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
429260
429260
429260
429260
429260
429246
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
429260
427090
425898
429260
429260
429260
429260
12.286
-684150.282
2.292
1.599
1.032
35.510
1.537
1.548
19314.414
17952.103
2012.369
6.737
44.666
1.620
62.018
38.582
44.522
61.795
38.237
1.220
44.666
2.234
532.581
2003.890
0.261
0.292
0.031
0.023
1.599
1.032
1.599
62.018
38.581
1.032
61.795
38.237
532.500
102621.140
146787.139
1.548
2.717
91.216
221.091
190.770
2777.394
7461.231
332532.291
296780.337
278349.358
1.599
1.599
1.032
1.032
4.371
3372904.990
1.441
0.535
0.176
11.832
0.499
0.498
2524.333
2636.976
6.899
3.508
20.915
0.485
47.260
47.282
20.404
47.543
47.551
0.414
20.915
1.278
657.077
0.313
0.071
0.000
0.011
0.000
0.156
0.012
0.562
47.259
47.283
0.152
47.543
47.550
657.083
60803.685
88066.637
0.498
1.086
78.820
82.934
67.543
1229.590
4446.136
138452.779
270216.575
181370.402
0.535
0.535
0.176
0.176
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
0.015
0.023
1.333
1.015
-4.038
-4.038
-4.038
0.997
0.997
0.997
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
68525.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
231858.000
10.000
4.000
2.000
98.000
2.000
2.000
23581.000
23011.000
2024.000
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
0.331
0.292
0.078
0.023
2.020
1.085
6.180
99.000
99.000
2.223
99.000
99.000
2691.000
208289.000
300809.000
2.000
4.000
229.000
361.000
312.000
4368.000
17049.000
594208.000
599250.000
597039.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2401



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
611547
611573
611576
611557
611557
611542
611576
11.769
-877935.078
2.320
1.554
1.054
34.223
1.474
4.922
3679430.418
1.509
0.656
0.289
13.474
0.499
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
231858.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2401



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 27084 4.43 0.00 6.00 0.58
2 4279 0.70 0.00 6.00 0.63
3 14810 2.42 0.00 6.00 0.57
4 16224 2.65 0.00 6.00 0.72
5 16902 2.76 0.00 6.00 0.47
6 42896 7.01 0.00 6.00 0.56
7 62047 10.15 0.00 7.00 0.64
8 1096 0.18 0.00 3.00 0.59
9 2309 0.38 0.00 6.00 0.57
10 11203 1.83 0.00 6.00 0.71
11 3906 0.64 0.00 6.00 0.54
12 14263 2.33 0.00 8.00 0.67
13 15334 2.51 0.00 9.00 0.77
14 249085 40.73 0.00 6.00 0.62
15 1064 0.17 0.00 6.00 0.54
16 84187 13.77 0.00 6.00 0.74
17 2374 0.39 0.00 6.00 0.58
18 10994 1.80 0.00 6.00 0.69
19 54 0.01 1.00 2.00 0.50
20 29858 4.88 0.00 7.00 0.73
22 1553 0.25 0.00 4.00 0.50

cattle - hol - ce - 2401



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 15358 3.58 1.00 4.00 0.53
3 6752 1.57 1.00 4.00 0.51
4 7995 1.86 1.00 4.00 0.49
5 6581 1.53 1.00 4.00 0.29
6 28738 6.69 1.00 4.00 0.46
7 40994 9.55 1.00 4.00 0.49
10 6549 1.53 1.00 4.00 0.52
11 1277 0.30 1.00 4.00 0.30
12 7510 1.75 1.00 4.00 0.48
14 215825 50.28 1.00 4.00 0.53
16 65631 15.29 1.00 4.00 0.58
18 25113 5.85 1.00 4.00 0.54
22 937 0.22 1.00 4.00 0.46

cattle - hol - ce - 2401



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1035 23.70
4 310 7.10
5-10 983 22.50
11-20 688 15.75
21-30 324 7.42
31-40 208 4.76
41-50 147 3.37
51-100 316 7.23
101-150 115 2.63
151-200 63 1.44
201-250 28 0.64
> 250 151 3.46
Sum 4368 100.00

cattle - hol - ce - 2401



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 22,748 1.00 99.00 22,748 1.00 99.00 22,748 1.00 99.00 22,748 1.00 99.00
2009 22,915 1.00 99.00 22,915 1.00 99.00 22,915 1.00 99.00 22,915 1.00 99.00
2010 22,835 1.00 99.00 22,835 1.00 99.00 22,835 1.00 99.00 22,835 1.00 99.00
2011 14,147 1.00 99.00 14,147 1.00 99.00 14,147 1.00 99.00 14,147 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 22,785 1.00 99.00 22,785 1.00 99.00 22,785 1.00 99.00 22,785 1.00 99.00
2014 23,984 1.00 99.00 23,984 1.00 99.00 23,984 1.00 99.00 23,984 1.00 99.00
2015 23,738 1.00 99.00 23,738 1.00 99.00 23,738 1.00 99.00 23,738 1.00 99.00
2016 22,638 1.00 99.00 22,638 1.00 99.00 22,638 1.00 99.00 22,638 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 19,115 1.00 99.00 19,115 1.00 99.00 19,115 1.00 99.00 19,115 1.00 99.00
2019 17,374 1.00 99.00 17,374 1.00 99.00 17,374 1.00 99.00 17,374 1.00 99.00
2020 17,890 1.00 99.00 17,890 1.00 99.00 17,890 1.00 99.00 17,890 1.00 99.00
2021 19,460 1.00 99.00 19,460 1.00 99.00 19,460 1.00 99.00 19,460 1.00 99.00
2022 18,755 1.00 99.00 18,755 1.00 99.00 18,755 1.00 99.00 18,755 1.00 99.00
2023 16,812 1.00 99.00 16,812 1.00 99.00 16,812 1.00 99.00 16,812 1.00 99.00
2024 7,693 1.00 99.00 7,693 1.00 99.00 7,693 1.00 99.00 7,693 1.00 99.00
Sum 429,260 1.00 99.00 429,260 1.00 99.00 429,260 1.00 99.00 429,260 1.00 99.00

cattle - hol - ce - 2401