07-working-with-text-data.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AcOiRuC5TfHj"
      },
      "source": [
        "# 7장. 텍스트 데이터 다루기"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AtStyVgXTfHo"
      },
      "source": [
        "*아래 링크를 통해 이 노트북을 주피터 노트북 뷰어(nbviewer.org)로 보거나 구글 코랩(colab.research.google.com)에서 실행할 수 있습니다.*\n",
        "\n",
        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://nbviewer.org/github/rickiepark/intro_ml_with_python_2nd_revised/blob/main/07-working-with-text-data.ipynb\"><img src=\"https://jupyter.org/assets/share.png\" width=\"60\" />주피터 노트북 뷰어로 보기</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/intro_ml_with_python_2nd_revised/blob/main/07-working-with-text-data.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩(Colab)에서 실행하기</a>\n",
        "  </td>\n",
        "</table>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MIdqVYclTfHq"
      },
      "source": [
        "이 노트북은 맷플롯립 그래프에 한글을 쓰기 위해 나눔 폰트를 사용합니다. 코랩의 경우 다음 셀에서 나눔 폰트를 직접 설치합니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "vvZZBnEhTfHr",
        "outputId": "67b9273e-105d-4e86-c99b-940d7cd3d54a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/10.8 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.1/10.8 MB\u001b[0m \u001b[31m4.1 MB/s\u001b[0m eta \u001b[36m0:00:03\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.4/10.8 MB\u001b[0m \u001b[31m49.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━\u001b[0m \u001b[32m9.5/10.8 MB\u001b[0m \u001b[31m90.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m154.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m82.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hdebconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 1.)\n",
            "debconf: falling back to frontend: Readline\n",
            "debconf: unable to initialize frontend: Readline\n",
            "debconf: (This frontend requires a controlling tty.)\n",
            "debconf: falling back to frontend: Teletype\n",
            "dpkg-preconfigure: unable to re-open stdin: \n",
            "Selecting previously unselected package fonts-nanum.\n",
            "(Reading database ... 120893 files and directories currently installed.)\n",
            "Preparing to unpack .../fonts-nanum_20200506-1_all.deb ...\n",
            "Unpacking fonts-nanum (20200506-1) ...\n",
            "Setting up fonts-nanum (20200506-1) ...\n",
            "Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...\n"
          ]
        }
      ],
      "source": [
        "# 노트북이 코랩에서 실행 중인지 체크합니다.\n",
        "import os\n",
        "import sys\n",
        "if 'google.colab' in sys.modules:\n",
        "    # 사이킷런 최신 버전을 설치합니다.\n",
        "    !pip install -q --upgrade scikit-learn\n",
        "    if not os.path.isdir('mglearn'):\n",
        "        # mglearn을 다운받고 압축을 풉니다.\n",
        "        !wget -q -O mglearn.tar.gz https://bit.ly/mglearn-tar-gz\n",
        "        !tar -xzf mglearn.tar.gz\n",
        "    # 나눔 폰트를 설치합니다.\n",
        "    !sudo apt-get -qq -y install fonts-nanum\n",
        "    import matplotlib.font_manager as fm\n",
        "    font_files = fm.findSystemFonts(fontpaths=['/usr/share/fonts/truetype/nanum'])\n",
        "    for fpath in font_files:\n",
        "        fm.fontManager.addfont(fpath)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "-sBbl1LqTfHt"
      },
      "outputs": [],
      "source": [
        "import sklearn\n",
        "from preamble import *\n",
        "import matplotlib\n",
        "\n",
        "# 나눔 폰트를 사용합니다.\n",
        "matplotlib.rc('font', family='NanumBarunGothic')\n",
        "matplotlib.rcParams['axes.unicode_minus'] = False"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yi1AQ1FaTfHt"
      },
      "source": [
        "## 7.1 문자열 데이터 타입\n",
        "## 7.2 예제 어플리케이션: 영화 리뷰 감성 분석"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "p9kABN0cTfHu"
      },
      "outputs": [],
      "source": [
        "import os.path\n",
        "\n",
        "if not os.path.isfile('data/aclImdb_v1.tar.gz'):\n",
        "    !wget -q http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz -P data\n",
        "    !tar -xzf data/aclImdb_v1.tar.gz -C data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "gzL1lyhUTfHv",
        "outputId": "24939aeb-6538-4104-9748-b68f83cc1083",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "./data\n",
            "./data/aclImdb\n",
            "./data/aclImdb/test\n",
            "./data/aclImdb/test/pos\n",
            "./data/aclImdb/test/neg\n",
            "./data/aclImdb/train\n",
            "./data/aclImdb/train/pos\n",
            "./data/aclImdb/train/unsup\n",
            "./data/aclImdb/train/neg\n"
          ]
        }
      ],
      "source": [
        "# !은 셸(shell) 명령을 실행해주는 IPython의 매직 명령어입니다.\n",
        "# tree 명령이 없다면 find ./data -type d 명령을 사용해 하위 폴더의 목록을\n",
        "# 볼 수 있습니다. 윈도에서는 !tree data/aclImdb 와 같이 사용하세요.\n",
        "# !tree -dL 2 data/aclImdb\n",
        "!find ./data -type d"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "lYt6QlmLTfHx"
      },
      "outputs": [],
      "source": [
        "!rm -r data/aclImdb/train/unsup"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "v6W5bSssTfHy",
        "outputId": "ed849db4-556e-4e38-cc16-1b4c54a6c341",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "text_train의 타입: <class 'list'>\n",
            "text_train의 길이: 25000\n",
            "text_train[6]:\n",
            " b\"This movie has a special way of telling the story, at first i found it rather odd as it jumped through time and I had no idea whats happening.<br /><br />Anyway the story line was although simple, but still very real and touching. You met someone the first time, you fell in love completely, but broke up at last and promoted a deadly agony. Who hasn't go through this? but we will never forget this kind of pain in our life. <br /><br />I would say i am rather touched as two actor has shown great performance in showing the love between the characters. I just wish that the story could be a happy ending.\"\n"
          ]
        }
      ],
      "source": [
        "from sklearn.datasets import load_files\n",
        "\n",
        "reviews_train = load_files(\"data/aclImdb/train/\")\n",
        "# 텍스트와 레이블을 포함하고 있는 Bunch 오브젝트를 반환합니다.\n",
        "text_train, y_train = reviews_train.data, reviews_train.target\n",
        "print(\"text_train의 타입:\", type(text_train))\n",
        "print(\"text_train의 길이:\", len(text_train))\n",
        "print(\"text_train[6]:\\n\", text_train[6])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "U5GYfLS2TfHz"
      },
      "outputs": [],
      "source": [
        "text_train = [doc.replace(b\"<br />\", b\" \") for doc in text_train]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "oZr6AhbzTfH0",
        "outputId": "74b8e319-ead2-4c71-f5e9-0c1f6ff03825",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "클래스별 샘플 수 (훈련 데이터): [12500 12500]\n"
          ]
        }
      ],
      "source": [
        "print(\"클래스별 샘플 수 (훈련 데이터):\", np.bincount(y_train))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "H_-kGM1eTfH1",
        "outputId": "0b943a85-feb1-4202-e9f9-ff15ffcf0037",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "테스트 데이터의 문서 수: 25000\n",
            "클래스별 샘플 수 (테스트 데이터): [12500 12500]\n"
          ]
        }
      ],
      "source": [
        "reviews_test = load_files(\"data/aclImdb/test/\")\n",
        "text_test, y_test = reviews_test.data, reviews_test.target\n",
        "print(\"테스트 데이터의 문서 수:\", len(text_test))\n",
        "print(\"클래스별 샘플 수 (테스트 데이터):\", np.bincount(y_test))\n",
        "text_test = [doc.replace(b\"<br />\", b\" \") for doc in text_test]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TxrslgQNTfH3"
      },
      "source": [
        "## 7.3 텍스트 데이터를 BOW로 표현하기"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PvqyXp26TfH3"
      },
      "source": [
        "### 7.3.1 샘플 데이터에 BOW 적용하기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "hjZGTh75TfH4"
      },
      "outputs": [],
      "source": [
        "bards_words =[\"The fool doth think he is wise,\",\n",
        "              \"but the wise man knows himself to be a fool\"]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "TxwvqLXgTfH4",
        "outputId": "3f437b08-b7e8-4094-f264-fbc09bc5b47b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "CountVectorizer()"
            ],
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            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "vect = CountVectorizer()\n",
        "vect.fit(bards_words)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "Lxq6nby0TfH5",
        "outputId": "f6c75648-9d29-4c3a-95ca-cd76bb0d4730",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "어휘 사전의 크기: 13\n",
            "어휘 사전의 내용:\n",
            " {'the': 9, 'fool': 3, 'doth': 2, 'think': 10, 'he': 4, 'is': 6, 'wise': 12, 'but': 1, 'man': 8, 'knows': 7, 'himself': 5, 'to': 11, 'be': 0}\n"
          ]
        }
      ],
      "source": [
        "print(\"어휘 사전의 크기:\", len(vect.vocabulary_))\n",
        "print(\"어휘 사전의 내용:\\n\", vect.vocabulary_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "CUwf_cfkTfH6",
        "outputId": "f3a5b650-ee32-42ef-d87c-7d9621c8cdac",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "BOW: <2x13 sparse matrix of type '<class 'numpy.int64'>'\n",
            "\twith 16 stored elements in Compressed Sparse Row format>\n"
          ]
        }
      ],
      "source": [
        "bag_of_words = vect.transform(bards_words)\n",
        "print(\"BOW:\", repr(bag_of_words))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "VrOfUiDATfH6",
        "outputId": "a8b95cae-b860-4a3f-f35e-dc6758a2439a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "BOW의 밀집 표현:\n",
            " [[0 0 1 1 1 0 1 0 0 1 1 0 1]\n",
            " [1 1 0 1 0 1 0 1 1 1 0 1 1]]\n"
          ]
        }
      ],
      "source": [
        "print(\"BOW의 밀집 표현:\\n\", bag_of_words.toarray())"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Uf_I5bzRTfH7"
      },
      "source": [
        "### 7.3.2 영화 리뷰에 대한 BOW"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "hGuwl5SqTfH7",
        "outputId": "26d617e3-2e1f-46cc-fe18-a2295e983cac",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X_train:\n",
            " <25000x74849 sparse matrix of type '<class 'numpy.int64'>'\n",
            "\twith 3431196 stored elements in Compressed Sparse Row format>\n"
          ]
        }
      ],
      "source": [
        "vect = CountVectorizer().fit(text_train)\n",
        "X_train = vect.transform(text_train)\n",
        "print(\"X_train:\\n\", repr(X_train))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "2jZymai7TfH7",
        "outputId": "2400c7d7-9bdb-4242-cf24-5658193801c8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "특성 개수: 74849\n",
            "처음 20개 특성:\n",
            " ['00' '000' '0000000000001' '00001' '00015' '000s' '001' '003830' '006'\n",
            " '007' '0079' '0080' '0083' '0093638' '00am' '00pm' '00s' '01' '01pm' '02']\n",
            "20010에서 20030까지 특성:\n",
            " ['dratted' 'draub' 'draught' 'draughts' 'draughtswoman' 'draw' 'drawback'\n",
            " 'drawbacks' 'drawer' 'drawers' 'drawing' 'drawings' 'drawl' 'drawled'\n",
