Open In Colab

import numpy as np
import tensorflow as tf
from tensorflow.keras.layers.experimental import preprocessing
!wget -O datasets.zip http://nlp.cs.aueb.gr/software_and_datasets/EURLEX57K/datasets.zip

--2020-08-23 11:37:34--  http://nlp.cs.aueb.gr/software_and_datasets/EURLEX57K/datasets.zip
Resolving nlp.cs.aueb.gr (nlp.cs.aueb.gr)... 195.251.248.252
Connecting to nlp.cs.aueb.gr (nlp.cs.aueb.gr)|195.251.248.252|:80... connected.
HTTP request sent, awaiting response... 200 OK
Length: 135996905 (130M) [application/zip]
Saving to: ‘datasets.zip’

datasets.zip        100%[===================>] 129.70M  2.29MB/s    in 2m 12s

2020-08-23 11:39:48 (1006 KB/s) - ‘datasets.zip’ saved [135996905/135996905]
!unzip datasets.zip -d EURLEX57K
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  inflating: EURLEX57K/__MACOSX/dataset/._dev
cat EURLEX57K/dataset/dev/31995D0380.json
{"celex_id": "31995D0380", "uri": "http://publications.europa.eu/resource/cellar/1ea4956f-28c2-4193-a15d-352d59bdfd49", "type": "Decision", "concepts": ["1895", "2711", "4057", "4257", "5962"], "title": "95/380/EC: Commission Decision of 18 September 1995 amending Commission Decisions 94/432/EC, 94/433/EC and 94/434/EC laying down detailed rules for the application of Council Directives 93/23/EEC on the statistical surveys to be carried out on pig production, 93/24/EEC on the statistical surveys to be carried out on bovine animal production and 93/25/EEC on the statistical surveys to be carried out on sheep and goat stocks\n", "header": "COMMISSION DECISION  of 18 September 1995 amending Commission Decisions 94/432/EC, 94/433/EC and 94/434/EC laying down  detailed rules for the application of Council Directives 93/23/EEC on the statistical surveys to be  carried out on pig production, 93/24/EEC on the statistical surveys to be carried out on bovine  animal production and 93/25/EEC on the statistical surveys to be carried out on sheep and goat  stocks (Text with EEA relevance) (95/380/EC)\nTHE COMMISSION OF THE EUROPEAN  COMMUNITIES", "recitals": ",\nHaving regard to the Treaty establishing the European Community,\nHaving regard to Council Directive 93/23/EEC of 1 June 1993 on the statistical surveys to be  carried out on pig production  (1), and in particular Articles 1 (3) and 6 (3) thereof,\nHaving regard to Council Directive 93/24/EEC of 1 June 1993 on the statistical surveys to be  carried out on bovine animal production  (2), and in particular Articles 1 (3) and 6 (3) thereof,\nHaving regard to Council Directive 93/25/EEC of 1 June 1993, on the statistical surveys to be  carried out on sheep and goat stocks  (3), and in particular Articles 1 (4) and 7 (2) thereof,\nHaving regard to Commission Decision 94/432/EC of 30 May 1994 laying down detailed rules for the  application of the abovementioned Council Directive 93/23/EEC as regards the statistical surveys on  pig population and production  (4),\nHaving regard to Commission Decision 94/433/EC of 30 May 1994 laying down detailed rules for the  application of the abovementioned Council Directive 93/24/EEC as regards the statistical surveys on  cattle population and production, and amending the said Directive  (5),\nHaving regard to Commission Decision 94/434/EC of 30 May 1994 laying down detailed rules for the  application of the abovementioned Council Directive 93/25/EEC as regards the statistical surveys on  sheep and goat population and production  (6),\nWhereas by reason of the accession of Austria, Finland and Sweden it is necessary to make certain  technical adaptations to the abovementioned Decisions and to extend certain derogations to the new  Member States;\nWhereas the abovementioned Directives and Decisions provide for the possibility, in the case of  Member States whose pig, bovine animal and goat populations make up only a small percentage of the  overall populations of the Community, of granting derogations aimed at reducing the number of  annual surveys to be conducted;\nWhereas the envisaged measures are in line with the opinion of the Standing Committee on  Agricultural Statistics set up by Council Decision 72/279/EEC  (7),", "main_body": ["Decision 94/432/EC laying down detailed rules for the application of  Directive 93/23/EEC shall be amended as follows:\n1.  