smaller_lms.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fa747d07-787a-4111-a39b-131273688466",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: spacy in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (3.7.5)\n",
      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (3.0.12)\n",
      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (1.0.5)\n",
      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (1.0.10)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (2.0.8)\n",
      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (3.0.9)\n",
      "Requirement already satisfied: thinc<8.3.0,>=8.2.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (8.2.5)\n",
      "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (1.1.3)\n",
      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (2.4.8)\n",
      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (2.0.10)\n",
      "Requirement already satisfied: weasel<0.5.0,>=0.1.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (0.4.1)\n",
      "Requirement already satisfied: typer<1.0.0,>=0.3.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (0.12.3)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (4.66.4)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.13.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (2.31.0)\n",
      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (2.7.4)\n",
      "Requirement already satisfied: jinja2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (3.1.3)\n",
      "Requirement already satisfied: setuptools in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (65.5.0)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (24.0)\n",
      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (3.4.0)\n",
      "Requirement already satisfied: numpy>=1.19.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy) (1.26.4)\n",
      "Requirement already satisfied: language-data>=1.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from langcodes<4.0.0,>=3.2.0->spacy) (1.2.0)\n",
      "Requirement already satisfied: annotated-types>=0.4.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.18.4 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy) (2.18.4)\n",
      "Requirement already satisfied: typing-extensions>=4.6.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy) (4.12.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (3.6)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2.2.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy) (2024.2.2)\n",
      "Requirement already satisfied: blis<0.8.0,>=0.7.8 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.3.0,>=8.2.2->spacy) (0.7.11)\n",
      "Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.3.0,>=8.2.2->spacy) (0.1.5)\n",
      "Requirement already satisfied: colorama in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy) (0.4.6)\n",
      "Requirement already satisfied: click>=8.0.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy) (8.1.7)\n",
      "Requirement already satisfied: shellingham>=1.3.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy) (1.5.4)\n",
      "Requirement already satisfied: rich>=10.11.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy) (13.7.1)\n",
      "Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.1.0->spacy) (0.18.1)\n",
      "Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.1.0->spacy) (7.0.4)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy) (2.1.5)\n",
      "Requirement already satisfied: marisa-trie>=0.7.7 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy) (1.2.0)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy) (2.17.2)\n",
      "Requirement already satisfied: wrapt in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy) (1.16.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy) (0.1.2)\n"
     ]
    }
   ],
   "source": [
    "!py -m pip install spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "74bab40c-767e-4f8a-8533-d2cd8cdc4834",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting xx-ent-wiki-sm==3.7.0\n",
      "  Downloading https://github.com/explosion/spacy-models/releases/download/xx_ent_wiki_sm-3.7.0/xx_ent_wiki_sm-3.7.0-py3-none-any.whl (11.1 MB)\n",
      "     ---------------------------------------- 0.0/11.1 MB ? eta -:--:--\n",
      "     ----- ---------------------------------- 1.4/11.1 MB 29.4 MB/s eta 0:00:01\n",
      "     ----------- ---------------------------- 3.2/11.1 MB 41.4 MB/s eta 0:00:01\n",
      "     ------------------ --------------------- 5.0/11.1 MB 40.3 MB/s eta 0:00:01\n",
      "     ------------------------ --------------- 6.7/11.1 MB 42.8 MB/s eta 0:00:01\n",
      "     ------------------------------ --------- 8.6/11.1 MB 42.2 MB/s eta 0:00:01\n",
      "     ----------------------------------- --- 10.1/11.1 MB 40.3 MB/s eta 0:00:01\n",
      "     --------------------------------------  11.1/11.1 MB 38.6 MB/s eta 0:00:01\n",
      "     --------------------------------------  11.1/11.1 MB 38.6 MB/s eta 0:00:01\n",
      "     --------------------------------------  11.1/11.1 MB 38.6 MB/s eta 0:00:01\n",
      "     --------------------------------------  11.1/11.1 MB 38.6 MB/s eta 0:00:01\n",
      "     --------------------------------------- 11.1/11.1 MB 25.2 MB/s eta 0:00:00\n",
      "Requirement already satisfied: spacy<3.8.0,>=3.7.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from xx-ent-wiki-sm==3.7.0) (3.7.5)\n",
      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (3.0.12)\n",
      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.0.5)\n",
      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.0.10)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.0.8)\n",
      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (3.0.9)\n",
      "Requirement already satisfied: thinc<8.3.0,>=8.2.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (8.2.5)\n",
      "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.1.3)\n",
      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.4.8)\n",
      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.0.10)\n",
      "Requirement already satisfied: weasel<0.5.0,>=0.1.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.4.1)\n",
      "Requirement already satisfied: typer<1.0.0,>=0.3.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.12.3)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (4.66.4)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.13.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.31.0)\n",
      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.7.4)\n",
      "Requirement already satisfied: jinja2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (3.1.3)\n",
      "Requirement already satisfied: setuptools in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (65.5.0)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (24.0)\n",
      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (3.4.0)\n",
      "Requirement already satisfied: numpy>=1.19.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.26.4)\n",
      "Requirement already satisfied: language-data>=1.2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from langcodes<4.0.0,>=3.2.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.2.0)\n",
      "Requirement already satisfied: annotated-types>=0.4.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.18.4 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.18.4)\n",
      "Requirement already satisfied: typing-extensions>=4.6.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (4.12.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (3.6)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.2.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2024.2.2)\n",
      "Requirement already satisfied: blis<0.8.0,>=0.7.8 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.7.11)\n",
      "Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.1.5)\n",
      "Requirement already satisfied: colorama in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from tqdm<5.0.0,>=4.38.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.4.6)\n",
      "Requirement already satisfied: click>=8.0.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (8.1.7)\n",
      "Requirement already satisfied: shellingham>=1.3.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.5.4)\n",
      "Requirement already satisfied: rich>=10.11.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (13.7.1)\n",
      "Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.18.1)\n",
      "Requirement already satisfied: smart-open<8.0.0,>=5.2.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (7.0.4)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from jinja2->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.1.5)\n",
      "Requirement already satisfied: marisa-trie>=0.7.7 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.2.0)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (2.17.2)\n",
