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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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according to attributes

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "according to attributes" is correct and usable in written English.
It can be used when discussing characteristics or qualities that are assigned to a subject or object based on specific criteria. Example: "The data was categorized according to attributes such as age, gender, and location."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

4 human-written examples

According to attributes of construction and operation organizations for utilities tunnel, generally, there are three finance types.

Raters watched the video clips and then independently scored each clip according to attributes within one dimension.

Nesting species, assigning attributes to these species, and constraining reactions according to attributes have been identified as further essential ingredients in supporting multi-level modeling.

In a multiattribute preference task, the authors showed that participants who received information that was organized according to brands (alternatives) more often searched in an alternative-wise (option-wise) manner and that those who received the information ordered according to attributes searched instead in an attribute-wise (cue-wise) manner.

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

For example, if we use the model in Figure 3, we will first sort the whole list according to attribute A14 in decreasing order.

The combination of nesting species, assigning attributes, and constraining reactions according to these attributes is crucial in achieving the desired expressiveness.

To facilitate later integration step, they were transformed into rankings; that is, each list was sorted, and a gene was assigned a positive integer number for a specific attribute according to that attribute's value in the sorted list.

So youngsters will classify candy according to its attributes, like shape, hardness and color.

The researcher clustered similar concepts into a subcategory, and categorized the subcategories according to their attributes.

An Origin-Destination (OD) Matrix generator is developed to generate random test problems according to specific attributes.

The extraction uncertainty of an individual ASC is modeled by an adaptive Gaussian distribution according to its attributes.

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Expert writing Tips

Best practice

When using "according to attributes", ensure the attributes being referenced are clearly defined and relevant to the context. This clarity improves understanding and avoids ambiguity.

Common error

Avoid using "according to attributes" in informal or casual writing. Opt for simpler alternatives like "based on" or "depending on" to maintain a natural tone.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

82%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "according to attributes" functions as a prepositional phrase, typically modifying a verb or noun. It indicates that an action, classification, or description is based on specific characteristics or qualities. Ludwig AI confirms its usage in academic and news contexts.

Expression frequency: Rare

Frequent in

Science

60%

News & Media

20%

Formal & Business

20%

Less common in

Wiki

0%

Encyclopedias

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, the phrase "according to attributes" is a grammatically correct prepositional phrase used to indicate that something is based on specific characteristics or qualities. Ludwig AI shows it is primarily found in scientific and academic contexts, though it can also appear in news media. While grammatically sound, it is relatively rare and more formal, so simpler alternatives like "based on characteristics" may be more appropriate in informal settings. Remember to clearly define the attributes being referenced to avoid ambiguity.

FAQs

What does "according to attributes" mean?

The phrase "according to attributes" means something is classified, organized, or determined based on specific characteristics or qualities.

How can I use "according to attributes" in a sentence?

You might say, "The data was categorized "according to attributes" such as age, gender, and location."

Are there simpler alternatives to "according to attributes"?

Yes, depending on the context, you can use alternatives like "based on characteristics", "depending on features", or "in accordance with properties".

In what kind of writing is "according to attributes" most appropriate?

This phrase is suitable for academic, scientific, or technical writing where precision is important. In less formal contexts, simpler alternatives might be preferable.

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Source & Trust

82%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: