Multiple Linear Regression - Estimated Regression Equation |
Place[t] = 0 0pageviews[t] 0Blogs[t] 0PR[t] 0LFM[t] 0KCS[t] 0SPR[t] 0CH[t] 0Hours[t] 0`Month\r`[t] 0M1[t] 0M2[t] 0M3[t] 0M4[t] 0M5[t] 0M6[t] 0M7[t] 0M8[t] 0M9[t] 0M10[t] 0M11[t] + 1t + e[t] |
Multiple Linear Regression - Ordinary Least Squares | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | 0 | 0 | 0 | 1 | 0.5 |
pageviews | 0 | 0 | 0 | 1 | 0.5 |
Blogs | 0 | 0 | 0 | 1 | 0.5 |
PR | 0 | 0 | 0 | 1 | 0.5 |
LFM | 0 | 0 | 0 | 1 | 0.5 |
KCS | 0 | 0 | 0 | 1 | 0.5 |
SPR | 0 | 0 | 0 | 1 | 0.5 |
CH | 0 | 0 | 0 | 1 | 0.5 |
Hours | 0 | 0 | 0 | 1 | 0.5 |
`Month\r` | 0 | 0 | 0 | 1 | 0.5 |
M1 | 0 | 0 | 0 | 1 | 0.5 |
M2 | 0 | 0 | 0 | 1 | 0.5 |
M3 | 0 | 0 | 0 | 1 | 0.5 |
M4 | 0 | 0 | 0 | 1 | 0.5 |
M5 | 0 | 0 | 0 | 1 | 0.5 |
M6 | 0 | 0 | 0 | 1 | 0.5 |
M7 | 0 | 0 | 0 | 1 | 0.5 |
M8 | 0 | 0 | 0 | 1 | 0.5 |
M9 | 0 | 0 | 0 | 1 | 0.5 |
M10 | 0 | 0 | 0 | 1 | 0.5 |
M11 | 0 | 0 | 0 | 1 | 0.5 |
t | 1 | 0 | 210234516021400064 | 0 | 0 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 1 |
R-squared | 1 |
Adjusted R-squared | 1 |
F-TEST (value) | 7.83779740827324e+34 |
F-TEST (DF numerator) | 21 |
F-TEST (DF denominator) | 118 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 3.72720849338448e-16 |
Sum Squared Residuals | 1.63926581207257e-29 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 1 | 1 | -7.97634353415857e-17 |
2 | 2 | 2 | -1.44813521381552e-16 |
3 | 3 | 3 | 3.30773272771716e-16 |
4 | 4 | 4 | -1.43677547922788e-17 |
5 | 5 | 5 | -1.47694193164958e-16 |
6 | 6 | 6 | -2.57331063588023e-16 |
7 | 7 | 7 | -3.10203894040604e-16 |
8 | 8 | 8 | 3.33879398662313e-16 |
9 | 9 | 9 | 1.07503249186494e-17 |
10 | 10 | 10 | 6.24051982163887e-16 |
11 | 11 | 11 | -2.43722916423967e-16 |
12 | 12 | 12 | -2.44301124629744e-16 |
13 | 13 | 13 | -3.43558629663781e-17 |
14 | 14 | 14 | -1.05750285281624e-16 |
15 | 15 | 15 | -1.9743603976084e-16 |
16 | 16 | 16 | 5.81573453429147e-16 |
17 | 17 | 17 | 5.27048721740276e-16 |
18 | 18 | 18 | -1.2628849600408e-16 |
19 | 19 | 19 | 5.01637341713209e-16 |
20 | 20 | 20 | -5.01882576868341e-16 |
21 | 21 | 21 | 5.84429209924293e-16 |
22 | 22 | 22 | -1.7656789312555e-15 |
23 | 23 | 23 | 1.03627148695093e-16 |
24 | 24 | 24 | 2.17689848463289e-16 |
25 | 25 | 25 | 2.2550777667528e-16 |
26 | 26 | 26 | 1.34553829094619e-16 |
27 | 27 | 27 | -3.80916479295685e-17 |
28 | 28 | 28 | -5.53534589998377e-16 |
29 | 29 | 29 | -1.61334808420687e-17 |
30 | 30 | 30 | 1.12843787104342e-16 |
31 | 31 | 31 | -2.8495202349558e-16 |
32 | 32 | 32 | -1.67590876581963e-16 |
33 | 33 | 33 | -6.87864879526288e-17 |
34 | 34 | 34 | 2.52599494728778e-16 |
35 | 35 | 35 | -1.71300146698318e-16 |
36 | 36 | 36 | -6.51928591305154e-17 |
37 | 37 | 37 | 9.15997315999331e-17 |
38 | 38 | 38 | 2.34370694663095e-16 |
39 | 39 | 39 | -2.71744853231668e-16 |
40 | 40 | 40 | 8.59401429935066e-17 |
41 | 41 | 41 | -2.6802185115733e-16 |
42 | 42 | 42 | 3.92278353903212e-16 |
43 | 43 | 43 | -2.94679168330986e-17 |
44 | 44 | 44 | -1.24277192603127e-16 |
45 | 45 | 45 | -2.00108401820708e-16 |
46 | 46 | 46 | -5.01530870036958e-17 |
47 | 47 | 47 | 7.54977192596114e-16 |
48 | 48 | 48 | 1.9098099626685e-16 |
49 | 49 | 49 | -6.35361757936597e-16 |
50 | 50 | 50 | -7.57742256548325e-16 |
51 | 51 | 51 | -2.02900692218031e-16 |
52 | 52 | 52 | -1.53497779623321e-16 |
53 | 53 | 53 | 3.12825049612134e-16 |
54 | 54 | 54 | 7.7295143456182e-16 |
55 | 55 | 55 | 3.34990325261051e-16 |
56 | 56 | 56 | -3.96512454639541e-16 |
57 | 57 | 57 | -5.03210296620342e-16 |
58 | 58 | 58 | 4.55971011883684e-16 |
59 | 59 | 59 | 9.32581969867824e-17 |
60 | 60 | 60 | 1.76606787134555e-16 |
61 | 61 | 61 | -2.82192549926085e-16 |
62 | 62 | 62 | 4.18073127410164e-16 |
63 | 63 | 63 | 2.25832856466757e-16 |
64 | 64 | 64 | -1.66444374757115e-16 |
65 | 65 | 65 | -1.2691953976782e-16 |
66 | 66 | 66 | -3.59831871381328e-16 |
67 | 67 | 67 | -1.35007909723549e-16 |
68 | 68 | 68 | 3.3431291870767e-16 |
69 | 69 | 69 | 2.70487337596975e-16 |
70 | 70 | 70 | -6.62025093708371e-17 |
71 | 71 | 71 | -1.41521811031577e-16 |
72 | 72 | 72 | 4.48940606336782e-17 |
73 | 73 | 73 | 1.08754238757116e-16 |
74 | 74 | 74 | 4.06527815147739e-17 |
75 | 75 | 75 | 1.63941931222284e-16 |
76 | 76 | 76 | 1.52140166311089e-18 |
77 | 77 | 77 | -1.26483724738504e-16 |
78 | 78 | 78 | 1.65538981096481e-16 |
79 | 79 | 79 | 2.14414004513489e-16 |
80 | 80 | 80 | 3.65316328291068e-16 |
81 | 81 | 81 | 1.300738812896e-16 |
82 | 82 | 82 | 2.68842822129304e-16 |
83 | 83 | 83 | 3.33241254093858e-16 |
84 | 84 | 84 | -7.6274477222133e-16 |
85 | 85 | 85 | -1.17288679016795e-16 |
86 | 86 | 86 | 2.88522608516221e-16 |
87 | 87 | 87 | -1.75245775852714e-18 |
88 | 88 | 88 | 2.75378668536736e-16 |
89 | 89 | 89 | -1.5403475253504e-16 |
90 | 90 | 90 | 3.46178680378569e-16 |
91 | 91 | 91 | -1.36555628473518e-16 |
92 | 92 | 92 | -4.40751230597616e-17 |
93 | 93 | 93 | -4.64723602052111e-16 |
94 | 94 | 94 | 1.67070468750056e-16 |
95 | 95 | 95 | -3.65010374159259e-16 |
96 | 96 | 96 | 2.68531959693792e-16 |
97 | 97 | 97 | 9.97349407986638e-16 |
98 | 98 | 98 | -3.98216156332618e-16 |
99 | 99 | 99 | -1.22988090827218e-16 |
100 | 100 | 100 | -5.78882382642139e-16 |
101 | 101 | 101 | 4.56156522118559e-16 |