Annex I shall be supplemented with the following text:\n'Austria: Bundeslaender Finland: Etelae-Suomi Sisae-Suomi Pohjanmaa Pohjois-Suomi Sweden: 8 Riksomraaden`.\n2.  Annex II, the text of footnotes (a) and (b) shall be amended to read:\n'(a) Breakdown optional for NL, DK, S.\n(b) Breakdown optional for P, L, GR, S.` 3.  Annex IV (b) shall be supplemented with the following text:\n'Finland Sweden`.\n4.  Annex IV (e) shall be supplemented with the following text under the heading 'a given month of  the year`:\n'Sweden, June  `.", "Decision 94/433/EC laying down detailed rules for the application of Directive  93/24/EEC shall be amended as follows:\n1.  Annex II shall be supplemented as follows:\n'Austria: Bundeslaender Finland: Etelae-Suomi Sisae-Suomi Pohjanmaa Pohjois-Suomi Sweden: 8 Riksomraaden`.\n2.  Annex III, the text of footnotes (a), (b) and (c) shall be amended to read:\n'(a) Breakdown optional for NL, DK, S.\n(b) Breakdown optional for P, L, GR, S.\n(c) Breakdown optional for P, L, GR, F, S.` 3.  Annex V, the text of footnote (d) shall be supplemented with the following text:\n'Sweden`.\n4.  Annex V, the text of footnote (e) shall be supplemented with the following text under the  heading 'May/June`:\n'Sweden`.", "Decision 94/434/EC laying down detailed rules for the application of Directive  93/25/EEC shall be amended as follows:\n1.  Annex II shall be supplemented as follows:\n'Austria: Bundeslaender Finland: Etelae-Suomi Sisae-Suomi Pohjanmaa Pohjois-Suomi Sweden: -  for sheep: 8 Riksomraaden -  for goats: -`.\n2.  Annex III, Table 1, the text of footnotes (a), (b) and (c) shall be amended to read:\n'(a) Breakdown optional for L, B, DK, S.\n(b) Optional for D, NL, S.\n(c) Optional for B, D, IRL, NL, A, FIN, S, UK.` 3.  Annex III, Table 2, the text of footnotes (a) and (c) shall be amended to read:\n'(a) D, L, B, UK, IRL, S.\n(c) D, NL, S.`", "This Decision is addressed to the Member States."], "attachments": "Done at Brussels, 18 September 1995.\nFor the Commission Yves-Thibault DE SILGUY Member of the Commission"}
import json
with open('EURLEX57K/dataset/dev/31995D0380.json') as file:
  data = json.load(file)
data
{'attachments': 'Done at Brussels, 18 September 1995.\nFor the Commission Yves-Thibault DE SILGUY Member of the Commission',
 'celex_id': '31995D0380',
 'concepts': ['1895', '2711', '4057', '4257', '5962'],
 'header': 'COMMISSION DECISION  of 18 September 1995 amending Commission Decisions 94/432/EC, 94/433/EC and 94/434/EC laying down  detailed rules for the application of Council Directives 93/23/EEC on the statistical surveys to be  carried out on pig production, 93/24/EEC on the statistical surveys to be carried out on bovine  animal production and 93/25/EEC on the statistical surveys to be carried out on sheep and goat  stocks (Text with EEA relevance) (95/380/EC)\nTHE COMMISSION OF THE EUROPEAN  COMMUNITIES',
 'main_body': ["Decision 94/432/EC laying down detailed rules for the application of  Directive 93/23/EEC shall be amended as follows:\n1.  Annex I shall be supplemented with the following text:\n'Austria: Bundeslaender Finland: Etelae-Suomi Sisae-Suomi Pohjanmaa Pohjois-Suomi Sweden: 8 Riksomraaden`.\n2.  Annex II, the text of footnotes (a) and (b) shall be amended to read:\n'(a) Breakdown optional for NL, DK, S.\n(b) Breakdown optional for P, L, GR, S.` 3.  Annex IV (b) shall be supplemented with the following text:\n'Finland Sweden`.\n4.  Annex IV (e) shall be supplemented with the following text under the heading 'a given month of  the year`:\n'Sweden, June  `.",
  "Decision 94/433/EC laying down detailed rules for the application of Directive  93/24/EEC shall be amended as follows:\n1.  Annex II shall be supplemented as follows:\n'Austria: Bundeslaender Finland: Etelae-Suomi Sisae-Suomi Pohjanmaa Pohjois-Suomi Sweden: 8 Riksomraaden`.\n2.  Annex III, the text of footnotes (a), (b) and (c) shall be amended to read:\n'(a) Breakdown optional for NL, DK, S.\n(b) Breakdown optional for P, L, GR, S.\n(c) Breakdown optional for P, L, GR, F, S.` 3.  Annex V, the text of footnote (d) shall be supplemented with the following text:\n'Sweden`.\n4.  Annex V, the text of footnote (e) shall be supplemented with the following text under the  heading 'May/June`:\n'Sweden`.",
