Ökonomeetria Labor 8 VIF(2011) (1)

Overview

Juhend
Andmed

Sheet 1: Juhend

Labor 8 Multikollineaarsuse kindlakstegemine - VIFj
MS.0151 Ökonomeetria 2011
Sõltumatute muutujate vahel esineva multikollineaarsuse kindlasktegemiseks
leitakse varieeruvusindeks ehk dispersiooni mõju faktor VIFj (Variance Inflationary Factor ).
Varieeruvusindeks näitab argumendi mõju regressiooniparameetri hajuvusele.
kus Rj2 on determinatsioonikordaja , mis on leitud sõltumatu muutuja Xj
(R2 leidmiseks teostada regressioonanalüüs, kus sõltuvaks muutujaks Y on uuritav Xj)
ja ülejäänud sõltumatute muutujate Xj vahel.
Kui VIFj > 10, siis tuleb selline sõltumatu muutuja Xj eemaldada.
Ülesanne
Sõltumatute muutujate vahel esineva multikollineaarsuse kindlakstegemiseks
leida varieeruvusindeks VIFj.
Andmed on esitatud töölehel nimega "andmed".
Selleks:
1. Koostada korrelatsioonimaatriks ,et hinnata sõltumatute muutujate vahel esinevat korrelatsiooni.
Kasutada MS Exceli protseduuri Andmed/DataAnalysis/Correlation.
2. Teostada regressioonanalüüsid (Y-ks on kordamööda kõik X-d) ja arvutada varieeruvusindeksi VIFj väärtused.
1) sõltuvaks muutujaks Y on X1 ja sõltumatuteks muutujateks X2...X10;
2) sõltuvaks muutujaks Y on X2 ja sõltumatuteks muutujateks X1 ja X3...X10;
3) teostada regressioonid nii, et kõik Xj oleksid sõltuvaks muutujaks Y.
X3....X10.
4) teostada regressioon (esialgne Y sõltuv muutuja, X-d sõltumatud muutujad)
3. Arvutada varieeruvusindeks VIFj kõikide muutujate jaoks.
4. Kopeerida erinevate regressioonide tabelitest R2 ja F.
5. Korrigeerida andmestikku ja teostada uus regressioon.

Sheet 2: Andmed

Piimatoodang lehma kohta Piima omahind Töökulu Toetused kokku Töötasu piima tootmisel Müügiosakaal (looma-kasvatus) Söödakulu Lehmade arv
Söödakulu Töökulu Töötasu piima tootmisel
jrk
ts/lehma kohta €/kg tundi/ts €/ha €/tunnis % €/lehma kohta 100 ha põllumaa kohta
€/ts tundi/lehma kohta €/lehma kohta
Piimatoodang lehma kohta Piima omahind Töökulu Söödakulu Toetused kokku Töötasu piima tootmisel Töötasu piima tootmisel Töökulu Müügiosakaal (looma-kasvatus) Söödakulu Lehmade arv
X1 X2 X3 X5 X6 X9 X10 Y9
X4 X8 X7

ts/lehma kohta €/kg tundi/ts €/ts €/ha €/tunnis €/lehma kohta tundi/lehma kohta % €/lehma kohta 100 ha põllumaa kohta
1
43.2 0.12 1.1 55.2 1.20 29.7 253.7 21.4
5.87 47.7 57.07
X1 1
2
35.5 0.25 7.0 29.6 1.20 67.5 353.4 13.7
9.94 247.8 296.68
X2 -0.1391791975 1
3
39.2 0.15 7.4 29.6 0.75 98.7 203.6 29.4
5.19 289.2 215.78
X3 -0.4222066441 0.5434188307 1
4
40.6 0.17 4.6 35.2 1.44 85.5 235.0 39.8
5.79 186.4 269.12
X4 0.0013488465 0.5878733876 -0.0993015359 1
5
44.8 0.27 8.1 35.5 1.18 95.2 290.0 24.0
6.47 361.3 425.73
X5 0.1275914921 0.0676666314 -0.1016130236 0.1603071287 1
6
0.00 0.19 3.5 31.2 1.46 69.8 476.9 23.9
8.89 185.9 271.33
X6 0.1297701931 0.2883282359 0.0375373295 -0.0847449921 0.0231518932 1
7
41.0 0.17 4.9 29.3 1.29 77.0 203.0 29.4
4.95 201.5 259.46
X7 0.0378562957 0.5862172753 0.6532371054 -0.1217261551 -0.0376274531 0.6533459993 1
8
38.2 0.19 2.6 32.5 1.05 31.2 275.3 10.1
7.20 100.7 106.15
X8 -0.054021385 0.5477696329 0.8913466403 -0.1030934874 -0.0645528974 0.1268688462 0.7972302565 1
9
41.1 0.23 7.5 44.8 1.33 74.6 201.3 32.2
4.89 309.6 412.44
X9 -0.0324349844 0.3231260668 0.5608681031 -0.2101189342 -0.0214548264 0.2523123742 0.5325957862 0.5897156428 1
10
53.8 0.25 5.7 42.2 1.73 66.8 371.0 21.1
6.90 304.1 525.29
X10 0.4741036953 0.4035155633 -0.2892181012 0.8414832023 0.1944927189 -0.0184017038 -0.073143699 -0.0886907807 -0.1713863056 1
12
46.4 0.31 8.5 48.7 1.43 74.0 473.3 25.6
10.21 392.5 560.69
Y9 -0.0621608954 -0.045391323 0.237548335 -0.3991149782 0.1746583098 0.3469699545 0.3240953387 0.2144484997 0.7339371431 -0.3590187617 1 10X+Y
13
40.5 0.18 5.7 41.2 0.67 97.6 235.3 35.7
5.82 232.1 154.44
R^2 0.8090315055 0.859 0.953 0.954 0.047 0.867 0.956 0.971 0.470 0.949
0.7714577544
14
44.8 0.18 5.9 31.0 1.23 76.8 183.5 20.8
4.10 262.8 322.79
VIF 5.2364658507 7.072 21.354 21.609 1.049 7.524 22.972 33.964 1.887 19.467
4.3755586514 KUI VIF ON SUUREM KUI 10 SIS SÕLTUMATU MUUTUJAGA ON SEOTUD 1 SOLTUV MUUTUJA 15
44.2 0.19 6.4 31.6 1.36 93.1 202.5 30.1
4.58 284.0 386.31
TOL 0.1909684945 0.141 0.047 0.046 0.953 0.133 0.044 0.029 0.530 0.051
0.2285422456
16
34.9 0.12 2.4 39.1 0.93 33.4 195.2 19.9
5.60 83.7 78.05
x1 SUMMARY OUTPUT
17
34.4 0.10 1.7 46.6 1.00 19.2 102.2 13.4
2.97 58.9 58.65
Regression Statistics
0.764817596
18
46.8 0.11 2.1 32.0 0.75 30.4 281.1 8.1
6.00 97.8 73.47
Multiple R 0.8994617866
19
51.4 0.20 4.5 28.3 0.77 57.7 499.0 8.4
9.72 231.0 177.13
R Square 0.8090315055
20
45.7 0.11 5.1 43.5 0.73 93.3 102.3 34.8
2.24 231.7 170.01
Adjusted R Square 0.7963002725
21
55.2 0.21 3.7 44.2 1.92 62.0 374.0 29.5
6.78 203.6 391.57
Standard Error 5.684885887
22
50.1 0.24 2.6 35.2 0.77 67.4 593.6 20.0
11.84 128.9 98.85
Observations 145
23
61.2 0.19 4.2 43.7 0.77 62.3 532.2 21.7
8.70 254.5 195.21
24
45.4 0.18 2.5 37.8 0.83 61.3 417.6 13.8
9.21 112.8 93.52
ANOVA
25
47.6 0.13 1.4 27.0 0.97 17.1 354.2 16.2
7.44 66.0 63.77

