Added wiki-comments, and activation of installation in CONTRIBUTING.md

CHANGELOG.md

@@ -5,6 +5,16 @@ All notable changes to this project will be documented in this file.
 
 The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 
+## [v1.2.11 - 2025-09-02
+
+### Changed
+
+- Updated Contributing.md to include the activation of the environment
+
+### Added
+
+- Added dataset: wiki-comments
+
 ## [v1.2.10] - 2025-08-18
 
 ### Changed

CONTRIBUTING.md

@@ -42,6 +42,12 @@ This repo comes with a few dependencies you need to install to make this run. It
 make install
 ```
 
+Now you can activate the environment with:
+
+```
+source .venv/bin/activate
+```
+
 ## Running dataset tests
 
 This dataset is special as it comes with a test suite, e.g. testing in the ids are unique and that the format is consistent. You can run the suite using
@@ -108,4 +114,4 @@ We will for instance examine the quality of the synthetic subset and whether the
 
 ### Do you accept non-Danish data
 
-Generally this repository is intended for Danish text, however quite broadly defined. For instance, we do accept data containing [code-switching](https://www.google.com/search?client=safari&rls=en&q=code+switching&ie=UTF-8&oe=UTF-8) and historical Danish text.
+Generally this repository is intended for Danish text, however quite broadly defined. For instance, we do accept data containing [code-switching](https://www.google.com/search?client=safari&rls=en&q=code+switching&ie=UTF-8&oe=UTF-8) and historical Danish text.

README.md

@@ -156,6 +156,10 @@ configs:
   data_files:
   - split: train
     path: data/wikipedia/*.parquet
+- config_name: wiki-comments
+  data_files:
+  - split: train
+    path: data/wiki-comments/*.parquet
 - config_name: nordjyllandnews
   data_files:
   - split: train
@@ -194,7 +198,7 @@ https://github.com/huggingface/datasets/blob/main/templates/README_guide.md
 <!-- START README TABLE -->
 |              |                                                                                                                                                             |
 | ------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| **Version** | 1.2.10 ([Changelog](/CHANGELOG.md)) |
+| **Version** | 1.2.11 ([Changelog](/CHANGELOG.md)) |
 | **Language** | dan, dansk, Danish                                                                                                                                          |
 | **License**  | Openly Licensed, See the respective dataset                                                                                                                 |
 | **Models**   | For model trained used this data see [danish-foundation-models](https://huggingface.co/danish-foundation-models)                                            |
@@ -233,8 +237,8 @@ https://github.com/huggingface/datasets/blob/main/templates/README_guide.md
 ## Dataset Description
 
 <!-- START-DESC-STATS -->
-- **Number of samples**: 5.60M
-- **Number of tokens (Llama 3)**: 5.88B
+- **Number of samples**: 5.61M
+- **Number of tokens (Llama 3)**: 5.89B
 - **Average document length in tokens (min, max)**: 1.05K (2, 9.81M)
 <!-- END-DESC-STATS -->
 
@@ -304,11 +308,11 @@ This dynaword consist of data from various domains (e.g., legal, books, social m
 | Social Media | [hest]                                                                                                   | 389.32M     |
 | Other        | [ncc_parliament], [dannet], [depbank], [synne]                                                           | 340.59M     |
 | Web          | [ai-aktindsigt], [ncc_maalfrid], [miljoeportalen]                                                        | 295.87M     |
-| Encyclopedic | [wikisource], [wikipedia]                                                                                | 179.61M     |
+| Encyclopedic | [wikisource], [wikipedia], [wiki-comments]                                                               | 185.75M     |
 | Medical      | [health_hovedstaden]                                                                                     | 27.07M      |
 | Readaloud    | [nota]                                                                                                   | 7.30M       |
 | Dialect      | [botxt]                                                                                                  | 847.97K     |
-| **Total**    |                                                                                                          | 5.88B       |
+| **Total**    |                                                                                                          | 5.89B       |
 
 [ai-aktindsigt]: data/ai-aktindsigt/ai-aktindsigt.md
 [cellar]: data/cellar/cellar.md
@@ -343,6 +347,7 @@ This dynaword consist of data from various domains (e.g., legal, books, social m
 [naat]: data/naat/naat.md
 [synne]: data/synne/synne.md
 [wikipedia]: data/wikipedia/wikipedia.md
+[wiki-comments]: data/wiki-comments/wiki-comments.md
 [nordjyllandnews]: data/nordjyllandnews/nordjyllandnews.md
 [relig]: data/relig/relig.md
 [nota]: data/nota/nota.md
@@ -369,13 +374,13 @@ The following gives an overview of the licensing in the Dynaword. To get the exa
 These license is applied to the constituent data, i.e., the text. The collection of datasets (metadata, quality control, etc.) is licensed under [CC-0](https://creativecommons.org/publicdomain/zero/1.0/legalcode.en).
