examples/bilingual_document.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bilingual document translation\n",
    "\n",
    "In this example we show an application of SONAR as a means of aligning translated documents for study or language exploration.\n",
    "We present the novel _The Metamorphosis_ by Franz Kafka in its English version, alongside the translation to German and Spanish."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install --quiet sonar-space scikit-learn fastdtw pandas matplotlib seaborn sentence-splitter\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import torch\n",
    "from fastdtw import fastdtw\n",
    "from scipy.spatial.distance import cosine\n",
    "from sentence_splitter import SentenceSplitter\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "\n",
    "from sonar.inference_pipelines.text import TextToEmbeddingModelPipeline\n",
    "from sonar.models.sonar_text import (\n",
    "    load_sonar_text_encoder_model,\n",
    "    load_sonar_tokenizer,\n",
    ")\n",
    "\n",
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng_splitter = SentenceSplitter(language=\"en\")\n",
    "spa_splitter = SentenceSplitter(language=\"es\")\n",
    "deu_splitter = SentenceSplitter(language=\"de\")\n",
    "\n",
    "eng_text = \"\"\n",
    "spa_text = \"\"\n",
    "deu_text = \"\"\n",
    "\n",
    "with open(\"./data/metamor_eng.txt\", \"r\") as file:\n",
    "    eng_text = file.read()\n",
    "with open(\"./data/metamor_spa.txt\", \"r\") as file:\n",
    "    spa_text = file.read()\n",
    "with open(\"./data/metamor_deu.txt\", \"r\") as file:\n",
    "    deu_text = file.read()\n",
    "\n",
    "eng_sentences = eng_splitter.split(text=eng_text)\n",
    "spa_sentences = spa_splitter.split(text=spa_text)\n",
    "deu_sentences = deu_splitter.split(text=deu_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using the cached checkpoint of text_sonar_basic_encoder. Set `force` to `True` to download again.\n",
      "Using the cached tokenizer of text_sonar_basic_encoder. Set `force` to `True` to download again.\n"
     ]
    }
   ],
   "source": [
    "text_encoder_model = load_sonar_text_encoder_model(\n",
    "    \"text_sonar_basic_encoder\", device=device\n",
    ").eval()\n",
    "text_tokenizer = load_sonar_tokenizer(\"text_sonar_basic_encoder\")\n",
    "\n",
    "text_embedding_pipeline = TextToEmbeddingModelPipeline(\n",
    "    text_encoder_model, text_tokenizer\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Similarity of sentences between texts\n",
    "\n",
    "We may compute the matrix cosine similarity of each of the sentences in the novel extracts, with each of the sentences present in the translations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng_embeddings = text_embedding_pipeline.predict(eng_sentences, source_lang=\"eng_Latn\")\n",
    "spa_embeddings = text_embedding_pipeline.predict(spa_sentences, source_lang=\"spa_Latn\")\n",
    "deu_embeddings = text_embedding_pipeline.predict(deu_sentences, source_lang=\"deu_Latn\")\n",
    "\n",
    "eng_spa_cos_sim = cosine_similarity(eng_embeddings, spa_embeddings)\n",
    "eng_deu_cos_sim = cosine_similarity(eng_embeddings, deu_embeddings)\n",
    "spa_deu_cos_sim = cosine_similarity(spa_embeddings, deu_embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eng_spa_df = pd.DataFrame(\n",
    "    eng_spa_cos_sim,\n",
    "    index=[f\"Eng {i}\" for i in range(len(eng_sentences))],\n",
    "    columns=[f\"Spa {i}\" for i in range(len(spa_sentences))],\n",
    ")\n",
    "\n",
    "eng_deu_df = pd.DataFrame(\n",
    "    eng_deu_cos_sim,\n",
    "    index=[f\"Eng {i}\" for i in range(len(eng_sentences))],\n",
    "    columns=[f\"Deu {i}\" for i in range(len(deu_sentences))],\n",
    ")\n",
    "\n",
    "spa_deu_df = pd.DataFrame(\n",
    "    spa_deu_cos_sim,\n",
    "    index=[f\"Spa {i}\" for i in range(len(spa_sentences))],\n",
    "    columns=[f\"Deu {i}\" for i in range(len(deu_sentences))],\n",
    ")\n",
    "\n",
    "\n",
    "def plot_heatmap(similarity_df, title):\n",
    "    plt.figure(figsize=(10, 8))\n",
    "    sns.heatmap(similarity_df, annot=False, cmap=\"YlGnBu\", cbar=True)\n",
    "    plt.title(title)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "plot_heatmap(eng_spa_df, \"English-Spanish Cosine Similarity\")\n",
    "plot_heatmap(eng_deu_df, \"English-German Cosine Similarity\")\n",
    "plot_heatmap(spa_deu_df, \"Spanish-German Cosine Similarity\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding aligned sentence pairs\n",
    "\n",
    "We may find which of the sentences correspond to which in the translation by determining the cosine distance and considering equivalent in meaning those sentences that are the closest together in the embedding space.\n",
    "\n",
    "`eng_spa_alignment` contains the actual alignment (or mapping) between the indices of (English and Spanish). The 'cosine' distance is used to measure how similar or dissimilar the embeddings are at each point.\n",
    "\n",
    "`eng_spa_distance` is the total minimal distance between the two sequences of embeddings the two sequences (English and Spanish embeddings), i.e., which English sentence aligns with which Spanish sentence based on the dynamic time warping (DTW) algorithm.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence Pairs Above Threshold 0.7 (English -> Spanish):\n",
      "English Sentence 3: His numerous legs, pitifully thin in comparison to the rest of his circumference, flickered helplessly before his eyes. <-> Spanish Sentence 2: Sus muchas patas, ridículamente pequeñas en comparación con el resto de su tamaño, le vibraban desamparadas ante los ojos. (Cosine Similarity: 0.76)\n",
