Etiquettage_commented.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "LUxrXYlUV-VE"
   },
   "outputs": [],
   "source": [
    "# Import the NLTK library for natural language processing\n",
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "JVqLgnLVWRbN"
   },
   "outputs": [],
   "source": [
    "from nltk import*\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "EyS9mbAyWs1b",
    "outputId": "67a556c6-3ab9-41fc-fc6e-943fd5744cad"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
      "[nltk_data]   Unzipping tokenizers/punkt.zip.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Download the 'punkt' tokenizer data used by NLTK for sentence and word tokenization\n",
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "vtXvqqdqW7ey"
   },
   "outputs": [],
   "source": [
    "# Tokenize a sample sentence into words\n",
    "mots = word_tokenize(\"ali goes to school\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-G1OlTPTW-BZ",
    "outputId": "941fd9fa-6a4d-49bc-92fe-995b84e2674c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ali', 'goes', 'to', 'school']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "XVdly6GBXYLb",
    "outputId": "92a19de2-12ad-4426-9ae9-173e3b46a104"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
      "[nltk_data]     /root/nltk_data...\n",
      "[nltk_data]   Unzipping taggers/averaged_perceptron_tagger.zip.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('averaged_perceptron_tagger')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "LrZTPXZIXiWZ"
   },
   "outputs": [],
   "source": [
    "# Perform POS tagging on the tokenized words\n",
    "motse = pos_tag(mots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yHX5g3ubXlDg",
    "outputId": "b2d11c60-fc58-445e-fa24-578cbb0f0423"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('ali', 'NN'), ('goes', 'VBZ'), ('to', 'TO'), ('school', 'NN')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "motse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "skq33qq5XmSp"
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import brown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "JfFU1Ww3Xw1f",
    "outputId": "d5b90e30-3aaf-4cda-b716-74e7a38496ab"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package brown to /root/nltk_data...\n",
      "[nltk_data]   Unzipping corpora/brown.zip.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('brown')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "99W5NiyeYGUc"
   },
   "outputs": [],
   "source": [
    "# Load the tagged words from the Brown corpus (news category) with Universal POS tags\n",
    "brown_news_tagged = brown.tagged_words(categories='news', tagset='universal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "uOnBYLVpYXcj",
    "outputId": "ac2d8092-1c96-4f19-aa05-ab4637800073"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package universal_tagset to /root/nltk_data...\n",
      "[nltk_data]   Unzipping taggers/universal_tagset.zip.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('universal_tagset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "hRmehRxYi4zf",
    "outputId": "0e559f7e-09ed-40bf-d6ab-929f98c6aa78"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('The', 'DET'), ('Fulton', 'NOUN'), ...]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brown_news_tagged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "id": "YI4TVVpMi9jT"
   },
   "outputs": [],
   "source": [
    "# Extract all verbs from the tagged Brown news corpus\n",
    "verbes = [word for word, tag in brown_news_tagged if tag == 'VERB']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "wpyZ98JqjhfI",
    "outputId": "964fc233-e7f2-4d50-ce12-e40a9cc2f4fa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['said', 'produced', 'took', 'said', 'had', 'deserves', 'was', 'conducted', 'had', 'been', 'charged', 'investigate', 'was', 'won', 'was', 'received', 'said', 'said', 'did', 'find', 'are', 'recommended', 'act', 'have', 'studied', 'revised', 'modernizing', 'improving', 'commented', 'purchasing', 'said', 'are', 'operated', 'follow', 'accepted', 'inure', 'proposed', 'said', 'believes', 'should', 'be', 'combined', 'achieve', 'reduce', 'Purchasing', 'said', 'is', 'lacking', 'experienced', 'urged', 'take', 'remedy', 'was', 'recommended', 'urged', 'provide', 'enabling', 're-set', 'may', 'be', 'effected', 'took', 'granted', 'is', 'said', 'has', 'seen', 'distribute', 'receives', 'said', 'realize', 'might', 'disable', 'feel', 'should', 'receive', 'said', 'do', 'will', 'continue', 'place', 'commented', 'has', 'been', 'protected', 'said', 'found', 'has', 'incorporated', 'operating', 'should', 'serve', 'protect', 'appointed', 'elected', 'said', 'recommended', 'takes', 'be', 'operated', 'will', 'eliminate', 'did', 'elaborate', 'added', 'should', 'be', 'pricing', 'keeping', 'Ask', 'recommended', 'be', 'employed', 'be', 