feasibility_check.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from collections import defaultdict\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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Kircher': {'Latin': 1}, '209.159.170.34': {'Somali': 1}, 'AdamJacobMuller': {'Danish': 1}, 'Rescuers of Jews during the Holocaust': {'Polish': 1}, 'Gus Polly': {'Greek': 1}, 'Andrea': {'Greek': 1}, 'List of monarchs of Korea': {'Chinese': 1}, 'What Wikipedia is not/Rewrite December 2004': {'Japanese': 1, 'Serbian': 1}, 'Soy Sauce Warrior Kikkoman': {'Japanese': 1}, 'Japan Standard Time': {'Chinese': 1}, 'Orapo': {'Albanian': 1}, 'List of Chinese monarchs': {'Chinese': 1}, 'Surrealism/Archive 1': {'Esperanto': 1}, 'List of utilitarians': {'Greek': 1}, 'Deng Xiaoping': {'Chinese': 1}, 'Kowloonese': {'Chinese': 1}, 'Hausdorff dimension': {'Greek': 2}, 'CHSH inequality': {'Greek': 1}, 'Salahuddin of Selangor': {'Malay': 1}, 'Quebec French/Archive 1': {'French': 1}, '81.49.184.75': {'Greek': 1}, 'Kunrei-shiki romanization': {'Japanese': 1}, 'Reich Main Security Office': {'German': 1}, 'Kármán line': {'Greek': 1}, 'Human rights in the United States/Draft': {'Chinese': 1}, 'Ta bu shi da yu/Archive3': {'Chinese': 1}, 'Canadian federal election, 1974': {'Danish': 1, 'Welsh': 1}, 'Second Intifada': {'Hebrew': 1}, 'Toei Asakusa Line': {'Japanese': 1}, 'Copyrights/Archive 2': {'Portuguese': 1}, 'Politics of Ukraine': {'Russian': 1}, 'Phetchabun Mountains': {'German': 1}, 'Étienne-Louis Malus': {'Greek': 1}, 'Three Great Nobles of the Restoration': {'Japanese': 1}, 'Jesus/Archive 10': {'Hebrew': 1, 'Turkish': 1}, 'Fourier transform/Archive 1': {'Greek': 1}, 'Siegfried Line': {'German': 1}, 'Unit 731': {'Japanese': 1}, 'Surreal number': {'Greek': 1}, 'Białowieża Forest': {'Russian': 2}, 'Ardonik/Summer 2004': {'Russian': 1}, 'Anti-French sentiment in the United States/Archive 4': {'French': 1}, 'Parsec': {'Greek': 1}, 'MV Goya': {'German': 1}, 'Wuzhi Mountain Military Cemetery': {'Chinese': 1}, 'Seoul National University': {'Japanese': 1}, 'Solitude/Archive1': {'Dutch': 1}, 'Reichsdeutsche': {'German': 1}, 'Ludo Martens': {'German': 1, 'Polish': 1}, 'FOSS0001/instructions': {'Chinese': 1}, 'Philip the Arab': {'French': 1}, 'March 11, 2004 Madrid attacks/Archive 1': {'Spanish': 1}, 'Vladimir Vysotsky': {'Russian': 1}, '131.107.71.225': {'un': 1, 'Indonesian': 1}, 'Coco Lee': {'Chinese': 1}, 'Athanasios Tsiouras': {'Greek': 1}, 'Surudi milli': {'Azerbaijani': 1}, 'Juro': {'Czech': 1}, 'Viajero/Archive 5': {'Spanish': 1}, 'Arbitration Committee Elections December 2004/Candidate statements/Endorsements/Sam Spade': {'Inuktitut': 1}, 'Szczecin/Archive 2': {'Polish': 1}, 'Political liberalism': {'Dutch': 1}, 'Jao/2004': {'Swedish': 1}, 'Pravda': {'Russian': 1}, 'Christian cross': {'Japanese': 1}, 'Pyrop': {'Japanese': 2}, 'Bmills~enwiki/archive 1': {'German': 1}, 'Dragon Club': {'Chinese': 1}, 'Uralic languages': {'Hungarian': 1}, 'Jesus/Archive 20': {'Greek': 1}, 'Grunt/archive4': {'German': 1}, 'D with stroke (disambiguation)': {'Faroese': 1}, 'TakuyaMurata/Japanese term translation': {'Japanese': 1, 'Chinese': 1}, 'Rumia': {'Waray': 1}, 'Llanfairpwllgwyngyll': {'Welsh': 1}, 'List of Swedish monarchs': {'Norwegian Nynorsk': 1}, 'Asia Television': {'Chinese': 1}, 'Russian orthography': {'Russian': 1}, 'WikiProject Ukraine/Subdivisions': {'Russian': 1}, 'Vacuum tube': {'German': 1}, \"Young's modulus\": {'Greek': 1}, 'Palatal consonant': {'Danish': 1}, 'Mathematics/Archive 2': {'Greek': 1}, 'Sun Li-jen': {'Chinese': 