clean ncc

README.md

@@ -17,6 +17,22 @@ configs:
   data_files:
   - split: train
     path: data/danske-taler/*.parquet
+- config_name: ncc_books
+  data_files:
+  - split: train
+    path: data/ncc_books/*.parquet
+- config_name: ncc_newspapers
+  data_files:
+  - split: train
+    path: data/ncc_newspapers/*.parquet
+- config_name: ncc_maalfrid
+  data_files:
+  - split: train
+    path: data/ncc_maalfrid/*.parquet
+- config_name: ncc_parliament
+  data_files:
+  - split: train
+    path: data/ncc_parliament/*.parquet
 - config_name: eur-lex-sum-da
   data_files:
   - split: train
@@ -174,9 +190,9 @@ https://github.com/huggingface/datasets/blob/main/templates/README_guide.md
 <!-- START README TABLE -->
 |              |                                                                                                                                                             |
 | ------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| **Version** | 1.0.12 ([Changelog](/CHANGELOG.md)) |
+| **Version** | 1.1.0 ([Changelog](/CHANGELOG.md)) |
 | **Language** | dan, dansk, Danish                                                                                                                                          |
-| **License**  | Openly Licensed, See the respective dataset                                                                                                                     |
+| **License**  | Openly Licensed, See the respective dataset                                                                                                                 |
 | **Models**   | For model trained used this data see [danish-foundation-models](https://huggingface.co/danish-foundation-models)                                            |
 | **Contact**  | If you have question about this project please create an issue [here](https://huggingface.co/datasets/danish-foundation-models/danish-dynaword/discussions) |
 
@@ -311,39 +327,39 @@ This data generally contains no annotation besides the metadata attached to each
 Below follows a brief overview of the sources in the corpus along with their individual license.
 
 <!-- START-MAIN TABLE -->
-| Source              | Description                                                                                                                                   | Domain        | N. Tokens   | License                |
-|:--------------------|:----------------------------------------------------------------------------------------------------------------------------------------------|:--------------|:------------|:-----------------------|
-| **Total**           |                                                                                                                                               |               | 3.36B       |                        |
-| [cellar]            | The official digital repository for European Union legal documents and open data                                                              | Legal         | 1.15B       | [CC-BY-SA 4.0]         |
-| [retsinformationdk] | [retsinformation.dk](https://www.retsinformation.dk) (legal-information.dk) the official legal information system of Denmark                  | Legal         | 516.35M     | [Danish Copyright Law] |
-| [hest]              | Samples from the Danish debate forum www.heste-nettet.dk                                                                                      | Social Media  | 389.32M     | [CC-0]                 |
-| [opensubtitles]     | Danish subsection of [OpenSubtitles](https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles)                                         | Conversations | 271.60M     | [CC-0]                 |
-| [ai-aktindsigt]     | Multiple web scrapes from municipality websites collected as a part of the [AI-aktindsigt](https://ai-aktindsigt.dk) project                  | Web           | 139.23M     | [Apache 2.0]           |
-| [miljoeportalen]    | Data from [Danmarks Miljøportalen](https://www.miljoeportal.dk/om-danmarks-miljoeportal/) (Denmark's Environment Portal)                      | Web           | 127.38M     | [CC-0]                 |
-| [skat]              | Skat is the Danish tax authority. This dataset contains content from its website skat.dk                                                      | Legal         | 122.11M     | [CC-0]                 |
-| [wiki]              | The Danish subsection of [wikipedia](https://en.wikipedia.org/wiki/Main_Page)                                                                 | Encyclopedic  | 122.00M     | [CC-0]                 |
-| [ft]                | Records from all meetings of The Danish parliament (Folketinget) in the parliament hall                                                       | Conversation  | 114.09M     | [CC-0]                 |
-| [ep]                | The Danish subsection of [Europarl](https://aclanthology.org/2005.mtsummit-papers.11/)                                                        | Conversation  | 100.84M     | [CC-0]                 |
-| [adl]               | Danish literature from 1700-2023 from the Archive for Danish Literature (ADL)                                                                 | Books         | 58.49M      | [CC-0]                 |
-| [retspraksis]       | Case law or judical practice in Denmark derived from [Retspraksis](https://da.wikipedia.org/wiki/Retspraksis)                                 | Legal         | 56.26M      | [CC-0]                 |
-| [fm-udgivelser]     | The official publication series of the Danish Ministry of Finance containing economic analyses, budget proposals, and fiscal policy documents | Legal         | 50.34M      | [CC-BY-SA 4.0]         |
-| [nordjyllandnews]   | Articles from the Danish Newspaper [TV2 Nord](https://www.tv2nord.dk)                                                                         | News          | 37.90M      | [CC-0]                 |
-| [eur-lex-sum-da]    | The Danish subsection of EUR-lex SUM consisting of EU legislation paired with professionally written summaries                                | Legal         | 31.37M      | [CC-BY-SA 4.0]         |
-| [tv2r]              | Contemporary Danish newswire articles published between 2010 and 2019                                                                         | News          | 21.67M      | [CC-BY-SA 4.0]         |
-| [memo]              | The MeMo corpus comprising almost all Danish novels from the period 1870-1899, known as the Modern Breakthrough                               | Books         | 9.28M       | [CC-BY-SA 4.0]         |
-| [danske-taler]      | Danish Speeches from [dansketaler.dk](https://www.dansketaler.dk)                                                                             | Speeches      | 8.23M       | [CC-0]                 |
-| [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]            |
-| [wikibooks]         | The Danish Subsection of [Wikibooks](https://www.wikibooks.org)                                                                               | Encyclopedic  | 6.24M       | [CC-0]                 |
-| [wikisource]        | The Danish subsection of [Wikisource](https://en.wikisource.org/wiki/Main_Page)                                                               | Encyclopedic  | 5.34M       | [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                                                          | Conversations | 1.56M       | [CC-0]                 |
-| [dannet]            | [DanNet](https://cst.ku.dk/projekter/dannet) is a Danish WordNet                                                                              | Other         | 1.48M       | [DanNet 1.0]           |
-| [relig]             | Danish religious text from the 1700-2022                                                                                                      | Books         | 1.24M       | [CC-0]                 |
-| [botxt]             | The Bornholmsk Ordbog Dictionary Project                                                                                                      | Dialect       | 847.97K     | [CC-0]                 |
-| [naat]              | Danish speeches from 1930-2022                                                                                                                | Conversations | 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]                 |
+| Source              | Description                                                                                                                                   | Domain        | N. Tokens | License                |
+| :------------------ | :-------------------------------------------------------------------------------------------------------------------------------------------- | :------------ | :-------- | :--------------------- |
+| **Total**           |                                                                                                                                               |               | 3.36B     |                        |
+| [cellar]            | The official digital repository for European Union legal documents and open data                                                              | Legal         | 1.15B     | [CC-BY-SA 4.0]         |
+| [retsinformationdk] | [retsinformation.dk](https://www.retsinformation.dk) (legal-information.dk) the official legal information system of Denmark                  | Legal         | 516.35M   | [Danish Copyright Law] |
+| [hest]              | Samples from the Danish debate forum www.heste-nettet.dk                                                                                      | Social Media  | 389.32M   | [CC-0]                 |
+| [opensubtitles]     | Danish subsection of [OpenSubtitles](https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles)                                         | Conversations | 271.60M   | [CC-0]                 |
+| [ai-aktindsigt]     | Multiple web scrapes from municipality websites collected as a part of the [AI-aktindsigt](https://ai-aktindsigt.dk) project                  | Web           | 139.23M   | [Apache 2.0]           |
+| [miljoeportalen]    | Data from [Danmarks Miljøportalen](https://www.miljoeportal.dk/om-danmarks-miljoeportal/) (Denmark's Environment Portal)                      | Web           | 127.38M   | [CC-0]                 |
+| [skat]              | Skat is the Danish tax authority. This dataset contains content from its website skat.dk                                                      | Legal         | 122.11M   | [CC-0]                 |
+| [wiki]              | The Danish subsection of [wikipedia](https://en.wikipedia.org/wiki/Main_Page)                                                                 | Encyclopedic  | 122.00M   | [CC-0]                 |
+| [ft]                | Records from all meetings of The Danish parliament (Folketinget) in the parliament hall                                                       | Conversation  | 114.09M   | [CC-0]                 |
+| [ep]                | The Danish subsection of [Europarl](https://aclanthology.org/2005.mtsummit-papers.11/)                                                        | Conversation  | 100.84M   | [CC-0]                 |
+| [adl]               | Danish literature from 1700-2023 from the Archive for Danish Literature (ADL)                                                                 | Books         | 58.49M    | [CC-0]                 |
+| [retspraksis]       | Case law or judical practice in Denmark derived from [Retspraksis](https://da.wikipedia.org/wiki/Retspraksis)                                 | Legal         | 56.26M    | [CC-0]                 |
+| [fm-udgivelser]     | The official publication series of the Danish Ministry of Finance containing economic analyses, budget proposals, and fiscal policy documents | Legal         | 50.34M    | [CC-BY-SA 4.0]         |
+| [nordjyllandnews]   | Articles from the Danish Newspaper [TV2 Nord](https://www.tv2nord.dk)                                                                         | News          | 37.90M    | [CC-0]                 |
+| [eur-lex-sum-da]    | The Danish subsection of EUR-lex SUM consisting of EU legislation paired with professionally written summaries                                | Legal         | 31.37M    | [CC-BY-SA 4.0]         |
+| [tv2r]              | Contemporary Danish newswire articles published between 2010 and 2019                                                                         | News          | 21.67M    | [CC-BY-SA 4.0]         |
+| [memo]              | The MeMo corpus comprising almost all Danish novels from the period 1870-1899, known as the Modern Breakthrough                               | Books         | 9.28M     | [CC-BY-SA 4.0]         |
+| [danske-taler]      | Danish Speeches from [dansketaler.dk](https://www.dansketaler.dk)                                                                             | Speeches      | 8.23M     | [CC-0]                 |
+| [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]            |
+| [wikibooks]         | The Danish Subsection of [Wikibooks](https://www.wikibooks.org)                                                                               | Encyclopedic  | 6.24M     | [CC-0]                 |
+| [wikisource]        | The Danish subsection of [Wikisource](https://en.wikisource.org/wiki/Main_Page)                                                               | Encyclopedic  | 5.34M     | [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                                                          | Conversations | 1.56M     | [CC-0]                 |
+| [dannet]            | [DanNet](https://cst.ku.dk/projekter/dannet) is a Danish WordNet                                                                              | Other         | 1.48M     | [DanNet 1.0]           |
+| [relig]             | Danish religious text from the 1700-2022                                                                                                      | Books         | 1.24M     | [CC-0]                 |
+| [botxt]             | The Bornholmsk Ordbog Dictionary Project                                                                                                      | Dialect       | 847.97K   | [CC-0]                 |
+| [naat]              | Danish speeches from 1930-2022                                                                                                                | Conversations | 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]                 |
 
 [ai-aktindsigt]: data/ai-aktindsigt/ai-aktindsigt.md
 [cellar]: data/cellar/cellar.md

clean_and_deduplicate.py

@@ -6,10 +6,10 @@ from datasets import Dataset, load_dataset
 
 from dynaword.datasheet import DataSheet
 from dynaword.process_dataset import (
+    add_token_count,
     ensure_column_order,
-    # add_token_count,
-    # remove_duplicate_text,
-    # remove_empty_texts,
+    remove_duplicate_text,
+    remove_empty_texts,
 )
 
 logger = logging.getLogger(__name__)
@@ -30,14 +30,17 @@ for dataset_cfg in sheet.frontmatter["configs"][1:]:
     ds = load_dataset(_data_path.as_posix(), split="train")
 
     ds = cast(Dataset, ds)
+    if "token_count" in ds.column_names:
+        logger.info("Token count already exists, skipping")
+        continue
 
     cols_to_remove = [
         c for c in ds.column_names if c in ["license", "metadata", "domain"]
     ]
     ds = ds.remove_columns(cols_to_remove)
-    # ds = add_token_count(ds)
-    # ds = remove_empty_texts(ds)
-    # ds = remove_duplicate_text(ds)
+    ds = add_token_count(ds)
+    ds = remove_empty_texts(ds)
+    ds = remove_duplicate_text(ds)
     ds = ensure_column_order(ds)
 
     # save dataset

data/ncc_books/ncc_books.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:573d5383e77c46433c8d311dc82decad28171ca5a93fbc794c746d5c19622ee1
-size 978600075
+oid sha256:4b3f2cc7fbfc6fdf31ee760d65a38f489846b89c22ea87ba4b444c9ebfe56bd1
+size 978761307

data/ncc_maalfrid/ncc_maalfrid.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cbd78231ab0d8bf217d43e74fff25f6746f1667219002242ab9fe93e8f660ae2
-size 54719348
+oid sha256:61c5d07f6634386872cc94aa6e2f670bb5d928364360fa934565c35b8fd1ba5d
+size 54970623

data/ncc_newspapers/ncc_newspapers.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9b7c44c949f42d2fee6cab10b6b565511374592e57ce6f12aa1c1e3f3f57f485
-size 427218
+oid sha256:670fd0207f7b1a24b0f0fdaba4c78690067b078ecd17a87496be49359a74eb0d
+size 428063

data/ncc_parliament/ncc_parliament.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2d95c88eb66289cd0cee6396a0003c848a62065adaf5e7343e80045b1b62d7a3
-size 540988412
+oid sha256:41256bd4001d87fc05c81a4757b5203c01cb7bb9b7ea7d7d3ac89c3c5c393951
+size 541074238

pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "dynaword"
-version = "1.0.11"
+version = "1.1.0"
 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
@@ -13,6 +13,8 @@ dependencies = [
     "plotnine>=0.14.5",     # figures
     "tomlkit>=0.13.2",      # reading toml
     "transformers>=4.47.1", # tokenization
+    "plotly>=6.0.1",
+    "nbformat>=4.2.0",
 ]
 
 [dependency-groups]

src/dynaword/plots.py

@@ -2,17 +2,35 @@ import logging
 from pathlib import Path
 
 import pandas as pd
+import plotly.express as px
 import plotnine as pn
 from datasets import Dataset
 
+from dynaword.tables import create_overview_table
+
 logger = logging.getLogger(__name__)
 
 
-# TODO:
-# make double pie chart
-# inner layer: Domains
-# Outer layer: source
+def create_domain_distribution_plot(
+    save_dir: Path,
+):
+    df = create_overview_table(
+        add_readable_tokens=False, add_total_row=False, add_readme_references=False
+    )
+    fig = px.sunburst(df, path=["Domain", "Source"], values="N. Tokens")
+
+    fig.update_traces(textinfo="label+percent entry")
+    fig.update_layout(title="Dataset Distribution by Domain and Source")
 
+    img_path = save_dir / "images"
+    img_path.mkdir(parents=False, exist_ok=True)
+    save_path = img_path / "domain_distribution.png"
+    fig.write_image(
+        save_path,
+        width=800,
+        height=800,
+        scale=2,
+    )
 
 def create_descriptive_statistics_plots(
     dataset: Dataset,

uv.lock

@@ -258,11 +258,13 @@ wheels = [
 
 [[package]]
 name = "dynaword"
-version = "1.0.11"
+version = "1.1.0"
 source = { editable = "." }
 dependencies = [
     { name = "datasets" },
     { name = "gitpython" },
+    { name = "nbformat" },
+    { name = "plotly" },
     { name = "plotnine" },
     { name = "pydantic" },
     { name = "tabulate" },
@@ -282,6 +284,8 @@ dev = [
 requires-dist = [
     { name = "datasets", specifier = ">=3.0.0" },
     { name = "gitpython", specifier = ">=3.1.43" },
+    { name = "nbformat", specifier = ">=4.2.0" },
+    { name = "plotly", specifier = ">=6.0.1" },
     { name = "plotnine", specifier = ">=0.14.5" },
     { name = "pydantic", specifier = ">=2.10.4" },
     { name = "tabulate", specifier = ">=0.9.0" },
@@ -306,6 +310,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b5/fd/afcd0496feca3276f509df3dbd5dae726fcc756f1a08d9e25abe1733f962/executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf", size = 25805 },
 ]
 
+[[package]]
+name = "fastjsonschema"
+version = "2.21.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8b/50/4b769ce1ac4071a1ef6d86b1a3fb56cdc3a37615e8c5519e1af96cdac366/fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4", size = 373939 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/90/2b/0817a2b257fe88725c25589d89aec060581aabf668707a8d03b2e9e0cb2a/fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667", size = 23924 },
+]
+
 [[package]]
 name = "filelock"
 version = "3.16.1"
@@ -486,6 +499,33 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9", size = 1572278 },
 ]
 
+[[package]]
+name = "jsonschema"
+version = "4.23.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "jsonschema-specifications" },
+    { name = "referencing" },
+    { name = "rpds-py" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/38/2e/03362ee4034a4c917f697890ccd4aec0800ccf9ded7f511971c75451deec/jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4", size = 325778 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/69/4a/4f9dbeb84e8850557c02365a0eee0649abe5eb1d84af92a25731c6c0f922/jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566", size = 88462 },
+]
+
+[[package]]
+name = "jsonschema-specifications"
+version = "2025.4.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "referencing" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bf/ce/46fbd9c8119cfc3581ee5643ea49464d168028cfb5caff5fc0596d0cf914/jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608", size = 15513 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/01/0e/b27cdbaccf30b890c40ed1da9fd4a3593a5cf94dae54fb34f8a4b74fcd3f/jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af", size = 18437 },
+]
+
 [[package]]
 name = "jupyter-client"
 version = "8.6.3"
@@ -631,6 +671,30 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/da/d9/f7f9379981e39b8c2511c9e0326d212accacb82f12fbfdc1aa2ce2a7b2b6/multiprocess-0.70.16-py39-none-any.whl", hash = "sha256:a0bafd3ae1b732eac64be2e72038231c1ba97724b60b09400d68f229fcc2fbf3", size = 133351 },
 ]
 
+[[package]]
+name = "narwhals"
+version = "1.38.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/dd/fa/f4c2b2524b6b1e7475af933849ecaad280822eab5631151ccb1993d600ce/narwhals-1.38.2.tar.gz", hash = "sha256:7c5fbc9f2b8e1d5d95f49dcef9c2d94bf17810de68c87ff195dc7d22f7b3eeb5", size = 277368 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/56/45/59251121eb801f033ffdd56d8893a0f20ec661bdc362f8d52a4e4d547f91/narwhals-1.38.2-py3-none-any.whl", hash = "sha256:a33a182e32f18d794a04e7828a5c401fb26ce9083f609993e7e5064aace641c7", size = 338437 },
+]
+
+[[package]]
+name = "nbformat"
+version = "5.10.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "fastjsonschema" },
+    { name = "jsonschema" },
+    { name = "jupyter-core" },
+    { name = "traitlets" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6d/fd/91545e604bc3dad7dca9ed03284086039b294c6b3d75c0d2fa45f9e9caf3/nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a", size = 142749 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b", size = 78454 },
+]
+
 [[package]]
 name = "nest-asyncio"
 version = "1.6.0"
@@ -758,6 +822,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3c/a6/bc1012356d8ece4d66dd75c4b9fc6c1f6650ddd5991e421177d9f8f671be/platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb", size = 18439 },
 ]
 
+[[package]]
+name = "plotly"
+version = "6.0.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "narwhals" },
+    { name = "packaging" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c7/cc/e41b5f697ae403f0b50e47b7af2e36642a193085f553bf7cc1169362873a/plotly-6.0.1.tar.gz", hash = "sha256:dd8400229872b6e3c964b099be699f8d00c489a974f2cfccfad5e8240873366b", size = 8094643 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/02/65/ad2bc85f7377f5cfba5d4466d5474423a3fb7f6a97fd807c06f92dd3e721/plotly-6.0.1-py3-none-any.whl", hash = "sha256:4714db20fea57a435692c548a4eb4fae454f7daddf15f8d8ba7e1045681d7768", size = 14805757 },
+]
+
 [[package]]
 name = "plotnine"
 version = "0.14.5"
@@ -1021,6 +1098,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/5f/0e/eb16ff731632d30554bf5af4dbba3ffcd04518219d82028aea4ae1b02ca5/pyzmq-26.2.0-cp312-cp312-win_arm64.whl", hash = "sha256:4d29ab8592b6ad12ebbf92ac2ed2bedcfd1cec192d8e559e2e099f648570e19b", size = 540675 },
 ]
 
+[[package]]
+name = "referencing"
+version = "0.36.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "rpds-py" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2f/db/98b5c277be99dd18bfd91dd04e1b759cad18d1a338188c936e92f921c7e2/referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa", size = 74744 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c1/b1/3baf80dc6d2b7bc27a95a67752d0208e410351e3feb4eb78de5f77454d8d/referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0", size = 26775 },
+]
+
 [[package]]
 name = "regex"
 version = "2024.11.6"
@@ -1059,6 +1150,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f9/9b/335f9764261e915ed497fcdeb11df5dfd6f7bf257d4a6a2a686d80da4d54/requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6", size = 64928 },
 ]
 
+[[package]]
+name = "rpds-py"
+version = "0.24.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/b3/52b213298a0ba7097c7ea96bee95e1947aa84cc816d48cebb539770cdf41/rpds_py-0.24.0.tar.gz", hash = "sha256:772cc1b2cd963e7e17e6cc55fe0371fb9c704d63e44cacec7b9b7f523b78919e", size = 26863 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1a/e0/1c55f4a3be5f1ca1a4fd1f3ff1504a1478c1ed48d84de24574c4fa87e921/rpds_py-0.24.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:d8551e733626afec514b5d15befabea0dd70a343a9f23322860c4f16a9430205", size = 366945 },
+    { url = "https://files.pythonhosted.org/packages/39/1b/a3501574fbf29118164314dbc800d568b8c1c7b3258b505360e8abb3902c/rpds_py-0.24.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0e374c0ce0ca82e5b67cd61fb964077d40ec177dd2c4eda67dba130de09085c7", size = 351935 },
+    { url = "https://files.pythonhosted.org/packages/dc/47/77d3d71c55f6a374edde29f1aca0b2e547325ed00a9da820cabbc9497d2b/rpds_py-0.24.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d69d003296df4840bd445a5d15fa5b6ff6ac40496f956a221c4d1f6f7b4bc4d9", size = 390817 },
+    { url = "https://files.pythonhosted.org/packages/4e/ec/1e336ee27484379e19c7f9cc170f4217c608aee406d3ae3a2e45336bff36/rpds_py-0.24.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8212ff58ac6dfde49946bea57474a386cca3f7706fc72c25b772b9ca4af6b79e", size = 401983 },
+    { url = "https://files.pythonhosted.org/packages/07/f8/39b65cbc272c635eaea6d393c2ad1ccc81c39eca2db6723a0ca4b2108fce/rpds_py-0.24.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:528927e63a70b4d5f3f5ccc1fa988a35456eb5d15f804d276709c33fc2f19bda", size = 451719 },
+    { url = "https://files.pythonhosted.org/packages/32/05/05c2b27dd9c30432f31738afed0300659cb9415db0ff7429b05dfb09bbde/rpds_py-0.24.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a824d2c7a703ba6daaca848f9c3d5cb93af0505be505de70e7e66829affd676e", size = 442546 },
+    { url = "https://files.pythonhosted.org/packages/7d/e0/19383c8b5d509bd741532a47821c3e96acf4543d0832beba41b4434bcc49/rpds_py-0.24.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:44d51febb7a114293ffd56c6cf4736cb31cd68c0fddd6aa303ed09ea5a48e029", size = 393695 },
+    { url = "https://files.pythonhosted.org/packages/9d/15/39f14e96d94981d0275715ae8ea564772237f3fa89bc3c21e24de934f2c7/rpds_py-0.24.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3fab5f4a2c64a8fb64fc13b3d139848817a64d467dd6ed60dcdd6b479e7febc9", size = 427218 },
+    { url = "https://files.pythonhosted.org/packages/22/b9/12da7124905a680f690da7a9de6f11de770b5e359f5649972f7181c8bf51/rpds_py-0.24.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:9be4f99bee42ac107870c61dfdb294d912bf81c3c6d45538aad7aecab468b6b7", size = 568062 },
+    { url = "https://files.pythonhosted.org/packages/88/17/75229017a2143d915f6f803721a6d721eca24f2659c5718a538afa276b4f/rpds_py-0.24.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:564c96b6076a98215af52f55efa90d8419cc2ef45d99e314fddefe816bc24f91", size = 596262 },
+    { url = "https://files.pythonhosted.org/packages/aa/64/8e8a1d8bd1b6b638d6acb6d41ab2cec7f2067a5b8b4c9175703875159a7c/rpds_py-0.24.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:75a810b7664c17f24bf2ffd7f92416c00ec84b49bb68e6a0d93e542406336b56", size = 564306 },
+    { url = "https://files.pythonhosted.org/packages/68/1c/a7eac8d8ed8cb234a9b1064647824c387753343c3fab6ed7c83481ed0be7/rpds_py-0.24.0-cp312-cp312-win32.whl", hash = "sha256:f6016bd950be4dcd047b7475fdf55fb1e1f59fc7403f387be0e8123e4a576d30", size = 224281 },
+    { url = "https://files.pythonhosted.org/packages/bb/46/b8b5424d1d21f2f2f3f2d468660085318d4f74a8df8289e3dd6ad224d488/rpds_py-0.24.0-cp312-cp312-win_amd64.whl", hash = "sha256:998c01b8e71cf051c28f5d6f1187abbdf5cf45fc0efce5da6c06447cba997034", size = 239719 },
+]
+
 [[package]]
 name = "ruff"
 version = "0.8.5"