형태소_분석.ipynb

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        "<a href=\"https://colab.research.google.com/github/cnddlf/2022_1_Study_AI/blob/main/%ED%98%95%ED%83%9C%EC%86%8C_%EB%B6%84%EC%84%9D.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QxMbEzq8_I6C"
      },
      "source": [
        "#1. wordcloud"
      ]
    },
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        "outputId": "3a97397d-1236-4059-ae7f-f532ef3908cd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "2P_FKYJQSfMG"
      },
      "outputs": [],
      "source": [
        "import glob, os\n",
        "\n",
        "path = '/content/drive/MyDrive/2022_1_Study_AI/2022_1_Study_AI/data/topics'\n",
        "all_files = glob.glob(os.path.join(path, \"*.data\"))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
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        },
        "id": "SXab2fxiSpXV",
        "outputId": "44836e91-83e1-4774-b2a0-eede01c4712a"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['performance_honda_accord_2008',\n",
              " 'quality_toyota_camry_2007',\n",
              " 'staff_bestwestern_hotel_sfo',\n",
              " 'comfort_honda_accord_2008',\n",
              " 'transmission_toyota_camry_2007',\n",
              " 'free_bestwestern_hotel_sfo',\n",
              " 'location_bestwestern_hotel_sfo',\n",
              " 'location_holiday_inn_london',\n",
              " 'rooms_bestwestern_hotel_sfo',\n",
              " 'mileage_honda_accord_2008',\n",
              " 'food_holiday_inn_london',\n",
              " 'service_swissotel_hotel_chicago',\n",
              " 'staff_swissotel_chicago',\n",
              " 'service_bestwestern_hotel_sfo',\n",
              " 'rooms_swissotel_chicago',\n",
              " 'seats_honda_accord_2008',\n",
              " 'interior_honda_accord_2008',\n",
              " 'fonts_amazon_kindle',\n",
              " 'bathroom_bestwestern_hotel_sfo',\n",
              " 'navigation_amazon_kindle',\n",
              " 'performance_netbook_1005ha',\n",
              " 'price_amazon_kindle',\n",
              " 'price_holiday_inn_london',\n",
              " 'buttons_amazon_kindle',\n",
              " 'eyesight-issues_amazon_kindle',\n",
              " 'room_holiday_inn_london',\n",
              " 'service_holiday_inn_london',\n",
              " 'interior_toyota_camry_2007',\n",
              " 'food_swissotel_chicago',\n",
              " 'gas_mileage_toyota_camry_2007',\n",
              " 'screen_ipod_nano_8gb',\n",
              " 'sound_ipod_nano_8gb',\n",
              " 'directions_garmin_nuvi_255W_gps',\n",
              " 'keyboard_netbook_1005ha',\n",
              " 'screen_garmin_nuvi_255W_gps',\n",
              " 'screen_netbook_1005ha',\n",
              " 'video_ipod_nano_8gb',\n",
              " 'comfort_toyota_camry_2007',\n",
              " 'battery-life_amazon_kindle',\n",
              " 'battery-life_netbook_1005ha',\n",
              " 'display_garmin_nuvi_255W_gps',\n",
              " 'speed_garmin_nuvi_255W_gps',\n",
              " 'accuracy_garmin_nuvi_255W_gps',\n",
              " 'battery-life_ipod_nano_8gb',\n",
              " 'voice_garmin_nuvi_255W_gps',\n",
              " 'updates_garmin_nuvi_255W_gps',\n",
              " 'features_windows7',\n",
              " 'size_asus_netbook_1005ha',\n",
              " 'speed_windows7',\n",
              " 'parking_bestwestern_hotel_sfo',\n",
              " 'satellite_garmin_nuvi_255W_gps']"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "# 파일 목록 만들기\n",
        "filename_list = []\n",
        "\n",
        "for file in all_files:\n",
        "    # 경로 등 제거 후 순수 파일명만 저장\n",
        "    filename_ = file.split('/')[-1]\n",
        "    filename = filename_.split('.')[0]\n",
        "    filename_list.append(filename)\n",
        "\n",
        "filename_list"
      ]
    },
    {
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      "execution_count": 4,
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              "                         filename  \\\n",
              "0   performance_honda_accord_2008   \n",
              "1       quality_toyota_camry_2007   \n",
              "2     staff_bestwestern_hotel_sfo   \n",
              "3       comfort_honda_accord_2008   \n",
              "4  transmission_toyota_camry_2007   \n",
              "\n",
              "                                        opinion_text  \n",
              "0     Very happy with my 08 Accord, performance i...  \n",
              "1    I previously owned a Toyota 4Runner which ha...  \n",
              "2     Staff are friendly and helpful   .\\n0   The...  \n",
              "3    Drivers seat not comfortable, the car itself...  \n",
              "4   After slowing down, transmission has to be  k...  "
            ],
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>staff_bestwestern_hotel_sfo</td>\n",
              "      <td>Staff are friendly and helpful   .\\n0   The...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>After slowing down, transmission has to be  k...</td>\n",
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          },
          "metadata": {},
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      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "opinion_text = []\n",
        "\n",
        "for file in all_files:\n",
        "    # 각 파일 데이터 프레임으로 생성 후 to_string으로 text화\n",
        "    df = pd.read_table(file, index_col=None, header=0, encoding='latin1')\n",
        "    opiniontext = df.to_string().replace(\"    \", \"\") # 첫 공백 제거\n",
        "    opinion_text.append(opiniontext)\n",
        "    \n",
        "# 파일명, 파일내용을 데이터 프레임으로 생성\n",
        "document_df = pd.DataFrame({'filename':filename_list, 'opinion_text':opinion_text})\n",
        "document_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "0Br5U7I1TEip",
        "outputId": "7372d06a-bbb1-4798-e337-b92264bed27a"
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      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"   Very happy with my 08 Accord, performance is quite adequate it has nice looks and is a great long,  distance cruiser .\\n0 6, 4, 3 eco engine has poor performance and gas mileage of 22 highway .\\n1 Overall performance is good but comfort level is poor .\\n2I'm impressed with the performance as well as efficiency gains .\\n3 It has room, performance, good MPG for its size and excellent reliability .\\n4 For the record I test, drove the Lexus350 the BMW 5 series, the infiniti G35 and enjoyed the Honda performance equally for far less money !\\n5Very happy with the car enjoy the ride and performance .\\n6  The performance of the engine is very smooth .\\n7   This car had rattles at 500 miles and has horrible performance even for a four cylinder .\\n8Great performance and handling make this a real Winner !\\n9Engine performance lacks punch after 60, head rest are poor design, lacks driver seat memory rear seat a c, radio system is marginal compared to Bose, Seats are hard and small for a large person .\\n10 There seem to be so many components that enter into the VCM that performance can vary WIDELY from car to car .\\n11 Features, quality, reliability, and performance, at a price no other car maker can touch .\\n12  190 HP engine is a good compromise for performance and fuel economy .\\n13 I owned this car for only a week, but I am pleasantly surprised by its performance and build quality .\\n14This car lacks the performance and handling of previous years .\\n15   Good looking inside and out, comfortable and roomy, commendable performance, and excellent gas mileage .\\n16Still enjoy interior and exterior styling as well as overall performance and handling .\\n17I just put it on the highway this weekend and its performance was amazing !\\n18 The bigger size has taken some getting used to, but the additional horsepower compared to the '02 and the performance are like night and day .\\n19 It fits right , is fun to drive, great stereo, fuel economy, performance .\\n20If you want sports sedan handling and performance, then pay much more and buy a true sports sedan !\\n21I went for comfort over performance to fit it in my budget so the EX, L with the 4 cyl engine .\\n22   I researched many other makes and models but for the performance, quality, and style, the accord won hands down for cars under $32,000 .\\n23  Performance is outstanding, more like a sports car than a coupe .\\n24   Lots of power with the 6 spd, and the car has a great balance of style, performance, and   reliability .\\n25No problem with quality, performance, etc .\\n26   Engine performance is very lacking .\\n27   t anywhere close to 3 series on many facets, namely performance, but sadly to say, in others, it surpasses .\\n28 The 4 cylinder lacks performance and handling and the gas saving is only minimal .\\n29  The car is great, both with styling and performance .\\n30 I purchased a 2004 V6,  Leather and I did not think Honda could do any better with design or performance .\\n31  I love the styling the performance and handling .\\n32  I was looking for a luxury, feel car with great performance at a good price .\\n33Overweight ,  3600 pounds, lots of road noise, and the combined performance of the VCM and the grade logic automatic transmission mke this a miserable driver .\\n34 The interior design and the performance of the V6 are the highlights .\\n35I was looking for a mid size coupe with style, performance and all season traction capability .\\n36 Styling in and out is fantastic, and the v, 6 performance is all one would hope for and more .\\n37 It does not diminish the performance of the car, it is just annoying .\\n38 After tracking almost 2 months of research on American and Japanese mid, size car models, only two stands out for their performance, reliability and safety ,  Honda Accord and Toyota Camry .\\n39   My my, I have never experienced such smooth performance, stability, pick, up, mileage and comfort that I am enjoying with my new 2008 Honda Accord .\\n40   I admire engine performance and comfort while driving atleast 30 mile a day to job .\\n41  I have owned 4 honda's and have come to rely on the fantastic quality of performance and lack of maintenance issues .\\n42The car is superb, performance, styling, quality, engineering, fit and finish , the whole banana  !\\n43The performance is incredible !\\n44 Gas mileage is great for a vehicle with this type of performance .\\n45 I could not be happier with the performance and ride of this car .\\n46When I first tested the EX, L V6, the performance and handling of the car sold me,  I had to get it and I did .\\n47  Honda has outdone itself on styling and performance .\\n48 Its ride, comfort and overall performance is an absolute joy .\\n49 The previous models were boring both aestically and performance wise .\""
            ],
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          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "document_df['opinion_text'][0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "YLdbCNEuTfdc"
      },
      "outputs": [],
      "source": [
        "from nltk.stem import WordNetLemmatizer\n",
        "import nltk\n",
        "import string\n",
        "\n",
        "# 단어 원형 추출 함수\n",
        "lemmar = WordNetLemmatizer()\n",
        "def LemTokens(tokens):\n",
        "    return [lemmar.lemmatize(token) for token in tokens]\n",
        "\n",
        "# 특수 문자 사전 생성: {33: None ...}\n",
        "# ord(): 아스키 코드 생성\n",
        "remove_punct_dict = dict((ord(punct), None) for punct in string.punctuation)\n",
        "\n",
        "# 특수 문자 제거 및 단어 원형 추출\n",
        "def LemNormalize(text):\n",
        "    # 텍스트 소문자 변경 후 특수 문자 제거\n",
        "    text_new = text.lower().translate(remove_punct_dict)\n",
        "    \n",
        "    # 단어 토큰화\n",
        "    word_tokens = nltk.word_tokenize(text_new)\n",
        "    \n",
        "    # 단어 원형 추출\n",
        "    return LemTokens(word_tokens)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oGYqh1NOVzC6",
        "outputId": "909e100c-63a2-4797-c505-d420dce7d2c4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "import nltk\n",
        "nltk.download('punkt')\n",
        "nltk.download('wordnet')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2ZuqRaS6VOa-",
        "outputId": "2ab0d521-6503-4938-b4f6-c784a174f3df"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package omw-1.4 to /root/nltk_data...\n",
            "/usr/local/lib/python3.7/dist-packages/sklearn/feature_extraction/text.py:401: UserWarning: Your stop_words may be inconsistent with your preprocessing. Tokenizing the stop words generated tokens ['ha', 'le', 'u', 'wa'] not in stop_words.\n",
            "  % sorted(inconsistent)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<51x4622 sparse matrix of type '<class 'numpy.float64'>'\n",
              "\twith 30886 stored elements in Compressed Sparse Row format>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ],
      "source": [
        "import nltk\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "nltk.download('omw-1.4')\n",
        "tfidf_vect = TfidfVectorizer(stop_words = 'english', ngram_range=(1, 2), tokenizer=LemNormalize, min_df=0.05, max_df=0.85)\n",
        "\n",
        "opinion_text_vect = tfidf_vect.fit_transform(document_df['opinion_text'])\n",
        "opinion_text_vect"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pJAFRoosWb_d",
        "outputId": "8c1c379f-45e4-4999-9012-7d5c1565adc2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KMeans(max_iter=1000, n_clusters=7, random_state=62)"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "# kmeans를 이용하여 클러스터가 7개인 군집화를 진행하고 label을 출력하시오\n",
        "from sklearn.cluster import KMeans\n",
        "\n",
        "km_cluster = KMeans(n_clusters=7, max_iter=1000, random_state=62)\n",
        "km_cluster.fit(opinion_text_vect)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "lEV8xB9FZhNN",
        "outputId": "c69babb2-d28b-4509-b4cd-4703370996f3"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                           filename  \\\n",
              "0     performance_honda_accord_2008   \n",
              "1         quality_toyota_camry_2007   \n",
              "2       staff_bestwestern_hotel_sfo   \n",
              "3         comfort_honda_accord_2008   \n",
              "4    transmission_toyota_camry_2007   \n",
              "5        free_bestwestern_hotel_sfo   \n",
              "6    location_bestwestern_hotel_sfo   \n",
              "7       location_holiday_inn_london   \n",
              "8       rooms_bestwestern_hotel_sfo   \n",
              "9         mileage_honda_accord_2008   \n",
              "10          food_holiday_inn_london   \n",
              "11  service_swissotel_hotel_chicago   \n",
              "12          staff_swissotel_chicago   \n",
              "13    service_bestwestern_hotel_sfo   \n",
              "14          rooms_swissotel_chicago   \n",
              "15          seats_honda_accord_2008   \n",
              "16       interior_honda_accord_2008   \n",
              "17              fonts_amazon_kindle   \n",
              "18   bathroom_bestwestern_hotel_sfo   \n",
              "19         navigation_amazon_kindle   \n",
              "20       performance_netbook_1005ha   \n",
              "21              price_amazon_kindle   \n",
              "22         price_holiday_inn_london   \n",
              "23            buttons_amazon_kindle   \n",
              "24    eyesight-issues_amazon_kindle   \n",
              "25          room_holiday_inn_london   \n",
              "26       service_holiday_inn_london   \n",
              "27       interior_toyota_camry_2007   \n",
              "28           food_swissotel_chicago   \n",
              "29    gas_mileage_toyota_camry_2007   \n",
              "30             screen_ipod_nano_8gb   \n",
              "31              sound_ipod_nano_8gb   \n",
              "32  directions_garmin_nuvi_255W_gps   \n",
              "33          keyboard_netbook_1005ha   \n",
              "34      screen_garmin_nuvi_255W_gps   \n",
              "35            screen_netbook_1005ha   \n",
