107175249 | 0.860952446412375 |
68 | 0.269203231102903 | 0.538406462205806 | 0.730796768897097 |
69 | 0.364495175787505 | 0.728990351575009 | 0.635504824212495 |
70 | 0.334000902483286 | 0.668001804966571 | 0.665999097516714 |
71 | 0.443101781168423 | 0.886203562336845 | 0.556898218831578 |
72 | 0.408390199013182 | 0.816780398026365 | 0.591609800986818 |
73 | 0.408893217545015 | 0.817786435090031 | 0.591106782454984 |
74 | 0.397135723521769 | 0.794271447043538 | 0.602864276478231 |
75 | 0.360034056544236 | 0.720068113088471 | 0.639965943455764 |
76 | 0.425793181707138 | 0.851586363414277 | 0.574206818292862 |
77 | 0.388042441145773 | 0.776084882291547 | 0.611957558854227 |
78 | 0.362094758709996 | 0.724189517419993 | 0.637905241290004 |
79 | 0.376793249549776 | 0.753586499099552 | 0.623206750450224 |
80 | 0.343116850306002 | 0.686233700612005 | 0.656883149693998 |
81 | 0.314522821419375 | 0.62904564283875 | 0.685477178580625 |
82 | 0.280862484334737 | 0.561724968669474 | 0.719137515665263 |
83 | 0.253282202256053 | 0.506564404512106 | 0.746717797743947 |
84 | 0.22342353203394 | 0.44684706406788 | 0.77657646796606 |
85 | 0.217294113012858 | 0.434588226025715 | 0.782705886987142 |
86 | 0.189821596081127 | 0.379643192162253 | 0.810178403918873 |
87 | 0.167487050049588 | 0.334974100099177 | 0.832512949950412 |
88 | 0.155126911424102 | 0.310253822848203 | 0.844873088575898 |
89 | 0.133636740163207 | 0.267273480326414 | 0.866363259836793 |
90 | 0.132269926658086 | 0.264539853316171 | 0.867730073341914 |
91 | 0.113156521251372 | 0.226313042502745 | 0.886843478748628 |
92 | 0.0988847358462607 | 0.197769471692521 | 0.901115264153739 |
93 | 0.084107031424216 | 0.168214062848432 | 0.915892968575784 |
94 | 0.08738790316334 | 0.17477580632668 | 0.91261209683666 |
95 | 0.0790559761014065 | 0.158111952202813 | 0.920944023898594 |
96 | 0.0661568156229523 | 0.132313631245905 | 0.933843184377048 |
97 | 0.0708757304760005 | 0.141751460952001 | 0.929124269524 |
98 | 0.0588724677628206 | 0.117744935525641 | 0.941127532237179 |
99 | 0.0488488408596171 | 0.0976976817192342 | 0.951151159140383 |
100 | 0.0429211722436998 | 0.0858423444873997 | 0.9570788277563 |
101 | 0.0375744296799354 | 0.0751488593598708 | 0.962425570320065 |
102 | 0.0434650218471356 | 0.0869300436942712 | 0.956534978152864 |
103 | 0.0366358021543772 | 0.0732716043087544 | 0.963364197845623 |
104 | 0.0328528463480109 | 0.0657056926960218 | 0.967147153651989 |
105 | 0.0391392019112128 | 0.0782784038224255 | 0.960860798088787 |
106 | 0.0340515709723964 | 0.0681031419447928 | 0.965948429027604 |
107 | 0.0276516450883661 | 0.0553032901767322 | 0.972348354911634 |
108 | 0.0267802706487375 | 0.0535605412974749 | 0.973219729351263 |
109 | 0.0217549951589296 | 0.0435099903178592 | 0.97824500484107 |
110 | 0.0177269006018732 | 0.0354538012037464 | 0.982273099398127 |
111 | 0.0140545390961181 | 0.0281090781922361 | 0.985945460903882 |
112 | 0.0141951812425168 | 0.0283903624850335 | 0.985804818757483 |
113 | 0.0128884921690441 | 0.0257769843380882 | 0.987111507830956 |
114 | 0.0188606395801474 | 0.0377212791602949 | 0.981139360419853 |
115 | 0.017729976921273 | 0.0354599538425461 | 0.982270023078727 |