  "Decision 94/434/EC laying down detailed rules for the application of Directive  93/25/EEC shall be amended as follows:\n1.  Annex II shall be supplemented as follows:\n'Austria: Bundeslaender Finland: Etelae-Suomi Sisae-Suomi Pohjanmaa Pohjois-Suomi Sweden: -  for sheep: 8 Riksomraaden -  for goats: -`.\n2.  Annex III, Table 1, the text of footnotes (a), (b) and (c) shall be amended to read:\n'(a) Breakdown optional for L, B, DK, S.\n(b) Optional for D, NL, S.\n(c) Optional for B, D, IRL, NL, A, FIN, S, UK.` 3.  Annex III, Table 2, the text of footnotes (a) and (c) shall be amended to read:\n'(a) D, L, B, UK, IRL, S.\n(c) D, NL, S.`",
  'This Decision is addressed to the Member States.'],
 'recitals': ',\nHaving regard to the Treaty establishing the European Community,\nHaving regard to Council Directive 93/23/EEC of 1 June 1993 on the statistical surveys to be  carried out on pig production  (1), and in particular Articles 1 (3) and 6 (3) thereof,\nHaving regard to Council Directive 93/24/EEC of 1 June 1993 on the statistical surveys to be  carried out on bovine animal production  (2), and in particular Articles 1 (3) and 6 (3) thereof,\nHaving regard to Council Directive 93/25/EEC of 1 June 1993, on the statistical surveys to be  carried out on sheep and goat stocks  (3), and in particular Articles 1 (4) and 7 (2) thereof,\nHaving regard to Commission Decision 94/432/EC of 30 May 1994 laying down detailed rules for the  application of the abovementioned Council Directive 93/23/EEC as regards the statistical surveys on  pig population and production  (4),\nHaving regard to Commission Decision 94/433/EC of 30 May 1994 laying down detailed rules for the  application of the abovementioned Council Directive 93/24/EEC as regards the statistical surveys on  cattle population and production, and amending the said Directive  (5),\nHaving regard to Commission Decision 94/434/EC of 30 May 1994 laying down detailed rules for the  application of the abovementioned Council Directive 93/25/EEC as regards the statistical surveys on  sheep and goat population and production  (6),\nWhereas by reason of the accession of Austria, Finland and Sweden it is necessary to make certain  technical adaptations to the abovementioned Decisions and to extend certain derogations to the new  Member States;\nWhereas the abovementioned Directives and Decisions provide for the possibility, in the case of  Member States whose pig, bovine animal and goat populations make up only a small percentage of the  overall populations of the Community, of granting derogations aimed at reducing the number of  annual surveys to be conducted;\nWhereas the envisaged measures are in line with the opinion of the Standing Committee on  Agricultural Statistics set up by Council Decision 72/279/EEC  (7),',
 'title': '95/380/EC: Commission Decision of 18 September 1995 amending Commission Decisions 94/432/EC, 94/433/EC and 94/434/EC laying down detailed rules for the application of Council Directives 93/23/EEC on the statistical surveys to be carried out on pig production, 93/24/EEC on the statistical surveys to be carried out on bovine animal production and 93/25/EEC on the statistical surveys to be carried out on sheep and goat stocks\n',
 'type': 'Decision',
 'uri': 'http://publications.europa.eu/resource/cellar/1ea4956f-28c2-4193-a15d-352d59bdfd49'}
!rm datasets.zip
!rm -rf EURLEX57K/__MACOSX
!mv EURLEX57K/dataset/* EURLEX57K/
!rm -rf EURLEX57K/dataset
!wget -O EURLEX57K/EURLEX57K.json http://nlp.cs.aueb.gr/software_and_datasets/EURLEX57K/eurovoc_en.json
--2020-08-23 11:40:53--  http://nlp.cs.aueb.gr/software_and_datasets/EURLEX57K/eurovoc_en.json
Resolving nlp.cs.aueb.gr (nlp.cs.aueb.gr)... 195.251.248.252
Connecting to nlp.cs.aueb.gr (nlp.cs.aueb.gr)|195.251.248.252|:80... connected.