              "36              video_ipod_nano_8gb   \n",
              "37        comfort_toyota_camry_2007   \n",
              "38       battery-life_amazon_kindle   \n",
              "39      battery-life_netbook_1005ha   \n",
              "40     display_garmin_nuvi_255W_gps   \n",
              "41       speed_garmin_nuvi_255W_gps   \n",
              "42    accuracy_garmin_nuvi_255W_gps   \n",
              "43       battery-life_ipod_nano_8gb   \n",
              "44       voice_garmin_nuvi_255W_gps   \n",
              "45     updates_garmin_nuvi_255W_gps   \n",
              "46                features_windows7   \n",
              "47         size_asus_netbook_1005ha   \n",
              "48                   speed_windows7   \n",
              "49    parking_bestwestern_hotel_sfo   \n",
              "50   satellite_garmin_nuvi_255W_gps   \n",
              "\n",
              "                                         opinion_text  label  \n",
              "0      Very happy with my 08 Accord, performance i...      5  \n",
              "1     I previously owned a Toyota 4Runner which ha...      5  \n",
              "2      Staff are friendly and helpful   .\\n0   The...      0  \n",
              "3     Drivers seat not comfortable, the car itself...      5  \n",
              "4    After slowing down, transmission has to be  k...      5  \n",
              "5     The wine reception is a great idea as it is ...      0  \n",
              "6    Good Value good location ,  ideal choice .\\n0...      6  \n",
              "7   Great location for tube and we crammed in a fa...      6  \n",
              "8    Great Location ,  Nice   Rooms ,  Helpless Co...      6  \n",
              "9     It's quiet, get good gas mileage and looks c...      5  \n",
              "10  The room was packed to capacity with queues at...      3  \n",
              "11  Mediocre room and service for a very extravaga...      3  \n",
              "12    The staff at Swissotel were not particularly...      0  \n",
              "13   Both of us having worked in tourism for over ...      3  \n",
              "14    The Swissotel is one of our favorite hotels ...      6  \n",
              "15  Front seats are very uncomfortable .\\n0  No me...      5  \n",
              "16     I love the new body style and the interior ...      1  \n",
              "17     Being able to change the font sizes is awes...      4  \n",
              "18    The room was not overly big, but clean and v...      6  \n",
              "19   In fact, the entire navigation structure has ...      4  \n",
              "20    The Eee Super Hybrid Engine utility lets use...      2  \n",
              "21     If a case was included, as with the Kindle ...      4  \n",
              "22   All in all, a normal chain hotel on a nice lo...      6  \n",
              "23     I thought it would be fitting to christen m...      4  \n",
              "24    It feels as easy to read as the K1 but doesn...      4  \n",
              "25  We arrived at 23,30 hours and they could not r...      6  \n",
              "26  not customer, oriented hotelvery low service l...      3  \n",
              "27  First of all, the interior has way too many ch...      1  \n",
              "28   The food for our event was delicious .\\n0 The...      3  \n",
              "29  Ride seems comfortable and gas mileage fairly ...      5  \n",
              "30    As always, the video screen is sharp and bri...      4  \n",
              "31  headphone jack i got a clear case for it and i...      2  \n",
              "32    You also get upscale features like spoken di...      4  \n",
              "33  ,  I think the new keyboard rivals the great h...      2  \n",
              "34  It is easy to read and when touching the scree...      4  \n",
              "35  Keep in mind that once you get in a room full ...      2  \n",
              "36   I bought the 8, gig Ipod Nano that has the bu...      2  \n",
              "37  Ride seems comfortable and gas mileage fairly ...      5  \n",
              "38   After I plugged it in to my USB hub on my com...      2  \n",
              "39  6GHz 533FSB cpu, glossy display, 3, Cell 23Wh ...      2  \n",
              "40   3 quot  widescreen display was a bonus .\\n0  ...      4  \n",
              "41    Another feature on the 255w is a display of ...      4  \n",
              "42     , and is very, very accurate .\\n0   but for...      4  \n",
              "43     short battery life  I moved up from an 8gb ...      2  \n",
              "44   The voice prompts and maps are wonderful espe...      4  \n",
              "45     Another thing to consider was that I paid $...      4  \n",
              "46     I had to uninstall anti, virus and selected...      4  \n",
              "47    A few other things I'd like to point out is ...      2  \n",
              "48    Windows 7 is quite simply faster, more stabl...      4  \n",
              "49   Parking was expensive but I think this is com...      6  \n",
              "50  It's fast to acquire satellites .\\n0If you've ...      4  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1240953a-b770-4fa8-91bc-58e45d5cd334\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>opinion_text</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>performance_honda_accord_2008</td>\n",
              "      <td>Very happy with my 08 Accord, performance i...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>quality_toyota_camry_2007</td>\n",
              "      <td>I previously owned a Toyota 4Runner which ha...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>staff_bestwestern_hotel_sfo</td>\n",
              "      <td>Staff are friendly and helpful   .\\n0   The...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>comfort_honda_accord_2008</td>\n",
              "      <td>Drivers seat not comfortable, the car itself...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>transmission_toyota_camry_2007</td>\n",
              "      <td>After slowing down, transmission has to be  k...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>free_bestwestern_hotel_sfo</td>\n",
              "      <td>The wine reception is a great idea as it is ...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>location_bestwestern_hotel_sfo</td>\n",
              "      <td>Good Value good location ,  ideal choice .\\n0...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>location_holiday_inn_london</td>\n",
              "      <td>Great location for tube and we crammed in a fa...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>rooms_bestwestern_hotel_sfo</td>\n",
              "      <td>Great Location ,  Nice   Rooms ,  Helpless Co...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>mileage_honda_accord_2008</td>\n",
              "      <td>It's quiet, get good gas mileage and looks c...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>food_holiday_inn_london</td>\n",
              "      <td>The room was packed to capacity with queues at...</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>service_swissotel_hotel_chicago</td>\n",
              "      <td>Mediocre room and service for a very extravaga...</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>staff_swissotel_chicago</td>\n",
              "      <td>The staff at Swissotel were not particularly...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>service_bestwestern_hotel_sfo</td>\n",
              "      <td>Both of us having worked in tourism for over ...</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>rooms_swissotel_chicago</td>\n",
              "      <td>The Swissotel is one of our favorite hotels ...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>seats_honda_accord_2008</td>\n",
              "      <td>Front seats are very uncomfortable .\\n0  No me...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>interior_honda_accord_2008</td>\n",
              "      <td>I love the new body style and the interior ...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>fonts_amazon_kindle</td>\n",
