keywords-in-context.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!git clone https://github.com/PatristicTextArchive/analyse_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Keywords in context (KWIC)\n",
    "\n",
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load data\n",
    "df = pd.read_csv('/content/analyse_data/data/severian_plaintext.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# filter to only greek texts\n",
    "filtered_df = df[df['lang'] == 'grc']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define function to get keyword in context"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kwic_search(keyword,context,dataframe):\n",
    "    '''\n",
    "    Search for keyword in context of x words in dataframe.\n",
    "    Print results and output a dict with position of results \n",
    "    relative to file length for visualization later\n",
    "    '''\n",
    "    list_position = {}\n",
    "\n",
    "    for index, row in dataframe.iterrows():\n",
    "        text_id = row['urn']\n",
    "        content = row['text']\n",
    "        tokens = content.lower().split()\n",
    "        indices = [i for i, x in enumerate(tokens) if re.search(keyword,x)]\n",
    "        positions = []\n",
    "        for entry in indices:\n",
    "            context_before = tokens[max(0, entry - context):entry]\n",
    "            context_after = tokens[entry + 1:min(len(tokens), entry + context + 1)]\n",
    "            print('{:<40s}{:>40s}{:^20s}{:<32s}'.format(text_id+\" (Pos.: \"+str(entry)+\" / \"+'{:.0%}'.format((entry/len(tokens)))+\" des Textes):\",\" \".join(context_before),tokens[entry],\" \".join(context_after)))\n",
    "            perc = entry/len(tokens)*100\n",
    "            positions.append(perc)\n",
    "        list_position[text_id] = positions \n",
    "    return list_position"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Do search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pta0001.pta001.pta-grc1 (Pos.: 1415 / 36% des Textes):              λύκοι ἅρπαγες. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. θέλεις ἰδεῖν, ἀδελφέ, ὅσον\n",
      "pta0001.pta001.pta-grc1 (Pos.: 2184 / 56% des Textes):               σποδός; ἀλλὰ πάλιν εἰς τὸ    προκείμενον     ἐπανέλθωμεν. ὁ θεὸς ἔκτισε τὸν  \n",
      "pta0001.pta002.pta-grc1 (Pos.: 3363 / 56% des Textes):                   κρίνει. ἵνα δὲ εἰς τὸ    προκείμενον     ἐπανέλθωμεν πάλιν, ἃ ἤκουσεν ἰσραήλ,\n",
      "pta0001.pta004.pta-grc1 (Pos.: 1727 / 23% des Textes):                    ἡ ἀγάπη. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. ἔρχεται ἡσαΐας πάλιν. τὸ\n",
      "pta0001.pta004.pta-grc1 (Pos.: 1906 / 25% des Textes):        πνεῦμα ἀποκαλύψεως; ἀλλὰ πρὸς τὸ    προκείμενον     ἐπανέλθωμεν. ὅπου δεῖ μαθεῖν τὰ \n",
      "pta0001.pta004.pta-grc1 (Pos.: 2332 / 31% des Textes):              γνώμης ἀγαθῆς. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. ἔλαβεν ὁ διδάσκων πνεῦμα\n",
      "pta0001.pta006.pta-grc1 (Pos.: 4274 / 86% des Textes):                 νόει τὴν λαμπάδα, τὸ δὲ    προκείμενον·    καὶ ἦν ἐπὶ τοῦ ποταμοῦ          \n",
      "pta0001.pta009.pta-grc1 (Pos.: 3673 / 51% des Textes):              τοῦ σώματος φύσιν ἐνίκα τὸ    προκείμενον.    ὁ μει, λέγει πρὸς ἀμφιβάλλοντας·\n",
      "pta0001.pta010.pta-grc1 (Pos.: 2011 / 74% des Textes):             καιρῷ ταμιευέσθω, εἰς δὲ τὸ    προκείμενον     ἐπανέλθωμεν· ἐπέβαλε τῷ ἀδὰμ τὸν\n",
      "pta0001.pta011.pta-grc1 (Pos.: 397 / 5% des Textes):             τὴν οἰκονομίαν. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. λέγει τοῖς μαθηταῖς· ἰδοὺ\n",
      "pta0001.pta011.pta-grc1 (Pos.: 942 / 12% des Textes):                 τί, φησί, τοῦτο πρὸς τὸ    προκείμενον;    ἀλλὰ καὶ σφόδρα οἰκειότατον. ἢ  \n",
      "pta0001.pta011.pta-grc1 (Pos.: 5506 / 69% des Textes):                  εἶτα θεός. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. ὁ δὲ κύριος τὸ     \n",
      "pta0001.pta011.pta-grc1 (Pos.: 5740 / 72% des Textes):                       . ἡμεῖς δὲ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. γνώτωσαν, ὅτι ὄνομά σοι\n",
      "pta0001.pta011.pta-grc1 (Pos.: 5957 / 74% des Textes):                χείλεσί σου. ἀλλʼ ἐπὶ τὸ    προκείμενον     ἐπανέλθωμεν. γνώτωσαν, ὅτι ὄνομά σοι\n",
      "pta0001.pta011.pta-grc1 (Pos.: 6721 / 84% des Textes):    πεύσεως καὶ ἀποκρίσεως σχηματίσαι τὸ    προκείμενον.    ταῖς γὰρ τοιαύταις ἀντιθέσεσιν εὐμαρεστέρα\n",
      "pta0001.pta016.pta-grc1 (Pos.: 405 / 9% des Textes):       δοθεῖσι ἐχρήσατο; αἴνιγμά ἐστι τὸ    προκείμενον.    καὶ ὅπως ἄκουε. ἀπʼ ἀρχῆς       \n",
      "pta0001.pta016.pta-grc1 (Pos.: 1132 / 25% des Textes):             ἐκεῖνο τέως ἀφέντες, εἰς τὸ    προκείμενον     ἐπανέλθωμεν ἀπεδήμησεν εἰς χώραν μακρὰν\n",
      "pta0001.pta016.pta-grc1 (Pos.: 2882 / 63% des Textes):           κατηγορίαν; ἀλλὰ πάλιν ἐπὶ τὸ    προκείμενον     ἐπανάξω τὸν λόγον ἀδὰμ ποῦ      \n",
      "pta0001.pta016.pta-grc1 (Pos.: 3043 / 66% des Textes):          παραβὰς ὑπεύθυνος. ἀλλʼ ἐπὶ τὸ    προκείμενον     ἐπανέλθωμεν. ἡ μὲν ἐξέτασις τῶν \n",
      "pta0001.pta018.pta-grc1 (Pos.: 2938 / 45% des Textes):                 τῆς ὁμονοίας. εἰς δὲ τὸ    προκείμενον     ἔλθωμεν. τί ἐροῦμεν; μὴ ἀδικία  \n",
      "pta0001.pta019.pta-grc1 (Pos.: 4094 / 70% des Textes):                  δεῖ ἔχεσθαι καὶ εἰς τὸ    προκείμενον     ἐπανελθεῖν ἀναγκαῖον. νόμος οὖν παρεισῆλθεν,\n",
      "pta0001.pta020.pta-grc1 (Pos.: 1513 / 19% des Textes):                ξένα εἶναι ταῦτα παρὰ τὸ    προκείμενον     ἡμῖν πρόβλημα· ῥίζα γὰρ τῶν     \n",
      "pta0001.pta020.pta-grc1 (Pos.: 3271 / 42% des Textes):                    ἐν παρόδῳ· εἰς δὲ τὸ    προκείμενον     ἐπανέλθωμεν. οὕτως γοῦν τῆς κτίσεως\n",
      "pta0001.pta021.pta-grc1 (Pos.: 1750 / 59% des Textes):               οὐκ ἐνέδωκεν. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. λέγει ὁ σωτήρ· ἐὰν \n",
      "pta0001.pta023.pta-grc1 (Pos.: 3267 / 58% des Textes):                    ἵνα συντέμω – τὸ γὰρ    προκείμενον     οὐ τὴν παροῦσαν ἱστορίαν ἀναπτύξαι,\n",
      "pta0001.pta023.pta-grc1 (Pos.: 3276 / 59% des Textes):         ἱστορίαν ἀναπτύξαι, ἀλλʼ ἐπὶ τὸ    προκείμενον     ἐλθεῖν. –, ἠρώτησεν ἐλθεῖν. ἠρώτησεν\n",
      "pta0001.pta025.pta-grc1 (Pos.: 1193 / 22% des Textes):          δοξαζόμενον. οὐκοῦν ἵνα εἰς τὸ    προκείμενον     ἐπανέλθωμεν, κἂν τὴν πύλην ζητήσῃς,\n",
      "pta0001.pta029.pta-grc1 (Pos.: 3364 / 67% des Textes):            ἀμβακούμ, οὐδὲν ἔχων περὶ τὸ    προκείμενον,    οὔτε ἵνα τέως τὸν σωτῆρα        \n",
      "pta0001.pta031.pta-grc1 (Pos.: 1735 / 26% des Textes):                  τὴν νόσον; ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. οἶδα παρʼ ὑμῖν ἀπαιτούμενος\n",
      "pta0001.pta031.pta-grc1 (Pos.: 4280 / 65% des Textes):             τῶν διδασκάλων. ἀλλʼ ἐπὶ τὸ    προκείμενον     ἐπανέλθωμεν. φίλον ἀεὶ τῇ γραφῇ,\n",
      "pta0001.pta031.pta-grc1 (Pos.: 5845 / 89% des Textes):                 εἰς τοσοῦτον. ἐπὶ δὲ τὸ    προκείμενον     ἐλθόντες καταπαύσωμεν τὸν λόγον. οἶμαι\n",
      "pta0001.pta034.pta-grc1 (Pos.: 219 / 4% des Textes):                   ἕν ἐσμεν. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. φησὶν ὁ θαυμάσιος ἐκεῖνος\n",
      "pta0001.pta034.pta-grc1 (Pos.: 3044 / 55% des Textes):                   φρόνημα . ἀλλʼ ἐπὶ τὸ    προκείμενον     ἐπανέλθωμεν. φανερὰ δέ ἐστι τὰ  \n",
      "pta0001.pta038.pta-grc1 (Pos.: 1616 / 44% des Textes):              τὸ ζητούμενον. ἀλλʼ εἰς τὸ    προκείμενον     ἔλθωμεν. ὅτι εἰ τὸ αἰσθητὸν     \n",
      "pta0001.pta040.pta-grc1 (Pos.: 420 / 8% des Textes):      πολλοὶ ἀπέλθωσι, καὶ ἴδωσι σκήνωμα    προκείμενον,    καὶ δακρυόμενον ὑπὸ τῶν ἰδίων,  \n",
      "pta0001.pta040.pta-grc1 (Pos.: 449 / 8% des Textes):               ὀδύρεται, ἀλλʼ οὖν οὐ τὸν    προκείμενον     (ἀλλότριος γάρ), ἀλλὰ τὸν ἑαυτῆς\n",
      "pta0001.pta041.pta-grc1 (Pos.: 2915 / 70% des Textes):             πνεῦμα. ἀλλʼ ἔλθωμεν εἰς τὸ    προκείμενον.    ἐὰν θέλῃς, κύριε, δύνασαί με    \n",
      "pta0001.pta042.pta-grc1 (Pos.: 1289 / 15% des Textes):                ἐγενήθημεν . ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. διὰ τί ὄφεις καλεῖ \n",
      "pta0001.pta048.pta-grc1 (Pos.: 3031 / 74% des Textes):                  σποδός; ὅμως δὲ εἰς τὸ    προκείμενον     ἐπανέλθωμεν· τίς δώσει κριτὴν ἀνὰ\n",
      "pta0001.pta049.pta-grc1 (Pos.: 1275 / 44% des Textes):             πρὸς μετάνοιαν. ἀλλʼ ἐπὶ τὸ    προκείμενον     ἐπανέλθωμεν. ἐτόλμησεν εἰπεῖν ἄνθρωπος σάρκα\n",
