Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
csv
Languages:
English
Size:
10K - 100K
License:
Vasily Alexeev commited on
Commit ·
3a11a0a
1
Parent(s): 143bcc1
add title to body
Browse files- README.md +4 -2
- SHA256SUMS +3 -3
- data/bow.csv +2 -2
- data/noow.csv +2 -2
README.md
CHANGED
|
@@ -51,9 +51,11 @@ Retained class counts:
|
|
| 51 |
|
| 52 |
## Representations and preprocessing
|
| 53 |
|
| 54 |
-
The source adapter
|
| 55 |
|
| 56 |
-
Each UTF-8 CSV has exactly `id,raw_text,vw_text` columns and lexicographically ordered document IDs. `raw_text` contains the
|
|
|
|
|
|
|
| 57 |
|
| 58 |
NOOW means occurrence order after preprocessing, not untouched or reversible prose. English preprocessing uses Python 3.11.15, NLTK 3.9.2 and NLTK-data commit `550b6625bcef1f2abff2ff770a5a0d272c9c6b2a`: WordPunctTokenizer, lowercase per original span, minimum token length 2, averaged_perceptron_tagger_eng, WordNet POS mapping J/V/N/R with noun fallback, English stopword removal and `lemma.isalpha()` filtering. Names are not masked.
|
| 59 |
|
|
|
|
| 51 |
|
| 52 |
## Representations and preprocessing
|
| 53 |
|
| 54 |
+
The source adapter saves `News_Body` as the body and `News_Title` as the original headline, and uses `Topic` as the external label. IDs are `scinews_<original-split>_<six-digit-row-index>`; their original split component does not imply research membership.
|
| 55 |
|
| 56 |
+
Each UTF-8 CSV has exactly `id,raw_text,vw_text` columns and lexicographically ordered document IDs. `raw_text` contains the original, unnormalized headline followed by a blank line (two LF characters) and the original body. Only leading CR and LF characters are removed from the body at this boundary; all other headline and body characters are preserved. The VW string starts with the document ID followed by `|@title` then `|@word`: `@title` contains normalized original headline tokens, and `@word` contains normalized body tokens only. Normalizing the complete `raw_text` therefore does not reproduce the existing features in each modality. Labels are separate from the VW string. `noow` preserves normalized token occurrences in order; `bow` counts the same tokens independently per namespace as `token:count`, with lexicographic token order. The full prepared token sequences are included.
|
| 57 |
+
|
| 58 |
+
The headline/body concatenation affects only the display/export field `raw_text`; it does not define a newly processed population. Existing document selection, body-based deduplication, IDs, labels, split memberships and prepared VW features are unchanged.
|
| 59 |
|
| 60 |
NOOW means occurrence order after preprocessing, not untouched or reversible prose. English preprocessing uses Python 3.11.15, NLTK 3.9.2 and NLTK-data commit `550b6625bcef1f2abff2ff770a5a0d272c9c6b2a`: WordPunctTokenizer, lowercase per original span, minimum token length 2, averaged_perceptron_tagger_eng, WordNet POS mapping J/V/N/R with noun fallback, English stopword removal and `lemma.isalpha()` filtering. Names are not masked.
|
| 61 |
|
SHA256SUMS
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
947f03cf79a99d7f9061220c575021c918ae95f64ab75c4112917be804fb51cd .gitattributes
|
| 2 |
-
|
| 3 |
dffd02d522c1cb894d4fd1eebe0e4b6098d045fac77755fc8f49341388b32750 SOURCE_README.md
|
| 4 |
-
|
| 5 |
b9959f976605f8b418f6565fec8228e1bfbb0e8a7c314f0d1cf9b79258e9ac7c data/labels.json
|
| 6 |
-
|
| 7 |
d2e221cca3c7297d5b84f0d18dc2a7ba448e3775e33ff96a5e4bd30b33d13400 data/splits.json
|
|
|
|
| 1 |
947f03cf79a99d7f9061220c575021c918ae95f64ab75c4112917be804fb51cd .gitattributes
|
| 2 |
+
6291c21604daa190fbd5f38f09bb6fff461291d8a17a7eda13882462846498ca README.md
|
| 3 |
dffd02d522c1cb894d4fd1eebe0e4b6098d045fac77755fc8f49341388b32750 SOURCE_README.md
|
| 4 |
+
45f086796ca39994272e11a31a601ac2b8e91536f9bd812ce849be4c55042537 data/bow.csv
|
| 5 |
b9959f976605f8b418f6565fec8228e1bfbb0e8a7c314f0d1cf9b79258e9ac7c data/labels.json
|
| 6 |
+
1583bd93c7c5ef660fb18b255984d8a0caf721f8ac21026d40536f673a73ecbe data/noow.csv
|
| 7 |
d2e221cca3c7297d5b84f0d18dc2a7ba448e3775e33ff96a5e4bd30b33d13400 data/splits.json
|
data/bow.csv
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:45f086796ca39994272e11a31a601ac2b8e91536f9bd812ce849be4c55042537
|
| 3 |
+
size 261941524
|
data/noow.csv
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1583bd93c7c5ef660fb18b255984d8a0caf721f8ac21026d40536f673a73ecbe
|
| 3 |
+
size 290845394
|