      "Requirement already satisfied: wrapt in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (1.16.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.0->xx-ent-wiki-sm==3.7.0) (0.1.2)\n",
      "Installing collected packages: xx-ent-wiki-sm\n",
      "Successfully installed xx-ent-wiki-sm-3.7.0\n",
      "\u001b[38;5;2m[+] Download and installation successful\u001b[0m\n",
      "You can now load the package via spacy.load('xx_ent_wiki_sm')\n"
     ]
    }
   ],
   "source": [
    "!py -m spacy download xx_ent_wiki_sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "720ace7c-e569-45e8-8318-c7b4e3381a31",
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_pipeline(input_str: str):\n",
    "    ret_str = input_str.replace(\"-\\n\", \"\")\n",
    "    ret_str = ret_str.replace('\\n', '')\n",
    "    return ret_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dcb0ead2-c165-432d-9471-822c0a70db3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from spacy import displacy\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d09fe428-88fa-4af2-8f1e-10dedcf1c207",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Achatius PER\n",
      "Aghatius PER\n",
      "Ziegler PER\n",
      "Cziegler LOC\n",
      "Zugler LOC\n",
      "August PER\n",
      "pape fam PER\n",
      "motu pr. PER\n",
      "expect MISC\n",
      "ad coll LOC\n",
      "cuiuscumque ordin PER\n",
      "S 803187v MISC\n",
      "Dominici LOC\n",
      "Clementis presb PER\n",
      "card PER\n",
      "motupr LOC\n",
      "de par PER\n",
      "eccl PER\n",
      "Oppenheim LOC\n",
      "dioc LOC\n",
      "cur LOC\n",
      "Michaelis Huernem27. MISC\n",
      "S 819 MISC\n",
      "gr.expect PER\n",
      "perp PER\n",
      "hebdomadaria nunc PER\n",
      "eccl PER\n",
      "HaebachAugust ORG\n",
      "dioc LOC\n",
      "term PER\n",
      "intimandi adal PER\n",
      "S837 MISC\n",
      "eccl PER\n",
      "Lechsmund LOC\n",
      "de prom PER\n",
      "adomnes ord PER\n",
      "sola PER\n",
      "S 837 MISC\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Load English tokenizer, tagger, parser and NER\n",
    "# xx_ent_wiki_sm\n",
    "# de_core_news_md\n",
    "# en_core_web_sm\n",
    "nlp = spacy.load(\"de_core_news_md\")\n",
    "\n",
    "# Process whole documents\n",
    "text = \"\"\"\n",
    "Achatius (Aghatius) Ziegler\n",
    "(Cziegler, Zugler) cler. August. di-\n",
    "oc. pape fam.: motu pr. de gr. ex-\n",
    "pect. de 2 benef. ad coll. cuiuscum-\n",
    "que ordin., Et s. d. 17. nov. 81 S 803\n",
    "187v – Dominici [de Ruvere] tit.\n",
    "s. Clementis presb. card. fam.: motu\n",
    "pr. de par. eccl. s. Katherine in Op-\n",
    "penheim Magunt. dioc. (8 m. arg.)\n",
    "vac. p. o. in cur. Michaelis Huernem\n",
    "27. ian. 83 S 819 46 r – qui vig. gr.\n",
    "expect. perp. s. c. benef. hebdoma-\n",
    "daria nunc. in par. eccl. in Haebach\n",
    "August. dioc. vac. p. o. cuiusdam\n",
    "acc.: de prorog. term. intimandi ad\n",
    "al. 3 menses, sola sign. 10. iun. 84 S\n",
    "837 121rs – rect. par. eccl. in Lechs-\n",
    "mund August. dioc.: de prom. ad\n",
    "omnes ord. extra temp., sola sign.\n",
    "12. iun. 84 S 837 79v .\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "doc = nlp(process_pipeline(text))\n",
    "\n",
    "# Find named entities, phrases and concepts\n",
    "for entity in doc.ents:\n",
    "    print(entity.text, entity.label_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c9d355ec-e478-4d23-bdcb-65876749ef15",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Achatius (</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">Aghatius)</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">Ziegler(</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">Cziegler,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">Zugler)</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">cler.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">August.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">dioc.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">pape</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">fam.:</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">motu</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">pr.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">gr.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">expect.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">2</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">benef.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">ad</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">coll.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3375\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">cuiuscumque</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">ordin.,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">Et</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">s.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">d.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4425\">17.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4425\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4600\">nov.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4600\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4775\">81</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4775\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4950\">S</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4950\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5125\">803187v –</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5125\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5300\">Dominici [</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5300\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5475\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5475\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5650\">Ruvere]</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5650\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5825\">tit.s.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5825\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6000\">Clementis</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6000\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6175\">presb.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6175\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6350\">card.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6350\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6525\">fam.:</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6525\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6700\">motupr.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6700\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6875\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6875\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7050\">par.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7050\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7225\">eccl.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7225\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7400\">s.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7400\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7575\">Katherine</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7575\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7750\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7750\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7925\">Oppenheim</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7925\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8100\">Magunt.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8100\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8275\">dioc. (</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8275\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8450\">8</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8450\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8625\">m.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8625\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8800\">arg.)vac.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8800\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8975\">p.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8975\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9150\">o.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9150\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9325\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9325\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9500\">cur.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9500\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9675\">Michaelis</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9675\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9850\">Huernem27.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9850\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10025\">ian.