      "English Sentence 4: \"What's happened to me,\" he thought. <-> Spanish Sentence 3: «¿Qué me ha ocurrido?», pensó. (Cosine Similarity: 0.77)\n",
      "English Sentence 5: It was no dream. <-> Spanish Sentence 4: No era un sueño. (Cosine Similarity: 0.93)\n",
      "English Sentence 6: His room, a proper room for a human being, only somewhat too small, lay quietly between the four well-known walls. <-> Spanish Sentence 5: Su habitación, una auténtica habitación humana, si bien algo pequeña, permanecía tranquila entre las cuatro paredes harto conocidas. (Cosine Similarity: 0.72)\n",
      "English Sentence 7: Above the table, on which an unpacked collection of sample cloth goods was spread out (Samsa was a traveling salesman) hung the picture which he had cut out of an illustrated magazine a little while ago and set in a pretty gilt frame. <-> Spanish Sentence 6: Por encima de la mesa, sobre la que se encontraba extendido un muestrario de paños desempaquetados – Samsa era viajante de comercio –, estaba colgado aquel cuadro, que hacía poco había recortado de una revista y había colocado en un bonito marco dorado. (Cosine Similarity: 0.72)\n",
      "English Sentence 13: But this was entirely impractical, for he was used to sleeping on his right side, and in his present state he couldn't get himself into this position. <-> Spanish Sentence 9: Pero esto era algo absolutamente imposible, porque estaba acostumbrado a dormir del lado derecho, pero en su estado actual no podía ponerse de ese lado. (Cosine Similarity: 0.74)\n",
      "English Sentence 23: He slid back again into his earlier position. <-> Spanish Sentence 18: Se deslizó de nuevo a su posición inicial. (Cosine Similarity: 0.85)\n",
      "English Sentence 24: \"This getting up early,\" he thought, \"makes a man quite idiotic. <-> Spanish Sentence 19: «Esto de levantarse pronto», pensó, «le hace a uno desvariar. (Cosine Similarity: 0.70)\n",
      "English Sentence 25: A man must have his sleep. <-> Spanish Sentence 20: El hombre tiene que dormir. (Cosine Similarity: 0.84)\n",
      "English Sentence 32: He would've fallen right off his desk! <-> Spanish Sentence 26: ¡Se habría caído de la mesa! (Cosine Similarity: 0.84)\n",
      "English Sentence 41: \"Good God,\" he thought. <-> Spanish Sentence 12: «Dios mío!», pensó. (Cosine Similarity: 0.82)\n",
      "English Sentence 41: \"Good God,\" he thought. <-> Spanish Sentence 30: «¡Dios del cielo!», pensó. (Cosine Similarity: 0.82)\n",
      "English Sentence 47: Yes, but was it possible to sleep through this noise that made the furniture shake? <-> Spanish Sentence 35: ¿Era posible seguir durmiendo tan tranquilo con ese ruido que hacía temblar los muebles? (Cosine Similarity: 0.80)\n",
      "English Sentence 49: Still, what should he do now? <-> Spanish Sentence 37: ¿Qué iba a hacer ahora? (Cosine Similarity: 0.71)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence Pairs Above Threshold 0.7 (English -> German):\n",
      "English Sentence 0: One morning, as Gregor Samsa was waking up from anxious dreams, he discovered that in bed he had been changed into a monstrous verminous bug. <-> German Sentence 0: Als Gregor Samsa eines Morgens aus unruhigen Träumen erwachte, fand er sich in seinem Bett zu einem ungeheueren Ungeziefer verwandelt. (Cosine Similarity: 0.73)\n",
      "English Sentence 17: Day in, day out on the road. <-> German Sentence 8: Tag aus, Tag ein auf der Reise. (Cosine Similarity: 0.73)\n",
      "English Sentence 18: The stresses of trade are much greater than the work going on at head office, and, in addition to that, I have to deal with the problems of traveling, the worries about train connections, irregular bad food, temporary and constantly changing human relationships which never come from the heart. <-> German Sentence 9: Die geschäftlichen Aufregungen sind viel größer, als im eigentlichen Geschäft zuhause, und außerdem ist mir noch diese Plage des Reisens auferlegt, die Sorgen um die Zuganschlüsse, das unregelmäßige, schlechte Essen, ein immer wechselnder, nie andauernder, nie herzlich werdender menschlicher Verkehr. (Cosine Similarity: 0.72)\n",
      "English Sentence 25: A man must have his sleep. <-> German Sentence 12: Der Mensch muß seinen Schlaf haben. (Cosine Similarity: 0.88)\n",
      "English Sentence 26: Other traveling salesmen live like harem women. <-> German Sentence 13: Andere Reisende leben wie Haremsfrauen. (Cosine Similarity: 0.82)\n",
      "English Sentence 27: For instance, when I come back to the inn during the course of the morning to write up the necessary orders, these gentlemen are just sitting down to breakfast. <-> German Sentence 14: Wenn ich zum Beispiel im Laufe des Vormittags ins Gasthaus zurückgehe, um die erlangten Aufträge zu überschreiben, sitzen diese Herren erst beim Frühstück. (Cosine Similarity: 0.78)\n",
      "English Sentence 29: Still, who knows whether that mightn't be really good for me. <-> German Sentence 16: Wer weiß übrigens, ob das nicht sehr gut für mich wäre. (Cosine Similarity: 0.78)\n",
      "English Sentence 32: He would've fallen right off his desk! <-> German Sentence 18: Vom Pult hätte er fallen müssen! (Cosine Similarity: 0.75)\n",
      "English Sentence 44: Could the alarm have failed to ring? <-> German Sentence 24: Sollte der Wecker nicht geläutet haben? (Cosine Similarity: 0.73)\n",
      "English Sentence 49: Still, what should he do now? <-> German Sentence 28: Was aber sollte er jetzt tun? (Cosine Similarity: 0.78)\n",
