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Datasets:
Forbu14
/
LoiLibre

Modalities:
Text
Formats:
parquet
Languages:
French
Size:
10K - 100K
Tags:
legal
Libraries:
Datasets
pandas
License:
Dataset card Viewer Files Community
1
Forbu14 commited on
Commit
5067039
•
1 Parent(s): da63144

adding parent title (for more information in parquet file)

Browse files
Files changed (4) hide show
  1. README.md +1 -2
  2. articles.parquet +2 -2
  3. notebooks_preprocess/preprocess_xml.ipynb +0 -181
  4. notebooks_preprocess/preprocess_xml_withparent.ipynb +735 -0
README.md CHANGED
@@ -6,8 +6,6 @@ tags:
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  - legal
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  pretty_name: LoiLibre
8
  ---
9
- Ce dataset correspond à des pdfs parser avec nougat (https://github.com/facebookresearch/nougat).
10
- Les principaux pdfs correspondent aux différents code de lois (civil / pénal etc).
11
 
12
  Il s'agit des pdfs preparsés qui peuvent être ensuite utilisé dans des appli autour du NLP / LLMs dans un soucis de collaborations.
13
 
@@ -24,3 +22,4 @@ La structure des données :
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  - dans notebooks_preprocess/ on retrouve les différents notebooks qui ont permis de constitué le dataset final.
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26
 
 
 
6
  - legal
7
  pretty_name: LoiLibre
8
  ---
 
 
9
 
10
  Il s'agit des pdfs preparsés qui peuvent être ensuite utilisé dans des appli autour du NLP / LLMs dans un soucis de collaborations.
11
 
 
22
  - dans notebooks_preprocess/ on retrouve les différents notebooks qui ont permis de constitué le dataset final.
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+
articles.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
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- oid sha256:3354be8aeb199e12bb939b55f8bffdf0d7464ffc5a582ba063907a41aee1ff49
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- size 16685105
 
1
  version https://git-lfs.github.com/spec/v1
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+ oid sha256:071a08dd9f61635918589332a2d704d4baae97d2123cc32d86dc9bce87c9de57
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+ size 16980961
notebooks_preprocess/preprocess_xml.ipynb DELETED
@@ -1,181 +0,0 @@
1
- {
2
- "cells": [
3
- {
4
- "cell_type": "code",
5
- "execution_count": 4,
6
- "metadata": {},
7
- "outputs": [],
8
- "source": [
9
- "import pandas as pd\n",
10
- "import numpy as np\n",
11
- "\n",
12
- "# import xml parsing tools\n",
13
- "import xml.etree.ElementTree as ET\n"
14
- ]
15
- },
16
- {
17
- "cell_type": "code",
18
- "execution_count": 59,
19
- "metadata": {},
20
- "outputs": [
21
- {
22
- "name": "stdout",
23
- "output_type": "stream",
24
- "text": [
25
- "Found 9 files\n",
26
- "Parsing Code de la consommation.xml\n",
27
- "Found 2164 articles\n",
28
- "Parsing Code civil.xml\n",
29
- "Found 2881 articles\n",
30
- "Parsing Code du travail.xml\n",
31
- "Found 11258 articles\n",
32
- "Parsing Code général des impôts.xml\n",
33
- "Found 2315 articles\n",
34
- "Parsing Code de la propriété intellectuelle.xml\n",
35
- "Found 1896 articles\n",
36
- "Parsing Code de la santé publique.xml\n",
37
- "Found 13242 articles\n",
38
- "Parsing Code de la sécurité sociale.xml\n",
39
- "Found 7318 articles\n",
40
- "Parsing Code pénal.xml\n",
41
- "Found 1303 articles\n",
42
- "Parsing Code de la route.xml\n",
43
- "Found 1157 articles\n"
44
- ]
45
- }
46
- ],
47
- "source": [
48
- "def retrieve_every_article_xml(xml_file):\n",
49
- " \"\"\"\n",
50
- " This function retrieves all the articles from a xml file\n",
51
- " \"\"\"\n",
52
- " tree = ET.parse(xml_file)\n",
53
- " root = tree.getroot()\n",
54
- " \n",
55
- " # find all xml tags with the name \"article\"\n",
56
- " articles = root.findall(\".//article\")\n",
57
- " print(\"Found {} articles\".format(len(articles)))\n",
58
- " \n",
59
- " return articles\n",
