{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "TensorFlow 2.3 on Python 3.6 (CUDA 10.1)", "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": "3.6.9" }, "colab": { "name": "11-1.natural_language_preprocessing.ipynb", "provenance": [] }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "HMKLN4ZMX3rZ" }, "source": [ "# 자연어 처리와 단어 벡터" ] }, { "cell_type": "markdown", "metadata": { "id": "5Bnpl2KdX3re" }, "source": [ "이 노트북에서 자연어 처리 데이터셋(구텐베르크 프로젝트의 책) 정제하고 word2vec을 사용해 단어 벡터로 임베딩합니다.\n", "\n", "**노트:** 이 전처리 단계의 일부나 전부가 후속 애플리케이션에 도움이 되거나 전혀 도움이 되지 않을 수 있습니다. " ] }, { "cell_type": "markdown", "metadata": { "id": "eUPm3F1qX3re" }, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/rickiepark/dl-illustrated/blob/master/notebooks/11-1.natural_language_preprocessing.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "id": "H_gmDM7QX3re" }, "source": [ "#### 라이브러리를 적재합니다." ] }, { "cell_type": "code", "metadata": { "id": "aBWUr7XuX3rf", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4a22a728-f298-4366-c6de-8a3ab3fb37bc" }, "source": [ "import nltk\n", "from nltk import word_tokenize, sent_tokenize\n", "from nltk.corpus import stopwords\n", "from nltk.stem.porter import *\n", "nltk.download('gutenberg')\n", "nltk.download('punkt')\n", "nltk.download('stopwords')\n", "\n", "import string\n", "\n", "import gensim\n", "from gensim.models.phrases import Phraser, Phrases\n", "from gensim.models.word2vec import Word2Vec\n", "\n", "from sklearn.manifold import TSNE\n", "\n", "import pandas as pd\n", "from bokeh.io import output_notebook, output_file\n", "from bokeh.plotting import show, figure\n", "%matplotlib inline" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "[nltk_data] Downloading package gutenberg to /root/nltk_data...\n", "[nltk_data] Unzipping corpora/gutenberg.zip.\n", "[nltk_data] Downloading package punkt to /root/nltk_data...\n", "[nltk_data] Unzipping tokenizers/punkt.zip.\n", "[nltk_data] Downloading package stopwords to /root/nltk_data...\n", "[nltk_data] Unzipping corpora/stopwords.zip.\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "gKKgKNeVX3rg" }, "source": [ "#### 데이터를 적재합니다." ] }, { "cell_type": "code", "metadata": { "id": "q6kb0SVbX3rg" }, "source": [ "from nltk.corpus import gutenberg" ], "execution_count": 2, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "DcYwrUrvX3rg", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4bc229f5-45e4-432b-df26-21804c3dc5a9" }, "source": [ "len(gutenberg.fileids())" ], "execution_count": 3, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "18" ] }, "metadata": {}, "execution_count": 3 } ] }, { "cell_type": "code", "metadata": { "id": "6l95Y900X3rg", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "dbc47dd5-5794-4e7c-f271-6f0d460607d1" }, "source": [ "gutenberg.fileids()" ], "execution_count": 4, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['austen-emma.txt',\n", " 'austen-persuasion.txt',\n", " 'austen-sense.txt',\n", " 'bible-kjv.txt',\n", " 'blake-poems.txt',\n", " 'bryant-stories.txt',\n", " 'burgess-busterbrown.txt',\n", " 'carroll-alice.txt',\n", " 'chesterton-ball.txt',\n", " 'chesterton-brown.txt',\n", " 'chesterton-thursday.txt',\n", " 'edgeworth-parents.txt',\n", " 'melville-moby_dick.txt',\n", " 'milton-paradise.txt',\n", " 'shakespeare-caesar.txt',\n", " 'shakespeare-hamlet.txt',\n", " 'shakespeare-macbeth.txt',\n", " 'whitman-leaves.txt']" ] }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "code", "metadata": { "id": "Qwpx7SPpX3rh", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b4c7a551-42a2-4ea0-ae79-68c7d297c576" }, "source": [ "len(gutenberg.words())" ], "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "2621613" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "metadata": { "id": "ONtHOR8sX3rh" }, "source": [ "gberg_sent_tokens = sent_tokenize(gutenberg.raw())" ], "execution_count": 6, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "woB9yIScX3rh", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4b436f45-1b44-4488-ba03-cd68b1c1c45e" }, "source": [ "gberg_sent_tokens[0:6]" ], "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['[Emma by Jane Austen 1816]\\n\\nVOLUME I\\n\\nCHAPTER I\\n\\n\\nEmma Woodhouse, handsome, clever, and rich, with a comfortable home\\nand happy disposition, seemed to unite some of the best blessings\\nof existence; and had lived nearly twenty-one years in the world\\nwith very little to distress or vex her.',\n", " \"She was the youngest of the two daughters of a most affectionate,\\nindulgent father; and had, in consequence of her sister's marriage,\\nbeen mistress of his house from a very early period.\",\n", " 'Her mother\\nhad died too long ago for her to have more than an indistinct\\nremembrance of her caresses; and her place had been supplied\\nby an excellent woman as governess, who had fallen little short\\nof a mother in affection.',\n", " \"Sixteen years had Miss Taylor been in Mr. Woodhouse's family,\\nless as a governess than a friend, very fond of both daughters,\\nbut particularly of Emma.\",\n", " 'Between _them_ it was more the intimacy\\nof sisters.',\n", " \"Even before Miss Taylor had ceased to hold the nominal\\noffice of governess, the mildness of her temper had hardly allowed\\nher to impose any restraint; and the shadow of authority being\\nnow long passed away, they had been living together as friend and\\nfriend very mutually attached, and Emma doing just what she liked;\\nhighly esteeming Miss Taylor's judgment, but directed chiefly by\\nher own.\"]" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "metadata": { "id": "ExtGFWUSX3rh", "colab": { "base_uri": "https://localhost:8080/", "height": 54 }, "outputId": "28367ec7-8d80-4eb9-87ae-a1fcd40a1d4e" }, "source": [ "gberg_sent_tokens[1]" ], "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "\"She was the youngest of the two daughters of a most affectionate,\\nindulgent father; and had, in consequence of her sister's marriage,\\nbeen mistress of his house from a very early period.\"" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "metadata": { "id": "EsuwAXtwX3ri", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9837a556-35be-441f-c2f0-d366fd262024" }, "source": [ "word_tokenize(gberg_sent_tokens[1])" ], "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['She',\n", " 'was',\n", " 'the',\n", " 'youngest',\n", " 'of',\n", " 'the',\n", " 'two',\n", " 'daughters',\n", " 'of',\n", " 'a',\n", " 'most',\n", " 'affectionate',\n", " ',',\n", " 'indulgent',\n", " 'father',\n", " ';',\n", " 'and',\n", " 'had',\n", " ',',\n", " 'in',\n", " 'consequence',\n", " 'of',\n", " 'her',\n", " 'sister',\n", " \"'s\",\n", " 'marriage',\n", " ',',\n", " 'been',\n", " 'mistress',\n", " 'of',\n", " 'his',\n", " 'house',\n", " 'from',\n", " 'a',\n", " 'very',\n", " 'early',\n", " 'period',\n", " '.']" ] }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "metadata": { "id": "UQ1xafglX3ri", "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "outputId": "84bc51f4-118d-40b8-9071-2ad3b7b180de" }, "source": [ "word_tokenize(gberg_sent_tokens[1])[14]" ], "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'father'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "metadata": { "id": "k2mLQ1FGX3ri" }, "source": [ "# 개행 문자를 처리하고 문장과 단어를 한 번에 토큰화합니다.\n", "gberg_sents = gutenberg.sents()" ], "execution_count": 11, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "febzvJRsX3ri", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2de10ca7-3aba-49ce-9385-fa71dd01a6ff" }, "source": [ "gberg_sents[0:6]" ], "execution_count": 12, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[['[', 'Emma', 'by', 'Jane', 'Austen', '1816', ']'],\n", " ['VOLUME', 'I'],\n", " ['CHAPTER', 'I'],\n", " ['Emma',\n", " 'Woodhouse',\n", " ',',\n", " 'handsome',\n", " ',',\n", " 'clever',\n", " ',',\n", " 'and',\n", " 'rich',\n", " ',',\n", " 'with',\n", " 'a',\n", " 'comfortable',\n", " 'home',\n", " 'and',\n", " 'happy',\n", " 'disposition',\n", " ',',\n", " 'seemed',\n", " 'to',\n", " 'unite',\n", " 'some',\n", " 'of',\n", " 'the',\n", " 'best',\n", " 'blessings',\n", " 'of',\n", " 'existence',\n", " ';',\n", " 'and',\n", " 'had',\n", " 'lived',\n", " 'nearly',\n", " 'twenty',\n", " '-',\n", " 'one',\n", " 'years',\n", " 'in',\n", " 'the',\n", " 'world',\n", " 'with',\n", " 'very',\n", " 'little',\n", " 'to',\n", " 'distress',\n", " 'or',\n", " 'vex',\n", " 'her',\n", " '.'],\n", " ['She',\n", " 'was',\n", " 'the',\n", " 'youngest',\n", " 'of',\n", " 'the',\n", " 'two',\n", " 'daughters',\n", " 'of',\n", " 'a',\n", " 'most',\n", " 'affectionate',\n", " ',',\n", " 'indulgent',\n", " 'father',\n", " ';',\n", " 