102 | 102 | 102 | 4.12138838197608e-17 |
103 | 103 | 103 | 3.01857130360259e-16 |
104 | 104 | 104 | 7.81296795721997e-17 |
105 | 105 | 105 | 1.31078659101693e-16 |
106 | 106 | 106 | 2.01683309129135e-16 |
107 | 107 | 107 | -1.33561788139811e-16 |
108 | 108 | 108 | -3.82276625925965e-16 |
109 | 109 | 109 | 1.49875473366465e-16 |
110 | 110 | 110 | -5.85960350533267e-17 |
111 | 111 | 111 | -1.22704717710238e-17 |
112 | 112 | 112 | 1.20261749762166e-16 |
113 | 113 | 113 | -1.07083134362561e-17 |
114 | 114 | 114 | -6.63887497943285e-16 |
115 | 115 | 115 | 1.98786247071244e-16 |
116 | 116 | 116 | 6.83706543356026e-17 |
117 | 117 | 117 | -4.70412757118294e-17 |
118 | 118 | 118 | 2.68656229962784e-16 |
119 | 119 | 119 | -2.45119119363858e-16 |
120 | 120 | 120 | 5.80306568288563e-16 |
121 | 121 | 121 | -1.12956513094745e-16 |
122 | 122 | 122 | 6.88900451690587e-17 |
123 | 123 | 123 | 1.03688978233035e-16 |
124 | 124 | 124 | -6.23810382535117e-17 |
125 | 125 | 125 | -1.07403564180906e-16 |
126 | 126 | 126 | -1.31620993117056e-16 |
127 | 127 | 127 | -2.8825131258986e-16 |
128 | 128 | 128 | -3.78047431074876e-17 |
129 | 129 | 129 | 1.57050651326408e-16 |
130 | 130 | 130 | -3.56840791117599e-16 |
131 | 131 | 131 | 1.51323634449419e-17 |
132 | 132 | 132 | -2.44948385731719e-17 |
133 | 133 | 133 | -3.11167830103248e-16 |
134 | 134 | 134 | 2.80055168229514e-16 |
135 | 135 | 135 | 2.29472148030852e-17 |
136 | 136 | 136 | 4.64432503682076e-16 |
137 | 137 | 137 | -3.38630873648087e-16 |
138 | 138 | 138 | -2.92045198830414e-16 |
139 | 139 | 139 | -3.67246363763043e-16 |
140 | 140 | 140 | 9.21339872913681e-17 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
25 | 0.123803721439726 | 0.247607442879451 | 0.876196278560274 |
26 | 0.409281060849955 | 0.81856212169991 | 0.590718939150045 |
27 | 0.0172532136558968 | 0.0345064273117936 | 0.982746786344103 |
28 | 0.189328476322646 | 0.378656952645291 | 0.810671523677354 |
29 | 1 | 2.26024889156927e-19 | 1.13012444578463e-19 |
30 | 0.9999997879122 | 4.24175600776501e-07 | 2.1208780038825e-07 |
31 | 1 | 2.76160894145547e-28 | 1.38080447072773e-28 |
32 | 0.999317296377117 | 0.00136540724576582 | 0.00068270362288291 |
33 | 0.981571069354781 | 0.0368578612904376 | 0.0184289306452188 |
34 | 0.974087632525255 | 0.0518247349494901 | 0.0259123674747451 |
35 | 1 | 4.48398248768303e-16 | 2.24199124384151e-16 |
36 | 1 | 9.10633735094409e-23 | 4.55316867547204e-23 |
37 | 1 | 3.76184105753325e-16 | 1.88092052876663e-16 |
38 | 0.999999967772178 | 6.44556448637385e-08 | 3.22278224318693e-08 |
39 | 1 | 3.77583187432384e-18 | 1.88791593716192e-18 |
