zan.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d72da4c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "from itertools import combinations\n",
    "import xml.etree.ElementTree as ET\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3ba2e794",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2d01ca11",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_FOLDER = 'data/zan'\n",
    "NAMESPACE = {'an': 'http://docs.oasis-open.org/legaldocml/ns/akn/3.0/CSD03'}\n",
    "ALPHANUM_REGEX = re.compile('[\\W+]', re.UNICODE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2d84a5cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_tokens(s):\n",
    "    return set(ALPHANUM_REGEX.sub(' ', s).lower().split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6e6da7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def jaccard_distance(x, y):    \n",
    "    return 1 - (len(x['tokens'] & y['tokens']) / len(x['tokens'] | y['tokens']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ffe2e8d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "amendments = []\n",
    "\n",
    "for filename in sorted(os.listdir(DATA_FOLDER)):\n",
    "    if filename.startswith('.'):\n",
    "        continue\n",
    "\n",
    "    tree = ET.parse(os.path.join(DATA_FOLDER, filename))\n",
    "\n",
    "    _id = tree.find('.//an:FRBRnumber', NAMESPACE).get('value')\n",
    "    authors = [el.text for el in tree.findall('.//an:docProponent', NAMESPACE)]\n",
    "    raw = ' '.join(tree.find('.//an:amendmentContent', NAMESPACE).itertext())\n",
    "    tokens = to_tokens(raw)\n",
    "\n",
    "    amendments.append({'_id': _id, 'authors': authors, 'raw': raw, 'tokens': tokens})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "95fb8c49",
   "metadata": {},
   "outputs": [],
   "source": [
    "distances = [jaccard_distance(x, y) for x, y in combinations(amendments, 2)]\n",
    "labels = [amendment['_id'] for amendment in amendments]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b34e8c16",
   "metadata": {},
   "outputs": [],
   "source": [
    "Z_all = linkage(distances, method='complete')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "41d44767",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x18000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25, 250))\n",
    "plt.title('Z_all')\n",
    "dendrogram(\n",
    "    Z_all,\n",
    "    labels=labels,\n",
    "    orientation='right',\n",
    "    leaf_font_size=12.,\n",
    ")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}