2}, 'Naomi Shemer': {'Hebrew': 1}, 'Chervonohrad': {'Ukrainian': 1}, 'Radar': {'German': 1}, 'Priscus': {'Greek': 1}, 'Ahnenerbe': {'German': 1}, 'Carlo.Ierna': {'German': 1}, 'Korea under Japanese rule': {'Korean': 1}, 'RSS': {'Japanese': 1}, 'Omega constant': {'Greek': 1}, 'Nanjing University': {'Chinese': 1}, 'Quicksort': {'Greek': 1}, 'Fuke-shū': {'Japanese': 1}, '2004 Madrid train bombings/Old Archive 1': {'Spanish': 1}, 'PierreAbbat': {'French': 1}, 'Creation myth': {'Hebrew': 1}, 'Quartic equation': {'Japanese': 5, 'Greek': 1}, 'Black Ships': {'Greek': 1}, 'May Uprising in Dresden': {'German': 1}, 'Former eastern territories of Germany/Archive 1': {'German': 1}, 'Fantasy/Archive': {'Italian': 1}, 'ESER': {'German': 1}, 'Pomerania': {'Latin': 1}, 'Tri Nations Series/Points Sheet': {'Slovak': 1}, 'Wang Hsing-ching': {'Chinese': 1}, 'What the Tortoise Said to Achilles': {'Greek': 1}, 'Vlaams Blok': {'Dutch': 1, 'French': 1}, 'Duncharris/archive5': {'Vietnamese': 1}, 'Secretlondon/Archive 2': {'Greek': 1}, 'Zhongxing New Village': {'Chinese': 1}, 'George W. Bush/Archive 11': {'German': 1}, 'Olivia Chow': {'Chinese': 1}, 'Athens': {'Greek': 1}, 'Seventh chord': {'Greek': 1}, 'Seoul station': {'Japanese': 1}, 'Pne': {'Greek': 2}, 'Homeopathy/Archive 1': {'German': 1}, 'Abolition of the han system': {'Japanese': 1}, 'Lord Kirkcudbright/Old page': {'Manx': 1}, 'Takanoha': {'Japanese': 1}, 'Historicity of Jesus/Archive 1': {'Latin': 1}, 'Easter': {'Japanese': 2}, 'Hawking radiation': {'Greek': 3}, 'Color blindness': {'Greek': 1}, 'Fidel Castro/Archive 1': {'Spanish': 1}, 'September 11 attacks/Archive 10': {'Chinese': 1}, 'GFDL': {'German': 1}, 'Diderot': {'Inuktitut': 1}, 'Hokkaido wolf': {'Japanese': 1, 'Chinese': 1}, 'Centre Party (Germany)': {'German': 1}, 'Requests for adminship/Archive 23': {'Danish': 1}, 'List of African writers': {'French': 1}, 'WikiProject China/Transportation task force': {'zzp': 1}, 'Hyponatremia': {'Greek': 1}, 'Entropy (ecology)': {'Chinese': 1}, 'Bcorr/Archive 200405': {'German': 1}, 'Dowsing': {'German': 1}, 'Amazons': {'Dutch': 1}, 'Kamchatka Oblast': {'Russian': 1}, 'Structure of German grammar': {'German': 1}, 'Tongyangxi': {'Chinese': 1}, 'Gdańsk/Archive 5': {'German': 1}, 'Cherub': {'Greek': 1}, 'Girolamo Frescobaldi': {'Italian': 1}, 'Heliosynchronous orbit': {'Greek': 1}, 'Timwi/Archive/Feb 04': {'Japanese': 1}, 'Grantha script': {'Tamil': 1}, 'Southern Min': {'Chinese': 1}, 'Bcorr': {'German': 1}, '65.10.38.22': {'Greek': 1}, 'Hangul/Archive 1': {'Korean': 1}, 'Lead(II) sulfide': {'Greek': 1}, 'Factitious': {'Greek': 1}, 'RCL/Archive 1': {'Akan': 1}, '1993 Russian constitutional crisis': {'Russian': 1}, 'Arwel Parry/archive 3': {'Welsh': 1}, 'Portuguese language/Archive 2': {'Portuguese': 1}, 'Paul99': {'French': 1}, 'WikiProject Tree of Life/Archive 4': {'Dutch': 1}, 'Sovkhoz': {'Russian': 1}, 'Gdynia/Archive 1': {'Polish': 1}, 'Abaris': {'Greek': 1}, 'Scaled Composites Tier One': {'Greek': 1}, '137 (number)': {'Greek': 1}, 'Chinese numerals': {'Galician': 1, 'Norwegian Nynorsk': 1}, 'Fpga': {'Armenian': 1}, 'List of official languages by country and territory': {'Bosnian': 1}, 'Pcb21/Archive1': {'Greek': 1}, 'Bystrzyca Kłodzka': {'Polish': 1}, 'Skyclad (Neopaganism)': {'Greek': 1}, 'Republic of Taiwan': {'Chinese': 1}, 'Atheism/Godvrs.god poll': {'Greek': 1}, 'Baja California Sur': {'Spanish': 1}, '62.131.146.75': {'Japanese': 1}, 'Sun Yat-sen': {'Chinese': 1}, 'Ambassador class starship': {'Danish': 1}, 'George Papandreou': {'Greek': 1}, 'Panpsychism': {'German': 