              "      <td>Being able to change the font sizes is awes...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>bathroom_bestwestern_hotel_sfo</td>\n",
              "      <td>The room was not overly big, but clean and v...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>navigation_amazon_kindle</td>\n",
              "      <td>In fact, the entire navigation structure has ...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>performance_netbook_1005ha</td>\n",
              "      <td>The Eee Super Hybrid Engine utility lets use...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>price_amazon_kindle</td>\n",
              "      <td>If a case was included, as with the Kindle ...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>price_holiday_inn_london</td>\n",
              "      <td>All in all, a normal chain hotel on a nice lo...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>buttons_amazon_kindle</td>\n",
              "      <td>I thought it would be fitting to christen m...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>eyesight-issues_amazon_kindle</td>\n",
              "      <td>It feels as easy to read as the K1 but doesn...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>room_holiday_inn_london</td>\n",
              "      <td>We arrived at 23,30 hours and they could not r...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>service_holiday_inn_london</td>\n",
              "      <td>not customer, oriented hotelvery low service l...</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>interior_toyota_camry_2007</td>\n",
              "      <td>First of all, the interior has way too many ch...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>food_swissotel_chicago</td>\n",
              "      <td>The food for our event was delicious .\\n0 The...</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>gas_mileage_toyota_camry_2007</td>\n",
              "      <td>Ride seems comfortable and gas mileage fairly ...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>screen_ipod_nano_8gb</td>\n",
              "      <td>As always, the video screen is sharp and bri...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>sound_ipod_nano_8gb</td>\n",
              "      <td>headphone jack i got a clear case for it and i...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>directions_garmin_nuvi_255W_gps</td>\n",
              "      <td>You also get upscale features like spoken di...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>keyboard_netbook_1005ha</td>\n",
              "      <td>,  I think the new keyboard rivals the great h...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>screen_garmin_nuvi_255W_gps</td>\n",
              "      <td>It is easy to read and when touching the scree...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>screen_netbook_1005ha</td>\n",
              "      <td>Keep in mind that once you get in a room full ...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>video_ipod_nano_8gb</td>\n",
              "      <td>I bought the 8, gig Ipod Nano that has the bu...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>comfort_toyota_camry_2007</td>\n",
              "      <td>Ride seems comfortable and gas mileage fairly ...</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>battery-life_amazon_kindle</td>\n",
              "      <td>After I plugged it in to my USB hub on my com...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>battery-life_netbook_1005ha</td>\n",
              "      <td>6GHz 533FSB cpu, glossy display, 3, Cell 23Wh ...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>display_garmin_nuvi_255W_gps</td>\n",
              "      <td>3 quot  widescreen display was a bonus .\\n0  ...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>speed_garmin_nuvi_255W_gps</td>\n",
              "      <td>Another feature on the 255w is a display of ...</td>\n",
              "      <td>4</td>\n",
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              "      <th>42</th>\n",
              "      <td>accuracy_garmin_nuvi_255W_gps</td>\n",
              "      <td>, and is very, very accurate .\\n0   but for...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>battery-life_ipod_nano_8gb</td>\n",
              "      <td>short battery life  I moved up from an 8gb ...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>voice_garmin_nuvi_255W_gps</td>\n",
              "      <td>The voice prompts and maps are wonderful espe...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>updates_garmin_nuvi_255W_gps</td>\n",
              "      <td>Another thing to consider was that I paid $...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>features_windows7</td>\n",
              "      <td>I had to uninstall anti, virus and selected...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>size_asus_netbook_1005ha</td>\n",
              "      <td>A few other things I'd like to point out is ...</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>speed_windows7</td>\n",
              "      <td>Windows 7 is quite simply faster, more stabl...</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>parking_bestwestern_hotel_sfo</td>\n",
              "      <td>Parking was expensive but I think this is com...</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>satellite_garmin_nuvi_255W_gps</td>\n",
              "      <td>It's fast to acquire satellites .\\n0If you've ...</td>\n",
              "      <td>4</td>\n",
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              "          const element = document.querySelector('#df-1240953a-b770-4fa8-91bc-58e45d5cd334');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ],
      "source": [
        "cluster_label = km_cluster.labels_\n",
        "cluster_label\n",
        "document_df['label'] = cluster_label\n",
        "document_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cBgDGF18ZqqG",
        "outputId": "f79a57af-5774-4407-add7-5e2872902332"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                       filename  \\\n",
            "2   staff_bestwestern_hotel_sfo   \n",
            "5    free_bestwestern_hotel_sfo   \n",
            "12      staff_swissotel_chicago   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "2      Staff are friendly and helpful   .\\n0   The...      0  \n",
            "5     The wine reception is a great idea as it is ...      0  \n",
            "12    The staff at Swissotel were not particularly...      0  \n",
            "========================================\n",
            "                      filename  \\\n",
            "16  interior_honda_accord_2008   \n",
            "27  interior_toyota_camry_2007   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "16     I love the new body style and the interior ...      1  \n",
            "27  First of all, the interior has way too many ch...      1  \n",
            "========================================\n",
            "                       filename  \\\n",
            "20   performance_netbook_1005ha   \n",
            "31          sound_ipod_nano_8gb   \n",
            "33      keyboard_netbook_1005ha   \n",
            "35        screen_netbook_1005ha   \n",
            "36          video_ipod_nano_8gb   \n",
            "38   battery-life_amazon_kindle   \n",
            "39  battery-life_netbook_1005ha   \n",
            "43   battery-life_ipod_nano_8gb   \n",
            "47     size_asus_netbook_1005ha   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "20    The Eee Super Hybrid Engine utility lets use...      2  \n",
            "31  headphone jack i got a clear case for it and i...      2  \n",
            "33  ,  I think the new keyboard rivals the great h...      2  \n",
            "35  Keep in mind that once you get in a room full ...      2  \n",
            "36   I bought the 8, gig Ipod Nano that has the bu...      2  \n",
            "38   After I plugged it in to my USB hub on my com...      2  \n",
