Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = + 4.57614565183395 + 0.0330330462467287Connected[t] + 0.0426809761991668Separated[t] + 0.559971026563476Software[t] + 0.0920080518583254Happyness[t] + 0.00930558119196901Beloning[t] -0.00501169627504752t + 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) | 4.57614565183395 | 1.546304 | 2.9594 | 0.00337 | 0.001685 |
Connected | 0.0330330462467287 | 0.034375 | 0.961 | 0.337475 | 0.168737 |
Separated | 0.0426809761991668 | 0.035046 | 1.2179 | 0.224392 | 0.112196 |
Software | 0.559971026563476 | 0.053642 | 10.439 | 0 | 0 |
Happyness | 0.0920080518583254 | 0.049842 | 1.846 | 0.066045 | 0.033022 |
Beloning | 0.00930558119196901 | 0.011603 | 0.802 | 0.423289 | 0.211644 |
t | -0.00501169627504752 | 0.001673 | -2.9953 | 0.00301 | 0.001505 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.666309956469447 |
R-squared | 0.443968958090316 |
Adjusted R-squared | 0.430987688629389 |
F-TEST (value) | 34.2007350996495 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 257 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.85261139236176 |
Sum Squared Residuals | 882.067425574908 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.0483267951957 | -3.04832679519573 |
2 | 16 | 15.8083917658611 | 0.19160823413887 |
3 | 19 | 17.0717584449452 | 1.92824155505482 |
4 | 15 | 12.0759922364975 | 2.92400776350246 |
5 | 14 | 16.7123832078647 | -2.7123832078647 |
6 | 13 | 14.9216709346532 | -1.9216709346532 |
7 | 19 | 15.6534236916578 | 3.34657630834217 |
8 | 15 | 17.0678443904551 | -2.06784439045509 |
9 | 14 | 16.0024503220539 | -2.00245032205389 |
10 | 15 | 14.4972126833166 | 0.502787316683417 |
11 | 16 | 14.9983710737501 | 1.00162892624987 |
12 | 16 | 16.1266548406235 | -0.126654840623503 |
13 | 16 | 15.5232903018117 | 0.476709698188252 |
14 | 16 | 15.5504593094718 | 0.449540690528191 |
15 | 17 | 18.0355527488228 | -1.03555274882275 |
16 | 15 | 15.5089769598135 | -0.50897695981348 |
17 | 15 | 14.6316692994627 | 0.368330700537298 |
18 | 20 | 16.4657483170736 | 3.53425168292636 |
19 | 18 | 15.4344405362996 | 2.56555946370039 |
20 | 16 | 15.6209597210388 | 0.379040278961195 |
21 | 16 | 15.3664243088438 | 0.63357569115618 |
22 | 16 | 15.1775434398628 | 0.822456560137153 |
23 | 19 | 16.4412799924067 | 2.55872000759332 |
24 | 16 | 15.1275361853777 | 0.87246381462232 |
25 | 17 | 16.1890024698161 | 0.810997530183905 |
26 | 17 | 16.0181299905796 | 0.981870009420437 |
27 | 16 | 14.9029169502183 | 1.09708304978165 |
28 | 15 | 16.8748970017949 | -1.87489700179492 |
29 | 16 | 15.7549776301823 | 0.245022369817703 |
30 | 14 | 14.1926633264821 | -0.192663326482066 |
31 | 15 | 15.7041454069827 | -0.704145406982674 |
32 | 12 | 12.8518291290998 | -0.851829129099805 |
33 | 14 | 14.7806360599166 | -0.780636059916604 |
34 | 16 | 15.9895095870023 | 0.0104904129977311 |
35 | 14 | 15.500667193555 | -1.50066719355504 |
36 | 10 | 12.9138765607074 | -2.9138765607074 |
37 | 10 | 13.1258448138768 | -3.12584481387675 |
38 | 14 | 15.7438324341033 | -1.74383243410327 |
39 | 16 | 14.5328294182523 | 1.46717058174767 |
40 | 16 | 14.3782066760789 | 1.62179332392109 |
41 | 16 | 14.6271241057746 | 1.37287589422535 |
42 | 14 | 15.7869499331358 | -1.78694993313583 |
43 | 20 | 17.3558853203076 | 2.64411467969239 |
44 | 14 | 14.1079569588569 | -0.10795695885692 |
45 | 14 | 14.4228585561647 | -0.422858556164673 |
46 | 11 | 15.4261849115387 | -4.42618491153875 |
47 | 14 | 16.525016656728 | -2.52501665672796 |
48 | 15 | 15.1145486070162 | -0.114548607016178 |
49 | 16 | 15.5540704768027 | 0.445929523197335 |
50 | 14 | 15.5602834161482 | -1.56028341614822 |
51 | 16 | 16.9812087647138 | -0.981208764713819 |
52 | 14 | 14.164321142915 | -0.164321142915039 |
53 | 12 | 15.0940479480216 | -3.09404794802159 |
54 | 16 | 16.0111807224657 | -0.0111807224656669 |