1}, 'Lindemann–Weierstrass theorem': {'Greek': 1}, 'Dessert wine': {'French': 1}, 'Whaling/Archive 1': {'Japanese': 1}, 'Lord Great Chamberlain': {'Norwegian': 1}, 'Gillion': {'Russian': 1}, 'List of titles and honours of Elizabeth II': {'Latin': 1}, 'Bcorr/Archive 200406': {'French': 1}, 'Yixuan, Prince Chun': {'Chinese': 2}, 'Non-analytic smooth function': {'Hebrew': 1}, 'List of United Kingdom county name etymologies': {'Welsh': 1}, 'Electric charge': {'Greek': 1}, '0101WONGcy': {'Chinese': 1, 'Japanese': 1}, 'Military writers/to do': {'Danish': 1}, 'ChrisO~enwiki': {'Chinese': 1}, 'Box–Muller transform': {'Greek': 1}, 'Kullback–Leibler divergence': {'Greek': 1}, 'Irish language': {'Irish': 1}, 'Tianjin': {'Japanese': 1}, 'Hippophaë~enwiki': {'Finnish': 1, 'Hungarian': 1}, 'Reference desk/header/Archive': {'Greek': 1}, '2004 Indian Ocean earthquake and tsunami/Archive 1': {'Arabic': 1}, 'Merovingian': {'Greek': 1}, 'Atheism': {'Greek': 1}, 'Ælle of Sussex': {'Latin': 1}, 'Terra Branford': {'Japanese': 1, 'Western Frisian': 1}, 'Ethane': {'Greek': 1}, 'Giko Cat': {'Japanese': 1}, 'Mount Fuji': {'Greek': 1}, 'Rapunzel': {'German': 1, 'Latin': 1}, 'Hatay Province': {'Turkish': 1}, \"Swimming at the 2004 Summer Olympics – Men's 200 metre breaststroke\": {'Chinese': 1}, 'Adolf Hitler/Archive 3': {'German': 1}, 'Krasnolesye': {'Russian': 1, 'German': 1}, 'GHZ experiment': {'Greek': 1}, \"Chernoff's inequality\": {'Greek': 1}, 'Danny': {'Chinese': 1}, 'Lyndon LaRouche/Archive 8': {'Waray': 1}, 'Cihu Mausoleum': {'Chinese': 1}, \"Carathéodory's theorem\": {'Greek': 1}, 'Snow White and The Madness of Truth': {'Swedish': 1}, 'Angela/Archive2': {'Korean': 1}, 'Jtdirl/Archive 11': {'Irish': 1}, 'Pomerania/Archive 1': {'Latin': 1}, 'Hugo Chávez/Archive 1': {'Spanish': 1}, 'Slovene language/Archive 1': {'Slovenian': 1}, 'Blacker House': {'Greek': 1}, 'Mathieugp': {'French': 1}, 'Syncretism': {'Greek': 1}, 'Hagia Sophia': {'Greek': 1}, 'Lebesgue integration': {'Greek': 1}, 'BIOS': {'Greek': 1}, 'Lattice (group)': {'Greek': 1}, 'Michael Everson': {'Chinese': 1}, 'Argentine tango (disambiguation)': {'Lingala': 1}, 'Japanese numerals': {'Japanese': 1}, 'Gamma function': {'Greek': 2}, 'Brazilian Portuguese': {'Portuguese': 1}, 'Miguel~enwiki/Madrid': {'Spanish': 1}, 'Functional derivative': {'Greek': 1}, '172': {'Vietnamese': 1}, 'Caulobacteraceae': {'Latin': 1}, 'Tetsusaiga': {'Japanese': 1}, 'Ulster Scots dialects': {'Scots': 2}, 'Chebyshev polynomials': {'Greek': 1}, 'Smegma': {'Greek': 1}, 'Greeklish': {'Greek': 1}, 'Saint Mesrob': {'Armenian': 1}, 'Ukraine without Kuchma': {'Ukrainian': 1}, 'WikiProject New Zealand places': {'Maori': 1}, 'Fuero.JPG': {'Spanish': 1}, 'Ruhrjung': {'Swedish': 1}, 'Paul Richter': {'Japanese': 1}, 'Electrolyte': {'Greek': 1}, 'Irish pound': {'Irish': 1}, 'Kosovo/Archive 5': {'Serbian': 1}, 'Politics and government of Nuevo León': {'Spanish': 1}, 'Pun': {'Greek': 1}, 'Karafuto prefecture': {'Japanese': 1}, 'Japanese opium policy in Taiwan (1895–1945)': {'Japanese': 1}, 'Catenary': {'Greek': 1}, \"P'tit Quinquin (song)\": {'French': 1}, 'Tim Starling/Archive 5': {'Japanese': 1}, 'National awakening of Romania': {'Romanian': 1}, 'Heronimo sehmi': {'Sanskrit': 1}, 'Civilization/Archive 1': {'French': 1}, 'Eusko Alkartasuna': {'Basque': 1}, 'Holy Land': {'xx': 2}, 'Banno': {'Greek': 1}, 'WikiProject Tree of Life/Archive 8': {'un': 1, 'Latin': 1}, 'BAP Pacocha (SS-48)': {'Galician': 1}, 'Authorship of the Johannine works': {'Greek': 1}, 'Juan Fernández Islands': {'French': 1}, 