'and',\n", " 'had',\n", " ',',\n", " 'in',\n", " 'consequence',\n", " 'of',\n", " 'her',\n", " 'sister',\n", " \"'\",\n", " 's',\n", " 'marriage',\n", " ',',\n", " 'been',\n", " 'mistress',\n", " 'of',\n", " 'his',\n", " 'house',\n", " 'from',\n", " 'a',\n", " 'very',\n", " 'early',\n", " 'period',\n", " '.'],\n", " ['Her',\n", " 'mother',\n", " 'had',\n", " 'died',\n", " 'too',\n", " 'long',\n", " 'ago',\n", " 'for',\n", " 'her',\n", " 'to',\n", " 'have',\n", " 'more',\n", " 'than',\n", " 'an',\n", " 'indistinct',\n", " 'remembrance',\n", " 'of',\n", " 'her',\n", " 'caresses',\n", " ';',\n", " 'and',\n", " 'her',\n", " 'place',\n", " 'had',\n", " 'been',\n", " 'supplied',\n", " 'by',\n", " 'an',\n", " 'excellent',\n", " 'woman',\n", " 'as',\n", " 'governess',\n", " ',',\n", " 'who',\n", " 'had',\n", " 'fallen',\n", " 'little',\n", " 'short',\n", " 'of',\n", " 'a',\n", " 'mother',\n", " 'in',\n", " 'affection',\n", " '.']]" ] }, "metadata": {}, "execution_count": 12 } ] }, { "cell_type": "code", "metadata": { "id": "cuAzseHwX3ri", "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "outputId": "a238a0a6-7423-4d05-d211-1ccc7f55cdea" }, "source": [ "gberg_sents[4][14]" ], "execution_count": 13, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'father'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 13 } ] }, { "cell_type": "markdown", "metadata": { "id": "HQFdAveQX3rj" }, "source": [ "#### 한 문장을 전처리합니다." ] }, { "cell_type": "markdown", "metadata": { "id": "FVOf2srnX3rj" }, "source": [ "##### 문장을 토큰화합니다." ] }, { "cell_type": "code", "metadata": { "id": "rgwGGxBdX3rj", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "1e0bf438-f7d5-4745-cb15-f9471edb4763" }, "source": [ "gberg_sents[4]" ], "execution_count": 14, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['She',\n", " 'was',\n", " 'the',\n", " 'youngest',\n", " 'of',\n", " 'the',\n", " 'two',\n", " 'daughters',\n", " 'of',\n", " 'a',\n", " 'most',\n", " 'affectionate',\n", " ',',\n", " 'indulgent',\n", " 'father',\n", " ';',\n", " 'and',\n", " 'had',\n", " ',',\n", " 'in',\n", " 'consequence',\n", " 'of',\n", " 'her',\n", " 'sister',\n", " \"'\",\n", " 's',\n", " 'marriage',\n", " ',',\n", " 'been',\n", " 'mistress',\n", " 'of',\n", " 'his',\n", " 'house',\n", " 'from',\n", " 'a',\n", " 'very',\n", " 'early',\n", " 'period',\n", " '.']" ] }, "metadata": {}, "execution_count": 14 } ] }, { "cell_type": "markdown", "metadata": { "id": "83hicu8AX3rj" }, "source": [ "##### 소문자로 바꿉니다." ] }, { "cell_type": "code", "metadata": { "id": "SwqoeTV4X3rj", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9daa01ac-1b4e-4bad-b232-fbf959c9d53e" }, "source": [ "[w.lower() for w in gberg_sents[4]]" ], "execution_count": 15, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['she',\n", " 'was',\n", " 'the',\n", " 'youngest',\n", " 'of',\n", " 'the',\n", " 'two',\n", " 'daughters',\n", " 'of',\n", " 'a',\n", " 'most',\n", " 'affectionate',\n", " ',',\n", " 'indulgent',\n", " 'father',\n", " ';',\n", " 'and',\n", " 'had',\n", " ',',\n", " 'in',\n", " 'consequence',\n", " 'of',\n", " 'her',\n", " 'sister',\n", " \"'\",\n", " 's',\n", " 'marriage',\n", " ',',\n", " 'been',\n", " 'mistress',\n", " 'of',\n", " 'his',\n", " 'house',\n", " 'from',\n", " 'a',\n", " 'very',\n", " 'early',\n", " 'period',\n", " '.']" ] }, "metadata": {}, "execution_count": 15 } ] }, { "cell_type": "markdown", "metadata": { "id": "bBJUakWyX3rk" }, "source": [ "##### 불용어와 구둣점을 삭제합니다." ] }, { "cell_type": "code", "metadata": { "id": "yZmbu1dEX3rk" }, "source": [ "stpwrds = stopwords.words('english') + list(string.punctuation)" ], "execution_count": 16, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "rOxjrwY_X3rk", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8f7e3a81-b55f-40bd-c2aa-fd37500a455e" }, "source": [ "stpwrds" ], "execution_count": 17, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['i',\n", " 'me',\n", " 'my',\n", " 'myself',\n", " 'we',\n", " 'our',\n", " 'ours',\n", " 'ourselves',\n", " 'you',\n", " \"you're\",\n", " \"you've\",\n", " \"you'll\",\n", " \"you'd\",\n", " 'your',\n", " 'yours',\n", " 'yourself',\n", " 'yourselves',\n", " 'he',\n", " 'him',\n", " 'his',\n", " 'himself',\n", " 'she',\n", " \"she's\",\n", " 'her',\n", " 'hers',\n", " 'herself',\n", " 'it',\n", " \"it's\",\n", " 'its',\n", " 'itself',\n", " 'they',\n", " 'them',\n", " 'their',\n", " 'theirs',\n", " 'themselves',\n", " 'what',\n", " 'which',\n", " 'who',\n", " 'whom',\n", " 'this',\n", " 'that',\n", " \"that'll\",\n", " 'these',\n", " 'those',\n", " 'am',\n", " 'is',\n", " 'are',\n", " 'was',\n", " 'were',\n", " 'be',\n", " 'been',\n", " 'being',\n", " 'have',\n", " 'has',\n", " 'had',\n", " 'having',\n", " 'do',\n", " 'does',\n", " 'did',\n", " 'doing',\n", " 'a',\n", " 'an',\n", " 'the',\n", " 'and',\n", " 'but',\n", " 'if',\n", " 'or',\n", " 'because',\n", " 'as',\n", " 'until',\n", " 'while',\n", " 'of',\n", " 'at',\n", " 'by',\n", " 'for',\n", " 'with',\n", " 'about',\n", " 'against',\n", " 'between',\n", " 'into',\n", " 'through',\n", " 'during',\n", " 'before',\n", " 'after',\n", " 'above',\n", " 'below',\n", " 'to',\n", " 'from',\n", " 'up',\n", " 'down',\n", " 'in',\n", " 'out',\n", " 'on',\n", " 'off',\n", " 'over',\n", " 'under',\n", " 'again',\n", " 'further',\n", " 'then',\n", " 'once',\n", " 'here',\n", " 'there',\n", " 'when',\n", " 'where',\n", " 'why',\n", " 'how',\n", " 'all',\n", " 'any',\n", " 'both',\n", " 'each',\n", " 'few',\n", " 'more',\n", " 'most',\n", " 'other',\n", " 'some',\n", " 'such',\n", " 'no',\n", " 'nor',\n", " 'not',\n", " 'only',\n", " 'own',\n", " 'same',\n", " 'so',\n", " 'than',\n", " 'too',\n", " 'very',\n", " 's',\n", " 't',\n", " 'can',\n", " 'will',\n", " 'just',\n", " 'don',\n", " \"don't\",\n", " 'should',\n", " \"should've\",\n", " 'now',\n", " 'd',\n", " 'll',\n", " 'm',\n", " 'o',\n", " 're',\n", " 've',\n", " 'y',\n", " 'ain',\n", " 'aren',\n", " \"aren't\",\n", " 'couldn',\n", " \"couldn't\",\n", " 'didn',\n", " \"didn't\",\n", " 'doesn',\n", " \"doesn't\",\n", " 'hadn',\n", " \"hadn't\",\n", " 'hasn',\n", " \"hasn't\",\n", " 'haven',\n", " \"haven't\",\n", " 'isn',\n", " \"isn't\",\n", " 'ma',\n", " 'mightn',\n", " \"mightn't\",\n", " 'mustn',\n", " \"mustn't\",\n", " 'needn',\n", " \"needn't\",\n", " 'shan',\n", " \"shan't\",\n", " 'shouldn',\n", " \"shouldn't\",\n", " 'wasn',\n", " \"wasn't\",\n", " 'weren',\n", " \"weren't\",\n", " 'won',\n", " \"won't\",\n", " 'wouldn',\n", " \"wouldn't\",\n", " '!',\n", " '\"',\n", " '#',\n", " '$',\n", " '%',\n", " '&',\n", " \"'\",\n", " '(',\n", " ')',\n", " '*',\n", " '+',\n", " ',',\n", " '-',\n", " '.',\n", " '/',\n", " ':',\n", " ';',\n", " '<',\n", " '=',\n", " '>',\n", " '?',\n", " '@',\n", " '[',\n", " '\\\\',\n", " ']',\n", " '^',\n", " '_',\n", " '`',\n", " '{',\n", " '|',\n", " '}',\n", " '~']" ] }, "metadata": {}, "execution_count": 17 } ] }, { "cell_type": "code", "metadata": { "id": "tOGsv4pBX3rk", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "53ac252d-9b01-45e2-b5ef-54e4421fa89c" }, "source": [ "[w.lower() for w in gberg_sents[4] if w.lower() not in stpwrds]" ], "execution_count": 18, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['youngest',\n", " 'two',\n", " 'daughters',\n", " 'affectionate',\n", " 'indulgent',\n", " 'father',\n", " 'consequence',\n", " 'sister',\n", " 'marriage',\n", " 'mistress',\n", " 'house',\n", " 'early',\n", " 'period']" ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "markdown", "metadata": { "id": "ejpP_769X3rk" }, "source": [ "##### 어간을 추출합니다." ] }, { "cell_type": "code", "metadata": { "id": "N6tM1CgLX3rk" }, "source": [ "stemmer = PorterStemmer()" ], "execution_count": 19, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "jcVrJAE6X3rl", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c91f1a22-a5fc-4958-8c54-21f5d891791a" }, "source": [ "[stemmer.stem(w.lower()) for w in gberg_sents[4] \n", " if w.lower() not in stpwrds]" ], "execution_count": 20, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['youngest',\n", " 'two',\n", " 'daughter',\n", " 'affection',\n", " 'indulg',\n", " 'father',\n", " 'consequ',\n", " 'sister',\n", " 'marriag',\n", " 'mistress',\n", " 'hous',\n", " 'earli',\n", " 'period']" ] }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "markdown", "metadata": { "id": "jlSJcCI4X3rl" }, "source": [ "##### 바이그램을 다룹니다." ] }, { "cell_type": "code", "metadata": { "id": "HSS4P9ckX3rl" }, "source": [ "phrases = Phrases(gberg_sents) # 디텍터 훈련" ], "execution_count": 21, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "5AGNGlURX3rl" }, "source": [ "bigram = Phraser(phrases) # 더 효율적으로 문장을 변형하는 Phraser 객체를 만듭니다." ], "execution_count": 22, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "MntLiNLDX3rl", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f688951b-3e0d-4e96-eec5-be80b2a453a8" }, "source": [ "bigram.phrasegrams # 바이그램 횟수와 점수를 출력합니다." ], "execution_count": 23, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{(b'two', b'daughters'): (19, 11.966987886528115),\n", " (b'her', b'sister'): (195, 17.796341912611076),\n", " (b\"'\", b's'): (9781, 31.066694850762417),\n", " (b'very', b'early'): (24, 11.01230173457644),\n", " (b'Her', b'mother'): (14, 13.529621959045564),\n", " (b'long', b'ago'): (38, 63.224356392701125),\n", " (b'more', b'than'): (541, 29.024006819814797),\n", " (b'had', b'been'): (1256, 22.306349272800997),\n", " (b'an', b'excellent'): (54, 39.064443355850045),\n", " (b'Miss', b'Taylor'): (48, 453.76578390553544),\n", " (b'very', b'fond'): (28, 24.134631699685762),\n", " (b'passed', b'away'): (25, 12.350716162995981),\n", " (b'too', b'much'): (173, 31.376458650431253),\n", " (b'did', b'not'): (935, 11.728586903044414),\n", " (b'any', b'means'): (27, 14.097169263925728),\n", " (b'wedding', b'-'): (15, 17.469774011299435),\n", " (b'Her', b'father'): (18, 13.129762639674155),\n", " (b'after', b'dinner'): (21, 21.5288614259916),\n", " (b'self', b'-'): (124, 47.79087603091109),\n", " (b'sixteen', b'years'): (12, 107.04772502472798),\n", " (b'five', b'years'): (42, 40.129339674923365),\n", " (b'years', b'old'): (176, 54.73622181125361),\n", " (b'seven', b'years'): (51, 52.59487691468612),\n", " (b'each', b'other'): (236, 79.41799630087341),\n", " (b'a', b'mile'): (48, 12.783277635060301),\n", " (b'must', b'be'): (601, 10.230138529643797),\n", " (b'difference', b'between'): (44, 220.52858240070225),\n", " (b'could', b'not'): (1049, 10.871141494497287),\n", " (b'having', b'been'): (49, 11.538186246573854),\n", " (b'miles', b'off'): (16, 34.78731999672721),\n", " (b'at', b'Hartfield'): (66, 27.282624103216843),\n", " (b'her', b'husband'): (158, 27.544796053941575),\n", " (b'in', b'spite'): (96, 13.442110585867532),\n", " (b'Emma', b'could'): (61, 11.335276219802779),\n", " (b'every', b'body'): (127, 36.973121045951494),\n", " (b'no', b'means'): (80, 32.57409228176136),\n", " (b'his', b'own'): (773, 10.402539077343869),\n", " (b'obliged', b'to'): (179, 10.436780686118585),\n", " (b'able', b'to'): (348, 11.446995392578943),\n", " (b'very', b'much'): (234, 16.21051090525822),\n", " (b'have', b'been'): (986, 17.98145273154076),\n", " (b'great', b'deal'): (181, 118.04185550664424),\n", " (b'\"', b'Poor'): (30, 10.125733768993836),\n", " (b'agree', b'with'): (25, 13.61194200678363),\n", " (b'-', b'humoured'): (22, 33.94127522195319),\n", " (b'for', b'ever'): (555, 12.476295381735138),\n", " (b'This', b'is'): (353, 11.381193790408082),\n", " (b'three', b'times'): (36, 35.42629642564782),\n", " (b'my', b'dear'): (253, 24.47929874292135),\n", " (b'How', b'often'): (12, 12.37814885769022),\n", " (b'My', b'dear'): (85, 84.80821711166878),\n", " (b'so', b'far'): (98, 10.161780363169663),\n", " (b'\"', b'No'): (351, 15.063925495032132),\n", " (b'We', b'must'): (68, 18.765920000462394),\n", " (b'last', b'night'): (63, 23.5929422985217),\n", " (b'doubt', b'whether'): (12, 22.92446435569112),\n", " (b'anywhere', b'else'): (6, 16.100335841295465),\n", " (b'I', b'am'): (2428, 16.95154402454624),\n", " (b'very', b'glad'): (46, 18.284606842044536),\n", " (b'am', b'sure'): (282, 65.14555013642888),\n", " (b'very', b'pretty'): (39, 20.06847092419522),\n", " (b'be', b'able'): (121, 11.34777742133673),\n", " (b'immediately', b'afterwards'): (10, 41.0611372267814),\n", " (b'sensible', b'man'): (17, 14.541599717835169),\n", " (b'intimate', b'friend'): (6, 21.899079320113316),\n", " (b'connected', b'with'): (31, 18.3761217091579),\n", " (b'than', b'usual'): (30, 28.952390048051893),\n", " (b'Brunswick', b'Square'): (11, 10881.466275659823),\n", " (b'some', b'time'): (146, 12.92674187618596),\n", " (b'poor', b'Isabella'): (10, 41.30301208842583),\n", " (b'It', b'is'): (777, 11.70604053201059),\n", " (b'am', b'afraid'): (65, 25.627764827764825),\n", " (b'moonlight', b'night'): (6, 14.74558893657606),\n", " (b'Look', b'at'): (33, 13.630663096064623),\n", " (b'\"', b'Well'): (311, 21.191639295191656),\n", " (b'vast', b'deal'): (11, 61.90490490490491),\n", " (b'an', b'hour'): (150, 41.75817958294139),\n", " (b'pretty', b'well'): (20, 17.716673032849503),\n", " (b'tolerably', b'well'): (7, 18.357847866419295),\n", " (b'\"', b'Ah'): (83, 17.2797604782697),\n", " (b'Ah', b'!'): (68, 37.53350320557592),\n", " (b\"'\", b'Tis'): (64, 23.239682149440206),\n", " (b'Miss', b'Woodhouse'): (173, 294.5313833270494),\n", " (b'you', b'please'): (93, 13.036170437015532),\n", " (b'any', b'rate'): (47, 83.92156482630273),\n", " (b',\"', b'said'): (2583, 36.033065722366544),\n", " (b'My', b'dearest'): (7, 26.665660572611245),\n", " (b'so', b'much'): (483, 20.564737038651),\n", " (b'much', b'less'): (38, 19.104713600467313),\n", " (b'any', b'body'): (93, 21.71675477576872),\n", " (b'has', b'been'): (263, 29.261102552816904),\n", " (b'been', b'used'): (29, 14.094306941975477),\n", " (b'Well', b',\"'): (60, 12.493728094244245),\n", " (b'tell', b'you'): (296, 11.61233454195183),\n", " (b'Every', b'body'): (21, 72.20115873502328),\n", " (b'\"', b'Dear'): (39, 20.048952862607795),\n", " (b'every', b'thing'): (240, 27.277565476570334),\n", " (b'very', b'sorry'): (32, 20.256026727225084),\n", " (b'turned', b'away'): (50, 19.344906255300334),\n", " (b'divided', b'between'): (10, 35.82858268446422),\n", " (b'knows', b'how'): (13, 14.801172739783404),\n", " (b'how', b'much'): (110, 15.41788827060771),\n", " (b'four', b'years'): (21, 16.257841484533913),\n", " (b'years', b'ago'): (56, 163.33385119704198),\n", " (b'any', b'thing'): (383, 35.72856040672197),\n", " (b'need', b'not'): (107, 13.47902882398845),\n", " (b'his', b'wife'): (263, 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(b'Walter', b'Elliot'): (16, 158.52745152870995),\n", " (b'Kellynch', b'Hall'): (24, 4945.357744107744),\n", " (b'arising', b'from'): (7, 10.217086024880635),\n", " (b'Charles', b'Musgrove'): (14, 248.92084078711986),\n", " (b'first', b'year'): (71, 36.52590150555186),\n", " (b'Lady', b'Elliot'): (12, 34.95647609819121),\n", " (b'seventeen', b'years'): (7, 50.975107154632376),\n", " (b'an', b'awful'): (13, 15.611498532706445),\n", " (b'Lady', b'Russell'): (147, 1370.6424223505542),\n", " (b'Anne', b'Elliot'): (23, 69.51776079136691),\n", " (b'Miss', b'Elliot'): (48, 81.92993320516614),\n", " (b'everybody', b'else'): (20, 116.64529027877325),\n", " (b'her', b'mistress'): (30, 10.118550146240644),\n", " (b'Mr', b'Elliot'): (174, 154.42474881796687),\n", " (b'Mr', b'Shepherd'): (26, 153.51099290780144),\n", " (b'anybody', b'else'): (21, 167.7979955569876),\n", " (b'reference', b'to'): (30, 10.087797423886824),\n", " (b'an', b'honest'): (28, 22.11150665340132),\n", " (b'descend', b'into'): (11, 19.585341264772477),\n", " (b'Mrs', b'Clay'): (66, 287.0487212850306),\n", " (b'Miss', b'Anne'): (19, 13.817194691451805),\n", " (b'their', b'fathers'): (151, 21.038778684865168),\n", " (b'an', b'example'): (14, 17.829040937920432),\n", " (b'Admiral', b'Croft'): (14, 1020.8859134262656),\n", " (b'Mrs', b'Croft'): (41, 207.3760688537417),\n", " (b'walked', b'along'): (8, 11.42244112667385),\n", " (b'Frederick', b'Wentworth'): (6, 23.25274477365017),\n", " (b'either', b'side'): (18, 19.36359410488185),\n", " (b'Captain', b'Wentworth'): (196, 976.2801057938673),\n", " (b'eldest', b'son'): (15, 39.75891221190009),\n", " (b'removed', b'from'): (36, 14.303920434832891),\n", " (b'good', b'humour'): (23, 57.21965210954848),\n", " (b'The', b'Crofts'): (8, 10.24976796605675),\n", " (b'startled', b'by'): (14, 14.177381886354143),\n", " (b'most', b'important'): (14, 33.80609933127228),\n", " (b'replied', b'Anne'): (11, 13.874646644430818),\n", " (b'at', b'Uppercross'): (20, 13.940450893702454),\n", " (b'Great', b'House'): (13, 1177.9619047619049),\n", " (b'left', b'alone'): (16, 14.135954084898053),\n", " (b'Mr', b'Musgrove'): (21, 32.3891325695581),\n", " (b'Miss', b'Musgroves'): (22, 227.52634882160712),\n", " (b'Mrs', b'Musgrove'): (66, 156.77276316336287),\n", " (b'flower', b'-'): (23, 13.524986331328593),\n", " (b'grown', b'up'): (19, 12.21909069739544),\n", " (b'their', b'faces'): (62, 22.65730692397282),\n", " (b'surprised', b'at'): (27, 14.056621317816642),\n", " (b'ere', b'long'): (20, 33.88286215209292),\n", " (b'anything', b'else'): (30, 74.81176994319226),\n", " (b'quite', b'different'): (12, 19.349519727167486),\n", " (b'their', b'sakes'): (13, 16.878317708546554),\n", " (b'twentieth', b'year'): (13, 