      "English Sentence 53: And even if he caught the train, there was no avoiding a blow up with the boss, because the firm's errand boy would've waited for the five o'clock train and reported the news of his absence long ago. <-> German Sentence 30: Und selbst wenn er den Zug einholte, ein Donnerwetter des Chefs war nicht zu vermeiden, denn der Geschäftsdiener hatte beim Fünfuhrzug gewartet und die Meldung von seiner Versäumnis längst erstattet. (Cosine Similarity: 0.72)\n",
      "English Sentence 54: He was the boss's minion, without backbone or intelligence. <-> German Sentence 31: Es war eine Kreatur des Chefs, ohne Rückgrat und Verstand. (Cosine Similarity: 0.75)\n",
      "English Sentence 55: Well then, what if he reported in sick? <-> German Sentence 32: Wie nun, wenn er sich krank meldete? (Cosine Similarity: 0.83)\n",
      "English Sentence 56: But that would be extremely embarrassing and suspicious, because during his five years' service Gregor hadn't been sick even once. <-> German Sentence 33: Das war aber äußerst peinlich und verdächtig, denn Gregor war während seines fünfjährigen Dienstes noch nicht einmal krank gewesen. (Cosine Similarity: 0.78)\n",
      "English Sentence 57: The boss would certainly come with the doctor from the health insurance company and would reproach his parents for their lazy son and cut short all objections with the insurance doctor's comments; for him everyone was completely healthy but really lazy about work. <-> German Sentence 34: Gewiß würde der Chef mit dem Krankenkassenarzt kommen, würde den Eltern wegen des faulen Sohnes Vorwürfe machen und alle Einwände durch den Hinweis auf den Krankenkassenarzt abschneiden, für den es ja überhaupt nur ganz gesunde, aber arbeitsscheue Menschen gibt. (Cosine Similarity: 0.72)\n",
      "English Sentence 58: And besides, would the doctor in this case be totally wrong? <-> German Sentence 35: Und hätte er übrigens in diesem Falle so ganz unrecht? (Cosine Similarity: 0.71)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence Pairs Above Threshold 0.7 (Spanish -> German):\n",
      "Spanish Sentence 0: Cuando Gregorio Samsa se despertó una mañana después de un sueño intranquilo, se encontró sobre su cama convertido en un monstruoso insecto. <-> German Sentence 0: Als Gregor Samsa eines Morgens aus unruhigen Träumen erwachte, fand er sich in seinem Bett zu einem ungeheueren Ungeziefer verwandelt. (Cosine Similarity: 0.89)\n",
      "Spanish Sentence 1: Estaba tumbado sobre su espalda dura, y en forma de caparazón y, al levantar un poco la cabeza, veía un vientre abombado, parduzco, dividido por partes duras en forma de arco, sobre cuya protuberancia apenas podía mantenerse el cobertor, a punto ya de resbalar al suelo. <-> German Sentence 1: Er lag auf seinem panzerartig harten Rücken und sah, wenn er den Kopf ein wenig hob, seinen gewölbten, braunen, von bogenförmigen Versteifungen geteilten Bauch, auf dessen Höhe sich die Bettdecke, zum gänzlichen Niedergleiten bereit, kaum noch erhalten konnte. (Cosine Similarity: 0.71)\n",
      "Spanish Sentence 15: Los esfuerzos profesionales son mucho mayores que en el mismo almacén de la ciudad, y además se me ha endosado este ajetreo de viajar, el estar al tanto de los empalmes de tren, la comida mala y a deshora, una relación humana constantemente cambiante, nunca duradera, que jamás llega a ser cordial. <-> German Sentence 9: Die geschäftlichen Aufregungen sind viel größer, als im eigentlichen Geschäft zuhause, und außerdem ist mir noch diese Plage des Reisens auferlegt, die Sorgen um die Zuganschlüsse, das unregelmäßige, schlechte Essen, ein immer wechselnder, nie andauernder, nie herzlich werdender menschlicher Verkehr. (Cosine Similarity: 0.74)\n",
      "Spanish Sentence 20: El hombre tiene que dormir. <-> German Sentence 12: Der Mensch muß seinen Schlaf haben. (Cosine Similarity: 0.86)\n",
      "Spanish Sentence 22: Si yo, por ejemplo, a lo largo de la mañana vuelvo a la pensión para pasar a limpio los pedidos que he conseguido, estos señores todavía están sentados tomando el desayuno. <-> German Sentence 14: Wenn ich zum Beispiel im Laufe des Vormittags ins Gasthaus zurückgehe, um die erlangten Aufträge zu überschreiben, sitzen diese Herren erst beim Frühstück. (Cosine Similarity: 0.77)\n",
      "Spanish Sentence 24: Quién sabe, por lo demás, si no sería lo mejor para mí. <-> German Sentence 16: Wer weiß übrigens, ob das nicht sehr gut für mich wäre. (Cosine Similarity: 0.72)\n",
      "Spanish Sentence 25: Si no tuviera que dominarme por mis padres, ya me habría despedido hace tiempo, me habría presentado ante el jefe y le habría dicho mi opinión con toda mi alma. <-> German Sentence 17: Wenn ich mich nicht wegen meiner Eltern zurückhielte, ich hätte längst gekündigt, ich wäre vor den Chef hin getreten und hätte ihm meine Meinung von Grund des Herzens aus gesagt. (Cosine Similarity: 0.87)\n",
      "Spanish Sentence 26: ¡Se habría caído de la mesa! <-> German Sentence 18: Vom Pult hätte er fallen müssen! (Cosine Similarity: 0.76)\n",
      "Spanish Sentence 28: Bueno, la esperanza todavía no está perdida del todo; si alguna vez tengo el dinero suficiente para pagar las deudas que mis padres tienen con él – puedo tardar todavía entre cinco y seis años – lo hago con toda seguridad. <-> German Sentence 20: Nun, die Hoffnung ist noch nicht gänzlich aufgegeben; habe ich einmal das Geld beisammen, um die Schuld der Eltern an ihn abzuzahlen - es dürfte noch fünf bis sechs Jahre dauern -, mache ich die Sache unbedingt. (Cosine Similarity: 0.78)\n",