            "39  6GHz 533FSB cpu, glossy display, 3, Cell 23Wh ...      2  \n",
            "43     short battery life  I moved up from an 8gb ...      2  \n",
            "47    A few other things I'd like to point out is ...      2  \n",
            "========================================\n",
            "                           filename  \\\n",
            "10          food_holiday_inn_london   \n",
            "11  service_swissotel_hotel_chicago   \n",
            "13    service_bestwestern_hotel_sfo   \n",
            "26       service_holiday_inn_london   \n",
            "28           food_swissotel_chicago   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "10  The room was packed to capacity with queues at...      3  \n",
            "11  Mediocre room and service for a very extravaga...      3  \n",
            "13   Both of us having worked in tourism for over ...      3  \n",
            "26  not customer, oriented hotelvery low service l...      3  \n",
            "28   The food for our event was delicious .\\n0 The...      3  \n",
            "========================================\n",
            "                           filename  \\\n",
            "17              fonts_amazon_kindle   \n",
            "19         navigation_amazon_kindle   \n",
            "21              price_amazon_kindle   \n",
            "23            buttons_amazon_kindle   \n",
            "24    eyesight-issues_amazon_kindle   \n",
            "30             screen_ipod_nano_8gb   \n",
            "32  directions_garmin_nuvi_255W_gps   \n",
            "34      screen_garmin_nuvi_255W_gps   \n",
            "40     display_garmin_nuvi_255W_gps   \n",
            "41       speed_garmin_nuvi_255W_gps   \n",
            "42    accuracy_garmin_nuvi_255W_gps   \n",
            "44       voice_garmin_nuvi_255W_gps   \n",
            "45     updates_garmin_nuvi_255W_gps   \n",
            "46                features_windows7   \n",
            "48                   speed_windows7   \n",
            "50   satellite_garmin_nuvi_255W_gps   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "17     Being able to change the font sizes is awes...      4  \n",
            "19   In fact, the entire navigation structure has ...      4  \n",
            "21     If a case was included, as with the Kindle ...      4  \n",
            "23     I thought it would be fitting to christen m...      4  \n",
            "24    It feels as easy to read as the K1 but doesn...      4  \n",
            "30    As always, the video screen is sharp and bri...      4  \n",
            "32    You also get upscale features like spoken di...      4  \n",
            "34  It is easy to read and when touching the scree...      4  \n",
            "40   3 quot  widescreen display was a bonus .\\n0  ...      4  \n",
            "41    Another feature on the 255w is a display of ...      4  \n",
            "42     , and is very, very accurate .\\n0   but for...      4  \n",
            "44   The voice prompts and maps are wonderful espe...      4  \n",
            "45     Another thing to consider was that I paid $...      4  \n",
            "46     I had to uninstall anti, virus and selected...      4  \n",
            "48    Windows 7 is quite simply faster, more stabl...      4  \n",
            "50  It's fast to acquire satellites .\\n0If you've ...      4  \n",
            "========================================\n",
            "                          filename  \\\n",
            "0    performance_honda_accord_2008   \n",
            "1        quality_toyota_camry_2007   \n",
            "3        comfort_honda_accord_2008   \n",
            "4   transmission_toyota_camry_2007   \n",
            "9        mileage_honda_accord_2008   \n",
            "15         seats_honda_accord_2008   \n",
            "29   gas_mileage_toyota_camry_2007   \n",
            "37       comfort_toyota_camry_2007   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "0      Very happy with my 08 Accord, performance i...      5  \n",
            "1     I previously owned a Toyota 4Runner which ha...      5  \n",
            "3     Drivers seat not comfortable, the car itself...      5  \n",
            "4    After slowing down, transmission has to be  k...      5  \n",
            "9     It's quiet, get good gas mileage and looks c...      5  \n",
            "15  Front seats are very uncomfortable .\\n0  No me...      5  \n",
            "29  Ride seems comfortable and gas mileage fairly ...      5  \n",
            "37  Ride seems comfortable and gas mileage fairly ...      5  \n",
            "========================================\n",
            "                          filename  \\\n",
            "6   location_bestwestern_hotel_sfo   \n",
            "7      location_holiday_inn_london   \n",
            "8      rooms_bestwestern_hotel_sfo   \n",
            "14         rooms_swissotel_chicago   \n",
            "18  bathroom_bestwestern_hotel_sfo   \n",
            "22        price_holiday_inn_london   \n",
            "25         room_holiday_inn_london   \n",
            "49   parking_bestwestern_hotel_sfo   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "6    Good Value good location ,  ideal choice .\\n0...      6  \n",
            "7   Great location for tube and we crammed in a fa...      6  \n",
            "8    Great Location ,  Nice   Rooms ,  Helpless Co...      6  \n",
            "14    The Swissotel is one of our favorite hotels ...      6  \n",
            "18    The room was not overly big, but clean and v...      6  \n",
            "22   All in all, a normal chain hotel on a nice lo...      6  \n",
            "25  We arrived at 23,30 hours and they could not r...      6  \n",
            "49   Parking was expensive but I think this is com...      6  \n",
            "========================================\n"
          ]
        }
      ],
      "source": [
        "for i in range(7):\n",
        "  print(document_df[document_df['label']==i])\n",
        "  print('='*40)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wPunhJQGZ1k0",
        "outputId": "a466c573-c07a-4b47-8a4c-5c4359689f6d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "KMeans(max_iter=1000, n_clusters=3, random_state=62)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "# 클러스터를 3으로 지정하여 위의 과정을 실습해보시오.\n",
        "from sklearn.cluster import KMeans\n",
        "\n",
        "km_cluster = KMeans(n_clusters=3, max_iter=1000, random_state=62)\n",
        "km_cluster.fit(opinion_text_vect)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "z2CvVAhnbPVq",
        "outputId": "303fa555-dbc7-4799-d11c-c8b850c6b750"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                         filename  \\\n",
              "0   performance_honda_accord_2008   \n",
              "1       quality_toyota_camry_2007   \n",
              "2     staff_bestwestern_hotel_sfo   \n",
              "3       comfort_honda_accord_2008   \n",
              "4  transmission_toyota_camry_2007   \n",
              "\n",
              "                                        opinion_text  \n",
              "0     Very happy with my 08 Accord, performance i...  \n",
              "1    I previously owned a Toyota 4Runner which ha...  \n",
              "2     Staff are friendly and helpful   .\\n0   The...  \n",
              "3    Drivers seat not comfortable, the car itself...  \n",
              "4   After slowing down, transmission has to be  k...  "
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              "      <div>\n",
              "<style scoped>\n",
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              "        vertical-align: middle;\n",
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              "          const element = document.querySelector('#df-934037e6-2934-4b44-ab2b-902d7600f425');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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            ]
          },
          "metadata": {},
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        }
