Seminarski SPSSPoljioLesakDR

7/29/2019 Seminarski SPSSPoljioLesakDR

1/17

1

,

:

: " SPSS

"

.. .


2/17

2

,

- .

,

,

.

,

( ) , ,

, .

,

.

. ,

.

.

. ,

x .

.

.

.

, .

,

-, .

, -

.

,

.


3/17

3

,

. SPSS,

.

,

,

, .

,

1,2,3,4. 1-

2- .

.

, ,

, 30, 60 90 .

200 (100

100 ), 800 .

SPSS .

,

GLM ,

:

Yeij = + Gi + Pj + b1 ( xx 1)+ eij, :

Y eij j- , i-

-

Gi-


4/17

4

Pj-

b1-

eij- ;

,

j , .

.

1.

Between-Subjects Factors

N

Genotip

1.00 200

2.00 200

3.00 200

4.00 200

Pol

1.00 400

2.00 400

2. 90

Descriptive Statistics

Genotip Pol Mean Std. Deviation N

MARO

1.00

1.00 3.7110 .51186 100

2.00 3.5850 .45202 100

Total 3.6480 .48577 200

2.00

1.00 4.7850 1.22527 100

2.00 4.1700 .97499 100

Total 4.4775 1.14666 200

3.00

1.00 4.2960 .67374 100

2.00 4.0440 .55091 100

Total 4.1700 .62671 200

4.00 1.00 4.4770 .64352 1002.00 4.2240 .50535 100


5/17

5

Total 4.3505 .59089 200

Total

1.00 4.3173 .89797 400

2.00 4.0058 .69904 400

Total 4.1615 .81913 800

MA30

1.00

1.00 9.7110 1.46831 100

2.00 9.2420 1.70218 100

Total 9.4765 1.60289 200

2.00

1.00 11.2700 2.35310 100

2.00 10.3960 2.45797 100

Total 10.8330 2.43971 200

3.00

1.00 11.1280 1.62777 100

2.00 10.8382 1.51386 100

Total 10.9831 1.57461 200

4.001.00 13.3170 1.55505 1002.00 12.4280 1.25127 100

Total 12.8725 1.47665 200

Total

1.00 11.3565 2.19616 400

2.00 10.7261 2.11742 400

Total 11.0413 2.17875 800

MA60

1.00

1.00 15.4770 1.64027 100

2.00 14.5048 1.89224 100

Total 14.9909 1.83228 200

2.00

1.00 19.5930 3.53777 100

2.00 18.6190 3.95729 100

Total 19.1060 3.77565 200

3.00

1.00 18.7882 2.88441 100

2.00 18.2836 3.11001 100

Total 18.5359 3.00246 200

4.00

1.00 22.6500 3.89834 100

2.00 21.3710 3.06678 100

Total 22.0105 3.55672 200

Total

1.00 19.1271 4.01757 400

2.00 18.1946 3.93643 400

Total 18.6608 4.00200 800

MA90

1.00

1.00 22.6760 3.34278 100

2.00 21.2460 3.23785 100

Total 21.9610 3.35981 200

2.00

1.00 28.1580 1.98404 100

2.00 27.2370 2.11353 100

Total 27.6975 2.09612 200

3.00 1.00 26.8820 3.26129 100

2.00 26.2250 2.67840 100


6/17

6

Total 26.5535 2.99477 200

4.00

1.00 33.1130 2.87345 100

2.00 31.2840 2.40302 100

Total 32.1985 2.79658 200

Total

1.00 27.7073 4.72510 400

2.00 26.4980 4.44205 400

Total 27.1026 4.62265 800

2

.

- 90 4,

1. (1) (2)

.

( 1-4).

,

.

3.

Tests of Between-Subjects Effects

Source Dependent Variable Type I Sum of

Squares

df Mean Square F Sig.

