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The sentence "reconcile the data" is grammatically correct and can be used in written English
It means to ensure that the data is accurate and consistent by comparing it with other sources or data sets. Example: "The accountant must reconcile the data from the financial statements with the bank records before submitting the annual report."
Exact(11)
"We told the Home Office two weeks ago that we could not reconcile the data they had used, but it is only now that they have admitted that we were right.
The confirmation is quantitatively impressive, although the experiments continue to leave open at least two different ways (corresponding to the prism and synchronization models sketched in Fine 1982b) to reconcile the data with frameworks that embody locality and separability.
We have identified several critical technical differences between these two studies that can reconcile the data.
Participants were given a unique identifier, which was used to reconcile the data and remove any duplicates.
Our findings reconcile the data on sgk-1 and longevity, by showing that mTORC2 and SGK-1 act in two pathways that have opposing effects on lifespan.
Analytical difficulties seem a more likely explanation to reconcile the data reported by Colón et al. (2000) with the extensive body of information on phthalate pharmacokinetics.
Similar(49)
This involved reconciling the data from two separate ways of measuring temperatures at or near the surface of the planet's oceans (which are the largest component of determining its overall temperature).
Kim was previously chief operating officer at The Mobile Majority, a mobile ad company where he said he saw the challenges of reconciling the data used by different parts of the ad supply chain.
These two models reconciled the data for sh4.
The work involved in collating and reconciling the data provided by all the funders contributing to the G-FINDER survey is, however, substantial.
Subsequently, the study results generated by the analysis provide an assessment of the conditional probability distribution of parameters of interest (the posterior distribution) by reconciling the data observed, the analytic model fitted to the study data, and the prior information incorporated into the analytic model (Bolstad 2007).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com