            " 'drawling' 'drawn' 'draws' 'draza' 'dre' 'drea']\n",
            "매 2000번째 특성:\n",
            " ['00' 'aesir' 'aquarian' 'barking' 'blustering' 'bête' 'chicanery'\n",
            " 'condensing' 'cunning' 'detox' 'draper' 'enshrined' 'favorit' 'freezer'\n",
            " 'goldman' 'hasan' 'huitieme' 'intelligible' 'kantrowitz' 'lawful' 'maars'\n",
            " 'megalunged' 'mostey' 'norrland' 'padilla' 'pincher' 'promisingly'\n",
            " 'receptionist' 'rivals' 'schnaas' 'shunning' 'sparse' 'subset'\n",
            " 'temptations' 'treatises' 'unproven' 'walkman' 'xylophonist']\n"
          ]
        }
      ],
      "source": [
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "feature_names = vect.get_feature_names_out()\n",
        "print(\"특성 개수:\", len(feature_names))\n",
        "print(\"처음 20개 특성:\\n\", feature_names[:20])\n",
        "print(\"20010에서 20030까지 특성:\\n\", feature_names[20010:20030])\n",
        "print(\"매 2000번째 특성:\\n\", feature_names[::2000])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "lKeoY1h1TfH8",
        "outputId": "9cb495c1-93d3-4af5-c0f8-1ea281abc48b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "교차 검증 평균 점수: 0.88\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import cross_val_score\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "scores = cross_val_score(LogisticRegression(max_iter=1000), X_train, y_train, n_jobs=-1)\n",
        "print(\"교차 검증 평균 점수: {:.2f}\".format(np.mean(scores)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "BqGNgokFTfH8",
        "outputId": "5ce99fde-58ba-443e-df28-2a6625568c85",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최상의 교차 검증 점수: 0.89\n",
            "최적의 매개변수:  {'C': 0.1}\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import GridSearchCV\n",
        "param_grid = {'C': [0.001, 0.01, 0.1, 1, 10]}\n",
        "grid = GridSearchCV(LogisticRegression(max_iter=5000), param_grid, n_jobs=-1)\n",
        "grid.fit(X_train, y_train)\n",
        "print(\"최상의 교차 검증 점수: {:.2f}\".format(grid.best_score_))\n",
        "print(\"최적의 매개변수: \", grid.best_params_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "UT8uyLVMTfH9",
        "outputId": "7c8688d4-aeac-4808-c6ed-4fe055733ba1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "테스트 점수: 0.88\n"
          ]
        }
      ],
      "source": [
        "X_test = vect.transform(text_test)\n",
        "print(\"테스트 점수: {:.2f}\".format(grid.score(X_test, y_test)))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "scrolled": true,
        "id": "UtZCqNToTfH-",
        "outputId": "d185412a-b028-4d89-d628-524cf3e00ab1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "min_df로 제한한 X_train: <25000x27271 sparse matrix of type '<class 'numpy.int64'>'\n",
            "\twith 3354014 stored elements in Compressed Sparse Row format>\n"
          ]
        }
      ],
      "source": [
        "vect = CountVectorizer(min_df=5).fit(text_train)\n",
        "X_train = vect.transform(text_train)\n",
        "print(\"min_df로 제한한 X_train:\", repr(X_train))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "n4KrM3P0TfIC",
        "outputId": "10c3febf-f7f8-4e52-9a5f-d74abf75ba55",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "처음 50개 특성:\n",
            " ['00' '000' '007' '00s' '01' '02' '03' '04' '05' '06' '07' '08' '09' '10'\n",
            " '100' '1000' '100th' '101' '102' '103' '104' '105' '107' '108' '10s'\n",
            " '10th' '11' '110' '112' '116' '117' '11th' '12' '120' '12th' '13' '135'\n",
            " '13th' '14' '140' '14th' '15' '150' '15th' '16' '160' '1600' '16mm' '16s'\n",
            " '16th']\n",
            "20,010부터 20,030까지 특성:\n",
            " ['repentance' 'repercussions' 'repertoire' 'repetition' 'repetitions'\n",
            " 'repetitious' 'repetitive' 'rephrase' 'replace' 'replaced' 'replacement'\n",
            " 'replaces' 'replacing' 'replay' 'replayable' 'replayed' 'replaying'\n",
            " 'replays' 'replete' 'replica']\n",
            "매 700번째 특성:\n",
            " ['00' 'affections' 'appropriately' 'barbra' 'blurbs' 'butchered' 'cheese'\n",
            " 'commitment' 'courts' 'deconstructed' 'disgraceful' 'dvds' 'eschews'\n",
            " 'fell' 'freezer' 'goriest' 'hauser' 'hungary' 'insinuate' 'juggle'\n",
            " 'leering' 'maelstrom' 'messiah' 'music' 'occasional' 'parking'\n",
            " 'pleasantville' 'pronunciation' 'recipient' 'reviews' 'sas' 'shea'\n",
            " 'sneers' 'steiger' 'swastika' 'thrusting' 'tvs' 'vampyre' 'westerns']\n"
          ]
        }
      ],
      "source": [
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "feature_names = vect.get_feature_names_out()\n",
        "\n",
        "print(\"처음 50개 특성:\\n\", feature_names[:50])\n",
        "print(\"20,010부터 20,030까지 특성:\\n\", feature_names[20010:20030])\n",
        "print(\"매 700번째 특성:\\n\", feature_names[::700])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "sunksGhwTfIC",
        "outputId": "f33f0d90-b290-4da8-e684-833b86b6e69c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최상의 교차 검증 점수: 0.89\n"
          ]
        }
      ],
      "source": [
        "grid = GridSearchCV(LogisticRegression(max_iter=5000), param_grid, n_jobs=-1)\n",
        "grid.fit(X_train, y_train)\n",
        "print(\"최상의 교차 검증 점수: {:.2f}\".format(grid.best_score_))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pbef02pCTfID"
      },
      "source": [
        "## 7.4 불용어"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "MPL4e7gKTfID",
        "outputId": "616be966-6f43-41eb-8910-53126521f4fb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "불용어 개수: 318\n",
            "매 10번째 불용어:\n",
            " ['nowhere', 'were', 'in', 'co', 'detail', 'still', 'everything', 'thin', 'further', 'others', 'may', 'describe', 'towards', 'ie', 'after', 'within', 'somewhere', 'thick', 'whereafter', 'part', 'he', 'beside', 'cant', 'please', 'everywhere', 'being', 'along', 'somehow', 'anything', 'system', 'fire', 'do']\n"
          ]
        }
      ],
      "source": [
        "from sklearn.feature_extraction.text import ENGLISH_STOP_WORDS\n",
        "print(\"불용어 개수:\", len(ENGLISH_STOP_WORDS))\n",
        "print(\"매 10번째 불용어:\\n\", list(ENGLISH_STOP_WORDS)[::10])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "Lwkc6C1iTfID",
        "outputId": "175cc771-366f-4184-e01a-f3a05528615f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "불용어가 제거된 X_train:\n",
            " <25000x26966 sparse matrix of type '<class 'numpy.int64'>'\n",
            "\twith 2149958 stored elements in Compressed Sparse Row format>\n"
          ]
        }
      ],
      "source": [
        "# stop_words=\"english\"라고 지정하면 내장된 불용어를 사용합니다.\n",
        "# 내장된 불용어에 추가할 수도 있고 자신만의 목록을 사용할 수도 있습니다.\n",
        "vect = CountVectorizer(min_df=5, stop_words=\"english\").fit(text_train)\n",
        "X_train = vect.transform(text_train)\n",
        "print(\"불용어가 제거된 X_train:\\n\", repr(X_train))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "scrolled": true,
        "id": "c6J5mLraTfID",
        "outputId": "2dd11ff9-8314-4aa5-db71-933876783746",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최상의 교차 검증 점수: 0.88\n"
          ]
        }
      ],
      "source": [
        "grid = GridSearchCV(LogisticRegression(max_iter=5000), param_grid, n_jobs=-1)\n",
        "grid.fit(X_train, y_train)\n",
        "print(\"최상의 교차 검증 점수: {:.2f}\".format(grid.best_score_))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "qOK77DZ7TfIE",
        "outputId": "3c958ac0-2e67-455b-a757-adf9b29937e4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최상의 교차 검증 점수: 0.89\n",
            "{'countvectorizer__max_df': 20000, 'logisticregression__C': 0.1}\n"
          ]
        }
      ],
      "source": [
        "from sklearn.pipeline import make_pipeline\n",
        "pipe = make_pipeline(CountVectorizer(), LogisticRegression(max_iter=5000))\n",
        "param_grid = {'countvectorizer__max_df': [100, 1000, 10000, 20000], 'logisticregression__C': [0.001, 0.01, 0.1, 1, 10]}\n",
        "grid = GridSearchCV(pipe, param_grid, n_jobs=-1)\n",
        "grid.fit(text_train, y_train)\n",
        "print(\"최상의 교차 검증 점수: {:.2f}\".format(grid.best_score_))\n",
        "print(grid.best_params_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "Ly57QVhiTfIE",
        "outputId": "ca101603-d75d-48d3-c1f4-d2989461ec0b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "74840"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ],
      "source": [
        "len(grid.best_estimator_.named_steps['countvectorizer'].vocabulary_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "IkIq8hhVTfIE",
        "outputId": "8d8982b1-a186-4846-a0db-17f2ed7a00a1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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DJG2v9OL+Mre7Zm20Rft8/O3xrWvHsQPWQcvdg5z56uMMriSb292eP3I4fiifXvc5F3v9z97Rc/9IV3Q1cNhTlE6V/p/eunUrAwYMwM7ODrVazejRozl//jzJycmsWLGC2bNn4+fnh52dHQsWLOD8+fP88ssvACxfvpxJkybRuHFjACZPnoybmxtffPEFYO7diYyMpHPnzgAMGTKELl268O677wLwzjvv0K1bNwYPHgxAly5dGDFiBCtXrqzsaiiWu4MrmYZsTDe88kxfmIGHg/UX/6rTa7mcn8qHHRayvsvrTG/yCCtPfUJsxhkA1NeGpj48+xU5RusfqTqOvtzl25XdqQd5fP8c3jr9GWPq30937/YVU8AKlHLFRK1aauztLe9ovb3tuHLF+hVyryxxIzDAjo5hV2jcMJkJ49N57XV3OnUy9yhMfsaFvvdqubNnCo0aXGLI4FSmPuvCwEG2OU6ffMWIVy07q/rzrW3H5StGq/TvLvWhXqADge3O4hx8hgcfv8RHK/3o0dlcP7Onepl7aLqfw6n+aXoMTGTuNE9G3G9ux2OGu/H8FE+6DUjEqf5pWtxxjuGDXJj+lPWQTnUnba/00q4Ycfewbnee3nakpVi3uxmLvPELsOf+Ton0bnKO2U9dZvartWnb0dEq7fn4Qvb8kcvQh9ws9h87lM/gLufpH3aOJ4Zc5Lt1meVbqCpkRFXmrSTy8vKYMGEC/v7++Pr6MmLECFJTU4tNm5SUxLhx4wgODsbf35/WrVuzatUqizSFhYXMnz+fkJAQfHx8CAkJ4ffffy9Rnqo0wLG3txwz3r17N76+vmRlZZGcnEy3bt2Kjul0OkJDQ4mOjqagoICDBw9aHAfo2rUr0dHRAERHR1sd79at220fL05+fj4ZGRkWW0VRq9QoKFb7TSioVNb/2yY0iMDfsTbj979AxO6pvHbyI55uNJpW7k0AGBxwD0m5V9h/9a9iP6+WxpWDV4+x/+pfmDBxLOM0v17eTR/fLuVbsEpgMkFxf5tqNSjWVcr/ZmSQkGBg+05vYuN8eeMtd56domfHDvNd4xsrs9j8Uz5boryIO+XL2vWevL48i6+/sg4UbYHJpKAqtv5U5rq9wfjplzlztpBT0fXJON2Az1f58fDkZH7dbh4uXfh6Ght/zOLA1iCy4huwdUMAL72axqcbzH8/n27I4OXlaWzdEEBWfAMObA1iw3dZLHw9rSKLWSGk7ZWeSaHYdqdSqTAVU3dLZqVwIcHAl38G8Mvxesxf6cPL066wf6d13axdrefuQc54+Vz/zWnRTssP+4P4ZncQG3cGMfIJd95elMbn76SXY6mqTmUPUU2ePJnjx48TFxfH+fPnAYiMjCw27ciRI7l06RIxMTEkJSXx1ltvMWPGDNauXVuUZvTo0Rw6dIg9e/Zw+fJl/vzzT4KCrOdV3Uq16as7ffo006ZNY9myZVy+fBkAX1/LuSa+vr4kJyeTmpqKwWC46XGA5OTkMh0vzqJFi3B3dy/aAgMDS1fY25BZmI2znfVdmqu9ExmFWRb7ams9uduvG2+d/oLk/FRMmIi5eoyoSzt4MPA+AnX+3OPbnQ/Obrjp5+UY8ziTlWix71JuCt6aWuVToEpUq5aaDL0J5YZflPR0k9VKlsREA+vW5rJkqTv16tljb6+iTx9HRo124vXlWeTnK6xckcUL81xp1twBtVpFx44anpniwtIltnO3929etexIz7Cuv7R0o9UqqoTEQj74IoP3XvUhpJ4D9vYq+t3lzBNj3Hnp1VTy800seD2NV+fXpnVzLWq1iu6ddMx51pM5r5jv7uYtTWX2VE+6d9KhVqto3VzL8pdqs+D1NHJzi4moqjFpe6Xn7qEms5h2l6k3Fs1R+kdSYiHfr8vif4u9qRtkbnddezsxaKQbH664apE27YqRqG+yiHjM3WK/1lGNs6v5uhqtijv6OjP8YTd++try+1X8N71ez0cffcSiRYtwc3NDq9WybNkyfv75Z2JjY63SR0dHM378eDw9zb20PXr0oEePHuzevRuAX3/9lePHj/P1119Tu3ZtAAICAmjQoEGJ8lUtApyrV68ycOBAxo0bx6hRozBdu01U3RDOq9VqTCbTfx4H8yTlshwvzsyZM9Hr9UVbYmLiTdOWVXx2IvZqe4Kcrs/wd7F3wtexNvHZlp/rbG9eUlpgshzjzzcW4GyvI8QlEDcHZ95pP5/POi3ls05LGRJwDz1qh/FZp6UEOdXhTFYi/rraFucHOPmSkm/5ZVETtGhpT2EhnIy7Pqkz/aqJc+eMtGzlYJE2I8P8ZeroaNkWHHUqMvQKeXkK+fnWx3U6VdG5tqZdKy0FBQrH4q63p7SrRs4kFBLaSmuRNl1v/nvROVp+lTjpVKRnmMjNU8jPV9DdUH9OOjXpGeZzr+pNxRxXkZ+vkJNbs+pY2l7pNW6hxVCocPbk9QnUGelGLpwz0LilZbvLvNZ2