"
]
},
{
"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": "398b2cd5-7c98-4a7d-a4e3-5f5d00c60f1f",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"debconf: 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 ... 124947 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",
" 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": "16542839-cdbd-4be2-b898-bc0dbe3cade3",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"./data\n",
"./data/aclImdb\n",
"./data/aclImdb/train\n",
"./data/aclImdb/train/neg\n",
"./data/aclImdb/train/pos\n",
"./data/aclImdb/train/unsup\n",
"./data/aclImdb/test\n",
"./data/aclImdb/test/neg\n",
"./data/aclImdb/test/pos\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": "5b45fabb-ec51-46e9-b92a-f4855777eae6",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"text_train의 타입: \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.
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.
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\" \", b\" \") for doc in text_train]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "oZr6AhbzTfH0",
"outputId": "2f71faf1-f299-477d-99c1-beed67126afd",
"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": "6d509833-88ef-4a78-880d-2a45745316e2",
"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\" \", 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": "0716ac49-e8b5-422c-9e97-c898fad1768a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 80
}
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"CountVectorizer()"
],
"text/html": [
"
CountVectorizer()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
CountVectorizer()
"
]
},
"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": "b1943862-f748-45ab-e86d-578236596ccb",
"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": "fdf97265-26b6-432f-cffc-ebab2b449d36",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"BOW: \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": "1f2e00eb-019f-43c9-b594-e2e3b66d1fe2",
"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": "74619027-dd74-4e5e-d5ea-70294fcb8a3d",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"X_train:\n",
" \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": "8b861a95-a509-49a3-d1d9-e733d49f9169",
"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": "196e607f-526b-4b94-be7f-effe52b7e3f3",
"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": "0cfe5321-d9a4-40a8-b8f5-53f3fbefb7b0",
"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": "cc29b913-b480-4463-afbe-bf1da42d9bf3",
"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": "18f22f5d-e470-4f18-cd57-55478e52993e",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"min_df로 제한한 X_train: \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": "fe160206-d3dc-4781-d546-1f30cc565e56",
"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": "35774798-b33e-4d6b-e4b1-5f79e718b487",
"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": "eea23253-01d5-4409-da34-d4c37f61027a",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"불용어 개수: 318\n",
"매 10번째 불용어:\n",
" ['i', 'per', 'thereupon', 'hers', 'they', 'thin', 'upon', 'another', 'behind', 'if', 'bill', 'six', 'be', 'co', 'wherein', 'sometimes', 'myself', 'already', 'everywhere', 'etc', 'rather', 'couldnt', 'whoever', 'his', 'we', 'that', 'on', 'out', 'with', 'across', 'him', 'five']\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": "f8decc7e-f0e8-4d25-86dd-3a38bdf7169a",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"불용어가 제거된 X_train:\n",
" \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": "ab62175b-d638-4a76-d73e-1443e0919baf",
"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": "66a9836a-2246-49f1-b126-d9c7c0baf38d",
"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": "dcc7fac3-f48f-460a-8273-9b890311f1f0",
"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": "11d2b5c1-a056-4075-e8cc-9408528602c6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 423