60
- "\n",
61
- "def parse_article_xml(article):\n",
62
- " \n",
63
- " # we we check if there is any children\n",
64
- " return \"\".join(article.itertext())\n",
65
- "\n",
66
- "def main(main_folder=\"/Users/adrienbufort/Documents/workspace/datasets/LoiLibre/raw\"):\n",
67
- " \n",
68
- " # npw we can list all the xml files in the folder\n",
69
- " import os\n",
70
- " files = os.listdir(main_folder)\n",
71
- " files = [f for f in files if f.endswith(\".xml\")]\n",
72
- " print(\"Found {} files\".format(len(files)))\n",
73
- " \n",
74
- " # we can now parse all the files \n",
75
- " df_articles = []\n",
76
- " \n",
77
- " for f in files:\n",
78
- " print(\"Parsing {}\".format(f))\n",
79
- " articles = retrieve_every_article_xml(os.path.join(main_folder, f))\n",
80
- " articles_text = [parse_article_xml(a) for a in articles]\n",
81
- " articles_metadata = [a.attrib for a in articles]\n",
82
- " \n",
83
- " dataframe_articles = pd.DataFrame({\"text\": articles_text})\n",
84
- " dataframe_metadata = pd.DataFrame(articles_metadata)\n",
85
- " \n",
86
- " # concatenate the columns\n",
87
- " dataframe_tmp = pd.concat([dataframe_articles, dataframe_metadata], axis=1)\n",
88
- " \n",
89
- " # add the file name\n",
90
- " dataframe_tmp[\"file_name\"] = f\n",
91
- " \n",
92
- " df_articles.append(dataframe_tmp)\n",
93
- " \n",
94
- " # concatenate all the dataframes\n",
95
- " df_articles = pd.concat(df_articles)\n",
96
- " \n",
97
- " return df_articles\n",
98
- "\n",
99
- "# we can now parse all the files\n",
100
- "articles = main()\n",
101
- " \n",
102
- " \n",
103
- " \n",
104
- "\n"
105
- ]
106
- },
107
- {
108
- "cell_type": "code",
109
- "execution_count": 61,
110
- "metadata": {},
111
- "outputs": [],
112
- "source": [
113
- "# strip the text\n",
114
- "articles[\"text\"] = articles[\"text\"].str.strip()"
115
- ]
116
- },
117
- {
118
- "cell_type": "code",
119
- "execution_count": 69,
120
- "metadata": {},
121
- "outputs": [],
122
- "source": [
123
- "# save the dataframe\n",
124
- "articles.to_parquet(\"../articles.parquet\")"
125
- ]
126
- },
127
- {
128
- "cell_type": "code",
129
- "execution_count": 68,
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- "metadata": {},
131
- "outputs": [
132
- {
133
- "name": "stdout",
134
- "output_type": "stream",
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- "text": [
136
- "Defaulting to user installation because normal site-packages is not writeable\n",
137
- "Collecting pyarrow\n",
138
- " Downloading pyarrow-14.0.1-cp39-cp39-macosx_11_0_arm64.whl (24.0 MB)\n",
139
- "\u001b[K |████████████████████████████████| 24.0 MB 14.7 MB/s eta 0:00:01\n",
140
- "\u001b[?25hRequirement already satisfied: numpy>=1.16.6 in /Users/adrienbufort/Library/Python/3.9/lib/python/site-packages (from pyarrow) (1.25.1)\n",
141
- "Installing collected packages: pyarrow\n",
142
- "Successfully installed pyarrow-14.0.1\n",
143
- "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 23.3.1 is available.\n",
144
- "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
145
- ]
146
- }
147
- ],
148
- "source": [
149
- "!pip3 install pyarrow"
150
- ]
151
- },
152
- {
153
- "cell_type": "code",
154
- "execution_count": null,
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- "metadata": {},
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- "outputs": [],
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- "source": []
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- }
159
- ],
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- "metadata": {
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- "kernelspec": {
162
- "display_name": "Python 3",
163
- "language": "python",
164
- "name": "python3"
165
- },
166
- "language_info": {
167
- "codemirror_mode": {
168
- "name": "ipython",
169
- "version": 3
170
- },
171
- "file_extension": ".py",
172
- "mimetype": "text/x-python",
173
- "name": "python",
174
- "nbconvert_exporter": "python",
