tej87681088/LDA_model.ipynb Secret

## LDA_model.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cSy8ayOunJes"
   },
   "source": [
    "# **套件導入**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "id": "Cl26X4Bi8z9t"
   },
   "outputs": [],
   "source": [
    "import tejapi\n",
    "\n",
    "# 前處理套件\n",
    "import pandas as pd \n",
    "import re\n",
    "import numpy as np \n",
    "from collections import Counter\n",
    "from datetime import datetime\n",
    "from ckip_transformers.nlp import CkipWordSegmenter, CkipPosTagger, CkipNerChunker\n",
    "\n",
    "# 模型套件\n",
    "from numba import jit, cuda\n",
    "import gensim\n",
    "from gensim import corpora, models\n",
    "from gensim.models.coherencemodel import CoherenceModel\n",
    "from gensim.models.ldamodel import LdaModel\n",
    "from pprint import pprint\n",
    "\n",
    "# 視覺化套件\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import pyLDAvis.gensim_models\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "\n",
    "# 輔助套件\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "df = pd.read_csv(\"/content/drive/MyDrive/NLP test/TESG.csv\")\n",
    "df[\"mdate\"] = pd.to_datetime(df[\"mdate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_id = '2330', '2303', '2881', '3045'\n",
    "gte, lte = '2022-01-01', '2023-04-01'\n",
    "TESG = tejapi.get('TWN/AEWATCHA',\n",
    "                   paginate = True,\n",
    "                   coid = stock_id,\n",
    "                   mdate = {'gte':gte, 'lte':lte},\n",
    "                  )\n",
    "\n",
    "df = TESG\n",
    "df[\"mdate\"] = pd.to_datetime(df[\"mdate\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vO_4-EHTnNrY"
   },
   "source": [
    "# **前處理**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "8FDktxF6DQ_u",
    "outputId": "4c08bc29-06bd-4b85-a7c0-8296d85f09d0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing drivers ... WS\n",
      "Initializing drivers ... POS\n",
      "Initializing drivers ... NER\n",
      "Initializing drivers ... all done\n"
     ]
    }
   ],
   "source": [
    "# Initialize drivers\n",
    "print(\"Initializing drivers ... WS\")\n",
    "ws_driver = CkipWordSegmenter(model=\"albert-base\", device=0)\n",
    "print(\"Initializing drivers ... POS\")\n",
    "pos_driver = CkipPosTagger(model=\"bert-base\", device=0)\n",
    "print(\"Initializing drivers ... NER\")\n",
    "ner_driver = CkipNerChunker(model=\"bert-base\", device=0)\n",
    "print(\"Initializing drivers ... all done\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "TxSs2VWaDiwT"
   },
   "outputs": [],
   "source": [
    "word_lst = list(map(lambda x: ws_driver([x]), list(df[\"newstxt_1\"])))\n",
    "df[\"seg\"] = list(map(lambda x: ws_driver([x]), list(df[\"newstxt_1\"])))\n",
    "df[\"seg\"] = df[\"seg\"].apply(lambda x : x[0])\n",
    "df[\"pos\"] = df[\"seg\"].apply(lambda x : pos_driver(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "id": "rJPo1BuOQ8a6"
   },
   "outputs": [],
   "source": [
    "# 詞性過濾\n",
    "def fltr_nv(word_lst, pos_lst):\n",
    "  lst = []\n",
    "  for word, pos in zip(word_lst, pos_lst):\n",
    "    for i in pos:\n",
    "      if i.startswith((\"N\", \"V\")):\n",
    "        lst.append(word)\n",
    "        break\n",
    "  return lst\n",
    "\n",