      ],
      "source": [
        "document_df.drop(['label'], axis=1, inplace=True)\n",
        "document_df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "VLTH0ZbkbFEe",
        "outputId": "9311c103-5f88-4231-f852-5da6fd58359f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                           filename  \\\n",
              "0     performance_honda_accord_2008   \n",
              "1         quality_toyota_camry_2007   \n",
              "2       staff_bestwestern_hotel_sfo   \n",
              "3         comfort_honda_accord_2008   \n",
              "4    transmission_toyota_camry_2007   \n",
              "5        free_bestwestern_hotel_sfo   \n",
              "6    location_bestwestern_hotel_sfo   \n",
              "7       location_holiday_inn_london   \n",
              "8       rooms_bestwestern_hotel_sfo   \n",
              "9         mileage_honda_accord_2008   \n",
              "10          food_holiday_inn_london   \n",
              "11  service_swissotel_hotel_chicago   \n",
              "12          staff_swissotel_chicago   \n",
              "13    service_bestwestern_hotel_sfo   \n",
              "14          rooms_swissotel_chicago   \n",
              "15          seats_honda_accord_2008   \n",
              "16       interior_honda_accord_2008   \n",
              "17              fonts_amazon_kindle   \n",
              "18   bathroom_bestwestern_hotel_sfo   \n",
              "19         navigation_amazon_kindle   \n",
              "20       performance_netbook_1005ha   \n",
              "21              price_amazon_kindle   \n",
              "22         price_holiday_inn_london   \n",
              "23            buttons_amazon_kindle   \n",
              "24    eyesight-issues_amazon_kindle   \n",
              "25          room_holiday_inn_london   \n",
              "26       service_holiday_inn_london   \n",
              "27       interior_toyota_camry_2007   \n",
              "28           food_swissotel_chicago   \n",
              "29    gas_mileage_toyota_camry_2007   \n",
              "30             screen_ipod_nano_8gb   \n",
              "31              sound_ipod_nano_8gb   \n",
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              "\n",
              "                                         opinion_text  label  \n",
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              "1     I previously owned a Toyota 4Runner which ha...      0  \n",
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              "4    After slowing down, transmission has to be  k...      0  \n",
              "5     The wine reception is a great idea as it is ...      1  \n",
              "6    Good Value good location ,  ideal choice .\\n0...      1  \n",
              "7   Great location for tube and we crammed in a fa...      1  \n",
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              "9     It's quiet, get good gas mileage and looks c...      0  \n",
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              "13   Both of us having worked in tourism for over ...      1  \n",
              "14    The Swissotel is one of our favorite hotels ...      1  \n",
              "15  Front seats are very uncomfortable .\\n0  No me...      0  \n",
              "16     I love the new body style and the interior ...      0  \n",
              "17     Being able to change the font sizes is awes...      2  \n",
              "18    The room was not overly big, but clean and v...      1  \n",
              "19   In fact, the entire navigation structure has ...      2  \n",
              "20    The Eee Super Hybrid Engine utility lets use...      2  \n",
              "21     If a case was included, as with the Kindle ...      2  \n",
              "22   All in all, a normal chain hotel on a nice lo...      1  \n",
              "23     I thought it would be fitting to christen m...      2  \n",
              "24    It feels as easy to read as the K1 but doesn...      2  \n",
              "25  We arrived at 23,30 hours and they could not r...      1  \n",
              "26  not customer, oriented hotelvery low service l...      1  \n",
              "27  First of all, the interior has way too many ch...      0  \n",
              "28   The food for our event was delicious .\\n0 The...      1  \n",
              "29  Ride seems comfortable and gas mileage fairly ...      0  \n",
              "30    As always, the video screen is sharp and bri...      2  \n",
              "31  headphone jack i got a clear case for it and i...      2  \n",
              "32    You also get upscale features like spoken di...      2  \n",
              "33  ,  I think the new keyboard rivals the great h...      2  \n",
              "34  It is easy to read and when touching the scree...      2  \n",
              "35  Keep in mind that once you get in a room full ...      2  \n",
              "36   I bought the 8, gig Ipod Nano that has the bu...      2  \n",
              "37  Ride seems comfortable and gas mileage fairly ...      0  \n",
              "38   After I plugged it in to my USB hub on my com...      2  \n",
              "39  6GHz 533FSB cpu, glossy display, 3, Cell 23Wh ...      2  \n",
              "40   3 quot  widescreen display was a bonus .\\n0  ...      2  \n",
              "41    Another feature on the 255w is a display of ...      2  \n",
              "42     , and is very, very accurate .\\n0   but for...      2  \n",
              "43     short battery life  I moved up from an 8gb ...      2  \n",
              "44   The voice prompts and maps are wonderful espe...      2  \n",
              "45     Another thing to consider was that I paid $...      2  \n",
              "46     I had to uninstall anti, virus and selected...      2  \n",
              "47    A few other things I'd like to point out is ...      2  \n",
              "48    Windows 7 is quite simply faster, more stabl...      2  \n",
              "49   Parking was expensive but I think this is com...      1  \n",
              "50  It's fast to acquire satellites .\\n0If you've ...      2  "
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              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b3f49a23-f4fd-4ac7-837f-8526c73654a0');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ],
      "source": [
        "cluster_label = km_cluster.labels_\n",
        "cluster_label\n",
        "document_df['label'] = cluster_label\n",
        "document_df"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KT3I7hY8bGLe",
        "outputId": "890783c2-8d98-4b35-e41a-0befe77dd67e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                          filename  \\\n",
            "0    performance_honda_accord_2008   \n",
            "1        quality_toyota_camry_2007   \n",
            "3        comfort_honda_accord_2008   \n",
            "4   transmission_toyota_camry_2007   \n",
            "9        mileage_honda_accord_2008   \n",
            "15         seats_honda_accord_2008   \n",
            "16      interior_honda_accord_2008   \n",
            "27      interior_toyota_camry_2007   \n",
            "29   gas_mileage_toyota_camry_2007   \n",
            "37       comfort_toyota_camry_2007   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "0      Very happy with my 08 Accord, performance i...      0  \n",
            "1     I previously owned a Toyota 4Runner which ha...      0  \n",
            "3     Drivers seat not comfortable, the car itself...      0  \n",
            "4    After slowing down, transmission has to be  k...      0  \n",
            "9     It's quiet, get good gas mileage and looks c...      0  \n",
            "15  Front seats are very uncomfortable .\\n0  No me...      0  \n",
            "16     I love the new body style and the interior ...      0  \n",
            "27  First of all, the interior has way too many ch...      0  \n",
            "29  Ride seems comfortable and gas mileage fairly ...      0  \n",
            "37  Ride seems comfortable and gas mileage fairly ...      0  \n",