175
- "pygments_lexer": "ipython3",
176
- "version": "3.9.6"
177
- }
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- },
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- "nbformat": 4,
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- "nbformat_minor": 2
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
notebooks_preprocess/preprocess_xml_withparent.ipynb ADDED
@@ -0,0 +1,735 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "metadata": {},
7
+ "outputs": [
8
+ {
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+ "name": "stdout",
10
+ "output_type": "stream",
11
+ "text": [
12
+ "Defaulting to user installation because normal site-packages is not writeable\n",
13
+ "Collecting lxml\n",
14
+ " Downloading lxml-4.9.3.tar.gz (3.6 MB)\n",
15
+ "\u001b[K |████████████████████████████████| 3.6 MB 3.0 MB/s eta 0:00:01\n",
16
+ "\u001b[?25hBuilding wheels for collected packages: lxml\n",
17
+ " Building wheel for lxml (setup.py) ... \u001b[?25ldone\n",
18
+ "\u001b[?25h Created wheel for lxml: filename=lxml-4.9.3-cp39-cp39-macosx_10_9_universal2.whl size=3109250 sha256=23007818bc62b33d4c6a6311fe35a09a7c0ad0b8150ed0a5b095f754a363c11e\n",
19
+ " Stored in directory: /Users/adrienbufort/Library/Caches/pip/wheels/5c/05/aa/530f84480d476c5bb9ea09877eea78fb144ec047fbb00ee2ca\n",
20
+ "Successfully built lxml\n",
21
+ "Installing collected packages: lxml\n",
22
+ "Successfully installed lxml-4.9.3\n",
23
+ "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 23.3.1 is available.\n",
24
+ "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
25
+ ]
26
+ }
27
+ ],
28
+ "source": [
29
+ "!pip3 install lxml"
30
+ ]
31
+ },
32
+ {
33
+ "cell_type": "code",
34
+ "execution_count": 4,
35
+ "metadata": {},
36
+ "outputs": [],
37
+ "source": [
38
+ "import pandas as pd\n",
39
+ "import numpy as np\n",
40
+ "\n",
41
+ "# import xml parsing tools\n",
42
+ "import lxml.etree as ET\n"
43
+ ]
44
+ },
45
+ {
46
+ "cell_type": "code",
47
+ "execution_count": 18,
48
+ "metadata": {},
49
+ "outputs": [
50
+ {
51
+ "name": "stdout",
52
+ "output_type": "stream",
53
+ "text": [
54
+ "Found 9 files\n",
55
+ "Parsing Code de la consommation.xml\n",
56
+ "Parsing Code civil.xml\n",
57
+ "Parsing Code du travail.xml\n",
58
+ "Parsing Code général des impôts.xml\n",
59
+ "Parsing Code de la propriété intellectuelle.xml\n",
60
+ "Parsing Code de la santé publique.xml\n",
61
+ "Parsing Code de la sécurité sociale.xml\n",
62
+ "Parsing Code pénal.xml\n",
63
+ "Parsing Code de la route.xml\n"
64
+ ]
65
+ }
66
+ ],
67
+ "source": [
68
+ "def retrieve_every_article_xml(xml_file):\n",
69
+ " \"\"\"\n",
70
+ " This function retrieves all the articles from a xml file\n",
71
+ " \"\"\"\n",
72
+ " tree = ET.parse(xml_file)\n",
73
+ " root = tree.getroot()\n",
74
+ " \n",
75
+ " # find all xml tags with the name \"article\"\n",
76
+ " articles = root.findall(\".//article\")\n",
77
+ " \n",
78
+ " # find all the parents of the articles\n",
79
+ " parents = [a.getparent() for a in articles]\n",
80
+ " \n",
81
+ " return articles, parents\n",
82
+ "\n",
83
+ "def parse_article_xml(article):\n",
84
+ " \n",
85
+ " # we we check if there is any children\n",
86
+ " return \"\".join(article.itertext())\n",
87
+ "\n",
88
+ "def main(main_folder=\"/Users/adrienbufort/Documents/workspace/datasets/LoiLibre/raw\"):\n",
89
+ " \n",
90
+ " # npw we can list all the xml files in the folder\n",
91
+ " import os\n",
92
+ " files = os.listdir(main_folder)\n",
93
+ " files = [f for f in files if f.endswith(\".xml\")]\n",
94
+ " print(\"Found {} files\".format(len(files)))\n",
95
+ " \n",
96
+ " # we can now parse all the files \n",
97
+ " df_articles = []\n",
98
+ " \n",
99
+ " for f in files:\n",
100
+ " print(\"Parsing {}\".format(f))\n",
101
+ " articles, parents = retrieve_every_article_xml(os.path.join(main_folder, f))\n",
102
+ " \n",
103
+ " \n",
104
+ " articles_text = [parse_article_xml(a) for a in articles]\n",