    "df[\"N_or_V\"] = df.apply(lambda x : fltr_nv(x[\"seg\"], x[\"pos\"]), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zNqgpJ3rYS_Z",
    "outputId": "3df1da4e-4b40-49ee-c36c-3ed6791753ad"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2022, 1) : 3\n",
      "(2022, 3) : 2\n",
      "(2022, 4) : 1\n",
      "(2022, 5) : 1\n",
      "(2022, 6) : 1\n",
      "(2022, 7) : 2\n",
      "(2022, 8) : 1\n",
      "(2022, 9) : 3\n",
      "(2022, 10) : 3\n",
      "(2023, 1) : 1\n",
      "(2023, 2) : 1\n",
      "(2023, 3) : 2\n",
      "21\n"
     ]
    }
   ],
   "source": [
    "# 計算每月文章數\n",
    "gb_corp = df[[\"mdate\", \"N_or_V\"]].groupby([df.mdate.dt.year, df.mdate.dt.month])\n",
    "\n",
    "a = 0\n",
    "lst = []\n",
    "for group_key, group_value in gb_corp:\n",
    "    group = gb_corp.get_group(group_key)\n",
    "    dct = {\n",
    "        \"month\" : datetime.strptime(str(group['mdate'].iloc[0])[:7], \"%Y-%m\"),\n",
    "        \"key_word\" : [i for i in group['N_or_V']]\n",
    "    }\n",
    "    lst.append(dct)\n",
    "\n",
    "    print(f\"{group_key} : {len(group)}\")\n",
    "    a+=len(group)\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "X8j5gJ-FnEfS"
   },
   "source": [
    "# **文字雲**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "UM_zuxdkEehr"
   },
   "outputs": [],
   "source": [
    "!wget https://raw.githubusercontent.com/victorgau/wordcloud/master/SourceHanSansTW-Regular.otf -o /dev/null\n",
    "%matplotlib inline\n",
    "\n",
    "# 從 Google 下載的中文字型\n",
    "font = 'SourceHanSansTW-Regular.otf'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "yN1H5h44CIj8"
   },
   "outputs": [],
   "source": [
    "df_keyword = pd.DataFrame(lst)\n",
    "df_keyword[\"key_word\"] = df_keyword[\"key_word\"].apply(lambda x : \" \".join(x[0]))\n",
    "df_keyword[\"pic\"] = df_keyword[\"key_word\"].apply(lambda x : WordCloud(font_path=font, max_words = 20, background_color = \"white\").generate(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 285
    },
    "id": "6-tF2k5kH34W",
    "outputId": "46996a5a-8e60-4c78-f43c-4e0dbe90d648"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(df_keyword[\"pic\"].iloc[10])\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "id": "I3YXPeJ-WCvR"
   },
   "outputs": [],
   "source": [
    "# 將過濾後的單詞轉換為轉換為list of list形式\n",
    "seg_lst = list(df[\"N_or_V\"])\n",
    "\n",
    "# corpora.Dictionary() input 是文字的list of list \n",
    "dictionary = corpora.Dictionary(seg_lst)\n",
    "corpus = [dictionary.doc2bow(i) for i in seg_lst]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "id": "7LavJLB4-Ge-"
   },
   "outputs": [],
   "source": [
    "def perplexity(num_topics):\n",
    "    ldamodel = LdaModel(corpus, num_topics=num_topics, id2word=dictionary, passes = 30, random_state = 42)\n",
    "    print(ldamodel.print_topics(num_topics = num_topics, num_words = 15))\n",
    "    print(ldamodel.log_perplexity(corpus))\n",
    "    return ldamodel.log_perplexity(corpus)\n",
    "\n",
    "@jit(target_backend='cuda') \n",
    "def perplexity_count(num_topics):\n",
    "    x = range(1,num_topics+1)\n",
    "    y = [perplexity(i) for i in x]\n",
    "    return x, y\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "2t6vAa3r-d63",