185.54755475547557),\n", " (b'on', b'board'): (69, 34.25748298789808),\n", " (b'eight', b'years'): (22, 61.898344402053596),\n", " (b'-', b'bone'): (22, 13.4993708269132),\n", " (b'their', b'heads'): (77, 21.621494582846132),\n", " (b'Your', b'sister'): (11, 24.014833799316555),\n", " (b'dressing', b'-'): (19, 29.64567711008389),\n", " (b'up', b'stairs'): (15, 14.512707389763687),\n", " (b'waited', b'till'): (7, 12.054695723363611),\n", " (b'third', b'part'): (39, 80.67984559777145),\n", " (b'Phoo', b'!'): (7, 23.96318899544706),\n", " (b'dear', b'fellow'): (11, 20.631526271893247),\n", " (b'good', b'cheer'): (14, 58.85449931267844),\n", " (b'Mrs', b'Harville'): (24, 84.64015847289754),\n", " (b'\"', b'Ay'): (34, 18.45776612748019),\n", " (b'fifteen', b'years'): (9, 52.059683902603275),\n", " (b'Charles', b'Hayter'): (33, 2649.332925336598),\n", " (b'came', b'near'): (42, 11.627447632578933),\n", " (b'Her', b'husband'): (9, 21.944148747427437),\n", " (b'two', b'hundred'): (102, 34.52951381693766),\n", " (b'Dr', b'Shirley'): (9, 1086.3943785682916),\n", " (b'went', b'up'): (206, 10.893037774183895),\n", " (b'within', b'reach'): (7, 18.479352178330245),\n", " (b'-', b'yard'): (19, 16.03782532184866),\n", " (b'turn', b'back'): (15, 10.596177405398922),\n", " (b'walking', b'along'): (8, 19.124729409339242),\n", " (b'leaning', b'against'): (12, 23.700473570392266),\n", " (b'trodden', b'under'): (9, 72.2464953271028),\n", " (b'under', b'foot'): (15, 22.229690869877782),\n", " (b'Louisa', b'Musgrove'): (15, 189.5280416794361),\n", " (b'provoke', b'me'): (18, 16.48970776450512),\n", " (b'Very', b'good'): (11, 10.325350756610252),\n", " (b'good', b'humoured'): (9, 26.157555250079305),\n", " (b'Captain', b'Harville'): (37, 475.4296696696697),\n", " (b'at', b'Lyme'): (24, 20.29341259451412),\n", " (b'earnest', b'desire'): (6, 32.79056203605514),\n", " (b'Captain', b'Benwick'): (56, 811.83861003861),\n", " (b'an', b'officer'): (9, 10.895525017618041),\n", " (b'place', b'where'): (114, 29.883792170944712),\n", " (b'-', b'coat'): (34, 13.074153453617642),\n", " (b'an', b'introduction'): (7, 10.895525017618041),\n", " (b'preceding', b'evening'): (6, 48.94191199746755),\n", " (b'an', b'agony'): (10, 15.203058164118199),\n", " (b'catching', b'hold'): (10, 135.53144860837168),\n", " (b'raised', b'up'): (35, 20.917757019882853),\n", " (b'could', b'scarcely'): (17, 17.384325631078877),\n", " (b'passed', b'along'): (11, 16.544408774745854),\n", " (b'leaning', b'over'): (16, 33.66105049605383),\n", " (b't', b'talk'): (19, 11.570685526118844),\n", " (b'Camden', b'Place'): (29, 11505.67441860465),\n", " (b'straight', b'forward'): (6, 11.997865942380443),\n", " (b'same', b'hour'): (17, 12.921871463147081),\n", " (b'-', b'glasses'): (16, 16.354682053131388),\n", " (b'poring', b'over'): (6, 41.31128924515698),\n", " (b'thirty', b'feet'): (8, 12.120929017084244),\n", " (b'Colonel', b'Wallis'): (23, 967.3885461023725),\n", " (b'Mrs', b'Wallis'): (11, 54.17933330413071),\n", " (b'-', b'haired'): (38, 60.68447814451383),\n", " (b'at', b'length'): (74, 17.89024531358482),\n", " (b'carried', b'away'): (73, 68.93872057625379),\n", " (b'greater', b'than'): (56, 48.18287227996847),\n", " (b'Miss', b'Carteret'): (12, 320.09834368530016),\n", " (b'contact', b'with'): (11, 11.02567302549474),\n", " (b'Lady', b'Dalrymple'): (25, 1027.2923588039866),\n", " (b'Laura', b'Place'): (7, 777.4104336895035),\n", " (b'be', b'established'): (41, 13.256300819785361),\n", " (b'Mrs', b'Smith'): (64, 112.00140587397476),\n", " (b'Westgate', b'Buildings'): (7, 8589.305555555555),\n", " (b'buried', b'him'): (40, 10.212164360501543),\n", " (b'at', b'liberty'): (25, 14.03156495183123),\n", " (b'human', b'nature'): (9, 43.511573911208046),\n", " (b'five', b'thousand'): (31, 37.911149464312665),\n", " (b'whose', b'names'): (9, 20.291362480518416),\n", " (b'her', b'ladyship'): (21, 34.12286449316844),\n", " (b'-', b'maker'): (21, 26.620608017218185),\n", " (b'old', b'gentleman'): (31, 27.054706126823717),\n", " (b'almost', b'entirely'): (13, 36.1061120233534),\n", " (b'lower', b'part'): (8, 15.927696983224877),\n", " (b'staring', b'at'): (33, 25.046343439018745),\n", " (b'an', b'oath'): (37, 44.98797426629384),\n", " (b'wiser', b'than'): (8, 29.3735157214781),\n", " (b'prejudice', b'against'): (7, 39.17833386126069),\n", " (b'both', b'sides'): (30, 99.67218081951572),\n", " (b'my', b'soul'): (234, 16.443748679233014),\n", " (b'rejoice', b'over'): (13, 10.117050427385381),\n", " (b'same', b'instant'): (19, 25.16281097419205),\n", " (b'every', b'one'): (375, 14.671605951506955),\n", " (b'their', b'seats'): (11, 12.658738281409915),\n", " (b'their', b'mouths'): (24, 26.497528436510585),\n", " (b'short', b'silence'): (9, 19.427323846323),\n", " (b'-', b'blooded'): (7, 17.469774011299435),\n", " (b'general', b'character'): (6, 10.833683694205032),\n", " (b'fifty', b'pounds'): (6, 35.38131472052177),\n", " (b'be', b'saved'): (61, 13.40991848436365),\n", " (b'threw', b'himself'): (8, 10.030058440961655),\n", " (b'some', b'moments'): (13, 21.006453804347828),\n", " (b'exclaimed', b'Mrs'): (11, 12.149305043956582),\n", " (b'compassion', b'on'): (20, 13.012675380640166),\n", " (b'an', b'explanation'): (12, 16.343287526427062),\n", " (b'our', b'hearts'): (17, 14.94442027934851),\n", " (b'minutes', b'afterwards'): (7, 22.217312424781305),\n", " (b'make', b'haste'): (26, 50.38536744337624),\n", " (b\"'\", b'n'): (26, 22.53339140030468),\n", " (b'n', b\"'\"): (20, 16.0952795716462),\n", " (b'rising', b'sun'): (7, 13.065928609910946),\n", " (b'-', b'faced'): (30, 42.60920490560838),\n", " (b'an', b'atonement'): (66, 89.61263272917309),\n", " (b'atonement', b'for'): (64, 24.316159515907604),\n", " (b'\"', b'Look'): (42, 10.092670148523652),\n", " (b'Look', b'here'): (14, 26.312064784218066),\n", " ...}" ] }, "metadata": {}, "execution_count": 23 } ] }, { "cell_type": "code", "metadata": { "id": "oxaBepqAX3rm" }, "source": [ "tokenized_sentence = \"Jon lives in New York City\".split()" ], "execution_count": 24, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "4kmHOCsxX3rm", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c9ff3145-1fa7-4548-b71f-6363ec4d21a6" }, "source": [ "tokenized_sentence" ], "execution_count": 25, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['Jon', 'lives', 'in', 'New', 'York', 'City']" ] }, "metadata": {}, "execution_count": 25 } ] }, { "cell_type": "code", "metadata": { "id": "wjUMjN4MX3rm", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "0c135cd5-7e42-465a-c310-076f47d7990c" }, "source": [ "bigram[tokenized_sentence]" ], "execution_count": 26, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['Jon', 'lives', 'in', 'New_York', 'City']" ] }, "metadata": {}, "execution_count": 26 } ] }, { "cell_type": "markdown", "metadata": { "id": "eSBmTPl_X3rm" }, "source": [ "#### 말뭉치를 전처리합니다." ] }, { "cell_type": "code", "metadata": { "id": "RkZHLZ48X3rm" }, "source": [ "# Maas et al. (2001)에 따라\n", "# - (감정을 표현하는) 불용어는 남겨 둡니다.\n", "# - 어간 추출을 하지 않습니다(모델이 같은 어간을 갖는 단어의 비슷한 표현을 학습합니다).\n", "lower_sents = []\n", "for s in gberg_sents:\n", " lower_sents.append([w.lower() for w in s if w.lower()\n", " not in list(string.punctuation)])" ], "execution_count": 27, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "edDv8S3vX3rm", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4428dbbe-0242-4d65-e428-7df58f2eeab0" }, "source": [ "lower_sents[0:5]" ], "execution_count": 28, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[['emma', 'by', 'jane', 'austen', '1816'],\n", " ['volume', 'i'],\n", " ['chapter', 'i'],\n", " ['emma',\n", " 'woodhouse',\n", " 'handsome',\n", " 'clever',\n", " 'and',\n", " 'rich',\n", " 'with',\n", " 'a',\n", " 'comfortable',\n", " 'home',\n", " 'and',\n", " 'happy',\n", " 'disposition',\n", " 'seemed',\n", " 'to',\n", " 'unite',\n", " 'some',\n", " 'of',\n", " 'the',\n", " 'best',\n", " 'blessings',\n", " 'of',\n", " 'existence',\n", " 'and',\n", " 'had',\n", " 'lived',\n", " 'nearly',\n", " 'twenty',\n", " 'one',\n", " 'years',\n", " 'in',\n", " 'the',\n", " 'world',\n", " 'with',\n", " 'very',\n", " 'little',\n", " 'to',\n", " 'distress',\n", " 'or',\n", " 'vex',\n", " 'her'],\n", " ['she',\n", " 'was',\n", " 'the',\n", " 'youngest',\n", " 'of',\n", " 'the',\n", " 'two',\n", " 'daughters',\n", " 'of',\n", " 'a',\n", " 'most',\n", " 'affectionate',\n", " 'indulgent',\n", " 'father',\n", " 'and',\n", " 'had',\n", " 'in',\n", " 'consequence',\n", " 'of',\n", " 'her',\n", " 'sister',\n", " 's',\n", " 'marriage',\n", " 'been',\n", " 'mistress',\n", " 'of',\n", " 'his',\n", " 'house',\n", " 'from',\n", " 'a',\n", " 'very',\n", " 'early',\n", " 'period']]" ] }, "metadata": {}, "execution_count": 28 } ] }, { "cell_type": "code", "metadata": { "id": "z0AV2_lpX3rn" }, "source": [ "lower_bigram = Phraser(Phrases(lower_sents))" ], "execution_count": 29, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "8S-rlcShX3rn", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ab9d7a6d-4ce0-4ffc-e525-1d38e8e96be2" }, "source": [ "lower_bigram.phrasegrams # miss taylor, mr woodhouse, mr weston" ], "execution_count": 30, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{(b'two', b'daughters'): (19, 11.080894472729938),\n", " (b'her', b'sister'): (201, 16.93985297075414),\n", " (b'very', b'early'): (25, 10.517085686126077),\n", " (b'her', b'mother'): (253, 10.708214678014947),\n", " (b'long', b'ago'): (38, 59.22693146255728),\n", " (b'more', b'than'): (562, 28.530162383333433),\n", " (b'had', b'been'): (1260, 21.58337149316804),\n", " (b'an', b'excellent'): (58, 37.41890603576534),\n", " (b'sixteen', b'years'): (15, 131.43021613989356),\n", " (b'miss', b'taylor'): (48, 420.4375727213963),\n", " (b'mr', b'woodhouse'): (132, 104.1999395195192),\n", " (b'very', b'fond'): (30, 24.18592621729314),\n", " (b'passed', b'away'): (25, 11.75157033589844),\n", " (b'too', b'much'): (177, 30.363341094363626),\n", " (b'did', b'not'): (977, 10.846285856844784),\n", " (b'any', b'means'): (28, 14.29426622702947),\n", " (b'after', b'dinner'): (22, 18.607525024015455),\n", " (b'mr', b'weston'): (162, 91.63366549621855),\n", " (b'five', b'years'): (42, 37.66459722425521),\n", " (b'years', b'old'): (176, 48.59949606902839),\n", " (b'seven', b'years'): (53, 50.334976394001785),\n", " (b'each', b'other'): (239, 71.31335962645632),\n", " (b'well', b'informed'): (8, 14.185145241835274),\n", " (b'a', b'mile'): (49, 11.700207443348628),\n", " (b'difference', b'between'): (44, 207.8695602382043),\n", " (b'mrs', b'weston'): (249, 180.67939002300875),\n", " (b'could', b'not'): (1059, 10.213417567175872),\n", " (b'having', b'been'): (49, 10.723839064161645),\n", " (b'sixteen', b'miles'): (6, 105.04149305555556),\n", " (b'miles', b'off'): (16, 32.99209331376903),\n", " (b'at', b'hartfield'): (67, 25.556203673424893),\n", " 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(b'at', b'allenham'): (8, 10.991915558462322),\n", " (b'miss', b'dashwood'): (70, 131.14424102974525),\n", " (b'cried', b'marianne'): (34, 25.079372634443647),\n", " (b'mr', b'willoughby'): (36, 36.68681785107931),\n", " (b'miss', b'marianne'): (31, 20.9166764174024),\n", " (b'aye', b'aye'): (36, 468.905225),\n", " (b'have', b'erred'): (10, 17.591206708068757),\n", " (b'pronounce', b'him'): (19, 17.59404209004578),\n", " (b'by', b'reason'): (70, 10.359296240180047),\n", " (b'an', b'everlasting'): (37, 33.79227121436637),\n", " (b'seven', b'days'): (103, 82.78022840230078),\n", " (b'by', b'accident'): (20, 16.659541309328006),\n", " (b'went', b'out'): (262, 11.679327162094795),\n", " (b'won', b't'): (219, 217.3972873683645),\n", " (b'miss', b'williams'): (6, 72.63373349339736),\n", " (b'laughed', b'heartily'): (6, 104.96859819569742),\n", " (b'considerable', b'time'): (10, 11.403522990282188),\n", " (b'two', b'sides'): (13, 12.98652600625674),\n", " (b'at', b'delaford'): (11, 13.190298670154785),\n", " (b'two', b'thousand'): (76, 23.9670207602225),\n", " (b'seven', b'hundred'): (50, 63.02139464474197),\n", " (b'can', b'possibly'): (10, 14.130878533659684),\n", " (b'burst', b'into'): (18, 13.516567683308244),\n", " (b'turning', b'round'): (15, 21.605294920047708),\n", " (b'mr', b'ferrars'): (26, 41.48432480083584),\n", " (b'combe', b'magna'): (11, 18907.46875),\n", " (b'mrs', b'palmer'): (37, 135.40375833106043),\n", " (b'mr', b'palmer'): (35, 100.05495777567086),\n", " (b'without', b'ceasing'): (8, 82.0058281377067),\n", " (b'stared', b'at'): (14, 13.490078185385578),\n", " (b't', b'think'): (70, 10.296761958921383),\n", " (b'miss', b'steeles'): (29, 406.7489075630252),\n", " (b'most', b'beautiful'): (16, 16.30577169961094),\n", " (b'human', b'beings'): (7, 191.5286483064261),\n", " (b'sugar', b'plums'): (24, 5662.926600985222),\n", " (b'two', b'boys'): (13, 13.239510279105899),\n", " (b'miss', b'steele'): (27, 243.16510778224333),\n", " (b'lucy', b'steele'): (10, 285.9352551984877),\n", " (b'i', b'm'): (438, 16.271176474972332),\n", " (b'm', b'sure'): (88, 102.49205464802071),\n", " (b'robert', b'ferrars'): (7, 95.96177636796193),\n", " (b'mr', b'pratt'): (8, 85.60257498585173),\n", " (b'at', b'longstaple'): (7, 16.48787333769348),\n", " (b'poor', b'edward'): (10, 12.172941195406368),\n", " (b'their', b'names'): (36, 14.302344503007454),\n", " (b'latter', b'end'): (12, 42.204171316964285),\n", " (b'i', b've'): (218, 13.517978176897723),\n", " (b'lifted', b'up'): (151, 72.07476264919077),\n", " (b'third', b'day'): (65, 33.791685361045076),\n", " (b'starting', b'up'): (9, 11.47178218291099),\n", " (b't', b'know'): (147, 12.457680257147297),\n", " (b'returned', b'home'): (11, 12.907360988149462),\n", " (b'berkeley', b'street'): (16, 1449.984531590414),\n", " (b'conduit', b'street'): (6, 203.71683501683503),\n", " (b'lit', b'up'): (23, 36.13611387616962),\n", " (b'as', b'follows'): (17, 14.27876809314034),\n", " (b'having', b'received'): (10, 11.384897636609963),\n", " (b'who', b'cares'): (8, 12.52599580423441),\n", " (b'miss', b'grey'): (10, 10.250728517213336),\n", " (b'fifty', b'thousand'): (11, 20.37397014255248),\n", " (b'why', b'don'): (28, 12.795521166648276),\n", " (b'thousand', b'times'): (12, 12.06372712383394),\n", " (b'walked', b'across'): (7, 13.912300670276734),\n", " (b'fourteen', b'years'): (6, 15.56410454288213),\n", " (b'your', b'sakes'): (16, 32.49086604178871),\n", " (b'bartlett', b's'): (6, 10.189958905955267),\n", " (b'dressing', b'gown'): (6, 509.2920875420876),\n", " (b'wild', b'beasts'): (16, 105.2408127767236),\n", " (b'miss', b'morton'): (15, 267.59796550199025),\n", " (b'six', b'hundred'): (66, 132.00536142208233),\n", " (b'harley', b'street'): (16, 1540.6085648148148),\n", " (b'most', b'high'): (60, 22.250238368104544),\n", " (b'filled', b'with'): (114, 14.087704701266775),\n", " (b'two', b'thirds'): (6, 42.47676214546476),\n", " (b'public', b'school'): (6, 43.03876796130318),\n", " (b\",'\", b'says'): (13, 42.67600070534298),\n", " (b'fell', b'upon'): (62, 13.948924382167398),\n", " (b's', b'office'): (29, 12.330706575273602),\n", " (b'yes', b'ma'): (9, 15.105959603525328),\n", " (b'come', b'near'): (47, 11.571120236270598),\n", " (b'give', b'ear'): (30, 35.78164549476025),\n", " (b'reminds', b'me'): (7, 14.199293601342392),\n", " (b'ten', b'guineas'): (6, 26.425532844164923),\n", " (b'south', b'east'): (7, 17.113977399691684),\n", " (b'mr', b'harris'): (10, 85.60257498585173),\n", " (b'quicker', b'than'): (6, 12.23883404806214),\n", " (b'bent', b'over'): (10, 11.258843670332531),\n", " (b'justified', b'by'): (17, 11.526601554562083),\n", " (b'from', b'thence'): (103, 27.33487278970147),\n", " (b'latter', b'days'): (12, 29.775541338582677),\n", " (b'sprung', b'up'): (13, 24.090742584113084),\n", " (b'or', b'later'): (13, 13.913940352137981),\n", " (b'living', b'creature'): (16, 82.52032187670486),\n", " (b'first', b'month'): (33, 25.952660129387272),\n", " (b'have', b'transgressed'): (20, 23.003885695166836),\n", " ...}" ] }, "metadata": {}, "execution_count": 30 } ] }, { "cell_type": "code", "metadata": { "id": "LokTaRisX3rn", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "dddb8524-7f28-4fe4-e621-953093b63f1d" }, "source": [ "lower_bigram[\"jon lives in new york city\".split()]" ], "execution_count": 31, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['jon', 'lives', 'in', 'new_york', 'city']" ] }, "metadata": {}, "execution_count": 31 } ] }, { "cell_type": "code", "metadata": { "id": "ByHsD6URX3rn", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ddf9997f-beeb-47a5-98bf-d980c90bfc37" }, "source": [ "lower_bigram = Phraser(Phrases(lower_sents, \n", " min_count=32, threshold=64))\n", "lower_bigram.phrasegrams" ], "execution_count": 32, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{(b'miss', b'taylor'): (48, 156.44188752424046),\n", " (b'mr', b'woodhouse'): (132, 82.04719647206235),\n", " (b'mr', b'weston'): (162, 75.8750096465504),\n", " (b'mrs', b'weston'): (249, 160.68617883193815),\n", " (b'great', b'deal'): (182, 93.36445281155484),\n", " (b'mr', b'knightley'): (277, 161.7426545362494),\n", " (b'miss', b'woodhouse'): (173, 229.03991999355654),\n", " (b'years', b'ago'): (56, 74.31656200580369),\n", " (b'mr', b'elton'): (214, 121.40001543448062),\n", " (b'dare', b'say'): (115, 89.940748422131),\n", " (b'frank', b'churchill'): (151, 1316.456538433409),\n", " (b'miss', b'bates'): (113, 