 
 <!-- START-LICENSE TABLE -->
-| License                         | Sources                                                                                                                                                                                                                                                                             | N. Tokens   |
-|:--------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------|
-| CC-BY-SA 4.0                    | [cellar], [enevaeldens_nyheder], [eur-lex-sum-da], [fm-udgivelser], [memo], [tv2r], [jvj], [depbank]                                                                                                                                                                                | 2.41B       |
-| CC-0                            | [grundtvig], [danske-taler], [ncc_books], [ncc_newspaper], [miljoeportalen], [opensubtitles], [ep], [ft], [wikisource], [spont], [adl], [hest], [skat], [retspraksis], [wikibooks], [botxt], [naat], [synne], [wikipedia], [nordjyllandnews], [relig], [nota], [health_hovedstaden] | 2.06B       |
-| Other (No attribution required) | [retsinformationdk], [domsdatabasen]                                                                                                                                                                                                                                                | 904.61M     |
-| Other (Attribution required)    | [ai-aktindsigt], [ncc_maalfrid], [ncc_parliament], [dannet], [gutenberg]                                                                                                                                                                                                            | 515.61M     |
-| **Total**                       |                                                                                                                                                                                                                                                                                     | 5.88B       |
+| License                         | Sources                                                                                                                                                                                                                                                                                              | N. Tokens   |
+|:--------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------|
+| CC-BY-SA 4.0                    | [cellar], [enevaeldens_nyheder], [eur-lex-sum-da], [fm-udgivelser], [memo], [tv2r], [jvj], [depbank]                                                                                                                                                                                                 | 2.41B       |
+| CC-0                            | [grundtvig], [danske-taler], [ncc_books], [ncc_newspaper], [miljoeportalen], [opensubtitles], [ep], [ft], [wikisource], [spont], [adl], [hest], [skat], [retspraksis], [wikibooks], [botxt], [naat], [synne], [wikipedia], [wiki-comments], [nordjyllandnews], [relig], [nota], [health_hovedstaden] | 2.06B       |
+| Other (No attribution required) | [retsinformationdk], [domsdatabasen]                                                                                                                                                                                                                                                                 | 904.61M     |
+| Other (Attribution required)    | [ai-aktindsigt], [ncc_maalfrid], [ncc_parliament], [dannet], [gutenberg]                                                                                                                                                                                                                             | 515.61M     |
+| **Total**                       |                                                                                                                                                                                                                                                                                                      | 5.89B       |
 
 [ai-aktindsigt]: data/ai-aktindsigt/ai-aktindsigt.md
 [cellar]: data/cellar/cellar.md
@@ -410,6 +415,7 @@ These license is applied to the constituent data, i.e., the text. The collection
 [naat]: data/naat/naat.md
 [synne]: data/synne/synne.md
 [wikipedia]: data/wikipedia/wikipedia.md
+[wiki-comments]: data/wiki-comments/wiki-comments.md
 [nordjyllandnews]: data/nordjyllandnews/nordjyllandnews.md
 [relig]: data/relig/relig.md
 [nota]: data/nota/nota.md
@@ -509,6 +515,7 @@ You can learn more about each dataset by pressing the link in the first column.