      "Spanish Sentence 31: Eran las seis y media y las manecillas seguían tranquilamente hacia delante, ya había pasado incluso la media, eran ya casi las menos cuarto. <-> German Sentence 23: Es war halb sieben Uhr, und die Zeiger gingen ruhig vorwärts, es war sogar halb vorüber, es näherte sich schon dreiviertel. (Cosine Similarity: 0.77)\n",
      "Spanish Sentence 32: ¿Es que no habría sonado el despertador?» <-> German Sentence 24: Sollte der Wecker nicht geläutet haben? (Cosine Similarity: 0.78)\n",
      "Spanish Sentence 33: Desde la cama se veía que estaba correctamente puesto a las cuatro, seguro que también había sonado. <-> German Sentence 25: Man sah vom Bett aus, daß er auf vier Uhr richtig eingestellt war; gewiß hatte er auch geläutet. (Cosine Similarity: 0.86)\n",
      "Spanish Sentence 36: Bueno, tampoco había dormido tranquilo, pero quizá tanto más profundamente. <-> German Sentence 27: Nun, ruhig hatte er ja nicht geschlafen, aber wahrscheinlich desto fester. (Cosine Similarity: 0.76)\n",
      "Spanish Sentence 37: ¿Qué iba a hacer ahora? <-> German Sentence 28: Was aber sollte er jetzt tun? (Cosine Similarity: 0.82)\n",
      "Spanish Sentence 40: ¿Qué pasaría si dijese que estaba enfermo? <-> German Sentence 32: Wie nun, wenn er sich krank meldete? (Cosine Similarity: 0.76)\n",
      "Spanish Sentence 41: Pero esto sería sumamente desagradable y sospechoso, porque Gregorio no había estado enfermo ni una sola vez durante los cinco años de servicio. <-> German Sentence 33: Das war aber äußerst peinlich und verdächtig, denn Gregor war während seines fünfjährigen Dienstes noch nicht einmal krank gewesen. (Cosine Similarity: 0.71)\n",
      "Spanish Sentence 42: Seguramente aparecería el jefe con el médico del seguro, haría reproches a sus padres por tener un hijo tan vago y se salvaría de todas las objeciones remitiéndose al médico del seguro, para el que sólo existen hombres totalmente sanos, pero con aversión al trabajo. <-> German Sentence 34: Gewiß würde der Chef mit dem Krankenkassenarzt kommen, würde den Eltern wegen des faulen Sohnes Vorwürfe machen und alle Einwände durch den Hinweis auf den Krankenkassenarzt abschneiden, für den es ja überhaupt nur ganz gesunde, aber arbeitsscheue Menschen gibt. (Cosine Similarity: 0.80)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def create_cosine_similarity_heatmap(\n",
    "    cos_sim_matrix, sent1_list, sent2_list, lang1_name, lang2_name, threshold=0.6\n",
    "):\n",
    "    df = pd.DataFrame(\n",
    "        cos_sim_matrix,\n",
    "        index=[f\"{lang1_name}_{i}\" for i in range(len(sent1_list))],\n",
    "        columns=[f\"{lang2_name}_{i}\" for i in range(len(sent2_list))],\n",
    "    )\n",
    "\n",
    "    mask = df < threshold\n",
    "\n",
    "    print(f\"Sentence Pairs Above Threshold {threshold} ({lang1_name} -> {lang2_name}):\")\n",
    "    for i in range(len(sent1_list)):\n",
    "        for j in range(len(sent2_list)):\n",
    "            if df.iat[i, j] >= threshold:\n",
    "                print(\n",
    "                    f\"{lang1_name} Sentence {i}: {sent1_list[i]} <-> {lang2_name} Sentence {j}: {sent2_list[j]} (Cosine Similarity: {df.iat[i, j]:.2f})\"\n",
    "                )\n",
    "\n",
    "    plt.figure(figsize=(10, 8))\n",
    "    sns.heatmap(\n",
    "        df,\n",
    "        mask=mask,\n",
    "        annot=False,\n",
    "        cmap=\"coolwarm\",\n",
    "        cbar=True,\n",
    "        linewidths=0.5,\n",
    "        vmin=0,\n",
    "        vmax=1,\n",
    "    )\n",
    "    plt.title(\n",
    "        f\"Cosine Similarity Heatmap: {lang1_name} -> {lang2_name} (Threshold > {threshold})\"\n",
    "    )\n",
    "    plt.xlabel(f\"{lang2_name} Sentences\")\n",
    "    plt.ylabel(f\"{lang1_name} Sentences\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "create_cosine_similarity_heatmap(\n",
    "    eng_spa_cos_sim, eng_sentences, spa_sentences, \"English\", \"Spanish\", threshold=0.7\n",
    ")\n",
    "create_cosine_similarity_heatmap(\n",
    "    eng_deu_cos_sim, eng_sentences, deu_sentences, \"English\", \"German\", threshold=0.7\n",
    ")\n",
    "create_cosine_similarity_heatmap(\n",
    "    spa_deu_cos_sim, spa_sentences, deu_sentences, \"Spanish\", \"German\", threshold=0.7\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We may encounter special cases where the _translation_ or match between sentences in the embedding space is not 1-to-1. In such instances, a single sentence may exhibit \"good enough\" similarity with multiple sentences in the other language. Consider the following example:\n",
    "\n",
    "```\n",
    "English Sentence 41: \"Good God,\" he thought. <-> Spanish Sentence 12: «Dios mío!», pensó. (Cosine Similarity: 0.82)  \n",
    "English Sentence 41: \"Good God,\" he thought. <-> Spanish Sentence 30: «¡Dios del cielo!», pensó. (Cosine Similarity: 0.82)  \n",
    "```\n",
    "\n",
    "This illustrates that the embedding space captures the implied meaning of sentences rather than relying solely on direct word-for-word translations.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating a Bilingual Book to Read\n",
    "\n",
    "In this example notebook, one of the applications of the alignment is to create a **bilingual notebook**. This book provides a side-by-side comparison of sentences from different languages. The comparison is made possible by calculating the optimal path through which to traverse the embedding space, considering the cosine similarity at each point. To achieve this efficiently, one can utilize the **FastDTW** algorithm. Note that for this example we are only reconstructing a side-by-side view of the books from what the source of the books provides, but may also be used on texts that where not aligned before.\n",