55 | 9 | 11.2135544451863 | -2.21355444518632 |
56 | 14 | 12.4587186463765 | 1.54128135362353 |
57 | 16 | 15.910315115251 | 0.0896848847490453 |
58 | 16 | 15.4178258363065 | 0.582174163693489 |
59 | 15 | 14.982278767417 | 0.0177212325830107 |
60 | 16 | 14.2379512561108 | 1.76204874388923 |
61 | 12 | 11.6055483040199 | 0.394451695980126 |
62 | 16 | 15.6041161756299 | 0.395883824370081 |
63 | 16 | 16.4734959635533 | -0.473495963553331 |
64 | 14 | 14.7049399310475 | -0.704939931047514 |
65 | 16 | 15.2988937095217 | 0.701106290478275 |
66 | 17 | 15.9248767949514 | 1.07512320504855 |
67 | 18 | 16.389237134259 | 1.61076286574097 |
68 | 18 | 14.321813391422 | 3.67818660857804 |
69 | 12 | 15.9118911721754 | -3.9118911721754 |
70 | 16 | 15.7025378494678 | 0.297462150532248 |
71 | 10 | 13.4034409952376 | -3.40344099523756 |
72 | 14 | 14.9955165555452 | -0.995516555545223 |
73 | 18 | 16.9714406942248 | 1.02855930577521 |
74 | 18 | 17.0722561610314 | 0.927743838968633 |
75 | 16 | 15.173204174017 | 0.826795825982998 |
76 | 17 | 13.6522571812565 | 3.34774281874353 |
77 | 16 | 16.486814779508 | -0.486814779507972 |
78 | 16 | 14.6293382455455 | 1.37066175445448 |
79 | 13 | 15.244560051606 | -2.24456005160597 |
80 | 16 | 14.9680773956229 | 1.03192260437712 |
81 | 16 | 15.6317179336693 | 0.368282066330705 |
82 | 16 | 15.6610086565511 | 0.33899134344888 |
83 | 15 | 15.6619583622151 | -0.661958362215126 |
84 | 15 | 14.8731777512918 | 0.126822248708169 |
85 | 16 | 14.1677050002041 | 1.83229499979594 |
86 | 14 | 14.1827322076669 | -0.182732207666898 |
87 | 16 | 15.3312219398427 | 0.668778060157339 |
88 | 16 | 14.8771243364445 | 1.1228756635555 |
89 | 15 | 14.6437667892771 | 0.356233210722909 |
90 | 12 | 13.9688161115748 | -1.96881611157482 |
91 | 17 | 16.7732336510369 | 0.22676634896311 |
92 | 16 | 15.8374490857491 | 0.162550914250874 |
93 | 15 | 15.1330054142462 | -0.133005414246244 |
94 | 13 | 15.0036373173871 | -2.00363731738708 |
95 | 16 | 14.7411240432223 | 1.25887595677766 |
96 | 16 | 15.8368847574001 | 0.16311524259986 |
97 | 16 | 13.6229652920254 | 2.37703470797456 |
98 | 16 | 15.7959165956827 | 0.204083404317343 |
99 | 14 | 14.3606155577689 | -0.360615557768853 |
100 | 16 | 16.9777023489447 | -0.977702348944731 |
101 | 16 | 14.7291065476658 | 1.27089345233417 |
102 | 20 | 17.4960070455332 | 2.50399295446678 |
103 | 15 | 14.0980039702858 | 0.901996029714187 |
104 | 16 | 15.0845208213772 | 0.915479178622773 |
105 | 13 | 14.917534937737 | -1.91753493773698 |
106 | 17 | 15.69300109011 | 1.30699890989 |
107 | 16 | 15.8192764795536 | 0.180723520446362 |
108 | 16 | 14.3001694811297 | 1.6998305188703 |
109 | 12 | 12.5108271861863 | -0.510827186186269 |
110 | 16 | 15.3577511377062 | 0.642248862293789 |
111 | 16 | 15.9926399640607 | 0.00736003593928332 |
112 | 17 | 14.9964902843395 | 2.00350971566048 |
113 | 13 | 14.276759770731 | -1.27675977073102 |
114 | 12 | 14.6412675480534 | -2.64126754805343 |
115 | 18 | 16.1398466872735 | 1.86015331272649 |
116 | 14 | 15.8623559137452 | -1.86235591374522 |
117 | 14 | 13.2114946863951 | 0.788505313604876 |
118 | 13 | 14.6585693049519 | -1.65856930495188 |
119 | 16 | 15.6167920477045 | 0.383207952295533 |
120 | 13 | 14.4103080432039 | -1.41030804320393 |
121 | 16 | 15.4211014355107 | 0.578898564489321 |
122 | 13 | 15.8125023581432 | -2.81250235814318 |
123 | 16 | 16.7307461370536 | -0.730746137053593 |
124 | 15 | 15.8060467909983 | -0.806046790998266 |
125 | 16 | 16.71299125245 | -0.712991252450023 |
126 | 15 | 14.6001014176772 | 0.39989858232278 |
127 | 17 | 15.470103513522 | 1.52989648647804 |
128 | 15 | 14.1028984988689 | 0.897101501131126 |
129 | 12 | 14.7040695814557 | -2.70406958145571 |
130 | 16 | 13.8466660349684 | 2.15333396503162 |
131 | 10 | 13.8122520906776 | -3.81225209067758 |
132 | 16 | 13.3915384549303 | 2.6084615450697 |
133 | 12 | 14.2265764294404 | -2.22657642944041 |
