{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from multiprocessing import Pool\n",
    "from functools import partial\n",
    "from itertools import repeat\n",
    "\n",
    "import pandas as pd\n",
    "from wordfreq import word_frequency\n",
    "\n",
    "import sys\n",
    "sys.path.append('../src')\n",
    "\n",
    "\n",
    "from ankimaker.tasks.epub.load_epub import generate_corpus_from_epub_file\n",
    "from ankimaker.tasks.dictionary import get_word_definitions_from_dictionary\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "generate_corpus_from_epub_file() takes 1 positional argument but 2 were given",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[86], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m file \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39m/home/gabriel/dev/ankimaker/data/german-epub.epub\u001b[39m\u001b[39m'\u001b[39m\n\u001b[0;32m----> 3\u001b[0m words_from_epub \u001b[39m=\u001b[39m generate_corpus_from_epub_file(file, \u001b[39m'\u001b[39;49m\u001b[39mgerman\u001b[39;49m\u001b[39m'\u001b[39;49m)\n",
      "\u001b[0;31mTypeError\u001b[0m: generate_corpus_from_epub_file() takes 1 positional argument but 2 were given"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "file = '/home/gabriel/dev/ankimaker/data/german-epub.epub'\n",
    "\n",
    "words_from_epub = generate_corpus_from_epub_file(file, 'german')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "words_from_epub = pd.Series(words_from_epub)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "momo               811\n",
       "mehr               299\n",
       "sagte              246\n",
       "ja                 236\n",
       "zeit               229\n",
       "                  ... \n",
       "ansehen              1\n",
       "stillschweigend      1\n",
       "liebhast             1\n",
       "liebhaben            1\n",
       "hinkte               1\n",
       "Length: 7785, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words_from_epub.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1.200000e-04\n",
       "1       4.680000e-04\n",
       "2       1.510000e-06\n",
       "3       2.690000e-05\n",
       "4       1.740000e-04\n",
       "            ...     \n",
       "7780    1.230000e-07\n",
       "7781    1.580000e-06\n",
       "7782    1.230000e-05\n",
       "7783    3.720000e-04\n",
       "7784    1.820000e-07\n",
       "Length: 7785, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(words_from_epub.unique()).apply(lambda x: word_frequency(x, 'de'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = (\n",
    "    words_from_epub\n",
    "    .value_counts()\n",
    "    .to_frame()\n",
    "    .reset_index()\n",
    "    .rename(columns={'index': 'word', 0: 'epub_freq'})\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['global_frequencies'] = df.word.apply(lambda x: word_frequency(x, 'de'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.epub_freq = df.epub_freq / df.epub_freq.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['epub_rank'] = df.epub_freq.rank(method='min')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.epub_rank.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['global_rank'] = df.global_frequencies.rank(method='min')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.global_rank.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['rank_diff'] = df.epub_rank - df.global_rank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rank_diff.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['epub_rank_is_greater'] = df.epub_rank > df.global_rank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df.epub_rank_is_greater * 1).plot(style=dict( linestyle='--ob'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "genanki",
   "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": "3.8.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "45165aaad12be9d54ac15a8bf37c1f60b988e47dbfa6601f9f69e1d36951ad3e"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}