Removed blank messages

CHANGEGLOG

@@ -2,4 +2,5 @@ v.01 - Inital upload
 v.02 - Further deduping
 v.03 - ToS filtered. Added filters script repo
 v.04 - Fixed end tags and emoticons having missing leading spaces
-v.05 - Added dataset pipeline
+v.05 - Added dataset pipeline
+v.06 - Removed entries with blank messages

Discord-Dialogues_tokenstats.txt

@@ -1,135 +0,0 @@
-Stats for text:
-  min: 8
-  max: 5979
-  mean: 35.99340286240555
-  median: 30.0
-  std: 21.430843676008227
-  skew: 14.357966584762483
-  kurt: 2627.0430291204475
-  count: 10011160
-  sum: 360335715
-  99.9%: 201.0
-  1%: 15.0
-  2%: 16.0
-  3%: 17.0
-  4%: 17.0
-  5%: 18.0
-  6%: 18.0
-  7%: 18.0
-  8%: 19.0
-  9%: 19.0
-  10%: 19.0
-  11%: 20.0
-  12%: 20.0
-  13%: 20.0
-  14%: 21.0
-  15%: 21.0
-  16%: 21.0
-  17%: 21.0
-  18%: 22.0
-  19%: 22.0
-  20%: 22.0
-  21%: 22.0
-  22%: 23.0
-  23%: 23.0
-  24%: 23.0
-  25%: 23.0
-  26%: 24.0
-  27%: 24.0
-  28%: 24.0
-  29%: 24.0
-  30%: 25.0
-  31%: 25.0
-  32%: 25.0
-  33%: 25.0
-  34%: 26.0
-  35%: 26.0
-  36%: 26.0
-  37%: 26.0
-  38%: 27.0
-  39%: 27.0
-  40%: 27.0
-  41%: 27.0
-  42%: 28.0
-  43%: 28.0
-  44%: 28.0
-  45%: 29.0
-  46%: 29.0
-  47%: 29.0
-  48%: 30.0
-  49%: 30.0
-  50%: 30.0
-  51%: 31.0
-  52%: 31.0
-  53%: 31.0
-  54%: 32.0
-  55%: 32.0
-  56%: 32.0
-  57%: 33.0
-  58%: 33.0
-  59%: 33.0
-  60%: 34.0
-  61%: 34.0
-  62%: 35.0
-  63%: 35.0
-  64%: 36.0
-  65%: 36.0
-  66%: 36.0
-  67%: 37.0
-  68%: 37.0
-  69%: 38.0
-  70%: 39.0
-  71%: 39.0
-  72%: 40.0
-  73%: 40.0
-  74%: 41.0
-  75%: 42.0
-  76%: 42.0
-  77%: 43.0
-  78%: 44.0
-  79%: 45.0
-  80%: 46.0
-  81%: 46.0
-  82%: 47.0
-  83%: 48.0
-  84%: 50.0
-  85%: 51.0
-  86%: 52.0
-  87%: 53.0
-  88%: 55.0
-  89%: 57.0
-  90%: 59.0
-  91%: 61.0
-  92%: 63.0
-  93%: 66.0
-  94%: 69.0
-  95%: 73.0
-  96%: 78.0
-  97%: 85.0
-  98%: 96.0
-  99%: 115.0
-  100%: 5979.0
-  total_chars: 1847706480
-  total_words: 216248095
-  avg_chars: 184.5646738240124
-  avg_words: 21.6007031153233
-  avg_chars_per_word: 8.544382691556196
-  avg_chars_per_sample: 184.5646738240124
-  avg_words_per_sample: 21.6007031153233
-  tokens_per_char: 0.19501783367669953
-  bin_0-8: 0
-  bin_8-16: 119882
-  bin_16-32: 5270408
-  bin_32-64: 3836787
-  bin_64-128: 716423
-  bin_128-256: 64263
-  bin_256-384: 2738
-  bin_384-512: 374
-  bin_512-768: 188
-  bin_768-1024: 49
-  bin_1024-2048: 37
-  bin_2048-4096: 7
-  assistant_blocks: 12775402
-
-Total tokens across all columns: 360335715
-Total assistant blocks: 12775402