276.3981670520557),\n", " (b'drawing', b'room'): (49, 84.9156512119411),\n", " (b'mrs', b'goddard'): (58, 143.57962085740624),\n", " (b'miss', b'smith'): (58, 73.03502483866474),\n", " (b'few', b'minutes'): (86, 204.17003699445084),\n", " (b'john', b'knightley'): (58, 83.03824369335366),\n", " (b'don', b't'): (830, 250.31164302600473),\n", " (b'good', b'natured'): (66, 88.70009486029666),\n", " (b'few', b'moments'): (43, 107.77673597616273),\n", " (b'thousand', b'pounds'): (48, 166.5197213382644),\n", " (b'o', b'clock'): (67, 89.14862759956216),\n", " (b'jane', b'fairfax'): (111, 654.5620010133792),\n", " (b'miss', b'fairfax'): (125, 196.20149586805675),\n", " (b'ma', b'am'): (216, 157.25976559465136),\n", " (b'mrs', b'elton'): (142, 93.09008385260405),\n", " (b'forty', b'years'): (68, 90.60295750920322),\n", " (b'cut', b'off'): (217, 129.60397638852865),\n", " (b'ten', b'thousand'): (82, 84.00169380926596),\n", " (b'sir', b'walter'): (136, 399.5178158730159),\n", " (b'lady', b'russell'): (147, 613.6352291668503),\n", " (b'mr', b'elliot'): (174, 126.18234236668802),\n", " (b'mrs', b'clay'): (66, 93.09008385260405),\n", " (b'captain', b'wentworth'): (196, 529.8800397304311),\n", " (b'mrs', b'musgrove'): (66, 85.21323060353755),\n", " (b'charles', b'hayter'): (33, 92.03513842409491),\n", " (b'captain', b'benwick'): (56, 241.49236653916512),\n", " (b'mrs', b'smith'): (79, 84.60397123620643),\n", " (b'mrs', b'dashwood'): (121, 115.06968698446889),\n", " (b'mrs', b'ferrars'): (73, 102.75713102191294),\n", " (b'sir', b'john'): (113, 95.84073335288942),\n", " (b'lady', b'middleton'): (95, 350.27022780110826),\n", " (b'mrs', b'jennings'): (229, 279.06788181030646),\n", " (b'colonel', b'brandon'): (132, 1313.0186631944446),\n", " (b'miss', b'dashwood'): (70, 76.66894090969721),\n", " (b'won', b't'): (219, 189.9686576536643),\n", " (b'm', b'sure'): (88, 69.15126578661638),\n", " (b'six', b'hundred'): (66, 73.57675882542294),\n", " (b'gathered', b'together'): (84, 103.28151426020274),\n", " (b'thou', b'shalt'): (1282, 66.88288454162686),\n", " (b'burnt', b'offerings'): (86, 299.1594956644355),\n", " (b'sweet', b'savour'): (43, 286.1811575507396),\n", " (b'unleavened', b'bread'): (43, 237.7023822279367),\n", " (b'burnt', b'offering'): (184, 297.52711249720966),\n", " (b'afar', b'off'): (52, 108.1430971616501),\n", " (b'take', b'heed'): (58, 86.38525449882758),\n", " (b'sent', b'messengers'): (43, 79.21620881736811),\n", " (b'thus', b'saith'): (444, 144.03010304370085),\n", " (b'without', b'blemish'): (46, 83.71428289057559),\n", " (b'peace', b'offerings'): (83, 176.2591765391338),\n", " (b'sin', b'offering'): (118, 129.96187065094136),\n", " (b'meat', b'offering'): (122, 210.66899051760493),\n", " (b'fine', b'flour'): (36, 86.07753592260636),\n", " (b'high', b'places'): (99, 129.81341185361669),\n", " (b'fig', b'tree'): (37, 121.73822937625756),\n", " (b'fir', b'tree'): (36, 72.67953992612391),\n", " (b'mercy', b'endureth'): (41, 269.07896427336067),\n", " (b'chief', b'priests'): (65, 116.32043880243987),\n", " (b'jesus', b'christ'): (199, 172.16959234722393),\n", " (b'holy', b'ghost'): (90, 313.0330942696068),\n", " (b'o', b'er'): (82, 108.1508294008294),\n", " (b'couldn', b't'): (89, 171.76280480516377),\n", " (b'didn', b't'): (180, 220.5126379038613),\n", " (b'little', b'jackal'): (61, 69.81311821111686),\n", " (b'wasn', b't'): (58, 120.22357238933725),\n", " (b'isn', b't'): (63, 131.967022683778),\n", " (b'doesn', b't'): (53, 106.26437675632276),\n", " (b'wouldn', b't'): (58, 120.22357238933725),\n", " (b'father', b'brown'): (207, 91.68353015338629),\n", " (b'buster', b'bear'): (142, 479.8780734011104),\n", " (b'green', b'forest'): (66, 336.3801160984384),\n", " (b'little', b'joe'): (111, 133.28894187197614),\n", " (b'joe', b'otter'): (47, 1271.6246321984027),\n", " (b'farmer', b'brown'): (100, 386.0549863003415),\n", " (b'mock', b'turtle'): (56, 2528.8986415882964),\n", " (b'dr', b'bull'): (65, 680.7926554828151),\n", " (b'guinea', b'hen'): (51, 905.88975571316),\n", " (b'sir', b'arthur'): (71, 131.42033416875523),\n", " (b'miss', b'somers'): (49, 160.06322751322753),\n", " (b'mr', b'gresham'): (49, 87.31462648556875),\n", " (b'mrs', b'theresa'): (67, 170.20201898423875),\n", " (b'de', b'grey'): (77, 603.2159473590925),\n", " (b'dr', b'middleton'): (40, 162.73238300161378),\n", " (b'moby', b'dick'): (84, 4115.911564625851),\n", " (b'sperm', b'whale'): (183, 297.3696872050255),\n", " (b'mast', b'heads'): (37, 77.73653510124372),\n", " (b'wee', b'l'): (35, 450.40124069478907)}" ] }, "metadata": {}, "execution_count": 32 } ] }, { "cell_type": "code", "metadata": { "id": "WeuAsMs3X3rn" }, "source": [ "clean_sents = []\n", "for s in lower_sents:\n", " clean_sents.append(lower_bigram[s])" ], "execution_count": 33, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "RJdsgzxXX3ro", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "d935034e-1962-43a3-f491-b4da195976f5" }, "source": [ "clean_sents[0:9]" ], "execution_count": 34, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[['emma', 'by', 'jane', 'austen', '1816'],\n", " ['volume', 'i'],\n", " ['chapter', 'i'],\n", " ['emma',\n", " 'woodhouse',\n", " 'handsome',\n", " 'clever',\n", " 'and',\n", " 'rich',\n", " 'with',\n", " 'a',\n", " 'comfortable',\n", " 'home',\n", " 'and',\n", " 'happy',\n", " 'disposition',\n", " 'seemed',\n", " 'to',\n", " 'unite',\n", " 'some',\n", " 'of',\n", " 'the',\n", " 'best',\n", " 'blessings',\n", " 'of',\n", " 'existence',\n", " 'and',\n", " 'had',\n", " 'lived',\n", " 'nearly',\n", " 'twenty',\n", " 'one',\n", " 'years',\n", " 'in',\n", " 'the',\n", " 'world',\n", " 'with',\n", " 'very',\n", " 'little',\n", " 'to',\n", " 'distress',\n", " 'or',\n", " 'vex',\n", " 'her'],\n", " ['she',\n", " 'was',\n", " 'the',\n", " 'youngest',\n", " 'of',\n", " 'the',\n", " 'two',\n", " 'daughters',\n", " 'of',\n", " 'a',\n", " 'most',\n", " 'affectionate',\n", " 'indulgent',\n", " 'father',\n", " 'and',\n", " 'had',\n", " 'in',\n", " 'consequence',\n", " 'of',\n", " 'her',\n", " 'sister',\n", " 's',\n", " 'marriage',\n", " 'been',\n", " 'mistress',\n", " 'of',\n", " 'his',\n", " 'house',\n", " 'from',\n", " 'a',\n", " 'very',\n", " 'early',\n", " 'period'],\n", " ['her',\n", " 'mother',\n", " 'had',\n", " 'died',\n", " 'too',\n", " 'long',\n", " 'ago',\n", " 'for',\n", " 'her',\n", " 'to',\n", " 'have',\n", " 'more',\n", " 'than',\n", " 'an',\n", " 'indistinct',\n", " 'remembrance',\n", " 'of',\n", " 'her',\n", " 'caresses',\n", " 'and',\n", " 'her',\n", " 'place',\n", " 'had',\n", " 'been',\n", " 'supplied',\n", " 'by',\n", " 'an',\n", " 'excellent',\n", " 'woman',\n", " 'as',\n", " 'governess',\n", " 'who',\n", " 'had',\n", " 'fallen',\n", " 'little',\n", " 'short',\n", " 'of',\n", " 'a',\n", " 'mother',\n", " 'in',\n", " 'affection'],\n", " ['sixteen',\n", " 'years',\n", " 'had',\n", " 'miss_taylor',\n", " 'been',\n", " 'in',\n", " 'mr_woodhouse',\n", " 's',\n", " 'family',\n", " 'less',\n", " 'as',\n", " 'a',\n", " 'governess',\n", " 'than',\n", " 'a',\n", " 'friend',\n", " 'very',\n", " 'fond',\n", " 'of',\n", " 'both',\n", " 'daughters',\n", " 'but',\n", " 'particularly',\n", " 'of',\n", " 'emma'],\n", " ['between',\n", " '_them_',\n", " 'it',\n", " 'was',\n", " 'more',\n", " 'the',\n", " 'intimacy',\n", " 'of',\n", " 'sisters'],\n", " ['even',\n", " 'before',\n", " 'miss_taylor',\n", " 'had',\n", " 'ceased',\n", " 'to',\n", " 'hold',\n", " 'the',\n", " 'nominal',\n", " 'office',\n", " 'of',\n", " 'governess',\n", " 'the',\n", " 'mildness',\n", " 'of',\n", " 'her',\n", " 'temper',\n", " 'had',\n", " 'hardly',\n", " 'allowed',\n", " 'her',\n", " 'to',\n", " 'impose',\n", " 'any',\n", " 'restraint',\n", " 'and',\n", " 'the',\n", " 'shadow',\n", " 'of',\n", " 'authority',\n", " 'being',\n", " 'now',\n", " 'long',\n", " 'passed',\n", " 'away',\n", " 'they',\n", " 'had',\n", " 'been',\n", " 'living',\n", " 'together',\n", " 'as',\n", " 'friend',\n", " 'and',\n", " 'friend',\n", " 'very',\n", " 'mutually',\n", " 'attached',\n", " 'and',\n", " 'emma',\n", " 'doing',\n", " 'just',\n", " 'what',\n", " 'she',\n", " 'liked',\n", " 'highly',\n", " 'esteeming',\n", " 'miss_taylor',\n", " 's',\n", " 'judgment',\n", " 'but',\n", " 'directed',\n", " 'chiefly',\n", " 'by',\n", " 'her',\n", " 'own']]" ] }, "metadata": {}, "execution_count": 34 } ] }, { "cell_type": "code", "metadata": { "id": "jv5XOwKJX3ro", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "7b46d61c-3590-48e3-d793-5f7711576fcd" }, "source": [ "clean_sents[6] " ], "execution_count": 35, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['sixteen',\n", " 'years',\n", " 'had',\n", " 'miss_taylor',\n", " 'been',\n", " 'in',\n", " 'mr_woodhouse',\n", " 's',\n", " 'family',\n", " 'less',\n", " 'as',\n", " 'a',\n", " 'governess',\n", " 'than',\n", " 'a',\n", " 'friend',\n", " 'very',\n", " 'fond',\n", " 'of',\n", " 'both',\n", " 'daughters',\n", " 'but',\n", " 'particularly',\n", " 'of',\n", " 'emma']" ] }, "metadata": {}, "execution_count": 35 } ] }, { "cell_type": "markdown", "metadata": { "id": "bJp5e9iPX3ro" }, "source": [ "#### word2vec 실행" ] }, { "cell_type": "code", "metadata": { "id": "UocG-ELbX3ro" }, "source": [ "# min_count 대신 max_vocab_size를 사용할 수 있습니다.