116 | 0.0172344962398908 | 0.0344689924797817 | 0.982765503760109 |
117 | 0.0141627639097515 | 0.028325527819503 | 0.985837236090249 |
118 | 0.0142532264344367 | 0.0285064528688733 | 0.985746773565563 |
119 | 0.0114884126552615 | 0.022976825310523 | 0.988511587344739 |
120 | 0.0102850543158456 | 0.0205701086316911 | 0.989714945684154 |
121 | 0.00826190974683857 | 0.0165238194936771 | 0.991738090253161 |
122 | 0.0125185784288264 | 0.0250371568576529 | 0.987481421571174 |
123 | 0.0104472014289008 | 0.0208944028578016 | 0.989552798571099 |
124 | 0.00897374536423348 | 0.017947490728467 | 0.991026254635767 |
125 | 0.00729519177711646 | 0.0145903835542329 | 0.992704808222884 |
126 | 0.00577367002463953 | 0.0115473400492791 | 0.99422632997536 |
127 | 0.00525836312851318 | 0.0105167262570264 | 0.994741636871487 |
128 | 0.00425060919945049 | 0.00850121839890098 | 0.995749390800549 |
129 | 0.00600664147032773 | 0.0120132829406555 | 0.993993358529672 |
130 | 0.00660366581214464 | 0.0132073316242893 | 0.993396334187855 |
131 | 0.0137386016812282 | 0.0274772033624564 | 0.986261398318772 |
132 | 0.0164198260589355 | 0.0328396521178709 | 0.983580173941065 |
133 | 0.0176020397246574 | 0.0352040794493148 | 0.982397960275343 |
134 | 0.0166950823017053 | 0.0333901646034105 | 0.983304917698295 |
135 | 0.0133441479647128 | 0.0266882959294256 | 0.986655852035287 |
136 | 0.0112225172738552 | 0.0224450345477104 | 0.988777482726145 |
137 | 0.00891665732174927 | 0.0178333146434985 | 0.991083342678251 |
138 | 0.0111505421035487 | 0.0223010842070974 | 0.988849457896451 |
139 | 0.00955722763970109 | 0.0191144552794022 | 0.990442772360299 |
140 | 0.0113123869945974 | 0.0226247739891949 | 0.988687613005403 |
141 | 0.0179590782372215 | 0.035918156474443 | 0.982040921762778 |
142 | 0.016548886125227 | 0.033097772250454 | 0.983451113874773 |
143 | 0.0133058537213248 | 0.0266117074426496 | 0.986694146278675 |
144 | 0.0136988608033896 | 0.0273977216067793 | 0.98630113919661 |
145 | 0.0245794658590178 | 0.0491589317180356 | 0.975420534140982 |
146 | 0.0298359398435671 | 0.0596718796871343 | 0.970164060156433 |
147 | 0.0313175220167024 | 0.0626350440334047 | 0.968682477983298 |
148 | 0.0277117937652308 | 0.0554235875304616 | 0.972288206234769 |
149 | 0.0225524072318607 | 0.0451048144637214 | 0.977447592768139 |
150 | 0.0314966157980885 | 0.0629932315961771 | 0.968503384201912 |
151 | 0.026599896975728 | 0.053199793951456 | 0.973400103024272 |
152 | 0.0289459749746032 | 0.0578919499492064 | 0.971054025025397 |
153 | 0.0585376029886558 | 0.117075205977312 | 0.941462397011344 |
154 | 0.0564049858145926 | 0.112809971629185 | 0.943595014185407 |
155 | 0.0646082436931067 | 0.129216487386213 | 0.935391756306893 |
156 | 0.0549370528174881 | 0.109874105634976 | 0.945062947182512 |
157 | 0.0490188712046713 | 0.0980377424093427 | 0.950981128795329 |
158 | 0.0426895423542244 | 0.0853790847084488 | 0.957310457645776 |
159 | 0.0413295487361358 | 0.0826590974722717 | 0.958670451263864 |
160 | 0.035466989862597 | 0.070933979725194 | 0.964533010137403 |
161 | 0.028956465570349 | 0.0579129311406979 | 0.971043534429651 |