df SS MS F Significance F
26
48.3 0.12 1.3 27.4 0.74 37.8 309.8 22.2
6.42 60.5 44.59
Regression 9 18483.3625172088 2053.7069463565 63.5469877603 3.42499675126927E-044
27
40.9 0.14 8.2 24.7 0.62 93.9 116.3 24.8
2.84 334.2 207.83
Residual 135 4362.9202190334 32.3179275484
28
44.4 0.18 4.6 36.2 1.61 87.2 214.1 39.2
4.83 202.2 324.56
Total 144 22846.2827362421
29
48.3 0.31 7.0 29.9 1.47 96.6 346.0 23.2
7.16 338.7 496.43
30
59.7 0.17 3.0 28.8 1.90 75.4 315.6 23.5
5.29 177.1 335.73

Coefficients Standard Error t Stat P- value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
31
48.2 0.16 4.5 34.4 1.39 83.4 132.9 29.7
2.76 217.3 302.78
Intercept 45.2325050445 4.5122271955 10.0244298625 5.08419406621875E-018 36.3087082967 54.1563017923 36.3087082967 54.1563017923
32
41.0 0.23 6.6 33.1 1.42 79.2 175.5 29.0
4.28 272.2 386.68
X2 54.0929506547 23.6488063569 2.2873438024 0.023730954 7.3228896374 100.863011672 7.3228896374 100.863011672
33
46.9 0.13 1.9 29.2 1.69 98.0 221.8 43.4
4.73 89.6 151.44
X3 -5.1644389493 1.0898051827 -4.7388643688 5.3785348909698E-006 -7.3197382115 -3.0091396872 -7.3197382115 -3.0091396872
34
63.6 0.22 4.4 33.5 2.02 62.1 387.4 22.4
6.09 282.5 571.51
X4 -4.5777656267 0.5803114144 -7.8884638711 9.26838310226528E-013 -5.7254430127 -3.4300882407 -5.7254430127 -3.4300882407
36
49.1 0.29 7.3 41.5 1.53 66.3 265.7 22.7
5.42 356.2 544.36
X5 0.0246916715 0.0390769079 0.6318737289 0.5285379712 -0.0525904263 0.1019737693 -0.0525904263 0.1019737693
37
41.8 0.20 5.6 32.9 0.89 94.3 167.2 26.9
4.00 232.5 207.11
X6 3.1692997668 3.0187454903 1.0498731267 0.2956522493 -2.8008497896 9.1394493231 -2.8008497896 9.1394493231
38
48.8 0.19 6.0 30.2 1.70 99.7 187.9 29.2
3.85 291.6 495.03
X7 -0.0222620634 0.0148386235 -1.5002782034 0.1358774574 -0.051608294 0.0070841673 -0.051608294 0.0070841673
39
51.0 0.16 4.9 26.2 1.30 100.0 65.9 29.5
1.29 249.3 324.76
X8 0.1071302706 0.0323693768 3.3096179483 0.0011981596 0.0431136049 0.1711469362 0.0431136049 0.1711469362
40
49.8 0.17 1.7 20.7 1.05 18.7 512.4 7.1
10.28 85.2 89.02
X9 -0.0065514878 0.0252563988 -0.2593991287 0.7957224487 -0.0565008719 0.0433978962 -0.0565008719 0.0433978962
41
42.0 0.15 1.6 29.9 1.29 28.0 197.1 15.7
4.69 67.3 86.87
X10 0.0784736888 0.0089628452 8.7554439678 7.38426601019089E-015 0.0607479394 0.0961994383 0.0607479394 0.0961994383
42
59.4 0.15 1.6 25.4 1.42 9.5 435.8 4.2
7.34 96.5 136.66
43
43.0 0.19 1.8 28.7 1.01 24.8 329.1 9.5
7.65 77.9 78.31
44
48.7 0.13 4.0 32.9 1.06 98.5 133.8 33.0
2.75 194.8 207.22
45
85.9 0.20 1.5 26.8 1.05 59.9 962.4 18.9
11.20 131.7 138.23
46
50.5 0.21 5.1 35.7 1.40 72.4 244.3 25.1
4.83 257.1 360.64
47
55.2 0.18 4.1 33.6 0.88 92.3 238.1 36.8
4.31 224.2 196.76
x2 SUMMARY OUTPUT
48
64.8 0.15 2.7 36.4 1.59 95.4 200.6 29.4
3.09 175.9 280.20
49
60.1 0.11 2.8 15.1 0.89 22.7 278.5 7.2
4.63 168.0 150.35
Regression Statistics
50
54.7 0.13 0.7 33.0 1.02 47.5 256.0 16.3
4.68 36.5 37.32
Multiple R 0.9266044664
51
58.3 0.16 1.7 31.9 1.08 21.2 485.6 9.9
8.32 100.1 107.76
R Square 0.8585958371
52
47.6 0.13 1.3 40.4 1.16 20.9 352.2 25.6
7.39 61.4 71.59
Adjusted R Square 0.8491688929
53
69.9 0.12 1.1 35.8 1.11 63.3 341.2 30.1
4.88 78.2 86.65
Standard Error 0.0202996735
54
52.4 0.13 2.0 42.8 1.39 53.5 217.1 26.0
4.14 104.9 146.10
Observations 145
55
49.8 0.19 4.2 37.7 1.90 93.1 247.3 39.8
4.96 208.8 397.52
56
65.0 0.22 3.9 37.4 1.02 48.2 468.2 10.0
7.20 254.2 259.89
ANOVA
57
64.0 0.19 2.9 26.7 1.53 81.9 378.9 15.6
5.92 187.5 286.28

