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  ---
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- pretty_name: MELD-DS-451
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  license: cc-by-nc-sa-4.0
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  language:
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  - en
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  - other
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  ---
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- # Appendix: MELD-DS-451 Dataset Overview
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  ## Dataset Overview
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- MELD-DS-451 contains **25,722 malicious samples** spanning **454 distinct malware families** collected from April 2020 to August 2025. All samples are uniquely identified by SHA-256 hashes and include precise "First Seen" timestamps.
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  **Family Distribution Characteristics**: The dataset exhibits a typical long-tail distribution, with 35.7% singleton families (only 1 sample) and 65.0% small-scale families (≤5 samples). Head concentration is significant, with the top 5 families covering 44.6% of samples and the top 10 families covering 57.1% of samples. Major families include unknown (4,517 samples, 17.6%), LummaStealer (2,903 samples, 11.3%), Formbook (2,057 samples, 8.0%), and others.
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  ## Standardized Analysis Artifacts
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- Each sample in MELD-DS-451 provides four types of standardized analysis data generated through unified CAPE Sandbox analysis in virtualized Windows 10 x64 (22H2) environments:
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  **1. CAPE JSON Reports** - Complete structured analysis results containing behavioral indicators, network activities, file system operations, registry modifications, and process execution traces, as the original analysis reports from CAPEv2.
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+ pretty_name: MELD-DS-455
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  license: cc-by-nc-sa-4.0
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  language:
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  - en
 
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  - other
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  ---
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+ # Appendix: MELD-DS-455 Dataset Overview
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  ## Dataset Overview
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+ MELD-DS-455 contains **25,722 malicious samples** spanning **454 distinct malware families** collected from April 2020 to August 2025. All samples are uniquely identified by SHA-256 hashes and include precise "First Seen" timestamps.
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  **Family Distribution Characteristics**: The dataset exhibits a typical long-tail distribution, with 35.7% singleton families (only 1 sample) and 65.0% small-scale families (≤5 samples). Head concentration is significant, with the top 5 families covering 44.6% of samples and the top 10 families covering 57.1% of samples. Major families include unknown (4,517 samples, 17.6%), LummaStealer (2,903 samples, 11.3%), Formbook (2,057 samples, 8.0%), and others.
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  ## Standardized Analysis Artifacts
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+ Each sample in MELD-DS-455 provides four types of standardized analysis data generated through unified CAPE Sandbox analysis in virtualized Windows 10 x64 (22H2) environments:
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  **1. CAPE JSON Reports** - Complete structured analysis results containing behavioral indicators, network activities, file system operations, registry modifications, and process execution traces, as the original analysis reports from CAPEv2.
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