Corrected Model

MARO 105.947a 7 15.135 27.866 .000

MA30 1262.641b 7 180.377 56.462 .000

MA60 5169.707c 7 738.530 76.689 .000

MA90 10945.434d 7 1563.633 202.078 .000

Intercept

MARO 13854.466 1 13854.466 25508.074 .000

MA30 97527.803 1 97527.803 30528.337 .000

MA60 278581.112 1 278581.112 28928.020 .000

MA90 587641.826 1 587641.826 75944.458 .000

Genotip

MARO 79.866 3 26.622 49.015 .000

MA30 1169.734 3 389.911 122.051 .000

MA60 4980.492 3 1660.164 172.392 .000

MA90 10611.933 3 3537.311 457.148 .000

Pol

MARO 19.406 1 19.406 35.730 .000

MA30 79.493 1 79.493 24.883 .000

MA60 173.893 1 173.893 18.057 .000

MA90 292.457 1 292.457 37.796 .000


7/17

7

Genotip * Pol

MARO 6.674 3 2.225 4.096 .007

MA30 13.414 3 4.471 1.400 .242

MA60 15.323 3 5.108 .530 .662

MA90 41.044 3 13.681 1.768 .152

Error

MARO 430.167 792 .543

MA30 2530.174 792 3.195

MA60 7627.077 792 9.630

MA90 6128.325 792 7.738

Total

MARO 14390.580 800

MA30 101320.618 800

MA60 291377.896 800

MA90 604715.585 800

Corrected Total

MARO 536.114 799

MA30 3792.815 799

MA60 12796.785 799

MA90 17073.759 799

a. R Squared = .198 (Adjusted R Squared = .191)

b. R Squared = .333 (Adjusted R Squared = .327)

c. R Squared = .404 (Adjusted R Squared = .399)

d. R Squared = .641 (Adjusted R Squared = .638)

(

3), , , F

-p (sig), . p-

0,000 , (P 0,05).

, Tukey HSD LSD,

4.

Multiple Comparisons

Dependent Variable (I) Genotip (J)

Genotip

Mean

Difference (I-J)