 | [nota]                | The text only part of the [Nota lyd- og tekstdata](https://sprogteknologi.dk/dataset/nota-lyd-og-tekstdata) dataset                                                                    | Readaloud    | 7.30M       | [CC-0]                 |
 | [gutenberg]           | The Danish subsection from Project [Gutenberg](https://www.gutenberg.org)                                                                                                              | Books        | 6.76M       | [Gutenberg]            |
 | [wikisource]          | The Danish subsection of [Wikisource](https://en.wikisource.org/wiki/Main_Page)                                                                                                        | Encyclopedic | 6.28M       | [CC-0]                 |
+| [wiki-comments]       | Text from the comments sections of the Danish Wikipedia                                                                                                                                | Encyclopedic | 6.14M       | [CC-0]                 |
 | [jvj]                 | The works of the Danish author and poet, [Johannes V. Jensen](https://da.wikipedia.org/wiki/Johannes_V._Jensen)                                                                        | Books        | 3.55M       | [CC-BY-SA 4.0]         |
 | [spont]               | Conversational samples collected as a part of research projects at Aarhus University                                                                                                   | Conversation | 1.56M       | [CC-0]                 |
 | [dannet]              | [DanNet](https://cst.ku.dk/projekter/dannet) is a Danish WordNet                                                                                                                       | Other        | 1.48M       | [DanNet 1.0]           |
@@ -518,7 +525,7 @@ You can learn more about each dataset by pressing the link in the first column.
 | [naat]                | Danish speeches from 1930-2022                                                                                                                                                         | Conversation | 286.68K     | [CC-0]                 |
 | [depbank]             | The Danish subsection of the [Universal Dependencies Treebank](https://github.com/UniversalDependencies/UD_Danish-DDT)                                                                 | Other        | 185.45K     | [CC-BY-SA 4.0]         |
 | [synne]               | Dataset collected from [synnejysk forening's website](https://www.synnejysk.dk), covering the Danish dialect sønderjysk                                                                | Other        | 52.02K      | [CC-0]                 |
-| **Total**             |                                                                                                                                                                                        |              | 5.88B       |                        |
+| **Total**             |                                                                                                                                                                                        |              | 5.89B       |                        |
 
 [ai-aktindsigt]: data/ai-aktindsigt/ai-aktindsigt.md
 [cellar]: data/cellar/cellar.md
@@ -553,6 +560,7 @@ You can learn more about each dataset by pressing the link in the first column.
 [naat]: data/naat/naat.md
 [synne]: data/synne/synne.md
 [wikipedia]: data/wikipedia/wikipedia.md
+[wiki-comments]: data/wiki-comments/wiki-comments.md
 [nordjyllandnews]: data/nordjyllandnews/nordjyllandnews.md
 [relig]: data/relig/relig.md
 [nota]: data/nota/nota.md

data/wiki-comments/create.py

@@ -0,0 +1,121 @@
+# /// script
+# requires-python = "==3.12"
+# dependencies = [
+#     "datasets==3.2.0",
+#     "dynaword",
+#     "fasttext",
+#     "huggingface_hub"
+# ]
+# [tool.uv.sources]
+# dynaword = { git = "https://huggingface.co/datasets/danish-foundation-models/danish-dynaword", rev = "6b3822fd6965dda59ae361da99c19b5c56c1263f" }
+# ///
+"""
+This script downloads and cleans Wikipedia, it only keeps the user comments. 
+"""
+import html
+import json
+import os
+import requests
+import sys
+
+from datasets import IterableDataset
+from datasets import Dataset
+import fasttext
+from huggingface_hub import hf_hub_download
+
+from dynaword.process_dataset import (
+    add_token_count,
+    ensure_column_order,
+    remove_duplicate_text,
+    remove_empty_texts,
+)
+
+
+def run_cmd(cmd):
+    print(cmd)
+    os.system(cmd)
+
+def download_data(lang, date):
+    filename = lang + 'wiki-' + date + '-pages-articles.xml.bz2'
+    if not os.path.isfile(filename):
+        url = 'https://dumps.wikimedia.org/' + lang + 'wiki/' + date + '/' + filename
+        response = requests.get(url)
+
+        with open(filename, "wb") as file:
+            file.write(response.content)
+
+    return filename
+
+def install_wikiextractor():
+    if not os.path.isdir('wikiextractor'):
+        cmd = 'git clone https://github.com/robvanderg/wikiextractor.git'
+        run_cmd(cmd)
+
+def run_wikiextractor(in_path, out_path):
+    # clean the data
+    if not os.path.isdir('wikiextractor/' + out_path):
+        cmd = 'cd wikiextractor && python3 -m wikiextractor.WikiExtractor ../' + in_path + ' -o ' + out_path + ' --get_misc --json && cd ../ '
+        run_cmd(cmd)
+
+def read_and_clean(path):
+    # Load fasttext model
+    model_path = hf_hub_download(repo_id="facebook/fasttext-language-identification", filename="model.bin")
+    fasttext_model = fasttext.load_model(model_path)
+
+    comment_id = 0
+    all_rows = []
+    for (root,dirs,files) in os.walk(path, topdown=True):
+        for file in files:
+            path = os.path.join(root, file)
+            for line in open(path):
+                linedata = json.loads(line)
+                title = linedata['title']
+                category = title.split(':')[0]
+                if category == 'Wikipedia':
+                    if title.startswith('Wikipedia:Dagens '):
+                        continue
+                    id = 'wikicomment_' + str(comment_id)
+                    comment_id += 1
+                else: # There is more data, but we just want to comments for now
+                    continue
+                source = 'wiki_misc'
+                # TODO add linedata['url'] somewhere?
+                text = html.unescape(linedata['text'])
+                lines = line.split('\n')
+                filtered_text = ''
+                for line in text.split('\n'):
+                    if '{{}}' in text: # unresolved templates
+                        continue
+
+                    lang_pred = fasttext_model.predict(line)
+                    if lang_pred[0][0] == '__label__dan_Latn' and lang_pred[1][0] > .5:    
+                        filtered_text += line.replace('[', '').replace(']', '') + '\n'
+                added = '2025-07-21'
+                created = '2002-02-01, 2025-07-20'
+                row = {"id": id, "text": filtered_text, "source": source, "added": added, "created": created}
+                all_rows.append(row)
+    return all_rows
+     
+
+if __name__ == '__main__':
+    date = '20250720' # obtained from https://dumps.wikimedia.org/dawiki/
+    lang = 'da'
+    bz2_path = download_data(lang, date)
+
+    install_wikiextractor()
+    data_folder = lang + 'wiki-misc-' + date
+    run_wikiextractor(bz2_path, data_folder)
+
+    full_data = read_and_clean('wikiextractor/' + data_folder)
+    print(len(full_data))
+    exit(1)
+
+    ds = Dataset.from_list(full_data)
+
+    ds = remove_empty_texts(ds)
+    ds = remove_duplicate_text(ds)
+    ds = add_token_count(ds)
+    ds = ensure_column_order(ds)
+
+    ds.to_parquet('data/wiki-comments/wiki-comments.parquet')
+

data/wiki-comments/descriptive_stats.json

@@ -0,0 +1,9 @@
+{
+  "number_of_samples": 11592,
+  "number_of_tokens": 6135139,
+  "min_length_tokens": 4,
+  "max_length_tokens": 27781,
+  "number_of_characters": 18190596,
+  "min_length_characters": 6,
+  "max_length_characters": 80999
+}

data/wiki-comments/wiki-comments.md

@@ -0,0 +1,100 @@
+---
+pretty_name: Wikipedia Comments
+language:
+- da
+license: cc0-1.0
+license_name: CC-0
+size_categories:
+- 100k-1M
+task_categories:
+- text-generation
+- fill-mask
+task_ids:
+- language-modeling
+domains:
+- Encyclopedic
+---
+
+# Dataset Card for Wikipedia Comments
+
+<!-- START-SHORT DESCRIPTION -->
+Text from the comments sections of the Danish Wikipedia.
+<!-- END-SHORT DESCRIPTION -->
+
+
+You can read more about Danish Wikipedia on their [about](https://da.wikipedia.org/wiki/Hj%C3%A6lp:Om) page. This dataset contains meta-discussion as opposed to the direct pages. This includes discussions about contents of specific pages, but also questions about how to achieve certain things. An example page can be found on: https://da.wikipedia.org/wiki/Wikipedia:Landsbybr%C3%B8nden/Vejledning_efterlyses. For this specific version, the Wikipedia downloads of 20250720 have been used, this can easily be updated in the `create.py` script. 
+
+## Dataset Description
+
+
+<!-- START-DESC-STATS -->
+- **Number of samples**: 11.59K
+- **Number of tokens (Llama 3)**: 6.14M
+- **Average document length in tokens (min, max)**: 529.26 (4, 27.78K)
+<!-- END-DESC-STATS -->
+
+
+
+## Dataset Structure
+An example from the dataset looks as follows.
+
+
+<!-- START-SAMPLE -->
+```py
+{
+  "id": "wikicomment_0",
+  "text": "## Vejledning efterlyses.\nJeg har ledt og ledt alle steder efter tip om, hvordan man kan bruge et bi[...]",
+  "source": "wiki_misc",
+  "added": "2025-07-21",
+  "created": "2002-02-01, 2025-07-20",
+  "token_count": 385
+}
+```
+
+### Data Fields
+
+An entry in the dataset consists of the following fields:
+
+- `id` (`str`): An unique identifier for each document.
+- `text`(`str`): The content of the document.
+- `source` (`str`): The source of the document (see [Source Data](#source-data)).
+- `added` (`str`): An date for when the document was added to this collection.
+- `created` (`str`): An date range for when the document was originally created.
+- `token_count` (`int`): The number of tokens in the sample computed using the Llama 8B tokenizer
+<!-- END-SAMPLE -->
+
+### Dataset Statistics
+
+<!-- START-DATASET PLOTS -->
+<p align="center">
+<img src="./images/dist_document_length.png" width="600" style="margin-right: 10px;" />
+</p>
+<!-- END-DATASET PLOTS -->
+
+
+
+## Additional Information
+
+This dataset is collected using an adapted version of the [WikiExtractor](https://github.com/attardi/wikiextractor). Rob van der Goot created a fork that allows for extracting additional text from Wiki's. The fork can be found here: [WikiExtractor](https://github.com/robvanderg/wikiextractor.git). 
+
+After inspection of the different outputs, there are multiple categories of files, which can most easily be distinguished through the title field. Below, I list the different categories, their size (number of pages), and what they seem to contain after a manual inspection. 
+
+```
+  71472 Kategori: category overview pages
+  19992 Wikipedia: Comments, but also daily articles
+   2379 Portal: Also monthly articles, and some lists/calendars 
+   1360 MediaWiki: About files, contains almost no natural language
+    726 Modul: technical stuff, contains almost no (Danish) text
+    171 Hjælp: help pages; info and comments
+```
+
+In the current version of the dataset, we used the titles starting with `Wikipedia:` , and remove the daily articles by leaving out titles starting with "Wikipedia:Dagens".
+
+In this data we include comments where people discuss things like: content of pages, writing style, which pages/information to include/exclude, etc. It also includes pages written for people that contribute to Wikipedia.  
+
+
+## Opportunities for Improvement
+The wikiextractor outputs some incomplete sentences, where entities seem to be missing. This is a known issue: https://github.com/attardi/wikiextractor/issues/33 , but in the Wikipedia section of DynaWord, other extractors seems to have given better results, so it would be nice if they could be adapted to extract comments as well. We have choosen to remove entire lines when we know that words are missing, to avoid disrupting the context.
