distribution of categories

USAGE SUMMARY

The phrase "distribution of categories" is correct and usable in written English.
It can be used in contexts such as data analysis, statistics, or classification systems where you are discussing how different categories are spread or allocated. Example: "The distribution of categories in the survey results revealed significant trends in consumer preferences."

✓ Grammatically correct

Science

Health

Statistics

Data Analysis

Human-verified examples from authoritative sources

Exact Expressions

18 human-written examples

The distribution of categories reflects their relative relevance to the condition within the dataset.

BMC Medical Genomics

Distribution of categories between non-OA and OA was compared with Chi-square test.

BMC Musculoskeletal Disorders

However, the categories demonstrated uneven distribution of categories (high SD, 0·72).

Health and Quality of Life Outcomes

We performed unsupervised clustering of carcinoma cases according to their protein expression profiles, and we tested distribution of categories of clinical and molecular variables in these groups.

Breast Cancer Research

Then f-entropy Hf(p) of the attribute X will reach its maximal value for uniform distribution of categories p = u.

BMC Medical Informatics and Decision Making

It is known in the AFP community that the process of acquiring GO annotations is highly biased, leading to a distribution of categories that changes over time [ 9].

GigaScience

Human-verified similar examples from authoritative sources

Similar Expressions

42 human-written examples

We analyzed the number of patients within category #1 using the benefit index scale from 1 to 5, and compared the data with the distribution of category #2.

Clinical and Translational Medicine

After the FCM clustering, the probability distribution of category for each cluster can also be obtained (say q).

BMC Genomics

For example, according to the gene functional category information, we can get the probability distribution of category for the data set (say p).

BMC Genomics

Linacre [ 37] suggests the following criteria to assess adequate functioning of rating scale categories: (1) More than 10 observations per category (or the findings may be unstable, i.e., non-replicable); (2) A smooth distribution of category frequencies.

Health and Quality of Life Outcomes

A cluster-aware correlation is defined to measure the relationships between different attribute axes, based on the distributions of categories.

Journal of Visual Languages & Computing

Expert writing Tips

Best practice

When describing data, ensure you specify the type of categories and the context in which they are distributed for clarity.

Common error

Avoid using the phrase without specifying what the categories represent. Always provide context to ensure the reader understands the nature of the distribution.

Linguistic Context

The phrase "distribution of categories" functions as a noun phrase. It is typically used to describe how items are spread across different groups. Ludwig shows that this phrase is often used in scientific and academic contexts.

Expression frequency: Uncommon

Frequent in

Science

70%

Academia

15%

Formal & Business

5%

Less common in

News & Media

3%

Encyclopedias

2%

Wiki

1%

Ludwig's WRAP-UP

The phrase "distribution of categories" is a noun phrase used to describe how items are spread across different groups. Ludwig AI indicates that it's grammatically correct and commonly used in scientific and academic contexts. Its primary purpose is to provide information about the relative frequency or proportion of categories within a dataset. The register is generally formal and scientific, making it suitable for research papers and technical documentation. Alternatives include "proportion of categories" or "allocation of categories", depending on the context. When using this phrase, ensure you specify the type of categories and their context for clarity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

proportion of categories

Focuses on the relative size of each category in relation to the whole, rather than the overall spread.

allocation of categories

Emphasizes the assignment or arrangement of items into different categories.

spread of categories

Highlights the extent to which categories are dispersed or scattered.

range of categories

Refers to the scope or variety of categories present.

breakdown of categories

Describes the composition of a whole in terms of its constituent categories.

occurrence of categories

Focuses on how frequently different categories appear in a dataset or population.

frequency of categories

Highlights how often each category appears.

partitioning of categories

Emphasizes the division of a set into distinct categories.

divisions of categories

Indicates how something is separated into categories.

relative frequency of categories

Focuses on the comparative frequency of each category.

FAQs

How can I describe the "distribution of categories" in data?

You can describe the "distribution of categories" using percentages, frequencies, or visualizations like pie charts and histograms to show how data points are spread across different categories.

What's a good alternative to the phrase "distribution of categories"?

Consider using alternatives such as "proportion of categories", "allocation of categories", or "breakdown of categories", depending on the specific nuance you want to convey.

Is it better to say "distribution of category" or "distribution of categories"?

"Distribution of categories" is generally more appropriate when referring to multiple categories. "Distribution of category" might be used in specific contexts where you are focusing on the distribution related to a single, specific category.

How does the "distribution of categories" impact data analysis?

The "distribution of categories" can significantly influence the choice of statistical tests and the interpretation of results. An uneven distribution might require different analytical approaches compared to a uniform distribution.