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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
as per types
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "as per types" is not commonly used in written English and may sound awkward.
It can be used when referring to specific categories or classifications, but it is better to use more standard expressions. Example: "The report was generated as per types of data collected during the survey."
Science
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
3 human-written examples
Fig. 2 Distribution of housing systems as per types of structures in Nepal Fig. 3 Distribution of houses as per types of wall in Nepal Fig. 4 Distribution of houses as per types of roof in Nepal.
Science
Fig. 8 Distribution of houses as per types of roof in Jhapa.
Science
Fig. 5 Common vernacular Rajbanshi house in Jhapa (Terai) Fig. 6 Distribution of houses as per types of structure in Jhapa Fig. 7 Distribution of houses as per wall system in Jhapa.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
Classic injuries associated with syndesmotic instability can be described as a pronation-external rotation (PER) type injury (according to Lauge-Hansen) or a Danis Weber type C classification [14, 23].
This allowed us to easily manage multiple build types and make global as well as per-build-type changes, all in simple and easy to read plain text config files.
News & Media
Fig. 12 Distribution of houses as per type of roof in Kaski.
Science
Fig. 10 Distribution of houses as per type of structures in Kaski Fig. 11 Distribution of houses as per wall system in Kaski.
Science
Results were summarised as per type of marker and as per comparison group (i.e., other malignancies or no malignancies).
Science
In the WHO classification scheme tumors are classified by type (as per type or cell or origin) and then assigned a histological grade.
Science
Other studies confirm that the proportion of trials that are registered has shown an upward trend, and show that at least 60% of all trials that were published were also registered in recent years (box 2). 25 26 However, the proportion of published trials that is registered varies considerably as per type of research, per country and per journal in which the research is published (box 2).
Science
Other groups such as PER and CTX-M types have been described [ 8, 9].
Science
Expert writing Tips
Best practice
When using "as per types", ensure the context clearly indicates that you are referring to classifications or categories. If possible, replace it with simpler alternatives like "according to type" or "based on type".
Common error
Avoid using "as per types" in informal contexts. Opt for simpler and more common phrases like "based on the type" or "depending on the type" for better clarity and natural flow.
Source & Trust
83%
Authority and reliability
3.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "as per types" functions as a prepositional phrase modifying a noun or verb. It indicates a classification or categorization method. As Ludwig AI explains, the expression isn't common in written english and may sound awkward.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Wiki
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Ludwig's WRAP-UP
In summary, "as per types" is a relatively uncommon prepositional phrase used to indicate categorization or classification. While grammatically acceptable, it may sound awkward and can often be replaced with simpler alternatives such as "according to type" or "based on type". Ludwig AI suggests its use is mostly confined to formal and scientific contexts. When writing, consider your audience and the level of formality required, and choose the clearest and most natural phrasing. The phrase's primary function is to specify classification criteria in academic and scientific domains.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
according to type
This alternative uses "according to" instead of "as per", making it slightly more common and natural in everyday language.
based on type
This option is more direct, replacing the formal "as per" with "based on" for a simpler phrasing.
by type
This simplifies the phrase to its most basic form, often suitable in technical contexts where brevity is valued.
categorized by type
This alternative specifies the act of categorizing, adding clarity to the intended meaning.
in terms of type
This phrase introduces a specific viewpoint or aspect related to the types being discussed.
with respect to type
This option is more formal and emphasizes consideration of type as a factor.
regarding type
A straightforward alternative that introduces a focus on type as the subject matter.
concerning type
Similar to 'regarding', but with a slightly more detached or objective tone.
as classified by type
This specifies that the types are part of a classification system, adding precision.
following type specifications
This emphasizes adherence to a predefined set of rules or criteria related to type.
FAQs
What does "as per types" mean?
The phrase "as per types" means "according to the types" or "based on the types". It is often used to categorize or classify information.
How can I use "as per types" in a sentence?
You can use "as per types" when discussing classifications or categories. For example: "The data was analyzed "according to type" of customer."
What are some alternatives to "as per types"?
Some alternatives to "as per types" include "according to type", "based on type", and "by type".
Is "as per types" formal or informal?
"As per types" is a relatively formal phrase. In more casual contexts, it's better to use simpler options like "depending on the type" or "based on the type".
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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
83%
Authority and reliability
3.5/5
Expert rating
Real-world application tested