105
+ " articles_metadata = [a.attrib for a in articles]\n",
106
+ " \n",
107
+ " title_parent = [p.attrib[\"title\"] for p in parents]\n",
108
+ " \n",
109
+ " dataframe_articles = pd.DataFrame({\"text\": articles_text, \"title_parent\": title_parent})\n",
110
+ " dataframe_metadata = pd.DataFrame(articles_metadata)\n",
111
+ " \n",
112
+ " # concatenate the columns\n",
113
+ " dataframe_tmp = pd.concat([dataframe_articles, dataframe_metadata], axis=1)\n",
114
+ " \n",
115
+ " # add the file name\n",
116
+ " dataframe_tmp[\"file_name\"] = f\n",
117
+ " \n",
118
+ " df_articles.append(dataframe_tmp)\n",
119
+ " \n",
120
+ " # concatenate all the dataframes\n",
121
+ " df_articles = pd.concat(df_articles)\n",
122
+ " \n",
123
+ " return df_articles\n",
124
+ "\n",
125
+ "# we can now parse all the files\n",
126
+ "articles = main()\n",
127
+ " \n",
128
+ " \n",
129
+ " \n",
130
+ "\n"
131
+ ]
132
+ },
133
+ {
134
+ "cell_type": "code",
135
+ "execution_count": 19,
136
+ "metadata": {},
137
+ "outputs": [
138
+ {
139
+ "data": {
140
+ "text/html": [
141
+ "<div>\n",
142
+ "<style scoped>\n",
143
+ " .dataframe tbody tr th:only-of-type {\n",
144
+ " vertical-align: middle;\n",
145
+ " }\n",
146
+ "\n",
147
+ " .dataframe tbody tr th {\n",
148
+ " vertical-align: top;\n",
149
+ " }\n",
150
+ "\n",
151
+ " .dataframe thead th {\n",
152
+ " text-align: right;\n",
153
+ " }\n",
154
+ "</style>\n",
155
+ "<table border=\"1\" class=\"dataframe\">\n",
156
+ " <thead>\n",
157
+ " <tr style=\"text-align: right;\">\n",
158
+ " <th></th>\n",
159
+ " <th>text</th>\n",
160
+ " <th>title_parent</th>\n",
161
+ " <th>cid</th>\n",
162
+ " <th>date</th>\n",
163
+ " <th>etat</th>\n",
164
+ " <th>id</th>\n",
165
+ " <th>intOrdre</th>\n",
166
+ " <th>modId</th>\n",
167
+ " <th>modTitle</th>\n",
168
+ " <th>num</th>\n",
169
+ " <th>file_name</th>\n",
170
+ " </tr>\n",
171
+ " </thead>\n",
172
+ " <tbody>\n",
173
+ " <tr>\n",
174
+ " <th>0</th>\n",
175
+ " <td>\\n \\n Pour l'application du présent...</td>\n",
176
+ " <td>Partie législative nouvelle</td>\n",
177
+ " <td>LEGIARTI000032228215</td>\n",
178
+ " <td>2021-12-23</td>\n",
179
+ " <td>VIGUEUR</td>\n",
180
+ " <td>LEGIARTI000044563103</td>\n",
181
+ " <td>1014089499</td>\n",
182
+ " <td>JORFTEXT000044546235</td>\n",
183
+ " <td>Ordonnance n°2021-1734 du 22 décembre 2021 - a...</td>\n",
184
+ " <td>liminaire</td>\n",
185
+ " <td>Code de la consommation.xml</td>\n",
186
+ " </tr>\n",
187
+ " <tr>\n",
188
+ " <th>1</th>\n",
189
+ " <td>\\n Avant que le consommateur ne soi...</td>\n",
190
+ " <td>Chapitre Ier : Obligation générale d'informati...</td>\n",
191
+ " <td>LEGIARTI000032220903</td>\n",
192
+ " <td>2021-09-30</td>\n",
193
+ " <td>VIGUEUR</td>\n",
194
+ " <td>LEGIARTI000044142438</td>\n",
195
+ " <td>195225786</td>\n",
196
+ " <td>JORFTEXT000044125847</td>\n",
197
+ " <td>Ordonnance n°2021-1247 du 29 septembre 2021 - ...</td>\n",
198
+ " <td>L111-1</td>\n",
199
+ " <td>Code de la consommation.xml</td>\n",
200
+ " </tr>\n",
201
+ " <tr>\n",
202
+ " <th>2</th>\n",
203
+ " <td>\\n Outre les mentions prévues à l'a...</td>\n",
204
+ " <td>Chapitre Ier : Obligation générale d'informati...</td>\n",
205
+ " <td>LEGIARTI000032220905</td>\n",
206
+ " <td>2016-03-16</td>\n",
207
+ " <td>VIGUEUR</td>\n",
208
+ " <td>LEGIARTI000032227350</td>\n",
209
+ " <td>390451572</td>\n",
210
+ " <td>JORFTEXT000032209352</td>\n",
211
+ " <td>Ordonnance n°2016-301 du 14 mars 2016 - art.</td>\n",
212
+ " <td>L111-2</td>\n",
213
+ " <td>Code de la consommation.xml</td>\n",
214
+ " </tr>\n",
215
+ " <tr>\n",
216
+ " <th>3</th>\n",
217
+ " <td>\\n Les dispositions des articles L....</td>\n",
218
+ " <td>Chapitre Ier : Obligation générale d'informati...</td>\n",
219
+ " <td>LEGIARTI000032220907</td>\n",
220
+ " <td>2017-04-07</td>\n",
221
+ " <td>VIGUEUR</td>\n",
222
+ " <td>LEGIARTI000034388081</td>\n",
223
+ " <td>585677358</td>\n",
224
+ " <td>JORFTEXT000034379166</td>\n",