    "\n",
    "#### FastDTW\n",
    "\n",
    "**FastDTW** (Fast Dynamic Time Warping) is an optimized version of Dynamic Time Warping (DTW), a distance measure used to align two sequences of data that may vary in time or length. DTW identifies the optimal alignment by minimizing the distance between the sequences, typically for time series data. It allows for stretching or compressing parts of the sequences to achieve a better match.\n",
    "\n",
    "A key characteristic of DTW is that it ensures **monotonic alignment**, meaning the sequence of aligned points progresses consistently without reversing. This property is crucial for aligning bilingual texts, where each sentence or phrase in one language should correspond in order with the sentences in another language, preserving the logical sequence.\n",
    "\n",
    "**Note:** The current alignment implementation does not maintain monotonicity; for example, it may incorrectly match **English Sentence 41 with Spanish Sentence 12**, which disrupts the logical order of the sentences.\n",
    "\n",
    "FastDTW enhances the speed of computation while approximating the results of traditional DTW, making it more efficient for larger datasets or longer sequences.\n",
    "\n",
    "For more information on **FastDTW**, see [this](https://cs.fit.edu/~pkc/papers/tdm04.pdf).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>English Sentence</th>\n",
       "      <th>Spanish Sentence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>One morning, as Gregor Samsa was waking up from anxious dreams, he discovered that in bed he had been changed into a monstrous verminous bug.</td>\n",
       "      <td>Cuando Gregorio Samsa se despertó una mañana después de un sueño intranquilo, se encontró sobre su cama convertido en un monstruoso insecto.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>He lay on his armour-hard back and saw, as he lifted his head up a little, his brown, arched abdomen divided up into rigid bow-like sections.</td>\n",
       "      <td>Estaba tumbado sobre su espalda dura, y en forma de caparazón y, al levantar un poco la cabeza, veía un vientre abombado, parduzco, dividido por partes duras en forma de arco, sobre cuya protuberancia apenas podía mantenerse el cobertor, a punto ya de resbalar al suelo.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>From this height the blanket, just about ready to slide off completely, could hardly stay in place.</td>\n",
       "      <td>Estaba tumbado sobre su espalda dura, y en forma de caparazón y, al levantar un poco la cabeza, veía un vientre abombado, parduzco, dividido por partes duras en forma de arco, sobre cuya protuberancia apenas podía mantenerse el cobertor, a punto ya de resbalar al suelo.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>His numerous legs, pitifully thin in comparison to the rest of his circumference, flickered helplessly before his eyes.</td>\n",
       "      <td>Sus muchas patas, ridículamente pequeñas en comparación con el resto de su tamaño, le vibraban desamparadas ante los ojos.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>\"What's happened to me,\" he thought.</td>\n",
       "      <td>«¿Qué me ha ocurrido?», pensó.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>It was no dream.</td>\n",
       "      <td>No era un sueño.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>His room, a proper room for a human being, only somewhat too small, lay quietly between the four well-known walls.</td>\n",
       "      <td>Su habitación, una auténtica habitación humana, si bien algo pequeña, permanecía tranquila entre las cuatro paredes harto conocidas.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Above the table, on which an unpacked collection of sample cloth goods was spread out (Samsa was a traveling salesman) hung the picture which he had cut out of an illustrated magazine a little while ago and set in a pretty gilt frame.</td>\n",
       "      <td>Por encima de la mesa, sobre la que se encontraba extendido un muestrario de paños desempaquetados – Samsa era viajante de comercio –, estaba colgado aquel cuadro, que hacía poco había recortado de una revista y había colocado en un bonito marco dorado.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>It was a picture of a woman with a fur hat and a fur boa.</td>\n",
       "      <td>Representaba a una dama ataviada con un sombrero y una boa” de piel, que estaba allí, sentada muy erguida y levantaba hacia el observador un pesado manguito de piel, en el cual había desaparecido su antebrazo.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>She sat erect there, lifting up in the direction of the viewer a solid fur muff into which her entire forearm disappeared.</td>\n",
       "      <td>Representaba a una dama ataviada con un sombrero y una boa” de piel, que estaba allí, sentada muy erguida y levantaba hacia el observador un pesado manguito de piel, en el cual había desaparecido su antebrazo.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Gregor's glance then turned to the window.</td>\n",
       "      <td>La mirada de Gregorio se dirigió después hacia la ventana, y el tiempo lluvioso se oían caer gotas de lluvia sobre la chapa del alfeizar de la ventana – le ponía muy melancólico. « ¿Qué pasaría – pensó – si durmiese un poco más y olvidase todas las chifladuras?»</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The dreary weather (the rain drops were falling audibly down on the metal window ledge) made him quite melancholy.</td>\n",