162 | 0.0236357082340207 | 0.0472714164680414 | 0.976364291765979 |
163 | 0.0193096388451007 | 0.0386192776902014 | 0.980690361154899 |
164 | 0.0163291097700003 | 0.0326582195400006 | 0.98367089023 |
165 | 0.0144500833787466 | 0.0289001667574932 | 0.985549916621253 |
166 | 0.0149486117613171 | 0.0298972235226343 | 0.985051388238683 |
167 | 0.0118842173824243 | 0.0237684347648485 | 0.988115782617576 |
168 | 0.0175132783229478 | 0.0350265566458956 | 0.982486721677052 |
169 | 0.0176340081819062 | 0.0352680163638125 | 0.982365991818094 |
170 | 0.0167353882634734 | 0.0334707765269468 | 0.983264611736527 |
171 | 0.0154566616276166 | 0.0309133232552332 | 0.984543338372383 |
172 | 0.0124723728775002 | 0.0249447457550004 | 0.9875276271225 |
173 | 0.012088212109315 | 0.02417642421863 | 0.987911787890685 |
174 | 0.0137748285514894 | 0.0275496571029788 | 0.986225171448511 |
175 | 0.017933505842758 | 0.035867011685516 | 0.982066494157242 |
176 | 0.014378215481752 | 0.028756430963504 | 0.985621784518248 |
177 | 0.0113523802111796 | 0.0227047604223591 | 0.98864761978882 |
178 | 0.00954556262059169 | 0.0190911252411834 | 0.990454437379408 |
179 | 0.00738975804519148 | 0.014779516090383 | 0.992610241954809 |
180 | 0.00650905214283659 | 0.0130181042856732 | 0.993490947857163 |
181 | 0.0053105202952831 | 0.0106210405905662 | 0.994689479704717 |
182 | 0.00408668688473492 | 0.00817337376946984 | 0.995913313115265 |
183 | 0.00442469291715467 | 0.00884938583430934 | 0.995575307082845 |
184 | 0.00335202292034106 | 0.00670404584068213 | 0.996647977079659 |
185 | 0.0916327023750673 | 0.183265404750135 | 0.908367297624933 |
186 | 0.0819279336027133 | 0.163855867205427 | 0.918072066397287 |
187 | 0.0904200022971107 | 0.180840004594221 | 0.909579997702889 |
188 | 0.0759005129200858 | 0.151801025840172 | 0.924099487079914 |
189 | 0.0677469226921066 | 0.135493845384213 | 0.932253077307893 |
190 | 0.056589711889844 | 0.113179423779688 | 0.943410288110156 |
191 | 0.05236507992328 | 0.10473015984656 | 0.94763492007672 |
192 | 0.0432573608856991 | 0.0865147217713982 | 0.956742639114301 |
193 | 0.0443752188199171 | 0.0887504376398343 | 0.955624781180083 |
194 | 0.0448592051783194 | 0.0897184103566387 | 0.955140794821681 |
195 | 0.0387913601226083 | 0.0775827202452165 | 0.961208639877392 |
196 | 0.0312142528712431 | 0.0624285057424862 | 0.968785747128757 |
197 | 0.0394148933458914 | 0.0788297866917827 | 0.960585106654109 |
198 | 0.0321836113026732 | 0.0643672226053465 | 0.967816388697327 |
199 | 0.0289642716290788 | 0.0579285432581575 | 0.971035728370921 |
200 | 0.0248569204696359 | 0.0497138409392718 | 0.975143079530364 |
201 | 0.0232462668440533 | 0.0464925336881065 | 0.976753733155947 |
202 | 0.0196501226195538 | 0.0393002452391076 | 0.980349877380446 |
203 | 0.0258061599601844 | 0.0516123199203687 | 0.974193840039816 |
204 | 0.0300558719824149 | 0.0601117439648298 | 0.969944128017585 |
205 | 0.0314773536744986 | 0.0629547073489971 | 0.968522646325501 |
206 | 0.0246734540502822 | 0.0493469081005644 | 0.975326545949718 |
207 | 0.0236195712607923 | 0.0472391425215845 | 0.976380428739208 |
208 | 0.0193097178187444 | 0.0386194356374887 | 0.980690282181256 |