'Telemachus': {'Greek': 1}, 'Przepla/Archive 1': {'Polish': 1}, 'Sailor Starlights': {'Japanese': 1}, 'Pedant/2004-11-19': {'Klingon': 1}, 'Bhuck': {'German': 1}, 'Zisa': {'Corsican': 1}, 'Tape editing': {'Dutch': 1}, 'EPR paradox/Archive 1': {'Greek': 1}, 'Cyclic group': {'Greek': 1}, 'General disclaimer': {'Chinese': 1}, 'Wikipedians': {'Western Frisian': 1}, 'Black Hundreds': {'Russian': 1}, 'Hadal/Archive1': {'Japanese': 1}, 'Abu Ghraib prison/Archive 2': {'Klingon': 1}, 'Busy beaver': {'Greek': 1}, 'WhisperToMe': {'Chinese': 1}, 'Main Page/Archive 11': {'Bulgarian': 1}, 'Mtskheta': {'Morisyen': 1}, 'Fuero3.JPG': {'Spanish': 1}, 'Chinese classics': {'Chinese': 1}, 'Baka': {'Chinese': 1}, 'Keiko (given name)': {'Japanese': 1}, 'Logarithmic timeline': {'Inuktitut': 1}, 'Kikkoman': {'Japanese': 1}, 'Protests against the Iraq War': {'German': 1}, 'Gdańsk/Archive 3': {'Polish': 1}, 'Cimon Avaro/archive 5': {'Finnish': 1}, 'CdaMVvWgS': {'Romansh': 1}, 'Jazz/version 1': {'Chinese': 1, 'xx': 1}, 'Dbenbenn/archive1': {'xx': 1}, 'Anarchism/Archive 11': {'German': 1}, 'Bra–ket notation': {'Greek': 1}, 'Italy': {'Italian': 1}, 'Vril': {'German': 1}, 'Haham hanuka': {'Hebrew': 1}, 'Improv/portugal blank': {'Portuguese': 1}, 'Amaterasu': {'Japanese': 1}, 'Shinjuku': {'Danish': 1}, 'Saga': {'German': 1, 'Japanese': 1}, 'Agnosticism/Archive 2': {'Latin': 1}, 'Chungking Mansions': {'Chinese': 1}, 'PolishPoliticians': {'Polish': 1}, 'Municipalities of Iceland': {'Icelandic': 1}, 'Vilnius University': {'Latin': 1}, 'Venezuelan recall referendum, 2004': {'Norwegian': 1}, 'Constructible polygon': {'Greek': 1}, 'Jangli': {'Luxembourgish': 1}, 'Jewish languages': {'Greek': 1}, 'Cautious': {'Polish': 1}, 'Corporation': {'German': 1}, 'Esperanto/Archive 1': {'Esperanto': 1}, 'List of suicides': {'Japanese': 1, 'Interlingue': 1}, 'Metastub': {'Greek': 1}, 'Welsh nationalism': {'Welsh': 1}, 'Mo Li Hua': {'Chinese': 1}, 'Kōan/Archive 1': {'Greek': 1}, 'Portuguese-based creole languages': {'Portuguese': 1}, 'William Saroyan': {'Finnish': 1}, 'Liwanshan': {'Japanese': 1}, 'Yellow Emperor': {'Chinese': 2, 'Japanese': 1}, 'Kottabos': {'Greek': 1}, 'Dae Jo Yeong': {'Chinese': 1}, 'List of notifiable diseases': {'Korean': 1}, 'Prem Rawat/Archive 2': {'Dutch': 1}, 'Fanghong~enwiki': {'Chinese': 1}, 'AutoVAZ': {'Russian': 1}, 'Main Page/Archive 13': {'Greek': 1}, 'Ezhiki/2004': {'Russian': 1}, 'Karl Dickman': {'Greek': 1}, 'Not English': {'German': 1}, 'European Green Party': {'German': 1}, 'Bořivoj I, Duke of Bohemia': {'Czech': 1}, 'Chinese characters of Empress Wu': {'Xhosa': 1, 'Chinese': 1}, 'Piła': {'German': 1}, 'Tibet': {'Zulu': 1}, 'Root of unity/Archive 1': {'Greek': 1}, 'Group representation': {'Greek': 1}, 'Administrative divisions of Quebec': {'French': 1}, 'Quantum suicide and immortality/Archive 2': {'Greek': 1}, 'Special relativity/Page history': {'Greek': 2}, 'Complex01': {'Japanese': 1}, 'Rangelov@issp.bas.bg': {'Greek': 1}, 'Historical kana orthography': {'Japanese': 1}, 'Wynn': {'xx': 1}, 'Romantic ballet': {'French': 1}, 'Blue Cliff Record': {'Chinese': 2}, 'Camps in Poland during World War II/Archive 1': {'Polish': 1}, 'Spherical coordinate system': {'Greek': 1}, 'Family Olofsson': {'Japanese': 1}, 'Subdivisions of Russia': {'Russian': 1}, 'Lord Emsworth': {'Greek': 1}, 'Isomorphic/archive3': {'Greek': 1}, 'Xiao Qian': {'Chinese': 1}, \"Weierstrass's elliptic functions\": {'Greek': 1}, 'Yesün Temür (Yuan dynasty)': {'Chinese': 1}, 'Kunyomi': {'Japanese': 1}, 'Schneider': {'Zhuang': 1}, 'Nanshu/Archive002': {'Japanese': 