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  # Data Cleaning Pipeline
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  I filtered the [`mookiezi/Discord-Dialogues`](https://huggingface.co/datasets/mookiezi/Discord-Dialogues) dataset to obtain only high-quality english conversation examples for fine-tuning or other analytical tasks.
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  The total data set went from **7,303,464** rows to **2,208** rows after strict filtering to remove the following:
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  | 5 — Filler / spam | 2,242 | 2,208 | 34 |
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  **Total removed: 7,301,256 rows (~99.97% of the raw dataset).**
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- **Final clean dataset: 2,208 high-quality conversations.**
 
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  # Data Cleaning Pipeline
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+ ## Dataset Statistics
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+ Final dataset: **2,208** high-quality conversations in `train.jsonl`. Each row is `{"messages": [...], "turns", "characters", "words", "distinct_words", "tokens", "turns_user", "turns_assistant", "median_turn_chars"}` — counters computed by `add_stats.py` at the repo root.
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+ | Metric | Total | Avg / row | Median / row |
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+ |---|---|---|---|
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+ | Rows | 2,208 | — | — |
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+ | Tokens (cl100k_base) | 333,300 | 151.0 | 144 |
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+ | Words | 260,590 | 118.0 | 115 |
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+ | Characters | 1,364,613 | 618.0 | 598 |
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+ | Turns | — | 7.22 | 6 |
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+ **Turn stats:** min 4, max 24. Interquartile range of chars/row: 545–672 (P25–P75); tokens/row: 134–160 (P25–P75). Median single-turn length: 80 chars.
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+ **Role balance:** 7,465 user turns (46.9%) vs 8,467 assistant turns (53.1%) across 15,932 total turns.
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  I filtered the [`mookiezi/Discord-Dialogues`](https://huggingface.co/datasets/mookiezi/Discord-Dialogues) dataset to obtain only high-quality english conversation examples for fine-tuning or other analytical tasks.
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  The total data set went from **7,303,464** rows to **2,208** rows after strict filtering to remove the following:
 
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  | 5 — Filler / spam | 2,242 | 2,208 | 34 |
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  **Total removed: 7,301,256 rows (~99.97% of the raw dataset).**
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+ **Final clean dataset: 2,208 high-quality conversations.**