'employed', 'work', 'pass', 'enabling', 'will', 'permit', 'praised', 'filed', 'charged', 'was', 'married', 'have', 'said', 'has', 'been', 'agreed', 'listed', 'listed', 'said', 'has', 'lived', 'is', 'was', 'listed', 'has', 'been', 'goes', 'expires', 'will', 'be', 'succeeded', 'became', 'announced', 'would', 'run', 'are', 'getting', 'enter', 'said', 'said', 'held', 'brought', 'added', 'was', 'picking', 'be', 'held', 'elected', 'will', 'be', 'featured', 'was', 'warned', 'entering', 'would', 'force', 'take', 'voting', 'obtain', 'registered', 'warning', 'was', 'enter', 'attended', 'was', 'asked', 'wanted', 'wait', 'make', 'voted', 'were', 'would', 'have', 'face', 'is', 'says', 'making', 'must', 'be', 'taken', 'must', 'sign', 'requesting', 'be', 'allowed', 'place', 'must', 'hold', 'opposes', 'resigned', 'work', 'had', 'been', 'expected', 'will', 'be', 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'preserved', 'maintains', 'become', 'are', 'given', 'are', 'has', 'foresee', 'will', 'belong', 'set', 'requires', 'is', 'organized', 'may', 'be', 'existing', 'may', 'be', 'built', 'develops', 'serves', 'is', 'pool', 'given', 'is', 'served', 'is', 'provides', 'spends', 'settled', 'is', 'credited', 'serving', 'has', 'doubled', 'offers', 'recognizes', 'broaden', 'is', 'specialized', 'satisfy', 'could', 'afford', 'is', 'building', 'will', 'reach', 'is', 'is', 'divided', 'designated', 'are', 'is', 'indicated', 'has', 'founding', 'bound', 'is', 'gets', 'is', 'connected', 'will', 'supply', 'cannot', 'provide', 'are', 'carried', 'was', 'chosen', 'demonstrated', 'could', 'build', 'has', 'houses', 'are', 'centered', 'has', 'applied', 'is', 'serves', 'is', 'work', 'helping', 'strengthen', 'is', 'have', 'been', 'lending', 'enables', 'operate', 'organized', 'find', 'saves', 'can', 'be', 'bought', 'buys', 'is', 'obtain', 'would', 'be', 'passes', 'is', 'saved', 'are', 'turn', 'show', 'sponsor', 'lists', 'may', 'be', 'borrowed', 'lists', 'cut', 'are', 'conducted', 'teaching', 'understands', 'is', 'bring', 'experienced', 'designed', 'promote', 'cooperating', 'has', 'set', 'provide', 'are', 'may', 'evaluate', 'recommended', 'are', 'is', 'threatening', 'expand', 'has', 'seeks', 'get', 'prepares', 'maintains', 'share', 'created', 'used', 'publishes', 'reports', 'is', 'governed', 'representing', 'is', 'bring', 'bear', 'have', 'borne', 'can', 'begin', 'see', 'is', 'multiplying', 'are', 'maligned', 'hope', 'will', 'have', 'say', \"don't\", 'have', 'depends', 'is', 'informed', 'concerned', 'made', 'destroy', 'require', 'educated', 'is', 'must', 'be', 'limited', 'must', 'be', 'continuing', 'is', 'can', 'cope', 'threaten', 'read', 'are', 'cannot', 'consider', 'educated', 'do', 'read', 'are', 'do', 'know', 'use', 'do', 'read', 'must', 'permit', 'become', 'might', 'happen', 'comes', 'absorbed', 'written', 'is', 'found', 'has', 'been', 'made', 'falls', 'is', 'required', 'are', 'maintain', 'are', 'needed', 'informed', 'grows', 'translate', 'written', 'continue', 'expand', 'will', 'become', 'act', 'correct', 'are', 'are', 'owned', 'surveyed', 'do', 'have', 'is', 'failing', 'render', 'needed', 'can', 'provide', 'is', 'read']\n"
     ]
    }
   ],
   "source": [
    "print(verbes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "id": "SqifCp7gjkXG"
   },
   "outputs": [],
   "source": [
    "# Extract all nouns from the Brown corpus and find the most frequent ones\n",
    "noms = [word for word, tag in brown_news_tagged if tag == 'NOUN']\n",
    "freq_noms = Counter(noms)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "n-iP8iE_kZgC",
    "outputId": "c7cb1335-6517-4ef4-cbd6-45820df3ba55"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('Mrs.', 253), ('Mr.', 170), ('year', 138), ('home', 127), ('years', 102), ('time', 97), ('President', 89), ('state', 88), ('week', 86), ('man', 72)]\n"
     ]
    }
   ],
   "source": [
    "noms_les_plus_frequents = freq_noms.most_common(10)\n",
    "print(noms_les_plus_frequents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Jv1yiFIXkjye",
    "outputId": "d1583a15-92bb-4b18-d5f6-68b96672fa6c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The: {'DET'}\n",
      "Fulton: {'NOUN'}\n",
      "County: {'NOUN'}\n",
      "Grand: {'ADJ', 'X'}\n",
      "Jury: {'NOUN'}\n",
      "said: {'VERB'}\n",
      "Friday: {'NOUN'}\n",
      "an: {'DET'}\n",
      "investigation: {'NOUN'}\n",
      "of: {'ADP'}\n"
     ]
    }
   ],
   "source": [
    "# Create a dictionary mapping each word to its set of POS tags\n",
    "dictionnaire_mots_etiquettes = defaultdict(set)\n",
    "for word, tag in brown_news_tagged:\n",
    "    dictionnaire_mots_etiquettes[word].add(tag)\n",
    "\n",
    "\n",
    "for mot, etiquettes in list(dictionnaire_mots_etiquettes.items())[:10]:\n",
    "    print(f\"{mot}: {etiquettes}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "id": "ln_TB3LdlKIu"
   },
   "outputs": [],