df SS MS F Significance F
58
60.6 0.25 5.2 31.2 1.65 93.3 349.7 22.9
5.77 317.9 523.74
Regression 9 0.3377835199 0.0375315022 91.0789137269 6.52730234849499E-053
59
40.3 0.18 6.0 28.8 1.31 94.3 129.5 32.0
3.21 243.9 320.68
Residual 135 0.0556303604 0.0004120767
60
53.4 0.18 4.4 38.4 1.66 92.0 253.9 37.4
4.76 237.3 394.39
Total 144 0.3934138803
61
55.4 0.24 5.3 28.3 1.80 87.0 227.0 25.9
4.10 295.3 531.16
62
52.4 0.18 2.0 28.6 2.41 100.0 208.7 38.4
3.99 107.1 257.62

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
63
74.0 0.24 4.0 29.5 2.41 67.7 355.1 23.2
4.80 299.0 721.57
Intercept 0.0146598625 0.0212428199 0.6901090604 0.491310287 -0.0273518978 0.0566716228 -0.0273518978 0.0566716228
65
51.2 0.27 6.6 36.5 1.90 62.4 311.3 24.6
6.08 338.1 642.77
X1 0.0006897239 0.0003015392 2.2873438024 0.023730954 9.3372092425596E-005 0.0012860757 9.3372092425596E-005 0.0012860757
66
48.7 0.21 4.7 34.7 1.79 98.2 212.7 43.0
4.37 230.4 413.38
X3 0.0090143618 0.0041304849 2.1823979487 0.0308100679 0.0008455338 0.0171831897 0.0008455338 0.0171831897
67
56.2 0.19 6.1 36.3 1.24 87.7 291.0 29.1
5.17 340.9 422.65
X4 0.0172070597 0.0020199072 8.5187378166 2.80245534420302E-014 0.0132123049 0.0212018144 0.0132123049 0.0212018144
68
52.7 0.20 5.4 30.7 1.88 99.3 205.8 29.6
3.90 287.0 538.94
X5 2.97872664514421E-005 0.0001397191 0.2131940042 0.8314972596 -0.000246534 0.0003061086 -0.000246534 0.0003061086
69
57.6 0.17 4.2 30.2 1.71 99.2 184.1 34.7
3.20 243.5 415.62
X6 -0.0097636761 0.0107906254 -0.90482949 0.3671676581 -0.0311042123 0.0115768601 -0.0311042123 0.0115768601
70
51.9 0.21 3.6 13.3 1.02 48.0 599.7 7.1
11.55 185.6 189.82
X7 0.000219148 4.99857552333331E-005 4.3842083222 2.32252523253399E-005 0.0001202915 0.0003180044 0.0001202915 0.0003180044
71
53.5 0.13 3.1 21.7 1.02 30.9 364.4 10.5
6.82 163.3 166.95
X8 -0.0001387867 0.0001195877 -1.1605432664 0.2478758485 -0.0003752943 9.77209487640894E-005 -0.0003752943 9.77209487640894E-005
72
50.2 0.18 2.6 27.8 1.25 42.4 144.6 14.9
2.88 132.6 165.69
X9 0.0002139802 8.83084760855795E-005 2.4230986939 0.0167141627 3.93331644329179E-005 0.0003886271 3.93331644329179E-005 0.0003886271
73
70.3 0.15 1.5 32.1 1.32 28.9 446.9 9.8
6.36 108.1 143.16
X10 -0.0001150067 3.88324177700115E-005 -2.9616160247 0.0036169697 -0.0001918053 -3.82081391309778E-005 -0.0001918053 -3.82081391309778E-005
74
50.7 0.20 3.1 22.7 1.02 51.2 425.8 8.8
8.40 158.5 162.12
75
49.4 0.17 2.5 35.3 1.01 30.9 318.3 7.7
6.44 122.0 123.58
76
34.7 0.24 7.9 31.9 1.12 99.9 201.6 33.9
5.80 274.7 306.63
X3 SUMMARY OUTPUT
77
39.6 0.27 3.0 27.3 1.18 52.7 659.2 15.9
16.63 118.8 139.99
78
59.3 0.21 3.7 36.5 1.22 90.4 361.4 35.9
6.09 221.0 268.77
Regression Statistics
79
70.2 0.17 2.2 34.3 1.87 83.6 348.4 26.8
4.96 155.5 291.08
Multiple R 0.9763041123
80
63.0 0.15 1.6 40.0 1.66 42.0 314.6 19.9
4.99 103.3 171.53
R Square 0.9531697197
81
65.2 0.15 2.5 23.2 0.84 29.3 350.0 8.8
5.37 163.6 138.12
Adjusted R Square 0.950047701
82
34.5 0.30 4.7 45.3 1.16 53.1 438.3 8.6
12.69 161.6 187.19
Standard Error 0.4157115808
83
52.0 0.15 3.3 50.1 0.75 72.5 110.7 30.2
2.13 172.4 129.65
Observations 145
84
61.0 0.16 2.9 21.1 0.73 62.0 270.8 19.8
4.44 178.0 129.38
85
69.0 0.14 1.5 31.4 1.00 45.0 324.9 21.5
4.71 100.8 100.60
ANOVA
86
56.9 0.15 3.3 78.5 1.02 35.6 262.4 18.9
4.61 186.1 190.31

