throughout the data

USAGE SUMMARY

The phrase "throughout the data" is correct and usable in written English.
It can be used when discussing patterns, trends, or observations that are consistent across a dataset. Example: "The analysis revealed several key trends throughout the data that warrant further investigation."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

This trend reappeared time and time again throughout the data, regardless of which industry we looked at.

The Guardian

The crystals remained stable throughout the data collection.

Chemistry Central Journal

NO X sensor calibration was carried out throughout the data collection period.

Visualization in Engineering

These field notes were communicated to the other authors throughout the data collection process.

Health & Justice

Numerous checks were made throughout the data collection, processing, and data entry processes.

New Zealand Journal of Forestry Science

Throughout the data collection period, the ambient temperature was recorded on a daily basis.

International Journal of Recycling of Organic Waste in Agriculture

Clustering is useful in decreasing noise in data, and it also increases the focus throughout the data within different clusters.

Journal of Industrial Engineering International

Here, we assume that the error is constant throughout the data set, and this might not be the case.

Earth, Planets and Space

"Throughout the data, men told 'tidy' stories; generally they found mistakes difficult to recall and were certainly brief and more concise in their responses.

Huffington Post

Rather, the effect seems subtly ingrained throughout the data.

Plosone

Following this culling, missing data remained minimal throughout the data set (2.8%).

Plosone

Expert writing Tips

Best practice

When using "throughout the data", ensure that the statement you are making is genuinely applicable to the entire dataset, rather than just a significant portion. This strengthens the validity of your analysis.

Common error

Be cautious about claiming something is present "throughout the data" if it is only true for a subset or specific segments. Instead, specify the portion of data where the observation holds true.

Linguistic Context

The phrase "throughout the data" functions as a prepositional phrase, modifying a verb or noun to indicate the scope or extent to which something applies across an entire dataset. As Ludwig AI shows, it is frequently used in scientific and analytical contexts.

Expression frequency: Very common

Frequent in

Science

84%

News & Media

8%

Formal & Business

8%

Less common in

Wiki

0%

Encyclopedias

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, "throughout the data" is a prepositional phrase used to express the comprehensive presence or applicability of something across an entire dataset. Ludwig AI indicates it is grammatically correct and commonly used, particularly in scientific and formal contexts. When using this phrase, ensure that the stated trend or observation genuinely applies to the whole dataset to avoid overgeneralizations. Consider alternatives like "across the entire dataset" or "in all parts of the data" if you need a change of wording.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

across the entire dataset

This alternative emphasizes the comprehensive scope, highlighting that something applies or is observed across the entirety of the data.

in all parts of the data

This alternative focuses on the inclusivity, suggesting that the phenomenon is present in every segment or component of the data.

within the complete dataset

This alternative highlights the boundaries of the data, pointing to observations contained entirely within the defined dataset.

in every aspect of the data

This emphasizes the multidimensional nature of data, indicating the presence of something across various dimensions or facets.

over the course of the data

This suggests a progression or trend observed as one examines the data from start to finish.

in the totality of the data

This conveys a sense of completeness, suggesting something is true when considering the data as a whole.

pervasively in the data

This emphasizes the extent to which something is spread or present throughout the dataset.

universally across the data

This implies that something is applicable or observed in every instance or case within the data.

consistently within the data

This stresses the uniformity or regularity of something's presence or behavior in the data.

uniformly throughout the data

This highlights the evenness or regularity with which something is distributed or manifested in the data.

FAQs

How can I use "throughout the data" in a sentence?

You can use "throughout the data" to indicate a consistent pattern, trend, or characteristic found within a dataset. For example, "A consistent increase in user engagement was observed "throughout the data" collection period".

What are some alternatives to "throughout the data"?

Alternatives include phrases like "across the entire dataset", "in all parts of the data", or "within the complete dataset", depending on the specific nuance you want to convey.

Is it always accurate to use "throughout the data" when describing a dataset?

While "throughout the data" suggests a pervasive trend, ensure that the trend genuinely applies to the entire dataset. If the trend is limited to a subset, specify that subset instead. Otherwise, consider alternatives like "generally in the data" or "commonly observed in the data".

What is the difference between "throughout the data" and "in some of the data"?

"Throughout the data" implies a consistent pattern across the entire dataset, while "in some of the data" indicates that the pattern is only present in specific sections or instances. The choice depends on whether the observation applies to the whole dataset or only a part of it.