Feature Importance Rankings from a Machine Learning Model

A small dataset of 5.5 KB containing feature importance rankings derived from a machine learning model. The data is provided in an XLS file by author Shah Faisal Mohammad and was last updated on April 10, 2026. The dataset is licensed under CC-BY-4.0.

Use Cases

• Validate feature selection strategies based on the provided importance rankings.
• Compare feature importance scores across different model architectures.
• Guide feature engineering efforts by identifying the most influential variables.
• Explain model predictions by referencing the relative importance of input features.

Strengths

• File size is precisely 5.5 KB, indicating a compact and focused dataset.
• License is explicitly stated as CC-BY-4.0, permitting open reuse and modification.
• Last update date is provided as 2026-04-10, suggesting recent maintenance.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

figshare

Collection Method

Likely extracted from a trained machine learning model.

Time Range

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Freshness

Last updated 2026-04-10 17:41:45; freshness should be verified.

Geography

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