part1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec, FastText\n",
    "\n",
    "from word_vectorizer import WordVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = WordVectorizer(pretrained=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer.load_data(size_mb=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer.tokenize(tokenizer='spacy', batch_size=500, caps=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model in ./models/word2vec/w2v_sg_300_win10_spacy_cat_gc_1000mb.model already exists. Loaded model.\n"
     ]
    }
   ],
   "source": [
    "vectorizer.train(vectorizer='word2vec', model_type='skipgram', vector_size=300, window=10, min_count=5, workers=16, save=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('vehicle', 0.8086808323860168),\n",
       " ('moto', 0.681359589099884),\n",
       " ('furgoneta', 0.6770114302635193),\n",
       " ('cotxes', 0.6697468757629395),\n",
       " ('camió', 0.6431754231452942)]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorizer.wv.most_similar('cotxe', topn=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(PearsonRResult(statistic=0.569319294879368, pvalue=3.9847519381558227e-20),\n",
       " SignificanceResult(statistic=0.5995045783868934, pvalue=1.1585238989249155e-22),\n",
       " 1.3574660633484164)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Evaluate the model\n",
    "eval_path = './data/wordsim353.en.ca.txt' if not vectorizer.caps else './data/wordsim353.en.ca_caps.txt'\n",
    "vectorizer.wv.evaluate_word_pairs(eval_path, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vocabulary for t-SNE\n",
    "sports = [\n",
    "\t'futbol',\n",
    "\t'tenis', \n",
    "\t'hoquei',\n",
    "\t'rugbi',\n",
    "\t'atletisme',\n",
    "\t'ciclisme',\n",
    "\t'basquet',\n",
    "\t'handbol',\n",
    "\t'volei',\n",
    "\t'esquí'\n",
    "]\n",
    "\n",
    "politics = [\n",
    "\t'parlament',\n",
    "\t'govern',\n",
    "\t'president',\n",
    "\t'alcalde',\n",
    "\t'política',\n",
    "\t'eleccions',\n",
    "\t'partit',\n",
    "\t'democràcia'\n",
    "]\n",
    "\n",
    "economy = [\n",
    "\t'economia',\n",
    "\t'empresa',\n",
    "\t'mercat',\n",
    "\t'comerç',\n",
    "\t'indústria',\n",
    "\t'finances',\n",
    "\t'negoci',\n",
    "\t'capital',\n",
    "\t'consum',\n",
    "\t'vendes'\n",
    "]\n",
    "\n",
    "nature = [\n",
    "\t'muntanya',\n",
    "\t'riu',\n",
    "\t'arbres',\n",
    "\t'flors',\n",
    "\t'paisatge',\n",
    "\t'pedra',\n",
    "\t'pirineus'\n",
    "]\n",
    "\n",
    "tech = [\n",
    "\t'ordinador',\n",
    "\t'programari',\n",
    "\t'software',\n",
    "\t'hardware',\n",
    "\t'mòbil',\n",
    "\t'xarxa',\n",
    "\t'internet',\n",
    "\t'informàtica',\n",
    "\t'ciberseguretat',\n",
    "\t'ciberatac',\n",
    "\t'dades',\n",
    "\t'bigdata',\n",
    "\t'digital'\n",
    "]\n",
    "\n",
    "music = [\n",
    "\t'piano',\n",
    "\t'guitarra',\n",
    "\t'violí',\n",
    "\t'trompeta',\n",
    "\t'orquestra',\n",
    "\t'concert',\n",
    "\t'òpera',\n",
    "\t'flauta',\n",
    "]\n",
    "\n",
    "food = [\n",
    "\t'pizza',\n",
    "\t'hamburguesa',\n",
    "\t'pasta',\n",
    "\t'paella',\n",
    "\t'carn',\n",
    "\t'amanida',\n",
    "\t'canelons',\n",
    "\t'postres',\n",
    "\t'gelat',\n",
    "\t'arròs',\n",
    "]\n",
    "\n",
    "animals = [\n",
    "\t'gos',\n",
    "\t'gat',\n",
    "\t'elefant',\n",
    "\t'girafa',\n",
    "\t'hipopòtam',\n",
    "\t'ocell',\n",
    "\t'lleó',\n",
    "\t'ratolí',\n",
    "\t'tigre',\n",
    "\t'cavall',\n",
    "\t'vaca',\n",
    "\t'gallina'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vocabulary for t-SNE\n",
    "# sports + politics + economy + nature + tech + music + food + animals\n",
    "tsne_vocabulary = sports + politics + nature + tech + food\n",
    "# tsne_vocabulary = ['rei', 'reina', 'home', 'dona', 'gat', 'gata']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vectorizer.tsne(vocabulary=[], num_words=100, perplexity=5, save=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}