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\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": "06e888da-ed71-4ebb-b7b0-02e55583fd4d",
"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": "e6d4c052-679e-42e4-c155-515a89be6044",
"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": "e3440abf-4f41-4858-bd11-71952cabab1a",
"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": "6865f936-7d3c-42e3-c397-7f290127328f",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[-0.358, -0.491, 0.006, ..., 0.199, -0.124, -0.371]])"
]
},
"metadata": {},
"execution_count": 32
}
],
"source": [
"grid.best_estimator_.named_steps[\"logisticregression\"].coef_"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"id": "jz1O9NcHTfIG",
"outputId": "2e1cb2b6-5274-4d58-c54a-7cf96eaabfa3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 429
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n",
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Ki0FXsg1Q7EKC3LKUqi3ZedLwuqQth/vPH+dpYqZ70byqoWnQlTSRROUcIumCBQ/6ZBGBegfkGksxW/N3ZF81Dh4O91NQ/Nc8+6xLwcmlVlQMupJ90jKOkVlh+hXNOEJiBAavJ4VeZv949c+J8dwILgWGyLfaPYEryer2GxIsKdqurdGRUDoFTEe/NPss1/vdTDrnIVwFpUBu1cKg6/kivFIUTYqHiOIZhV5OpAtbL/N92N3srrU2ojKqQtw/zUSZgMIzBqQzjUZYdCVnhPRcKOLKIsdTznrMJ4ueXFxKk6DG/vkaP91+VNGmsWr2a2IHtqOkqu/WEYOucyToNpzuDfqgD1jCYPFqPOgNWc73FyupgEqUnUeO3tA16Eq6VNtnCVVpAkHd/eZSsq/PHfiGvHp79dsM2ZBQTaK6b1TDomvJotDTw9EI7ZwGDUyY184xLvhinYIY0gyH5bQ1QCE5+5iloW/QlfQxVKEbMISKYNAtZMYYCVHXc5fHuNaQrPn2DFnWs8jIeBoRsehasvpkwqIFdkEwjZoaCes+22Ld+viEkP24nVG7oGMrQoxb5TDoSqJRPxeKPmwGY5Y9iuEYGBK6KB1I/54Oh7mZlqHvueiOheVp0JU8lZlH8e9RDCflqQsC3iHRWFLl93bFbXd9tV+WCRSsmYIvrUwYdCV57dnQM+KCwlUG/MaYCRCJSEsz7/7jDEVQ8LFocmUpGnQlRaRUUTN/3CrcpagtsdAF0S7jxRr2Znd//WCy/ZlJFp1GJ9yuRhEsuv6yan+rxz/MMdSYmF7F5eXFgb5uOTG/3X42Kf93BEPcReSEpUgjIhZd6Z9+LrskUZ9FNmjvtE+BA6repcxpd3hhbXluUSyqk1yfm2m5G3Qdd727iCxek3RBIcC6QqL9KLRYsE8rToeb7czyGNKkMRTc8UZeLLqSLoZEEHKCLMrVJVzElai9vYtJ6tPhOwJjhBCJj1EadbHoSu4e1YAjLxgnLtfdlExOpTItVgPXD7tPM0u5MDJGxC1pFMaiK2nqE1pTzqyPy/K6BomiAsPBaVWwQNOM5adPc4VA1G0BiUVaeTHoWsKiT5JAZueR2A4M+kVzAiRQS6FxGsL3N9vDDF1d0wyOXKsWBl1JlzXNcYkxGD0N9fmE2ivty+Iy9PtGA+dSD+RskEuQaxZ3LbqWcMLEQdByHrWV5qPgjUJreWnfCNr90/X8qgHi4JiQ2LpWJQy6knFSlWBmXSHzmtXpsrFuqLqlIXyz3e9uP36e3TlDlamrUbld1bPoSqpFNwgxAFLW4apdUgLSUbSpfmkhZjejupAVbUMR16wMWHQtST1aq8UexEE06YBtFN7ZLSZ1j08Pnx52s2kyE0pfRBnXaIFFVzIVqbPfOZdj1I3Ikmpkw/hdYrq7+/RK8oCQrpsaqCQbxgZdxxjDfMQdh6RkbddibW9FQAAP+dbsqFntalOjuV3s3fWMd8cHWWurr/XOoCu98/qkryDRFZSBQ90mgme5PtN4oRqclmcm4suLYhz1AU96ERsPDLrSg6DPkNKzQ1nPgybtBUONgShelqL27fZuhiPSK2QrQo2IWHTtVT62PCP8BVzXSGNdB0vCr+wNIHczO4YvbQbMzV/dPCt6vLvxxKBrPUEsDxy1XUqfJAN5hej4RIvrNE1kxOgmPo76+7u7LXyc449CF3c0UKs/Bl3JX8vfEDP+T9kP2kkqDq7gbizN5o+7/dXDbnYpkqG9wp59qzsGXctUHzygT37PCRBmunhySMNksdbdHprtlmY7qVGe5z28w2zgZ5COepytlRuDrnRKWzI56RsIRPehQc1jTnjUnUvjZ7/77SQ4c6MlOaUDPo22WHQlXdFlIUIoRXxKut4QkPxAHMNy18RuphxIesG5TmTL0aDrOCYt/31KUffN45A9xp32T0TtKnuZ46/372c4ehSbEkK7c2HRtdcxo+hB6cOJ5NtX8XaHdkXk5tW9w6S7evpMtEY2LLr2IiOspIjcJ4KzbnO5oE97KHkxyNxsP2CCvbxv27NHYMBsaDc1DLiSu15ABBsugqRdQzxSLqTe4v2S5E1r63N76In1+CUquEYgLLqSbNCGUEfkdNVEi9uYtU4sejhrKZN9//m1oaEHXUPUZRPL2KBrGetRbIgaBR2lrKsQCPVSVyIWdgO2DzZF3F5/Xh4a2qmh511b9TDoSva6Ue0KIkzRhzdkjY6CsVHiYsvNh6eZghwV0qhram2Lq0XXc0TtDUaSfF2+q09HKJwX2wLfP+z2+12fe39FGsVsCZrwNqQN+idIFxT3pM+aG4LeKFWQKIudrc8lGYLy8nBAXRtybFfvDLiSc866G0Ck7bdeF2o8RFrq+1qWB8Nht13uH0YlOgrmddvYatGVlOuCPYpJABhh2oOIcIrcApnTn6lfZpKMjEQqap9UI88WXesCrCHLCxpMtJ4ZtUlPa/fF4Lg9/Gr7Jl7hjjJYCjS1kQ+LruOeSeeWiznomT2NLdo/gTifaSm22JrmlT0PWB6ZkNs0omLRlcy1dd0HlIlMSKiD9ke7kB0yqW9eVv/wtLwNlmMacTGkbZS16ErunjDR9RrrKxNql0JEARx8XMxGXhwx37FFk3UDoiRqx9EErnQIMRTZiAo60mzWXKvULb7F7vTHJwTRmSwW00fLitA20Vp0JcuIigw1O8K7vjtJt07ZR13MX5RHs3F+9X+z1VbO2u+QuO2ntehKwvqABGF9jhdqdd2LJ3GJsk7Vb1y5ss1DD7vlAxa5xBG1Um77bC261o2i50DLsQFOwznBKBzDZP3WRYcPzW+P88vdGQShidI23Vp0pQOIq6yvoIiBo+a0hVBDJ+1eXVxzuP24KC/F1VcrUttqa9GVdPXhQjGqtkjUBBfFDjs90vyt+wk3V3N0UerqymKztmbA9WSJUEoGbd+ouV7WBlV90Ox36PgMXVS9qHnhUcPXoCtPbJEetHb4INLsoOuVSesd1fOl0fD+lQSrYJzormDbNWvRtXT15R1BdHlV95/1AU6+EIIvf195M0MZlW1N6tuXiBp07Zm4pA8kKQHlbqqNkvqYDz1EtDR+bxuF6JZav6KuZV4o1LbTWnQt9TJSDEgORLeDYC8Ur7sPYTHEbKf98v89ZbZmnbWW8FNYb+ug30HPgctAmD081l5YPdukDzX9o77CH/4+KPJ86vL5h+u7AXTe/OfV4enup6uHp8PP2n98/eZ6dxMoleGv98MvX30QmRahevP1VMeiDe3DPdqY9nyPJ0P1ZZm6cJtqjwUS5gYz1/zkmrau5zp79MifPlwq6hsBlkbEG+K5XednBoitMKAP5zYUJvAVDrizuF2SoiwnnG/ILXBAlZp91reZGA4TOMshj+l4g4ser0Ft5312i5dh4Sp0z8s+MmgO037NIOg4rCPRY6QW7beQRIuLlQvXQJ+EmDT3FctgAl9hwLXfV6tcXgwYS9dA3JiCnvm0DCZw8S7owW09TQE6KGIXCLTjAGICK2/UHun7yPh4R/VVPSXoIZmvqy992VoQfW+kd+FkdpisfucEJ33/yZ+e4CLzNry+Pha1WUJ1ml9RGveS0kBMMbagyKKnEpe90WOgz1Ljh78N7nR+u32p9sxbr+deZr35+8zLsO/mX4aNv/3Gd2mbv5wMvGz1l83/A8gIVEcKZW5kc3RyZWFtCmVuZG9iagoxMiAwIG9iago2MDkyCmVuZG9iagoxMCAwIG9iagpbIF0KZW5kb2JqCjE3IDAgb2JqCjw8IC9MZW5ndGggMTggL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzIyUTCAwxRDrjQAHaUDTgplbmRzdHJlYW0KZW5kb2JqCjE4IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDIyMQovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkcuNwzAMRO+ugg0E4J9SPQsscnD6v2YoKUgOxjxzOKQlXzWTHmJKr6uEN94La3AT/C8d+3mFOWlMpGzYonuRLT8sfsiryaZ9KItsDHQwmSCN8epBf5eiIlUkGSRSNIpy1fGqhqg0jSRlIU08oWQ+0GKM8WutUOiEIgveTqKiOaGDFF2tGIspTZJjKw61ndN6NxT36WXyIdVdU6Rajbdik5/K2OraqnBck7IcFWxAl6tiwXaYAjfrkhSFjOD712X0FTfdi6p6d6L7Sw/heewf3D/jef2/AcmVWgkKZW5kc3RyZWFtCmVuZG9iagoxOSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAxODcKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZA7DgMhDER7TjEXiIS/sOdZKUqxuX+bMWyiFMgDzzYetzwCY3a825iy1LXUQ0wpC//JzV/NBkSTRXyT4HE+zAk5FEpwNmWKpkFHwLrxDBizzmY2YUeHkbqRToVPI/EuCBO4OII/uQrSetXwlso6r8hOfUf+k1up7ijzS4YvcZUY7Hxxpp9iViljwop3DmfQTTw3CaHrXtNFD0TGIu5KDweMHcuRLNfKWYWOuJSsintLtbDnB/wRQ9AKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvTGVuZ3RoIDU0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO1MFYwULAwVDA2slAwNTBSMDEwVkgx5IIxc8EskGQOF1QVmAGSy4GryuHK4EoDABRvDmEKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvTGVuZ3RoIDIyMSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1kLltBTEMRHNVwQYW0PCSVM8ahhP3n3pI+QfCDCgej4xtMsVTHl8StmVZyBeGHm37O2yhnRsjU8WXS1rKOwIpsWaX+b/a/aFT5lYGZnSNOz/cIA+DxvSaWGNK36FxnWLJY0ewqVo1CNIxYJOP7c5ttckaslSAkKSkNRM7oBbSPCUXiKYIczVw9bgrgPm1lOKu+1n7HT99gsw6AXa2g5lEeKtZs9EpKcEBIBbIc6ochzdhvzoEui3lHcYcGttev07SznZbXe6Fr1fvgHI10tivED5QBfj9B8qyUq0KZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iago8PCAvTGVuZ3RoIDEzNiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNjjsKQzEMBHudYi8QsGR97PM4hBQv92+zfsGQSiMJdjZGR4Oa4dEDPQpFfqrsU4Tjc1Nq4hL1ibQBrUC6QSf3bFhi1pE1YJ7IyZm/oCUn8rppSy6x0j/aiZvaIS/6GswcMR3WFDGUWUpDJP0R7FbQzo7sxI/xQvfd2gdO+yVveX0BMGYrIgplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjw8IC9MZW5ndGggMzc0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2SyW0rQQxE7xMFExigufQWjwzDBzn/q1/1+H8YkMRScysW2Vdasz7trrKe26Yv+/BrLFvTvi9vzUY3z7Da5mMYMa/L97bgk92iLGbKvK7Qc1lGypvVLRfPOabVBA/r26qFzc5z0Wo3q2zmbWFpEKpetcw7np7m1D52Hw8ogljKBbhynO54AiqbF2+W+lJZPOg+QRBNUSixc0uqiy6vnQoaq2ucx+LxOMgRIVHHh3I0omedbG8acNhSYZejjSPe+6q9/qCBbu/L5380RHIe1P+hVSAIIE1FY0SGjxCRRDrJSfM6UsexjOV+kMZSbi5y2hFJ5JGrisHhV4MoVoBnLeK3dbhmsA31PMJ2FqzaOoGoX9vW8SDD8QRnQG4868LD76Q5SmtZdIh1tpc2oNTthmKusPshzFZvxhFxXVuwF1mGZHc3WQ7ZO7V7Is4luA9Qk8r30Jm6Noql6vtYXjlVxCVIGSN0UyjLv+eIX9fX9fkDlY+KkwplbmRzdHJlYW0KZW5kb2JqCjI0IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDU3NAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFlEGu5ToIROdZBRuwZMDG8Xqu1OrB/fuf/lNOXr+RiYGiXECurGlrLvvvOlYsyxpW++Z0q9XtcyX+GmE5w8rLcpTN7fKsYTNvG33Z2GEDz5gDz7inDWJnpuWdNu9N/sQzsyz2sC8xVHGyxwRTKHzf4+B2ssnIDZ6iQOiBJ27duAWcRgdJUbXw+O2WcZvnAn/azXEc3GWonvuwXGG+qJVhEf0HtcImngCjQI5VR5XP9aPP9/p7TVf8Rqtj8cLvVVT6tdbdsRYov1agwOP9tYTy/Ycn7CV9CmgZrvywphMlGnmfSywaCi70bittoUkj+HMVT23eJ9RLSXQLVZtHSW6INE9qppwDYe/XoEs/d7njiUq692amv2jB+w5+VH9LRo5DIhwXKdEhk5LSt+p1cxrpcY582sNY8Y0bOMV7P90BwWObEJ0hUA2vcfqGB/bi4TsOtehn7PgKaoi+8vUine9wuVrST4SEeHKkjVAkllAl31NHgqqyBBYTSf5wUxNudXUDZG+LPnSr9tstGZMyzHMl2IyNIooJY7iL4fGOe4DsErzAd8auumrdh6enWMwJHzoxwznTtEA6adLYzw2teHrlb45WVSjJcgpVY/7USVZDlWOniEjKQyzWEtFY2qdz5HPNHZriJf30+6wF2U1LA1qLefBbSmdVbFpbGDR+C+LUWFTYwrJxK9aN/dM72tlDvUyWXqqIM5knR2oIReoIVXo9daSgKktQMZHCh5oUV3/RH+JvP9SaP/8DZqTmbwplbmRzdHJlYW0KZW5kb2JqCjI1IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDI3OAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxVUUuOQyEM23MKX2Ak8ofzPGnUxev9t3XoVOosUCxCbMeMEEOl4zlCHOWOEEVpIOZCzcQ1YjpyJXwvZBbrRPr+dDQRakji8EIs704JIg3BmfB+xcpzjQwiETJuMiW1DH5mKqhRVO9OKpYKPNpBlcNW4B41qT9bP+Dtci2+OV5skq+5FGEK712qp8+74M2kH92w2me7a1iQZRVMW3HBZisKO1pkMoc6q2woc/KThiyDUUeClVjo3yraZR7RewgF27gwhF7oDO9eUSkYEtBNkz4pTEv5tkK7jMNqnUiNOHO2fU5nL8Y4ihGemifkv8+7x2PwUrnf8wA6uceqf4jNe/jeX+hHtBryN77gu68f8Bi/LxygZ8QKZW5kc3RyZWFtCmVuZG9iagoyNiAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAyMjEKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZG7bQQxDERzVTEliH+pngUMB+f+Uw95hwsWfBh+NOSuDEeq4W+J19DrTbdIZfdL1KiXBeImoyBc8azSgp+DYq+bo6RgZ3dGBKas3Q4tn0nKqmfl3ZAS5DGIMlOBaTkUCa+Bfle/YeQ49YEb7FTk5oQMJN9SfpwtFxrJXRLGbJrCojNxHeb0H8a4EbJhdpjxZK0lXFsJWOnEZwk3anoN+T4ko/s3efeQ/MjE6BtILxL05NL+2CX05zLT6c+p9NW979ZXvewb53QZwVr6i8PLf/7Ns37Xzz/mnFA+CmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTEzCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3OSw6AMAgE0D2n6AVM5FfqhYwLvP9WqNGyaV4yHQBQe2PjdkPKVJuD0VHUB4ZIqEgPmylW0fjSXyKcabxLuc3h2+twwYi5vGPckCLKiViQmf+/stHF2oasUUm+E2VfQJlnMRfNgq9uDjof+nExywplbmRzdHJlYW0KZW5kb2JqCjI4IDAgb2JqCjw8IC9MZW5ndGggNDI5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWSTbLcMAiE9z4FF3CV+JElnWdSqSxe7r/N13iymAEBhqbp+QwbFsfu2lYrbWbYL7/yuPl+7G97Mbf9XFGPRQ15Y1tkmS9shPmcFiPsc3nqOyIxiNZrfSmDt5d5DnuIz2FMJLyGMdLPojfNjsznCvJ6kw1mHIpUnc5niw+WzWNZYUvVOZdt3s8xH48lsDweJVjBa1qv83ztVubPdSg8yYYnaH66wd7CqNfn2kUezNllbTqcIAhIcHcrChwUc0zIAJSrd5CZIbJW8xm0kgVPnfbyqHZZsUht0VOs0D9uUOO1mRoo787JRMH5euxQ2c78OusRU8mSzp4zrImhw82eMe1WePCMFMSjplwW0HfCPTq4y5Wh3Q1lwQI3C4SPtpxqZ3uOGu7ihklFn8W9utthTLgtpij8sIrpkBAFHm9A9rj0BiX8O80FhuNw2GoRaZEUjQ4NEoB0FFIh5OboLtwpwffzel9K8CQKGMkl69A8VU3H4iSSR7F9atZ7DqkQXMkW1boqjuD/hSZVw5POEqvaip94Izr/lJyye4B36hajpVcw8hWYtPb7HzD3ogQKZW5kc3RyZWFtCmVuZG9iagoyOSAwIG9iago8PCAvTGVuZ3RoIDM1NyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNUkluw0AMu/sV/ECA0TbLe1IUPbT/v5aUEyCADdHWQolS7Y2BVXhkompirYUvu2wGfE78NbJ98HujmXwnLB22iN3xvGzza/A9jp3wwTqD/90OWNOjkAWvRCz9Xg4/fGgmwlLmeUVzIocpOn2r1vPKumlyblLutl4mD1GYahdiKuV0Nj0jkOSKeW6v31EkYZtCvsmSbGLSxlFXaV3BPZGs6jYQZ2u8wwp7UIZgRVrqFT2JzdX9t1xn4C3b8/q5IgLlQQljWaMchTJOKA871ATkpLi52Z+i1Heqcrm6YVxQtMPdpLg1W3H28NXb8mO3LW8P0aDkjDBOXlpSiKfCcZhiG9LpHPTIuQ4DWo/HIh1N7zM48CNmD6vDCL8tReJKhFwplMDDmCMKHwsPltsTu9nDWiCtqI9HCUW0PoCuTT77QOnrdWwvROWzSCVtiJ2z5Ok7YnTpetiu9H0rLvW//wHAEogdCmVuZHN0cmVhbQplbmRvYmoKMzAgMCBvYmoKPDwgL0xlbmd0aCAzNTEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicJZI7bgQxDEP7OYUusID18e88GwQpkvu3edQWA9mSTFLU1B02LLe96lrtZTPSvvypNY3b31M77GSXTnQg8X661X6fmmUvL6sc9opjNcJeuejITaXKslaDp3/i+4muXItUJi36jVPxdUC75qloDnAof9BWtofttLnNh2B46cLnfqZCZDavxd4Iasa5LKcEg5zn2KHiB2QHsUSZ02pBuRiCBr/H5tCLyLAJRGxvVxI1ilAA3hlVkJv3EiW0AsqBXXNYYa3cq51tGKdRsoxTXm6SdNGx+MboiZjT9Um/ukAqVXLJgW1iruk9miIqT/Up8KVqYoKWIcZw+LHPxTGWOSvLs9pmVr7IaC1toxB3u8E66PdgPSs/MdsnnfBFHc4C9cbrqAKKBxXmwAjH/CPNjnpS4UjGRfbS/0Uoxx13EJfY2CtOzcAdkTHb0abVAIVXcpyRP3/l+/l5vv8BOCqBMwplbmRzdHJlYW0KZW5kb2JqCjMxIDAgb2JqCjw8IC9MZW5ndGggMzU0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nEWSuW3FQAxEc1XBBgQsrz3q+Ybh4Lv/1I+UDQcCR7xnuLm3DLEjd4Skhqy15EOvsCk2TL4fRNa7keuQMBN3rKZ4DnldMZb4GuIHu+sLCapfV3lD8SQexrhPCd8V0S0Ri9nYNLE1274uswcpU8OxszoHEeXPM0WptXMeSzYRkE5yXfFi88jqwKYZDNnZXGzOMsw4WsAVH9s5cNVS6RKwnEdo4NtlZbnhRUHR1HGaeA2CuNUoalhCi8CvbK/ri5jSvxUcBRBwDMGHwjfrlnS3tRR0ub0oad/BcrZlTX2Q7spgOjLe1lJY0oV+Q2XJLip4ZwrypJYjWE1LAshpnDqy7ixjli0BcnBBSgfZGD+4Ed4hPWfTLfW85w3QRNw6PN3rKHGqQM9gYnbX/NU4W2Rnt0LO2ZJVHE3zeRYsEnXewYfYwREiZiu6G70b1Wt8X3/v8kG3Z0f/kT7yfl2fPygGhYYKZW5kc3RyZWFtCmVuZG9iagozMiAwIG9iago8PCAvTGVuZ3RoIDM0NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNksltAzEMRe9TBRsYQNy01OMgyMHu/5pH2gFy4h9KQ/5FmUeG+JI7lqQPSXP50kuBdoa8rvDT6PlB8UEeW8Km+KaOIaFTHpevkIjglE5u7s+uj