Analiza pročišćenih podataka - utjecaji u modelu
Opisna statistika podataka za izračun UV

Variable N Mean Std Dev Minimum Maximum
region
herd
parity
calvdiff
stillb
weight
source
sex
birth_dt
birth_dt_dam
ycalv
mcalv
age_c
parity2
calvdiff1
calvdiff2
age_c2
stillb1
stillb2
sex1
age_x
parity_c
n_hycalv
ycalv2
varObsCE
varExpCE
varObsSB
varExpSB
meanObsCE
meanObsSB
calvdiffs
calvdiff1s
calvdiff2s
stillbs
stillb1s
stillb2s
n_hycalv1
perma
perm2a
sexa
sexpa
sexpaga
calvsa
regya
herda
herdya
idanima
idsirea
iddama
y3103
y3104
y3105
y3106
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
389266
387098
385870
389266
389266
389266
389266
12.190
-767998.235
2.299
1.602
1.035
35.511
1.490
1.544
18921.878
17551.102
2011.294
6.748
44.943
1.621
62.101
38.501
44.794
61.879
38.156
1.216
44.943
2.239
488.519
2003.878
0.261
0.292
0.034
0.026
1.602
1.035
1.602
62.101
38.501
1.035
61.878
38.157
488.430
94095.831
133372.286
1.544
2.710
90.714
208.194
174.152
2687.131
7390.893
308927.635
281457.832
254598.311
1.602
1.602
1.035
1.035
4.445
3531095.748
1.447
0.535
0.185
11.895
0.500
0.498
2317.812
2429.937
6.329
3.521
21.019
0.485
47.237
47.261
20.491
47.520
47.529
0.411
21.019
1.281
617.614
0.327
0.075
0.000
0.010
0.000
0.160
0.012
0.564
47.237
47.262
0.162
47.521
47.529
617.615
55855.386
80052.762
0.498
1.091
78.563
76.147
63.649
1216.159
4426.204
126549.489
247091.499
167903.989
0.535
0.535
0.185
0.185
1.000
-21270001.00
1.000
1.000
1.000
0.000
1.000
1.000
12513.000
8705.000
1997.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
3.000
2003.000
0.008
0.292
0.016
0.026
1.329
1.016
-4.045
-4.045
-4.045
0.995
0.995
0.995
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
66509.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
221131.000
10.000
4.000
2.000
98.000
2.000
2.000
22704.000
22083.000
2022.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2691.000
2004.000
0.338
0.292
0.080
0.026
2.020
1.088
6.185
99.000
99.000
2.287
99.000
99.000
2691.000
191175.000
273508.000
2.000
4.000
229.000
332.000
287.000
4343.000
16659.000
548265.000
553130.000
551156.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2201



Analiza pročišćenih podataka - utjecaji u modelu
Opisna statistika nepročišćenih ulaznih podataka

Variable N Mean Std Dev Minimum Maximum
region
herd
parity
calvdiff
stillb
weight
source
565473
565499
565502
565483
565483
565483
565502
11.660
-959975.961
2.326
1.560
1.058
34.293
1.432
4.986
3814642.211
1.518
0.657
0.300
13.452
0.495
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
221131.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2201



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 26708 4.72 0.00 6.00 0.58
2 4114 0.73 0.00 6.00 0.63
3 14515 2.57 0.00 6.00 0.57
4 15006 2.65 0.00 6.00 0.71
5 16560 2.93 0.00 6.00 0.46
6 41233 7.29 0.00 6.00 0.55
7 57703 10.20 0.00 7.00 0.65
8 1096 0.19 0.00 3.00 0.59
9 2270 0.40 0.00 6.00 0.57
10 10898 1.93 0.00 6.00 0.71
11 3906 0.69 0.00 6.00 0.54
12 13765 2.43 0.00 8.00 0.66
13 14786 2.61 0.00 9.00 0.78
14 224410 39.69 0.00 6.00 0.63
15 1047 0.19 0.00 6.00 0.54
16 75089 13.28 0.00 6.00 0.75
17 2234 0.40 0.00 6.00 0.59
18 9970 1.76 0.00 6.00 0.71
19 53 0.01 1.00 2.00 0.50
20 28561 5.05 0.00 7.00 0.72
22 1524 0.27 0.00 4.00 0.50

