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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
according to attributes
Grammar usage guide and real-world examplesUSAGE 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
Alternative expressions(3)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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.
Science
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.
Science
The combination of nesting species, assigning attributes, and constraining reactions according to these attributes is crucial in achieving the desired expressiveness.
Science
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.
Science
So youngsters will classify candy according to its attributes, like shape, hardness and color.
News & Media
The researcher clustered similar concepts into a subcategory, and categorized the subcategories according to their attributes.
Science
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.
Science
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.
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.
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.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on characteristics
This alternative directly replaces "according to attributes" with a more general term, focusing on qualities or features.
in accordance with properties
This alternative uses more formal language, emphasizing the qualities or traits inherent to something.
dependent on features
This alternative highlights the reliance on specific features to determine something.
as determined by qualities
This option specifies that the determination is made by the attributes.
governed by traits
This expresses that attributes are controlling or influencing a particular outcome.
guided by characteristics
This suggests the attributes provide direction or guidance.
subject to aspects
This indicates the influence of different aspects, potentially implying some constraint or condition.
predicated on qualities
This alternative introduces a more formal and technical tone, indicating that something is based or founded on specific qualities.
conditional on features
This suggests a dependency where something is only valid or true if certain features are present.
contingent upon attributes
This option highlights the element of chance or dependency on the attributes.
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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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested