title stringlengths 2 4.23k | date timestamp[ms] | eurovoc_concepts sequencelengths 1 63 | url stringlengths 82 82 | lang stringclasses 1
value | formats sequencelengths 1 6 | text stringlengths 0 86.6M | embeddings sequencelengths 256 256 | __index_level_0__ int64 0 285k |
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96/493/EC: Council Decision of 29 March 1996 concerning the signing and provisional application of the International Tropical Timber Agreement 1994 on behalf of the European Community | 1996-03-29T00:00:00 | [
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] | L_1996208EN. 01000101. xml 17. 8. 1996 EN Official Journal of the European Communities L 208/1 COUNCIL DECISION of 29 March 1996 concerning the signing and provisional application of the International Tropical Timber Agreement 1994 on behalf of the European Community (96/493/EC) THE COUNCIL OF THE EUROPEAN UNION, Ha... | [
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Proposal for a COUNCIL AND COMMISSION DECISION on the conclusion of a Protocol to the Partnership and Cooperation Agreement between the European Communities and their Member States and Ukraine | 1996-03-29T00:00:00 | [
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] | COMMISSION OI l l ll I UKOIM AN COMMUNIMI S Brussels, 29. 03. 1996 COM(%)133 final 96/0090 (AVC) Proposal for a COUNCIL AND COMMISSION DECISION on the conclusion of a Protocol to the Partnership and Cooperation Agreement between the European Communities and their Member States and Ukraine (presented by the Commission) ... | [
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Proposal for a COUNCIL AND COMMISSION DECISION on the conclusion of a Protocol to the Partnership and Cooperation Agreement between the European Communities and their Member States and the Republic of Moldova | 1996-03-29T00:00:00 | [
"EU relations",
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] | , * ir ; COMMISSION OF THE EUROPEAN COMMUNITIES ir -k I £ A Brussels, 29. 03. 1996 COM(%) 132 final 96/0088 (AVC) Proposal for a COUNCIL AND COMMISSION DECISION on the conclusion of a Protocol to the Partnership and Cooperation Agreement between the European Communities and their Member States and the Republic of Moldo... | [
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Amended proposal for a COUNCIL REGULATION (EC) laying down certain conservation and control measures applicable to fishing activities in the Antarctic | 1996-03-28T00:00:00 | [
"Antarctic Ocean",
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"exchange of information",
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] | http://publications.europa.eu/resource/cellar/cadf7a15-554e-4338-bc2e-2ffd10d8fb50 | eng | [
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] | COMMISSION OF THE bUROPEAN COMMUNITIES Brussels, 28. 03. 1996 COM(96> 117 final 95/0252 (CNS) Amended proposal for a COUNCIL REGULATION (EC) laying down certain conservation and control measures applicable to fishing activities in the Antarctic (presented by the Commission pursuant to Article 189 a (2) of the EC-Treaty... | [
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Proposal for a COUNCIL DIRECTIVE amending Directive 76/207/EEC on the implementation of the principle of equal treatment for men and women as regards access to employment, vocational training and promotion, and working conditions | 1996-03-27T00:00:00 | [
"case law (EU)",
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] | COMMISSION OF THE EUROPEAN COMMUNITIES Brussels, 27. 03. 1996 COM(96) 93 final 96/0095 (CNS) Proposal for a COUNCIL DIRECTIVE amending Directive 76/207/EEC on the implementation of the principle of equal treatment for men and women as regards access to employment, vocational training and promotion, and working conditio... | [
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"Proposal for a Council and Commission Decision on the conclusion of the Partnership and Cooperation(...TRUNCATED) | 1996-03-27T00:00:00 | ["Azerbaijan","cooperation agreement (EU)","cooperation policy","economic development","mixed agreem(...TRUNCATED) | http://publications.europa.eu/resource/cellar/5a9032f1-54ff-4a04-b094-0b726a55b555 | eng | [
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] | "\"r «J'iS'1!) •M » * *v V. <- z 4 COMMISSION OF THE EUROPEAN COMMUNITIES Brussels, 27. 03. 1996(...TRUNCATED) | [0.37648820877075195,4.13638973236084,-4.642552375793457,1.81287682056427,2.192453145980835,1.473456(...TRUNCATED) | 5 |
"COMMUNICATION FROM THE COMMISSION TO THE EUROPEAN PARLIAMENT AND THE COUNCIL on the interpretation (...TRUNCATED) | 1996-03-27T00:00:00 | [
"Germany",
"gender equality",
"judgment of the Court (EU)",
"promotion",
"sexual discrimination"
] | http://publications.europa.eu/resource/cellar/e0bfaa67-1809-4157-a538-0d9c740abfcb | eng | [
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] | "COMMISSION OF THE EUROPEAN COMMUNITIES Brussels, 27. 03. 1996 COM(96) 88 final COMMUNICATION FROM T(...TRUNCATED) | [-1.841729998588562,2.8806869983673096,-3.78012752532959,3.6112117767333984,2.4187426567077637,2.178(...TRUNCATED) | 6 |
"PROGRESS REPORT 1995 on the approximation of the laws of the member states concerning telecommunica(...TRUNCATED) | 1996-03-27T00:00:00 | ["harmonisation of standards","satellite communications","technical regulations","telecommunications(...TRUNCATED) | http://publications.europa.eu/resource/cellar/c639d39d-e5bf-4458-a2d7-7207afcaa927 | eng | [
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] | "COMMISSION OF THE EUROPEAN COMMUNITIES Brussels, 27. 03. 1996 COM(96) 114 final PROGRESS REPORT 199(...TRUNCATED) | [0.3070608973503113,4.183068752288818,-4.510585308074951,1.3600636720657349,1.782436728477478,1.9227(...TRUNCATED) | 7 |
Proposal for a COUNCIL DECISION setting up an Employment and Labour Market Policy Committee | 1996-03-27T00:00:00 | [
"EU employment policy",
"committee (EU)",
"exchange of information",
"labour market"
] | http://publications.europa.eu/resource/cellar/6f3b9eb6-9372-497d-9856-0832fcae1749 | eng | [
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] | "COMMISSION OF THE EUROPEAN COMMUNITIES Brussels, 27. 03. 19% COM(96) 134 final 96/0097 (CNS) Propos(...TRUNCATED) | [-0.11341299116611481,5.289145469665527,-4.5949225425720215,2.159518003463745,1.7322804927825928,1.8(...TRUNCATED) | 8 |
"Proposal for a COUNCIL DECISION concerning the conclusion of the Framework Agreement for Trade and (...TRUNCATED) | 1996-03-27T00:00:00 | ["South Korea","cooperation agreement (EU)","cooperation policy","framework agreement","trade agreem(...TRUNCATED) | http://publications.europa.eu/resource/cellar/840dc7fe-30a8-4bfe-ae76-d15059f0ea97 | eng | [
"html",
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] | "COMMISSION OF THE EUROPEAN COMMUNITIES Brussels, 27. 03. 1996 COM(96) 141 final 96/ 0098 (CNS) Prop(...TRUNCATED) | [-1.0490466356277466,4.2120513916015625,-5.06512451171875,3.379411458969116,1.7218230962753296,2.011(...TRUNCATED) | 9 |
End of preview. Expand in Data Studio
European legislation from CELLAR/EUROVOC, English entries only of https://huggingface.co/datasets/EuropeanParliament/Eurovoc. This data is enriched with embeddings, ready for semantic search.
Last update 16.05.2024: 352011 entries.
Usage
With Pandas / Polars
Simply download the parquet file and read with pandas or polars.
import pandas as pd # or import polars as pd
df = pd.read_parquet("CELLAR_EN_16_05_2024.parquet")
df
With HF datsets
from datasets import load_dataset
ds = load_dataset("do-me/Eurovoc_en")
df = ds["train"].to_pandas()
df
Semantic Search
Testwise, the first 512 tokens of every text have been inferenced with the model2vec library and https://huggingface.co/minishlab/M2V_base_output model from @minishlab.
After loading the dataset, use the column embeddings for semantic search in this way. See the Jupyter notebook for the full processing script.
You can re-run it on consumer-grade hardware without GPU. Inferencing took Wall time: 1min 36s on an M3 Max. Inferecing the entire text takes 50 mins but yields poor quality, currently investigating.
from model2vec import StaticModel
import numpy as np
from sklearn.metrics.pairwise import cosine_similarity
model = StaticModel.from_pretrained("minishlab/M2V_base_output")
query = "social democracy"
quer_emb = model.encode(query)
embeddings_matrix = np.stack(df['embeddings'].to_numpy())
df["cos_sim"] = cosine_similarity(embeddings_matrix, quer_emb.reshape(1, -1))[:, 0]
df = df.sort_values("cos_sim", ascending=False)
df
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