1}, 'Inaccessible cardinal': {'Greek': 1}, 'Capitalization': {'French': 1}, 'Nunh-huh': {'Galician': 1, 'Greek': 1}, 'Baron Lyttelton': {'Norwegian': 1}, 'Litalex': {'Chinese': 1}, 'Tomos': {'Japanese': 1}, 'Drunkasian': {'Korean': 1, 'Javanese': 1}, 'Hanilgalbat': {'German': 1}, 'Korean name': {'Korean': 1}, 'Mnemosyne': {'Greek': 1}, 'Provinces of Finland/Different version': {'Finnish': 1}, 'Namesdays in Finland': {'Swedish': 1}, 'Sailor Moon': {'Japanese': 1}, 'Bangkok': {'Thai': 1}, 'Dąbie, Szczecin': {'Polish': 1}, 'Grand Duchy of Posen': {'Polish': 1}, 'WikiProject Buddhism': {'Chinese': 1}}}]\n"
     ]
    }
   ],
   "source": [
    "json_years = [\"2001\", \"2002\", \"2003\", \"2004\"]\n",
    "jsons = []\n",
    "for y in json_years:\n",
    "    jsons.append(json.load(open(\"./polyglot_results/\" + y + \"_results.json\")))\n",
    "print(jsons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_results_stats(year: str, detector_results: dict) -> None:\n",
    "    print(\"------------------------------YEAR: \" + year + \"------------------------------\")\n",
    "    print(\"Total number of utterances in \" + year + \": \" + str(detector_results[\"utt_count\"]))\n",
    "    print(\"Total number of utterances with two or more languages: \" + str(detector_results[\"cs_count\"]))\n",
    "    print(\"Total number of utterances with two or more languages, for which English is the main language: \" + str(detector_results[\"en_count\"]))\n",
    "    print(\"\\n\")\n",
    "    print(\"Percentage of utterances on which polyglot Detector ran successfully: \" + str(round(100 * detector_results[\"detector_not_failed\"] / (detector_results[\"detector_failed\"] + detector_results[\"detector_not_failed\"]), 2)) + \"%\")\n",
    "    print(\"Percentage of utterances for which English is the main language in a comment with 2 or more languages: \" + str(round(100 * detector_results[\"en_count\"] / detector_results[\"utt_count\"], 4)) + \"%\")\n",
    "    print(\"\\n\")\n",
    "    print(\"Number of 'code-switching' instances per language: \")\n",
    "    for k, v in detector_results[\"cs_dict\"].items():\n",
    "        print(k + \": \" + str(v))\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------YEAR: 2001------------------------------\n",
      "Total number of utterances in 2001: 6881\n",
      "Total number of utterances with two or more languages: 53\n",
      "Total number of utterances with two or more languages, for which English is the main language: 48\n",
      "\n",
      "\n",
      "Percentage of utterances on which polyglot Detector ran successfully: 93.91%\n",
      "Percentage of utterances for which English is the main language in a comment with 2 or more languages: 0.6976%\n",
      "\n",
      "\n",
      "Number of 'code-switching' instances per language: \n",
      "Polish: 2\n",
      "German: 11\n",
      "Greek: 25\n",
      "Latin: 1\n",
      "Spanish: 3\n",
      "French: 3\n",
      "Danish: 1\n",
      "Japanese: 2\n",
      "Portuguese: 1\n",
      "Italian: 1\n",
      "Norwegian Nynorsk: 1\n",
      "\n",
      "\n",
      "------------------------------YEAR: 2002------------------------------\n",
      "Total number of utterances in 2002: 40625\n",
      "Total number of utterances with two or more languages: 135\n",
      "Total number of utterances with two or more languages, for which English is the main language: 117\n",
      "\n",
      "\n",
      "Percentage of utterances on which polyglot Detector ran successfully: 86.05%\n",