225
+ " <td>Ordonnance n°2017-484 du 6 avril 2017 - art. 17</td>\n",
226
+ " <td>L111-3</td>\n",
227
+ " <td>Code de la consommation.xml</td>\n",
228
+ " </tr>\n",
229
+ " <tr>\n",
230
+ " <th>4</th>\n",
231
+ " <td>\\n Le fabricant ou l'importateur de...</td>\n",
232
+ " <td>Chapitre Ier : Obligation générale d'informati...</td>\n",
233
+ " <td>LEGIARTI000032220909</td>\n",
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+ " <td>2021-11-16</td>\n",
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+ " <td>VIGUEUR</td>\n",
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+ " <td>LEGIARTI000044330854</td>\n",
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+ " <td>780903144</td>\n",
238
+ " <td>JORFTEXT000044327272</td>\n",
239
+ " <td>LOI n°2021-1485 du 15 novembre 2021 - art. 18</td>\n",
240
+ " <td>L111-4</td>\n",
241
+ " <td>Code de la consommation.xml</td>\n",
242
+ " </tr>\n",
243
+ " <tr>\n",
244
+ " <th>...</th>\n",
245
+ " <td>...</td>\n",
246
+ " <td>...</td>\n",
247
+ " <td>...</td>\n",
248
+ " <td>...</td>\n",
249
+ " <td>...</td>\n",
250
+ " <td>...</td>\n",
251
+ " <td>...</td>\n",
252
+ " <td>...</td>\n",
253
+ " <td>...</td>\n",
254
+ " <td>...</td>\n",
255
+ " <td>...</td>\n",
256
+ " </tr>\n",
257
+ " <tr>\n",
258
+ " <th>1152</th>\n",
259
+ " <td>\\n I.- Lorsque ces informations son...</td>\n",
260
+ " <td>Chapitre 1er : Responsabilité pénale</td>\n",
261
+ " <td>LEGIARTI000033668477</td>\n",
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+ " <td>2021-10-21</td>\n",
263
+ " <td>VIGUEUR</td>\n",
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+ " <td>LEGIARTI000044233123</td>\n",
265
+ " <td>1879048191</td>\n",
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+ " <td>JORFTEXT000044229080</td>\n",
267
+ " <td>Arrêté du 13 octobre 2021 - art. 5</td>\n",
268
+ " <td>A121-3</td>\n",
269
+ " <td>Code de la route.xml</td>\n",
270
+ " </tr>\n",
271
+ " <tr>\n",
272
+ " <th>1153</th>\n",
273
+ " <td>\\n Sont applicables en Nouvelle-Cal...</td>\n",
274
+ " <td>Chapitre 3 : Dispositions applicables en Nouve...</td>\n",
275
+ " <td>LEGIARTI000033668491</td>\n",
276
+ " <td>2021-10-21</td>\n",
277
+ " <td>VIGUEUR</td>\n",
278
+ " <td>LEGIARTI000044233128</td>\n",
279
+ " <td>1073741823</td>\n",
280
+ " <td>JORFTEXT000044229080</td>\n",
281
+ " <td>Arrêté du 13 octobre 2021 - art. 6</td>\n",
282
+ " <td>A143-1</td>\n",
283
+ " <td>Code de la route.xml</td>\n",
284
+ " </tr>\n",
285
+ " <tr>\n",
286
+ " <th>1154</th>\n",
287
+ " <td>\\n Le modèle de fiche descripti...</td>\n",
288
+ " <td>Sous-section 1 : Dispositions générales</td>\n",
289
+ " <td>LEGIARTI000042522938</td>\n",
290
+ " <td>2023-06-11</td>\n",
291
+ " <td>VIGUEUR</td>\n",
292
+ " <td>LEGIARTI000047666753</td>\n",
293
+ " <td>1073741823</td>\n",
294
+ " <td>JORFTEXT000047664460</td>\n",
295
+ " <td>Arrêté du 9 juin 2023 - art. 1</td>\n",
296
+ " <td>A325-12</td>\n",
297
+ " <td>Code de la route.xml</td>\n",
298
+ " </tr>\n",
299
+ " <tr>\n",
300
+ " <th>1155</th>\n",
301
+ " <td>\\n Les données relatives à l'en...</td>\n",
302
+ " <td>Sous-section 1 : Dispositions générales</td>\n",
303
+ " <td>LEGIARTI000042522940</td>\n",
304
+ " <td>2021-03-28</td>\n",
305
+ " <td>VIGUEUR</td>\n",
306
+ " <td>LEGIARTI000043308615</td>\n",
307
+ " <td>1610612735</td>\n",
308
+ " <td>JORFTEXT000043297189</td>\n",
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+ " <td>Arrêté du 15 mars 2021 - art. 1</td>\n",
310
+ " <td>A325-13</td>\n",
311
+ " <td>Code de la route.xml</td>\n",
312
+ " </tr>\n",
313
+ " <tr>\n",
314
+ " <th>1156</th>\n",
315
+ " <td>\\n Le délai prévu au quatrième ...</td>\n",
316
+ " <td>Sous-section 1 : Dispositions générales</td>\n",
317
+ " <td>LEGIARTI000042522942</td>\n",
318
+ " <td>2022-06-18</td>\n",
319
+ " <td>VIGUEUR</td>\n",
320
+ " <td>LEGIARTI000045936067</td>\n",
321
+ " <td>1879048191</td>\n",
322
+ " <td>JORFTEXT000045930087</td>\n",
323
