Безопасен ли Ydata Profiling?

Безопасен ли Ydata Profiling?

Детали рейтинга доверия — Ydata Profiling has a Nerq Trust Score of 59.4/100 (D). Measured across 5 independent trust signals.

What Is Ydata Profiling?

Ydata Profiling is a software tool in the data category: 1 line of code for data quality profiling & exploratory data analysis.. It has 13,386 GitHub stars. Nerq Trust Score: 59/100 (D).

Nerq independently analyzes every software tool, app, and extension across multiple trust signals including безопасность vulnerabilities, обслуживание activity, license соответствие, and принятие сообществом.

How Nerq Assesses Ydata Profiling's Safety

Nerq's Trust Score is calculated from 13+ independent signals aggregated into five показателей. Here is how Ydata Profiling performs in each:

• Безопасность (0/100): Ydata Profiling's безопасность posture is poor. This score factors in known CVEs, dependency vulnerabilities, безопасность policy presence, and code signing practices.
• Обслуживание (1/100): Ydata Profiling is potentially abandoned. We track commit frequency, release cadence, issue response times, and PR merge rates.
• Documentation (0/100): Documentation quality is insufficient. This includes README completeness, API документация, usage examples, and contribution guidelines.
• Compliance (92/100): Ydata Profiling is broadly compliant. Assessed against regulations in 52 jurisdictions including the EU AI Act, CCPA, and GDPR.
• Community (1/100): Community adoption is limited. На основе GitHub stars, forks, download counts, and ecosystem integrations.

The overall Trust Score of 59.4/100 (D) is the weighted combination of these measured signals. It is a measurement, not a pass/fail or suitability judgment — weigh the individual signals against your own requirements.

Who Typically Evaluates Ydata Profiling?

Ydata Profiling is commonly evaluated by:

• Developers and teams working with data tools
• Organizations evaluating AI tools for their stack
• Researchers exploring AI capabilities in this domain

How to read the signals: Ydata Profiling's measured signals (безопасность 0/100, обслуживание 1/100, документация 0/100, community 1/100) are shown above. These are measurements, not a suitability judgment — weigh each signal against the requirements of your own use case and risk tolerance.

How to Verify Ydata Profiling's Safety Yourself

While Nerq provides automated trust analysis, we recommend these additional steps before adopting any software tool:

1. Check the source code — Проверьте repository's безопасность policy, open issues, and recent commits for signs of active обслуживание.
2. Scan dependencies — Use tools like npm audit, pip-audit, or snyk to check for known vulnerabilities in Ydata Profiling's dependency tree.
3. Отзыв permissions — Understand what access Ydata Profiling requires. Software tools should follow the principle of least privilege.
4. Test in isolation — Run Ydata Profiling in a sandboxed environment before granting access to production data or systems.
5. Monitor continuously — Use Nerq's API to set up automated trust checks: GET nerq.ai/v1/preflight?target=ydataai/ydata-profiling
6. Проверьте license — Confirm that Ydata Profiling's license is compatible with your intended use case. Pay attention to restrictions on commercial use, redistribution, and derivative works. Some AI tools use dual licensing or have separate terms for enterprise customers that differ from the open-source license.
7. Check community signals — Look at the project's issue tracker, discussion forums, and social media presence. A healthy community actively reports bugs, contributes fixes, and discusses безопасность concerns openly. Low community engagement may indicate limited peer review of the codebase.

Common Safety Concerns with Ydata Profiling

When evaluating whether Ydata Profiling is safe, consider these category-specific risks:

Ydata Profiling and the EU AI Act

Ydata Profiling is classified as High Risk under the EU AI Act. This imposes significant requirements including risk management systems, data governance, technical документация, and human oversight.

Nerq's соответствие assessment covers 52 jurisdictions worldwide. For organizations deploying AI tools in regulated environments, understanding these classifications is essential for legal соответствие.

Best Practices for Using Ydata Profiling Safely

Whether you're an individual developer or an enterprise team, these practices will help you get the most from Ydata Profiling while minimizing risk:

Situations That Warrant Independent Review of Ydata Profiling

Nerq's signals are one input. In the following situations, evaluate Ydata Profiling's measured signals against your own requirements before making a decision:

• Environments handling sensitive or regulated data (healthcare, finance, government)
• Mission-critical systems where downtime has significant business impact
• Deployments with strict regulatory requirements that must be independently validated

For each situation, compare Ydata Profiling's measured trust score of 59.4/100 and its individual signals against your organization's own criteria. Nerq does not assert whether Ydata Profiling is suitable for any particular use.

How Ydata Profiling Compares to Industry Standards

Nerq indexes over 6 million software tools, apps, and packages across dozens of categories. Among data tools, the average Trust Score is 62/100. Ydata Profiling's score of 59.4/100 is near the category average of 62/100.

This places Ydata Profiling in line with the typical data tool tool. It meets baseline expectations but does not distinguish itself from peers on trust metrics.

Industry benchmarks matter because they contextualize a tool's safety profile. A score that looks умеренный in isolation may actually represent strong performance within a challenging category — or vice versa. Nerq's category-relative analysis helps teams make informed decisions by showing not just absolute quality, but how a tool ranks against its direct peers.

Trust Score History

Nerq continuously monitors Ydata Profiling and recalculates its Trust Score as new data becomes available. Our scoring engine ingests real-time signals from source repositories, vulnerability databases (NVD, OSV.dev), package registries, and community metrics. When a new CVE is published, a major release ships, or обслуживание patterns change, Ydata Profiling's score is updated within 24 hours.

Historical trust trends reveal whether a tool is improving, stable, or declining over time. A tool that consistently maintains or improves its score demonstrates ongoing commitment to безопасность and quality. Conversely, a downward trend may signal reduced обслуживание, growing technical debt, or unresolved vulnerabilities. To track Ydata Profiling's score over time, use the Nerq API: GET nerq.ai/v1/preflight?target=ydataai/ydata-profiling&include=history

Nerq retains trust score snapshots at regular intervals, enabling trend analysis across weeks and months. Enterprise users can access detailed historical reports showing how each dimension — безопасность, обслуживание, документация, соответствие, and community — has evolved independently, providing granular visibility into which aspects of Ydata Profiling are strengthening or weakening over time.

Ydata Profiling vs Альтернативы

In the data category, Ydata Profiling scores 59.4/100. There are higher-scoring alternatives available. For a detailed comparison, see:

• Ydata Profiling vs firecrawl — Trust Score: 64.4/100
• Ydata Profiling vs MinerU — Trust Score: 76.6/100
• Ydata Profiling vs mindsdb — Trust Score: 68.1/100

Основные выводы

• Ydata Profiling has a measured Nerq Trust Score of 59.4/100 (D) — a composite of independent signals, not a suitability judgment.
• Among data tools, Ydata Profiling scores near the category average of 62/100 (a positional measurement relative to peers).
• The individual signals — безопасность, обслуживание, документация, соответствие, community — are shown above. Weigh them against your own requirements.
• Query the current measured values via Nerq's Preflight API.