            "========================================\n",
            "                           filename  \\\n",
            "2       staff_bestwestern_hotel_sfo   \n",
            "5        free_bestwestern_hotel_sfo   \n",
            "6    location_bestwestern_hotel_sfo   \n",
            "7       location_holiday_inn_london   \n",
            "8       rooms_bestwestern_hotel_sfo   \n",
            "10          food_holiday_inn_london   \n",
            "11  service_swissotel_hotel_chicago   \n",
            "12          staff_swissotel_chicago   \n",
            "13    service_bestwestern_hotel_sfo   \n",
            "14          rooms_swissotel_chicago   \n",
            "18   bathroom_bestwestern_hotel_sfo   \n",
            "22         price_holiday_inn_london   \n",
            "25          room_holiday_inn_london   \n",
            "26       service_holiday_inn_london   \n",
            "28           food_swissotel_chicago   \n",
            "49    parking_bestwestern_hotel_sfo   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "2      Staff are friendly and helpful   .\\n0   The...      1  \n",
            "5     The wine reception is a great idea as it is ...      1  \n",
            "6    Good Value good location ,  ideal choice .\\n0...      1  \n",
            "7   Great location for tube and we crammed in a fa...      1  \n",
            "8    Great Location ,  Nice   Rooms ,  Helpless Co...      1  \n",
            "10  The room was packed to capacity with queues at...      1  \n",
            "11  Mediocre room and service for a very extravaga...      1  \n",
            "12    The staff at Swissotel were not particularly...      1  \n",
            "13   Both of us having worked in tourism for over ...      1  \n",
            "14    The Swissotel is one of our favorite hotels ...      1  \n",
            "18    The room was not overly big, but clean and v...      1  \n",
            "22   All in all, a normal chain hotel on a nice lo...      1  \n",
            "25  We arrived at 23,30 hours and they could not r...      1  \n",
            "26  not customer, oriented hotelvery low service l...      1  \n",
            "28   The food for our event was delicious .\\n0 The...      1  \n",
            "49   Parking was expensive but I think this is com...      1  \n",
            "========================================\n",
            "                           filename  \\\n",
            "17              fonts_amazon_kindle   \n",
            "19         navigation_amazon_kindle   \n",
            "20       performance_netbook_1005ha   \n",
            "21              price_amazon_kindle   \n",
            "23            buttons_amazon_kindle   \n",
            "24    eyesight-issues_amazon_kindle   \n",
            "30             screen_ipod_nano_8gb   \n",
            "31              sound_ipod_nano_8gb   \n",
            "32  directions_garmin_nuvi_255W_gps   \n",
            "33          keyboard_netbook_1005ha   \n",
            "34      screen_garmin_nuvi_255W_gps   \n",
            "35            screen_netbook_1005ha   \n",
            "36              video_ipod_nano_8gb   \n",
            "38       battery-life_amazon_kindle   \n",
            "39      battery-life_netbook_1005ha   \n",
            "40     display_garmin_nuvi_255W_gps   \n",
            "41       speed_garmin_nuvi_255W_gps   \n",
            "42    accuracy_garmin_nuvi_255W_gps   \n",
            "43       battery-life_ipod_nano_8gb   \n",
            "44       voice_garmin_nuvi_255W_gps   \n",
            "45     updates_garmin_nuvi_255W_gps   \n",
            "46                features_windows7   \n",
            "47         size_asus_netbook_1005ha   \n",
            "48                   speed_windows7   \n",
            "50   satellite_garmin_nuvi_255W_gps   \n",
            "\n",
            "                                         opinion_text  label  \n",
            "17     Being able to change the font sizes is awes...      2  \n",
            "19   In fact, the entire navigation structure has ...      2  \n",
            "20    The Eee Super Hybrid Engine utility lets use...      2  \n",
            "21     If a case was included, as with the Kindle ...      2  \n",
            "23     I thought it would be fitting to christen m...      2  \n",
            "24    It feels as easy to read as the K1 but doesn...      2  \n",
            "30    As always, the video screen is sharp and bri...      2  \n",
            "31  headphone jack i got a clear case for it and i...      2  \n",
            "32    You also get upscale features like spoken di...      2  \n",
            "33  ,  I think the new keyboard rivals the great h...      2  \n",
            "34  It is easy to read and when touching the scree...      2  \n",
            "35  Keep in mind that once you get in a room full ...      2  \n",
            "36   I bought the 8, gig Ipod Nano that has the bu...      2  \n",
            "38   After I plugged it in to my USB hub on my com...      2  \n",
            "39  6GHz 533FSB cpu, glossy display, 3, Cell 23Wh ...      2  \n",
            "40   3 quot  widescreen display was a bonus .\\n0  ...      2  \n",
            "41    Another feature on the 255w is a display of ...      2  \n",
            "42     , and is very, very accurate .\\n0   but for...      2  \n",
            "43     short battery life  I moved up from an 8gb ...      2  \n",
            "44   The voice prompts and maps are wonderful espe...      2  \n",
            "45     Another thing to consider was that I paid $...      2  \n",
            "46     I had to uninstall anti, virus and selected...      2  \n",
            "47    A few other things I'd like to point out is ...      2  \n",
            "48    Windows 7 is quite simply faster, more stabl...      2  \n",
            "50  It's fast to acquire satellites .\\n0If you've ...      2  \n",
            "========================================\n"
          ]
        }
      ],
      "source": [
        "for i in range(3):\n",
        "  print(document_df[document_df['label']==i])\n",
        "  print('='*40)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ENNQabFTf8e5",
        "outputId": "cd80db62-dbab-4cec-809f-7016e2fc42fb"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3, 4622)"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ],
      "source": [
        "cluster_centers = km_cluster.cluster_centers_\n",
        "cluster_centers.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lk_syFQPgRst",
        "outputId": "3c67eec7-762f-479a-a76c-fec4dc621aef"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([2310, 2797, 2798, ..., 2730, 3630, 2281])"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "cluster_centers[0].argsort()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tpBzW88cgX0y",
        "outputId": "d2926e35-6af3-4ce9-d431-a1db39bc5ef7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.003799844996361358\n",
            "0.014735503683577218\n"
          ]
        }
      ],
      "source": [
        "print(cluster_centers[0][2288])\n",
        "print(cluster_centers[0][3486])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "V6H2nWJfguBr",
        "outputId": "6f1a3f9a-7717-4584-9d34-a8061468a551"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[2281, 3630, 2730, ..., 2798, 2797, 2310],\n",
              "       [3486, 2126, 3666, ..., 1560, 2274, 2288],\n",
              "       [3590,  730, 2369, ..., 2347, 2344, 2310]])"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "cluster_centers.argsort()[:]\n",
        "cluster_centers.argsort()[:, 0]\n",
        "cluster_centers.argsort()[:, ::-1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TLXoqi4uhONQ",
        "outputId": "3c382ae6-0841-4c9f-c292-cffaa7020e60"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[2281, 3630, 2730, ..., 2798, 2797, 2310],\n",
              "       [3486, 2126, 3666, ..., 1560, 2274, 2288],\n",
              "       [3590,  730, 2369, ..., 2347, 2344, 2310]])"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ],