8tWvjtZNcRYGlH/mB4J52QYE7doTdTgRJf3bJ3KHhNN6rQ6CVDQcXbx/5tv1smH+fP6uezsFvSClzaq+TlUYrIzF/dzgNRbvMfparN4NbJkktr5j1D67D2aMMA4HQ5rFZaUHCiVzvoHclkFZ3ClvpGEa4FWL7rhkIEXCjEnjske1T5H9oSqy44uqykVqAAw84Z0WX0bRqrJ3fN8HbJ0pHhn6uNd4TXfyKzShjx23VbRKJbe8CwzEaRaDB/X5kUMwShG5qQfzRfFp16M7i72WSu2dilxXXXb02nP3e8DJaEEW1ZHB+vWEejkmXBB0Z2jbDJDLgaXfRXYX4QP4vz+BW64f5UKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDIxNyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkUuOwzAMQ/c+hS4wgH6WrPNkUMyic/9tKbtFuuKLqDgmY87EJJN+bJJNplxFvzIM8xSm/2GmICVThzqZBDToGsYLlKRV0AXlrdfQuc4EhyYXqRRFWTtsFJkkFRQeR1nhNE188TlM84vcJ6jdm/qyIJEvervzhnNGezeFfPYDa4KnSCVR3Kq8b2Gy04kbpTmaQTbvTJLIH9gt9IF3VLCR1Zmwl2vSTo36dPlWOHUmJl3sQoetuztrQpvd8+JTfc52mtDq8xDaM/SUnPT5J9f4G48XfAFTJgplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9MZW5ndGggNDM4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1SS24FIQzbzylyASTyg3CeV1VdtPff1g7tW8xgQb62s0qmWMiwCklVSXP50CdsianJz0U15buRz5AwFbctoS4eJa8ncOvriB8Try2+S2I6XnwhXgtxiPd58/zwZQLh1hAfaWIr+3w9pvdG90Gsiyb6nI0XRbavKaroN1ef5osvQLrxIUIxp2bKYTEtkyzsgokUTTgOu2sSOMISW5VL9SJgQG0KV9Wl8k/D6/l6DPHjcuKzLnQkDz2YBvQNzdM1DNCik8e+xcgFT4wCImcK7woNUMJlsLdboijUwNyDfTP6JCGrEXdBtyZkXD4gmuhEkgmrJS6XycKyJYctsA6L46erldaTPMwZC+AoHJdgsEBFWBcIFwrdaQgjTcYd7HgjZiU4bALRH+Mzu8Aqlot1XRKtTWA4IjoI0UovtdXeCOJdMBCWEHagcRxyqy1LEYLrAJ1D6Zj4U+DSOugCPwcgaUUyudjbnaLBjnbmNbmFXYBl2IlQNxPQU4MldjQHLcOWw7fcsvgUfCLSRSUbQfVNYRBTHG95G7InRUnfFA12xj30nW1K1pq0Zd413uai0z5/AWtfqhMKZW5kc3RyZWFtCmVuZG9iagozNSAwIG9iago8PCAvTGVuZ3RoIDE5OCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNkDFuxTAMQ3efghcoYFGS5ZwnRdHh9/5raSEf7RDwwYwEUnkRE5X48ESyUFX4tHGQu/DTdMzXiOA/4r4e8kiEO3wvhJW+wD1iGiIMXtJMOHfrPXyuJm7N5QSXNKYc9ia9sHoTjYh5HLuW9jtsB3xJFdl7xjTt+teWgWrTurIde/I+/RpOwVd7fxTMJr6pLiVb4AzEVh5X4qtOwrWR6ueTOpc6+249favpzKXcUNLQxnvkaUH2eU/2923v8T2+fgFj8EhYCmVuZHN0cmVhbQplbmRvYmoKMzYgMCBvYmoKPDwgL0xlbmd0aCAxNTEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicRU5LCgMxCN3nFF6goI7R5DxTyiwy99/WZ4YWAj7yvmpGTM70OjrJMAoLeksT79SF6S4EcrUYfwBu/VSrXS0zPP03QLBSUiFBkU8nnW3MzBYS3h2iWvdscsz9020r3B+LZBEyaldG4qIjGaDUQeFdy+PGYDLFdRBSXY/qwU2GrdCYJchh25FDEYH9SOGn4mqfL/FeNbQKZW5kc3RyZWFtCmVuZG9iagozNyAwIG9iago8PCAvTGVuZ3RoIDI0OSAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFUDFuRTEI298puMCXMEkgOU+rqsPv/dfaRFUnLLABezjM7dgr9rYYaTXLPvEE2KtpPxcBaYFJsGDhSVDHPh6cTamXYS+COIZUZy4NyX1FwhA6UMPgQ0DKSt1cNqXbdV9IDgR82/sZuGieeyLF9EnK7gns6KGzuFZg981+stgLkpBOQB2ma6g/EOyNsBfVXTM0IlpwnpXff6QM3s8394blVh5C5WHAtgKdD7eKDmNyMml33RhBrapiQiMlJ0ZI25qQmls6em5V1R1NiJKxk5ErWpNtQ1sytmlrxug7qko8b4efNEPaa13qpa+jt/75+aC3r1+t31/2CmVuZHN0cmVhbQplbmRvYmoKMzggMCBvYmoKPDwgL0xlbmd0aCA5NyAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxFzkEOgDAIBMA7r9gPmBQoxf7HGA/1/1dLxXib7JINpgUFbtjUYOpwdxxM4grZG26KMMpBVVpKuEJmHtIUNwZ3Sb13ubsQw2/3S7wvSUp7h3GZsmKp75NBF50PcRshwgplbmRzdHJlYW0KZW5kb2JqCjM5IDAgb2JqCjw8IC9MZW5ndGggNTQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicMzIxUTBQMDdV0DU2VTA0M1QwNzdXSDHkgjFzwSyQZA4XVBWYAZLLgavK4crgSgMAF6kOiAplbmRzdHJlYW0KZW5kb2JqCjQwIDAgb2JqCjw8IC9MZW5ndGggMzY3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2SO24DMQxE+z0FLxBA/InSeRwYKZz7t5mh1ogrzYofPc5ybZMhlfLlKctN0ky+9YqlEmPIL5S1el05oGIgZUmUSuaW2CqPK9eWVJVp3g0mIjwf10ScqpQZUyrwPSYiNR3VuFlD+FrtkJjstgb6I29pSaBmoauvYsS2eFaDukWfttiNiiO8ror6UAayozxSylGP/LJE5yAFqPnWXLjJlIlMniC3o+bAlImpt/b0mLZA7rhJ8pVkeDuECPkWPMCtY75ErZ8axJ3zYGKD531OvhM7b95Q+1CHnIrkMaLJfY+b3PHTSO6xm9M5SZPbPsrKmtwybnLz2eSGv0FyG3mTK2pIrrWbXEtvcp3W5Jqryftscqrb6fwXqdwV5QYchfrAxlD5WxW9RC/+e5AqHZn8w4Y5AwxGr+CAOTJ3R+BCgtfy7Jr1W+95ExP5qN41v7cQHs2zh3Qv9XDEZiQSX/QHGXTxve+P6+d6/gE/vJP0CmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL0xlbmd0aCAyMTkgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTVE7bkMxDNt9Cl0ggP6Wz/OCokN7/7WU+hJkMEiYlkTRcZSYdtDDgkILx+gpq6nWpt9hLf4sd/1gWudm5kFuTlZJLoXjdC1nJXch28AIMj2D1zLew7TfB5Mm0BmKOpjhRrvLJhXUcityEv2NpDAngRs4NZJgeCuJOmwzmDEK337v/YaEMIikvFm7l2H5Yuju2KqneaD3geM87RA1Xu0QygHCg59qBRsFJ+nuzp0PwpScfTtaRgI68Zqdwc7oP/CeEZ1XwUsqlBDczvuafV//ca