       "      <td>La mirada de Gregorio se dirigió después hacia la ventana, y el tiempo lluvioso se oían caer gotas de lluvia sobre la chapa del alfeizar de la ventana – le ponía muy melancólico. « ¿Qué pasaría – pensó – si durmiese un poco más y olvidase todas las chifladuras?»</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>\"Why don't I keep sleeping for a little while longer and forget all this foolishness,\" he thought.</td>\n",
       "      <td>La mirada de Gregorio se dirigió después hacia la ventana, y el tiempo lluvioso se oían caer gotas de lluvia sobre la chapa del alfeizar de la ventana – le ponía muy melancólico. « ¿Qué pasaría – pensó – si durmiese un poco más y olvidase todas las chifladuras?»</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>But this was entirely impractical, for he was used to sleeping on his right side, and in his present state he couldn't get himself into this position.</td>\n",
       "      <td>Pero esto era algo absolutamente imposible, porque estaba acostumbrado a dormir del lado derecho, pero en su estado actual no podía ponerse de ese lado.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>No matter how hard he threw himself onto his right side, he always rolled again onto his back.</td>\n",
       "      <td>Aunque se lanzase con mucha fuerza hacia el lado derecho, una y otra vez se volvía a balancear sobre la espalda.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>He must have tried it a hundred times, closing his eyes, so that he would not have to see the wriggling legs, and gave up only when he began to feel a light, dull pain in his side which he had never felt before.</td>\n",
       "      <td>Lo intentó cien veces, cerraba los ojos para no tener que ver las patas que pataleaban, y sólo cejaba en su empeño cuando comenzaba a notar en el costado un dolor leve y sordo que antes nunca había sentido.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>\"O God,\" he thought, \"what a demanding job I've chosen!</td>\n",
       "      <td>«Dios mío!», pensó.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>\"O God,\" he thought, \"what a demanding job I've chosen!</td>\n",
       "      <td>«¡Qué profesión tan dura he elegido!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Day in, day out on the road.</td>\n",
       "      <td>Un día sí y otro también de viaje.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The stresses of trade are much greater than the work going on at head office, and, in addition to that, I have to deal with the problems of traveling, the worries about train connections, irregular bad food, temporary and constantly changing human relationships which never come from the heart.</td>\n",
       "      <td>Los esfuerzos profesionales son mucho mayores que en el mismo almacén de la ciudad, y además se me ha endosado este ajetreo de viajar, el estar al tanto de los empalmes de tren, la comida mala y a deshora, una relación humana constantemente cambiante, nunca duradera, que jamás llega a ser cordial.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>To hell with it all!\"</td>\n",
       "      <td>¡Que se vaya todo al diablo!»</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>He felt a slight itching on the top of his abdomen.</td>\n",
       "      <td>Sintió sobre el vientre un leve picor, con la espalda se deslizó lentamente más cerca de la cabecera de la cama para poder levantar mejor la cabeza; se encontró con que la parte que le picaba estaba totalmente cubierta por unos pequeños puntos blancos, que no sabía a qué se debían, y quiso palpar esa parte con una pata, pero inmediatamente la retiró, porque el roce le producía escalofríos.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>He slowly pushed himself on his back closer to the bed post so that he could lift his head more easily, found the itchy part, which was entirely covered with small white spots (he did not know what to make of them), and wanted to feel the place with a leg.</td>\n",
       "      <td>Sintió sobre el vientre un leve picor, con la espalda se deslizó lentamente más cerca de la cabecera de la cama para poder levantar mejor la cabeza; se encontró con que la parte que le picaba estaba totalmente cubierta por unos pequeños puntos blancos, que no sabía a qué se debían, y quiso palpar esa parte con una pata, pero inmediatamente la retiró, porque el roce le producía escalofríos.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>But he retracted it immediately, for the contact felt like a cold shower all over him.</td>\n",
       "      <td>Sintió sobre el vientre un leve picor, con la espalda se deslizó lentamente más cerca de la cabecera de la cama para poder levantar mejor la cabeza; se encontró con que la parte que le picaba estaba totalmente cubierta por unos pequeños puntos blancos, que no sabía a qué se debían, y quiso palpar esa parte con una pata, pero inmediatamente la retiró, porque el roce le producía escalofríos.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>He slid back again into his earlier position.</td>\n",
       "      <td>Se deslizó de nuevo a su posición inicial.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>\"This getting up early,\" he thought, \"makes a man quite idiotic.</td>\n",
       "      <td>«Esto de levantarse pronto», pensó, «le hace a uno desvariar.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>A man must have his sleep.</td>\n",
       "      <td>El hombre tiene que dormir.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Other traveling salesmen live like harem women.</td>\n",