+ " <td>Arrêté du 10 juin 2022 - art. 1</td>\n",
324
+ " <td>A325-14</td>\n",
325
+ " <td>Code de la route.xml</td>\n",
326
+ " </tr>\n",
327
+ " </tbody>\n",
328
+ "</table>\n",
329
+ "<p>43534 rows × 11 columns</p>\n",
330
+ "</div>"
331
+ ],
332
+ "text/plain": [
333
+ " text \\\n",
334
+ "0 \\n \\n Pour l'application du présent... \n",
335
+ "1 \\n Avant que le consommateur ne soi... \n",
336
+ "2 \\n Outre les mentions prévues à l'a... \n",
337
+ "3 \\n Les dispositions des articles L.... \n",
338
+ "4 \\n Le fabricant ou l'importateur de... \n",
339
+ "... ... \n",
340
+ "1152 \\n I.- Lorsque ces informations son... \n",
341
+ "1153 \\n Sont applicables en Nouvelle-Cal... \n",
342
+ "1154 \\n Le modèle de fiche descripti... \n",
343
+ "1155 \\n Les données relatives à l'en... \n",
344
+ "1156 \\n Le délai prévu au quatrième ... \n",
345
+ "\n",
346
+ " title_parent cid \\\n",
347
+ "0 Partie législative nouvelle LEGIARTI000032228215 \n",
348
+ "1 Chapitre Ier : Obligation générale d'informati... LEGIARTI000032220903 \n",
349
+ "2 Chapitre Ier : Obligation générale d'informati... LEGIARTI000032220905 \n",
350
+ "3 Chapitre Ier : Obligation générale d'informati... LEGIARTI000032220907 \n",
351
+ "4 Chapitre Ier : Obligation générale d'informati... LEGIARTI000032220909 \n",
352
+ "... ... ... \n",
353
+ "1152 Chapitre 1er : Responsabilité pénale LEGIARTI000033668477 \n",
354
+ "1153 Chapitre 3 : Dispositions applicables en Nouve... LEGIARTI000033668491 \n",
355
+ "1154 Sous-section 1 : Dispositions générales LEGIARTI000042522938 \n",
356
+ "1155 Sous-section 1 : Dispositions générales LEGIARTI000042522940 \n",
357
+ "1156 Sous-section 1 : Dispositions générales LEGIARTI000042522942 \n",
358
+ "\n",
359
+ " date etat id intOrdre \\\n",
360
+ "0 2021-12-23 VIGUEUR LEGIARTI000044563103 1014089499 \n",
361
+ "1 2021-09-30 VIGUEUR LEGIARTI000044142438 195225786 \n",
362
+ "2 2016-03-16 VIGUEUR LEGIARTI000032227350 390451572 \n",
363
+ "3 2017-04-07 VIGUEUR LEGIARTI000034388081 585677358 \n",
364
+ "4 2021-11-16 VIGUEUR LEGIARTI000044330854 780903144 \n",
365
+ "... ... ... ... ... \n",
366
+ "1152 2021-10-21 VIGUEUR LEGIARTI000044233123 1879048191 \n",
367
+ "1153 2021-10-21 VIGUEUR LEGIARTI000044233128 1073741823 \n",
368
+ "1154 2023-06-11 VIGUEUR LEGIARTI000047666753 1073741823 \n",
369
+ "1155 2021-03-28 VIGUEUR LEGIARTI000043308615 1610612735 \n",
370
+ "1156 2022-06-18 VIGUEUR LEGIARTI000045936067 1879048191 \n",
371
+ "\n",
372
+ " modId modTitle \\\n",
373
+ "0 JORFTEXT000044546235 Ordonnance n°2021-1734 du 22 décembre 2021 - a... \n",
374
+ "1 JORFTEXT000044125847 Ordonnance n°2021-1247 du 29 septembre 2021 - ... \n",
375
+ "2 JORFTEXT000032209352 Ordonnance n°2016-301 du 14 mars 2016 - art. \n",
376
+ "3 JORFTEXT000034379166 Ordonnance n°2017-484 du 6 avril 2017 - art. 17 \n",
377
+ "4 JORFTEXT000044327272 LOI n°2021-1485 du 15 novembre 2021 - art. 18 \n",
378
+ "... ... ... \n",
379
+ "1152 JORFTEXT000044229080 Arrêté du 13 octobre 2021 - art. 5 \n",
380
+ "1153 JORFTEXT000044229080 Arrêté du 13 octobre 2021 - art. 6 \n",
381
+ "1154 JORFTEXT000047664460 Arrêté du 9 juin 2023 - art. 1 \n",
382
+ "1155 JORFTEXT000043297189 Arrêté du 15 mars 2021 - art. 1 \n",
383
+ "1156 JORFTEXT000045930087 Arrêté du 10 juin 2022 - art. 1 \n",
384
+ "\n",
385
+ " num file_name \n",
386
+ "0 liminaire Code de la consommation.xml \n",
387
+ "1 L111-1 Code de la consommation.xml \n",
388
+ "2 L111-2 Code de la consommation.xml \n",
389
+ "3 L111-3 Code de la consommation.xml \n",
390
+ "4 L111-4 Code de la consommation.xml \n",
391
+ "... ... ... \n",
392
+ "1152 A121-3 Code de la route.xml \n",
393
+ "1153 A143-1 Code de la route.xml \n",
394
+ "1154 A325-12 Code de la route.xml \n",
395
+ "1155 A325-13 Code de la route.xml \n",
396
+ "1156 A325-14 Code de la route.xml \n",
397
+ "\n",
398
+ "[43534 rows x 11 columns]"
399
+ ]
400
+ },
401
+ "execution_count": 19,
402
+ "metadata": {},
403
