Data management/Exploration & description
We shall first check the summary statistics for lactation length via Stats
→ Summary Statistics →
Summarize Contents of Variates…. The output shows a range in lactation lengths from 152 to 275 days and a mean of 221.8 days.
Dividing mean lactation length (days) by 14 we get a mean of 15.8 fortnights. Thus, if we make an arbitrary decision and use records up to M15 -
the measurement at the 15th period of lactation (see CS2Data1) we can assume a truncated lactation of
15 x 14 = 210 days.
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Summary statistics for LACLEN
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Number of observations
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= 387 |
Number of missing values
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= 0 |
Mean
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= 221.8 |
Median
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= 226.0 |
Minimum
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= 152.0 |
Maximum
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= 275.0 |
Lower quartile
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= 204.0 |
Upper quartile
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= 243.0 |
The above formula assumes that the average number of days to the first recording after calving, namely M1, will have been anywhere between one and 14 days (average 7 days) after calving, and that the drying off date would have occurred anywhere between one and 14 days after M15 (again average 7 days). Thus each recording can be assumed to be on average at the mid-point of a 14-day period.
Having defined a suitable subset of the data it is much safer to continue to carry out calculations in a worksheet different from one that contains the original raw data. Therefore, we copy the whole data set by File
→ Save as… into CS2Data2, close CS2Data1, open CS2Data2,
repeat the calculations to omit the first parity cows, and then, by using Spread
→ Delete →
Restricted Rows we can keep just the data for 387 cows (having already omitted Cow 190) in at least their second lactation.
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