tDfWnaOKrAzL7/AvP9IT1s2R+g01/JeCfAU3j2rxs1hmRso6TGV246hFfr71fKiYmBgURaFjx45F+wICAggKCip2VCQyMpI33niDixcvmuftRUWxZ88ehg0bBpjn2I4YMYKHH36YunXr0rBhw6LpJSVR5f8ns7KyCA8Pp3379rz66qsAeHl5AZCWZtlFnZaWhre3N56enqhUqpse/+caZTleHK1Wi5ubm8VWUfSFmexOPci44AdwsnNEo3bg0eBhnMk6z5ms80xtPI6H6pvnD/2dk8TF3GQeCxmOq715gl1jl/oMrNOb6NRD/HFlLxHRUxm1Z3rRtvHvn9l+ZT+j9kznfM5Ffk3ezT2+3Wnmao6QW7k3ppdPJzZe+KXCylhRate2475+jsyfn0lGhom8XIW5L2TQurUDbdo4MPGpdBa8ZB4eadTInuBgO+bMzuDqVfMX44GYAj5YncO94Vrc3dV07uzAwpczuXjR/Cd/6pSB5a9lcW+49qZ5qMl8a9vzQH8Xps69gj7DSG6uicmzrxDWRktYW0ciJyQxff4VAJo31tAoxIGnZ10mNc1cP9Exubz+XjqD73PBw92Onl10/G9BCokXzD9csScLePHVVAZfmww66F5nXl6eVrRCK/FCIc+9mELPLrpin7tTnUnbKz3P2nbcGe7MipdSycowkZ9nYvm8VJq20tKstZa5T1/mzZfNvX7BjTQEBtvz2gup6K+a6+avA3ms/1BPz77XJxnnZJvY9FkmkY+7W33elx/qiT2Sj9GooCgKu37P4etPMhj9pEellLeildcQVWBgoMXIxaJFi6w+Kzk5GS8vL6tpJzcbFXnvvfeoX78+devWRafTMWzYMD7++GN69OgBwMmTJ3n//fd54IEHOHfuHB988AHPPfcc69atK1EdVOmDE3Jzc+nfvz916tTho48+KupRadiwIe7u7sTExNC/f38ADAYDBw8e5PHHH0en09G8eXNiYmLo0uX6HJG9e/cyatQoAMLCwoiJiSEiIsLieGhoqMXxf/v38erg7dNf8FjIcN5pPx+VSs1f+pO8EmuOYuvofIqeUWNQjMw/9haj6g3ktbYz0ao15Bhz+e7ir2y6sPW2PutUVgLvnFnHkw0jqaVxI70wk5WnPuWoPq7CyleRFi9xY87sDLp3vYJJga5dNKz+wAOA+HgDBfnmH06NRsWnn9diyeIs7r0nhZwcBTc3NY8+5sT4CeYvylXv1mLpkkyGDkklO1tBo1ExeIiOZ6YUv1rDFry3zIenZ12hYecE84P+uurY+FEdAE6dKSQ/39yDoNGo2Ly2Ls8vSiH07vNk55hwd1Uz5QkPpj1pHt5c/54fcxan0vP+v8nKNqHVqhj5gBtzppq7p99c5MNLr6Ux6KGL6DNMqFRwf7gzL83wqprCl5G0vdL73yvevDY3lWF3JKKYoF0XRxat9gEg8WwhBQXmduegUfHaJ368u+QqY++7QG6OgourmhGPuBP5xPVg5ru1mQQGO9C2k/Vwv3+gPa/PS+XC+UIMhVC3nj3zV/rQtZdT5RS2hkhMTLS4mddqrYPr4kZE4OajIk888QSnT5/mzJkzBAUFERUVxdixY1m3bh19+vTh0qVLhIeHM2DAAAB69uzJww8/zAcffMCIESNuO+8q5cYBz0pSUFDAwIEDURSF77//Ho3GsvtwxowZbNmyhS1btuDt7c2cOXNYt24dsbGx6HQ6Vq1axcKFC9m6dSuNGjVi1apVzJo1i7i4OPz8/Ni8eTMRERFs3ryZzp07s2nTJiIjI9mzZw+tW7fm6NGjdOrUibVr1zJw4EB27dpFeHg469at47777rutMmRkZODu7k6/qEdxcP7v7k9haWX9jVWdhRqrrl3NW0JdXVww2t78lcqUaLC9FVyVJTvTxD2tzqHX6ytsBOCf36WZu+/F0cXhv0+4ibysQhZ12XJbed2yZQuDBw8mJyfHItBp3Lgx06ZN4/HHHy/al5CQQHBwMKdOnaJhw4ZF++fMmcMff/zBn3/+SVhYGE8++SQPP/xw0fE333yTN998kxMnTtx2GaqsB2f37t1ERUXh6elpNTP6s88+Y8GCBeTl5dGmTRsKCwsJDQ0lKioKnc78xzVhwgRSUlLo3bs32dnZNGnShKioKPz8zE+8DA8PZ8mSJYwcOZLU1FQCAwPZsGEDrVu3BqBVq1asXbuWmTNnMmbMGLy9vXn99ddvO7gRQgghqisFFaYSLvW+8fzb1a5dOwoKCjh27BgtW7YEzFM+zpw5YzUqkp6eDlD0W/4PJyenomPt27fn1CnLh9GeOHGixKuoqqwHxxZID07ZSA9O6UkPTulJD07ZSA9O6VVmD870Xf3QlqEHJz+rkKVdf7ztvD744IOkpaXx1VdfodFoeOyxxzh16hR79uwhIiKCunXrsmzZMgoKCmjZsiUtWrTg/fffx8vLi+joaAYOHMiTTz7JvHnz2LNnD+Hh4Xz33Xd0796d3377jUGDBrFp0yb69Olz22Wo8knGQgghhKjZVq9ejb+/PyEhIdSpU4ecnBw2bdoEmCcN//MWAY1GQ1RUFI6OjrRt2xZPT08iIiKYOnUqc+bMAaBTp0688847PProo3h4eDBhwgTWrFlTouAG5GWbQgghhM0xKSpMSumHqEp6rpubG5988kmxx25c0BMcHGzxUL/iDB8+nOHDh5coDzeSAEcIIYSwMcYyvk28LOdWFzW/BEIIIYQQN5AeHCGEEMLGVPYQVXUkAY4QQghhY0yoMZVhkKYs51YXNb8EQgghhBA3kB4cIYQQwsYYFRXGMgwzleXc6kICHCGEEMLGyBwcCXCEEEIIm6P8643gpT2/pqv5JRBCCCGEuIH04AghhBA2xogKYxletlmWc6sLCXCEEEIIG2NSyjaPxmQDr+GWISohhBBC2BzpwRFCCCFsjKmMk4zLcm51IQGOEEIIYWNMqDCVYR5NWc6tLmp+iCaEEEIIcQPpwRFCCCFsjDzJWAIcIYQQwubIHBwZohJCCCGEDZIeHCGEEMLGmCjju6hsYJKxBDhCCCGEjVHKuIpKkQBHCCGEENWNvE1c5uAIIYQQwgZJD44QQghhY2QVlQQ4QgghhM2RISoZohJCCCGEDZIeHCGEEMLGyLuoJMARQgghbI4MUckQlRBCCCFskPTgCCGEEDZGenAkwBFCCCFsjgQ4MkQlhBBCCBskPTjlwF5lwl5lqups1Dh5NnCHUFXylcKqzkKNlWmS+7qyyFMcqjoLNVaeYqy0z5IeHAlwhBBCCJujULal3kr5ZaXKSIAjhBBC2BjpwZE5OEIIIYSwQdKDI4QQQtgY6cGRAEcIIYSwORLgyBCVEEIIIcooLy+PCRMm4O/vj6+vLyNGjCA1NbXYtElJSYwbN47g4GD8/f1p3bo1q1atKjZtfHw8Li4ujB07tsR5kgBHCCGEsDH/9OCUZSuJyZMnc/z4ceLi4jh//jwAkZGRxaYdOXIkly5dIiYmhqSkJN566y1mzJjB2rVrLctgMjFu3Dg6dOhQqjqQISohhBDCxiiKCqUMw0wlOVev1/PRRx+xbds23NzcAFi2bBmBgYHExsbSrFkzi/TR0dGsXbsWT09PAHr06EGPHj3YvXs3ERERRelef/11QkJCqFevHgkJCSUug/TgCCGEEKJYGRkZFlt+fr5VmpiYGBRFoWPHjkX7AgICCAoKIjo62ip9ZGQkb7zxBhcvXkRRFKKiotizZw/Dhg0rSnPixAnefvttli9fXuq8S4AjhBBC2BgTqjJvAIGBgbi7uxdtixYtsvqs5ORkvLy8sLe3HBTy9fUlOTnZKv17771H/fr1qVu3LjqdjmHDhvHxxx/To0cPAIxGI2PHjuX111/Hw8Oj1HUgQ1RCCCGEjSmvVVSJiYlFw04AWq3WOq3JhEpl/VlqtRqTyfo1Rk888QSnT5/mzJkzBAUFERUVxdixY1m3bh19+vRh8eLFNGrUiP79+5c6/yABjhBCCCFuws3NzSLAKY6Xlxfp6ekoimIR6KSlpeHt7W2RNiEhgffff59Tp04REhICQL9+/Rg/fjzz58/Hz8+Pd999l4MHD5Y57xLgCCGEEDamMicZt2vXjoKCAo4dO0bLli0Bc3Bz5swZQkNDLdKmp6cDoNPpLPY7OTmRnp7OgQMHSElJKQp+wLwE3WQysWnTJrZv306rVq1uK18yB0cIIYSwMZW5TNzX15ehQ4cyZcoU9Ho9ubm5TJo0ibCwMMLCwoiIiGDatGkANG/enEaNGjFx4sSi5+RER0ezfPlyhgwZwujRo8nOziY9Pb1o+9///kdkZCTp6em3HdyABDhCCCGEzfmnB6csW0msXr0af39/QkJCqFOnDjk5OWzatAmAkydPEh8fD4BGoyEqKgpHR0fatm2Lp6cnERERTJ06lTlz5pRrHcgQlRBCCCHKxM3NjU8++aTYYzExMRb/Dg4Otnqo363MmzevVHmSAEcIIYSwMUoZV1GVZf5OdSEBjhBCCGFjFEBRynZ+TSdzcIQQQghhc6QHRwghhLAxJlSoKMOD/spwbnUhAY4QQghhYyrzOTjVlQxRCSGEEMLmSA+OEEIIYWNMigpVObyLqiaTAEcIIYSwMYpSxlVUNrCMSoaohBBCCGFzpAdHCCGEsDEyyVgCHCGEEMLmSIAjAY4QQghhc2SSsczBEUIIIYQNkh4cIYQQwsbIKioJcIQQQgibYw5wyjIHpxwzU0VkiEoIIYQQNkd6cKoxY76Bwyt3cXF7AopJoXZoHdo92wOtu6NV2tyUbP56dy9XDl7EVGBE6+FIyOAWNBjcwipt1oUMfnnoSwLuDKHD7N4UZOQRNXK9VTpDbmFRmpomP09h4fwMtv6ch8kEnbpomPuyO7VqWcf0l5ONvLY4k73RBeTnK3h6qokY7UTkGGcAsrJMrFiWyW+/5JObq+DqpmLg/TrGP+2CnZ35Dmn3znwWvZjBlcsm3NxUTHrWlX4DdZVa5vKUl2fiuXlX+X5LDopJ4Y6ujixf6IWXp51V2qRkA3MXpbN9dx55+Qq1vdQ8OsaVxx9yAyAzy8SLS67y0y+5ZOeY8HBT8+AQF56b5F5Uf4qi8M5Hmby3JpOr6UbsHVQsnF2L4YNdKrXc5SE/T2Hxi3p+jcpDUaBjFw2zF3jgUUzbu5Js5PUlGeyLLiA/T8HTS82Do50ZMdqZ9HQTA/tctjonJ1vhnvscWfhaLQwGhXdXZvLTd7lkZio46VT07uvIxGddcXKqefevBfkm3n7pCjt/zsJkgrZdnJj0og/utazbXeplAx8sTeFwdA4F+QrunnYMHOXBwFEeZKQbefjuBKtzcnNM3BHuyoxlfqRdMbBmeSr7/simsEDByUVN3wfciHzKE5Wq5k+wlVVUEuBUa4dW7CTzXDp9145A7WDHvgW/sXfeVnos72+Vdu/8X1Fr7LjrwwfQuDly5VASO6f/hIOLhqC7GxWlU0wK+xf+jmdTn6J9GjdHBnz/kNU1tz35LR5NaldM4SrYgnkZxJ82ELWtNhqNiuempPPsxKt8+LmXVdppk9Jx0KjY+KM3HrXU7NtTwONj03BzU9P/fh0vz83gRGwhn3/lhZ+/HafiCnl4VBp29irGT3Th/DkD48ddZekKD+4Jd+RgTAHjItPw87ejfQdNFZS+7Ka9kMbJ04Uc3l4XrUbFY5OvMO6pK3y31s8q7cMTU9BoVOzc4o9nLTt27sljyOhkPNzUDB/swrQ5aRw9XkDU134E1LHneFwBAyOTsbeH6U97APDCwqvs2pvPps99qBfoQGqakUuXjZVc6vKxaJ6es2cM/LjNB41GxaypV5n+9FVWf2bd9p6bfBWNRsWXP9bGw0NNzJ58JoxLw9VNRb9BTvwZY13fY4am0LylAwDvvZnFpq9yeedjTxo0cuDiBQNPPZxGTrbCvFc8Krqo5e7N+VdIPFPAml/r46BRsXhaMgsnJ7H4kwCrtAufScJBo2LV9/Vw87DjyN4cnn/kIi5uanoPdOOrfQ2sznlmeCKNWmgBOLo3lzpBDrz3Uz1c3e24kFDAlBGJuLjbMWi0R0UXtcIp17aynF/TVXmIn5iYSMeOHVGpVBgMhqL9JpOJ2bNnExAQgI+PD+Hh4SQkJFicu3LlSoKDg/Hx8aFbt24cOnTI4vj69etp2rQpvr6+tG3blt9++83i+G+//Ubbtm3x9fWlSZMmrF9v3YtRVQqz8kn4MY6W4zvh4KzBTmNH64ldSN77NxkJV63Spx27TIP7m6NxM/fu1G7rj3cbf9L+SrZId+rLIzjXccO7nf8tPz/1WDIZZ9MI7t+0/ApVSTIzTGz8Modn/+eKi6sajVbF/+a4sePPAk6fKrRKf+hAARGjnIrusDt00hDWUcPBAwUAHDxQwP0POOHnb76LbNTEgT73OHIoxnx83Wc5hIY5cE+4ue7btddw30BHPvkwuzKKW+70GSY+XZ/FizNr4eaqRqtVsfAFT7b+kceJUwVW6ffG5PPoaFc8r91ld+vkSNdOjuyJyS86PnKYCwF1zPdTzZto6H+PE3v2m4+fOlPIF19n8+0XvtQLNP9we3na0aJpzQsOMzNMfLMhh2dmuBW1vWmz3dn1Zz5niml7Rw4U8uAoJzw8zG2vfSct7TtqOBxjnRbgyMECTp8sZMgIJwAOHyigT19HGjQy11uduvYMGOzE4QPW/5+qu6wMI1Ff6Xn0OW+cXe3QaNWMn+XN/u05nDudb5U+9mAeAyI9cPMwt7vWHZ1o1UHH8QN5xV4/9mAuCafyCX/QHYCe/VwZMd4TV3fz+XXra2jaxpGEk9afJWqmKg1w9uzZQ9euXWnbtq3VscWLF7Nx40b2799PUlISzZs3p1+/fkVB0Nq1a1m4cCFRUVFcvnyZ4cOH07dvX/R6PQA7duzgkUceYc2aNSQnJ/PCCy8wYMAA4uPjAYiPj2fAgAHMnTuX5ORk1qxZwyOPPMLOnTsrrfy3cjUuBRTwbHa9p8XJxwUnXxfSjiVbpQ+8uyGnv/qL3CvZKIrCpT2JpB2/TN1e1+9iMs5d5czGY7SZ1PU/Pz/us0OE3N8ce51D+RSoEv11tBBFgdZtr+fdz9+OOnXtOHzA+oej//06Pl2TTfIlI4qisH1bPocPFnBvP/MQ04BBOr5an0PCWXPbO3KogF9/zqP//ebjhw4UEnpDT037MA2HDxb/I1XdHTySj6JAWDtt0b6AOvYE1rVjb4z1l//wwc6882EGFy8ZUBSFX7blsv9APkMGOBcd/2RdJqfjzfWx/1A+P/ycw4ODzce//j6bwf2cWLAsnSYdEmnSIZFXXk/HaKx595DHjhaCAq1uaHv+de04Ukx76He/js8/yubytba34488jhwspG8/62FogA9WZfHgKOei4af7Bur4ZXMex46YA5qzZwxs2pBD/8E1b3j01F/mdte0zfWy1/Z3wKeOPbEHrYOW3gNd2fRJOinJ5na3749sYg/lcsd9xQ9rrnv3KgMiPdAVM3RnNCjs+T2Lv/bncWc/1/IrVBX6Z4iqLFtNV6UBTsOGDYmNjSUyMtJiv6IorFixgtmzZ+Pn54ednR0LFizg/Pnz/PLLLwAsX76cSZMm0bhxYwAmT56Mm5sbX3zxBWDu3YmMjKRz584ADBkyhC5duvDuu+8C8M4779CtWzcGDx4MQJcuXRgxYgQrV66slLL/l7y0HDTuWtT2lv+LtJ468tJyrdK3n9ETJz9Xfrz/U77p/T7Rs3+mw+xe1G5r7qlRjCb2L/idNpO7oXHVWp3/b5nn00nek0jDoa3Kr0CVKPWKCY9aauztLf9AvbzVpKSYrNIvWOxO3QA7enS4TKtGl5g04SqLl3vQoZM5aHnqGVfuvteRvj2v0LJhEhFDUpn0rCv9B5l/RFJTjHh7W/5/8qqtJiWlZg6xXL5ixLOY+vOpbcflK9ZlemupF0GB9jQM/RvPkHOMevwy763wplsn8w/VzCkeDLjXiTY9LlArOIE+g5KY/awHw+43/xCdji9k4w85NG/iwNGdAXz1sS8ffpbJ8rf1FV/YcpaaYsT9Zm2vmLqb94o7dQPt6dUxmdDGSUydcJWFr3nQvpP132hCvIEd2/KJHOtctG/QUCfGT3IhcnAK7RpdZEDvy9w7QMcjE2rej/TVFANuHnbY3VB3tbztuFrM39LURb741rXnwc7xhDc9zYsTk5ixzI/WHZ2s0ibGF7Dvj2wGj/WwOrb3j2zua36K+U8m8dgMb9p0tj6/RlLKYavhqjTA8fLywsXFOto+e/YsycnJdOvWrWifTqcjNDSU6OhoCgoKOHjwoMVxgK5duxIdHQ1AdHS01fFu3brd9vHi5Ofnk5GRYbFVGJNS7EQ3lUqFYrJueQeW/EHWBT33fhnJ/b88Qqf5d7Hv5d9J3v83ACc+O4RLoDt1utX7z48+ufYwgXc3xNGrZv6hmxQobo6gWg0m6/iGOf/Tcz7ByNYdtTl0wo/X3vTgf1P17Nph7q1YtTKTn3/K49sob46c9OPjdV68uTyTTV/nmD/PZP15ahUoxXxWTWCuP+sKVKvNx2408blU4hMKOba7LldO1WPN27V54pkUft9uDsQXr0jn259yiP6lDqln6rH5Sz8WvpbOF19lAZB82UiblhrGjHBFo1HRqrmGyePd+XhdVoWWsyIoJijuvletLn7Z7bz/6TmfYGDLdh/2xfqz9I1aPP9sOtE7rHvKPno3i37366jtc33C7Xdf5/DOyiw+XOtFTJw/X2+pTdQPubz7RmY5lqpyFPd3BKBWqzAV0/CWz0rm4rlCPv2jPj8ea8jzK/xYMj2ZAztzrNJuWH2V3gNd8axtPe20Y09nfjzWiJc/qMv7S1LY8lXNC6xF8ap8Dk5xkpPNQzC+vr4W+319fUlOTiY1NRWDwXDT4/9coyzHi7No0SLc3d2LtsDAwNIV8DZo3B0pyMxHueFbsSAzH62HZfd1dlIGZ78/Qdj/7sSlrhtqezX+XesRMqg5sR/GoI9P4+y3x2n7jGVAV5y8tBzOR52icUSbci1PZfLwUJGhN1nVnT7dRC1Pyyb/d6KBDWtzeXmJO0H17LG3V9GrjyMRo5x4c3kWBfkKb63MYuZcN5o2c0CtVhHWUcPEKa4sX2L+EfGopSY9/cbPUopdsVUTeNZSo8+wrr+r6SarVVTnEgtZ80UWby/zJrieA/b2KsLvcuKRMa4sfC2d/HyFV15PZ/E8T1o116BWq+jayZFZUz2Y94p5Lpmrq5p2rSyH+ILr2fP3RQM1jXstNZnF1J0+3WS1iupCooGv1+Uwf4kHgdfaXs8+jgwf5cTbr1sGKClXjPzwTS4PPeZssf/N1zKZMNmF9h21qNUqmjRzYOY8d95ZmUleXs26BXerZUdWMXWXkW60WkV16e9CflqfwbOv+FInSIOdvYrOvV0YEOnOJytSLdKmXTGwdVMGwx6rddPPtndQ0a6rEwNHufPdp+nlVqYqVdbhKRsYoqqWq6hM126zb7yLVKvVmEym/zz+zzXKcrw4M2fOZOrUqUX/zsjIqLAgx6OxNyaDiYyzV3EP8QSgICOPrAsZeDT2tkhbmGkef7fTWn4J2DvaU5iVT/rJFPL1eWwe9kXRMWOBEcWkcHF7Ane+PQj3BuYVHqe+PIpPWF3c6t/8y6C6a97SgcJCOBVnoHFT81yI9Ksmzp8z0qKlZZPPyDB/mWodLduCo05FZoaJvDyFgnxwvOG4zlFVdG7L1g7muRf/cuRwAc1b1bz5SwBtWmopKFA4HldYNNE37aqR+AQDbW8IRNL15r+XG+vHSadCn2EiN89Efr65voo7DtCutYa/jlvW38nThQTWrZZfT7fUrIW57Z0+aaBRk2ttL91E4jlj0cqnf/zTfoprW5kZlt9Dn32YTadumqLJxEXX0JusznfUqSjIh7xcxepYddawuRZDoULCyQKCm5iH6DLSjSSdL6RRS8ubuqwM85CV5obyaXXqomP/2LgmnXZdnajX0HLYz2hQrIbD7O1VqNU1p85uRZ5kXE17cLy8zD+2aWlpFvvT0tLw9vbG09P8nIKbHf/nGmU5XhytVoubm5vFVlEcPZ0IuDOEwyt2UpiVjzHfwKHlO6nVtDaezXzYM3crh9/cDYBbcC1cAt05+NoO8vXmyXipfyVzav0R6vQMpt69jRn866MMinq4aGsyqi1BdzdkUNTDRcGNIaeQ+E3HaBxZc3tvALxr29H3PkcWvphhDlJyFRbM1dOytQOt2miY8tRVXnnJPLzYsJE99YPteHGOnqtXzT8qhw4UsOb9bO4Od8TNXU3HzhqWLswg6aL5i/P0qULeWJ7JPfeav3RHjHTij9/y2BqVh6IoxOwr4Kv1uUSOqZlDfL617Rjcz4kZc9PMQUquiWlz0ghto6F9Gy0PTbjCzPnmv51mjTU0DLFn6vNppKaZ62dvTB5vvpfBwHAnPNzt6NFFy/MLrvL3BXOPzIlTBbz8ajqD7jPXz4ODXdjyaw7fbjZPkD9yrIAV72bw7FPuVVMBZeBd24577nNk8Xx9UYC8aK6eFq0daNlGw7SJV1m6wDwE0qCRPfWC7Xh5jp70a23v8IECPvkgm7vuvf6Dnp1tYv2n2Tw83no4v/c9jryzMqtohVbSRSNLF+jp0FlT7HN3qjPP2vbcEe7C2y9dISvDSH6eiTfnXaZxK0eatHZkwaQk3nn5CgD1GmqpW9+BN+ZeRn/V3O6OH8zl6w+v0uPe6/WUm23i+8/SefBx6xu212Yl8+PadHJzzHV/5ng+mz5J5+4hFfe9XplkknE1DXAaNmyIu7s7MTExRfsMBgMHDx4kNDQUnU5H8+bNLY4D7N27l9DQUADCwsLKdLw6aP+/njh6O7N52Bf8MOgTDHkGui7qC0BmYjrZF8w/0moHO3q81g87jT1bx27g23s/Ys+8rTQa0YbmY9vf9ufFf3ccl0AParetUyHlqUwvL3Gnto8dfbpdpnuHZHJzFd5+3/wll3DWQOJ584+tRqPig8880WpVDOp7hQ4tLzF1YjrjHnPmqcnmL8qV73jQqIkDkQ+k0rH1JcZGpHFXX0fmvmz+ImzSzIHX3qzFq4szad8imeeeSef5uW7c2bv4lTA1wVvLvPHztaNFl79pEPo3ObkK6z80r+g7FV/I2X/V33df+OKoVdH57ovUbX6eh55M4enH3Zg5xQOAz97zoXlTB+4anERgi/P0ezCZAfc6sXyhObAOCrBn/Yc+vLJcT93miQwbm8zMKe48FFHzJsoCzF/sQW0fO/p2T6ZX2CXychXeWG3uhT0Xb+Dv89d6HzQq3vvUC41WxQP3XqZLqySmP32VMY86M37y9bJ/tTaHeiH2hBUz8Xj2And63e3IUw+