data were harmonized

USAGE SUMMARY

The phrase "data were harmonized" is correct and usable in written English.
It can be used in contexts where you are discussing the process of standardizing or aligning data from different sources to ensure consistency and comparability. Example: "After the initial analysis, we found that the data were harmonized to allow for more accurate comparisons across the various studies."

✓ Grammatically correct

Science

Formal & Business

News & Media

Academia

Wiki

Human-verified examples from authoritative sources

Exact Expressions

4 human-written examples

Once these data were harmonized and standardized across available years, additional processing was unnecessary.

BMC Public Health

Data were harmonized at the data coordinating center with regular input from each study's principal investigator and data collection staff.

Breast Cancer Research

Phenotype descriptions and patient data were harmonized by defining 28 Horn-like rules in terms of the OWL concepts.

BMC Medical Informatics and Decision Making

The data were harmonized, merged, and subsequently imputed using the Genome of the Netherlands (GoNL) data set.

Circulation Research

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

This ideally requires that the data are harmonized before collection and prior to merging.

Pregnancy Hypertension: An International Journal of Women's Cardiovascular Health

Although the protection of personal data is harmonized within the EU by Directive 95/46/EC and will be further harmonized by the General Data Protection Regulation GDPRR) in 2018, there are significant differences in the ways in which EU member states implemented the protection of privacy and personal data in national laws, policies, and practices.

Computer Law & Security Review

In the final step the BCG data was harmonized to a synchronized recorded ECG).

BioMed Research International

Together with the USAID-supported Demographic and Health Surveys (DHS), with which the data are harmonized, this is the largest single source of MDG information.

Unicef

Clinical and epidemiologic data was harmonized across the two studies through a systematic evaluation of individual study questionnaires, protocols, and data dictionaries.

BMC Cancer

In Malawi, where facility level is available electronically through the national M and E system, data was harmonized with the national data to confirm accuracy and generalizability.

BMC Health Services Research

Lastly, the boundaries between polygonal features from selected VMap0.Ed5 data layers were harmonized or made coincident given the following order of precedence: 1) coastline (BND), 2) water body drainage features (HYDRO), 3) built-up urban or peri-urban areas (POP), 4) physiographic features (PHYS), and 5) vegetation VEG).

Food and Agriculture Organization of the United Nations

Expert writing Tips

Best practice

When describing data processing, specify which attributes were harmonized and the method used to ensure clarity and reproducibility.

Common error

Don't assume that just because the "data were harmonized" that it's perfectly compatible. Always check for residual inconsistencies and document any limitations.

Linguistic Context

The phrase "data were harmonized" functions as a descriptive statement, indicating that a set of data has undergone a process of standardization. This passive construction highlights the result of the action rather than the actor. Ludwig AI confirms its usability in written English.

Expression frequency: Common

Frequent in

Science

65%

Academia

15%

Formal & Business

10%

Less common in

News & Media

7%

Wiki

3%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "data were harmonized" is a grammatically sound and commonly used expression to describe the process of standardizing data from disparate sources. As Ludwig AI highlights, it's acceptable in written English. Primarily found in scientific and academic contexts, it serves to inform the audience that data has been processed for consistency, which is vital for further analysis. While "data were harmonized" indicates standardization, remember to specify the harmonization methods and check for residual inconsistencies. Alternatives include "data was standardized" and "data were aligned".

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data was standardized

Changes from plural "were" to singular "was" to reflect singular "data", and replaces "harmonized" with "standardized"

data were aligned

Replaces "harmonized" with "aligned", maintaining the passive voice and plural agreement.

data sets were reconciled

Uses "data sets" for emphasis on multiple data and swaps "harmonized" for "reconciled", suggesting resolution of discrepancies.

data were unified

Replaces "harmonized" with "unified", emphasizing the combination into a single entity.

data were integrated

Emphasizes the merging of data from different sources into a cohesive system.

data were synchronized

Implies aligning data in time or sequence, rather than just format or structure.

data underwent harmonization

Shifts to an active voice construction, changing the verb and adding "underwent".

data were made consistent

Replaces "harmonized" with a descriptive phrase "made consistent" emphasizing the result of the action.

data sources were standardized

Focuses on standardizing the data sources themselves, rather than the data.

the data has been homogenized

Shifts to present perfect tense and changes "harmonized" to "homogenized", implying uniformity throughout the data.

FAQs

What does "data were harmonized" mean?

The phrase "data were harmonized" means that data from different sources has been standardized to ensure consistency and comparability. This often involves converting data to a common format, resolving inconsistencies, and aligning definitions.

How do you use "data were harmonized" in a sentence?

You can use "data were harmonized" to describe a process where data is made consistent. For example, "The clinical and epidemiologic data were harmonized across the two studies."

What can I say instead of "data were harmonized"?

You can use alternatives like "data was standardized", "data were aligned", or "data sets were reconciled" depending on the specific context.

Why is it important that "data were harmonized"?

Harmonizing data is crucial for enabling accurate analysis, comparison, and integration of information from various sources. Without harmonization, inconsistencies can lead to incorrect conclusions and flawed decision-making.