INDILACT – Extended voluntary waiting period in primiparous dairy cows. Part 2: Customized VWP – Metadata and R–scripts with statistical calculations
SND-ID: 2024-424.
Access to data via
Associated documentation
Citation
Alternative title
INDILACT - Part 2
Creator/Principal investigator(s)
Anna Edvardsson Rasmussen - Swedish University of Agricultural Sciences
Research principal
Swedish University of Agricultural Sciences - Department of Applied Animal Science and Welfare
Principal's reference number
SLU.klinvet.2024.4.4.IÄ-2
Description
This is part 2 of INDILACT, part 1 is published separately.
The objective of this study is to investigate how a customized voluntary waiting period before first insemination in prmiparous dairy cows would affect milk production, fertility and health of primparous dairy cows during their first calving interval.
The data was registered between January 2019 and october 2022.
This data is archived:
- Metadata (publically available)
- Raw data (.txt files) from the Swedish national herd recording scheme (SNDRS), operated by Växa Sverige: access restricted due to agreements with the principle owners of the data, Växa Sverige and the farms. Code lists are available in INDILACT part 1.
- Aggregated data (Excel files): access restricted due to agreements with the principle owners of the data, Växa Sverige and the farms
The objective of this study is to investigate how a customized voluntary waiting period before first insemination in prmiparous dairy cows would affect milk production, fertility and health of primparous dairy cows during their first calving interval.
The data was registered between January 2019 and october 2022.
This data is archived:
- Metadata (publically available)
- Raw data (.txt files) from the Swedish national herd recording scheme (SNDRS), operated by Växa Sverige: access restricted due to agreements with the principle owners of the data, Växa Sverige and the farms. Code lists are available in INDILACT part 1.
- Aggregated data (Excel files): access restricted due to agreements with the principle owners of the data, Växa Sverige and the farms
- R- scripts with statistical calculations (Openly available)
Metadata (3 filer):
- Metadata gentypning: The only new file type compared to INDILACT Part 1, description of how this data category have been handled. The other file-types have been handled in the same way as in INDILACT Part 1.
- Metadata - del 2 - General summary of initioal data handeling for aggregation of the files of the same types (dates etc.) to create excel-files used in the R-scripts.
- DisCodes: Divisions of the diagnoses into categories.
Raw data:
-59 .txt files containing data retrieved from SNDRS from 8 separate occacions.
-Data from 18 Swedish farms from Jan 2019 to Oct 2022.
Aggregeated data:
- 29 Excelfiles. The textfiles have been transformed to Excel formate and all data from the same file type is aggregated into one file.
- Data collected from the farms by email and phone contact, about individual cows enrolled in the trial, from Oct 2020 to Oct 2022.
- One merged Script derived from initial data handeling in R where relevant variables were calculated and aggregated to be used for statistical calculations.
R-script with data handeling and statistical calculations:
- "Data analysis part 2 - final": Data handeling to create the file used in the statistical calculations.
- "Part 2 - Binomial models - Fertility": Statistiscal calculations of variables using Binomial models.
- "Part 2 - glmmTMB models - Fertility": Statistiscal calculations of variables using glmmTMB models.
- "Part 2 - linear models - Fertility": Statistiscal calculations of fertility variables using linear models.
- "Part 2 - linear models": Statistiscal calculations of milk variables using linear models.
Running the R scripts requires access to the restricted files. The files should be unpacked in a subdirectory "data" relative to the working directory for the scripts. See also the file "sessionInfo.txt" for information on R packages used. Show less..
Data contains personal data
Yes
Type of personal data
Coded farm identifiers
Code key exists
Yes
Data contain other protected information
Yes: Agreements exist between SLU and the Farms and between SLU and Växa to not publish data that can be connected to a specific farm.
Unit of analysis
Population
Dariy cows in 20 commercial dairy farms in the South of sweden. Herds with at least 100 cows, good fertility and an average of > 9000 kg milk per year.
Study design
Experimental study
Description of study design
Customization of voluntary waiting period (VWP) before first insemination (an thereby calving interval length) for primiparous cows expected to benefit from an extended calvinginterval based on genetic potential for a persistent lactation, disease or caling problem in early lactation or higher than herd average milk yield in early lactation.
Sampling procedure
Time period(s) investigated
2019-01-01 – 2022-10-27
Variables
128
Number of individuals/objects
605
Species and taxons
Bos taurus taurus linnaeus, 1758
Holstein dairy cows
Red dairy cattle
Responsible department/unit
Department of Applied Animal Science and Welfare
Contributor(s)
Cecilia Kronqvist - Swedish University of Agricultural Sciences, Department of Applied Animal Science and Welfare
Erling Strandberg - Swedish University of Agricultural Sciences, Department of Animal Biosciences
Renée Båge - Swedish University of Agricultural Sciences (SLU), Department of Clinical Sciences
Kjell Holtenius - Swedish University of Agricultural Sciences (SLU), Department of Applied Animal Science and Welfare
... Show more..Cecilia Kronqvist - Swedish University of Agricultural Sciences, Department of Applied Animal Science and Welfare
Erling Strandberg - Swedish University of Agricultural Sciences, Department of Animal Biosciences
Renée Båge - Swedish University of Agricultural Sciences (SLU), Department of Clinical Sciences
Kjell Holtenius - Swedish University of Agricultural Sciences (SLU), Department of Applied Animal Science and Welfare
Växa Sverige
Show less..Ethics Review
Ref. Dnr 5.8.18-10126/2018 (Uppsala)
There is an approved ethical review application, for taking hair and bloodsamples for genetic evaluation.
Research area
Animal and dairy science (Standard för svensk indelning av forskningsämnen 2011)
Edvardsson Rasmussen, A., Holtenius, K., Båge, R., Strandberg, E., Åkerlind, M., Kronqvist, C., 2024. Customized voluntary waiting period before first insemination in primiparous dairy cows. Effect on milk production, fertility and health. Journal of Dairy Science. https://doi.org/10.3168/jds.2023-24593
DOI:
https://doi.org/10.3168/jds.2023-24593
Edvardsson Rasmussen, A., 2023. Extended voluntary waiting period before first insemination in primiparous dairy cows : effects on milk production, fertility, and health. Acta Universitatis Agriculturae Sueciae. https://doi.org/10.54612/a.2skeendcfv
DOI:
https://doi.org/10.54612/a.2skeendcfv
ISSN:
1652-6880
Edvardsson Rasmussen, A., Båge, R., Holtenius, K., Strandberg, E., von Brömssen, C., Åkerlind, M., Kronqvist, C., 2023. A randomized study on the effect of an extended voluntary waiting period in primiparous dairy cows on fertility, health, and culling during first and second lactation. Journal of Dairy Science 106, 8897–8909. https://doi.org/10.3168/jds.2023-23470
DOI:
https://doi.org/10.3168/jds.2023-23470
Edvardsson Rasmussen, A., Holtenius, K., Båge, R., Strandberg, E., Åkerlind, M., Kronqvist, C., 2023. A randomized study on the effect of extended voluntary waiting period in primiparous dairy cows on milk yield during first and second lactation. Journal of Dairy Science 106, 2510–2518. https://doi.org/10.3168/jds.2022-22773
DOI:
https://doi.org/10.3168/jds.2022-22773
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