n0b3tJYb3u0KjJg68tqpm9sBOXeSLl48do3qeZXinePLzFF58z/x99PfZApISzYGcg0bF4k8C0GjVPNHvHPe3Pc3Lk5IY+kgtRj19/XlDP67TExCsoXUn65uN4Y/X4lB0LmP7JDC0wxkWTE4iYoInA0fVvMBaFE+l3DjgWQW2bdtGr169KCwsxN7e3C09Y8YMtmzZwpYtW/D29mbOnDmsW7eO2NhYdDodq1atYuHChWzdupVGjRqxatUqZs2aRVxcHH5+fmzevJmIiAg2b95M586d2bRpE5GRkezZs4fWrVtz9OhROnXqxNq1axk4cCC7du0iPDycdevWcd99991WvjMyMnB3d2fQzw/j4FzzntlR1RYGfVvVWaixAuxuvRJO3NxZQ817Rkx1cslY854uXV1kZxoZ2PoMer2+wkYA/vldqv/BHNROpb/JMuXkkfDISxWa14pWbQe5FyxYQF5eHm3atKGwsJDQ0FCioqLQ6cxLcydMmEBKSgq9e/cmOzubJk2aEBUVhZ+f+cmf4eHhLFmyhJEjR5KamkpgYCAbNmygdevWALRq1Yq1a9cyc+ZMxowZg7e3N6+//vptBzdCCCFEdSVzcKpJD05NJT04ZSM9OKUnPTilJz04ZSM9OKVXmT049d4vew/OuUelB0cIIYQQ1Ym8jEoCHCGEEMLWyNvEq+kqKiGEEEKIspAeHCGEEMIW2cAwU1lIgCOEEELYGBmikiEqIYQQQtgg6cERQgghbI2sopIARwghhLA9qmtbWc6v2STAEUIIIWyN9ODIHBwhhBBClE1eXh4TJkzA398fX19fRowYQWpqarFpk5KSGDduHMHBwfj7+9O6dWtWrVpVdPzq1atMmzaNoKAg/Pz8aNKkCW+99VaJ8yQ9OEIIIYStqeQenMmTJ3PixAni4uLQarU89NBDREZGEhUVZZV25MiRaLVaYmJi8PT0ZPv27fTr1w8PDw8iIiJYsWIFbm5uHDp0CE9PTw4cOED37t1p1qwZvXv3vu08SYAjhBBC2BpFZd7Kcv5t0uv1fPTRR2zbtq3ovVXLli0jMDCQ2NhYmjVrZpE+OjqatWvX4unpCUCPHj3o0aMHu3fvJiIigtmzZ2Nvfz08CQ0NpWXLluzbt69EAc5tDVFNnz7d4t8///zzbX+AEEIIIWqmjIwMiy0/P98qTUxMDIqi0LFjx6J9AQEBBAUFER0dbZU+MjKSN954g4sXL6IoClFRUezZs4dhw4YBWAQ3YB6yiouLo2XLliXK+20FOOvWraOg4PobeMeOHVuiDxFCCCFE5VGUsm8AgYGBuLu7F22LFi2y+qzk5GS8vLysAhNfX1+Sk5Ot0r/33nvUr1+funXrotPpGDZsGB9//DE9evQophwKDz30EJ06daJfv34lqoPbGqLq2bMnd999N3fccQcODg5kZmby4osvFpv2hRdeKFEGhBBCCFHOymkOTmJiYtGwE4BWq7VKajKZUKmsh7TUajUmk8lq/xNPPMHp06c5c+YMQUFBREVFMXbsWNatW0efPn0s0s6cOZMTJ06wa9euEhfhtgKcDz74gHfffZdjx45RUFCAyWTi7NmzVumKK6AQQgghaiY3NzeLAKc4Xl5epKenoyiKRRyQlpaGt7e3RdqEhATef/99Tp06RUhICAD9+vVj/PjxzJ8/3yLAWbp0KZ999hnbt2+3us7tuK0AR6vVMmnSpKJ/b9++nY8++qjEHyaEEEKISlCJk4zbtWtHQUEBx44dK5onk5aWxpkzZwgNDbVIm56eDoBOp7PY7+TkVHQM4O2332bZsmX88ccfBAcHl6oIpXoOzunTp0v1YUIIIYSoeCql7Nvt8vX1ZejQoUyZMgW9Xk9ubi6TJk0iLCyMsLAwIiIimDZtGgDNmzenUaNGTJw4seg5OdHR0SxfvpwhQ4YAsGbNGubMmUNUVBRNmzYtdR3c9jLx4ODg2xqCio+PL3VmhBBCCFHzrF69mokTJxISEoLJZKJXr15s2rQJgJMnTxatvtJoNERFRTFr1izatm1LdnY27u7uTJ06tWjF9vz588nNzeXee++1+IwBAwawevXq287TbQc4s2fPLvrvkydP8umnn/L000/j4+PD+fPnWbVqFQ8++OBtf7AQQgghKkglP+jPzc2NTz75pNhjMTExFv8ODg5m7dq1N71WcXN8S+O2A5xHHnmk6L/vuOMONm/eTJs2bYr29e/fn2effbZcMiWEEEKIMqjEOTjVVameZHz8+HGL4AagQ4cOMjdHCCGEqA7kZZulm2Ts5ubG7t27LfYdOXKk2PXuQgghhBCVrVQ9OC+++CL33nsv48aNo3Hjxly8eLFogpEQQgghqpj04JQuwBk1ahReXl68/fbb/PLLL3h5eTFnzhyefPLJ8s6fEEIIIUpKApzSv008PDyc8PDwYo8tWLDAYtWVEEIIIURlKtUcnP/y9ttvV8RlhRBCCHE7/llFVZathit1D86tKIoN9G0JIYQQNVRJn0Zc3Pk1XYX04MhLN4UQQghRlSqkB0cIIYQQVUgmGVdMD44MUQkhhBCiKpUqwLnZA/0KCgoAeOutt0qfIyGEEEKIMipVgNO7d29SUlIs9iUkJNC1a1eAoleeCyGEEKLyqbg+0bhUW1UXoByUKsDp1KkToaGh7NmzB4CoqCg6duzIoEGDyjVzQgghhCgFWSZeuknGixcvpnv37gwePJhevXqxfft2vvzyS+68885yzl7NcD7DAzuDtqqzUeOsTu1W1VmosVzs8qs6CzXWqWyfqs5CjXY5z6Wqs1BjGbLzgTOV82Eyybj0k4zvueceunfvzpdffkm/fv244447yjNfQgghhBClVqoAJy4ujo4dO6LVajl37hx///03d9xxB3///Xd5508IIYQQJaWUw1bDlSrA6dy5M4899hiffvopderU4fvvv6dv376EhoaWd/6EEEIIUUJlmmBcxqcgVxelmoPzww8/0K2b5fyJOXPm0Llz53LJlBBCCCFEWZQqwLkxuPnH3XffXabMCCGEEKIcyCTj0gU4R48eZfr06Zw5cwaj0WhxLD4+vlwyJoQQQohSkgCndAHO448/Tvfu3fH29qZRo0Y0adKEefPm8eSTT5Z3/oQQQgghSqxUk4zPnTvH0qVLueuuu/D09GTEiBF89dVXfP/99+WdPyGEEEKUkEwyLmWAY29vT0FBASEhIZw+fRqAli1bcvTo0XLNnBBCCCFKQZ5kXLoAJywsjB9++IGwsDA2btxIXFwcf/75JypVza8QIYQQQtR8pZqD88ILL3D8+HGcnJx4+umnadasGSqVihdffLG88yeEEEKIkpJJxqULcNq2bUvbtm0BeO655xg+fDh5eXk0bdq0PPMmhBBCiFIo6zwaW5iDU6oAB2Dr1q0cOXKErKwsi/0vvPBCmTMlhBBCiDKQHpzSBTiTJk3im2++oVu3buh0uvLOkxBCCCFEmZQqwPn66685duwYHh4e5ZwdIYQQQpRZWZd6/3/twdFqtTg6OpZ3XoQQQghRHmSIqnTLxGfOnMm4cePIzs4u7/wIIYQQQpRZqXpwBg8ezJo1a/D09KROnToWz7+Rd1EJIYQQVUx6cEoX4DzwwAO0atWK2bNn4+TkVN55EkIIIUQZyDLxUgY4x48f548//ijvvAghhBBClItSzcEJDg7m7Nmz5Z0XIYQQQohyUaoenMmTJzNkyBBefvllWrRoYTEHJygoqNwyJ4QQQohSkDk4pevBGT16NIcPH6Z///4EBwdTv3596tevT3BwcHnnTwghhBDVXF5eHhMmTMDf3x9fX19GjBhBampqsWmTkpIYN24cwcHB+Pv707p1a1atWmWRZv369TRt2hRfX1/atm3Lb7/9VuI8lSrAMZlMxW5Go7E0lxNCCCFEOfpnknFZtpKYPHkyx48fJy4ujvPnzwMQGRlZbNqRI0dy6dIlYmJiSEpK4q233mLGjBmsXbsWgB07dvDII4+wZs0akpOTeeGFFxgwYECJV2mXKsARQgghRDWnlGErAb1ez0cffcSiRYtwc3NDq9WybNkyfv75Z2JjY63SR0dHM378eDw9PQHo0aMHPXr0YPfu3QCsXLmSyMhIOnfuDMCQIUPo0qUL7777bonyJQGOEEIIYWvKEtz8K8jJyMiw2PLz860+KiYmBkVR6NixY9G+gIAAgoKCiI6OtkofGRnJG2+8wcWLF1EUhaioKPbs2cOwYcMAcwDUrVs3i3O6detW7LVuRQIcIYQQQhQrMDAQd3f3om3RokVWaZKTk/Hy8sLe3nLdkq+vL8nJyVbp33vvPerXr0/dunXR6XQMGzaMjz/+mB49ehRdz9fX97audSulWkUlhBBCiOqrvB70l5iYiJubW9F+rVZrldZkMlmspv6HWq3GZDJZ7X/iiSc4ffo0Z86cISgoiKioKMaOHcu6devo06dPsde72bVuRQIcIYQQwtaU0zJxNzc3iwCnOF5eXqSnp6MoikVgkpaWhre3t0XahIQE3n//fU6dOkVISAgA/fr1Y/z48cyfP58+ffrg5eVFWlqaxXnFXeu/yBCVEEIIIUqtXbt2FBQUcOzYsaJ9aWlpnDlzhtDQUIu06enpAOh0Oov9Tk5ORcfCwsKIiYmxOL53716ra/0XCXCEEEIIG1OZy8R9fX0ZOnQoU6ZMQa/Xk5uby6RJkwgLCyMsLIyIiAimTZsGQPPmzWnUqBETJ04sek5OdHQ0y5cvZ8iQIQA89dRTvP/+++zevRtFUfjmm2+Iiori8ccfL1EdyBBVNaZR2zOlWT/u9GmGSqUmJjWeJce/RV+Ya5XWS+vKU43vIdQzGK3anqsF2XyduJevz+8BIMDJkyca3UU7z2DsUKEvzGX9ud18k7jX4jrDgjozrF5n3BycMChGVp7YzM9JRyqlvOXJkG/kt2WHOf37RRSTQlCH2tw1sx06D+vx46wruWx/4y8S91/BUGBCV0tL22EhtBveAIC/vk3gl4UH0Lg4WJwX+VEvagW5AGAsNBH9wQmOfX+OwhwDDk723DuvPUEdfCq+sBWgMN/IliXHOPHbJRSTQnBHb/o93wonD41V2swreWxdcYKE/SkY8k0419IQ9mB9Oj5YH4CDmxL5YcERHG+ov4c/6YZXkDPGQhN/vn+Kw9/9TX5WIR51nLhnWnOCO5SsO7q6MOYb2P/6HhL/PAcmBd/2/nSc3hWtu6NV2pyUHA6t2k/ygSSMBUYcPRxpPKQZjR9oBsCZH06yd+kuHJwt673vu/1xDTQPGyT8Es+R9w9QkJGPztuJ9pM74RdWp+ILWgEcVPaMbziYLl4tUavUHE4/xZunviLTkGOV1lPjxrjgfrR2b4iD2h59YTY/XtzJD0k7rdL6OXrxTthzbL9ymFfjvgCgjqM3o+vfSyuPhqhRkWnI4dsL2/kpaVeFl7NSVPKTjFevXs3EiRMJCQnBZDLRq1cvNm3aBMDJkyeLVl9pNBqioqKYNWsWbdu2JTs7G3d3d6ZOncr06dMBCA8PZ8mSJYwcOZLU1FQCAwPZsGEDrVu3LlGeJMCpxp5t1p/6LrUZun05BSYD81oN46U2DzJp/xqrtC+1GU6hycCYXW+RUZhL21r1WR42hszCXH5OOkIX78bsT43n5b++Ic9YSHP3uqzq+CjJeensunISgImN+9KmVj0m719DUm467g46vLW3Hnutrn5dcoi0hEwe2dQXO42azXP28cPMvQxb1cMq7Y+z9mKnUTN67V3o3DX8feAKXz+9E0dXB5qFm1890uSeQO57qcNNP++n2XsxFJgY9WlvnDy1ZCbnYCgo2YS46mTzK3+RcjaLp7/vhb1GzTfPH+KrGQcY825nq7Rf/+8Adg5qnlh/B07uGs7FpPL5U3vRuTrQ6r66ALTsW4fBL7cr9rN+feMEp7Zf5qH3u1CrrhMJ+1LY8NwBHvuiOx7+ThVazoqwb3k0Gef0DPxyKHYOdux68Q92vLCNPivutUq7c+427BzsuG/N/WjdtVw+dInfp/6Mg6uG4HvMAXa9PiF0feGOYj/r8qFLRC/cTp83wqnd0ofzvyfw+7Rf6P/5YFzr1ry/3QkNhxDo5MOj+xZSaDIwrelI/tdsDM8ffccq7YymoyhUjEw88CqZhhxauofwYsvHyTLksu3KgaJ0KlQ82ySCk5nnLc4P82zK4fTTvH7yS/JNBTR2DWRJm4lcyb/KvjTrZ7eIW3Nzc+OTTz4p9tiNw03BwcFFD/W7mccff7zEPTY3qvZDVImJiXTs2BGVSoXBYCjabzKZmD17NgEBAfj4+BAeHk5CQoLFuStXriQ4OBgfHx+6devGoUOHLI6Xx6OgK4qzvZYBAaG8FRdFtiGfQpORFXE/0aV2Y+o717ZK38ojkK/P7yXjWu/OoasJHEpLoJWH+Qd6w/lovv17P3nGQgCO6y+QmJNKAxfzUrwgJy/C67Zl0rXgBkBfmMuZrJIty6sO8jML+evbBO54uiVaFwfsNXbcObU1CbuTSY3PsEp/8WgabYY2QOduvksOCK1NQDtvLh5Js0pbnHN7kkmJz+T+V7vg5GnuIXL1daJWoEv5FaoS5WUWcmhTInc90wzHa/V3z7PNObPrClfiM63S/33kKh2G18fpWv3Va+9FUKgniYev3tbnHfnxAt0fbkituuZgpn4Hb1rcU4dDm/4uv0JVkoKsAuJ/OEW7CWFonDXYaewIndSJpD0X0J9Nt0qf8tdlGg1pitbd3G582vpRu60vKUcv39bnndhwnPr3NKB2S3NPYVCv+tRu6cOpb06UW5kqi5OdI/f4deSjsz+QY8ynUDGy+sy3hHk2JdDJ1yp9U7f6/HhxZ1Hvzl/6eP7Sn6GZW32LdIMDenIpL5Uj6Wcs9n93cQdbLkWTbyoA4GRmIhdyrlDf2b9iCljZyuk5ODVZtQ5w9uzZQ9euXWnbtq3VscWLF7Nx40b2799PUlISzZs3p1+/fkVB0Nq1a1m4cCFRUVFcvnyZ4cOH07dvX/R6PVB+j4KuKM3c6qJCxTH99S/5y3kZJOVepZVHoFX6LRcP82C9LnhrXQHo7N2Ilh6B/HrpL6u0Dmo7wuu0xc/Rgz+SjwNwl39rfrt0jCca9eG7O6fz3Z3TebhBL9RYL/2r7i7Fmn9Y/Vt6Fu1z9XXCzd+p2KClWXggB9adJutyLoqicHbXJZL+SqPJ3XVv6/NityTSrG8Am+fuZ9XdP7B6wGYOfVU92lFpXDyuRwHqtvQo2ufup8PdX8ffxQQtre4LYM8XZ8m4nIeiKJzeeZkLR6/S4p7b+6Ew5Bmxc7D8KjIUGIsNpqq7tBMpKIqCV/PrNyHOPs44+zmTcsw6aKl/TwPivjxOzpVsFEXhYvTfpB67Qr0+t/dev5S/LlO7teWPf+02vqQcu1K2glSBRq6BqFBxIuN6T0tKgZ7kvDSaudazSv/75RgG1e2Bp8bcU9W+VlOautVje8qhojSBOh8G1OnGO6c33fKzHVR29PZpj69jLXalHC2X8lS1yn5VQ3VUrYeoGjZsSGxsLPv372f16tVF+xVFYcWKFbz22mv4+fkBsGDBAt577z1++eUXwsPDWb58OZMmTaJx48aA+T0Zb775Jl988QUTJkwo9lHQb7/9Nu+++y6LFy+u/MLewFPrgr4wB6NiOcyRlp+Fp9a6Z2DhX5uY1fJ+NveeSb6xkELFyOxD6zl0NcEi3eDADsxoMYiswjzmHtnA+RzzJK8gZy86ejVk1cmfeTPuZ+q71GZ5+zEYFSMfx/9ZYeWsCDmpeTi6a1DbW/5oOnlqyUnLs0rfd057ol6KYdU9P2KnUWPnoKb/ok4EhF7/kTr56wXO7bls/vGq70q7iIY07m0OgK6ey+L83iv0fq4N985tz4VDqWx8ZidaFwea3WsdjFZ32an5OLlrsLuh/ly8tGSlWj/FdMDc1nw//wiv9vkF+2v1N3RJKPXaexWlOb41ifho84+/d7ALnSKDadbHHAA1vtOXnWtOE9DGAzcfHad3XiZuWzK+jVwrtqAVIDctF627o1Xbc/TUkZtmPXeu88zuRC/awcYB61Br7LCzV9PtpTvxaetXlOb8tgQu7buAooBbPXeaDGtO0J31AchLy0XnabkaxbGWI3nFfFZ1V8vBlQxDNiYsv/PSCzLx0Fi3hRUnv2Ry4+Gs7fIiBaZCCk1GXon9hL/05psLNSqebRrJO6e/Idt48/oI9+/C042GkWPIZcmJz7mQW/OCQ1G8ah3geHl5Fbv/7NmzJCcnWzzKWafTERoaSnR0NH369OHgwYMsXbrU4ryuXbsSHR3NhAkTiI6O5qWXXrI43q1bN7Zt21bu5SgNtUqFoliH0CYUVMX0qsxqeT+BTl7cv20pl/L0dPZuxNzWQ3n+0Dr2pV7vmv0mcR8/XDhA99pNWdD2QWYc+Jy9qWfw0roSl3GR7y+Yx65PZ17i87M7GFavc40LcBQTxT50SqVWoZis6/Tnlw6Qfj6Lx364Fzc/J87uSmbz3H0MeKUT9Tr50viuujS5JwAHnT0FOQbifk7kx5l7ML3YgaZ9A8lOySO4mx8Ne5ondgaG1abVoPoc/eZsjQxwFJNCcR13KjUU0yT5/sUjpJ3PZvJPvXH313Fm1xW+mX2IYUtCCelcm+Z3+9Oirz8anT35OQaORV3kqxkHGLygLS3vrct9M1vy68oTfPzIboyFJhrd4UubAQGkJWZXfGHL283qTqUyH7vBnld2kPl3BoO+HoazrwsX9/zN7pe20/2lXvh3qENQr/rUuysEe0d7CnMKOffrWXbO3YZp9h3Uvzuk2P9XN2vn1Z3qFt956mL+nic3Hk4dXW0e2vMSl/OuEubZlGebRLIo9mMOpZ9ieFAfLuReYU/a8Vt+7uak3Wy9tJdOXi34X7MxvHTsQw6mnyy3clWZSp5kXB1V6yGqm/nncc03e5RzamoqBoPhlo96Ls2joPPz863ey1FR9AU5uDjorPa7OTihL7RcUeCv8+D+wA4s+GsjF3KvYlRM7LwSx8bze3i0YW+raxSajPyefIxtl44xOND87pBsQz4nMi5apPs7JxVfR/dyLFXl0HloyM8ssPqyzNMXWK2i0l/I5sg3Z+k7NwyPABfU9moa3OFP26Eh7HrXPNFQ4+yAg858L6BxsqfV/cE0vTeIY9+fM+9zccCvuYfFdT0CXchMrnl30WCuv7zMQqv6y9UXWq2iunohhwNfn2fg/DZ4BjpjZ6+m8R2+hA2rx7ZV5h8JrbM9mmv1p3WyJ3RwEK3C63LoO/Pwq6OLA/1mtWLyT32Y+svdDJjTmqt/5+DXuOa1Pa27I4VZ1m0vPyMfrYflKqqsi5mc/u4kXWb1wLWuG2p7NQHdgmg0uClHPzDfaDg4a7B3NNedg5MDDQc0pv7dIcRvPlX0efkZlr1qBcV8Vk2QWZiNi731d56rvRP6Qstg11frSbh/F16PW8elvFRMmNibdpwfk3Yyqt691HPy4z7/rrxz+pvb+uxCxciOlCPsTDnCfXW6lkt5qpzMwamZAc4/j2u+2aOc/+v4P9co6aOgFy1aZPFOjsDAirs7j8tIwkFtVzQJGMDNQUeAkycn9JaBiOu1L4V8o8Fif56xEFd78xedncr6f7VBMWG69kV8Qn+BQCfLHrP6LrW5lKcve2EqmU9TD4yFJlLOXA9Ac/UFpP+dhW8zD4u0eZnmSdf2WjuL/faO9kXHimPMN+J4bVKtbzMPrp7PsjiedjYTVz/rL+uawL+pO8ZCE5dPX58Dk6MvIC0xG//mlkHHP3XkoLVsXw46u1vWnyHfhM7dodhj+ku5nPwjmea3OYenOqnV2AtToQl9/PW5Svn6fLIuZOLZxPLvqyDLPLnVrpi2V5BZcNPPMBYY0bqZA3WvZt6knUixOJ5y/IrVZ9UEp7P+xl5tTz2n68NzrvZO+Ou8OZ1pOeHc+Z/vPJNlG8s3FuJsr6OhSwDuDs6s6TSHr7st4utui3gwqA+9fEL5utsi6jv7oy7m58+oGDEpNXf147/JHJwaGuD8M3R1s0c5e3p6olKpbvmo59I8CnrmzJno9fqiLTExsTyKU6y0gix+u/QXU5rdh7O9Fq3anmnN+hOrv0BsxgUWtHmQyU3CAYjPusy57BSmNx+A+7Ven5YegUTU78bv1yYRLw0dSR+/ljiozV+mYZ4h9PVvw08XDwLmScrdfJpwp29zABq5+jGyfnc+jv+jwspYUZy9HGl8VwC/Lz1MfmYhhXlGfl18CL/mtfBr4cn3/9vD768dBsC7gRu1glzY+spBctPNd8IXj6QS89kpGvc2DzntXh1LanwGiqJgMpj467sETm+7SNho8/yuVvfX5/BX8fx90PxDc27vZf76/hydxjWpgtKXnYu3luZ312HLkmPkXau/zYv+ok4LD+q28GDDczFELTM/sbR2A1e86jnz48K/yEk3/ygnHr5K9KfxNLvLHKD88e5JrsRnoigKRoOJQ98mcmLbJbo+ZF4GfflMJrl687mp57NZP2U/YcPr4dOg5s3B0XnpCOpVn/2v76EgqwBDnoF9r+3Gs6k3Xs1qs33O78SsND+byj3YA9dAN/a9upt8vXlu2JW/LhO77i8Cr82xOfrhQfRn04va3pkfT5H453maRbYCoPEDzTj93UmuHE1GURTOb0sgac8FGg1qWiXlL4v0wix2XDnM+IaDcbJzRKN2YELDIZzKTORUViL/azaGx0IGAnA+5xJ/51zmqUYP4GpvXn3X1LUeQwJ6sjPlCL9e3s+gHTN4YOfMom39+V/5/fIBHtg5k4TsJOa2fJge3m1wUJm/E9t4NKKXTyi/Ju+vsjoQ5ataz8G5mYYNG+Lu7k5MTAz9+/cHwGAwcPDgQR5//HF0Oh3NmzcnJiaGLl26FJ23d+9eRo0aBVx/FHRERITF8Vs9Clqr1Rb7orGK8vJf3zC9+QA29ZyOWqUiJjWeaQc+AyDI2RuN2vy/z6AYmbTvI55sfA+fd3saRzsNWYY8vkjYwafx2wH48Mw2xob05Nlm/VGrVKTkZ/LSXxvZeSUOgEt56UyP+YzJTcOZ0+oBsg15vH/md77/O6b4zFVzfV9oz9ZXDvJe/81FD/q7f7m56/nquUyMBUYA84TYVT3Y/sZffPzgVgpzDWhdHAgb3YgOD5kDFJfajvwwcy9ZV3IxFprwaeLBsHfvwLepBwB1Wnlx9/OhRM2PITslDycvLeEvhlGvk/XS1ppi4LzW/LTwL14P/xXFBMEdvYhYYX4OUGpCNsZrz/ixd1Az+p3ObF0Zy6qhf1CYa0Trak+X0SF0G9cQAFcfR76acYDMy3kYCxX8mrrx0Hud8W9q7g26dELPp6/FYjSYcHRzIGxYPbqMDqmagpeDTrO6s2/ZbjYN+RIUBd9Qf3ouuQuAzPN6TEVtz44+K+7l4Kr9/Dh6E4a8QhycNTSLaEnzkeYARlfbmR1zfyf3Sg4mg4lajby464178Wxsvsmr2zWQ0Ikd2Dn3D/L1eTj5OtPj5d7UauRZfOaquddPruOphkP5uNMcVKg4nH6K+cc+ACBAV7soGDEoRmYdfYdxwf1Z1X46jnYasg15fP33Nr5KvL3Hfaw99wsjgu5iQsMh5hvi/Axei1vH3v+Ys1NjyBwcVEpxs7qqmW3bttGrVy8KCwuLXsc+Y8YMtmzZwpYtW/D29mbOnDmsW7eO2NhYdDodq1atYuHChWzdupVGjRqxatUqZs2aRVxcHH5+fmzevJmIiAg2b95M586d2bRpE5GRkezZs+e2n5aYkZGBu7s77b6aip1T5QU+tqJXnVNVnYUay8XOejWTuD2nsmvm06Wri8t5NfP5TtWBITuf3/q9g16v/88XWJbWP79LzSYuxE5b+rlYxvw8Yt+cVaF5rWg1sgcHzMvC8/LyaNOmDYWFhYSGhhIVFVX0Aq8JEyaQkpJC7969yc7OpkmTJkRFRRUtKy+vR0ELIYQQovqpET041ZX04JSN9OCUnvTglJ704JSN9OCUXqX24DxVDj04b0kPjhBCCCGqE5mDUzNXUQkhhBBC3Ir04AghhBA2RkWxD9Uu0fk1nQQ4QgghhK2RISoZohJCCCGE7ZEeHCGEEMLGlPV1C7bwqgYJcIQQQghbI0NUEuAIIYQQNskGgpSykDk4QgghhLA50oMjhBBC2BiZgyMBjhBCCGF7ZA6ODFEJIYQQwvZID44QQghhY2SISgIcIYQQwvbIEJUMUQkhhBDC9kgPjhBCCGFjZIhKAhwhhBDC9sgQlQxRCSGEEML2SA+OEEIIYWukB0cCHCGEEMLWyBwcCXCEEEII2yM9ODIHRwghhBC2R3pwhBBCCBujUhRUSum7YcpybnUhAY4QQghha2SISoaohBBCCGF7pAdHCCGEsDGyikp6cIQQQgjbo5TDVgJ5eXlMmDABf39/fH19GTFiBKmpqVbpDh8+jJ+fn9Wm0+mYN28eAJmZmTzzzDM0aNAAPz8/mjZtyksvvYTRaCxRnqQHRwghhBBlMnnyZE6cOEFcXBxarZaHHnqIyMhIoqKiLNK1adOGS5cuWewzGo00atSI0NDQomsdPnyYP/74g4CAAI4dO0bfvn2xt7dn5syZt50nCXCEEEIIG1OZQ1R6vZ6PPvqIbdu24ebmBsCyZcsIDAwkNjaWZs2a3fL8DRs2oNVqGTBgAAC7d+9m/PjxBAQEANCiRQsGDRrE7t27S1QGGaISQgghbE05DVFlZGRYbPn5+VYfFRMTg6IodOzYsWhfQEAAQUFBREdH/2dWly5dytSpU1GpVABERkby4YcfcurUKQD27dvHt99+S2RkZImqQHpwhBBCCFGswMBAi3/PnTu3aK7MP5KTk/Hy8sLe3jKk8PX1JTk5+ZbX37p1KxcuXGDMmDFF++bMmYPRaKRJkyZoNBpMJhOrVq1ixIgRJcq7BDhCCCGEjSmvIarExMSiYScArVZrldZkMhX1vvybWq3GZDLd8nOWLFnCxIkTLa778ssv8/XXX3Po0CFatmzJrl27iIyMRKPRMHr06NsugwQ4QgghhK0ppwf9ubm5WQQ4xfHy8iI9PR1FUSwCnbS0NLy9vW963qFDh9i1axfr1q0r2pefn89LL73EDz/8QOvWrQHo3r07c+fO5fnnny9RgCNzcIQQQggb9E8vTmm2kmjXrh0FBQUcO3asaF9aWhpnzpwpWhlVnCVLljBu3Dg8PT2L9uXm5pKfn49Op7NI6+TkRHp6eonyJT045cB96BnsVQ5VnY0a549RXao6CzVWlr91d7C4Pa4XbOAJZlXINSG3qrNQY5kMeVWdhQrh6+vL0KFDmTJlCl999RUajYZJkyYRFhZGWFgYERER1K1bl2XLlhWdc+7cOTZu3EhsbKzFtTw8POjZsyfPPfcc69atK1qJNW/ePIYMGVKifEkPjhBCCGFrFKXsWwmsXr0af39/QkJCqFOnDjk5OWzatAmAkydPEh8fb5H+tddeY+DAgQQHB1tda8OGDbRs2ZIePXrg7e3NXXfdxf33389bb71VojxJD44QQghhYyr7VQ1ubm588sknxR6LiYmx2rdixYqbXqt27dq8++67JctAMaQHRwghhBA2R3pwhBBCCFtTTquoajIJcIQQQggbozKZt7KcX9PJEJUQQgghbI704AghhBC2RoaoJMARQgghbE1lr6KqjmSISgghhBA2R3pwhBBCCFtTiof1WZ1fw0mAI4QQQtgYGaKSAEcIIYSwPTLJWObgCCGEEML2SA+OEEIIYWNkiEoCHCGEEML2yCRjGaISQgghhO2RHhwhhBDCxsgQlQQ4QgghhO2RVVQyRCWEEEII2yM9OEIIIYSNkSEqCXCEEEII22NSzFtZzq/hZIhKCCGEEDZHenCEEEIIWyOTjCXAEUIIIWyNijLOwSm3nFQdCXCEEEIIWyNPMpY5OEIIIYSwPdKDI4QQQtgYWSYuAY4QQghhe2SSsQxRCSGEEML2SA+OEEIIYWNUioKqDBOFy3JudSEBjhBCCGFrTNe2spxfw8kQlRBCCCFsjvTgVGMOWgcmLB9L10EdUKtVHPr9GG9MfJ/MtCyLdCGt67Foy2yr853dnVi/ZBOfzt9AnQZ+jJk3nNY9m6O2U5ORmsm3b27mx/e2AtC6Z3NeiZpjde2Fka9zeNuxiitkBdE42PFM5J30bN8AtUpFTGwiSz75jYysPIt0jQK9WTH9AavznZ20fPrjPr78+SDrFj1kdVzn6MBv+07x0uooAIbe1Zahd7XBw0VHemYu723cxW/7TlVM4SqBxt6OGf170qdFQ1Qq2Bv/Nws2/YY+x7L+mvh7894jQ6zOd3HU8sG2fby9NRp7tZrHendkYGgzXB21XLiawbIf/2Rf/N8A3N++OXMG9yErL9/iGqNXred8qr7iCllBNA52PDPyTu4Iu9b2jiey9GPrttcwyJsVzxXf9j77YR9fRh1k7eLi297ve0/x0nvX2t7d5rbn7nqt7X21i99raNtz0Ngx4em76dqjCWo1HDpwjjdeiyIzI9ciXUhDHxa9GmF1vrOLlvWf7+bTD7cDYGenJmJMN+4Jb4WjTkNebgGvLvqRwwfPFZ0zcEh7Jky6m/Wf72bN6j8qtoCVSIaoJMCp1p5cMY6gJnV5uOlkCvMLmb5mIrM+n8zM8Jct0sUfOceDdR6z2KdWq1lzciWnD5wFoMO9bTm87S9ef+Jd8nLyaRzWgGW/zeNKYip7Nx8E4PiuOKb1nlcZRatwU0f2ol4dT4Y/t4YCg5G5j/flpQn3MXnpRot0pxJTuG/Suxb71CoVXy0dR1xCMhnZeVbHAd6ZNZy4hMsADOndmrEDOjJl2UZOJabQMNCbpc8MIiklg9izyRVXyAo0c+CdBNf2pN8yc/0tfLAvSyPCefyDbyzSxSWl0HPBexb71CoVP00fR+wFc/1M6tuVO5oG88jqr7l4NYOw4Losi+xHxFtrSUrPBGDL4Tie3/Bz5RSugk0Z3Yt6/p4Mn76GwkIjLzzRlxefvI9nlli2vdPnU+g30brtbXj1etu78TjAqtn/ant9WvPQwI5MWbqR0+evtb2pg7iUmkFsfM1re09OvoegIC8ejlxFYaGR6c8PYNbcQcx8dp1FuvjTl3lw0AqLfWq1ijXrJnA67lLRvhlzBuKgsefpx9egT8/Bu7YrDg52RcdfWPAAGo09iedSK7ZgVUFWUdX8IarExEQ6duyISqXCYDAU7TeZTMyePZuAgAB8fHwIDw8nISHB4tyVK1cSHByMj48P3bp149ChQ5Wb+VtwcnOi79hefDDrc3IycyksMPDe9E8I69uWoKZ1//P8O4Z1pjC/kN3f7wfg27e2sPmD38jLMd8ln9x/hgunkqjfMrBCy1EVnHUa+t/Rgre/3E52XgGFBiMr1/5J51b1qV/H8z/P79OxMQUGI9sPxhd7vEWIHyEBXnz3x1EA7u3ajK9/PcypxBQATiem8OUvB3mgT5vyK1QlcnHUMLh9C17fsoPs/AIKjUaW/fgn3RrXJ8Tnv+uvb+tGFBgN/B5rrr/+7Zrx/rZ9XLyaAcD+sxeIOnqS+9s3r9ByVIV/2t6qL7eTk/uvttf69tpe706NKSw0sv3ATdpeAz9C6v6r7XVrxsathzl9/l9t7+eDDKmBbc/JWUvf+9rwwbu/k5NTQGGhkffe+pWwTg0Iquf1n+ff0asZhQVGdu809161a1+fevW9efH5r9Cn5wCQciWTpIvpRee888YvzH5uPRk39BAJ21CjA5w9e/bQtWtX2rZta3Vs8eLFbNy4kf3795OUlETz5s3p169fURC0du1aFi5cSFRUFJcvX2b48OH07dsXvb56dIk3bh+CSgUn9p4u2pdyIY3kc1do1rnRf54/bNogvlr+Q7HHHDT29BnZA596tdm5aV+55bm6aFrfFxVwPP76ndzlq1kkpWTQsoH/f54/6r4w1m45cNPjo/t3YONvR8grMLclrcaeQoPRIo3G3o7gOv/9pVwdtajrCyo4mni9/pL1WVy8mkHrIL//PH/cHWF8sv16/Tk62FNotJyxqLG3I8S3ZtbPrTQNvtb2zlyvuytp5rbXouFttL1+YazdfOu2981vR8jLv3nbc7C3I7huzavbxk38zN95sReL9qVcyST5kp5mLf77pm5YZGe+Wr+n6N+97mrBtl+PM21mf9Z+M4k16ybQb1A7i3MuJ2eUXwGqm39e1VCWrYar0QFOw4YNiY2NJTIy0mK/oiisWLGC2bNn4+fnh52dHQsWLOD8+fP88ssvACxfvpxJkybRuHFjACZPnoybmxtffPFFpZejOLV83clIzcJ0ww/D1WQ9Hr4etzy3XZ9WeNf1ZOsn1uPJ9z12F99nf86TKx5m8Zg3uHAqqehY006N+PzcKr5MWs3rOxYQ/kjvcilLZfNyd0KflYfRZPkHmqbPwdPd6ZbndmgRRO1aLvy043ixxwP9POjSqj5f/nKwaN+Og/EM6d2a4LpeqFTQqqE//e9oiZuLY9kLUwW8XJzQ51jXX2pWDt4uzrc8t3PDIHzdXfg2JrZo37bYeB6+oz3+Hq6oVSruaBpMr2YNcNddr5+7WzXi11mP8vvzj/HhYw/Qp0WD8i1UJfGs4LbXuXV9vvz5etvbfiCewX3+1fYaXWt7zjWv7dXydCZDn4vJaFl3V9Oy8fC8dbtrF1Yfb29Xtm45WrSvbqAn4QPasv2POEYOfYPXXvmRxyb05s4+ttdzWJx/nmRclq2mq9FzcLy8ir9LOXv2LMnJyXTr1q1on06nIzQ0lOjoaPr06cPBgwdZunSpxXldu3YlOjqaCRMmFHvd/Px88vOvT4TMyKi46F+lVqEUE0ErJhNq9a3f8/rg9EF8+9ZmCgsMVsd+Wr2VXz7eRqf+7Zn1xWTmP7CMg78e5cSe0wz3e5SczFwcNPZ0CG/Hsx88iaunC18u/a7cylUZVCoVSjEDyIqioFLduu5G3xfGhq2HrO6K/zEqPIyo3SdI0+cU7fvouz2oVCoWTeyPs07Lobi/+XbbUe7u1KRsBakiKpWq2Js3k6LwH9XHwz3D+GLXIQqN1+vv5W9/Z3Lfrnz42FAc7NX8EXuW7w/EEujlDsDPR0+x5chJ8goNOGkc6Nu6MUsi7uP5L6PYcuRkeRatwqlv0fbU/1F5o/qH8dUvN297I+8L4+cb2t6ab81tb+GkG9pe55rX9m7W7m6n7h6M7MK3G/dTWHi97jy9nNkXfYboa0NWRw6dZ8uPh7m3fxu2/Vp8EGlT5GWbNTvAuZnkZPPkOl9fX4v9vr6+JCcnk5qaisFgKPb4kSNHbnrdRYsWMX/+/PLPcDEyUrNw8bC+a3H1dEGfknnT8xq0qU/zrk14OeL1m6YpLDCwY+MeuvQPo//jd3Pw16MU5BVQkHf9+K5v9xHS+kfuHnNnjQtw9Fl5uDhZ38G6uTiiz7z5WHujoNq0alSH2W//VOxxTzcn7u3ajIfmfm6x32A08d7GXby3cVfRvkkj7uBU4pVSlqBq6XNycdVprfa76xxJz84r5gyzpv61aVfPn+lf/GixPzu/gIXfbQO2Fe1bPqo/cUnm+skpKCzan1NQyDf7jxFavw4DQ5vVuADnpm3P2ZH022h7c968Rdvr1oyxc6zb3uqvd7H66+tt7+mIOzh1vua1vYyMXFxcrdudq5sjev3N665BQ1+atwzg5bmWE+Bzsgs4+a8JxwBJF9Lp0Llm9g6KkqvRQ1Q3YzKZh3VuvFtXq9WYTKb/PH4zM2fORK/XF22JiYnlnPPrTh88i73Gnvotrk8Cdq3lgn8DP07fZAIiwPDpg4ha8zuZVy2Xe6vtrP9XGwwGjMabl1fj6GC1bLwmOHnuMg72akL+NQ/BzdmRuj7unDh3+abnje7XgR+2HyPjJj/iD97Tjn3Hz5NwMe2Wn6/V2NOvRwu27qlZP87/iL14BQc7NQ3/NUfGXacl0Mud4xduXn8P9wzjm/3H0Ofm3zQNgK+7Cz2bBvPz0ZsvZdba2//ndaqjkwnX2l7ADW3P171o5VNxRvXvwI9/3rztDb+3HfuP3Wbbu6MFv9bAtnf6ZDL29nbUD65dtM/V1RH/OrUsVkbdaPjIzkT9dJjMTMu6OxmXRN2AWhb7Aut5ccWW5938i8pU9q0k8vLymDBhAv7+/vj6+jJixAhSU61Xpx0+fBg/Pz+rTafTMW/evKJ0hYWFzJ8/n5CQEHx8fAgJCeH3338vUZ5sMsD5Z+gqLc3yyyAtLQ1vb288PT1RqVQ3PX4zWq0WNzc3i62ipF/Ws/2raMa/NhYnNyc0jhqeXDGOk/vPcDImnlmfT+bxpaMtzvEJ8qb7kI58/Zr15OJ5G6dzx9DOOGjMnXZte7WkV0R3tn72JwCDJ91H4/YhqNXmJtExvB0Dn7qXda98Y3Wt6i4tI4ff9p3imZF34qzToHWwZ+qoXsSeTebE2WRemnAfk0bcYXGOn5crd7ZvyBebY4q9pk7rwJA+bfjsp/1Wx+rUdsfL3dzb5uXuzKKJ/TkUd4HoownlXrbKkJqVw89HTzFjQE9cHDVo7e2YObAXx/5O5tiFZJZGhDOtXw+Lc/w9XLmrZUM+3m49QbaBjydu13qEgrzcWTF6AF/uOcKZy+a/vyd6dyxanWWnVjEotDm9WjTg4z+L/39RnaVl5PD73hva3phenIg3t70Xn7qPpyOKaXtht9H2frxJ27vW0+vl4czCSdfa3pGEci9bRUu/ms32bScYP+kunJy1aDT2PPnMPZyMS+JkXBKz5t3P40/1sTjHx9eN7nc05et/TS7+R9SPh+k3KJQWrQMAaBtaj7vDW7H+892VUp4qV8mTjCdPnszx48eJi4vj/PnzAFbzYwHatGnDpUuXLLYLFy7g7+9PaGhoUbrRo0dz6NAh9uzZw+XLl/nzzz8JCgoqUZ5scoiqYcOGuLu7ExMTQ//+/QFzb8XBgwd5/PHH0el0NG/enJiYGLp06VJ03t69exk1alRVZdvK8sffYeIbj/DpmTdRqVUc/v0Y8wYvAaBu4zo4aB0s0g+dOoDd3+3nUjF3imsXbmTE/wbz5OvjUKnVpCVd5bVHV7H3J/MP0qWzl3lyxcPUaeCLnYM9SWcusTByRdEzcmqaRR/8wrQxvfnm1UdQXXvQ33Ovm4fagvxqWTwLAyDy3vZsP3iGpJTi7+4G3dmK85eucijugtUxf283Zj96D44ae/IKDGzZFcsHm6LLv1CVaO7XW3l+UC+innsYlUrF3vhEnv7kewDqedfCwd6y/h7q0Z7fY+O5cNW6/prWqc179w3BXq0mMy+fL6OP8MmO6+3qckY2S0aEU9vNGQc7O+KSrvDo6q85kVTzhlkAFl5rextfewSVWsWB45ZtT3ND3UXcd63tXblJ2+vVisSk4tuen7cbsx+7B0etPfkFBrbsjOWDb2pu21u++EcmTu3Lp18+af7OO3COeTO/AsyThm/8ux06ohO7d57kUpL16tcTxy+yYtlmps7oh6enC1evZrP05e85GJNQGUX5f0Wv1/PRRx+xbdu2ohv/ZcuWERgYSGxsLM2aNbvl+Rs2bECr1TJgwAAAfv31V44fP86hQ4eKbroDAgJKnC+VUtxM1hpm27Zt9OrVi8LCQuztzTHbjBkz2LJlC1u2bMHb25s5c+awbt06YmNj0el0rFq1ioULF7J161YaNWrEqlWrmDVrFnFxcfj5/fdSWDBPMnZ3d+dOBmGvcvjvE4SFjFFd/juRKFaW/3/M9hU35Xqhxn/lVSnXBHlmTGkZDHls27MAvV5fYSMARb9LHZ7H3r70q+kMhjy27Xv5tvL622+/0bdvX3Jzc4t+gwHq1avHvHnzGDdu3C3Pb9++PePHj+exx8wPrH300UcJCQnh5MmT/PLLL+h0OqZPn84TTzxRojLYZA8OwIIFC8jLy6NNmzYUFhYSGhpKVFQUOp0OgAkTJpCSkkLv3r3Jzs6mSZMmREVF3XZwI4QQQlRX5fWqhhtXC2u1WrRay8ngycnJeHl5WQQ3cH1hz61s3bqVCxcuMGbMmKJ9J0+e5LfffmPFihW8//777Ny5k4EDB+Lu7s6IESNuuww2MQfnzjvvRFEUi8p1cHBgxYoVXL58matXr/Lrr7/SpInl0sk5c+Zw4cIF0tPT2bNnD507d67srAshhBDVVmBgIO7u7kXbokWLrNKYTKZiH8HxXwt3AJYsWcLEiRMtgqZLly4RHh7OgAEDsLe3p2fPnjz88MN88MEHJcq7zfbgCCGEEP9vldNzcBITEy2GqG7svQHzwp709HSrZ43918KdQ4cOsWvXLtats3zXmJubG+3bt7fY16BBAzZv3lyiIkiAI4QQQtgaBSjhUm+r8+G2Vgy3a9eOgoICjh07RsuWLQFzcHPmzBmLlVE3WrJkCePGjcPT0/I9be3bt+fUKcvHSJw4caLEq6hsYohKCCGEENf9MwenLNvt8vX1ZejQoUyZMgW9Xk9ubi6TJk0iLCyMsLAwIiIimDZtmsU5586dY+PGjUydOtXqeg8//DDvvvsuO3bsAMyTmD/++GNmzJhRojqQAEcIIYQQZbJ69Wr8/f0JCQmhTp065OTksGnTJsA8aTg+3vIBta+99hoDBw4kODjY6lqdOnXinXfe4dFHH8XDw4MJEyawZs0a+vTpY5X2VmSISgghhLA1CmWcg1Oy5G5ubnzyySfFHouJsX6I5YoVK255veHDhzN8+PCSZeIGEuAIIYQQtkZetilDVEIIIYSwPdKDI4QQQtgaE1CWB56XZQVWNSEBjhBCCGFjyutJxjWZDFEJIYQQwuZID44QQghha2SSsQQ4QgghhM2RAEeGqIQQQghhe6QHRwghhLA10oMjAY4QQghhc2SZuAQ4QgghhK2RZeIyB0cIIYQQNkh6cIQQQghbI3NwJMARQgghbI5JAVUZghRTzQ9wZIhKCCGEEDZHenCEEEIIWyNDVBLgCCGEELanjAEONT/AkSEqIYQQQtgc6cERQgghbI0MUUmAI4QQQtgck0KZhplkFZUQQgghRPUjPThCCCGErVFM5q0s59dwEuAIIYQQtkbm4EiAI4QQQtgcmYMjc3CEEEIIYXukB0cIIYSwNTJEJQGOEEIIYXMUyhjglFtOqowEOGWgXGs8BgptojFUNmNBXlVnocYy5quqOgs1lqFQ/ljLwmCQv9vSMhjygeu/HaJiSYBTBpmZmQDs4KcqzkkNtf7bqs6BEEJUuszMTNzd3Sv2Q2SISgKcsqhTpw6JiYm4urqiUlW/O+qMjAwCAwNJTEzEzc2tqrNTo0jdlZ7UXdlI/ZVeda87RVHIzMykTp06Ff9hJhNQhmfZmOQ5OP+vqdVqAgICqjob/8nNza1a/rHXBFJ3pSd1VzZSf6VXneuuwntuRBEJcIQQQghbI0NUEuAIIYQQNkcCHHnQny3TarXMnTsXrVZb1VmpcaTuSk/qrmyk/kpP6k78m0qR9WpCCCGETcjIyMDd3Z27PMdhr9aU+joGUwFb0z5Cr9dX2/lM/0WGqIQQQggboygmlDK8Ebws51YXEuAIIYQQtkZRyvbCTBsY3JE5OEIIIYSwORLgVGN5eXlMmDABf39/fH19GTFiBKmpqTdNv3LlSoKDg/Hx8aFbt24cOnTI4vj69etp2rQpvr6+tG3blt9++83qGm+99RYODg7Mnj27vItTpcq7Lg0GA7Nnz0alUvH+++9XcO6rn5LWZ25uLg8//DAqlYqtW7dWYk5rlsTERDp27IhKpcJgMFR1dqq9m9WXyWRi9uzZBAQE4OPjQ3h4OAkJCVWX0arwzyqqsmwlcLvfCYcPH8bPz89q0+l0zJs3zyp9fHw8Li4ujB07tsRVIAFONTZ58mSOHz9OXFwc58+fByAyMrLYtGvXrmXhwoVERUVx+fJlhg8fTt++fdHr9QDs2LGDRx55hDVr1pCcnMwLL7zAgAEDiI+PL7rGAw88wE8//UTTpk0rvnCVrDzrEqBLly4kJibi6+tbKfmvbkpSnzk5ObRo0YJatWpVZhZrnD179tC1a1fatm1b1VmpEW5VX4sXL2bjxo3s37+fpKQkmjdvTr9+/f5/BY0mU9m3Erjd74Q2bdpw6dIli+3ChQv4+/sTGhp6QxFMjBs3jg4dOpSuDhRRLaWnpysODg7Kzp07i/YlJiYqgHL8+HGr9B06dFBefvlli30NGzZU3n77bUVRFGXYsGHKY489ZnG8T58+ynPPPVf074SEBEVRFKVnz57K888/X25lqWrlXZeKcr2u6tWrp6xevbqCcl49lbQ+DQaDkpiYqCiKogDKL7/8Uml5rUlSUlKUzMxM5ffff1cApbCwsKqzVK3drL5MJpPi6+urfP7550Vpc3JyFBcXF+Wnn36qquxWGr1erwBKH9eRSl+3caXe+riOVABFr9f/52eW9DvhRmvXrlWaNm2qmEwmi/2vvvqqMnbsWGXu3LnKQw89VOK6kB6caiomJgZFUejYsWPRvoCAAIKCgoiOjrZIW1BQwMGDB+nWrZvF/q5duxaljY6OtjrerVs3i2vVq1evvItRLZR3XYLt1tXtKEl9AtjZ2dWIV5pUNS8vL1xcXKo6GzXGzerr7NmzJCcnW/wN63Q6QkNDi22fNquchqgyMjIstvz8fKuPKul3wo2WLl3K1KlTLd7peOLECd5++22WL19e6iqQAKeaSk5OxsvLC3t7y4Vuvr6+JCcnW+xLTU3FYDBYDZf8O21ycvItj9uy8q7L/+9KUp9CVLZ/