      "Percentage of utterances for which English is the main language in a comment with 2 or more languages: 0.288%\n",
      "\n",
      "\n",
      "Number of 'code-switching' instances per language: \n",
      "Greek: 66\n",
      "Japanese: 2\n",
      "German: 8\n",
      "xx: 1\n",
      "Norwegian: 1\n",
      "Galician: 1\n",
      "Polish: 9\n",
      "Danish: 3\n",
      "Latin: 3\n",
      "French: 9\n",
      "Spanish: 3\n",
      "Italian: 1\n",
      "Sanskrit: 1\n",
      "Hungarian: 1\n",
      "Slovenian: 1\n",
      "Chinese: 2\n",
      "Korean: 1\n",
      "Scots: 1\n",
      "Waray: 1\n",
      "Welsh: 1\n",
      "Dutch: 1\n",
      "Tswana: 1\n",
      "\n",
      "\n",
      "------------------------------YEAR: 2003------------------------------\n",
      "Total number of utterances in 2003: 140265\n",
      "Total number of utterances with two or more languages: 468\n",
      "Total number of utterances with two or more languages, for which English is the main language: 404\n",
      "\n",
      "\n",
      "Percentage of utterances on which polyglot Detector ran successfully: 73.14%\n",
      "Percentage of utterances for which English is the main language in a comment with 2 or more languages: 0.288%\n",
      "\n",
      "\n",
      "Number of 'code-switching' instances per language: \n",
      "Greek: 87\n",
      "Chinese: 81\n",
      "Japanese: 51\n",
      "Polish: 19\n",
      "Dutch: 6\n",
      "xx: 2\n",
      "Swedish: 6\n",
      "Malay: 17\n",
      "French: 27\n",
      "Thai: 4\n",
      "Volapük: 2\n",
      "Basque: 1\n",
      "Hebrew: 5\n",
      "German: 29\n",
      "Norwegian: 2\n",
      "Latin: 5\n",
      "Hausa: 1\n",
      "Korean: 6\n",
      "Yiddish: 1\n",
      "Spanish: 4\n",
      "Romanian: 5\n",
      "Danish: 12\n",
      "Lao: 1\n",
      "Finnish: 3\n",
      "Mongolian: 1\n",
      "Indonesian: 1\n",
      "Galician: 2\n",
      "Scots: 3\n",
      "Manx: 1\n",
      "Romansh: 1\n",
      "Arabic: 7\n",
      "Sanskrit: 1\n",
      "Esperanto: 1\n",
      "Hindi: 1\n",
      "Croatian: 3\n",
      "Portuguese: 4\n",
      "Russian: 2\n",
      "Maltese: 1\n",
      "Luxembourgish: 1\n",
      "Italian: 1\n",
      "Latvian: 1\n",
      "Icelandic: 1\n",
      "Bosnian: 3\n",
      "Bengali: 1\n",
      "Waray: 2\n",
      "Norwegian Nynorsk: 2\n",
      "Serbian: 2\n",
      "Tatar: 1\n",
      "Afar: 1\n",
      "Uzbek: 1\n",
      "Slovak: 2\n",
      "Hungarian: 1\n",
      "Welsh: 2\n",
      "Slovenian: 1\n",
      "\n",
      "\n",
      "------------------------------YEAR: 2004------------------------------\n",
      "Total number of utterances in 2004: 613608\n",
      "Total number of utterances with two or more languages: 1600\n",
      "Total number of utterances with two or more languages, for which English is the main language: 1315\n",
      "\n",
      "\n",
      "Percentage of utterances on which polyglot Detector ran successfully: 60.57%\n",
      "Percentage of utterances for which English is the main language in a comment with 2 or more languages: 0.2143%\n",
      "\n",
      "\n",
      "Number of 'code-switching' instances per language: \n",
      "Greek: 315\n",
      "Interlingue: 3\n",
      "Waray: 10\n",
      "German: 109\n",
      "Swedish: 15\n",
      "Latin: 29\n",
      "Chinese: 167\n",
      "Japanese: 175\n",
      "Serbian: 6\n",
      "Ukrainian: 13\n",
      "Czech: 4\n",
      "Korean: 31\n",
      "Inuktitut: 22\n",
      "Spanish: 34\n",
      "Morisyen: 2\n",
      "Esperanto: 7\n",
      "Norwegian Nynorsk: 7\n",