HTTP request sent, awaiting response... 200 OK
Length: 921898 (900K) [text/plain]
Saving to: ‘EURLEX57K/EURLEX57K.json’

EURLEX57K/EURLEX57K 100%[===================>] 900.29K   159KB/s    in 5.7s

2020-08-23 11:40:59 (159 KB/s) - ‘EURLEX57K/EURLEX57K.json’ saved [921898/921898]
import glob, os
from collections import Counter
import tqdm, json
DATA_SET_DIR = './'
train_files = glob.glob(os.path.join(DATA_SET_DIR, 'EURLEX57K', 'train', '*.json'))
documents = []
labels = []

for filename in tqdm.tqdm(train_files):
  with open(filename) as file:
      data = json.load(file)
      labels.append(data['concepts'])
      documents.append(data['main_body'])
100%|██████████| 45000/45000 [00:03<00:00, 12726.01it/s]
import pandas as pd
df = pd.DataFrame({'text':documents,'label':labels})
df.head()
text label
0 [The Annex to Regulation (EEC) No 3846/87 is h... [2068, 2069, 2734, 3568, 4381]
1 [Third States’ contributions\n1.   The contrib... [2084, 5556, 5744, 5889, 922]
2 [Decision 2010/96/CFSP is hereby amended as fo... [218, 4212, 5610, 6927, 8482]
3 [Mr Mario MINOJA is hereby appointed a member ... [1519, 3559, 6054]
4 [The representative prices and additional duti... [2635, 2733, 3191, 4080]
df['flatten_text'] = df['text'].apply(lambda x: ' '.join(x))
df.head()
text label flatten_text
0 [The Annex to Regulation (EEC) No 3846/87 is h... [2068, 2069, 2734, 3568, 4381] The Annex to Regulation (EEC) No 3846/87 is he...
1 [Third States’ contributions\n1.   The contrib... [2084, 5556, 5744, 5889, 922] Third States’ contributions\n1.   The contribu...
2 [Decision 2010/96/CFSP is hereby amended as fo... [218, 4212, 5610, 6927, 8482] Decision 2010/96/CFSP is hereby amended as fol...
3 [Mr Mario MINOJA is hereby appointed a member ... [1519, 3559, 6054] Mr Mario MINOJA is hereby appointed a member o...
4 [The representative prices and additional duti... [2635, 2733, 3191, 4080] The representative prices and additional dutie...
df_new = df.explode('label')
df_new.shape
(228322, 3)
concept_df = pd.DataFrame({'concept_id':df_new.label.value_counts().index,'freq':df_new.label.value_counts().values})
concept_df = concept_df[concept_df.freq>2000]
concept_df.shape
(11, 2)
concept_df.concept_id.values
array(['1309', '3568', '1118', '1605', '693', '2635', '20', '161', '2300',
       '1644', '2771'], dtype=object)
df_new = df_new[df_new.label.isin(concept_df.concept_id.values)]
df_new.shape
(30684, 3)
df_new['id'] = df_new.index
df_new = df_new[['id', 'flatten_text', 'label']]
df_new.head()
id flatten_text label
0 0 The Annex to Regulation (EEC) No 3846/87 is he... 3568
4 4 The representative prices and additional dutie... 2635
7 7 1.   Import licences applied for by traditiona... 1309
7 7 1.   Import licences applied for by traditiona... 161
7 7 1.   Import licences applied for by traditiona... 1644
print('1. Unique ids :', len(df_new.id.unique()))
df_new_transformed = df_new.groupby(['id','label','flatten_text']).size().reset_index(name='count')
print('2. Unique ids :', len(df_new_transformed.id.unique()))
df_new_transformed['value'] = 1
df_new_transformed_temp = df_new_transformed.pivot(index=df_new_transformed.id, columns='label')['value'].fillna(0)

df_new_transformed_temp['id'] = df_new_transformed_temp.index
df_new_transformed_temp = df_new_transformed_temp.reset_index(drop=True)
1. Unique ids : 16310
2. Unique ids : 16310
df_new_transformed_temp.columns, df_new_transformed_temp.shape
(Index(['1118', '1309', '1605', '161', '1644', '20', '2300', '2635', '2771',
        '3568', '693', 'id'],
       dtype='object', name='label'), (16310, 12))
text_id_df = df_new.drop_duplicates(['id'])[['id','flatten_text']]
final_df = text_id_df.merge(df_new_transformed_temp, on='id')
final_df.shape
(16310, 13)
final_df.head()
id flatten_text 1118 1309 1605 161 1644 20 2300 2635 2771 3568 693
0 0 The Annex to Regulation (EEC) No 3846/87 is he... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0
1 4 The representative prices and additional dutie... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.0
2 7 1.   Import licences applied for by traditiona... 0.0 1.0 0.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0
3 13 The "Direction des Services de l'Agriculture: ... 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0
4 16 The import duties in the rice sector referred ... 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
final_df.columns