      "pta0001.pta052.pta-grc1 (Pos.: 811 / 32% des Textes):              τῆς εὐσεβείας. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν πῶς τὴν ὑπερηφανίαν στηλιτεύει\n",
      "pta0001.pta055.pta-grc1 (Pos.: 2059 / 75% des Textes):              θέλετε ποιεῖν. ὅμως ἐπὶ τὸ    προκείμενον     ἐπανέλθωμεν. μετὰ τὸ πεσεῖν τὸν \n",
      "pta0001.pta057.pta-grc1 (Pos.: 1556 / 39% des Textes):                τὴν ὁμοιότητα. εἰς δὲ τὸ    προκείμενον     ἐπανέλθωμεν. ἐν ἀρχῇ ἐποίησεν ὁ \n",
      "pta0001.pta061.pta-grc1 (Pos.: 2147 / 36% des Textes):          ἕτερα ἐπιθεωρῆσαι, ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. καὶ ἔπλασεν ὁ θεὸς \n",
      "pta0001.pta061.pta-grc1 (Pos.: 2691 / 45% des Textes):              συνεργὸν θεοῦ; ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. ἐνεφύσησεν. διὰ τοῦ ἐνεφύσησεν\n",
      "pta0001.pta061.pta-grc1 (Pos.: 4313 / 71% des Textes):           ἑτέρῳ ταμιευέσθω καιρῷ. τὸ δὲ    προκείμενον·    ἄγει ὁ θεὸς τὰ ζῷα              \n",
      "pta0001.pta061.pta-grc1 (Pos.: 4557 / 75% des Textes):              θεὸς ἐδόξασεν. ἀλλʼ εἰς τὸ    προκείμενον     ἐπανέλθωμεν. στήκει ὁ ἀδὰμ καὶ  \n",
      "pta0001.pta062.pta-grc1 (Pos.: 200 / 3% des Textes):            προείρηται. λοιπὸν δὲ ἐπὶ τὸ    προκείμενον     τὸν λόγον τρέψωμεν. ἐδόθη μὲν   \n",
      "pta0001.pta062.pta-grc1 (Pos.: 4528 / 61% des Textes):      ἐμερίσαντο, κατέτεμον. ἀλλʼ ἐπὶ τὸ    προκείμενον     ἐπανέλθωμεν. ἔρραψε φύλλα συκῆς. ἤκουσαν\n",
      "pta0001.pta072.pta-grc1 (Pos.: 1247 / 4% des Textes):  ἄνθρωπον ζῶντες σῶμα ἔχουσιν ἁμαρτίας,    προκείμενον     τῷ διαβόλῳ εἰς ἐπιβουλάς· οἱ    \n",
      "pta0001.pta072.pta-grc1 (Pos.: 9435 / 27% des Textes):                      – ἀλλʼ ὅτι πρὸς τὸ    προκείμενον     ἐσπούδασε χαλεπωτέραν ἀποφῆναι τὴν πορνείαν\n",
      "pta0001.pta072.pta-grc1 (Pos.: 22642 / 64% des Textes):                τῷ ῥήματι ἐζήτει πρὸς τὸ    προκείμενον     – , ἀλλʼ εἰ τὸ                  \n"
     ]
    }
   ],
   "source": [
    "keyword = \"προκείμενον\"\n",
    "kwic = kwic_search(keyword,5,filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize as scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(dict([(k,pd.Series(v)) for k,v in sorted(kwic.items(),reverse=True)]))\n",
    "df1 = df.transpose().dropna(how='all') # transpose and drop empty entries\n",
    "## plot\n",
    "# Adjust figure size based on the number of entries\n",
    "fig_width = 2 * len(df1.columns)\n",
    "fig_height = len(df1) / 2\n",
    "\n",
    "plt.figure(figsize=(fig_width,fig_height))\n",
    "for en in df1:\n",
    "    plt.scatter(df1[en],df1.index,marker=\".\",s=300)\n",
    "plt.xlabel('Relative Position im Text')\n",
    "plt.xticks(np.arange(10, 110, step=10))\n",
    "plt.title(keyword)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nlp",
   "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": "3.11.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}