Dataset Statistics And Exploratory Data Analysis Metadata

via “conversation metadata extraction and statistical summarization”

1M+ real user-AI conversations with demographic metadata.

Unique: Provides structured metadata fields (country, browser, device, toxicity label) linked to each conversation, enabling efficient statistical summarization without processing full conversation text. Metadata is captured at collection time, preserving temporal and contextual information.

vs others: More efficient for statistical analysis than processing full conversation text, but metadata quality and completeness are not explicitly documented compared to explicitly validated datasets