134 | 14 | 15.5370642625172 | -1.53706426251718 |
135 | 15 | 15.177127994186 | -0.177127994185972 |
136 | 13 | 12.3127909235967 | 0.68720907640325 |
137 | 15 | 14.5405466348209 | 0.459453365179109 |
138 | 11 | 13.4836573406928 | -2.48365734069276 |
139 | 12 | 12.9422758656782 | -0.942275865678225 |
140 | 11 | 13.2702957894221 | -2.2702957894221 |
141 | 16 | 12.7400975224683 | 3.25990247753175 |
142 | 15 | 13.7282091764781 | 1.27179082352188 |
143 | 17 | 16.8322567458529 | 0.167743254147119 |
144 | 16 | 14.1164800963113 | 1.88351990368874 |
145 | 10 | 13.2739755723216 | -3.27397557232163 |
146 | 18 | 15.5128581785979 | 2.48714182140213 |
147 | 13 | 14.8552068681756 | -1.85520686817563 |
148 | 16 | 14.7362498756557 | 1.2637501243443 |
149 | 13 | 12.8984698966707 | 0.101530103329339 |
150 | 10 | 12.9271054567149 | -2.92710545671492 |
151 | 15 | 15.9968325096825 | -0.996832509682519 |
152 | 16 | 13.7319328194181 | 2.26806718058187 |
153 | 16 | 11.7639954396572 | 4.23600456034278 |
154 | 14 | 12.4606791551026 | 1.53932084489741 |
155 | 10 | 12.6142417371574 | -2.61424173715742 |
156 | 17 | 16.4474733931588 | 0.552526606841198 |
157 | 13 | 11.7155869235593 | 1.28441307644075 |
158 | 15 | 13.9525476106174 | 1.04745238938255 |
159 | 16 | 14.4056555413454 | 1.59434445865463 |
160 | 12 | 12.8187424782231 | -0.818742478223112 |
161 | 13 | 12.746859256022 | 0.253140743978021 |
162 | 13 | 12.8998076280042 | 0.100192371995769 |
163 | 12 | 12.414601988902 | -0.414601988901983 |
164 | 17 | 16.4927362940377 | 0.507263705962322 |
165 | 15 | 13.7266900406472 | 1.27330995935283 |
166 | 10 | 11.8117846333883 | -1.81178463338827 |
167 | 14 | 14.3122853270638 | -0.312285327063752 |
168 | 11 | 14.1724262342874 | -3.1724262342874 |
169 | 13 | 14.7849520925361 | -1.78495209253613 |
170 | 16 | 14.4222778656071 | 1.57772213439291 |
171 | 12 | 10.5882292309212 | 1.41177076907879 |
172 | 16 | 15.3443026710939 | 0.655697328906134 |
173 | 12 | 13.7109293246707 | -1.71092932467071 |
174 | 9 | 11.3940243965387 | -2.39402439653872 |
175 | 12 | 14.9451387964762 | -2.94513879647622 |
176 | 15 | 14.3266000536218 | 0.67339994637821 |
177 | 12 | 12.2603905371386 | -0.260390537138633 |
178 | 12 | 12.7414053518694 | -0.741405351869406 |
179 | 14 | 13.7214997496531 | 0.278500250346907 |
180 | 12 | 13.2489330167888 | -1.24893301678883 |
181 | 16 | 14.9049998632472 | 1.09500013675282 |
182 | 11 | 11.2800076077868 | -0.280007607786819 |
183 | 19 | 16.6506216700837 | 2.3493783299163 |
184 | 15 | 15.02725207311 | -0.0272520731100213 |
185 | 8 | 14.590754066535 | -6.59075406653502 |
186 | 16 | 14.86052393125 | 1.13947606874998 |
187 | 17 | 14.4157083304745 | 2.58429166952554 |
188 | 12 | 12.3548493454421 | -0.354849345442122 |
189 | 11 | 11.3673309288039 | -0.367330928803931 |
190 | 11 | 10.5970801386093 | 0.402919861390687 |
191 | 14 | 14.2978372608633 | -0.297837260863309 |
192 | 16 | 15.2820784065431 | 0.71792159345687 |
193 | 12 | 9.77653692502877 | 2.22346307497123 |
194 | 16 | 14.0879452090213 | 1.9120547909787 |
195 | 13 | 13.6715464857997 | -0.671546485799748 |
196 | 15 | 14.9130926131214 | 0.0869073868786178 |
197 | 16 | 13.0980681994659 | 2.90193180053407 |
198 | 16 | 15.0704670433653 | 0.929532956634671 |
199 | 14 | 12.430130521654 | 1.56986947834599 |
200 | 16 | 14.4307435823143 | 1.56925641768572 |
201 | 16 | 14.0300252616588 | 1.96997473834124 |
202 | 14 | 13.2589215459263 | 0.741078454073655 |
203 | 11 | 13.3067998526227 | -2.30679985262274 |
204 | 12 | 14.4609327997726 | -2.46093279977264 |
205 | 15 | 12.6198824685674 | 2.38011753143262 |
206 | 15 | 14.4317900130118 | 0.568209986988236 |
207 | 16 | 14.5128456804359 | 1.48715431956406 |
208 | 16 | 14.9020559589069 | 1.09794404109312 |
209 | 11 | 13.5735686330346 | -2.57356863303458 |
210 | 15 | 13.9087931365286 | 1.09120686347139 |