    "outputId": "f8258d40-7538-4089-ec84-77223d52676e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, '0.019*\"台積電\" + 0.008*\"後\" + 0.006*\"園區\" + 0.006*\"環評\" + 0.005*\"產業\" + 0.004*\"委員會\" + 0.004*\"研發\" + 0.004*\"再生水廠\" + 0.004*\"技術\" + 0.004*\"公司\" + 0.004*\"開發\" + 0.004*\"進行\" + 0.004*\"次\" + 0.004*\"每\" + 0.004*\"年\"')]\n",
      "-6.786489608485776\n",
      "[(0, '0.023*\"台積電\" + 0.008*\"公司\" + 0.007*\"美國\" + 0.006*\"元\" + 0.006*\"封裝\" + 0.006*\"先進\" + 0.006*\"製程\" + 0.006*\"晶圓\" + 0.005*\"技術\" + 0.005*\"副總裁\" + 0.005*\"擔任\" + 0.005*\"三星\" + 0.005*\"業者\" + 0.005*\"後\" + 0.004*\"相關\"'), (1, '0.016*\"台積電\" + 0.011*\"園區\" + 0.010*\"後\" + 0.009*\"環評\" + 0.009*\"產業\" + 0.007*\"再生水廠\" + 0.006*\"審查\" + 0.006*\"中油\" + 0.006*\"楠梓\" + 0.005*\"每\" + 0.005*\"開發\" + 0.005*\"會議\" + 0.005*\"噸\" + 0.005*\"進行\" + 0.005*\"研發\"')]\n",
      "-6.734257541265155\n",
      "[(0, '0.028*\"台積電\" + 0.013*\"公司\" + 0.010*\"美國\" + 0.010*\"封裝\" + 0.008*\"元\" + 0.008*\"三星\" + 0.008*\"副總裁\" + 0.008*\"擔任\" + 0.007*\"先進\" + 0.007*\"委員會\" + 0.007*\"英特爾\" + 0.007*\"技術\" + 0.005*\"累計\" + 0.005*\"相關\" + 0.005*\"1\"'), (1, '0.021*\"台積電\" + 0.013*\"園區\" + 0.009*\"環評\" + 0.009*\"後\" + 0.008*\"中油\" + 0.006*\"每\" + 0.006*\"再生水廠\" + 0.006*\"會議\" + 0.006*\"股\" + 0.005*\"市府\" + 0.005*\"年\" + 0.005*\"噸\" + 0.005*\"開發\" + 0.005*\"綠電\" + 0.005*\"承諾\"'), (2, '0.011*\"後\" + 0.010*\"產業\" + 0.010*\"台積電\" + 0.007*\"研發\" + 0.007*\"適用\" + 0.006*\"製程\" + 0.006*\"環境\" + 0.006*\"審查\" + 0.006*\"技術\" + 0.006*\"業者\" + 0.005*\"通過\" + 0.005*\"影響\" + 0.005*\"政府\" + 0.005*\"委員會\" + 0.005*\"申請\"')]\n",
      "-6.750374973394093\n",
      "[(0, '0.029*\"台積電\" + 0.017*\"公司\" + 0.013*\"美國\" + 0.011*\"擔任\" + 0.011*\"三星\" + 0.011*\"副總裁\" + 0.009*\"委員會\" + 0.009*\"英特爾\" + 0.007*\"相關\" + 0.007*\"國際\" + 0.007*\"積體電路\" + 0.007*\"投訴\" + 0.007*\"貿易\" + 0.007*\"離職\" + 0.007*\"法院\"'), (1, '0.024*\"台積電\" + 0.013*\"中油\" + 0.011*\"股\" + 0.010*\"設質\" + 0.010*\"累計\" + 0.008*\"年\" + 0.008*\"前\" + 0.008*\"餘額\" + 0.008*\"股數\" + 0.008*\"整\" + 0.006*\"市府\" + 0.006*\"綠電\" + 0.006*\"能源\" + 0.006*\"整治\" + 0.006*\"期\"'), (2, '0.013*\"後\" + 0.011*\"台積電\" + 0.011*\"研發\" + 0.010*\"產業\" + 0.009*\"技術\" + 0.008*\"封裝\" + 0.006*\"適用\" + 0.006*\"業者\" + 0.006*\"審查\" + 0.006*\"申請\" + 0.006*\"先進\" + 0.005*\"通過\" + 0.005*\"影響\" + 0.005*\"政府\" + 0.005*\"持續\"'), (3, '0.021*\"園區\" + 0.017*\"台積電\" + 0.013*\"環評\" + 0.010*\"再生水廠\" + 0.010*\"會議\" + 0.010*\"後\" + 0.008*\"科學\" + 0.008*\"工業\" + 0.007*\"每\" + 0.007*\"噸\" + 0.007*\"開發\" + 0.007*\"日\" + 0.007*\"再生水\" + 0.007*\"承諾\" + 0.007*\"南科\"')]\n",
      "-6.768426148469698\n",
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = perplexity_count(21)\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.xlabel(\"amount of topic\")\n",
    "plt.ylabel(\"perplexity \")\n",
    "plt.title(\"topic-perplexity variation\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "id": "P7oHaDpkXWqv"
   },
   "outputs": [],
   "source": [
    "# 主題一致性計算\n",
    "def coherence(num_topics):\n",
    "    ldamodel = LdaModel(corpus, num_topics = num_topics, id2word = dictionary, passes = 30, random_state = 42)\n",
    "    print(ldamodel.print_topics(num_topics = num_topics, num_words = 15))\n",
    "    ldacm = CoherenceModel(model = ldamodel, texts = seg_lst, dictionary = dictionary, coherence=\"c_v\")\n",
    "    print(ldacm.get_coherence())\n",
    "    return ldacm.get_coherence()\n",
    "\n",
    "@jit(target_backend='cuda') \n",
    "def coherence_count(num_topics):\n",
    "    x = range(1,num_topics+1)\n",