       "      <td>Otros viajantes viven como pachás”.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>For instance, when I come back to the inn during the course of the morning to write up the necessary orders, these gentlemen are just sitting down to breakfast.</td>\n",
       "      <td>Si yo, por ejemplo, a lo largo de la mañana vuelvo a la pensión para pasar a limpio los pedidos que he conseguido, estos señores todavía están sentados tomando el desayuno.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>If I were to try that with my boss, I'd be thrown out on the spot.</td>\n",
       "      <td>Eso podría intentar yo con mi jefe, en ese momento iría a parar a la calle.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Still, who knows whether that mightn't be really good for me.</td>\n",
       "      <td>Quién sabe, por lo demás, si no sería lo mejor para mí.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>If I didn't hold back for my parents' sake, I would've quit ages ago.</td>\n",
       "      <td>Si no tuviera que dominarme por mis padres, ya me habría despedido hace tiempo, me habría presentado ante el jefe y le habría dicho mi opinión con toda mi alma.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>I would've gone to the boss and told him just what I think from the bottom of my heart.</td>\n",
       "      <td>Si no tuviera que dominarme por mis padres, ya me habría despedido hace tiempo, me habría presentado ante el jefe y le habría dicho mi opinión con toda mi alma.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>He would've fallen right off his desk!</td>\n",
       "      <td>¡Se habría caído de la mesa!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>How weird it is to sit up at the desk and talk down to the employee from way up there.</td>\n",
       "      <td>Sí que es una extraña costumbre la de sentarse sobre la mesa y, desde esa altura, hablar hacia abajo con el empleado que, además, por culpa de la sordera del jefe, tiene que acercarse mucho.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The boss has trouble hearing, so the employee has to step up quite close to him.</td>\n",
       "      <td>Sí que es una extraña costumbre la de sentarse sobre la mesa y, desde esa altura, hablar hacia abajo con el empleado que, además, por culpa de la sordera del jefe, tiene que acercarse mucho.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Anyway, I haven't completely given up that hope yet.</td>\n",
       "      <td>Bueno, la esperanza todavía no está perdida del todo; si alguna vez tengo el dinero suficiente para pagar las deudas que mis padres tienen con él – puedo tardar todavía entre cinco y seis años – lo hago con toda seguridad.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Once I've got together the money to pay off the parents' debt to him--that should take another five or six years--I'll do it for sure.</td>\n",
       "      <td>Bueno, la esperanza todavía no está perdida del todo; si alguna vez tengo el dinero suficiente para pagar las deudas que mis padres tienen con él – puedo tardar todavía entre cinco y seis años – lo hago con toda seguridad.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Then I'll make the big break.</td>\n",
       "      <td>Entonces habrá llegado el gran momento, ahora, por lo pronto, tengo que levantarme porque el tren sale a las cinco», y miró hacia el despertador que hacía tictac sobre el armario.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>In any case, right now I have to get up.</td>\n",
       "      <td>Entonces habrá llegado el gran momento, ahora, por lo pronto, tengo que levantarme porque el tren sale a las cinco», y miró hacia el despertador que hacía tictac sobre el armario.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>My train leaves at five o'clock.\"</td>\n",
       "      <td>Entonces habrá llegado el gran momento, ahora, por lo pronto, tengo que levantarme porque el tren sale a las cinco», y miró hacia el despertador que hacía tictac sobre el armario.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>And he looked over at the alarm clock ticking away by the chest of drawers.</td>\n",
       "      <td>Entonces habrá llegado el gran momento, ahora, por lo pronto, tengo que levantarme porque el tren sale a las cinco», y miró hacia el despertador que hacía tictac sobre el armario.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>\"Good God,\" he thought.</td>\n",
       "      <td>«¡Dios del cielo!», pensó.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>It was half past six, and the hands were going quietly on.</td>\n",
       "      <td>Eran las seis y media y las manecillas seguían tranquilamente hacia delante, ya había pasado incluso la media, eran ya casi las menos cuarto.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>It was past the half hour, already nearly quarter to.</td>\n",
       "      <td>Eran las seis y media y las manecillas seguían tranquilamente hacia delante, ya había pasado incluso la media, eran ya casi las menos cuarto.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Could the alarm have failed to ring?</td>\n",
       "      <td>¿Es que no habría sonado el despertador?»</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>One saw from the bed that it was properly set for four o'clock.</td>\n",
       "      <td>Desde la cama se veía que estaba correctamente puesto a las cuatro, seguro que también había sonado.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Certainly it had rung.</td>\n",
       "      <td>Sí, pero...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Yes, but was it possible to sleep through this noise that made the furniture shake?</td>\n",