      "Romanian: 6\n",
      "Thai: 10\n",
      "Polish: 32\n",
      "Dutch: 12\n",
      "Tamil: 6\n",
      "Maori: 2\n",
      "xx: 7\n",
      "Persian: 1\n",
      "French: 57\n",
      "Danish: 30\n",
      "Portuguese: 11\n",
      "Hungarian: 14\n",
      "Malay: 6\n",
      "Hebrew: 25\n",
      "Russian: 37\n",
      "Sanskrit: 8\n",
      "Arabic: 8\n",
      "Turkish: 3\n",
      "Finnish: 14\n",
      "Volapük: 3\n",
      "Galician: 7\n",
      "Icelandic: 7\n",
      "Macedonian: 2\n",
      "Irish: 7\n",
      "zzp: 5\n",
      "Tatar: 1\n",
      "Hausa: 4\n",
      "Estonian: 3\n",
      "Slovak: 3\n",
      "Uzbek: 1\n",
      "Malayalam: 1\n",
      "Italian: 9\n",
      "Albanian: 6\n",
      "Zhuang: 2\n",
      "Afar: 1\n",
      "Welsh: 9\n",
      "un: 4\n",
      "Scots: 5\n",
      "Manx: 4\n",
      "Bosnian: 2\n",
      "Kinyarwanda: 2\n",
      "Indonesian: 3\n",
      "Hindi: 5\n",
      "Turkmen: 1\n",
      "Nepali: 3\n",
      "Norwegian: 7\n",
      "Urdu: 1\n",
      "Akan: 2\n",
      "Xhosa: 2\n",
      "Western Frisian: 3\n",
      "Zulu: 2\n",
      "Syriac: 1\n",
      "Kannada: 1\n",
      "Belarusian: 1\n",
      "Bislama: 2\n",
      "Basque: 3\n",
      "Klingon: 4\n",
      "Rundi: 1\n",
      "Georgian: 1\n",
      "Yoruba: 1\n",
      "Scottish Gaelic: 2\n",
      "Vietnamese: 3\n",
      "Mongolian: 1\n",
      "Somali: 2\n",
      "Catalan: 1\n",
      "Tajik: 1\n",
      "Abkhazian: 2\n",
      "Khasi: 1\n",
      "Azerbaijani: 1\n",
      "Faroese: 1\n",
      "Armenian: 3\n",
      "Sundanese: 1\n",
      "Slovenian: 1\n",
      "Lingala: 1\n",
      "Corsican: 1\n",
      "Bulgarian: 3\n",
      "Romansh: 1\n",
      "Luxembourgish: 1\n",
      "Javanese: 1\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(json_years)):\n",
    "    print_results_stats(json_years[i], jsons[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Greek: 493\n",
      "Chinese: 250\n",
      "Japanese: 230\n",
      "German: 157\n",
      "French: 96\n",
      "Polish: 62\n",
      "Danish: 46\n",
      "Spanish: 44\n",
      "Russian: 39\n",
      "Latin: 38\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "accum_cs_dict = defaultdict(int)\n",
    "for d in jsons:\n",
    "    for k, v in d[\"cs_dict\"].items():\n",
    "        accum_cs_dict[k] += v\n",
    "\n",
    "accum_cs_tuples = []\n",
    "for k, v in accum_cs_dict.items():\n",
    "    accum_cs_tuples.append((k, v))\n",
    "accum_cs_tuples = sorted(accum_cs_tuples, key=lambda x: x[1], reverse=True)\n",
    "\n",
    "for el in accum_cs_tuples[:10]:\n",
    "    print(el[0] + \": \" + str(el[1]))\n",
    "\n",
    "accum_langs = list(map(lambda x: x[0], accum_cs_tuples))\n",
    "accum_freqs = list(map(lambda x: x[1], accum_cs_tuples))\n",
    "plt.bar(accum_langs, accum_freqs)\n",
    "plt.title(\"Number of code switching instances per language, \" + json_years[0] + \"-\" + json_years[-1])\n",
    "plt.ylabel(\"number of code switching instances\")\n",
    "plt.xlabel(\"languages\")\n",
    "plt.xticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of number of code switching instances 2001-2004')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ranges = [\"1-5\", \"6-10\", \"11-20\", \"21-50\", \"51-100\", \"101-500\"]\n",
    "bucket_freqs = [0, 0, 0, 0, 0, 0]\n",
    "for i in accum_freqs:\n",
    "    if i > 100:\n",
    "        bucket_freqs[5] += 1\n",
    "    elif i > 50:\n",
    "        bucket_freqs[4] += 1\n",
    "    elif i > 20:\n",
    "        bucket_freqs[3] += 1\n",
