{
    "action": "final",
    "content": "## Dataset Structure and Coverage\n\n### Size\nThis dataset contains **105 rows** and **44 columns**.\n\n### Time Period\nBased on the ingestion metadata, all data was loaded on **August 7, 2026** at 21:29:32 UTC. The dataset itself represents polling data from **July 2026** (as indicated by the dataset name \"Polling On Ai Usage Jul 2026\").\n\nThe data does not contain a traditional time series with multiple dates. Instead, it captures a snapshot of polling responses from that single month. The dataset includes:\n- **15 distinct survey questions** (numbered 1 through 15)\n- **105 response rows** representing different demographic breakdowns and response options across those questions\n\n### Structure\nThe 44 columns break down into:\n- **Question/Response identifiers** (5 columns: question_number, question_verbatim, response_verbatim, Question, Response)\n- **Demographic breakdowns** (35 columns covering Overall, Gender, Age groups, Income brackets, Education levels, Employment status, Race/Ethnicity, Geographic regions, and Occupations)\n- **Metadata fields** (4 columns: _ingestion_timestamp, _batch_id, _source_file, _source_system)\n\nThis is a cross-sectional polling dataset rather than a longitudinal one, designed to show how different demographic segments responded to AI usage questions during July 2026."
}