211 | 12 | 14.1935555065329 | -2.19355550653286 |
212 | 12 | 15.7194338590234 | -3.71943385902341 |
213 | 15 | 14.2116253232528 | 0.788374676747231 |
214 | 15 | 11.9954149200056 | 3.00458507999441 |
215 | 16 | 14.5038365673703 | 1.49616343262971 |
216 | 14 | 13.0702627772989 | 0.929737222701115 |
217 | 17 | 14.5873248283687 | 2.41267517163135 |
218 | 14 | 13.8832240888524 | 0.116775911147577 |
219 | 13 | 11.9450810795361 | 1.05491892046387 |
220 | 15 | 15.1901509623513 | -0.190150962351284 |
221 | 13 | 14.4721546680494 | -1.47215466804939 |
222 | 14 | 13.8668827838213 | 0.133117216178736 |
223 | 15 | 14.2241538301805 | 0.775846169819529 |
224 | 12 | 12.9332032210132 | -0.933203221013165 |
225 | 13 | 12.3295764965981 | 0.670423503401927 |
226 | 8 | 11.5948652388262 | -3.59486523882618 |
227 | 14 | 13.6786709047294 | 0.321329095270642 |
228 | 14 | 12.7048100945021 | 1.29518990549793 |
229 | 11 | 12.3500350044172 | -1.35003500441719 |
230 | 12 | 12.7436317408833 | -0.743631740883328 |
231 | 13 | 11.130631820689 | 1.86936817931104 |
232 | 10 | 13.1766564099549 | -3.17665640995492 |
233 | 16 | 11.1963017368048 | 4.80369826319519 |
234 | 18 | 15.8719367260299 | 2.12806327397013 |
235 | 13 | 13.6291527791496 | -0.62915277914963 |
236 | 11 | 13.1688747774933 | -2.16887477749331 |
237 | 4 | 11.0621725840221 | -7.06217258402206 |
238 | 13 | 14.1059740131508 | -1.10597401315077 |
239 | 16 | 13.9691535285936 | 2.03084647140637 |
240 | 10 | 11.4778781451342 | -1.47787814513419 |
241 | 12 | 12.0287663162835 | -0.028766316283495 |
242 | 12 | 13.402247449118 | -1.40224744911799 |
243 | 10 | 8.80202949660701 | 1.19797050339299 |
244 | 13 | 10.9960117342811 | 2.00398826571892 |
245 | 15 | 13.6365017390015 | 1.36349826099846 |
246 | 12 | 11.9290027614935 | 0.0709972385065216 |
247 | 14 | 12.7577717530468 | 1.24222824695323 |
248 | 10 | 12.6255234164122 | -2.62552341641221 |
249 | 12 | 10.7731229360588 | 1.22687706394121 |
250 | 12 | 11.5075667427823 | 0.492433257217745 |
251 | 11 | 11.7446961584743 | -0.744696158474326 |
252 | 10 | 11.6108171481135 | -1.6108171481135 |
253 | 12 | 11.1651564480697 | 0.834843551930283 |
254 | 16 | 12.6649023215385 | 3.33509767846145 |
255 | 12 | 13.2654444363869 | -1.26544443638686 |
256 | 14 | 13.7119990467431 | 0.288000953256872 |
257 | 16 | 14.2691358220357 | 1.73086417796427 |
258 | 14 | 11.5577303980284 | 2.44226960197157 |
259 | 13 | 14.1147682284323 | -1.11476822843232 |
260 | 4 | 9.08204736213921 | -5.08204736213921 |
261 | 15 | 13.483765673184 | 1.51623432681597 |
262 | 11 | 14.7406345134191 | -3.7406345134191 |
263 | 11 | 11.2567061073903 | -0.256706107390293 |
264 | 14 | 12.5746612256595 | 1.42533877434052 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.817357513832649 | 0.365284972334701 | 0.182642486167351 |
11 | 0.698600689900251 | 0.602798620199497 | 0.301399310099749 |
12 | 0.715751578489138 | 0.568496843021724 | 0.284248421510862 |
13 | 0.681130342178297 | 0.637739315643406 | 0.318869657821703 |
14 | 0.599385924281993 | 0.801228151436013 | 0.400614075718007 |
15 | 0.54619280065734 | 0.907614398685321 | 0.45380719934266 |
16 | 0.609691202507609 | 0.780617594984781 | 0.390308797492391 |
17 | 0.533535565996711 | 0.932928868006578 | 0.466464434003289 |
18 | 0.818309894526188 | 0.363380210947623 | 0.181690105473812 |
19 | 0.784428323934636 | 0.431143352130729 | 0.215571676065364 |
20 | 0.728178953902551 | 0.543642092194899 | 0.271821046097449 |
21 | 0.659752339912461 | 0.680495320175079 | 0.340247660087539 |
22 | 0.62105825223388 | 0.75788349553224 | 0.37894174776612 |
23 | 0.581997164361333 | 0.836005671277335 | 0.418002835638667 |
24 | 0.547833225149116 | 0.904333549701768 | 0.452166774850884 |
25 | 0.484611542220595 | 0.96922308444119 | 0.515388457779405 |
26 | 0.446345040729084 | 0.892690081458167 | 0.553654959270916 |
