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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
fragile data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "fragile data" is correct and usable in written English.
It can be used to describe data that is sensitive, easily corrupted, or requires careful handling. Example: "When working with fragile data, it's essential to implement robust backup systems to prevent loss."
✓ Grammatically correct
Science
News & Media
Academia
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
3 human-written examples
Rather than a fragile data port, the keyboard uses an infrared transmitter to send letters and numbers to a freestanding organizer inches away.
News & Media
Thus, we are focusing mainly on high-capacity fragile data hiding schemes.
"The Global Witness report presents misleading, inflated, fragile data and a dubious methodology.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
Phadikar et al. [26], on the other hand, proposes a tamper detection and correction scheme based on a novel semi-fragile data hiding technique.
The Fragile Families data is a huge set of longitudinal data in a collection of files and formats on which machine learning and statistical analysis has been, and can continue to be done". "I knew I wanted my thesis to focus on machine learning," said Liu, who has embarked on his senior thesis.
Academia
The eight research articles can be roughly categorized into two general areas: (1) robust and fragile digital data protection algorithms and (2) time-frequency-based algorithms for data analysis, classification, and compression.
They can also inquire about the three-day Fragile Families data users' workshop that will be held in July at Columbia University.
Academia
A new round of Fragile Families data collection: Under the leadership of Sara McLanahan, a new initiative to update the Fragile Families Study is underway, with a focus on adding administrative records, metabolic and immune markers, and measures of methylation.
Academia
ARH performed the experiments and analysed the fragile site data.
Science
Since the estimate of d is also fragile, the data may in fact support any value in the shaded gray area.
Science
This work investigates the problem of robust dissipative analysis for aircraft flight control systems via non-fragile sampled-data control approach.
Expert writing Tips
Best practice
When dealing with "fragile data", always implement robust backup systems and access controls to prevent data loss or unauthorized access.
Common error
Avoid assuming that "fragile data" is inherently accurate. Always validate the data's integrity and consistency to prevent errors from propagating through your systems.
Source & Trust
84%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "fragile data" functions as a noun phrase where the adjective "fragile" modifies the noun "data". As indicated by Ludwig AI, it accurately describes data that is vulnerable and requires careful handling. The examples from Ludwig showcase its use in various contexts to emphasize the sensitive nature of the information.
Frequent in
Science
35%
News & Media
35%
Academia
30%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "fragile data" is a valid phrase used to describe data that is vulnerable or sensitive and requires careful handling. Ludwig AI confirms its correctness and usability. While relatively uncommon, its usage spans across scientific, news, and academic contexts. It is crucial to implement robust security measures and validation processes when dealing with "fragile data" to prevent data loss, corruption, or unauthorized access. Alternative phrases include "sensitive data" and "vulnerable data".
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
vulnerable data
Replaces "fragile" with "vulnerable", emphasizing the data's susceptibility to harm or compromise.
sensitive data
Focuses on the confidential or private nature of the data, implying fragility in terms of security.
easily corrupted data
Highlights the data's propensity to be damaged or altered, a specific type of fragility.
unprotected data
Suggests a lack of security measures, making the data fragile in the sense of being easily accessed or misused.
at-risk data
Emphasizes the data's exposure to potential threats or dangers.
brittle data
Uses "brittle" metaphorically to suggest data that is easily broken or compromised.
delicate data
Replaces "fragile" with "delicate", which implies a need for careful handling.
compromisable data
Highlights the data's susceptibility to being breached or exposed.
weak data integrity
Shifts the focus to the lack of robustness in the data's structure and validation.
data requiring careful handling
Emphasizes the need for special procedures to protect the data due to its fragile nature.
FAQs
How can I use the phrase "fragile data" in a sentence?
You can use "fragile data" to describe data that is sensitive or easily corrupted, such as, "When dealing with "fragile data", implement robust security measures."
What are some synonyms for "fragile data"?
Alternatives to "fragile data" include "sensitive data", "vulnerable data", or "easily corrupted data".
What does "fragile data" refer to?
"Fragile data" refers to data that is easily susceptible to damage, corruption, or unauthorized access. It requires special care and security measures to protect its integrity and confidentiality.
What precautions should I take when handling "fragile data"?
When handling "fragile data", it's crucial to implement strong access controls, encryption, and regular backups to prevent data loss or breaches. Data validation and monitoring are also essential.
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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
84%
Authority and reliability
4.1/5
Expert rating
Real-world application tested