cattle - hol - ce - 2201



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 15084 3.87 1.00 4.00 0.53
3 6502 1.67 1.00 4.00 0.51
4 7092 1.82 1.00 4.00 0.50
5 6309 1.62 1.00 4.00 0.29
6 27532 7.07 1.00 4.00 0.46
7 37498 9.63 1.00 4.00 0.50
10 6328 1.63 1.00 4.00 0.52
11 1277 0.33 1.00 4.00 0.30
12 7188 1.85 1.00 4.00 0.48
14 192259 49.39 1.00 4.00 0.54
16 57665 14.81 1.00 4.00 0.58
18 23608 6.06 1.00 4.00 0.55
22 924 0.24 1.00 4.00 0.46

cattle - hol - ce - 2201



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1034 23.81
4 309 7.11
5-10 980 22.57
11-20 685 15.77
21-30 327 7.53
31-40 210 4.84
41-50 138 3.18
51-100 316 7.28
101-150 112 2.58
151-200 60 1.38
201-250 28 0.64
> 250 144 3.32
Sum 4343 100.00

cattle - hol - ce - 2201



The SGPlot Procedure



Herd effect
Descriptive statistics by year of testing for milk traits

Year of test calvdiff1 calvdiff2 stillb1 stillb2
N Min Max N Min Max N Min Max N Min Max
1997 5,379 1.00 99.00 5,379 1.00 99.00 5,379 1.00 99.00 5,379 1.00 99.00
1998 4,567 1.00 99.00 4,567 1.00 99.00 4,567 1.00 99.00 4,567 1.00 99.00
1999 6,441 1.00 99.00 6,441 1.00 99.00 6,441 1.00 99.00 6,441 1.00 99.00
2000 6,804 1.00 99.00 6,804 1.00 99.00 6,804 1.00 99.00 6,804 1.00 99.00
2001 7,401 1.00 99.00 7,401 1.00 99.00 7,401 1.00 99.00 7,401 1.00 99.00
2002 8,524 1.00 99.00 8,524 1.00 99.00 8,524 1.00 99.00 8,524 1.00 99.00
2003 8,306 1.00 99.00 8,306 1.00 99.00 8,306 1.00 99.00 8,306 1.00 99.00
2004 10,921 1.00 99.00 10,921 1.00 99.00 10,921 1.00 99.00 10,921 1.00 99.00
2005 16,432 1.00 99.00 16,432 1.00 99.00 16,432 1.00 99.00 16,432 1.00 99.00
2006 19,410 1.00 99.00 19,410 1.00 99.00 19,410 1.00 99.00 19,410 1.00 99.00
2007 21,203 1.00 99.00 21,203 1.00 99.00 21,203 1.00 99.00 21,203 1.00 99.00
2008 22,762 1.00 99.00 22,762 1.00 99.00 22,762 1.00 99.00 22,762 1.00 99.00
2009 22,938 1.00 99.00 22,938 1.00 99.00 22,938 1.00 99.00 22,938 1.00 99.00
2010 22,869 1.00 99.00 22,869 1.00 99.00 22,869 1.00 99.00 22,869 1.00 99.00
2011 14,150 1.00 99.00 14,150 1.00 99.00 14,150 1.00 99.00 14,150 1.00 99.00
2012 539 1.00 99.00 539 1.00 99.00 539 1.00 99.00 539 1.00 99.00
2013 22,794 1.00 99.00 22,794 1.00 99.00 22,794 1.00 99.00 22,794 1.00 99.00
2014 23,996 1.00 99.00 23,996 1.00 99.00 23,996 1.00 99.00 23,996 1.00 99.00
2015 23,739 1.00 99.00 23,739 1.00 99.00 23,739 1.00 99.00 23,739 1.00 99.00
2016 22,640 1.00 99.00 22,640 1.00 99.00 22,640 1.00 99.00 22,640 1.00 99.00
2017 20,444 1.00 99.00 20,444 1.00 99.00 20,444 1.00 99.00 20,444 1.00 99.00
2018 19,114 1.00 99.00 19,114 1.00 99.00 19,114 1.00 99.00 19,114 1.00 99.00
2019 17,373 1.00 99.00 17,373 1.00 99.00 17,373 1.00 99.00 17,373 1.00 99.00
2020 17,881 1.00 99.00 17,881 1.00 99.00 17,881 1.00 99.00 17,881 1.00 99.00
2021 19,442 1.00 99.00 19,442 1.00 99.00 19,442 1.00 99.00 19,442 1.00 99.00
2022 3,197 1.00 99.00 3,197 1.00 99.00 3,197 1.00 99.00 3,197 1.00 99.00
Sum 389,266 1.00 99.00 389,266 1.00 99.00 389,266 1.00 99.00 389,266 1.00 99.00

cattle - hol - ce - 2201