27 | 0.387877295046669 | 0.775754590093337 | 0.612122704953332 |
28 | 0.433137162653498 | 0.866274325306996 | 0.566862837346502 |
29 | 0.375115953632341 | 0.750231907264682 | 0.624884046367659 |
30 | 0.385922983980357 | 0.771845967960714 | 0.614077016019643 |
31 | 0.340865564537552 | 0.681731129075104 | 0.659134435462448 |
32 | 0.337562626647906 | 0.675125253295811 | 0.662437373352094 |
33 | 0.320581323958095 | 0.641162647916191 | 0.679418676041905 |
34 | 0.268916484390104 | 0.537832968780208 | 0.731083515609896 |
35 | 0.25981959357506 | 0.51963918715012 | 0.74018040642494 |
36 | 0.355197373527501 | 0.710394747055003 | 0.644802626472499 |
37 | 0.442489272189186 | 0.884978544378372 | 0.557510727810814 |
38 | 0.421021416177016 | 0.842042832354032 | 0.578978583822984 |
39 | 0.472293199811194 | 0.944586399622389 | 0.527706800188806 |
40 | 0.458895516478324 | 0.917791032956649 | 0.541104483521676 |
41 | 0.426611633656553 | 0.853223267313105 | 0.573388366343447 |
42 | 0.407099591566063 | 0.814199183132127 | 0.592900408433937 |
43 | 0.443354078186652 | 0.886708156373305 | 0.556645921813348 |
44 | 0.398608136045698 | 0.797216272091395 | 0.601391863954302 |
45 | 0.362247477881958 | 0.724494955763915 | 0.637752522118042 |
46 | 0.593538823753086 | 0.812922352493828 | 0.406461176246914 |
47 | 0.60409099356899 | 0.791818012862019 | 0.39590900643101 |
48 | 0.564941240835133 | 0.870117518329733 | 0.435058759164867 |
49 | 0.533583934448782 | 0.932832131102435 | 0.466416065551218 |
50 | 0.506548834014355 | 0.986902331971291 | 0.493451165985645 |
51 | 0.463158484451969 | 0.926316968903938 | 0.536841515548031 |
52 | 0.41966093943814 | 0.839321878876279 | 0.58033906056186 |
53 | 0.443763976168675 | 0.887527952337351 | 0.556236023831325 |
54 | 0.412338414157897 | 0.824676828315793 | 0.587661585842103 |
55 | 0.40422962489674 | 0.808459249793479 | 0.59577037510326 |
56 | 0.405116771680838 | 0.810233543361675 | 0.594883228319162 |
57 | 0.363482520714616 | 0.726965041429231 | 0.636517479285384 |
58 | 0.357038294295335 | 0.71407658859067 | 0.642961705704665 |
59 | 0.320138436798966 | 0.640276873597933 | 0.679861563201034 |
60 | 0.338714263356376 | 0.677428526712752 | 0.661285736643624 |
61 | 0.308880784573479 | 0.617761569146957 | 0.691119215426521 |
62 | 0.275728670368641 | 0.551457340737283 | 0.724271329631359 |
63 | 0.242942328008946 | 0.485884656017893 | 0.757057671991054 |
64 | 0.211692337344621 | 0.423384674689241 | 0.788307662655379 |
65 | 0.188827455035099 | 0.377654910070198 | 0.811172544964901 |
66 | 0.182121219512799 | 0.364242439025598 | 0.817878780487201 |
67 | 0.180454518095571 | 0.360909036191141 | 0.819545481904429 |
68 | 0.294883552700675 | 0.589767105401351 | 0.705116447299325 |
69 | 0.41227135842941 | 0.824542716858819 | 0.58772864157059 |
70 | 0.378460722674693 | 0.756921445349387 | 0.621539277325307 |
71 | 0.453295920149403 | 0.906591840298806 | 0.546704079850597 |
72 | 0.418820912904132 | 0.837641825808263 | 0.581179087095868 |
73 | 0.409045442299198 | 0.818090884598397 | 0.590954557700802 |
74 | 0.390557881902381 | 0.781115763804761 | 0.609442118097619 |
75 | 0.355465114311415 | 0.710930228622831 | 0.644534885688585 |
76 | 0.41884676732041 | 0.83769353464082 | 0.58115323267959 |
77 | 0.381784244460823 | 0.763568488921647 | 0.618215755539177 |
78 | 0.360001841363752 | 0.720003682727504 | 0.639998158636248 |
79 | 0.370123428588496 | 0.740246857176991 | 0.629876571411504 |
80 | 0.338305276537267 | 0.676610553074535 | 0.661694723462733 |
81 | 0.307640791189278 | 0.615281582378555 | 0.692359208810722 |
82 | 0.277099401803112 | 0.554198803606225 | 0.722900598196888 |
83 | 0.251292416381135 | 0.502584832762269 | 0.748707583618865 |
84 | 0.222478093139466 | 0.444956186278933 | 0.777521906860534 |
85 | 0.219809804771469 | 0.439619609542937 | 0.780190195228531 |
86 | 0.192252076170208 | 0.384504152340416 | 0.807747923829792 |
