Remove more blanks and ToS breaking content

README.md

@@ -114,20 +114,20 @@ The full end-to-end pipeline is documented in the [dataset-pipeline GitHub repos
   <div>
     | Metric                 |         Value |
     | ---------------------- | ------------: |
-    | Samples (count)        |     7,303,464 |
-    | Total turns            |    16,881,010 |
-    | Total assistant turns  |     9,016,287 |
-    | Min length (tokens)    |            10 |
+    | Samples (count)        |     7,300,966 |
+    | Total turns            |    16,881,035 |
+    | Total assistant turns  |     9,013,687 |
+    | Min length (tokens)    |            12 |
     | 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 |
+    | Skew                   |          6.05 |
+    | Kurtosis               |        326.66 |
+    | Total tokens           |   239,415,029 |
+    | Total characters       | 1,241,973,327 |
+    | Total words            |   139,902,554 |
+    | Avg chars per sample   |        170.11 |
     | Avg words per sample   |         19.16 |
     | Avg chars per word     |          8.88 |
     | Tokens per char        |          0.19 |
@@ -136,11 +136,11 @@ The full end-to-end pipeline is documented in the [dataset-pipeline GitHub repos
   <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 |
+    | 8–16      |   105,965 |
+    | 16–32     | 4,277,610 |
+    | 32–64     | 2,566,085 |
+    | 64–128    |   334,825 |
+    | 128–256   |    15,919 |
     | 256–384   |       363 |
     | 384–512   |        71 |
     | 512–768   |        78 |
@@ -152,11 +152,11 @@ The full end-to-end pipeline is documented in the [dataset-pipeline GitHub repos
   <div>
     | Turns |     Count |
     | ----- | --------: |
-    | 2     | 5,795,019 |
-    | 3     | 1,038,500 |
-    | 4     |   304,442 |
-    | 5     |    96,758 |
-    | 6     |    38,620 |
+    | 2     | 5,792,613 |
+    | 3     | 1,038,432 |
+    | 4     |   304,428 |
+    | 5     |    96,751 |
+    | 6     |    38,617 |
     | 7     |    15,714 |
     | 8     |     7,108 |
     | 9     |     3,391 |
@@ -189,6 +189,8 @@ The full end-to-end pipeline is documented in the [dataset-pipeline GitHub repos
 
 Although filtering reduced the exchanges by about 75% (leaving roughly 7.5% of the full data dump), this dataset is still intended as a large-scale dump. For best training results, further curation to target high-signal data relevant to your goals is recommended.
 
+In addition to the raw text, the dataset includes supporting columns such as characters, words, tokens, and turns. These provide length statistics and turn counts per exchange, which can be directly useful for sampling, weighting, or filtering strategies.
+
 ---
 
 ## License

data/train.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4206deef191e3bdace4a5886d57a4b547dde29133a6ac54b548e3bd199ba9bdf
-size 346817441
+oid sha256:241e350e7f651085c5c2cb4d5274f7cb671b84b3d5fba091101823678da454ec
+size 346784147

dataset_infos.json

@@ -14,14 +14,14 @@
 		"splits": {
 			"train": {
 				"name": "train",
-				"num_bytes": 346817370,
-				"num_examples": 7303464,
+				"num_bytes": 346784147,
+				"num_examples": 7300966,
 				"dataset_name": "default"
 			}
 		},
-		"download_size": 346817370,
-		"dataset_size": 346817370,
-		"size_in_bytes": 346817370,
+		"download_size": 346784147,
+		"dataset_size": 346784147,
+		"size_in_bytes": 346784147,
 		"data_files": {
 			"train": [{ "filename": "data/train.parquet" }]
 		}