2uD/979hxWQq8wYQGBiIu7t70bZo0SKrzyrLd8LWrVu5cOECY8aMKdpnNBoZO3Ysr7/+Oh4eHqWuA1kmXk2ZTKZi31CuVqsx3TA2+s+/b0z/77TFXa+4a9mi8q7L/+9KUp9CVDb5Gy5fN76ZvbinRJflO2HJkiVMnDjR4rqLFy+mUaNG9O/fvww5lwCn2vLy8iI9PR1FUSwaTlpaGt7e3hZpPT09UalUpKWlWez/d1ovL69bHrdl5V2X/9+VpD6FqGxeXl6AuT36+/sX7U9LSyMkJKSqslX5zFPeynj+7b2ZvbTfCYcOHWLXrl2sW7euaN+xY8d49913OXjwYOnzfo0MUVVT7dq1o6CggGPHjhXtS0tL48yZM1YzzXU6Hc2bNycmJsZi/969e4vShoWF3fK4LSvvuvz/riT1KURla9iwIe7u7hZ/wwaDgYMHD/7/ap8mpezbbSrtd8KSJUsYN24cnp6eRfsOHDhASkoKISEheHh44OHhwSuvvMIXX3yBh4cHR48eve18SYBTTfn6+jJ06FCmTJmCXq8nNzeXSZMmERYWRlhYGBEREUybNq0o/VNPPcXixYuJi4vDZDLx1ltvcfbsWUaNGlV0/P3332f37t0oisI333xDVFQUjz/+eFUVsdKUd13+f1fS+hSiMtnb2/PEE0/w/PPPk5SURGFhIbNnz8bZ2Zl+/fpVdfZsUmm+E86dO8fGjRuZOnWqxf7Ro0eTnZ1Nenp60fa///2PyMhI0tPTadWq1W3nS4aoqrHVq1czceJEQkJCMJlM9OrVi02bNgFw8uRJi9nsEyZMICUlhd69e5OdnU2TJk2IiorCz88PgPDwcJYsWcLIkSNJTU0lMDCQDRs20Lp166ooWqUrz7oUJatPISrbggULyMvLo02bNhQWFhIaGkpUVBQ6na6qs1Z5FAUow5yjEj7or6TfCa+99hoDBw4kODi49Hn8D/I2cSGEEMJG/PM28V72Q7FXOZT6OgalkN8NX8nbxIUQQghRjSgmytaDU/NXnMkcHCGEEELYHOnBEUIIIWyMYlJQVKWfgWILs1ckwBFCCCFsjQxRSYAjhBBC2BoDhWV6zp+BwvLLTBWRAEcIIYSwERqNBj8/P3Zc+qnM1/Lz80Oj0ZRDrqqGLBMXQgghbEheXh4FBQVlvo5Go8HR0bEcclQ1JMARQgghhM2RZeJCCCGEsDkS4Aghyk1sbCwjR46kbt26+Pv7ExwczNChQzl58mRVZ00I8f+MBDhCiHKxbds2unTpQqtWrYiNjSUpKYnDhw/TqVMntm7dWtXZE0L8PyNzcIQQZZafn0/Dhg2ZOnUqU6ZMsTpuMplQq+V+SghReSTAEUKU2Q8//EBERASpqak1elmpEMJ2yC2VEKLMjh8/TpMmTSS4EUJUGxLgCCHKTDqChRDVjQQ4Qogya9y4MadPn8ZoNFZ1VoQQApAARwhRDu655x7s7Oz48ssviz2elZVVyTkSQvx/J++iEkKUmbOzM++99x6PPfYYBQUFPPjggzg6OnL16lXeeust9Ho9S5curepsCiH+H5FVVEKIcrN7924WLlzI3r17cXBwwMXFhbvuuovnnnuOoKCgqs6eEOL/EQlwhBBCCGFzZA6OEEIIIWyOBDhCCCGEsDkS4AghhBDC5kiAI4QQQgibIwGOEEIIIWyOBDhCCCGEsDkS4AghhBDC5kiAI4QQQgibIwGOEEIIIWyOBDhCCCGEsDkS4AghhBDC5kiAI4QQQgib83+tWyd4ecJbCQAAAABJRU5ErkJggg==\n",
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "scores = grid.cv_results_['mean_test_score'].reshape(-1, 5)\n",
        "# 히트맵을 그립니다\n",
        "heatmap = mglearn.tools.heatmap(\n",
        "    scores, xlabel=\"C\", ylabel=\"max_df\", cmap=\"viridis\", fmt=\"%.3f\",\n",
        "    xticklabels=param_grid['logisticregression__C'],\n",
        "    yticklabels=param_grid['countvectorizer__max_df'])\n",
        "plt.colorbar(heatmap)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wuJ63J1FTfIF"
      },
      "source": [
        "## 7.5 tf–idf로 데이터 스케일 변경\n",
        "\\begin{equation*}\n",
        "\\text{tfidf}(w, d) = \\text{tf} \\times (\\log\\big(\\frac{N + 1}{N_w + 1}\\big) + 1)\n",
        "\\end{equation*}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "4a4eccisTfIF",
        "outputId": "d378a0ed-4c91-477d-b3fc-de528067dde0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최상의 교차 검증 점수: 0.89\n"
          ]
        }
      ],
      "source": [
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.pipeline import make_pipeline\n",
        "pipe = make_pipeline(TfidfVectorizer(min_df=5), LogisticRegression(max_iter=5000))\n",
        "param_grid = {'logisticregression__C': [0.001, 0.01, 0.1, 1, 10]}\n",
        "\n",
        "grid = GridSearchCV(pipe, param_grid, n_jobs=-1)\n",
        "grid.fit(text_train, y_train)\n",
        "print(\"최상의 교차 검증 점수: {:.2f}\".format(grid.best_score_))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "KuMltrrATfIF",
        "outputId": "2583dfb6-bf45-427e-87c6-8df2cf70d9cc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "가장 낮은 tfidf를 가진 특성:\n",
            " ['suplexes' 'gauche' 'hypocrites' 'oncoming' 'songwriting' 'galadriel'\n",
            " 'emerald' 'mclaughlin' 'sylvain' 'oversee' 'cataclysmic' 'pressuring'\n",
            " 'uphold' 'thieving' 'inconsiderate' 'ware' 'denim' 'reverting' 'booed'\n",
            " 'spacious']\n",
            "가장 높은 tfidf를 가진 특성: \n",
            " ['gadget' 'sucks' 'zatoichi' 'demons' 'lennon' 'bye' 'dev' 'weller'\n",
            " 'sasquatch' 'botched' 'xica' 'darkman' 'woo' 'casper' 'doodlebops'\n",
            " 'smallville' 'wei' 'scanners' 'steve' 'pokemon']\n"
          ]
        }
      ],
      "source": [
        "vectorizer = grid.best_estimator_.named_steps[\"tfidfvectorizer\"]\n",
        "# 훈련 데이터셋을 변환합니다\n",
        "X_train = vectorizer.transform(text_train)\n",
        "# 특성별로 가장 큰 값을 찾습니다\n",
        "max_value = X_train.max(axis=0).toarray().ravel()\n",
        "sorted_by_tfidf = max_value.argsort()\n",
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "# 특성 이름을 구합니다\n",
        "feature_names = np.array(vectorizer.get_feature_names_out())\n",
        "\n",
        "print(\"가장 낮은 tfidf를 가진 특성:\\n\",\n",
        "      feature_names[sorted_by_tfidf[:20]])\n",
        "\n",
        "print(\"가장 높은 tfidf를 가진 특성: \\n\",\n",
        "      feature_names[sorted_by_tfidf[-20:]])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "2IoNPNQ0TfIG",
        "outputId": "1b91c08e-71df-4faa-a32e-e9243a4b1188",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "가장 낮은 idf를 가진 특성:\n",
            " ['the' 'and' 'of' 'to' 'this' 'is' 'it' 'in' 'that' 'but' 'for' 'with'\n",
            " 'was' 'as' 'on' 'movie' 'not' 'have' 'one' 'be' 'film' 'are' 'you' 'all'\n",
            " 'at' 'an' 'by' 'so' 'from' 'like' 'who' 'they' 'there' 'if' 'his' 'out'\n",
            " 'just' 'about' 'he' 'or' 'has' 'what' 'some' 'good' 'can' 'more' 'when'\n",
            " 'time' 'up' 'very' 'even' 'only' 'no' 'would' 'my' 'see' 'really' 'story'\n",
            " 'which' 'well' 'had' 'me' 'than' 'much' 'their' 'get' 'were' 'other'\n",
            " 'been' 'do' 'most' 'don' 'her' 'also' 'into' 'first' 'made' 'how' 'great'\n",
            " 'because' 'will' 'people' 'make' 'way' 'could' 'we' 'bad' 'after' 'any'\n",
            " 'too' 'then' 'them' 'she' 'watch' 'think' 'acting' 'movies' 'seen' 'its'\n",
            " 'him']\n"
          ]
        }
      ],
      "source": [
        "sorted_by_idf = np.argsort(vectorizer.idf_)\n",
        "print(\"가장 낮은 idf를 가진 특성:\\n\",\n",
        "       feature_names[sorted_by_idf[:100]])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nunBEh--TfIG"
      },
      "source": [
        "## 7.6 모델 계수 조사"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "eXWpNsNsTfIG",
        "outputId": "745189cc-6a8b-42f1-f207-2dd13160e0ad",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[-0.442, -0.483, -0.119, ...,  0.291, -0.089, -0.368]])"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ],
      "source": [
        "grid.best_estimator_.named_steps[\"logisticregression\"].coef_"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "jz1O9NcHTfIG",
        "outputId": "a34b0cba-2cef-4499-db9b-d971f41550ac",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "mglearn.tools.visualize_coefficients(\n",
        "    grid.best_estimator_.named_steps[\"logisticregression\"].coef_[0],\n",
        "    feature_names, n_top_features=40)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BPky7Z8bTfIH"
      },
      "source": [
        "## 7.7 여러 단어로 만든 BOW (n-그램)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "eVPCUW69TfIH",
        "outputId": "7a6339b1-375e-4e86-d3b6-d79306e85d85",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "bards_words:\n",
            " ['The fool doth think he is wise,', 'but the wise man knows himself to be a fool']\n"
          ]
        }
      ],
      "source": [
        "print(\"bards_words:\\n\", bards_words)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "id": "G3v_cWDiTfIH",
        "outputId": "4c275273-d31f-4f5e-a7ae-0afdc0e924bb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "어휘 사전 크기: 13\n",
            "어휘 사전:\n",
            " ['be' 'but' 'doth' 'fool' 'he' 'himself' 'is' 'knows' 'man' 'the' 'think'\n",
            " 'to' 'wise']\n"
          ]
        }
      ],
      "source": [
        "cv = CountVectorizer(ngram_range=(1, 1)).fit(bards_words)\n",
        "print(\"어휘 사전 크기:\", len(cv.vocabulary_))\n",
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "print(\"어휘 사전:\\n\", cv.get_feature_names_out())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "nmdRM_ppTfIH",
        "outputId": "12d2d481-5580-4ba3-8dd3-2c26c648c022",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "어휘 사전 크기: 14\n",
            "어휘 사전:\n",
            " ['be fool' 'but the' 'doth think' 'fool doth' 'he is' 'himself to'\n",
            " 'is wise' 'knows himself' 'man knows' 'the fool' 'the wise' 'think he'\n",
            " 'to be' 'wise man']\n"
          ]
        }
      ],
      "source": [
        "cv = CountVectorizer(ngram_range=(2, 2)).fit(bards_words)\n",
        "print(\"어휘 사전 크기:\", len(cv.vocabulary_))\n",
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "print(\"어휘 사전:\\n\", cv.get_feature_names_out())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "id": "UzW26A4ITfII",
        "outputId": "832631b4-8c07-4a3c-cbec-14ff245042c6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "변환된 데이터 (밀집 배열):\n",
            " [[0 0 1 1 1 0 1 0 0 1 0 1 0 0]\n",
            " [1 1 0 0 0 1 0 1 1 0 1 0 1 1]]\n"
          ]
        }
      ],
      "source": [
        "print(\"변환된 데이터 (밀집 배열):\\n\", cv.transform(bards_words).toarray())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "PKq6i2PpTfII",
        "outputId": "7ab10568-9507-4437-c9a9-acde6c16abdf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "어휘 사전 크기: 39\n",
            "어휘 사전:\n",
            " ['be' 'be fool' 'but' 'but the' 'but the wise' 'doth' 'doth think'\n",
            " 'doth think he' 'fool' 'fool doth' 'fool doth think' 'he' 'he is'\n",
            " 'he is wise' 'himself' 'himself to' 'himself to be' 'is' 'is wise'\n",
            " 'knows' 'knows himself' 'knows himself to' 'man' 'man knows'\n",
            " 'man knows himself' 'the' 'the fool' 'the fool doth' 'the wise'\n",
            " 'the wise man' 'think' 'think he' 'think he is' 'to' 'to be' 'to be fool'\n",
            " 'wise' 'wise man' 'wise man knows']\n"
          ]
        }
      ],
      "source": [
        "cv = CountVectorizer(ngram_range=(1, 3)).fit(bards_words)\n",
        "print(\"어휘 사전 크기:\", len(cv.vocabulary_))\n",
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "print(\"어휘 사전:\\n\", cv.get_feature_names_out())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "jgALjQ3XTfIJ",
        "outputId": "16b3a68d-9272-4a89-9185-91f7884f987c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최상의 교차 검증 점수: 0.91\n",
            "최적의 매개변수:\n",
            " {'logisticregression__C': 100, 'tfidfvectorizer__ngram_range': (1, 3)}\n"
          ]
        }
      ],
      "source": [
        "pipe = make_pipeline(TfidfVectorizer(min_df=5), LogisticRegression(max_iter=5000))\n",
        "# 매개변수 조합이 많고 트라이그램이 포함되어 있기 때문에\n",
        "# 그리드 서치 실행에 시간이 오래 걸립니다\n",
        "param_grid = {'logisticregression__C': [0.001, 0.01, 0.1, 1, 10, 100],\n",
        "              \"tfidfvectorizer__ngram_range\": [(1, 1), (1, 2), (1, 3)]}\n",
        "\n",
        "grid = GridSearchCV(pipe, param_grid, n_jobs=-1)\n",
        "grid.fit(text_train, y_train)\n",
        "print(\"최상의 교차 검증 점수: {:.2f}\".format(grid.best_score_))\n",
        "print(\"최적의 매개변수:\\n\", grid.best_params_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "id": "l4Hi1f8xTfIJ",
        "outputId": "673c965c-6c4e-41d5-b933-fa3dd756878a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 그리드 서치에서 테스트 점수를 추출합니다\n",
        "scores = grid.cv_results_['mean_test_score'].reshape(-1, 3).T\n",
        "# 히트맵을 그립니다\n",
        "heatmap = mglearn.tools.heatmap(\n",
        "    scores, xlabel=\"C\", ylabel=\"ngram_range\", cmap=\"viridis\", fmt=\"%.3f\",\n",
        "    xticklabels=param_grid['logisticregression__C'],\n",
        "    yticklabels=param_grid['tfidfvectorizer__ngram_range'])\n",
        "plt.colorbar(heatmap)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "id": "-EtgTW3DTfIK",
        "outputId": "5f28acae-b82d-4a60-c606-425f7f4fd5e6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 특성 이름과 계수를 추출합니다\n",
        "vect = grid.best_estimator_.named_steps['tfidfvectorizer']\n",
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "feature_names = np.array(vect.get_feature_names_out())\n",
        "coef = grid.best_estimator_.named_steps['logisticregression'].coef_\n",
        "mglearn.tools.visualize_coefficients(coef[0], feature_names, n_top_features=40)\n",
        "plt.ylim(-22, 22)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "id": "TUUh0oMXTfIL",
        "outputId": "54dab30c-44d5-4ba8-e2b3-c710fa36e19c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 409
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x500 with 1 Axes>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 트라이그램 특성을 찾습니다\n",
        "mask = np.array([len(feature.split(\" \")) for feature in feature_names]) == 3\n",
        "# 트라이그램 특성만 그래프로 나타냅니다\n",
        "mglearn.tools.visualize_coefficients(coef.ravel()[mask],\n",
        "                                     feature_names[mask], n_top_features=40)\n",
        "plt.ylim(-22, 22)\n",
        "plt.show() # 책에는 없음"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iztdGTRnTfIL"
      },
      "source": [
        "## 7.8 고급 토큰화, 어간 추출, 표제어 추출"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FKB-MnGsTfIL"
      },
      "source": [
        "nltk와 spacy를 설치합니다."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "id": "qZszT_cATfIM"
      },
      "outputs": [],
      "source": [
        "!pip install -q nltk spacy\n",
        "\n",
        "import spacy\n",
        "\n",
        "try:\n",
        "    en_nlp = spacy.load('en_core_web_sm')\n",
        "except:\n",
        "    !pip install spacy\n",
        "    !python -m spacy download en"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "id": "EFBkUcQQTfIM"
      },
      "outputs": [],
      "source": [
        "import spacy\n",
        "import nltk\n",
        "\n",
        "# spacy의 영어 모델을 로드합니다\n",
        "en_nlp = spacy.load('en_core_web_sm')\n",
        "# nltk의 PorterStemmer 객체를 만듭니다\n",
        "stemmer = nltk.stem.PorterStemmer()\n",
        "\n",
        "# spacy의 표제어 추출과 nltk의 어간 추출을 비교하는 함수입니다\n",
        "def compare_normalization(doc):\n",
        "    # spacy로 문서를 토큰화합니다\n",
        "    doc_spacy = en_nlp(doc)\n",
        "    # spacy로 찾은 표제어를 출력합니다\n",
        "    print(\"표제어:\")\n",
        "    print([token.lemma_ for token in doc_spacy])\n",
        "    # PorterStemmer로 찾은 토큰을 출력합니다\n",
        "    print(\"어간:\")\n",
        "    print([stemmer.stem(token.norm_.lower()) for token in doc_spacy])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {
        "scrolled": true,
        "id": "8KhzAqPFTfIM",
        "outputId": "1497b432-6dcc-4e77-a873-0655a6f60f09",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "표제어:\n",
            "['our', 'meeting', 'today', 'be', 'bad', 'than', 'yesterday', ',', 'I', 'be', 'scared', 'of', 'meet', 'the', 'client', 'tomorrow', '.']\n",
            "어간:\n",
            "['our', 'meet', 'today', 'wa', 'wors', 'than', 'yesterday', ',', 'i', 'am', 'scare', 'of', 'meet', 'the', 'client', 'tomorrow', '.']\n"
          ]
        }
      ],
      "source": [
        "compare_normalization(u\"Our meeting today was worse than yesterday, \"\n",
        "                       \"I'm scared of meeting the clients tomorrow.\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "id": "RkIqg5k2TfIM"
      },
      "outputs": [],
      "source": [
        "# 요구사항: spacy에서 표제어 추출 기능과 CountVectorizer의 토큰 분할기를 사용합니다.\n",
        "\n",
        "# spacy의 언어 모델을 로드합니다\n",
        "en_nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])\n",
        "\n",
        "# spacy 문서 처리 파이프라인을 사용해 자작 토큰 분할기를 만듭니다\n",
        "# (우리만의 토큰 분할기를 사용합니다)\n",
        "def custom_tokenizer(document):\n",
        "    doc_spacy = en_nlp(document)\n",
        "    return [token.lemma_ for token in doc_spacy]\n",
        "\n",
        "# 자작 토큰 분할기를 사용해 CountVectorizer 객체를 만듭니다\n",
        "lemma_vect = CountVectorizer(tokenizer=custom_tokenizer, min_df=5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "id": "nJEb7eb5TfIM",
        "outputId": "60b0e4d9-213a-49e3-e110-027cf2f03e61",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/feature_extraction/text.py:525: UserWarning: The parameter 'token_pattern' will not be used since 'tokenizer' is not None'\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X_train_lemma.shape: (25000, 21880)\n",
            "X_train.shape: (25000, 27271)\n"
          ]
        }
      ],
      "source": [
        "# 표제어 추출이 가능한 CountVectorizer 객체로 text_train을 변환합니다\n",
        "X_train_lemma = lemma_vect.fit_transform(text_train)\n",
        "print(\"X_train_lemma.shape:\", X_train_lemma.shape)\n",
        "\n",
        "# 비교를 위해 표준 CountVectorizer를 사용합니다\n",
        "vect = CountVectorizer(min_df=5).fit(text_train)\n",
        "X_train = vect.transform(text_train)\n",
        "print(\"X_train.shape:\", X_train.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "scrolled": true,
        "id": "A0wvXVLRTfIN",
        "outputId": "73da0aa0-5e21-41f9-c7c2-1e418eb33f80",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "최상의 교차 검증 점수 (기본 CountVectorizer): 0.719\n",
            "최상의 교차 검증 점수 (표제어): 0.717\n"
          ]
        }
      ],
      "source": [
        "# 훈련 세트의 1%만 사용해서 그리드 서치를 만듭니다\n",
        "from sklearn.model_selection import StratifiedShuffleSplit\n",
        "\n",
        "param_grid = {'C': [0.001, 0.01, 0.1, 1, 10]}\n",
        "cv = StratifiedShuffleSplit(n_splits=5, test_size=0.99,\n",
        "                            train_size=0.01, random_state=0)\n",
        "grid = GridSearchCV(LogisticRegression(max_iter=5000), param_grid, cv=cv, n_jobs=-1)\n",
        "# 기본 CountVectorizer로 그리드 서치를 수행합니다\n",
        "grid.fit(X_train, y_train)\n",
        "print(\"최상의 교차 검증 점수 \"\n",
        "      \"(기본 CountVectorizer): {:.3f}\".format(grid.best_score_))\n",
        "# 표제어를 사용해서 그리드 서치를 수행합니다\n",
        "grid.fit(X_train_lemma, y_train)\n",
        "print(\"최상의 교차 검증 점수 \"\n",
        "      \"(표제어): {:.3f}\".format(grid.best_score_))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fWq_286-TfIO"
      },
      "source": [
        "## 7.9 토픽 모델링과 문서 군집화\n",
        "### 7.9.1 LDA"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "id": "26HfOZ-FTfIO"
      },
      "outputs": [],
      "source": [
        "vect = CountVectorizer(max_features=10000, max_df=.15)\n",
        "X = vect.fit_transform(text_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "id": "YAVOB2iJTfIO"
      },
      "outputs": [],
      "source": [
        "from sklearn.decomposition import LatentDirichletAllocation\n",
        "lda = LatentDirichletAllocation(n_components=10, learning_method=\"batch\",\n",
        "                                max_iter=25, random_state=0, n_jobs=-1)\n",
        "# 모델 생성과 변환을 한 번에 합니다\n",
        "# 변환 시간이 좀 걸리므로 시간을 절약하기 위해 동시에 처리합니다\n",
        "document_topics = lda.fit_transform(X)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "id": "a0LeqH7TTfIO",
        "outputId": "9ae46239-7047-415a-cc04-1cb16f36f492",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "lda.components_.shape: (10, 10000)\n"
          ]
        }
      ],
      "source": [
        "print(\"lda.components_.shape:\", lda.components_.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {
        "id": "uWCu657pTfIO"
      },
      "outputs": [],
      "source": [
        "# 토픽마다(components_의 행) 특성을 오름차순으로 정렬합니다\n",
        "# 내림차순이 되도록 [:, ::-1] 사용해 행의 정렬을 반대로 바꿉니다\n",
        "sorting = np.argsort(lda.components_, axis=1)[:, ::-1]\n",
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "# CountVectorizer 객체에서 특성 이름을 구합니다.\n",
        "feature_names = np.array(vect.get_feature_names_out())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "id": "SM1jVnf7TfIP",
        "outputId": "1a3f9518-9cfb-4041-85a1-7c1a0b7bf15e",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "topic 0       topic 1       topic 2       topic 3       topic 4       \n",
            "--------      --------      --------      --------      --------      \n",
            "between       war           funny         show          didn          \n",
            "family        world         comedy        series        saw           \n",
            "young         us            guy           episode       thought       \n",
            "real          american      re            tv            am            \n",
            "us            our           laugh         episodes      got           \n",
            "director      documentary   stupid        shows         10            \n",
            "work          history       thing         season        thing         \n",
            "beautiful     years         fun           new           want          \n",
            "both          new           jokes         years         watched       \n",
            "each          own           actually      musical       now           \n",
            "\n",
            "\n",
            "topic 5       topic 6       topic 7       topic 8       topic 9       \n",
            "--------      --------      --------      --------      --------      \n",
            "action        kids          role          performance   house         \n",
            "effects       action        cast          role          horror        \n",
            "horror        children      john          john          killer        \n",
            "nothing       animation     version       cast          gets          \n",
            "budget        game          novel         actor         woman         \n",
            "original      disney        both          oscar         wife          \n",
            "director      fun           played        jack          girl          \n",
            "script        old           young         plays         goes          \n",
            "minutes       10            director      joe           dead          \n",
            "doesn         kid           performance   performances  around        \n",
            "\n",
            "\n"
          ]
        }
      ],
      "source": [
        "# 10개의 토픽을 출력합니다\n",
        "mglearn.tools.print_topics(topics=range(10), feature_names=feature_names,\n",
        "                           sorting=sorting, topics_per_chunk=5, n_words=10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "id": "qiBABfRNTfIP"
      },
      "outputs": [],
      "source": [
        "lda100 = LatentDirichletAllocation(n_components=100, learning_method=\"batch\",\n",
        "                                   max_iter=25, random_state=0, n_jobs=-1)\n",
