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Furthermore, (mathfrak {P}) might in reality consist of several different entities (internal stored procedures and external workflow engines), i.e., (mathfrak {M}) might provide data to and receive information from several different data providers (mathfrak {P}_i, iin mathbb {N}).
However, the value gained from combining disparate datasets to address broad-scaled research questions can only be fully realized through data harmonization, i.e., adjusting for differences in units, formatting, naming, and other conventions, so that datasets collected by different data providers can be integrated.
We relied on nine different data providers.
In addition, different normalization methods are employed by different data providers, making comparison and cross-type analysis even more challenging.
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Web-based harvesting mechanism automatically ingests metadata of observations and measurements from the different distributed data providers.
This last survey has looked at 72 different data marketplaces and data providers to characterize the data market and to identify trends in data-related business models.
This inconsistency may be related to the use of different data sources and providers.
There are also irregularities within databases: the public screening data in PubChem, especially the inactive data points, are spread in different assay entries uploaded by data providers from around world and cannot be directly compared without processing.
If you're a premium customer, "we replicate your search on at least three different machines hosted by three different providers in three different data centers with three autonomous systems using at least two different Tier1 upstream providers," Adam Surak says.
As you use a wider selection of cloud providers, your risk is spread physically, as each provider likely uses different data centers in different geographies.
Cable and DSL providers sell several different data packages with different speed limits: some faster, some slower.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com