    "    elif i > 10:\n",
    "        bucket_freqs[2] += 1\n",
    "    elif i > 5:\n",
    "        bucket_freqs[1] += 1\n",
    "    else:\n",
    "        bucket_freqs[0] += 1\n",
    "\n",
    "plt.bar(ranges, bucket_freqs)\n",
    "plt.xlabel(\"instances of code switching\")\n",
    "plt.ylabel(\"number of languages\")\n",
    "plt.title(\"Distribution of number of code switching instances \" + json_years[0] + \"-\" + json_years[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total utterances: 801379\n",
      "Total number of code switching instances from English 2001-2004: 1884\n"
     ]
    }
   ],
   "source": [
    "accum_en_count = sum([x[\"en_count\"] for x in jsons])\n",
    "accum_utts = sum([x[\"utt_count\"] for x in jsons])\n",
    "print(\"Total utterances: \" + str(accum_utts))\n",
    "print(\"Total number of code switching instances from English \" + json_years[0] + \"-\" + json_years[-1] + \": \"  + str(accum_en_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Quartic equation 6\n",
      "Katakana 4\n",
      "Greek alphabet 4\n",
      "Korean language/Archive 1 4\n",
      "Jurriaan Schulman 4\n",
      "Philaleth 4\n",
      "List of city name changes 4\n",
      "Multilingual coordination 3\n",
      "Grover's algorithm/Archive 1 3\n",
      "Lambda calculus 3\n",
      "Gamma function 3\n",
      "Bopomofo 3\n",
      "Pi 3\n",
      "Estimator 3\n",
      "Logarithmic integral function 3\n",
      "Additive function 3\n",
      "Liouville's theorem (Hamiltonian) 3\n",
      "Japanese proverbs 3\n",
      "2channel 3\n",
      "Adrienne Clarkson 3\n",
      "Formulax~enwiki 3\n",
      "Menchi/Stardate 0.0003 3\n",
      "Differential geometry of curves 3\n",
      "Chinese interlanguage links 3\n",
      "Phichit Province 3\n",
      "Hawking radiation 3\n",
      "Yellow Emperor 3\n",
      "Thorn/Archive 1 2\n",
      "Wave 2\n",
      "Dagome iudex 2\n",
      "Golden ratio 2\n",
      "H.J. 2\n",
      "EPR paradox 2\n",
      "Definable real number 2\n",
      "Comparison of American and British English 2\n",
      "Multilingual coordination/Archive 1 2\n",
      "Goldbach's conjecture 2\n",
      "Hymn to Liberty 2\n",
      "Greek language 2\n",
      "Transcendental number 2\n",
      "Multivariate normal distribution 2\n",
      "Llanfairpwllgwyngyll 2\n",
      "Koszalin 2\n",
      "Tao Te Ching 2\n",
      "Transliteration 2\n",
      "Naming conventions (Chinese) 2\n",
      "Palindrome 2\n",
      "Haredi Judaism 2\n",
      "Martingale (probability theory) 2\n",
      "Taoster 2\n"
     ]
    }
   ],
   "source": [
    "accum_topics_dict = {}\n",
    "for d in jsons:\n",
    "    for k, v in d[\"topics\"].items():\n",
    "        topic_instances = 0\n",
    "        if k not in accum_topics_dict:\n",
    "            accum_topics_dict[k] = defaultdict(int)\n",
    "        for lang, lang_instances in v.items():\n",
    "            topic_instances += lang_instances\n",
    "            accum_topics_dict[k][lang] += lang_instances\n",
    "        accum_topics_dict[k][\"topic_instances\"] += topic_instances\n",
    "\n",
    "accum_topic_counts = []\n",
    "for k, v in accum_topics_dict.items():\n",
    "    accum_topic_counts.append((k, v[\"topic_instances\"]))\n",
    "\n",
    "accum_topic_counts = sorted(accum_topic_counts, key=lambda x: x[1], reverse=True)\n",
    "for el in accum_topic_counts[:50]:\n",
    "    print(el[0], el[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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