40 | 0.999999999999879 | 2.41138169404257e-13 | 1.20569084702128e-13 |
41 | 0.997340956128708 | 0.00531808774258397 | 0.00265904387129198 |
42 | 1 | 2.23269360768023e-39 | 1.11634680384012e-39 |
43 | 1 | 1.39622822949522e-32 | 6.98114114747612e-33 |
44 | 0.999999993473998 | 1.30520048333921e-08 | 6.52600241669604e-09 |
45 | 0.999947639074457 | 0.00010472185108663 | 5.2360925543315e-05 |
46 | 0.319156554898643 | 0.638313109797286 | 0.680843445101357 |
47 | 0.998582759204442 | 0.00283448159111633 | 0.00141724079555817 |
48 | 1 | 8.93540087582234e-23 | 4.46770043791117e-23 |
49 | 1 | 8.52616142741356e-20 | 4.26308071370678e-20 |
50 | 0.999999050956629 | 1.89808674237756e-06 | 9.49043371188782e-07 |
51 | 0.999595518420245 | 0.000808963159510303 | 0.000404481579755151 |
52 | 1 | 3.14331600470729e-33 | 1.57165800235364e-33 |
53 | 1 | 7.08306475052568e-25 | 3.54153237526284e-25 |
54 | 1 | 1.31407368717302e-18 | 6.57036843586508e-19 |
55 | 0.999999694278471 | 6.11443058749362e-07 | 3.05721529374681e-07 |
56 | 1 | 1.40232728734329e-21 | 7.01163643671645e-22 |
57 | 0.608681918959902 | 0.782636162080195 | 0.391318081040098 |
58 | 0.0889626488929096 | 0.177925297785819 | 0.91103735110709 |
59 | 0.999973395628126 | 5.3208743748578e-05 | 2.6604371874289e-05 |
60 | 0.999999999999987 | 2.55098233871617e-14 | 1.27549116935809e-14 |
61 | 0.999999990192429 | 1.96151425319049e-08 | 9.80757126595243e-09 |
62 | 0.983028183885582 | 0.0339436322288368 | 0.0169718161144184 |
63 | 0.999981237880682 | 3.75242386350189e-05 | 1.87621193175095e-05 |
64 | 1 | 4.16158305477251e-21 | 2.08079152738626e-21 |
65 | 0.000700752378264147 | 0.00140150475652829 | 0.999299247621736 |
66 | 1 | 4.19080056020306e-19 | 2.09540028010153e-19 |
67 | 0.99984693648358 | 0.000306127032840657 | 0.000153063516420329 |
68 | 0.99999999425311 | 1.1493780673825e-08 | 5.74689033691252e-09 |
69 | 0.999997587526753 | 4.82494649350227e-06 | 2.41247324675114e-06 |
70 | 0.999979250737342 | 4.14985253157809e-05 | 2.07492626578904e-05 |
71 | 1 | 3.56767355629989e-20 | 1.78383677814994e-20 |
72 | 0.999999990831315 | 1.83373707576268e-08 | 9.1686853788134e-09 |
73 | 1 | 4.10339123965752e-31 | 2.05169561982876e-31 |
74 | 0.999999995585563 | 8.82887432735974e-09 | 4.41443716367987e-09 |
75 | 0.999999999999999 | 1.51405769448098e-15 | 7.5702884724049e-16 |
76 | 1 | 1.13671200172383e-26 | 5.68356000861914e-27 |
77 | 0.999999675937321 | 6.48125357629e-07 | 3.240626788145e-07 |
78 | 0.99999999999833 | 3.34081507235599e-12 | 1.67040753617799e-12 |
79 | 0.999999999999379 | 1.24206722714394e-12 | 6.21033613571969e-13 |