+ "output_type": "execute_result"
404
+ }
405
+ ],
406
+ "source": [
407
+ "# get parent\n",
408
+ "articles"
409
+ ]
410
+ },
411
+ {
412
+ "cell_type": "code",
413
+ "execution_count": 71,
414
+ "metadata": {},
415
+ "outputs": [],
416
+ "source": [
417
+ "# strip the text\n",
418
+ "articles[\"text\"] = articles[\"text\"].str.strip()"
419
+ ]
420
+ },
421
+ {
422
+ "cell_type": "code",
423
+ "execution_count": 72,
424
+ "metadata": {},
425
+ "outputs": [],
426
+ "source": [
427
+ "# save the dataframe\n",
428
+ "articles.to_parquet(\"../articles.parquet\")"
429
+ ]
430
+ },
431
+ {
432
+ "cell_type": "code",
433
+ "execution_count": 68,
434
+ "metadata": {},
435
+ "outputs": [
436
+ {
437
+ "name": "stdout",
438
+ "output_type": "stream",
439
+ "text": [
440
+ "Defaulting to user installation because normal site-packages is not writeable\n",
441
+ "Collecting pyarrow\n",
442
+ " Downloading pyarrow-14.0.1-cp39-cp39-macosx_11_0_arm64.whl (24.0 MB)\n",
443
+ "\u001b[K |████████████████████████████████| 24.0 MB 14.7 MB/s eta 0:00:01\n",
444
+ "\u001b[?25hRequirement already satisfied: numpy>=1.16.6 in /Users/adrienbufort/Library/Python/3.9/lib/python/site-packages (from pyarrow) (1.25.1)\n",
445
+ "Installing collected packages: pyarrow\n",
446
+ "Successfully installed pyarrow-14.0.1\n",
447
+ "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 23.3.1 is available.\n",
448
+ "You should consider upgrading via the '/Library/Developer/CommandLineTools/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n"
449
+ ]
450
+ }
451
+ ],
452
+ "source": []
453
+ },
454
+ {
455
+ "cell_type": "code",
456
+ "execution_count": 73,
457
+ "metadata": {},
458
+ "outputs": [
459
+ {
460
+ "data": {
461
+ "text/html": [
462
+ "<div>\n",
463
+ "<style scoped>\n",
464
+ " .dataframe tbody tr th:only-of-type {\n",
465
+ " vertical-align: middle;\n",
466
+ " }\n",
467
+ "\n",
468
+ " .dataframe tbody tr th {\n",
469
+ " vertical-align: top;\n",
470
+ " }\n",
471
+ "\n",
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+ " .dataframe thead th {\n",
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+ " text-align: right;\n",
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+ " }\n",
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+ "</style>\n",
476
+ "<table border=\"1\" class=\"dataframe\">\n",
477
+ " <thead>\n",
478
+ " <tr style=\"text-align: right;\">\n",
479
+ " <th></th>\n",
480
+ " <th>text</th>\n",
481
+ " <th>id</th>\n",
482
+ " <th>cid</th>\n",
483
+ " <th>num</th>\n",
484
+ " <th>etat</th>\n",
485
+ " <th>intOrdre</th>\n",
486
+ " <th>modTitle</th>\n",
487
+ " <th>modId</th>\n",
488
+ " <th>date</th>\n",
489
+ " <th>file_name</th>\n",
490
+ " </tr>\n",
491
+ " </thead>\n",
492
+ " <tbody>\n",
493
+ " <tr>\n",
494
+ " <th>0</th>\n",
495
+ " <td>Pour l'application du présent code, on entend ...</td>\n",
496
+ " <td>LEGIARTI000044563103</td>\n",
497
+ " <td>LEGIARTI000032228215</td>\n",
498
+ " <td>liminaire</td>\n",
499
+ " <td>VIGUEUR</td>\n",
500
+ " <td>1014089499</td>\n",
501
+ " <td>Ordonnance n°2021-1734 du 22 décembre 2021 - a...</td>\n",
502
+ " <td>JORFTEXT000044546235</td>\n",
503
+ " <td>2021-12-23</td>\n",
504
+ " <td>Code de la consommation.xml</td>\n",
505
+ " </tr>\n",
506
+ " <tr>\n",
507
+ " <th>1</th>\n",
508
+ " <td>Avant que le consommateur ne soit lié par un c...</td>\n",
509
+ " <td>LEGIARTI000044142438</td>\n",
510
+ " <td>LEGIARTI000032220903</td>\n",
511
+ " <td>L111-1</td>\n",
512
+ " <td>VIGUEUR</td>\n",
513
+ " <td>195225786</td>\n",
514
+ " <td>Ordonnance n°2021-1247 du 29 septembre 2021 - ...</td>\n",
515
+ " <td>JORFTEXT000044125847</td>\n",
516
+ " <td>2021-09-30</td>\n",
517
+ " <td>Code de la consommation.xml</td>\n",
518
+ " </tr>\n",
519
+ " <tr>\n",
520
+ " <th>2</th>\n",
521
+ " <td>Outre les mentions prévues à l'article L. 111-...</td>\n",
522
+ " <td>LEGIARTI000032227350</td>\n",
523
+ " <td>LEGIARTI000032220905</td>\n",
524
