Remove more blanks and ToS breaking content

CHANGEGLOG

@@ -3,4 +3,5 @@ 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.06 - Removed entries with blank messages
+v.06 - Removed entries with blank messages
+v.07 - Remove addition blanks and filtered for more ToS

README.md

@@ -27,7 +27,7 @@ size_categories:
 
 > **Discord-Dialogues** is a large-scale dataset of anonymized Discord conversations from late spring to early fall 2025 for training and evaluating realistic conversational AI models in a ChatML-friendly format.
 
-This dataset contains 7.5 million exchanges spread out over 17 million turns, with more than 145 million words.
+This dataset contains 7.3 million exchanges spread out over 16 million turns, with more than 139 million words.
 
 ---
 
@@ -111,83 +111,76 @@ The full end-to-end pipeline is documented in the [dataset-pipeline GitHub repos
 ## Dataset Statistics <span style="font-weight:normal;">(using the [NousResearch/Hermes-3-Llama-3.1-8B tokenizer](https://huggingface.co/NousResearch/Hermes-3-Llama-3.1-8B))</span>
 
 <div style="display:flex; gap:20px; align-items:flex-start;">
-
-<div>
-| Metric                 |         Value |
-| ---------------------- | ------------: |
-| Samples (count)        |     7,545,871 |
-| Min length (tokens)    |             7 |
-| Max length (tokens)    |         5,979 |
-| Mean length (tokens)   |         33.02 |
-| Median length (tokens) |            29 |
-| Std dev (tokens)       |         17.39 |
-| Skew                   |         26.46 |
-| Kurtosis               |      7,488.16 |
-| Total tokens           |   249,177,149 |
-| Total characters       | 1,291,390,677 |
-| Total words            |   145,878,876 |
-| Avg chars per sample   |        171.14 |
-| Avg words per sample   |         19.33 |
-| Avg chars per word     |          8.85 |
-| Tokens per char        |          0.19 |
-| Total assistant blocks |     9,340,986 |
-
-</div>
-
-<div>
-
-| Tokens    |     Count |
-| --------- | --------: |
-| 0–8       |         1 |
-| 8–16      |   110,310 |
-| 16–32     | 4,381,916 |
-| 32–64     | 2,674,572 |
-| 64–128    |   360,365 |
-| 128–256   |    18,082 |
-| 256–384   |       417 |
-| 384–512   |        75 |
-| 512–768   |        78 |
-| 768–1024  |        30 |
-| 1024–2048 |        18 |
-| 2048–4096 |         3 |
-
-</div>
-
-<div>
-
-| Turns |     Count |
-| ----- | --------: |
-| 2     | 5,969,540 |
-| 3     | 1,080,218 |
-| 4     |   319,720 |
-| 5     |   102,535 |
-| 6     |    41,236 |
-| 7     |    16,896 |
-| 8     |     7,713 |
-| 9     |     3,691 |
-| 10    |     1,866 |
-| 11    |     1,005 |
-| 12    |       575 |
-| 13    |       334 |
-| 14    |       189 |
-| 15    |       129 |
-| 16    |        67 |
-| 17    |        62 |
-| 18    |        32 |
-| 19    |        21 |
-| 20    |         8 |
-| 21    |        11 |
-| 22    |        11 |
-| 23    |         2 |
-| 24    |         1 |
-| 25    |         3 |
-| 27    |         2 |
-| 29    |         1 |
-| 32    |         1 |
-| 33    |         2 |
-
-</div>
-
+  <div>
+    | Metric                 |         Value |
+    | ---------------------- | ------------: |
+    | Samples (count)        |     7,303,464 |
+    | Total turns            |    16,881,010 |
+    | Total assistant turns  |     9,016,287 |
+    | Min length (tokens)    |            10 |
+    | Max length (tokens)    |         2,542 |
+    | Mean length (tokens)   |         32.79 |
+    | Median length (tokens) |            28 |
+    | Std dev (tokens)       |         16.56 |
+    | Skew                   |          6.04 |
+    | Kurtosis               |        326.54 |
+    | Total tokens           |   239,458,213 |
+    | Total characters       | 1,242,238,794 |
+    | Total words            |   139,922,950 |
+    | Avg chars per sample   |        170.09 |
+    | Avg words per sample   |         19.16 |
+    | Avg chars per word     |          8.88 |
+    | Tokens per char        |          0.19 |
+  </div>
+
+  <div>
+    | Tokens    |     Count |
+    | --------- | --------: |
+    | 8–16      |   107,264 |
+    | 16–32     | 4,278,713 |
+    | 32–64     | 2,566,176 |
+    | 64–128    |   334,829 |
+    | 128–256   |    15,920 |
+    | 256–384   |       363 |
+    | 384–512   |        71 |
+    | 512–768   |        78 |
+    | 768–1024  |        30 |
+    | 1024–2048 |        17 |
+    | 2048–4096 |         3 |
+  </div>
+
+  <div>
+    | Turns |     Count |
+    | ----- | --------: |
+    | 2     | 5,795,019 |
+    | 3     | 1,038,500 |
+    | 4     |   304,442 |
+    | 5     |    96,758 |
+    | 6     |    38,620 |
+    | 7     |    15,714 |
+    | 8     |     7,108 |
+    | 9     |     3,391 |
+    | 10    |     1,709 |
+    | 11    |       909 |
+    | 12    |       526 |
+    | 13    |       291 |
+    | 14    |       163 |
+    | 15    |       113 |
+    | 16    |        58 |
+    | 17    |        57 |
+    | 18    |        28 |
+    | 19    |        20 |
+    | 20    |         7 |
+    | 21    |        10 |
+    | 22    |        10 |
+    | 23    |         2 |
+    | 24    |         1 |
+    | 25    |         2 |
+    | 27    |         2 |
+    | 29    |         1 |
+    | 32    |         1 |
+    | 33    |         2 |
+  </div>
 </div>
 
 ---

data/train.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:35b161d52c491355cbed01dc5b45a8a7289d7c2e9484e63d4c96b3df4cf3c5cc
-size 361495753
+oid sha256:53aac105a033b9acfd3e4f039d2791284e6485366f79292e69a7e9a8439b67b8
+size 346817370

dataset_infos.json

@@ -14,14 +14,14 @@
 		"splits": {
 			"train": {
 				"name": "train",
-				"num_bytes": 361536164,
-				"num_examples": 7545871,
+				"num_bytes": 346817370,
+				"num_examples": 7303464,
 				"dataset_name": "default"
 			}
 		},
-		"download_size": 361536164,
-		"dataset_size": 361536164,
-		"size_in_bytes": 361536164,
+		"download_size": 346817370,
+		"dataset_size": 346817370,
+		"size_in_bytes": 346817370,
 		"data_files": {
 			"train": [{ "filename": "data/train.parquet" }]
 		}