   "source": [
    "# Import various taggers (Unigram, Bigram, Trigram) and Brill for tagging experiments\n",
    "from nltk.tag import UnigramTagger, BigramTagger, TrigramTagger\n",
    "from nltk.tag import brill, brill_trainer\n",
    "from nltk.tag.hmm import HiddenMarkovModelTagger\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "id": "x0eboMVbl7ua"
   },
   "outputs": [],
   "source": [
    "brown_tagged_sents = brown.tagged_sents(tagset='universal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "id": "1uPp7AwDl8VC"
   },
   "outputs": [],
   "source": [
    "# Split the Brown corpus into training (90%) and testing (10%) sets\n",
    "train_sents, test_sents = train_test_split(brown_tagged_sents, test_size=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "g009wYhQl-Nr",
    "outputId": "708fe410-28d3-430b-e327-965f78b8d343"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-32-93e5c1356b2c>:2: DeprecationWarning: \n",
      "  Function evaluate() has been deprecated.  Use accuracy(gold)\n",
      "  instead.\n",
      "  unigram_accuracy = unigram_tagger.evaluate(test_sents)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unigram Tagger Accuracy: 0.9318\n"
     ]
    }
   ],
   "source": [
    "# Import various taggers (Unigram, Bigram, Trigram) and Brill for tagging experiments\n",
    "unigram_tagger = UnigramTagger(train_sents)\n",
    "unigram_accuracy = unigram_tagger.evaluate(test_sents)\n",
    "print(f'Unigram Tagger Accuracy: {unigram_accuracy:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "_zdH9JIFmI1R",
    "outputId": "0156e2ef-3b92-495f-cc11-90cc07795166"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-34-ccff9e73e51d>:2: DeprecationWarning: \n",
      "  Function evaluate() has been deprecated.  Use accuracy(gold)\n",
      "  instead.\n",
      "  bigram_accuracy = bigram_tagger.evaluate(test_sents)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bigram Tagger Accuracy: 0.9403\n"
     ]
    }
   ],
   "source": [
    "# Train a Bigram tagger (with Unigram backoff) and evaluate its accuracy\n",
    "bigram_tagger = BigramTagger(train_sents, backoff=unigram_tagger)\n",
    "bigram_accuracy = bigram_tagger.evaluate(test_sents)\n",
    "print(f'Bigram Tagger Accuracy: {bigram_accuracy:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "mM5xSHb0msFV",
    "outputId": "b91ed8e4-a132-4f1f-f9d9-2f8d0ec4a5ac"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-35-bfcd96e416d1>:2: DeprecationWarning: \n",
      "  Function evaluate() has been deprecated.  Use accuracy(gold)\n",
      "  instead.\n",
      "  trigram_accuracy = trigram_tagger.evaluate(test_sents)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trigram Tagger Accuracy: 0.9409\n"
     ]
    }
   ],
   "source": [
    "# Train a Trigram tagger (with Bigram backoff) and evaluate its accuracy\n",
    "trigram_tagger = TrigramTagger(train_sents, backoff=bigram_tagger)\n",
    "trigram_accuracy = trigram_tagger.evaluate(test_sents)\n",
    "print(f'Trigram Tagger Accuracy: {trigram_accuracy:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "2-3OP6fjm4Rn",
    "outputId": "2b3b0c96-46a7-49b6-f5a8-0d2895f415be"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-36-958bd5c9f410>:2: DeprecationWarning: \n",
      "  Function evaluate() has been deprecated.  Use accuracy(gold)\n",
      "  instead.\n",
      "  hmm_accuracy = hmm_tagger.evaluate(test_sents)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HMM Tagger Accuracy (Viterbi): 0.9530\n"
     ]
    }
   ],
   "source": [
    "# Train a Hidden Markov Model (HMM) tagger and evaluate its accuracy\n",
    "hmm_tagger = HiddenMarkovModelTagger.train(train_sents)\n",
    "hmm_accuracy = hmm_tagger.evaluate(test_sents)\n",
    "print(f'HMM Tagger Accuracy (Viterbi): {hmm_accuracy:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "XJDxf90ZnZPD",
    "outputId": "fbc89425-53f6-4af1-a945-dff9ed846cb6"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-37-5be57daaf5b4>:4: DeprecationWarning: \n",
      "  Function evaluate() has been deprecated.  Use accuracy(gold)\n",
      "  instead.\n",
      "  brill_accuracy = brill_tagger.evaluate(test_sents)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Brill Tagger Accuracy: 0.9537\n"
     ]
    }
   ],
   "source": [
    "# Train a Brill tagger using the Unigram tagger as the initial tagger\n",
    "templates = brill.fntbl37()\n",
    "trainer = brill_trainer.BrillTaggerTrainer(initial_tagger=unigram_tagger, templates=templates)\n",
    "brill_tagger = trainer.train(train_sents)\n",
    "brill_accuracy = brill_tagger.evaluate(test_sents)\n",
    "print(f'Brill Tagger Accuracy: {brill_accuracy:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "xJT8Mq6Mnslf"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "name": "python3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}