87 | 0.170428678475046 | 0.340857356950092 | 0.829571321524954 |
88 | 0.157363797019017 | 0.314727594038034 | 0.842636202980983 |
89 | 0.135711058094777 | 0.271422116189553 | 0.864288941905223 |
90 | 0.13210263267035 | 0.2642052653407 | 0.86789736732965 |
91 | 0.113261764179448 | 0.226523528358896 | 0.886738235820552 |
92 | 0.0981663471748158 | 0.196332694349632 | 0.901833652825184 |
93 | 0.0841378388678674 | 0.168275677735735 | 0.915862161132133 |
94 | 0.0876375640321661 | 0.175275128064332 | 0.912362435967834 |
95 | 0.0789843653559855 | 0.157968730711971 | 0.921015634644015 |
96 | 0.0660329900429164 | 0.132065980085833 | 0.933967009957084 |
97 | 0.0717520181868279 | 0.143504036373656 | 0.928247981813172 |
98 | 0.0598036475694491 | 0.119607295138898 | 0.940196352430551 |
99 | 0.0496711213569469 | 0.0993422427138939 | 0.950328878643053 |
100 | 0.0439041285390242 | 0.0878082570780483 | 0.956095871460976 |
101 | 0.0386993816181318 | 0.0773987632362637 | 0.961300618381868 |
102 | 0.0457933415311196 | 0.0915866830622393 | 0.95420665846888 |
103 | 0.0389003105962005 | 0.0778006211924011 | 0.961099689403799 |
104 | 0.0343054702868807 | 0.0686109405737613 | 0.965694529713119 |
105 | 0.0417728003860836 | 0.0835456007721672 | 0.958227199613916 |
106 | 0.037002111008736 | 0.074004222017472 | 0.962997888991264 |
107 | 0.0302027432775158 | 0.0604054865550317 | 0.969797256722484 |
108 | 0.0291277106167829 | 0.0582554212335659 | 0.970872289383217 |
109 | 0.0239644454581155 | 0.0479288909162309 | 0.976035554541885 |
110 | 0.0197414850934767 | 0.0394829701869535 | 0.980258514906523 |
111 | 0.01578333221283 | 0.0315666644256601 | 0.98421666778717 |
112 | 0.0170754704960512 | 0.0341509409921024 | 0.982924529503949 |
113 | 0.014839854266032 | 0.0296797085320641 | 0.985160145733968 |
114 | 0.0202028545250697 | 0.0404057090501395 | 0.97979714547493 |
115 | 0.0195666138691117 | 0.0391332277382233 | 0.980433386130888 |
116 | 0.0191311271272415 | 0.038262254254483 | 0.980868872872758 |
117 | 0.0162961317379009 | 0.0325922634758019 | 0.983703868262099 |
118 | 0.0157379635076578 | 0.0314759270153156 | 0.984262036492342 |
119 | 0.0127732458716005 | 0.0255464917432011 | 0.987226754128399 |
120 | 0.0115070651633482 | 0.0230141303266963 | 0.988492934836652 |
121 | 0.00932301303104214 | 0.0186460260620843 | 0.990676986968958 |
122 | 0.0137801769040834 | 0.0275603538081667 | 0.986219823095917 |
123 | 0.011343937077214 | 0.022687874154428 | 0.988656062922786 |
124 | 0.00951955330146565 | 0.0190391066029313 | 0.990480446698534 |
125 | 0.00772800208376101 | 0.015456004167522 | 0.992271997916239 |
126 | 0.00615974406905592 | 0.0123194881381118 | 0.993840255930944 |
127 | 0.00563184910418407 | 0.0112636982083681 | 0.994368150895816 |
128 | 0.00472204761827484 | 0.00944409523654968 | 0.995277952381725 |
129 | 0.00648326909291284 | 0.0129665381858257 | 0.993516730907087 |
130 | 0.00724080805170339 | 0.0144816161034068 | 0.992759191948297 |
131 | 0.0155082019107329 | 0.0310164038214659 | 0.984491798089267 |
132 | 0.0189792825008822 | 0.0379585650017644 | 0.981020717499118 |
133 | 0.0204732516302853 | 0.0409465032605706 | 0.979526748369715 |
134 | 0.0193004822883031 | 0.0386009645766061 | 0.980699517711697 |
135 | 0.0155043738739786 | 0.0310087477479571 | 0.984495626126021 |
136 | 0.0128926085674994 | 0.0257852171349987 | 0.987107391432501 |
137 | 0.0104694527461032 | 0.0209389054922064 | 0.989530547253897 |
138 | 0.0131553020267316 | 0.0263106040534633 | 0.986844697973268 |
139 | 0.011193149146005 | 0.02238629829201 | 0.988806850853995 |
140 | 0.0130953657233919 | 0.0261907314467838 | 0.986904634276608 |
141 | 0.0217898756217314 | 0.0435797512434627 | 0.978210124378269 |
142 | 0.019725613609251 | 0.0394512272185019 | 0.980274386390749 |
143 | 0.0160478509612808 | 0.0320957019225616 | 0.983952149038719 |