dataset_infos.json

@@ -1,29 +1,29 @@
 {
-  "default": {
-    "description": "Discord-Dialogues is a large-scale dataset of anonymized Discord conversations formatted for ChatML. It includes mixed single- and multi-turn exchanges between two human participants, cleaned of bots, links, embeds, commands, ToS breaking content, and duplicate messages—primarily in English, suitable for fine-tuning conversational AI models.",
-    "citation": "@misc{discord-dialogues-2025,\n  title = {Discord-Dialogues},\n  author = {mookiezi},\n  year = {2025},\n  url = {https://huggingface.co/datasets/mookiezi/Discord-Dialogues}\n}",
-    "homepage": "https://huggingface.co/datasets/mookiezi/Discord-Dialogues",
-    "license": "Apache License 2.0",
-    "features": {
-      "text": { "dtype": "string", "_type": "Value" },
-      "tokens": { "dtype": "int64", "_type": "Value" },
-      "turns": { "dtype": "int64", "_type": "Value" },
-      "characters": { "dtype": "int64", "_type": "Value" },
-      "words": { "dtype": "int64", "_type": "Value" }
-    },
-    "splits": {
-      "train": {
-        "name": "train",
-        "num_bytes": 362022690,
-        "num_examples": 7546294,
-        "dataset_name": "default"
-      }
-    },
-    "download_size": 362022690,
-    "dataset_size": 362022690,
-    "size_in_bytes": 362022690,
-    "data_files": {
-      "train": [{ "filename": "train.parquet" }]
-    }
-  }
-}
+	"default": {
+		"description": "Discord-Dialogues is a large-scale dataset of anonymized Discord conversations formatted for ChatML. It includes mixed single- and multi-turn exchanges between two human participants, cleaned of bots, links, embeds, commands, ToS breaking content, and duplicate messages—primarily in English, suitable for fine-tuning conversational AI models.",
+		"citation": "@misc{discord-dialogues-2025,\n  title = {Discord-Dialogues},\n  author = {mookiezi},\n  year = {2025},\n  url = {https://huggingface.co/datasets/mookiezi/Discord-Dialogues}\n}",
+		"homepage": "https://huggingface.co/datasets/mookiezi/Discord-Dialogues",
+		"license": "Apache License 2.0",
+		"features": {
+			"text": { "dtype": "string", "_type": "Value" },
+			"tokens": { "dtype": "int64", "_type": "Value" },
+			"turns": { "dtype": "int64", "_type": "Value" },
+			"characters": { "dtype": "int64", "_type": "Value" },
+			"words": { "dtype": "int64", "_type": "Value" }
+		},
+		"splits": {
+			"train": {
+				"name": "train",
+				"num_bytes": 361536164,
+				"num_examples": 7545871,
+				"dataset_name": "default"
+			}
+		},
+		"download_size": 361536164,
+		"dataset_size": 361536164,
+		"size_in_bytes": 361536164,
+		"data_files": {
+			"train": [{ "filename": "data/train.parquet" }]
+		}
+	}
+}

tokens.log

@@ -1,135 +0,0 @@
-Stats for text:
-  min: 7
-  max: 5979
-  mean: 33.02200325086725
-  median: 29.0
-  std: 17.390580671916503
-  skew: 26.456841814125784
-  kurt: 7487.549682758939
-  count: 7546294
-  sum: 249193745
-  99.9%: 152.0
-  1%: 15.0
-  2%: 16.0
-  3%: 16.0
-  4%: 17.0
-  5%: 17.0
-  6%: 18.0
-  7%: 18.0
-  8%: 18.0
-  9%: 19.0
-  10%: 19.0
-  11%: 19.0
-  12%: 19.0
-  13%: 20.0
-  14%: 20.0
-  15%: 20.0
-  16%: 20.0
-  17%: 21.0
-  18%: 21.0
-  19%: 21.0
-  20%: 21.0
-  21%: 22.0
-  22%: 22.0
-  23%: 22.0
-  24%: 22.0
-  25%: 22.0
-  26%: 23.0
-  27%: 23.0
-  28%: 23.0
-  29%: 23.0
-  30%: 24.0
-  31%: 24.0
-  32%: 24.0
-  33%: 24.0
-  34%: 24.0
-  35%: 25.0
-  36%: 25.0
-  37%: 25.0
-  38%: 25.0
-  39%: 26.0
-  40%: 26.0
-  41%: 26.0
-  42%: 26.0
-  43%: 27.0
-  44%: 27.0
-  45%: 27.0
-  46%: 27.0
-  47%: 28.0
-  48%: 28.0
-  49%: 28.0
-  50%: 29.0
-  51%: 29.0
-  52%: 29.0
-  53%: 29.0
-  54%: 30.0
-  55%: 30.0
-  56%: 30.0
-  57%: 31.0
-  58%: 31.0
-  59%: 31.0
-  60%: 32.0
-  61%: 32.0
-  62%: 32.0
-  63%: 33.0
-  64%: 33.0
-  65%: 34.0
-  66%: 34.0
-  67%: 34.0
-  68%: 35.0
-  69%: 35.0
-  70%: 36.0
-  71%: 36.0
-  72%: 37.0
-  73%: 37.0
-  74%: 38.0
-  75%: 38.0
-  76%: 39.0
-  77%: 39.0
-  78%: 40.0
-  79%: 41.0
-  80%: 42.0
-  81%: 42.0
-  82%: 43.0
-  83%: 44.0
-  84%: 45.0
-  85%: 46.0
-  86%: 47.0
-  87%: 48.0
-  88%: 49.0
-  89%: 51.0
-  90%: 52.0
-  91%: 54.0
-  92%: 56.0
-  93%: 58.0
-  94%: 60.0
-  95%: 64.0
-  96%: 68.0
-  97%: 73.0
-  98%: 80.0
-  99%: 95.0
-  100%: 5979.0
-  total_chars: 1291480299
-  total_words: 145887976
-  avg_chars: 171.14099967480726
-  avg_words: 19.332400248386826
-  avg_chars_per_word: 8.852547923483426
-  avg_chars_per_sample: 171.14099967480726
-  avg_words_per_sample: 19.332400248386826
-  tokens_per_char: 0.19295202969255673
-  bin_0-8: 1
-  bin_8-16: 110310
-  bin_16-32: 4382094
-  bin_32-64: 2674780
-  bin_64-128: 360401
-  bin_128-256: 18083
-  bin_256-384: 417
-  bin_384-512: 75
-  bin_512-768: 78
-  bin_768-1024: 30
-  bin_1024-2048: 18
-  bin_2048-4096: 3
-  assistant_blocks: 9341891
-
-Total tokens across all columns: 249193745
-Total assistant blocks: 9341891