df SS MS F Significance F
87
64.0 0.20 4.5 22.7 1.02 50.1 445.2 11.5
6.96 286.8 293.27
Regression 9 474.855523922 52.7617248802 305.3055778403 3.76146269554784E-085
88
56.6 0.11 1.2 42.6 1.31 27.0 295.8 26.0
5.23 67.4 88.21
Residual 135 23.3301759805 0.1728161184
89
62.0 0.14 1.7 48.5 1.55 40.8 326.6 30.4
5.27 108.1 167.54
Total 144 498.1856999025
90
32.9 0.28 8.0 33.2 1.48 87.8 282.2 20.9
8.59 261.8 388.38
91
38.1 0.32 5.2 69.5 1.68 96.8 622.6 42.7
16.33 196.9 330.48

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
92
64.6 0.20 1.4 28.6 2.48 42.4 618.7 12.9
9.58 90.9 225.52
Intercept 0.726002576 0.4312898925 1.683328519 0.0946226373 -0.1269561012 1.5789612532 -0.1269561012 1.5789612532
93
44.1 0.22 5.9 48.5 1.52 99.2 193.8 31.4
4.40 259.5 393.64
X1 -0.0276161982 0.0058275984 -4.7388643688 5.37853489097014E-006 -0.0391413943 -0.0160910021 -0.0391413943 -0.0160910021
94
57.3 0.19 3.2 47.1 2.01 82.4 341.0 30.7
5.95 181.2 363.32
X2 3.7804293343 1.7322364771 2.1823979487 0.0308100679 0.3545986811 7.2062599875 0.3545986811 7.2062599875
95
57.4 0.26 4.8 39.6 2.05 85.9 404.1 26.1
7.04 274.6 563.88
X4 0.1297592949 0.0500613257 2.5920067649 0.0105919348 0.0307533991 0.2287651907 0.0307533991 0.2287651907
96
55.7 0.19 2.0 50.3 2.44 100.0 328.4 46.4
5.89 111.7 272.33
X5 0.0001711265 0.002861713 0.059798629 0.9524044485 -0.0054884611 0.0058307142 -0.0054884611 0.0058307142
97
81.8 0.32 4.0 49.7 2.83 80.0 840.7 24.1
10.28 323.4 913.74
X6 0.3719552641 0.2193233763 1.6959216585 0.0922056432 -0.0617988771 0.8057094052 -0.0617988771 0.8057094052
99
50.2 0.20 4.4 44.4 2.01 99.9 237.6 38.4
4.74 222.4 447.57
X7 -0.0033752555 0.001054824 -3.1998280462 0.0017141426 -0.0054613728 -0.0012891382 -0.0054613728 -0.0012891382
100
58.1 0.22 5.0 50.4 1.41 79.3 455.0 30.6
7.83 290.0 409.75
X8 0.0226281069 0.00150487 15.0365859783 1.24028537387653E-030 0.0196519372 0.0256042766 0.0196519372 0.0256042766
101
58.6 0.21 3.3 43.5 2.32 97.2 163.8 38.2
2.80 195.9 455.39
X9 0.0031018913 0.0018279614 1.6969129194 0.0920175392 -0.0005132538 0.0067170363 -0.0005132538 0.0067170363
102
52.5 0.28 3.8 40.0 1.14 90.9 741.4 23.2
14.11 201.1 229.56
X10 -0.0035017745 0.0007633218 -4.5875468552 1.01314147765475E-005 -0.0050113901 -0.0019921589 -0.0050113901 -0.0019921589
103
38.7 0.28 6.8 42.5 1.91 98.5 206.8 24.6
5.34 264.6 504.30
104
63.3 0.22 4.2 38.8 1.15 41.3 674.8 9.9
10.67 268.6 308.95
105
45.9 0.17 2.3 32.0 1.14 25.5 541.4 10.4
11.79 107.7 123.11
X4 SUMMARY OUTPUT
106
58.3 0.17 3.8 14.9 1.15 55.7 372.2 16.5
6.39 218.9 251.87
107
52.9 0.16 3.2 60.9 0.70 50.0 345.6 28.6
6.53 168.4 117.07
Regression Statistics
108
76.6 0.22 3.5 45.5 1.15 100.0 741.5 21.7
9.68 265.5 305.45
Multiple R 0.9765878678
109
55.6 0.16 1.8 52.2 1.69 37.7 519.1 23.8
9.33 100.3 169.14
R Square 0.9537238635
110
68.2 0.16 0.9 45.1 1.31 23.1 691.2 11.3
10.14 60.7 79.25
Adjusted R Square 0.9506387877
111
63.6 0.17 2.1 55.4 1.27 69.5 537.6 21.8
8.46 134.6 170.37
Standard Error 0.697551866
112
53.5 0.26 3.8 39.7 0.87 81.7 600.4 17.5
11.22 203.6 176.72
Observations 145
113
77.6 0.22 3.3 34.1 1.15 92.2 739.3 27.0
9.53 257.5 296.19
114
55.7 0.19 2.7 38.4 1.75 41.0 370.9 13.1
6.66 150.7 264.00
ANOVA
115
53.7 0.23 2.9 37.4 1.33 54.1 702.3 19.0
13.08 156.8 207.82

df SS MS F Significance F
116
46.8 0.28 5.8 46.3 1.15 61.7 556.5 11.4
11.89 271.3 312.11
Regression 9 1353.7932174997 150.4214686111 309.1411477029 1.68761876646198E-085
117
59.5 0.24 3.8 54.7 1.40 90.4 542.4 37.8
9.11 224.1 313.95
Residual 135 65.6881117683 0.4865786057
118
68.7 0.20 2.0 51.5 1.94 66.5 654.2 25.0
9.52 140.3 271.55
Total 144 1419.4813292681
119
55.3 0.26 5.0 65.0 1.15 21.2 705.0 2.7
12.76 278.0 319.81
120
32.2 0.35 5.5 28.0 1.30 57.8 485.4 17.6
15.08 175.8 228.20

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
121
55.8 0.25 4.5 27.8 1.15 47.8 448.0 5.5
8.03 253.9 292.08
Intercept 3.1058633727 0.680637937 4.5631652368 1.12056650274301E-005 1.7597710008 4.4519557447 1.7597710008 4.4519557447
122
80.2 0.17 2.4 50.2 0.66 100.0 749.1 32.3
9.34 194.4 128.68
X1 -0.0689228235 0.0087371667 -7.8884638711 9.26838310226555E-013 -0.0862022502 -0.0516433967 -0.0862022502 -0.0516433967
123
71.5 0.16 1.3 45.0 2.22 31.6 526.1 16.6
7.36 92.8 206.19
X2 20.3180286601 2.3850984849 8.5187378166 2.80245534420294E-014 15.6010378746 25.0350194456 15.6010378746 25.0350194456
124
34.7 0.30 2.6 61.7 1.49 43.0 574.5 7.8
16.57 90.8 135.35
X3 0.3653484257 0.1409519569 2.5920067649 0.0105919348 0.0865888332 0.6441080182 0.0865888332 0.6441080182
125
54.9 0.16 1.9 40.8 1.07 66.5 455.1 28.8
8.29 105.4 112.68
X5 0.00125624 0.0048007169 0.2616775837 0.7939688479 -0.0082381006 0.0107505806 -0.0082381006 0.0107505806
126
44.9 0.18 3.8 34.1 0.75 51.0 287.4 13.4
6.40 169.1 126.19
X6 0.0638116485 0.371877274 0.1715932997 0.8640142211 -0.6716471536 0.7992704506 -0.6716471536 0.7992704506
127
49.0 0.21 3.7 94.6 0.69 40.9 376.7 13.4
7.69 181.5 125.80
X7 -0.0030376069 0.0018171473 -1.6716349147 0.0969127124 -0.0066313651 0.0005561513 -0.0066313651 0.0005561513
128
59.8 0.15 2.4 64.6 1.06 49.7 336.3 18.7
5.62 142.5 150.99
X8 -0.0099845962 0.0040394097 -2.4717958522 0.0146877292 -0.0179733054 -0.0019958869 -0.0179733054 -0.0019958869
129
41.1 0.21 4.2 34.0 0.99 53.0 421.2 14.6
10.25 174.0 172.48
X9 -0.0090098913 0.0030012451 -3.0020511958 0.00319581 -0.0149454304 -0.0030743522 -0.0149454304 -0.0030743522
130
66.5 0.15 1.7 50.3 1.15 50.2 369.7 34.5
5.56 114.1 131.18
X10 0.0143510764 0.0006088484 23.5708522872 1.078460801055E-049 0.0131469616 0.0155551913 0.0131469616 0.0155551913
131
82.5 0.20 2.5 35.5 1.15 53.7 592.9 18.1
7.19 206.2 237.26
132
64.6 0.18 2.1 52.7 1.33 72.6 440.4 37.5
6.81 138.7 184.16
133
48.6 0.16 7.2 42.8 0.82 100.0 215.8 25.0
4.44 350.4 285.65
134
57.7 0.29 5.5 35.1 1.15 56.0 801.1 11.6
13.88 317.5 365.31
X5 SUMMARY OUTPUT
135
49.2 0.23 4.3 48.5 1.59 56.2 421.7 21.8
8.56 213.2 338.10
136
41.1 0.25 6.7 26.3 1.56 98.4 240.3 30.8
5.85 277.3 433.65
Regression Statistics
138
52.3 0.22 3.6 34.2 1.75 61.8 519.8 20.0
9.94 189.9 333.20
Multiple R 0.2165655321
139
52.1 0.31 1.8 36.1 1.19 75.1 763.1 16.4
14.64 95.3 113.04
R Square 0.0469006297
140
77.1 0.20 3.5 42.4 1.15 78.0 561.6 16.2
7.29 273.4 314.56
Adjusted R Square -0.0166393283
141
71.1 0.16 1.7 45.3 1.17 63.3 432.2 24.1
6.08 124.0 145.41
Standard Error 12.5024005356
142
77.7 0.16 1.4 31.8 1.47 46.3 589.1 10.8
7.58 108.1 159.15
Observations 145
143
86.4 0.17 2.1 39.9 0.88 99.8 545.4 22.0
6.31 182.9 160.37
144
57.5 0.13 2.5 69.3 0.84 28.5 315.0 15.6
5.48 143.9 121.50
ANOVA
145
63.9 0.20 3.8 45.9 1.15 49.5 478.8 10.8
7.49 243.2 279.83

df SS MS F Significance F
146
56.2 0.13 1.1 53.5 1.51 28.3 381.9 22.7
6.80 61.8 93.08
Regression 9 1038.3913839659 115.3768204407 0.7381281192 0.6733809271
147
84.7 0.17 1.5 82.4 1.24 84.1 800.8 28.4
9.45 124.0 153.46
Residual 135 21101.8525854341 156.3100191514
148
50.0 0.19 2.8 40.7 1.06 68.8 518.4 21.6
10.37 142.0 150.39
Total 144 22140.2439694
149
67.9 0.25 3.6 43.3 1.15 99.3 924.5 21.6
13.62 243.8 280.45
150
54.0 0.19 2.3 36.9 1.20 69.9 524.2 23.8
9.71 123.1 147.65

