clustered by

USAGE SUMMARY

The phrase "clustered by" is correct and usable in written English.
It can be used when describing the organization or grouping of items or data based on certain criteria. Example: "The data was clustered by geographical location to identify regional trends."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

It gives users an eye view of similar patient groups (clustered by row), similar variable groups (clustered by column) or similar bi-clustered groups (clustered by both row and column).

BMC Medical Informatics and Decision Making

They are not clustered by race.

The New York Times

The paparazzi clustered by the fence at midfield.

The New York Times

Metrophiles clustered by the openings to the tunnels and filmed the trains coming in.

The New Yorker

According to Nassau's data, the accidents are clustered by time and place.

The New York Times

But when they clustered by one relatively easy climbing point, Palestinians simply moved a block away, to another.

The New York Times

At VidCon, teen-age girls clustered by wall outlets in pairs, watching videos together as they recharged their phones.

The New Yorker

Restaurants and motels clustered by the exit, but had I needed it, the Blaupunkt could have listed nearby accommodations.

The New York Times - Travel

More seating was recently installed at the amphitheater, where 2,000 chairs are clustered by the stage.

The New York Times

Standard errors are clustered by state.

IZA Journal of Migration

Robust standard errors are clustered by MSA.

IZA Journal of Migration

Expert writing Tips

Best practice

When using "clustered by", clearly specify the criteria or characteristics used for grouping. This provides context and enhances clarity for the reader.

Common error

Avoid using "clustered by" without clearly defining the basis for the clustering. For instance, instead of writing 'The data was clustered by characteristics', specify 'The data was clustered by age and income level' to avoid ambiguity.

Linguistic Context

The phrase "clustered by" functions as a prepositional phrase, often used to modify a verb or noun by specifying the criterion used for grouping or arranging items. Ludwig AI provides numerous examples demonstrating its usage in various contexts.

Expression frequency: Very common

Frequent in

Science

70%

News & Media

20%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "clustered by" is a common prepositional phrase used to indicate the grouping or arrangement of items based on specific criteria. Ludwig AI confirms its grammatical correctness and frequent usage in scientific, news, and formal contexts. When using "clustered by", be sure to clearly specify the criteria for clustering to avoid ambiguity. Alternatives such as "grouped by" or "categorized by" can be used depending on the specific context. Overall, understanding its function and application enhances clarity and precision in writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

grouped according to

Focuses on the criteria used for forming groups, rather than the spatial arrangement.

categorized based on

Highlights the act of classification using defined categories.

arranged by

Implies a systematic placement according to a plan or method.

organized around

Suggests a central point or theme around which elements are structured.

sorted by

Emphasizes the act of ordering items in a specific sequence.

segmented by

Indicates a division into distinct parts or sections.

divided according to

Focuses on partitioning into separate units following a specific rule.

sectioned off by

Indicates physical or conceptual separation into distinct areas.

segregated according to

Implies separation often based on specific characteristics or criteria.

compartmentalized by

Suggests dividing into distinct and isolated compartments or categories.

FAQs

How can I use "clustered by" in a sentence?

Use "clustered by" to indicate how items or data points are grouped together based on shared characteristics. For example: "The students were clustered by their academic performance."

What are some alternatives to using "clustered by"?

Alternatives include phrases like "grouped by", "categorized by", or "organized by", depending on the specific context.

Is there a difference between "clustered by" and "grouped by"?

While similar, "clustered by" often implies a spatial or visual arrangement, whereas "grouped by" is a more general term for categorization.

When is it appropriate to use "clustered by" in formal writing?

"Clustered by" is appropriate in formal writing, especially in scientific or technical contexts, when describing how data or elements are grouped based on shared attributes or characteristics.