Index(['id', 'flatten_text', '1118', '1309', '1605', '161', '1644', '20',
       '2300', '2635', '2771', '3568', '693'],
      dtype='object')
x_text = final_df.flatten_text.values.tolist()
y_label = final_df[['1118', '1309', '1605', '161', '1644', '20',
       '2300', '2635', '2771', '3568', '693']].to_numpy()
y_label.shape
(16310, 11)
text_vectorizer = preprocessing.TextVectorization(output_mode="int")
text_vectorizer.adapt(x_text)
vocab = text_vectorizer.get_vocabulary()
len(vocab)
33103
!pip install model-x
Collecting model-x
  Downloading https://files.pythonhosted.org/packages/11/1f/88235ebb600ee3aebb1f8e5457c197dc30fed90b953b1e67a3194e3bd1f3/model_X-0.1.5-py3-none-any.whl
Installing collected packages: model-x
Successfully installed model-x-0.1.5
from model_X.bilstm_architectures import *
tf.keras.backend.clear_session()
inputs = tf.keras.Input(shape=(1,), dtype="string")
x = text_vectorizer(inputs)
x = BiLSTMGRUAttention(nb_words=len(vocab), embedding_size=64, is_embedding_trainable=True,attention_type='ScaledDotProductAttention' ,h_lstm=64, h_gru=32)(x)
outputs = tf.keras.layers.Dense(11, activation='sigmoid')(x)
model = tf.keras.Model(inputs, outputs)
model.compile('adam','binary_crossentropy','accuracy')
model.summary()
Model: "functional_1"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            [(None, 1)]          0                                            
__________________________________________________________________________________________________
text_vectorization (TextVectori (None, None)         0           input_1[0][0]                    
__________________________________________________________________________________________________
embedding (Embedding)           (None, None, 64)     2118592     text_vectorization[0][0]         
__________________________________________________________________________________________________
spatial_dropout1d (SpatialDropo (None, None, 64)     0           embedding[0][0]                  
__________________________________________________________________________________________________
bidirectional (Bidirectional)   (None, None, 128)    66048       spatial_dropout1d[0][0]          
__________________________________________________________________________________________________
bidirectional_1 (Bidirectional) (None, None, 64)     31104       bidirectional[0][0]              
__________________________________________________________________________________________________
scaled_dot_product_attention (S (None, None, 128)    0           bidirectional[0][0]              
__________________________________________________________________________________________________
scaled_dot_product_attention_1  (None, None, 64)     0           bidirectional_1[0][0]            
__________________________________________________________________________________________________
global_max_pooling1d (GlobalMax (None, 128)          0           scaled_dot_product_attention[0][0
__________________________________________________________________________________________________
global_max_pooling1d_1 (GlobalM (None, 64)           0           scaled_dot_product_attention_1[0]
__________________________________________________________________________________________________
concatenate (Concatenate)       (None, 192)          0           global_max_pooling1d[0][0]       
                                                                 global_max_pooling1d_1[0][0]     
__________________________________________________________________________________________________
dense (Dense)                   (None, 11)           2123        concatenate[0][0]                
==================================================================================================
Total params: 2,217,867
Trainable params: 2,217,867
Non-trainable params: 0
__________________________________________________________________________________________________
x_text = np.array(x_text)
x_text.shape
(16310,)
model.fit(x_text, y_label, epochs=3, batch_size=16, validation_split=0.1)
Epoch 1/3
918/918 [==============================] - 384s 418ms/step - loss: 0.2919 - accuracy: 0.2911 - val_loss: 0.2084 - val_accuracy: 0.4960
Epoch 2/3
918/918 [==============================] - 382s 416ms/step - loss: 0.1823 - accuracy: 0.5209 - val_loss: 0.1554 - val_accuracy: 0.5365
Epoch 3/3
466/918 [==============>...............] - ETA: 3:04 - loss: 0.1428 - accuracy: 0.5534