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10025\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10200\">83</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10200\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10375\">S</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10375\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10550\">819</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10550\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10725\">46</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10725\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10900\">r –</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10900\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11075\">qui</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11075\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11250\">vig.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11250\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11425\">gr.expect.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11425\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11600\">perp.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11600\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11775\">s.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11775\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11950\">c.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11950\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12125\">benef.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12125\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12300\">hebdomadaria</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12300\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12475\">nunc.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12475\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12650\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12650\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"12825\">par.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"12825\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13000\">eccl.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13000\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13175\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13175\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13350\">HaebachAugust.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13350\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13525\">dioc.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13525\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13700\">vac.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13700\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"13875\">p.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"13875\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14050\">o.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14050\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14225\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14400\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14400\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14575\">prorog.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14575\">PROPN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14750\">term.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14750\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"14925\">intimandi</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"14925\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15100\">adal.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15100\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15275\">3</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15275\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15450\">menses,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15450\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15625\">sola</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15625\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15800\">sign.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15800\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"15975\">10.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"15975\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16150\">iun.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16150\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16325\">84</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16325\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16500\">S837</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16500\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16675\">121rs –</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16675\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"16850\">rect.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"16850\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17025\">par.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17025\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17200\">eccl.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17200\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17375\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17375\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17550\">Lechsmund</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17550\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17725\">August.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17725\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"17900\">dioc.:</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"17900\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18075\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18075\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18250\">prom.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18250\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18425\">adomnes</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18425\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18600\">ord.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18600\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18775\">extra</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18775\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"18950\">temp.,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"18950\">X</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19125\">sola</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19125\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19300\">sign.12.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19300\">PROPN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19475\">iun.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19475\">PROPN</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19650\">84</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19650\">NUM</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"19825\">S</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"19825\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"20000\">837</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20000\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"20175\">NUM</tspan>\n",
       "</text>\n",
       "\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M20165.0,354.0 L20173.0,342.0 20157.0,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displacy.render(doc, style=\"dep\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3e4e6fab-391e-4613-9ecf-e0fd51fac292",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting la-core-web-md==any\n",
      "  Downloading https://huggingface.co/latincy/la_core_web_md/resolve/main/la_core_web_md-any-py3-none-any.whl (71.3 MB)\n",
      "     ---------------------------------------- 0.0/71.3 MB ? eta -:--:--\n",
      "     ---------------------------------------- 0.0/71.3 MB ? eta -:--:--\n",
      "     --------------------------------------- 0.1/71.3 MB 525.1 kB/s eta 0:02:16\n",
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      "Requirement already satisfied: marisa-trie>=0.7.7 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.8.0,>=3.7.4->la-core-web-md==any) (1.2.0)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.4->la-core-web-md==any) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.4->la-core-web-md==any) (2.17.2)\n",
      "Requirement already satisfied: wrapt in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from smart-open<8.0.0,>=5.2.1->weasel<0.5.0,>=0.1.0->spacy<3.8.0,>=3.7.4->la-core-web-md==any) (1.16.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in c:\\users\\khan32\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0.0,>=0.3.0->spacy<3.8.0,>=3.7.4->la-core-web-md==any) (0.1.2)\n",
      "Installing collected packages: la-core-web-md\n",
      "Successfully installed la-core-web-md-3.7.4\n"
     ]
    }
   ],
   "source": [
    "!py -m pip install https://huggingface.co/latincy/la_core_web_md/resolve/main/la_core_web_md-any-py3-none-any.whl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b2551342-f653-46b8-8ba9-a35adb34fe9f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
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