       "      <td>¿Era posible seguir durmiendo tan tranquilo con ese ruido que hacía temblar los muebles?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Now, it's true he'd not slept quietly, but evidently he'd slept all the more deeply.</td>\n",
       "      <td>Bueno, tampoco había dormido tranquilo, pero quizá tanto más profundamente.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Still, what should he do now?</td>\n",
       "      <td>¿Qué iba a hacer ahora?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The next train left at seven o'clock.</td>\n",
       "      <td>¿Qué iba a hacer ahora?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>To catch that one, he would have to go in a mad rush.</td>\n",
       "      <td>¿Qué iba a hacer ahora?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The sample collection wasn't packed up yet, and he really didn't feel particularly fresh and active.</td>\n",
       "      <td>El siguiente tren salía a las siete, para cogerlo tendría que haberse dado una prisa loca, el muestrario todavía no estaba empaquetado, y él mismo no se encontraba especialmente espabilado y ágil; e incluso si consiguiese coger el tren, no se podía evitar una reprimenda del jefe, porque el mozo de los recados habría esperado en el tren de las cinco y ya hacía tiempo que habría dado parte de su descuido.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>And even if he caught the train, there was no avoiding a blow up with the boss, because the firm's errand boy would've waited for the five o'clock train and reported the news of his absence long ago.</td>\n",
       "      <td>El siguiente tren salía a las siete, para cogerlo tendría que haberse dado una prisa loca, el muestrario todavía no estaba empaquetado, y él mismo no se encontraba especialmente espabilado y ágil; e incluso si consiguiese coger el tren, no se podía evitar una reprimenda del jefe, porque el mozo de los recados habría esperado en el tren de las cinco y ya hacía tiempo que habría dado parte de su descuido.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>He was the boss's minion, without backbone or intelligence.</td>\n",
       "      <td>Era un esclavo del jefe, sin agallas ni juicio.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Well then, what if he reported in sick?</td>\n",
       "      <td>¿Qué pasaría si dijese que estaba enfermo?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>But that would be extremely embarrassing and suspicious, because during his five years' service Gregor hadn't been sick even once.</td>\n",
       "      <td>Pero esto sería sumamente desagradable y sospechoso, porque Gregorio no había estado enfermo ni una sola vez durante los cinco años de servicio.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>The boss would certainly come with the doctor from the health insurance company and would reproach his parents for their lazy son and cut short all objections with the insurance doctor's comments; for him everyone was completely healthy but really lazy about work.</td>\n",
       "      <td>Seguramente aparecería el jefe con el médico del seguro, haría reproches a sus padres por tener un hijo tan vago y se salvaría de todas las objeciones remitiéndose al médico del seguro, para el que sólo existen hombres totalmente sanos, pero con aversión al trabajo.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>And besides, would the doctor in this case be totally wrong?</td>\n",
       "      <td>¿Y es que en este caso no tendría un poco de razón?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Apart from a really excessive drowsiness after the long sleep, Gregor in fact felt quite well and even had a really strong appetite.</td>\n",
       "      <td>Gregorio, a excepción de una modorra realmente superflua después del largo sueño, se encontraba bastante bien e incluso tenía mucha hambre.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def dtw_align(eng_embeddings, spa_embeddings):\n",
    "    alignments = []\n",
    "\n",
    "    distance, path = fastdtw(\n",
    "        eng_embeddings.numpy(), spa_embeddings.numpy(), dist=cosine\n",
    "    )\n",
    "    alignments.append(path)\n",
    "\n",
    "    return alignments\n",
    "\n",
    "\n",
    "eng_spa_alignments = dtw_align(eng_embeddings, spa_embeddings)\n",
    "\n",
    "\n",
    "eng_spa_alignments = dtw_align(eng_embeddings, spa_embeddings)\n",
    "\n",
    "alignment_table = []\n",
    "\n",
    "for eng_idx, spa_idx in eng_spa_alignments[0]:\n",
    "    eng_sentence = eng_sentences[eng_idx] if eng_idx < len(eng_sentences) else \"\"\n",
    "    spa_sentence = spa_sentences[spa_idx] if spa_idx < len(spa_sentences) else \"\"\n",
    "\n",
    "    alignment_table.append((eng_sentence, spa_sentence))\n",
    "\n",
    "bilingual_df = pd.DataFrame(\n",
    "    alignment_table, columns=[\"English Sentence\", \"Spanish Sentence\"]\n",
    ")\n",
    "pd.set_option(\"display.max_colwidth\", None)\n",
    "\n",
    "html_table = bilingual_df.to_html(index=False)\n",
    "with open(\"bilingual_book.html\", \"w\") as f:\n",
    "    f.write(html_table)\n",
    "\n",
    "from IPython.display import HTML, display\n",
    "\n",
    "display(HTML(bilingual_df.to_html(index=False)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Acknowledgements\n",
    "\n",
    "We use texts from [Bilinguis.com](http://bilinguis.com), which has free books with their translations to different languages, along with some audio books as well."
   ]
  }
 ],
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