    "    y = [coherence(i) for i in x]\n",
    "    return x, y\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 798
    },
    "id": "3F0cTSGOXo0l",
    "outputId": "684b930b-c8bd-4c36-8a5d-465467887221"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "0.4472781737845301\n"
     ]
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    {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = coherence_count(9)\n",
    "\n",
    "plt.plot(x,y)\n",
    "plt.xlabel(\"amount of topic\")\n",
    "plt.ylabel(\"coherence \")\n",
    "plt.title(\"topic-coherence variation\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "2OWA_XeuXs_u",
    "outputId": "c9b08c8b-47e9-4f13-b091-2f4663002f7f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, '0.036*\"股\" + 0.030*\"設質\" + 0.024*\"股數\" + 0.024*\"餘額\" + 0.012*\"200,000\" + 0.012*\"累計\" + 0.012*\"中國\" + 0.012*\"副董事長\" + 0.012*\"本人\" + 0.012*\"0\"'), (1, '0.021*\"台積電\" + 0.013*\"年\" + 0.013*\"綠電\" + 0.013*\"能源\" + 0.013*\"聯盟\" + 0.013*\"中科\" + 0.013*\"再生\" + 0.009*\"前\" + 0.009*\"行動\" + 0.009*\"每\"'), (2, '0.017*\"產業\" + 0.015*\"後\" + 0.013*\"研發\" + 0.011*\"業者\" + 0.011*\"審查\" + 0.011*\"適用\" + 0.009*\"日本\" + 0.009*\"政府\" + 0.009*\"環評\" + 0.009*\"技術\"'), (3, '0.028*\"園區\" + 0.019*\"環評\" + 0.014*\"台積電\" + 0.014*\"會議\" + 0.009*\"承諾\" + 0.009*\"小組\" + 0.009*\"規劃\" + 0.009*\"科學\" + 0.009*\"產業\" + 0.007*\"開發\"'), (4, '0.040*\"台積電\" + 0.017*\"中油\" + 0.013*\"公司\" + 0.008*\"下\" + 0.008*\"擔任\" + 0.008*\"薛男\" + 0.008*\"法院\" + 0.008*\"離職\" + 0.008*\"整治\" + 0.008*\"英特爾\"'), (5, '0.024*\"再生水廠\" + 0.021*\"台積電\" + 0.016*\"噸\" + 0.013*\"後\" + 0.013*\"每\" + 0.013*\"再生水\" + 0.013*\"工業\" + 0.013*\"興建\" + 0.013*\"日\" + 0.013*\"南科\"'), (6, '0.022*\"台積電\" + 0.015*\"美國\" + 0.015*\"封裝\" + 0.013*\"三星\" + 0.010*\"先進\" + 0.010*\"技術\" + 0.010*\"委員會\" + 0.008*\"晶圓\" + 0.008*\"減碳\" + 0.008*\"螢石\"')]\n"
     ]
    }
   ],
   "source": [
    "num_topics = 7\n",
    "lda = LdaModel(corpus, num_topics = num_topics, id2word = dictionary, passes = 30, random_state = 42)\n",
    "topics_lst = lda.print_topics()\n",
    "print(topics_lst)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lEMj5cnYoQ1D"
   },
   "source": [
    "# **視覺化**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 881
    },
    "id": "ij4dAAQpa-DS",
    "outputId": "192e1a70-5ccf-4eff-b46d-9393216795ec"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el130211401346878236803770924572\" style=\"background-color:white;\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el130211401346878236803770924572_data = {\"mdsDat\": {\"x\": [-0.13938702304796088, -0.11888289905667752, 0.12573438771145984, 0.055715422791804414, 0.06163807583895971, 0.005851635634660074, 0.00933040012775431], \"y\": [0.049522107462844314, -0.03874245005733712, 0.024410903250578552, 0.14343647531183826, -0.13811132707140392, -0.036494204604704435, -0.004021504291815663], \"topics\": [1, 2, 3, 4, 5, 6, 7], \"cluster\": [1, 1, 1, 1, 1, 1, 1], \"Freq\": [21.779120573240444, 18.891010429858817, 17.278408420746675, 16.42347890896132, 15.52199876613509, 7.092847529900342, 3.0131353711573103]}, \"tinfo\": {\"Term\": [\"\\u518d\\u751f\\u6c34\\u5ee0\", \"\\u5712\\u5340\", \"\\u80a1\", \"\\u53f0\\u7a4d\\u96fb\", \"\\u8a2d\\u8cea\", \"\\u74b0\\u8a55\", \"\\u4e2d\\u6cb9\", \"\\u7522\\u696d\", \"\\u5678\", \"\\u7d2f\\u8a08\", \"\\u6bcf\", \"\\u524d\", \"\\u5c01\\u88dd\", \"\\u7f8e\\u570b\", \"\\u9918\\u984d\", \"\\u80a1\\u6578\", \"\\u4e2d\\u570b\", \"\\u5de5\\u696d\", 