+ " <td>L111-2</td>\n",
525
+ " <td>VIGUEUR</td>\n",
526
+ " <td>390451572</td>\n",
527
+ " <td>Ordonnance n°2016-301 du 14 mars 2016 - art.</td>\n",
528
+ " <td>JORFTEXT000032209352</td>\n",
529
+ " <td>2016-03-16</td>\n",
530
+ " <td>Code de la consommation.xml</td>\n",
531
+ " </tr>\n",
532
+ " <tr>\n",
533
+ " <th>3</th>\n",
534
+ " <td>Les dispositions des articles L. 111-1 et L. 1...</td>\n",
535
+ " <td>LEGIARTI000034388081</td>\n",
536
+ " <td>LEGIARTI000032220907</td>\n",
537
+ " <td>L111-3</td>\n",
538
+ " <td>VIGUEUR</td>\n",
539
+ " <td>585677358</td>\n",
540
+ " <td>Ordonnance n°2017-484 du 6 avril 2017 - art. 17</td>\n",
541
+ " <td>JORFTEXT000034379166</td>\n",
542
+ " <td>2017-04-07</td>\n",
543
+ " <td>Code de la consommation.xml</td>\n",
544
+ " </tr>\n",
545
+ " <tr>\n",
546
+ " <th>4</th>\n",
547
+ " <td>Le fabricant ou l'importateur de biens meubles...</td>\n",
548
+ " <td>LEGIARTI000044330854</td>\n",
549
+ " <td>LEGIARTI000032220909</td>\n",
550
+ " <td>L111-4</td>\n",
551
+ " <td>VIGUEUR</td>\n",
552
+ " <td>780903144</td>\n",
553
+ " <td>LOI n°2021-1485 du 15 novembre 2021 - art. 18</td>\n",
554
+ " <td>JORFTEXT000044327272</td>\n",
555
+ " <td>2021-11-16</td>\n",
556
+ " <td>Code de la consommation.xml</td>\n",
557
+ " </tr>\n",
558
+ " <tr>\n",
559
+ " <th>...</th>\n",
560
+ " <td>...</td>\n",
561
+ " <td>...</td>\n",
562
+ " <td>...</td>\n",
563
+ " <td>...</td>\n",
564
+ " <td>...</td>\n",
565
+ " <td>...</td>\n",
566
+ " <td>...</td>\n",
567
+ " <td>...</td>\n",
568
+ " <td>...</td>\n",
569
+ " <td>...</td>\n",
570
+ " </tr>\n",
571
+ " <tr>\n",
572
+ " <th>1152</th>\n",
573
+ " <td>I.- Lorsque ces informations sont adressées de...</td>\n",
574
+ " <td>LEGIARTI000044233123</td>\n",
575
+ " <td>LEGIARTI000033668477</td>\n",
576
+ " <td>A121-3</td>\n",
577
+ " <td>VIGUEUR</td>\n",
578
+ " <td>1879048191</td>\n",
579
+ " <td>Arrêté du 13 octobre 2021 - art. 5</td>\n",
580
+ " <td>JORFTEXT000044229080</td>\n",
581
+ " <td>2021-10-21</td>\n",
582
+ " <td>Code de la route.xml</td>\n",
583
+ " </tr>\n",
584
+ " <tr>\n",
585
+ " <th>1153</th>\n",
586
+ " <td>Sont applicables en Nouvelle-Calédonie, en Pol...</td>\n",
587
+ " <td>LEGIARTI000044233128</td>\n",
588
+ " <td>LEGIARTI000033668491</td>\n",
589
+ " <td>A143-1</td>\n",
590
+ " <td>VIGUEUR</td>\n",
591
+ " <td>1073741823</td>\n",
592
+ " <td>Arrêté du 13 octobre 2021 - art. 6</td>\n",
593
+ " <td>JORFTEXT000044229080</td>\n",
594
+ " <td>2021-10-21</td>\n",
595
+ " <td>Code de la route.xml</td>\n",
596
+ " </tr>\n",
597
+ " <tr>\n",
598
+ " <th>1154</th>\n",
599
+ " <td>Le modèle de fiche descriptive de l'état du vé...</td>\n",
600
+ " <td>LEGIARTI000047666753</td>\n",
601
+ " <td>LEGIARTI000042522938</td>\n",
602
+ " <td>A325-12</td>\n",
603
+ " <td>VIGUEUR</td>\n",
604
+ " <td>1073741823</td>\n",
605
+ " <td>Arrêté du 9 juin 2023 - art. 1</td>\n",
606
+ " <td>JORFTEXT000047664460</td>\n",
607
+ " <td>2023-06-11</td>\n",
608
+ " <td>Code de la route.xml</td>\n",
609
+ " </tr>\n",
610
+ " <tr>\n",
611
+ " <th>1155</th>\n",
612
+ " <td>Les données relatives à l'enlèvement, à la gar...</td>\n",
613
+ " <td>LEGIARTI000043308615</td>\n",
614
+ " <td>LEGIARTI000042522940</td>\n",
615
+ " <td>A325-13</td>\n",
616
+ " <td>VIGUEUR</td>\n",
617
+ " <td>1610612735</td>\n",
618
+ " <td>Arrêté du 15 mars 2021 - art. 1</td>\n",
619
+ " <td>JORFTEXT000043297189</td>\n",
620
+ " <td>2021-03-28</td>\n",
621
+ " <td>Code de la route.xml</td>\n",
622
+ " </tr>\n",
623
+ " <tr>\n",
624
+ " <th>1156</th>\n",
625
+ " <td>Le délai prévu au quatrième alinéa de l'articl...</td>\n",
626
+ " <td>LEGIARTI000045936067</td>\n",
627
+ " <td>LEGIARTI000042522942</td>\n",
628
+ " <td>A325-14</td>\n",
629
+ " <td>VIGUEUR</td>\n",
630
+ " <td>1879048191</td>\n",
631
+ " <td>Arrêté du 10 juin 2022 - art. 1</td>\n",
632
+ " <td>JORFTEXT000045930087</td>\n",
633
+ " <td>2022-06-18</td>\n",
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