3v9fUH7ZVR4AplbmRzdHJlYW0KZW5kb2JqCjQyIDAgb2JqCjw8IC9MZW5ndGggMjk4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDVROW7EMAzs/Qp+wIB5ynrPBkGa/L/NzNipRPGYg+y17LIsO6usK6wj7cuPuG+lfo+opxjX2JljvvCPsM/haD+XuSOZtttyI4vytPVmorZ5MImKT5InLtGFehmszbn0ZY1KE3gQ3MvWWCG9b6sSn2+rAWEBGXVfnHFU4trW3hY1MkD1fMGQl6KcUUcC7ZkpVIhSPUKt9c9Te4tY/ejomFdYw7+Uoo/C9cqJIljrXHLasV7rTQst0qHu61lTYUPYWmVyh4Xqs9ScrTVnxrP29xCf40dHCd4kyxnk7QbegnuIpyVeo2DJIWLpjZfNIRyt6OAqOFKX+IjBLCCrW3x8sdQsRb5LHa45HSJvoXi0UPk+PIzIzA4q4YykCYTLKgp/jdDT9x84zncsCmVuZHN0cmVhbQplbmRvYmoKNDMgMCBvYmoKPDwgL0xlbmd0aCAzMzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZFLbsRACET3fQouYAko6M95HEVZOPffpsCaLEbUGBqKR+4tKivl8q2S0yUd8mXDpkmayi9VSCDkGbZTgiWuR2JDHFPiHLmH10NL8RPdAHgb3SN0t4r51qayWxozGS6h6KHA6ujplekZfJdLbDIGIzrDujO74Uz24qQaX2aMM1h/LQln8CrHoaJJcJkrQuDakYZ3tPIEK5a4b77JyqjLZS62CYDjuebi5+JB8bRoWM/4YGtVsJ5/bM/4GZZHfDZCKlun8qV6LU6gM1sqZrsGrC2m/MeL0FzZYI5+jPtOsiYtBqLDbuJHoASuZQs03DYxW4RaVYcf2bVUkbG6wvI2UvFlXQocEbmJiRF8qZ0h3UB9ZT86AJFW5OwzW/kq5toQow/hoCLKMh28SG2BUw5qLSy64A/5Lo6+aaEAr924uPkH202E3383Pn0cCmVuZHN0cmVhbQplbmRvYmoKNDQgMCBvYmoKPDwgL0xlbmd0aCAyMDEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPVAxbgMxDNv9Cn6ggCVKtu89VwQd0v+voZS0EwlTskjyEBM78cUE90Y68W2DKxE0/A5msQXGQsQEWei4B71YgBZCTUxrvIfr12K+asLgcekPlkJHeMJtI4zwqf3rSLHLwOOwI1wB29TN2jF5oRts6SfNNm5vxdr4c3wSNEmbIrb8n63OInYmYk1dFcqju1xcV/lKalq+dL0qoDYLK2W8X5Q73buH9FlKitmR2927XZ+1IladPd9MPVFpKvdfr/f4GY8X3MtHNwplbmRzdHJlYW0KZW5kb2JqCjQ1IDAgb2JqCjw8IC9MZW5ndGggNDA3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC2TS44cMQxD93UKXaAA6+PfeToYzKJz/20e7SwaUtkWRVLqmt2aVbO3thWxR9off3qz1ezvs8pGM/dh1c1rWnb7PD6nRbdo+lmkK3yeGPt872XBS19WyXHmsr4sa9nyE9xd58pCF3TgZcYw70M3HuYC225OTYwy38KKlha+7ft4J6vLLUbaDou1eDJApB6grDphBcckFWUzUEJfqBfi0CJ2Ds7qR3zUOJFe82bZgKFnJqiXOZ50mCQNC44lf6bQTtYcfsry3PFuy2Ms2Ufd3KciUVBgJmZViWNSWR0hhyUe141w8Zv5orbjil6UuHhHSbYznJJvGtIx4mSDk15YQZwNDRqUtKaDLw3wCoyJvdUHpsG7LzOQ76ogds1tHz5ST4V4L9wK4ubb21EPD6ZfIT+LiNNDXCo12zgr5lk3utCULUzjcNQZUV0joQRvWEmP23usY9Av4In0FymJjW+u/8RfdlSroF2OvBGxQCjz0Ykskm5SaN6ogSKb9tIOIqdzs5kaYNO6spcIuX+Hz/P7/PwDnIWXCAplbmRzdHJlYW0KZW5kb2JqCjQ2IDAgb2JqCjw8IC9MZW5ndGggMjAzIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1QO67DMAzbfQpeIID1sWWfJ8XDG9r7r6WUIu0S0qJDi7QR6DAcHjCfmD7wkGY2wMmrmSuGljR6gQvOluSQjSdvKg7dMOHEJnQHzTrvaCwyh85OpEKrxLPJviYyrP4RE7qV0jcce4EO/O58K0/cik/dOKQTKdxkliLLf9glms4f5rf6ZdL9w9ZGQgSBXURutALsKFd2qpu9WEVg5ID2CRagXN4qsw4oxykxMfNpxtKpdY5LZSyrFnuWTgOeaXd1frb/9vcGXnBMCAplbmRzdHJlYW0KZW5kb2JqCjQ3IDAgb2JqCjw8IC9MZW5ndGggMjE2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1RS25EIQzbcwpfAIl8gfNQjbpo77+tw5uRukC2QogdE1sxkIHuEyGbZ+BLGiuyJn6LVOmnScg/Jis+TDckB9aCzIUUnCY7YQbVhA7oHAWnKcVITAjOBq2m0ywUTp5UD9hyzBpie4MWXKgxkh3jap3mpUhlN6dkXtThdUP2ePys8rBu5dap9mac4HbJehP2Cj2tRJ+wIOj1xhW6bej2G5Fy00Iuo09osgvpkaa73e29XpdbInOs0cE6R1B9GWKDthnYacnUZNYHSNx/qNRP+26vPxehTCkKZW5kc3RyZWFtCmVuZG9iago0OCAwIG9iago8PCAvTGVuZ3RoIDczIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWMywnAMAxD75pCCxT8iZOFSunB3f9a09QHwUO/cKFQjYcHQ1dJeCqGbXzQZsJlfLWEWfxUyx2qNNkcnKugPxI3rhcLJxP6CmVuZHN0cmVhbQplbmRvYmoKNDkgMCBvYmoKPDwgL0xlbmd0aCA5NCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJw1zbkNgDAMBdDeU3gBJN9O9kGIIuzfEoLTPX0fP1tDQlE81DHD0JnwZIjsiw/scEAIr7UBblTSrmjUp8RaZRxb8+9/yiwlYcP8oJ4VmUbJZ+sa7voBN1wvAwcfegplbmRzdHJlYW0KZW5kb2JqCjUwIDAgb2JqCjw8IC9MZW5ndGggMTA0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD2OQQ6AMAgE77yCD5gAhYr/McZD/f9VaNEDyYRllzVxJOSOWzM0lhjCk6FxQ1HCB3KZ4gBlLZKuyN4mSRGHY6mVFmIYMuQjSfGYL/J+L8oMObxyF2lVGWDkRauT/JS7G64XCcclJwplbmRzdHJlYW0KZW5kb2JqCjUxIDAgb2JqCjw8IC9MZW5ndGggMjA3IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWQS47DMAxD9z6FLhDA1Meyz5OimEXn/ttSdroI9CIaAsmwLl1SLp0ugeTX5YVm4CpT/g9R+DwEMefsS3z/d7mbzyKViJomQ2s6lbEO5agZMu3Mu6HHQWice3ACVpY4CifF2QnDBIs3YUpR6fmySUeHnHSMf3jVHtLRZVlBmvgq4L29cf09/yUukSWs/ay8QofoNhEQDbpGVh6t0FgUdWcmoMJuY7W/lGUgK/aAIAqyOoJtZEzEqXvOM9mSHfJqdrLhp/27/bX3F3R+TeIKZW5kc3RyZWFtCmVuZG9iago1MiAwIG9iago8PCAvTGVuZ3RoIDgwIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3MQQqAUAgE0L2nmAsEmvOJf5+IFnb/bSpFgeCDGYabQ+GKxQdIYphiNyk6cTUqC3lKjbz8GZGWon+ogcL8iZwpW3sz3vGQU44bII8YngplbmRzdHJlYW0KZW5kb2JqCjE1IDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZpcnN0Q2hhciAwCi9MYXN0Q2hhciAyNTUgL0ZvbnREZXNjcmlwdG9yIDE0IDAgUiAvU3VidHlwZSAvVHlwZTMKL05hbWUgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0KL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0NoYXJQcm9jcyAxNiAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZwovRGlmZmVyZW5jZXMgWyAzMiAvY2lkMSA0NSAvY2lkMTQgNDggL2NpZDE3IC9jaWQxOCA1MyAvY2lkMjIgOTcgL2NpZDY2IC9jaWQ2NyAvY2lkNjgKL2NpZDY5IC9jaWQ3MCAvY2lkNzEgL2NpZDcyIC9jaWQ3MyAvY2lkNzQgL2NpZDc1IC9jaWQ3NiAvY2lkNzcgL2NpZDc4Ci9jaWQ3OSAvY2lkODAgL2NpZDgxIDExNCAvY2lkODMgL2NpZDg0IC9jaWQ4NSAvY2lkODYgL2NpZDg3IC9jaWQ4OCAvY2lkODkKL2NpZDkwIC9jaWQ5MSBdCj4+Ci9XaWR0aHMgMTMgMCBSID4+CmVuZG9iagoxNCAwIG9iago8PCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL0ZvbnROYW1lIC9GTFJCUE8rTmFudW1CYXJ1bkdvdGhpYyAvRmxhZ3MgMzIKL0ZvbnRCQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvQXNjZW50IDg1MCAvRGVzY2VudCAtMjk5IC9DYXBIZWlnaHQgMAovWEhlaWdodCAwIC9JdGFsaWNBbmdsZSAwIC9TdGVtViAwIC9NYXhXaWR0aCAxMDUyID4+CmVuZG9iagoxMyAwIG9iagpbIDg5MiAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDQ0NiAyOTcgNTgzIDU4Mwo4OTIgODkyIDI5NyA0NDYgNDQ2IDQ0NiA1ODMgMjk3IDU4MyAyOTcgNDQ2IDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMKNTgzIDU4MyAyOTcgMjk3IDQ0NiA1ODMgNDQ2IDY2OSAxMDUyIDY0NCA2MjcgNjM5IDcyMSA1OTYgNTU0IDcxMCA3MTggMjQ3CjQxMCA2MjYgNTI5IDg4NCA3MTAgNzUyIDU4NiA3NTIgNjEwIDU5MiA2MjEgNjk2IDYzNSA5NjEgNjE3IDYxMSA1OTQgNDQ2IDk2MQo0NDYgNDM0IDQ0NiAyOTcgNTYwIDU4OCA0OTAgNTg4IDU1OSAzNDAgNTg4IDU5MiAyNDQgMzAxIDUzMCAyNDQgODkyIDU5MiA1NzcKNTg4IDU4OCAzODMgNDc1IDM1NyA1OTIgNTMwIDc4OCA1MjggNTMwIDQ3MyA0NDYgNDQ2IDQ0NiA2NjkgMjI0IDg5MiAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiA4OTIgMjI0IDg5MiAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMzAzIDMwMyA0NDYgNDQ2IDg5Mgo4OTIgODkyIDg5MiA4OTIgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjk3IDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIKODkyIDg5MiA4OTIgODkyIDg5MiA4OTIgMjI0IDQ0NiA4OTIgNDQ2IDQ0NiA4OTIgMjI0IDg5MiA0NDYgNDQ2IDQ0NiA4OTIgODkyCjg5MiA4OTIgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNAoyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQKMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0CjIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgXQplbmRvYmoKMTYgMCBvYmoKPDwgL2NpZDEgMTcgMCBSIC9jaWQxNCAyMCAwIFIgL2NpZDE3IDIxIDAgUiAvY2lkMTggMjIgMCBSIC9jaWQyMiAyMyAwIFIKL2NpZDY2IDI4IDAgUiAvY2lkNjcgMjkgMCBSIC9jaWQ2OCAzMCAwIFIgL2NpZDY5IDMxIDAgUiAvY2lkNzAgMzIgMCBSCi9jaWQ3MSAzMyAwIFIgL2NpZDcyIDM0IDAgUiAvY2lkNzMgMzUgMCBSIC9jaWQ3NCAzNiAwIFIgL2NpZDc1IDM3IDAgUgovY2lkNzYgMzggMCBSIC9jaWQ3NyAzOSAwIFIgL2NpZDc4IDQwIDAgUiAvY2lkNzkgNDEgMCBSIC9jaWQ4MCA0MiAwIFIKL2NpZDgxIDQzIDAgUiAvY2lkODMgNDQgMCBSIC9jaWQ4NCA0NSAwIFIgL2NpZDg1IDQ2IDAgUiAvY2lkODYgNDcgMCBSCi9jaWQ4NyA0OCAwIFIgL2NpZDg4IDQ5IDAgUiAvY2lkODkgNTAgMCBSIC9jaWQ5MCA1MSAwIFIgL2NpZDkxIDUyIDAgUiA+PgplbmRvYmoKMyAwIG9iago8PCAvRjEgMTUgMCBSID4+CmVuZG9iago0IDAgb2JqCjw8IC9BMSA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAwIC9jYSAxID4+Ci9BMiA8PCAvVHlwZSAvRXh0R1N0YXRlIC9DQSAxIC9jYSAxID4+ID4+CmVuZG9iago1IDAgb2JqCjw8ID4+CmVuZG9iago2IDAgb2JqCjw8ID4+CmVuZG9iago3IDAgb2JqCjw8IC9GMS1OYW51bUJhcnVuR290aGljLWNpZDExNTcgMTggMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDEyNDUgMTkgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDIyMzkgMjQgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDIyOTkgMjUgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMwNjggMjYgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxNjggMjcgMCBSID4+CmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9QYWdlcyAvS2lkcyBbIDExIDAgUiBdIC9Db3VudCAxID4+CmVuZG9iago1MyAwIG9iago8PCAvQ3JlYXRvciAoTWF0cGxvdGxpYiB2My4xMC4wLCBodHRwczovL21hdHBsb3RsaWIub3JnKQovUHJvZHVjZXIgKE1hdHBsb3RsaWIgcGRmIGJhY2tlbmQgdjMuMTAuMCkKL0NyZWF0aW9uRGF0ZSAoRDoyMDI1MDMxNDE0NTkwNFopID4+CmVuZG9iagp4cmVmCjAgNTQKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMjA2MDkgMDAwMDAgbiAKMDAwMDAyMDE5OSAwMDAwMCBuIAowMDAwMDIwMjMxIDAwMDAwIG4gCjAwMDAwMjAzMzAgMDAwMDAgbiAKMDAwMDAyMDM1MSAwMDAwMCBuIAowMDAwMDIwMzcyIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDM0NSAwMDAwMCBuIAowMDAwMDA2NTMzIDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwNjUxMiAwMDAwMCBuIAowMDAwMDE4NzEzIDAwMDAwIG4gCjAwMDAwMTg1MDMgMDAwMDAgbiAKMDAwMDAxNzk1OSAwMDAwMCBuIAowMDAwMDE5NzU4IDAwMDAwIG4gCjAwMDAwMDY1NTMgMDAwMDAgbiAKMDAwMDAwNjY0MyAwMDAwMCBuIAowMDAwMDA2OTk1IDAwMDAwIG4gCjAwMDAwMDczMTMgMDAwMDAgbiAKMDAwMDAwNzQzOSAwMDAwMCBuIAowMDAwMDA3NzMzIDAwMDAwIG4gCjAwMDAwMDc5NDIgMDAwMDAgbiAKMDAwMDAwODM4OSAwMDAwMCBuIAowMDAwMDA5MDk0IDAwMDAwIG4gCjAwMDAwMDk1MDMgMDAwMDAgbiAKMDAwMDAwOTg1NSAwMDAwMCBuIAowMDAwMDEwMDk5IDAwMDAwIG4gCjAwMDAwMTA2MDEgMDAwMDAgbiAKMDAwMDAxMTAzMSAwMDAwMCBuIAowMDAwMDExNDU1IDAwMDAwIG4gCjAwMDAwMTE4ODIgMDAwMDAgbiAKMDAwMDAxMjI5OSAwMDAwMCBuIAowMDAwMDEyNTg5IDAwMDAwIG4gCjAwMDAwMTMxMDAgMDAwMDAgbiAKMDAwMDAxMzM3MSAwMDAwMCBuIAowMDAwMDEzNTk1IDAwMDAwIG4gCjAwMDAwMTM5MTcgMDAwMDAgbiAKMDAwMDAxNDA4NiAwMDAwMCBuIAowMDAwMDE0MjEyIDAwMDAwIG4gCjAwMDAwMTQ2NTIgMDAwMDAgbiAKMDAwMDAxNDk0NCAwMDAwMCBuIAowMDAwMDE1MzE1IDAwMDAwIG4gCjAwMDAwMTU3MjAgMDAwMDAgbiAKMDAwMDAxNTk5NCAwMDAwMCBuIAowMDAwMDE2NDc0IDAwMDAwIG4gCjAwMDAwMTY3NTAgMDAwMDAgbiAKMDAwMDAxNzAzOSAwMDAwMCBuIAowMDAwMDE3MTg0IDAwMDAwIG4gCjAwMDAwMTczNTAgMDAwMDAgbiAKMDAwMDAxNzUyNyAwMDAwMCBuIAowMDAwMDE3ODA3IDAwMDAwIG4gCjAwMDAwMjA2NjkgMDAwMDAgbiAKdHJhaWxlcgo8PCAvU2l6ZSA1NCAvUm9vdCAxIDAgUiAvSW5mbyA1MyAwIFIgPj4Kc3RhcnR4cmVmCjIwODIyCiUlRU9GCg==\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": "426de5c8-7dfc-433e-de1e-a85be2201b41",
"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": "73e88b8f-a302-4488-bd1c-c9f497194e96",
"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": "88da961e-36f0-4e96-a95e-f571ebd76b98",
"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": "60a1c99e-2dd1-4546-dbe3-f5c84c8bd379",
"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": "029bffcc-07f2-4609-cfed-288889541690",
"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": "ef4cbf4e-6741-4521-a79e-1eb0df1fc078",
"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": "f8cd055f-949f-402e-d165-fcfdd1909f36",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 411
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"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": "b4750c4c-3534-4d0f-ab96-9f1dbb00691c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 429
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"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": "a08f40e6-93b4-498f-cb2b-a076392eec48",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 474
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"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": "c3f7c03e-127d-4909-a1d3-78ad52a9922f",
"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": "4442b77a-22a9-4c32-cf41-f40fc6b1f82a",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.11/dist-packages/sklearn/feature_extraction/text.py:517: 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": "858940fc-75d1-4afd-9649-3fca327f5230",
"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): 0.719\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": "bab277b8-5ce1-498f-9279-6eb9b51b4c1f",
"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": "d96e450e-ff41-4233-95b6-b5d2b609b46e",
"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": "55f7e103-d83a-47c5-c3e6-5d7dda1c832e",
"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": "3c3d07c7-f912-4da4-952b-9d35b33a9223",
"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": "b75ea34c-7a4d-4d32-9427-e6ca7aaf2ccc",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"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
}
![](\"https://jupyter.org/assets/share.png\")
주피터 노트북 뷰어로 보기\n",
" ![](\"https://www.tensorflow.org/images/colab_logo_32px.png\"){kind=logo}
구글 코랩(Colab)에서 실행하기\n",
"