+
+Language filtering is done with pre-trained fastText, which is definitely not a perfect solution (but the majority of text should already be Danish, and quality of English-Danish should be ok).
+

data/wiki-comments/wiki-comments.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64c8b39dcd96ef6ac2bcfb5403cf9cd74f2ee17b954de3478f543922ee8dea5e
+size 10828848

descriptive_stats.json

@@ -1,9 +1,9 @@
 {
-  "number_of_samples": 5600476,
-  "number_of_tokens": 5883315984,
+  "number_of_samples": 5612068,
+  "number_of_tokens": 5889451123,
   "min_length_tokens": 2,
   "max_length_tokens": 9812841,
-  "number_of_characters": 17772456492,
+  "number_of_characters": 17790647088,
   "min_length_characters": 1,
   "max_length_characters": 37287484
 }

images/dataset_size_plot.html

@@ -3880,6 +3880,6 @@ maplibre-gl/dist/maplibre-gl.js:
 
 window.Plotly = Plotly;
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pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "dynaword"
-version = "1.2.10"
+version = "1.2.11"
 description = "project code for the danish dynaword project"
 readme = "README.md"
 requires-python = ">=3.12,<3.13" # 3.13 have issues with spacy and pytorch

test_results.log

@@ -1,26 +1,25 @@
 ============================= test session starts ==============================
-platform darwin -- Python 3.12.0, pytest-8.3.4, pluggy-1.5.0
-rootdir: /Users/kristianjensen/Documents/danish-dynaword
+platform linux -- Python 3.12.3, pytest-8.3.4, pluggy-1.5.0
+rootdir: /home/rob/Projects/danish-dynaword8
 configfile: pyproject.toml
-plugins: anyio-4.9.0
-collected 346 items
+collected 355 items
 
-src/tests/test_dataset_schema.py ....................................... [ 11%]
-.....................................                                    [ 21%]
+src/tests/test_dataset_schema.py ....................................... [ 10%]
+.......................................                                  [ 21%]
 src/tests/test_datasheets.py ........................................... [ 34%]
-........................................................................ [ 55%]
-........................................................................ [ 76%]
-...                                                                      [ 76%]
+........................................................................ [ 54%]
+........................................................................ [ 74%]
+........                                                                 [ 76%]
 src/tests/test_load.py ..                                                [ 77%]
-src/tests/test_quality/test_duplicates.py .............................. [ 86%]
-........s                                                                [ 88%]
-src/tests/test_quality/test_short_texts.py ............................. [ 97%]
-.........                                                                [ 99%]
+src/tests/test_quality/test_duplicates.py .............................. [ 85%]
+.........s                                                               [ 88%]
+src/tests/test_quality/test_short_texts.py ............................. [ 96%]
+..........                                                               [ 99%]
 src/tests/test_unique_ids.py .                                           [100%]
 
 =============================== warnings summary ===============================
-src/tests/test_quality/test_short_texts.py: 38 warnings
-  /Users/kristianjensen/Documents/danish-dynaword/.venv/lib/python3.12/site-packages/datasets/utils/_dill.py:385: DeprecationWarning: co_lnotab is deprecated, use co_lines instead.
+src/tests/test_quality/test_short_texts.py: 39 warnings
+  /home/rob/Projects/danish-dynaword8/.venv/lib/python3.12/site-packages/datasets/utils/_dill.py:385: DeprecationWarning: co_lnotab is deprecated, use co_lines instead.
 
 -- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
-============ 345 passed, 1 skipped, 38 warnings in 89.12s (0:01:29) ============
+=========== 354 passed, 1 skipped, 39 warnings in 224.38s (0:03:44) ============

uv.lock

@@ -257,7 +257,7 @@ wheels = [
 
 [[package]]
 name = "dynaword"
-version = "1.2.10"
+version = "1.2.11"
 source = { editable = "." }
 dependencies = [
     { name = "datasets" },