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\"\\u9918\\u984d\", \"\\u9ad8\\u96c4\", \"\\u9ad8\\u96c4\", \"\\u9ad8\\u96c4\", \"\\u9ad8\\u96c4\\u5e02\", \"\\u9ad8\\u96c4\\u5e02\", \"\\u9ad8\\u96c4\\u5e02\", \"\\u9b4f\\u54f2\\u5bb6\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [3, 4, 5, 7, 6, 2, 1]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el130211401346878236803770924572\", ldavis_el130211401346878236803770924572_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://d3js.org/d3.v5\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el130211401346878236803770924572\", ldavis_el130211401346878236803770924572_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el130211401346878236803770924572\", ldavis_el130211401346878236803770924572_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "2     -0.139387  0.049522       1        1  21.779121\n",
       "3     -0.118883 -0.038742       2        1  18.891010\n",
       "4      0.125734  0.024411       3        1  17.278408\n",
       "6      0.055715  0.143436       4        1  16.423479\n",
       "5      0.061638 -0.138111       5        1  15.521999\n",
       "1      0.005852 -0.036494       6        1   7.092848\n",
       "0      0.009330 -0.004022       7        1   3.013135, topic_info=     Term       Freq      Total Category  logprob  loglift\n",
       "381  再生水廠   6.000000   6.000000  Default  30.0000  30.0000\n",
       "212    園區  11.000000  11.000000  Default  29.0000  29.0000\n",
       "615     股   2.000000   2.000000  Default  28.0000  28.0000\n",
       "10    台積電  32.000000  32.000000  Default  27.0000  27.0000\n",
       "618    設質   2.000000   2.000000  Default  26.0000  26.0000\n",
       "..    ...        ...        ...      ...      ...      ...\n",
       "638    國際   0.041596   4.161259   Topic7  -7.0933  -1.1034\n",
       "642    投訴   0.041596   2.669023   Topic7  -7.0933  -0.6593\n",
       "654    美國   0.041594   5.440724   Topic7  -7.0934  -1.3715\n",
       "651  積體電路   0.041594   2.669026   Topic7  -7.0934  -0.6593\n",
       "473    公司   0.041593   6.912944   Topic7  -7.0934  -1.6110\n",
       "\n",
       "[345 rows x 6 columns], token_table=      Topic      Freq  Term\n",
       "term                       \n",
       "606       7  0.834924     0\n",
       "661       6  0.904834  0/17\n",
       "45        3  0.246277     1\n",
       "45        4  0.246277     1\n",
       "45        5  0.246277     1\n",
       "...     ...       ...   ...\n",
       "133       5  0.291680    高雄\n",
       "275       1  0.240857   高雄市\n",
       "275       2  0.481714   高雄市\n",
       "275       5  0.240857   高雄市\n",
       "623       7  0.834924   魏哲家\n",
       "\n",
       "[422 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[3, 4, 5, 7, 6, 2, 1])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyLDAvis.enable_notebook()\n",
    "data = pyLDAvis.gensim_models.prepare(lda, corpus, dictionary)\n",
    "data\n",
    "\n",
    "# pyLDAvis.save_html(data, f\"./{num_topics}_topic_model.html\")"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "provenance": []
  },
  "gpuClass": "standard",
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
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