        "document_topics100 = lda100.fit_transform(X)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "id": "hUNI6qf6TfIP"
      },
      "outputs": [],
      "source": [
        "topics = np.array([7, 16, 24, 25, 28, 36, 37, 41, 45, 51, 53, 54, 63, 89, 97])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "metadata": {
        "id": "3Rl9CGvUTfIP",
        "outputId": "97fea477-de82-4da1-f7ad-b8584a088c2b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "topic 7       topic 16      topic 24      topic 25      topic 28      \n",
            "--------      --------      --------      --------      --------      \n",
            "horror        minutes       joe           car           beautiful     \n",
            "creepy        didn          years         gets          real          \n",
            "atmosphere    worst         young         guy           beautifully   \n",
            "house         thing         new           around        canadian      \n",
            "de            wasn          past          down          romantic      \n",
            "thriller      boring        city          kill          scenery       \n",
            "suspense      terrible      true          goes          between       \n",
            "dark          nothing       cowboy        killed        simple        \n",
            "mystery       got           midnight      take          wonderful     \n",
            "scary         going         memories      going         true          \n",
            "director      thought       place         away          highly        \n",
            "mysterious    pretty        modesty       find          amazing       \n",
            "blood         10            childhood     police        truly         \n",
            "fans          stupid        come          head          moving        \n",
            "strange       whole         kirk          house         young         \n",
            "vampire       horrible      between       another       romance       \n",
            "haunted       guy           age           right         cinematography\n",
            "quite         re            york          guys          each          \n",
            "hitchcock     actually      jon           getting       realistic     \n",
            "genre         ending        us            takes         feel          \n",
            "\n",
            "\n",
            "topic 36      topic 37      topic 41      topic 45      topic 51      \n",
            "--------      --------      --------      --------      --------      \n",
            "performance   japanese      jane          music         superman      \n",
            "role          german        tarzan        rock          evil          \n",
            "actor         american      code          song          world         \n",
            "cast          hitler        jungle        songs         flying        \n",
            "actors        japan         stanwyck      band          tim           \n",
            "performances  history       pre           soundtrack    super         \n",
            "play          germany       baby          roll          humans        \n",
            "excellent     russian       barbara       fan           hero          \n",
            "oscar         nazi          tribe         prince        men           \n",
            "roles         von           swim          metal         clark         \n",
            "supporting    historical    mate          voice         dragon        \n",
            "played        european      ape           singer        robots        \n",
            "actress       actors        mexico        concert       comics        \n",
            "wonderful     nazis         harris        years         plane         \n",
            "screen        accurate      savage        especially    apes          \n",
            "brilliant     quite         randy         hear          real          \n",
            "director      during        underwater    singing       new           \n",
            "every         wwii          men           playing       burton        \n",
            "superb        culture       cannibal      played        earth         \n",
            "plays         facts         brent         sing          planet        \n",
            "\n",
            "\n",
            "topic 53      topic 54      topic 63      topic 89      topic 97      \n",
            "--------      --------      --------      --------      --------      \n",
            "musical       budget        monster       gore          didn          \n",
            "stage         actors        pretty        zombie        ending        \n",
            "broadway      low           fun           dead          felt          \n",
            "numbers       director      re            horror        found         \n",
            "star          script        creature      zombies       part          \n",
            "number        camera        effects       blood         going         \n",
            "production    poor          80            flesh         thought       \n",
            "song          money         flick         gory          left          \n",
            "songs         effects       cheesy        eating        again         \n",
            "singing       production    stuff         living        interesting   \n",
            "show          nothing       actually      flick         bit           \n",
            "studio        shot          friday        fulci         maybe         \n",
            "streisand     work          looking       fun           care          \n",
            "voice         look          looks         romero        enough        \n",
            "big           waste         hardy         effects       however       \n",
            "hollywood     worst         kind          budget        wasn          \n",
            "play          awful         flicks        body          seemed        \n",
            "cagney        making        stan          re            between       \n",
            "hit           terrible      special       actually      quite         \n",
            "screen        special       guy           fans          point         \n",
            "\n",
            "\n"
          ]
        }
      ],
      "source": [
        "sorting = np.argsort(lda100.components_, axis=1)[:, ::-1]\n",
        "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n",
        "# 대신 get_feature_names_out()을 사용합니다.\n",
        "feature_names = np.array(vect.get_feature_names_out())\n",
        "mglearn.tools.print_topics(topics=topics, feature_names=feature_names,\n",
        "                           sorting=sorting, topics_per_chunk=5, n_words=20)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {
        "id": "PSpAL6wjTfIP",
        "outputId": "1d962004-74e5-4ab2-c841-644a0890f017",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "b'I love this movie and never get tired of watching. The music in it is great.\\n'\n",
            "b'I love this movie!!! Purple Rain came out the year I was born and it has had my heart since I can remember. Prince is so tight in this movie.\\n'\n",
            "b\"What happens to washed up rock-n-roll stars in the late 1990's? They launch a comeback / reunion tour. At least, that's what the members of Strange Fruit, a (fictional) 70's stadium rock group do.\\n\"\n",
            "b\"I enjoyed Still Crazy more than any film I have seen in years. A successful band from the 70's decide to give it another try.\\n\"\n",
            "b'As a big-time Prince fan of the last three to four years, I really can\\'t believe I\\'ve only just got round to watching \"Purple Rain\". The brand new 2-disc anniversary Special Edition led me to buy it.\\n'\n",
            "b'I thought this movie was fantastic. It was hilarious.\\n'\n",
            "b\"The funky, yet strictly second-tier British glam-rock band Strange Fruit breaks up at the end of the wild'n'wacky excess-ridden 70's. The individual band members go their separate ways and uncomfortably settle into lackluster middle age in the dull and uneventful 90's: morose keyboardist Stephen Rea winds up penniless and down on his luck, vain, neurotic, pretentious lead singer Bill Nighy tries (and fails) to pursue a floundering solo career, paranoid drummer Timothy Spall resides in obscurity on a remote farm so he can avoid paying a hefty back taxes debt, and surly bass player Jimmy Nail installs roofs for a living.\\n\"\n",
            "b\"Surviving Christmas (2004) Ben Affleck, James Gandolfini, Christina Applegate, Catherine O' Hara, Josh Zuckerman, Bill Macy, Jennifer Morrison, Udo Kier, D: Mike Mitchell. Dumped by his girlfriend, a hotshot yuppie doesn't want to be left alone on Christmas so he decides to return to his boyhood home, imposing on the dysfunctional family that now lives there and bribes them to pose as his family.\\n\"\n",
            "b\"This movie is sort of a Carrie meets Heavy Metal. It's about a highschool guy who gets picked on alot and he totally gets revenge with the help of a Heavy Metal ghost.\\n\"\n",
            "b'This film is the most cult movie on metal there is. Premise: A kid gets a hold of the final recording of his favorite artist Sammy Curr who recently dies in a hotel fire.\\n'\n"
          ]
        }
      ],
      "source": [
        "# 음악적인 토픽 45를 가중치로 정렬합니다\n",
        "music = np.argsort(document_topics100[:, 45])[::-1]\n",
        "# 이 토픽이 가장 비중이 큰 문서 다섯개를 출력합니다\n",
        "for i in music[:10]:\n",
        "    # 첫 두 문장을 출력합니다\n",
        "    print(b\".\".join(text_train[i].split(b\".\")[:2]) + b\".\\n\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "id": "ur8T3U3KTfIQ",
        "outputId": "0e985ca9-8156-4762-8f03-21df7a2acd15",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ],
            "image/png": 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\n",
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, ax = plt.subplots(1, 2, figsize=(10, 10))\n",
        "topic_names = [\"{:>2} \".format(i) + \" \".join(words)\n",
        "               for i, words in enumerate(feature_names[sorting[:, :2]])]\n",
        "# 두 개의 열이 있는 막대 그래프\n",
        "for col in [0, 1]:\n",
        "    start = col * 50\n",
        "    end = (col + 1) * 50\n",
        "    ax[col].barh(np.arange(50), np.sum(document_topics100, axis=0)[start:end])\n",
        "    ax[col].set_yticks(np.arange(50))\n",
        "    ax[col].set_yticklabels(topic_names[start:end], ha=\"left\", va=\"top\")\n",
        "    ax[col].invert_yaxis()\n",
        "    ax[col].set_xlim(0, 2000)\n",
        "    yax = ax[col].get_yaxis()\n",
        "    yax.set_tick_params(pad=130)\n",
        "plt.tight_layout()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ppix2caTTfIQ"
      },
      "source": [
        "## 7.10 요약 및 정리"
      ]
    }
  ],
  "metadata": {
    "anaconda-cloud": {},
    "environment": {
      "kernel": "python3",
      "name": "common-cpu.m102",
      "type": "gcloud",
      "uri": "gcr.io/deeplearning-platform-release/base-cpu:m102"
    },
    "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": "3.7.12"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}