Update README.md

README.md

@@ -12,11 +12,18 @@ pretty_name: Discord Dialogues Filtered
 size_categories:
 - 1K<n<10K
 ---
-# Data Cleaning Pipeline
+# Discord Dialogues Filtered
 
-## Dataset Statistics
+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.
+
+The total data set went from **7,303,464** rows to **2,208** rows after strict filtering to remove the following:
+- Low conversation turns or short conversations
+- Non-English conversations
+- Duplicate conversations
+- Spammy/Repetitive conversations
+- Filler words
 
-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.
+## Dataset Statistics
 
 | Metric | Total | Avg / row | Median / row |
 |---|---|---|---|
@@ -30,15 +37,6 @@ Final dataset: **2,208** high-quality conversations in `train.jsonl`. Each row i
 
 **Role balance:** 7,465 user turns (46.9%) vs 8,467 assistant turns (53.1%) across 15,932 total turns.
 
-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.
-
-The total data set went from **7,303,464** rows to **2,208** rows after strict filtering to remove the following:
-- Low conversation turns or short conversations
-- Non-English conversations
-- Duplicate conversations
-- Spammy/Repetitive conversations
-- Filler words
-
 # Rules
 ## Phase 1 — Load, Parse & Size Filter