144 | 0.0168963499522728 | 0.0337926999045456 | 0.983103650047727 |
145 | 0.0284988605446477 | 0.0569977210892954 | 0.971501139455352 |
146 | 0.0350208195795267 | 0.0700416391590533 | 0.964979180420473 |
147 | 0.0360840274887475 | 0.072168054977495 | 0.963915972511252 |
148 | 0.0327177876047267 | 0.0654355752094535 | 0.967282212395273 |
149 | 0.0267790031317924 | 0.0535580062635847 | 0.973220996868208 |
150 | 0.0371090707183786 | 0.0742181414367573 | 0.962890929281621 |
151 | 0.0321471252138522 | 0.0642942504277044 | 0.967852874786148 |
152 | 0.0350859205014034 | 0.0701718410028069 | 0.964914079498597 |
153 | 0.0712213343700911 | 0.142442668740182 | 0.928778665629909 |
154 | 0.0680806301017038 | 0.136161260203408 | 0.931919369898296 |
155 | 0.0794106176400139 | 0.158821235280028 | 0.920589382359986 |
156 | 0.0679409753541592 | 0.135881950708318 | 0.932059024645841 |
157 | 0.0608278021238276 | 0.121655604247655 | 0.939172197876172 |
158 | 0.0531865949527139 | 0.106373189905428 | 0.946813405047286 |
159 | 0.0522683673292625 | 0.104536734658525 | 0.947731632670737 |
160 | 0.0454009848110993 | 0.0908019696221986 | 0.954599015188901 |
161 | 0.0374024916898701 | 0.0748049833797402 | 0.96259750831013 |
162 | 0.0306883017987895 | 0.0613766035975791 | 0.96931169820121 |
163 | 0.0256564179438119 | 0.0513128358876239 | 0.974343582056188 |
164 | 0.0218336689997318 | 0.0436673379994637 | 0.978166331000268 |
165 | 0.0190195555604841 | 0.0380391111209682 | 0.980980444439516 |
166 | 0.0203833857305227 | 0.0407667714610455 | 0.979616614269477 |
167 | 0.0163815503197297 | 0.0327631006394594 | 0.98361844968027 |
168 | 0.023216241134278 | 0.046432482268556 | 0.976783758865722 |
169 | 0.023516854345765 | 0.04703370869153 | 0.976483145654235 |
170 | 0.0216013439138389 | 0.0432026878276778 | 0.978398656086161 |
171 | 0.0198645244135133 | 0.0397290488270267 | 0.980135475586487 |
172 | 0.0161706316302997 | 0.0323412632605995 | 0.9838293683697 |
173 | 0.0152004905746084 | 0.0304009811492168 | 0.984799509425392 |
174 | 0.0173298997099319 | 0.0346597994198637 | 0.982670100290068 |
175 | 0.0220171788337629 | 0.0440343576675259 | 0.977982821166237 |
176 | 0.0179254740322629 | 0.0358509480645257 | 0.982074525967737 |
177 | 0.014249228047434 | 0.0284984560948679 | 0.985750771952566 |
178 | 0.0119317677328911 | 0.0238635354657823 | 0.988068232267109 |
179 | 0.00940237703649239 | 0.0188047540729848 | 0.990597622963508 |
180 | 0.00828046028714903 | 0.0165609205742981 | 0.991719539712851 |
181 | 0.00681600235009268 | 0.0136320047001854 | 0.993183997649907 |
182 | 0.00524643787983561 | 0.0104928757596712 | 0.994753562120164 |
183 | 0.0055773914759022 | 0.0111547829518044 | 0.994422608524098 |
184 | 0.00424991083907711 | 0.00849982167815422 | 0.995750089160923 |
185 | 0.102128622443841 | 0.204257244887683 | 0.897871377556159 |
186 | 0.0890973463405281 | 0.178194692681056 | 0.910902653659472 |
187 | 0.0999286091632715 | 0.199857218326543 | 0.900071390836728 |
188 | 0.0847143034256704 | 0.169428606851341 | 0.91528569657433 |
189 | 0.0762385127773102 | 0.15247702555462 | 0.92376148722269 |
190 | 0.0637413224892702 | 0.12748264497854 | 0.93625867751073 |
191 | 0.0571823702432162 | 0.114364740486432 | 0.942817629756784 |
192 | 0.0474876875231165 | 0.094975375046233 | 0.952512312476884 |
193 | 0.0486778521076183 | 0.0973557042152366 | 0.951322147892382 |
194 | 0.045976756018606 | 0.0919535120372119 | 0.954023243981394 |
195 | 0.0398117748287726 | 0.0796235496575452 | 0.960188225171227 |
196 | 0.0318545691002648 | 0.0637091382005296 | 0.968145430899735 |
197 | 0.0427381693420981 | 0.0854763386841963 | 0.957261830657902 |
198 | 0.0350909660562172 | 0.0701819321124344 | 0.964909033943783 |
199 | 0.031619558104616 | 0.063239116209232 | 0.968380441895384 |
200 | 0.0271196006586995 | 0.054239201317399 | 0.972880399341301 |
