Before associating expression and phenotype data, we downloaded and harmonized data sets from several different data repositories.
We used the samples not included in the 70-sample per population harmonized data set; any population with more than 10 samples remaining was included in the validation set.
However, the goal is to eventually link animal or other laboratory data to human biomonitoring data in a way that harmonizes these data sets for more accurate and robust risk assessments.
Based on the open source PostgreSQL/PostGIS spatial database, the software platform will allow researchers and managers to integrate and harmonize GPS tracking data together with animal characteristics, environmental data sets, including remote sensing image time series, and other bio-logged data, such as acceleration data.
To enhance compatibility of Orange data objects while concatenating various data sets, the domain data objects are automatically harmonized.
In order to make those data accessible, the individual data sets need to be collected, reviewed and harmonized in a number of aspects, including the systematic performance of plausibility checks, the minimization of error, the adaptation of the sequencing ranges and the standardized presentation (alignment and annotation) of the mtDNA haplotypes.
Unfortunately, this method requires the reconstruction of two data sets: one for optimal lesion detection and one for harmonized quantification, which is time consuming and requires supplementary digital storage.
All dMRI data sets from all sites are registered to a common template and voxel-wise differences in RISH features between sites at a group level are used to harmonize the signal in a subject-specific manner.
First to harmonize data among regions to one harmonized data structure and then open the data in an open format (see e.g. Janečka et al. [8]).
In particular, through policy documents and data sets such as Babies and Bosses and Starting Strong series and the OECD family database, OECD has effectively established family policy agenda and benchmarks for member countries to harmonize their social policies.