80 | 0.999933972962909 | 0.000132054074181809 | 6.60270370909047e-05 |
81 | 0.999999999996065 | 7.86962087637197e-12 | 3.93481043818599e-12 |
82 | 0.983113603162604 | 0.0337727936747927 | 0.0168863968373964 |
83 | 0.999999999999999 | 2.31041395071117e-15 | 1.15520697535558e-15 |
84 | 0.999999999999007 | 1.98513548386677e-12 | 9.92567741933386e-13 |
85 | 1 | 2.01186198076286e-21 | 1.00593099038143e-21 |
86 | 1 | 5.92754041467751e-28 | 2.96377020733876e-28 |
87 | 0.999999277626545 | 1.44474691000114e-06 | 7.22373455000569e-07 |
88 | 0.999999999999953 | 9.4255116628118e-14 | 4.7127558314059e-14 |
89 | 1 | 5.95473326931478e-22 | 2.97736663465739e-22 |
90 | 1 | 5.2639527086593e-20 | 2.63197635432965e-20 |
91 | 0.918970853004247 | 0.162058293991507 | 0.0810291469957533 |
92 | 0.999999999999999 | 1.22111890922733e-15 | 6.10559454613663e-16 |
93 | 0.999999999871682 | 2.56636371996363e-10 | 1.28318185998181e-10 |
94 | 0.999999998979232 | 2.04153583870287e-09 | 1.02076791935144e-09 |
95 | 0.999964975723741 | 7.00485525183595e-05 | 3.50242762591798e-05 |
96 | 0.990941268945848 | 0.018117462108304 | 0.00905873105415201 |
97 | 1 | 8.048362730301e-18 | 4.0241813651505e-18 |
98 | 0.999999965983422 | 6.80331560175907e-08 | 3.40165780087954e-08 |
99 | 0.99832498063502 | 0.00335003872995913 | 0.00167501936497957 |
100 | 0.856547763860225 | 0.286904472279551 | 0.143452236139775 |
101 | 0.96317599655011 | 0.0736480068997807 | 0.0368240034498903 |
102 | 0.99999982207525 | 3.55849500410809e-07 | 1.77924750205404e-07 |
103 | 0.584657449690082 | 0.830685100619837 | 0.415342550309918 |
104 | 0.222967596644294 | 0.445935193288588 | 0.777032403355706 |
105 | 0.999992348701807 | 1.53025963867646e-05 | 7.65129819338229e-06 |
106 | 0.999999925586826 | 1.48826348700765e-07 | 7.44131743503823e-08 |
107 | 0.896053221997375 | 0.207893556005251 | 0.103946778002625 |
108 | 0.928387350959707 | 0.143225298080587 | 0.0716126490402933 |
109 | 0.982667303452351 | 0.0346653930952984 | 0.0173326965476492 |
110 | 0.985339606800827 | 0.0293207863983453 | 0.0146603931991726 |
111 | 0.999841274228587 | 0.000317451542824932 | 0.000158725771412466 |
112 | 0.997229225453554 | 0.00554154909289171 | 0.00277077454644585 |
113 | 0.970855044580897 | 0.0582899108382064 | 0.0291449554191032 |
114 | 0.929096384972273 | 0.141807230055454 | 0.0709036150277272 |
115 | 0.998093412178632 | 0.00381317564273656 | 0.00190658782136828 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 68 | 0.747252747252747 | NOK |
5% type I error level | 75 | 0.824175824175824 | NOK |
10% type I error level | 78 | 0.857142857142857 | NOK |