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept 25.8667817233 12.9158723698 2.0027127075 0.0472109186 0.3231610555 51.4104023911 0.3231610555 51.4104023911
X1 0.1194246022 0.1890007398 0.6318737289 0.5285379712 -0.2543606959 0.4932099003 -0.2543606959 0.4932099003
X2 11.2989831576 52.9985972056 0.2131940042 0.8314972596 -93.5159317151 116.1138980304 -93.5159317151 116.1138980304
X3 0.154781794 2.5883836573 0.059798629 0.9524044485 -4.9642445011 5.273808089 -4.9642445011 5.273808089
X4 0.4035584318 1.5421971808 0.2616775837 0.7939688479 -2.6464329782 3.4535498419 -2.6464329782 3.4535498419
X6 1.1828705118 6.6652008877 0.1774695965 0.8594055458 -11.9988456181 14.3645866418 -11.9988456181 14.3645866418
X7 -0.0052260036 0.0329014704 -0.1588379964 0.8740338843 -0.0702949865 0.0598429793 -0.0702949865 0.0598429793
X8 -0.011234644 0.0740132399 -0.1517923559 0.8795773184 -0.1576100548 0.1351407667 -0.1576100548 0.1351407667
X9 0.0237564061 0.0555209642 0.4278817278 0.6694190319 -0.0860469744 0.1335597865 -0.0860469744 0.1335597865
X10 0.0024252878 0.0246804045 0.098267749 0.9218654425 -0.0463849569 0.0512355325 -0.0463849569 0.0512355325
X6 SUMMARY OUTPUT
Regression Statistics
Multiple R 0.9311823957
R Square 0.8671006541
Adjusted R Square 0.8582406978
Standard Error 0.1614219636
Observations 145
ANOVA

df SS MS F Significance F
Regression 9 22.9512155082 2.5501350565 97.8673727015 1.02578351628441E-054
Residual 135 3.517701795 0.0260570503
Total 144 26.4689173032

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept 1.1140605663 0.1394334285 7.9899101541 5.30803608236735E-013 0.8383041556 1.3898169771 0.8383041556 1.3898169771
X1 0.0025553187 0.0024339309 1.0498731267 0.2956522493 -0.0022582477 0.007368885 -0.0022582477 0.007368885
X2 -0.6173913053 0.6823288941 -0.90482949 0.3671676581 -1.96682787 0.7320452595 -1.96682787 0.7320452595
X3 0.0560830617 0.0330693705 1.6959216585 0.0922056432 -0.009317976 0.1214840995 -0.009317976 0.1214840995
X4 0.0034172142 0.0199146135 0.1715932997 0.8640142211 -0.0359677624 0.0428021909 -0.0359677624 0.0428021909
X5 0.0001971858 0.0011110962 0.1774695965 0.8594055458 -0.0020002206 0.0023945922 -0.0020002206 0.0023945922
X7 0.0043771195 0.0001963898 22.2879139396 4.44619726020504E-047 0.0039887209 0.0047655181 0.0039887209 0.0047655181
X8 -0.0070365838 0.0007393044 -9.5178441621 9.50624600076826E-017 -0.0084987003 -0.0055744672 -0.0084987003 -0.0055744672
X9 0.0020558566 0.0006951677 2.9573532898 0.003664223 0.0006810287 0.0034306844 0.0006810287 0.0034306844
X10 9.13266025194613E-005 0.00031857 0.2866767223 0.7747993658 -0.0005387068 0.00072136 -0.0005387068 0.00072136
X7 SUMMARY OUTPUT
Regression Statistics
Multiple R 0.9779923389
R Square 0.956469015
Adjusted R Square 0.9535669493
Standard Error 32.7017232655
Observations 145
ANOVA

df SS MS F Significance F
Regression 9 3172104.29461106 352456.032734563 329.5821407972 2.74707771195197E-087
Residual 135 144369.365112071 1069 .4027045339
Total 144 3316473.65972313

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept -208.7978882053 29.1937733054 -7.1521377528 4.89503302424222E-011 -266.5341873747 -151.0615890359 -266.5341873747 -151.0615890359
X1 -0.7366533872 0.4910111908 -1.5002782034 0.1358774574 -1.7077224132 0.2344156388 -1.7077224132 0.2344156388
X2 568.7227656701 129.7207440605 4.3842083222 2.32252523253399E-005 312.1750556771 825.270475663 312.1750556771 825.270475663
X3 -20.8864043649 6.527352115 -3.1998280462 0.0017141426 -33.7954980457 -7.9773106842 -33.7954980457 -7.9773106842
X4 -6.6760540106 3.9937273097 -1.6716349147 0.0969127124 -14.5744175534 1.2223095322 -14.5744175534 1.2223095322
X5 -0.0357539616 0.2250970321 -0.1588379964 0.8740338843 -0.4809266171 0.4094186939 -0.4809266171 0.4094186939
X6 179.6405719756 8.0599993549 22.2879139396 4.4461972602051E-047 163.7003737288 195.5807702224 163.7003737288 195.5807702224
X8 1.6124109872 0.1350031015 11.9435107007 6.90778137998643E-023 1.3454163999 1.8794055745 1.3454163999 1.8794055745
X9 -0.3589251323 0.1419997565 -2.5276461108 0.0126355695 -0.6397569501 -0.0780933146 -0.6397569501 -0.0780933146
X10 -0.00346096 0.0645565649 -0.0536112792 0.9573241234 -0.131133978 0.1242120579 -0.131133978 0.1242120579
X8 SUMMARY OUTPUT
Regression Statistics
Multiple R 0.9851683272
R Square 0.9705566329
Adjusted R Square 0.9685937417
Standard Error 14.5371760637
Observations 145
ANOVA

df SS MS F Significance F
Regression 9 940431.73679167 104492.415199074 494.4526021174 9.965864951131E-099
Residual 135 28529.4808672573 211.3294879056
Total 144 968961.217658928

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept 43.5957350675 14.7702700774 2.9515868592 0.0037290485 14.3846864278 72.8067837072 14.3846864278 72.8067837072
X1 0.7005333242 0.2116659189 3.3096179483 0.0011981596 0.2819232772 1.1191433712 0.2819232772 1.1191433712
X2 -71.175374728 61.3293590911 -1.1605432664 0.2478758485 -192.4659728054 50.1152233495 -192.4659728054 50.1152233495
X3 27.6709503842 1.8402415564 15.0365859783 1.24028537387635E-030 24.0315189228 31.3103818457 24.0315189228 31.3103818457
X4 -4.3364824727 1.7543853668 -2.4717958522 0.0146877292 -7.8061168133 -0.866848132 -7.8061168133 -0.866848132
X5 -0.0151891196 0.1000651152 -0.1517923559 0.8795773184 -0.2130871223 0.1827088831 -0.2130871223 0.1827088831
X6 -57.0685332228 5.9959516305 -9.5178441621 9.50624600076798E-017 -68.9266802846 -45.2103861609 -68.9266802846 -45.2103861609
X7 0.3186358018 0.0266785713 11.9435107007 6.90778137998703E-023 0.2658737981 0.3713978055 0.2658737981 0.3713978055
X9 0.0757229623 0.0642712236 1.1781783204 0.2407981523 -0.0513857385 0.2028316631 -0.0513857385 0.2028316631
X10 0.1065367237 0.0271939564 3.9176617765 0.0001414064 0.0527554468 0.1603180005 0.0527554468 0.1603180005
X9 SUMMARY OUTPUT
Regression Statistics
Multiple R 0.6856643236
R Square 0.4701355647
Adjusted R Square 0.434811269
Standard Error 19.367574523
Observations 145
ANOVA

df SS MS F Significance F
Regression 9 44930.6369429972 4992.2929936664 13.309127769 4.42398321086373E-015
Residual 135 50638.897292226 375.1029429054
Total 144 95569.5342352232

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept -6.7613055092 20.2947914672 -0.3331547171 0.7395343416 -46.898157278 33.3755462595 -46.898157278 33.3755462595
X1 -0.0760408403 0.2931422348 -0.2593991287 0.7957224487 -0.6557859658 0.5037042853 -0.6557859658 0.5037042853
X2 194.7806720851 80.3849519534 2.4230986939 0.0167141627 35.8039757141 353.7573684561 35.8039757141 353.7573684561
X3 6.7327547922 3.9676489672 1.6969129194 0.0920175392 -1.1140338148 14.5795433993 -1.1140338148 14.5795433993
X4 -6.9457158898 2.3136567089 -3.0020511958 0.00319581 -11.5214168286 -2.3700149509 -11.5214168286 -2.3700149509
X5 0.0570091276 0.1332357143 0.4278817278 0.6694190319 -0.2064901117 0.320508367 -0.2064901117 0.320508367
X6 29.5949784158 10.0072515915 2.9573532898 0.003664223 9.8037145149 49.3862423168 9.8037145149 49.3862423168
X7 -0.1258963278 0.0498077351 -2.5276461108 0.0126355695 -0.2244006993 -0.0273919563 -0.2244006993 -0.0273919563
X8 0.1344057864 0.114079324 1.1781783204 0.2407981523 -0.0912080085 0.3600195812 -0.0912080085 0.3600195812
X10 0.0729086751 0.0377155498 1.9331197763 0.0553148378 -0.0016810753 0.1474984255 -0.0016810753 0.1474984255
X10 SUMMARY OUTPUT
Regression Statistics
Multiple R 0.973977501
R Square 0.9486321724
Adjusted R Square 0.9452076505
Standard Error 43.5972121212
Observations 145
ANOVA

df SS MS F Significance F
Regression 9 4738685.16832579 526520.574258421 277.0115701847 1.90245641023557E-082
Residual 135 256596.782139832 1900.7169047395
Total 144 4995281.95046562

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept -230.3375100086 41.1798376784 -5.5934535684 0.000000119 -311.778555778 -148.8964642392 -311.778555778 -148.8964642392
X1 4.6152794508 0.5271325438 8.7554439678 7.38426601019025E-015 3.572773505 5.6577853965 3.572773505 5.6577853965
X2 -530.4720600727 179.1157448018 -2.9616160247 0.0036169697 -884.7078801444 -176.236240001 -884.7078801444 -176.236240001
X3 -38.5142428126 8.3953895248 -4.5875468552 1.01314147765478E-005 -55.1177395986 -21.9107460266 -55.1177395986 -21.9107460266
X4 56.0594593828 2.3783382416 23.5708522872 1.0784608010549E-049 51.3558382781 60.7630804875 51.3558382781 60.7630804875
X5 0.029491299 0.3001116774 0.098267749 0.9218654425 -0.5640372391 0.6230198371 -0.5640372391 0.6230198371
X6 6.6617677381 23.2379095319 0.2866767223 0.7747993658 -39.2956658134 52.6192012897 -39.2956658134 52.6192012897
X7 -0.0061513826 0.1147404562 -0.0536112792 0.9573241234 -0.2330726935 0.2207699282 -0.2330726935 0.2207699282
X8 0.9582011184 0.2445849522 3.9176617765 0.0001414064 0.4744873543 1.4419148825 0.4744873543 1.4419148825
X9 0.3694419196 0.1911117584 1.9331197763 0.0553148378 -0.0085183235 0.7474021627 -0.0085183235 0.7474021627
Y SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8783266786
R Square 0.7714577544 MIDA ROHKEM X SEDA SUUREMON R^2
Adjusted R Square 0.7544023629
Standard Error 4.7751738241
Observations 145
ANOVA
PALJU ON ÄRA SELGITATUD

df SS MS F Significance F
Regression 10 10314.0403767963 1031.4040376796 45.2324859283 3.93646303673211E-038
Residual 134 3055.5061967631 22.8022850505
Total 144 13369.5465735594

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept 10.3550578837 5.0058404105 2.0685952876 0.0405066037 0.4543779215 20.2557378458 0.4543779215 20.2557378458
PIIMAOMAHINNA SEOS LEHMADE ARVUGA-
t-stat -3,62065
X1 -0.0166693168 0.0722937161 -0.2305776727 0.817994572 -0.1596536887 0.126315055 -0.1596536887 0.126315055
Kui x suureneb ühe 1 võrra sis y väheneb 73 võrra
X2 -73.3028538915 20.2457210313 -3.6206590903 0.0004156049 -113.3453618618 -33.2603459211 -113.3453618618 -33.2603459211
X3 0.6683084554 0.9886217888 0.6760001277 0.5002056064 -1.2870131553 2.6236300661 -1.2870131553 2.6236300661
TOETUSED tstat 5,43080698
X4 0.4760408341 0.5891770156 0.807975908 0.4205364797 -0.6892486265 1.6413302948 -0.6892486265 1.6413302948
Kui toetusi saadakse rohkem sis lehmade arv suureneb.
X5 0.1785226235 0.0328722093 5.4308069802 2.55534122737776E-007 0.1135071222 0.2435381247 0.1135071222 0.2435381247
X6 1.6166460515 2.5460074788 0.6349730176 0.5265287407 -3.4189130479 6.652205151 -3.4189130479 6.652205151
MÜÜGIOSAKAAL
X7 0.0227333613 0.0125675801 1.8088893069 0.0727101334 -0.002123122 0.0475898445 -0.002123122 0.0475898445
Kui müügiosakaal suureneb sis lehmade arv suureneb.
X8 -0.0557828404 0.0282710703 -1.973142147 0.0505372243 -0.1116980906 0.0001324099 -0.1116980906 0.0001324099
X9 0.3235683392 0.0212200824 15.2482131631 4.53949941705992E-031 0.2815987143 0.3655379641 0.2815987143 0.3655379641
X10 -0.0099573055 0.0094267846 -1.0562780332 0.2927418353 -0.0286018425 0.0086872316 -0.0286018425 0.0086872316
STATISTILISELT USALDUSVÄÄRSED
ILMA X8--sata
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8745385046
R Square 0.764817596
Adjusted R Square 0.7491387691
Standard Error 4.826072787
Observations 145
ANOVA