201 | 0.0249485596885243 | 0.0498971193770486 | 0.975051440311476 |
202 | 0.0210552562812841 | 0.0421105125625683 | 0.978944743718716 |
203 | 0.0233110461587763 | 0.0466220923175526 | 0.976688953841224 |
204 | 0.0308753782534163 | 0.0617507565068326 | 0.969124621746584 |
205 | 0.0328539266891377 | 0.0657078533782753 | 0.967146073310862 |
206 | 0.0258957915950706 | 0.0517915831901412 | 0.974104208404929 |
207 | 0.0232439102450155 | 0.046487820490031 | 0.976756089754985 |
208 | 0.0186538337695236 | 0.0373076675390473 | 0.981346166230476 |
209 | 0.0217171656060971 | 0.0434343312121941 | 0.978282834393903 |
210 | 0.0180901289908787 | 0.0361802579817573 | 0.981909871009121 |
211 | 0.022102126653825 | 0.0442042533076499 | 0.977897873346175 |
212 | 0.0384801750433831 | 0.0769603500867661 | 0.961519824956617 |
213 | 0.0302861373875493 | 0.0605722747750986 | 0.969713862612451 |
214 | 0.0380888199888537 | 0.0761776399777074 | 0.961911180011146 |
215 | 0.0325138251461205 | 0.065027650292241 | 0.96748617485388 |
216 | 0.0254729965234525 | 0.050945993046905 | 0.974527003476548 |
217 | 0.027965737508188 | 0.055931475016376 | 0.972034262491812 |
218 | 0.023726364281398 | 0.047452728562796 | 0.976273635718602 |
219 | 0.0214551469479795 | 0.0429102938959589 | 0.978544853052021 |
220 | 0.0161160352707944 | 0.0322320705415888 | 0.983883964729206 |
221 | 0.0131712914170519 | 0.0263425828341038 | 0.986828708582948 |
222 | 0.00972032971902796 | 0.0194406594380559 | 0.990279670280972 |
223 | 0.00743801764938337 | 0.0148760352987667 | 0.992561982350617 |
224 | 0.00563200826851256 | 0.0112640165370251 | 0.994367991731487 |
225 | 0.00397861031767765 | 0.00795722063535531 | 0.996021389682322 |
226 | 0.00845610531641699 | 0.016912210632834 | 0.991543894683583 |
227 | 0.00684352905229168 | 0.0136870581045834 | 0.993156470947708 |
228 | 0.00517527299329824 | 0.0103505459865965 | 0.994824727006702 |
229 | 0.00384153086258326 | 0.00768306172516653 | 0.996158469137417 |
230 | 0.00272901963391914 | 0.00545803926783829 | 0.997270980366081 |
231 | 0.00298512465072967 | 0.00597024930145933 | 0.99701487534927 |
232 | 0.00958796623807292 | 0.0191759324761458 | 0.990412033761927 |
233 | 0.0384479873022007 | 0.0768959746044014 | 0.961552012697799 |
234 | 0.0580911225173942 | 0.116182245034788 | 0.941908877482606 |
235 | 0.0436613733935619 | 0.0873227467871238 | 0.956338626606438 |
236 | 0.0361181150858207 | 0.0722362301716413 | 0.963881884914179 |
237 | 0.262257619781353 | 0.524515239562706 | 0.737742380218647 |
238 | 0.219856983462641 | 0.439713966925282 | 0.780143016537359 |
239 | 0.180695047000834 | 0.361390094001667 | 0.819304952999166 |
240 | 0.153592669408538 | 0.307185338817077 | 0.846407330591462 |
241 | 0.146463512460881 | 0.292927024921762 | 0.853536487539119 |
242 | 0.199696220613051 | 0.399392441226102 | 0.800303779386949 |
243 | 0.173717488641287 | 0.347434977282575 | 0.826282511358713 |
244 | 0.191558970096778 | 0.383117940193555 | 0.808441029903223 |
245 | 0.168751349830049 | 0.337502699660098 | 0.831248650169951 |
246 | 0.154784896727589 | 0.309569793455178 | 0.845215103272411 |
247 | 0.110381748260359 | 0.220763496520718 | 0.889618251739641 |
248 | 0.105897860282766 | 0.211795720565533 | 0.894102139717234 |
249 | 0.0848792552568761 | 0.169758510513752 | 0.915120744743124 |
250 | 0.195491506703634 | 0.390983013407269 | 0.804508493296366 |
251 | 0.164708672661709 | 0.329417345323419 | 0.835291327338291 |
252 | 0.151793827040012 | 0.303587654080024 | 0.848206172959988 |
253 | 0.103160468696161 | 0.206320937392322 | 0.896839531303839 |
254 | 0.441637479633417 | 0.883274959266834 | 0.558362520366583 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 6 | 0.0244897959183673 | NOK |
5% type I error level | 80 | 0.326530612244898 | NOK |
10% type I error level | 123 | 0.502040816326531 | NOK |