ronaldcmz/Claude-Opus-Dataclaw-Unredacted

Claude Opus Dataclaw Unredacted

How this dataset was built

1. 1.Collected the local Petromallet raw export plus selected public Dataclaw uploads.
2. 2.Filtered to the supported Opus-family source rows.
3. 3.Deduplicated by session_id and first user message.
4. 4.Converted raw assistant tool_uses directly into structured OpenAI-style tool_calls.
5. 5.Derived per-row tool definitions from canonical schemas and observed tool usage.
6. 6.Preserved assistant reasoning in <think>...</think> blocks.
7. 7.Removed Claude Code wrapper messages such as <local-command-stdout>...</local-command-stdout>.
8. 8.Ran an AI redaction-filling pass over retained rows.
9. 9.Validated the final JSONL structure.

This release does not synthesize missing tool-result messages. The source data mostly contains user/assistant turns plus assistant tool calls, so the rebuilt output keeps that structure.

Output Schema

Each JSONL row contains the following top-level fields:

Message Format

Assistant messages with tool calls use native structured arguments:

{
  "role": "assistant",
  "content": "<think>Need to inspect the file first.</think>",
  "tool_calls": [
    {
      "type": "function",
      "id": "call_abc123",
      "function": {
        "name": "run_command",
        "arguments": {
          "command": "ls -la"
        }
      }
    }
  ]
}

This release contains no `tool` role messages because the direct rebuild does not invent missing tool outputs.

Tool Definition Format

{
  "type": "function",
  "function": {
    "name": "run_command",
    "description": "Run a bash command.",
    "parameters": {
      "type": "object",
      "properties": {
        "command": {"type": "string"}
      },
      "required": ["command"]
    }
  }
}

Final Stats

• —436 final rows
• —58,077 total messages
• —5,785 user messages
• —52,292 assistant messages
• —428 rows with tool definitions
• —428 rows with assistant tool calls
• —48,779 total tool calls
• —0 remaining literal `[REDACTED]` occurrences

Source Breakdown