209 | 0.0215317127034812 | 0.0430634254069623 | 0.978468287296519 |
210 | 0.0171599938260061 | 0.0343199876520122 | 0.982840006173994 |
211 | 0.0197200608102488 | 0.0394401216204976 | 0.980279939189751 |
212 | 0.0319860143610665 | 0.0639720287221329 | 0.968013985638933 |
213 | 0.0249009988083478 | 0.0498019976166957 | 0.975099001191652 |
214 | 0.0321996334420403 | 0.0643992668840806 | 0.96780036655796 |
215 | 0.0273232056383283 | 0.0546464112766565 | 0.972676794361672 |
216 | 0.0211375747978418 | 0.0422751495956837 | 0.978862425202158 |
217 | 0.0232205516167757 | 0.0464411032335514 | 0.976779448383224 |
218 | 0.0195797326479916 | 0.0391594652959831 | 0.980420267352008 |
219 | 0.0181914335051249 | 0.0363828670102498 | 0.981808566494875 |
220 | 0.0139104652747253 | 0.0278209305494506 | 0.986089534725275 |
221 | 0.0115846356307567 | 0.0231692712615133 | 0.988415364369243 |
222 | 0.00831863645075521 | 0.0166372729015104 | 0.991681363549245 |
223 | 0.00638020378999746 | 0.0127604075799949 | 0.993619796210003 |
224 | 0.00480906588265554 | 0.00961813176531108 | 0.995190934117344 |
225 | 0.00409375045076022 | 0.00818750090152044 | 0.99590624954924 |
226 | 0.00946681005766529 | 0.0189336201153306 | 0.990533189942335 |
227 | 0.00741795109278939 | 0.0148359021855788 | 0.992582048907211 |
228 | 0.00548896145726457 | 0.0109779229145291 | 0.994511038542735 |
229 | 0.00392589658277771 | 0.00785179316555542 | 0.996074103417222 |
230 | 0.00289046341687466 | 0.00578092683374933 | 0.997109536583125 |
231 | 0.00260618189028514 | 0.00521236378057027 | 0.997393818109715 |
232 | 0.00613734309401658 | 0.0122746861880332 | 0.993862656905983 |
233 | 0.0247649674569371 | 0.0495299349138743 | 0.975235032543063 |
234 | 0.0377477579547085 | 0.075495515909417 | 0.962252242045291 |
235 | 0.0272310989368987 | 0.0544621978737975 | 0.972768901063101 |
236 | 0.0228254490818122 | 0.0456508981636245 | 0.977174550918188 |
237 | 0.19737072198452 | 0.39474144396904 | 0.80262927801548 |
238 | 0.155667521678584 | 0.311335043357167 | 0.844332478321416 |
239 | 0.129607141019934 | 0.259214282039867 | 0.870392858980066 |
240 | 0.100544198023488 | 0.201088396046976 | 0.899455801976512 |
241 | 0.0884081811254627 | 0.176816362250925 | 0.911591818874537 |
242 | 0.137938494268997 | 0.275876988537994 | 0.862061505731003 |
243 | 0.112959828401644 | 0.225919656803287 | 0.887040171598356 |
244 | 0.118293730724496 | 0.236587461448991 | 0.881706269275504 |
245 | 0.0968198344744189 | 0.193639668948838 | 0.903180165525581 |
246 | 0.082174010171872 | 0.164348020343744 | 0.917825989828128 |
247 | 0.0530560832162604 | 0.106112166432521 | 0.94694391678374 |
248 | 0.0452028729880969 | 0.0904057459761938 | 0.954797127011903 |
249 | 0.040451903681973 | 0.080903807363946 | 0.959548096318027 |
250 | 0.115496462193852 | 0.230992924387703 | 0.884503537806148 |
251 | 0.0947038411535398 | 0.18940768230708 | 0.90529615884646 |
252 | 0.431438999835686 | 0.862877999671371 | 0.568561000164314 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 9 | 0.037344398340249 | NOK |
5% type I error level | 90 | 0.37344398340249 | NOK |
10% type I error level | 129 | 0.535269709543568 | NOK |