\n", "# model = Word2Vec(sentences=clean_sents, size=64, \n", "# sg=1, window=10, iter=5,\n", "# min_count=10, workers=4)\n", "# model.save('clean_gutenberg_model.w2v')" ], "execution_count": 36, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "qQMmGpQGX3ro" }, "source": [ "#### 모델을 살펴 봅니다." ] }, { "cell_type": "code", "metadata": { "id": "qWr1qYRTYa6u", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "fa290faf-0244-44e8-bfe4-41f6d4b335f0" }, "source": [ "# 코랩에서 실행할 경우 다음 코드를 실행합니다.\n", "!wget https://git.io/Jt02A -O clean_gutenberg_model.w2v" ], "execution_count": 37, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2022-12-07 02:50:02-- https://git.io/Jt02A\n", "Resolving git.io (git.io)... 140.82.112.22\n", "Connecting to git.io (git.io)|140.82.112.22|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://github.com/rickiepark/dl-illustrated/raw/master/notebooks/clean_gutenberg_model.w2v [following]\n", "--2022-12-07 02:50:03-- https://github.com/rickiepark/dl-illustrated/raw/master/notebooks/clean_gutenberg_model.w2v\n", "Resolving github.com (github.com)... 20.205.243.166\n", "Connecting to github.com (github.com)|20.205.243.166|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://raw.githubusercontent.com/rickiepark/dl-illustrated/master/notebooks/clean_gutenberg_model.w2v [following]\n", "--2022-12-07 02:50:04-- https://raw.githubusercontent.com/rickiepark/dl-illustrated/master/notebooks/clean_gutenberg_model.w2v\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 8609925 (8.2M) [application/octet-stream]\n", "Saving to: ‘clean_gutenberg_model.w2v’\n", "\n", "clean_gutenberg_mod 100%[===================>] 8.21M --.-KB/s in 0.02s \n", "\n", "2022-12-07 02:50:05 (372 MB/s) - ‘clean_gutenberg_model.w2v’ saved [8609925/8609925]\n", "\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "jwr2wxsqX3ro" }, "source": [ "# 다음 코드로 모델 훈련을 건너 뜁니다.\n", "model = gensim.models.Word2Vec.load('clean_gutenberg_model.w2v') " ], "execution_count": 38, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "oQjyCyzoX3ro", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f7edcbc1-6fe5-41aa-cd1e-5ca8e4e926aa" }, "source": [ "len(model.wv.vocab) # 전처리를 수행하지 않았다면 만개 정도 됩니다." ], "execution_count": 39, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "10329" ] }, "metadata": {}, "execution_count": 39 } ] }, { "cell_type": "code", "metadata": { "id": "BCz7vVRzX3rp", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "def1dec2-a381-4766-92fa-f6af5f596967" }, "source": [ "model.wv['dog']" ], "execution_count": 40, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([ 0.38401067, 0.01232518, -0.37594706, -0.00112308, 0.38663676,\n", " 0.01287549, 0.398965 , 0.0096426 , -0.10419296, -0.02877572,\n", " 0.3207022 , 0.27838793, 0.62772304, 0.34408906, 0.23356602,\n", " 0.24557391, 0.3398472 , 0.07168821, -0.18941355, -0.10122284,\n", " -0.35172758, 0.4038952 , -0.12179806, 0.096336 , 0.00641343,\n", " 0.02332107, 0.7743452 , 0.03591069, -0.20103034, -0.1688079 ,\n", " -0.01331445, -0.29832968, 0.08522387, -0.02750671, 0.32494134,\n", " -0.14266558, -0.4192913 , -0.09291836, -0.23813559, 0.38258648,\n", " 0.11036541, 0.005807 , -0.16745028, 0.34308755, -0.20224966,\n", " -0.77683043, 0.05146591, -0.5883941 , -0.0718769 , -0.18120563,\n", " 0.00358319, -0.29351747, 0.153776 , 0.48048878, 0.22479494,\n", " 0.5465321 , 0.29695514, 0.00986911, -0.2450937 , -0.19344331,\n", " 0.3541134 , 0.3426432 , -0.10496043, 0.00543602], dtype=float32)" ] }, "metadata": {}, "execution_count": 40 } ] }, { "cell_type": "code", "metadata": { "id": "1yyBUgt8X3rp", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "fb467e2e-aa1d-4633-ec04-2d77912af759" }, "source": [ "len(model.wv['dog'])" ], "execution_count": 41, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "64" ] }, "metadata": {}, "execution_count": 41 } ] }, { "cell_type": "code", "metadata": { "id": "0m6tFIjOX3rp", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "712b2b6d-2397-4968-dabb-4e03e9db2ced" }, "source": [ "model.wv.most_similar('dog', topn=3)" ], "execution_count": 42, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('puppy', 0.7834004163742065),\n", " ('cage', 0.7651870846748352),\n", " ('brahmin', 0.7646074295043945)]" ] }, "metadata": {}, "execution_count": 42 } ] }, { "cell_type": "code", "metadata": { "id": "5z2Z5NwKX3rp", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c3ccd52a-934d-4ac6-df0f-8a8d566c1958" }, "source": [ "model.wv.most_similar('eat', topn=3)" ], "execution_count": 43, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('drink', 0.8292896747589111),\n", " ('bread', 0.8157557845115662),\n", " ('meat', 0.763256311416626)]" ] }, "metadata": {}, "execution_count": 43 } ] }, { "cell_type": "code", "metadata": { "id": "Y8s5dW9TX3rp", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2e170d01-c40a-432e-80f9-4c528ef71a5c" }, "source": [ "model.wv.most_similar('day', topn=3)" ], "execution_count": 44, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('morning', 0.7578363418579102),\n", " ('night', 0.7324314713478088),\n", " ('week', 0.7262506484985352)]" ] }, "metadata": {}, "execution_count": 44 } ] }, { "cell_type": "code", "metadata": { "id": "5VZXl2AFX3rp", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "1e0cf9c4-7486-4635-9934-4657f340b4e3" }, "source": [ "model.wv.most_similar('father', topn=3)" ], "execution_count": 45, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('mother', 0.8257375359535217),\n", " ('brother', 0.7275018692016602),\n", " ('sister', 0.7177823781967163)]" ] }, "metadata": {}, "execution_count": 45 } ] }, { "cell_type": "code", "metadata": { "id": "-QAETP_pX3rq", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ee3c0f2e-40d5-4686-d4ef-4f1dd6d4d9e8" }, "source": [ "model.wv.most_similar('ma_am', topn=3) " ], "execution_count": 46, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('madam', 0.8472708463668823),\n", " ('nancy', 0.8370794057846069),\n", " ('betty', 0.8337127566337585)]" ] }, "metadata": {}, "execution_count": 46 } ] }, { "cell_type": "code", "metadata": { "id": "lKMdxKf7X3rq", "colab": { "base_uri": "https://localhost:8080/", "height": 91 }, "outputId": "bff2e7cc-d742-4878-b007-6560c3a86697" }, "source": [ "model.wv.doesnt_match(\"mother father sister brother dog\".split())" ], "execution_count": 47, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.8/dist-packages/gensim/models/keyedvectors.py:895: FutureWarning: arrays to stack must be passed as a \"sequence\" type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.\n", " vectors = vstack(self.word_vec(word, use_norm=True) for word in used_words).astype(REAL)\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "'dog'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 47 } ] }, { "cell_type": "code", "metadata": { "id": "3B89P3aRX3rq", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "dc681784-6474-43cd-d6a9-953607bef453" }, "source": [ "model.wv.similarity('father', 'dog')" ], "execution_count": 48, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.44234338" ] }, "metadata": {}, "execution_count": 48 } ] }, { "cell_type": "code", "metadata": { "id": "pJ7eUIXHX3rq", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e7596d2d-3ad8-41c8-da21-415d3bcda3d7" }, "source": [ "model.wv.most_similar(positive=['father', 'woman'], negative=['man']) " ], "execution_count": 49, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('mother', 0.7650133371353149),\n", " ('husband', 0.7556628584861755),\n", " ('sister', 0.7482180595397949),\n", " ('daughter', 0.7390402555465698),\n", " ('wife', 0.7284981608390808),\n", " ('sarah', 0.6856439113616943),\n", " ('daughters', 0.6652647256851196),\n", " ('conceived', 0.6637862920761108),\n", " ('rebekah', 0.6580977439880371),\n", " ('dearly', 0.6398962736129761)]" ] }, "metadata": {}, "execution_count": 49 } ] }, { "cell_type": "code", "metadata": { "id": "q5t2LmYFX3rq", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4045179e-618c-4792-9d6a-7dad09ee05b8" }, "source": [ "model.wv.most_similar(positive=['husband', 'woman'], negative=['man']) " ], "execution_count": 50, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('wife', 0.707526445388794),\n", " ('sister', 0.6973985433578491),\n", " ('maid', 0.6911259889602661),\n", " ('daughter', 0.6799546480178833),\n", " ('mother', 0.6583081483840942),\n", " ('child', 0.6433471441268921),\n", " ('conceived', 0.6391384601593018),\n", " ('harlot', 0.6089693307876587),\n", " ('daughters', 0.6069822907447815),\n", " ('marriage', 0.5894294381141663)]" ] }, "metadata": {}, "execution_count": 50 } ] }, { "cell_type": "markdown", "metadata": { "id": "jFT8g2JGX3rr" }, "source": [ "#### t-SNE로 단어 벡터 차원을 줄입니다." ] }, { "cell_type": "code", "metadata": { "id": "TcQMVFcMX3rr" }, "source": [ "tsne = TSNE(n_components=2, n_iter=1000)" ], "execution_count": 51, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "ZAaVW5pIX3rr", "outputId": "74ef6c27-a08c-4efd-b4f1-3b8f278e61f8", "colab": { "base_uri": "https://localhost:8080/" } }, "source": [ "X_2d = tsne.fit_transform(model.wv[model.wv.vocab])" ], "execution_count": 52, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.8/dist-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "/usr/local/lib/python3.8/dist-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "puhbXq--X3rr" }, "source": [ "coords_df = pd.DataFrame(X_2d, columns=['x','y'])\n", "coords_df['token'] = model.wv.vocab.keys()" ], "execution_count": 53, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "bdT_5jTbX3rr", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "8bb10aa2-a3e5-430e-8f94-7b626a42bf04" }, "source": [ "coords_df.head()" ], "execution_count": 54, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " x y token\n", "0 7.573422 63.395519 emma\n", "1 -47.785515 18.459305 by\n", "2 4.948685 63.898209 jane\n", "3 -15.264286 19.649439 volume\n", "4 -25.539066 26.625835 i" ], "text/html": [ "\n", "
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\n", " " ] }, "metadata": {}, "execution_count": 54 } ] }, { "cell_type": "code", "metadata": { "id": "y-lbJOpiX3rr" }, "source": [ "coords_df.to_csv('clean_gutenberg_tsne.csv', index=False)" ], "execution_count": 55, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "vYtstPJWX3rr" }, "source": [ "#### 시각화합니다." ] }, { "cell_type": "code", "metadata": { "id": "l9aesJSJX3rs" }, "source": [ "coords_df = pd.read_csv('clean_gutenberg_tsne.csv')" ], "execution_count": 56, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "IpVD1aBPX3rs", "colab": { "base_uri": "https://localhost:8080/", "height": 714 }, "outputId": "7b36d770-6efb-4d29-e24b-fd9bbd512995" }, "source": [ "_ = coords_df.plot.scatter('x', 'y', figsize=(12,12), \n", " marker='.', s=10, alpha=0.2)" ], "execution_count": 57, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "gtegkbSTX3rs" }, "source": [ "output_notebook()" ], "execution_count": 58, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "tH-FFGv6X3rs" }, "source": [ "subset_df = coords_df.sample(n=5000)" ], "execution_count": 59, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "nG3IMUyYX3rs" }, "source": [ "p = figure(plot_width=800, plot_height=800)\n", "_ = p.text(x=subset_df.x, y=subset_df.y, text=subset_df.token)" ], "execution_count": 60, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Fv5GVGCtX3rs", "colab": { "base_uri": "https://localhost:8080/", "height": 817 }, "outputId": "a096892d-31be-4e57-8df5-4dada9456f4d" }, "source": [ "show(p)" ], "execution_count": 61, "outputs": [ { "output_type": "display_data", "data": { "application/javascript": [ "\n", "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " var force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", " var JS_MIME_TYPE = 'application/javascript';\n", " var HTML_MIME_TYPE = 'text/html';\n", " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " var script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " var cell = handle.cell;\n", "\n", " var id = cell.output_area._bokeh_element_id;\n", " var server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd, {\n", " iopub: {\n", " output: function(msg) {\n", " var id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " var output_area = handle.output_area;\n", " var output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " var bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " var script_attrs = bk_div.children[0].attributes;\n", " for (var i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " var toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " var events = require('base/js/events');\n", " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", "\n", " \n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " var NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " var el = document.getElementById(null);\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\n", " }\n", "\n", "\n", " function run_callbacks() {\n", " try {\n", " root._bokeh_onload_callbacks.forEach(function(callback) {\n", " if (callback != null)\n", " callback();\n", " });\n", " } finally {\n", " delete root._bokeh_onload_callbacks\n", " }\n", " console.debug(\"Bokeh: all callbacks have finished\");\n", " }\n", "\n", " function load_libs(css_urls, js_urls, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\n", "\n", " root._bokeh_onload_callbacks.push(callback);\n", " if (root._bokeh_is_loading > 0) {\n", " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", " return null;\n", " }\n", " if (js_urls == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", "\n", " function on_load() {\n", " root._bokeh_is_loading--;\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", " run_callbacks()\n", " }\n", " }\n", "\n", " function on_error(url) {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (let i = 0; i < css_urls.length; i++) {\n", " const url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.rel = \"stylesheet\";\n", " element.type = \"text/css\";\n", " element.href = url;\n", " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", " document.body.appendChild(element);\n", " }\n", "\n", " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\": \"dM3QQsP+wXdHg42wTqW85BjZQdLNNIXqlPw/BgKoExPmTG7ZLML4EGqLMfqHT6ON\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\": \"8x57I4YuIfu8XyZfFo0XVr2WAT8EK4rh/uDe3wF7YuW2FNUSNEpJbsPaB1nJ2fz2\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\": \"3QTqdz9LyAm2i0sG5XTePsHec3UHWwVsrOL68SYRoAXsafvfAyqtQ+h440+qIBhS\"};\n", "\n", " for (let i = 0; i < js_urls.length; i++) {\n", " const url = js_urls[i];\n", " const element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\n", " element.async = false;\n", " element.src = url;\n", " if (url in hashes) {\n", " element.crossOrigin = \"anonymous\";\n", " element.integrity = \"sha384-\" + hashes[url];\n", " }\n", " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", " document.head.appendChild(element);\n", " }\n", " };\n", "\n", " function inject_raw_css(css) {\n", " const element = document.createElement(\"style\");\n", " element.appendChild(document.createTextNode(css));\n", " document.body.appendChild(element);\n", " }\n", "\n", " \n", " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\"];\n", " var css_urls = [];\n", " \n", "\n", " var inline_js = [\n", " function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", " function(Bokeh) {\n", " \n", " \n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " \n", " if (root.Bokeh !== undefined || force === true) {\n", " \n", " for (var i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(run_inline_js, 100);\n", " } else if (!root._bokeh_failed_load) {\n", " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", " var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", "\n", " }\n", "\n", " if (root._bokeh_is_loading === 0) {\n", " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", " run_inline_js();\n", " } else {\n", " load_libs(css_urls, js_urls, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(null);\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\": \"dM3QQsP+wXdHg42wTqW85BjZQdLNNIXqlPw/BgKoExPmTG7ZLML4EGqLMfqHT6ON\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\": \"8x57I4YuIfu8XyZfFo0XVr2WAT8EK4rh/uDe3wF7YuW2FNUSNEpJbsPaB1nJ2fz2\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\": \"3QTqdz9LyAm2i0sG5XTePsHec3UHWwVsrOL68SYRoAXsafvfAyqtQ+h440+qIBhS\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.3.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {} }, { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[5000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[5000]}},\"selected\":{\"id\":\"1046\"},\"selection_policy\":{\"id\":\"1047\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh 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