df SS MS F Significance F
Regression 9 10225.264469979 1136.1404966643 48.7802817931 3.59531987458764E-038
Residual 135 3144.2821035804 23.290978545
Total 144 13369.5465735594

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept 7.9231639538 4.9034556756 1.6158326858 0.1084650965 -1.7743623265 17.6206902341 -1.7743623265 17.6206902341
X1 -0.0557470554 0.0702691586 -0.7933360308 0.4289742105 -0.1947178258 0.0832237149 -0.1947178258 0.0832237149
X2 -69.3324893251 20.3602095521 -3.4052935039 0.0008707804 -109.5987179332 -29.066260717 -109.5987179332 -29.066260717
X3 -0.8752557526 0.6109260601 -1.4326705142 0.1542635978 -2.083479486 0.3329679808 -2.083479486 0.3329679808
X4 0.7179421436 0.5824233977 1.2326808065 0.2198372269 -0.4339120954 1.8697963827 -0.4339120954 1.8697963827
X5 0.1793699157 0.033219762 5.3994942979 2.92132558424943E-007 0.1136714498 0.2450683816 0.1136714498 0.2450683816
X6 4.8000909302 1.9905447158 2.4114459183 0.0172344359 0.8634060756 8.7367757848 0.8634060756 8.7367757848
X7 0.0049589512 0.0088567908 0.5599038427 0.5764728893 -0.0125570553 0.0224749577 -0.0125570553 0.0224749577
X9 0.3193442973 0.021336854 14.9667939432 1.83972276385415E-030 0.2771465665 0.3615420281 0.2771465665 0.3615420281
X10 -0.0159002265 0.0090278891 -1.7612341452 0.0804627758 -0.0337546128 0.0019541597 -0.0337546128 0.0019541597
ilma x7 --ta
ja 8sata
võrrandi statistiline olulisus suurenes kui x8 välja võtta;)
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.8742262085
R Square 0.7642714636
Adjusted R Square 0.7504050791
Standard Error 4.8138767292
Observations 145
ANOVA

df SS MS F Significance F
Regression 8 10217.9629272423 1277.2453659053 55.1168521153 5.45330989136407E-039
Residual 136 3151 .5836463171 23.1734091641
Total 144 13369.5465735594

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept 6.5105907709 4.1940060398 1.5523560789 0.1229010556 -1.7833109481 14.80449249 -1.7833109481 14.80449249
X1 -0.0517399994 0.0697271109 -0.7420356116 0.4593453474 -0.1896295969 0.0861495982 -0.1896295969 0.0861495982
X2 -64.7026470147 18.5584071097 -3.4864332177 0.0006595384 -101.4030244505 -28.0022695789 -101.4030244505 -28.0022695789
X3 -0.633232344 0.4306298613 -1.4704794093 0.1437417823 -1.4848290544 0.2183643663 -1.4848290544 0.2183643663
X4 0.5785422195 0.5251961014 1.101573713 0.2725927732 -0.4600649754 1.6171494143 -0.4600649754 1.6171494143
X5 0.1787554874 0.0331177272 5.3975771479 2.91912285800642E-007 0.1132631701 0.2442478047 0.1132631701 0.2442478047
X6 5.6937381219 1.1864563468 4.7989444681 4.14110666444642E-006 3.3474486219 8.0400276218 3.3474486219 8.0400276218
X9 0.3169289261 0.0208434024 15.2052395547 3.98398105706506E-031 0.2757098317 0.3581480204 0.2757098317 0.3581480204
X10 -0.0141835616 0.0084698563 -1.674592942 0.0963122057 -0.0309332169 0.0025660938 -0.0309332169 0.0025660938
SUMMARY OUTPUT
ilma x4jata
7 ja 8sata
Regression Statistics
Multiple R 0.8730224325
R Square 0.7621681677
Adjusted R Square 0.7500161762
Standard Error 4.817625607
Observations 145
ANOVA

df SS MS F Significance F
Regression 7 10189.8428145134 1455.6918306448 62.7196103508 1.20085893754788E-039
Residual 137 3179.703759046 23.2095164894
Total 144 13369.5465735594

Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95,0% Upper 95,0%
Intercept 9.7974654663 2.9496040949 3.3216205128 0.0011475244 3.9648263517 15.6301045808 3.9648263517 15.6301045808
X1 -0.1116325223 0.0436892033 -2.5551512478 0.0117060225 -0.1980249153 -0.0252401294 -0.1980249153 -0.0252401294
X2 -53.4390419475 15.4995913631 -3.4477710216 0.0007511582 -84.0884172314 -22.7896666637 -84.0884172314 -22.7896666637
X3 -0.7919180421 0.4061369694 -1.9498792323 0.0532327355 -1.59502595 0.0111898657 -1.59502595 0.0111898657
X5 0.1803674095 0.0331111497 5.4473315178 0.00000023 0.1148923895 0.2458424295 0.1148923895 0.2458424295
X6 5.3333058816 1.1413356025 4.6728638533 7.01950547738697E-006 3.0763932709 7.5902184922 3.0763932709 7.5902184922
X9 0.3119440983 0.0203621001 15.3198391523 1.73058638898405E-031 0.2716794466 0.35220875 0.2716794466 0.35220875
X10 -0.0059447474 0.003978151 -1.4943493864 0.1373840514 -0.0138112672 0.0019217723 -0.0138112672 0.0019217723