Std. Error Sig. 95% Confidence

Interval

Lower

Bound

Upper

Bound


8/17

8

MARO

Tukey HSD

1.00

2.00 -.8295* .07370 .000 -1.0192 -.6398

3.00 -.5220* .07370 .000 -.7117 -.3323

4.00 -.7025* .07370 .000 -.8922 -.5128

2.00

1.00 .8295* .07370 .000 .6398 1.0192

3.00 .3075* .07370 .000 .1178 .4972

4.00 .1270 .07370 .312 -.0627 .3167

3.00

1.00 .5220* .07370 .000 .3323 .7117

2.00 -.3075* .07370 .000 -.4972 -.1178

4.00 -.1805 .07370 .069 -.3702 .0092

4.00

1.00 .7025* .07370 .000 .5128 .8922

2.00 -.1270 .07370 .312 -.3167 .0627

3.00 .1805 .07370 .069 -.0092 .3702

LSD

1.00

2.00 -.8295* .07370 .000 -.9742 -.6848

3.00 -.5220* .07370 .000 -.6667 -.3773

4.00 -.7025* .07370 .000 -.8472 -.5578

2.00

1.00 .8295* .07370 .000 .6848 .9742

3.00 .3075* .07370 .000 .1628 .4522

4.00 .1270 .07370 .085 -.0177 .2717

3.00

1.00 .5220* .07370 .000 .3773 .6667

2.00 -.3075* .07370 .000 -.4522 -.1628

4.00 -.1805* .07370 .015 -.3252 -.0358

4.001.00 .7025

*

.07370 .000 .5578 .84722.00 -.1270 .07370 .085 -.2717 .0177

3.00 .1805* .07370 .015 .0358 .3252

MA30

Tukey HSD

1.00

2.00 -1.3565* .17874 .000 -1.8167 -.8963

3.00 -1.5066* .17874 .000 -1.9668 -1.0464

4.00 -3.3960* .17874 .000 -3.8562 -2.9358

2.00

1.00 1.3565* .17874 .000 .8963 1.8167

3.00 -.1501 .17874 .835 -.6103 .3101

4.00 -2.0395* .17874 .000 -2.4997 -1.5793

3.00

1.00 1.5066* .17874 .000 1.0464 1.9668

2.00 .1501 .17874 .835 -.3101 .6103

4.00 -1.8894* .17874 .000 -2.3496 -1.4292

4.00

1.00 3.3960* .17874 .000 2.9358 3.8562

2.00 2.0395* .17874 .000 1.5793 2.4997

3.00 1.8894* .17874 .000 1.4292 2.3496

LSD

1.00

2.00 -1.3565* .17874 .000 -1.7074 -1.0056

3.00 -1.5066* .17874 .000 -1.8575 -1.1557

4.00 -3.3960* .17874 .000 -3.7469 -3.0451

2.00 1.00 1.3565* .17874 .000 1.0056 1.7074

3.00 -.1501 .17874 .401 -.5010 .2008

4.00 -2.0395* .17874 .000 -2.3904 -1.6886


9/17

9

3.00

1.00 1.5066* .17874 .000 1.1557 1.8575

2.00 .1501 .17874 .401 -.2008 .5010

4.00 -1.8894* .17874 .000 -2.2403 -1.5385

4.00

1.00 3.3960* .17874 .000 3.0451 3.7469

2.00 2.0395*

.17874 .000 1.6886 2.3904

3.00 1.8894* .17874 .000 1.5385 2.2403

MA60

Tukey HSD

1.00

2.00 -4.1151* .31032 .000 -4.9140 -3.3162

3.00 -3.5450* .31032 .000 -4.3439 -2.7461

4.00 -7.0196* .31032 .000 -7.8185 -6.2207

2.00

1.00 4.1151* .31032 .000 3.3162 4.9140

3.00 .5701 .31032 .257 -.2288 1.3690

4.00 -2.9045* .31032 .000 -3.7034 -2.1056

3.00

1.00 3.5450* .31032 .000 2.7461 4.3439

2.00 -.5701 .31032 .257 -1.3690 .2288

4.00 -3.4746* .31032 .000 -4.2735 -2.6757

4.00

1.00 7.0196* .31032 .000 6.2207 7.8185

2.00 2.9045* .31032 .000 2.1056 3.7034

3.00 3.4746* .31032 .000 2.6757 4.2735

LSD

1.00

2.00 -4.1151* .31032 .000 -4.7243 -3.5059

3.00 -3.5450* .31032 .000 -4.1542 -2.9358

4.00 -7.0196* .31032 .000 -7.6288 -6.4104

2.00

1.00 4.1151* .31032 .000 3.5059 4.7243

3.00 .5701 .31032 .067 -.0391 1.1793

4.00 -2.9045* .31032 .000 -3.5137 -2.2953

3.00

1.00 3.5450* .31032 .000 2.9358 4.1542

2.00 -.5701 .31032 .067 -1.1793 .0391

4.00 -3.4746* .31032 .000 -4.0838 -2.8654

4.00

1.00 7.0196* .31032 .000 6.4104 7.6288

2.00 2.9045* .31032 .000 2.2953 3.5137

3.00 3.4746* .31032 .000 2.8654 4.0838

MA90 Tukey HSD

1.00

2.00 -5.7365* .27817 .000 -6.4526 -5.0204

3.00 -4.5925* .27817 .000 -5.3086 -3.8764

4.00 -10.2375* .27817 .000 -10.9536 -9.5214

2.00

1.00 5.7365* .27817 .000 5.0204 6.4526

3.00 1.1440* .27817 .000 .4279 1.8601

4.00 -4.5010* .27817 .000 -5.2171 -3.7849

3.00

1.00 4.5925* .27817 .000 3.8764 5.3086

2.00 -1.1440* .27817 .000 -1.8601 -.4279

4.00 -5.6450* .27817 .000 -6.3611 -4.9289

4.00 1.00 10.2375* .27817 .000 9.5214 10.9536

2.00 4.5010* .27817 .000 3.7849 5.2171

3.00 5.6450* .27817 .000 4.9289 6.3611


10/17

10

LSD

1.00

2.00 -5.7365* .27817 .000 -6.2825 -5.1905

3.00 -4.5925* .27817 .000 -5.1385 -4.0465

4.00 -10.2375* .27817 .000 -10.7835 -9.6915

2.00

1.00 5.7365* .27817 .000 5.1905 6.2825

3.00 1.1440* .27817 .000 .5980 1.6900

4.00 -4.5010* .27817 .000 -5.0470 -3.9550

3.00

1.00 4.5925* .27817 .000 4.0465 5.1385

2.00 -1.1440* .27817 .000 -1.6900 -.5980

4.00 -5.6450* .27817 .000 -6.1910 -5.0990

4.00

1.00 10.2375* .27817 .000 9.6915 10.7835

2.00 4.5010* .27817 .000 3.9550 5.0470

3.00 5.6450* .27817 .000 5.0990 6.1910

Based on observed means.

The error term is Mean Square(Error) = 7.738.

*. The mean difference is significant at the .05 level.

2. 4. 3. 4. (Tukey HSD LSD.

30 60 , 2. 3.

(P>0,05).

(P


11/17

11

2. 30

3. 60


12/17

12

4. 90

,

, .


13/17

13

, ( 5).

(P


14/17

14

MARO- 60,30 ),

, .

6.

Model Summary

Model R R Square Adjusted R Square Std. Error of the

Estimate

1 .541a .292 .291 3.89106

2 .589b .347 .346 3.73919

3 .606c .367 .364 3.68556

a. Predictors: (Constant), MA60

b. Predictors: (Constant), MA60, MA30

c. Predictors: (Constant), MA60, MA30, MARO

Stepwise

. -

() (R) 0,606.

MA90 .

(R Square- R

2

) 0,367 36,7% MA90,

.

(Adjusted R Square)

0,364 36,4% MA90,

.

7. ANOVA


15/17

15

7 F- 153,655 (p= 0,000)

. ,

.

8.

ANOVAa

Model Sum of Squares df Mean Square F Sig.

1

Regression 4991.766 1 4991.766 329.700 .000b

Residual 12081.993 798 15.140

Total 17073.759 799

2

Regression 5930.498 2 2965.249 212.084 .000c

Residual 11143.262 797 13.982

Total 17073.759 799

3

Regression 6261.435 3 2087.145 153.655 .000d

Residual 10812.325 796 13.583

Total 17073.759 799

a. Dependent Variable: MA90

b. Predictors: (Constant), MA60

c. Predictors: (Constant), MA60, MA30

d. Predictors: (Constant), MA60, MA30, MARO


16/17

16

8 -3,

MA60, MA30 MARO.

,

- MA90. ,

1 , 90 0.809 .

MA90

.

,

,

90 60 .

37% 90

, , 30 60 ,

63% , .

SPSS

, .

,

,

Coefficientsa

Model Unstandardized

Coefficients

Standardized

Coefficients

t Sig. 95.0% Confidence

Interval for B

B Std. Error Beta Lower

Bound

Upper

Bound

1(Constant) 15.448 .656 23.532 .000 14.159 16.736

MA60 .625 .034 .541 18.158 .000 .557 .692

2

(Constant) 11.749 .776 15.145 .000 10.226 13.271

MA60 .498 .036 .431 13.640 .000 .426 .569

MA30 .549 .067 .259 8.194 .000 .418 .681

3

(Constant) 9.104 .934 9.751 .000 7.271 10.936

MA60 .458 .037 .396 12.414 .000 .385 .530

MA30 .552 .066 .260 8.347 .000 .422 .681

MARO .809 .164 .143 4.936 .000 .487 1.131

a. Dependent Variable: MA90


17/17

17

.

,

.

Griffith A. SPSS for Dummies. Wiley Publishing Inc., Hoboken, New Jersey, USA, 2007.

Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E. & Tatham, R.L. Multivariate data

analysis (6th edn). Upper Saddle River, NJ: Pearson Education, 2006.

Maleti Radojka .Statistika. Poljoprivredni fakultet. Beograd-Zemun, 2005.

Norman, G.R. & Streiner, D.L. Biostatistics: The bare essentials (3rd edn). Hamilton: B.C.

Decker Inc, 2008.

Norusis. M. J. SPSS 15.0 Gudie to Data Analysis. Prentice Hall, Upper Saddle River, New

Jersey, USA, 2006.

Pallant J. SPSS: prirunik za preivavanje, prevod 4. Izdanja. Mikro knjiga, , 2011.

Petrovi P.M. Genetika i oplemenjivanje ovaca. Nauna knjiga, Beograd, 2000.

Ranelovi, D., Janji, J.: Matematika i informatika. Pritina: Poljoprivredni fakultet, 2009.

Documents

Seminarski SPSSPoljioLesakDR