      "source": [
        "cluster_centers_sort = cluster_centers.argsort()[:, ::-1]\n",
        "cluster_centers_sort"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9UfJv2udhY71",
        "outputId": "bc9c217e-6bc2-4061-d82c-57f7f60bc2a1"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([2281, 3630, 2730, 1111, 1841, 1842, 4166,  940, 3044, 3260])"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ],
      "source": [
        "top_keywords = cluster_centers_sort[0, :10]\n",
        "top_keywords"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4nIa89fXhy6F",
        "outputId": "b14d7fec-0576-4064-ca21-93c9763c87a3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
            "  warnings.warn(msg, category=FutureWarning)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['0',\n",
              " '0 5',\n",
              " '0 room',\n",
              " '00',\n",
              " '02',\n",
              " '05',\n",
              " '06',\n",
              " '07',\n",
              " '08',\n",
              " '0i',\n",
              " '0the',\n",
              " '1 2',\n",
              " '1 block',\n",
              " '1 great',\n",
              " '10 did',\n",
              " '10 inch',\n",
              " '10 min',\n",
              " '10 minute',\n",
              " '10 room',\n",
              " '100',\n",
              " '100 accurate',\n",
              " '1005ha',\n",
              " '101',\n",
              " '102',\n",
              " '103',\n",
              " '104',\n",
              " '105',\n",
              " '105 room',\n",
              " '106',\n",
              " '106the',\n",
              " '107',\n",
              " '108',\n",
              " '109',\n",
              " '10it',\n",
              " '110',\n",
              " '111',\n",
              " '112',\n",
              " '113',\n",
              " '114',\n",
              " '114the',\n",
              " '115',\n",
              " '116',\n",
              " '117',\n",
              " '118',\n",
              " '119',\n",
              " '11the',\n",
              " '12 great',\n",
              " '120',\n",
              " '121',\n",
              " '121 hotel',\n",
              " '122',\n",
              " '123',\n",
              " '124',\n",
              " '125',\n",
              " '126',\n",
              " '126 staff',\n",
              " '127',\n",
              " '127the',\n",
              " '128',\n",
              " '129',\n",
              " '13',\n",
              " '130',\n",
              " '130the',\n",
              " '131',\n",
              " '131 room',\n",
              " '131we',\n",
              " '132',\n",
              " '133',\n",
              " '134',\n",
              " '134 room',\n",
              " '135',\n",
              " '135the',\n",
              " '136',\n",
              " '137',\n",
              " '138',\n",
              " '139',\n",
              " '139the',\n",
              " '13the',\n",
              " '14',\n",
              " '140',\n",
              " '141',\n",
              " '142',\n",
              " '143',\n",
              " '144',\n",
              " '145',\n",
              " '146',\n",
              " '147',\n",
              " '148',\n",
              " '149',\n",
              " '14the',\n",
              " '15 minute',\n",
              " '15 second',\n",
              " '150',\n",
              " '151',\n",
              " '152',\n",
              " '153',\n",
              " '154',\n",
              " '155',\n",
              " '156',\n",
              " '157',\n",
              " '158',\n",
              " '159',\n",
              " '15the',\n",
              " '16',\n",
              " '160',\n",
              " '161',\n",
              " '162',\n",
              " '163',\n",
              " '164',\n",
              " '165',\n",
              " '166',\n",
              " '167',\n",
              " '168',\n",
              " '169',\n",
              " '16the',\n",
              " '17',\n",
              " '170',\n",
              " '171',\n",
              " '172',\n",
              " '173',\n",
              " '174',\n",
              " '175',\n",
              " '176',\n",
              " '176 wa',\n",
              " '177',\n",
              " '178',\n",
              " '179',\n",
              " '17the',\n",
              " '18 ha',\n",
              " '180',\n",
              " '181',\n",
              " '182',\n",
              " '183',\n",
              " '184',\n",
              " '185',\n",
              " '186',\n",
              " '187',\n",
              " '188',\n",
              " '188 room',\n",
              " '189',\n",
              " '19',\n",
              " '190',\n",
              " '190 hp',\n",
              " '191',\n",
              " '192',\n",
              " '193',\n",
              " '194',\n",
              " '195',\n",
              " '196',\n",
              " '197',\n",
              " '198',\n",
              " '199',\n",
              " '1999',\n",
              " '1999 accord',\n",
              " '19the',\n",
              " '1the',\n",
              " '2 1',\n",
              " '2 block',\n",
              " '2 day',\n",
              " '2 double',\n",
              " '2 ha',\n",
              " '2 hour',\n",
              " '2 keyboard',\n",
              " '2 minute',\n",
              " '2 night',\n",
              " '2 room',\n",
              " '2 wa',\n",
              " '2 week',\n",
              " '20',\n",
              " '20 minute',\n",
              " '20 room',\n",
              " '20 wa',\n",
              " '200',\n",
              " '2000',\n",
              " '2004',\n",
              " '2007',\n",
              " '2007 camry',\n",
              " '2008',\n",
              " '2008 honda',\n",
              " '2009',\n",
              " '201',\n",
              " '202',\n",
              " '203',\n",
              " '204',\n",
              " '205',\n",
              " '206',\n",
              " '207',\n",
              " '208',\n",
              " '209',\n",
              " '21',\n",
              " '210',\n",
              " '211',\n",
              " '212',\n",
              " '213',\n",
              " '214',\n",
              " '215',\n",
              " '216',\n",
              " '217',\n",
              " '218',\n",
              " '219',\n",
              " '22',\n",
              " '22 room',\n",
              " '220',\n",
              " '221',\n",
              " '222',\n",
              " '223',\n",
              " '224',\n",
              " '225',\n",
              " '226',\n",
              " '227',\n",
              " '228',\n",
              " '229',\n",
              " '23',\n",
              " '230',\n",
              " '231',\n",
              " '232',\n",
              " '233',\n",
              " '234',\n",
              " '235',\n",
              " '236',\n",
              " '237',\n",
              " '237 room',\n",
              " '238',\n",
              " '239',\n",
              " '23the',\n",
              " '24',\n",
              " '24 hour',\n",
              " '240',\n",
              " '241',\n",
              " '242',\n",
              " '243',\n",
              " '244',\n",
              " '245',\n",
              " '246',\n",
              " '247',\n",
              " '248',\n",
              " '249',\n",
              " '249 30gb',\n",
              " '25',\n",
              " '25 mpg',\n",
              " '250',\n",
              " '251',\n",
              " '252',\n",
              " '253',\n",
              " '254',\n",
              " '255',\n",
              " '255w',\n",
              " '255w doe',\n",
              " '255w scratchiness',\n",
              " '256',\n",
              " '257',\n",
              " '258',\n",
              " '259',\n",
              " '26 location',\n",
              " '26 mpg',\n",
              " '26 room',\n",
              " '260',\n",
              " '261',\n",
              " '263',\n",
              " '264',\n",
              " '265',\n",
              " '266',\n",
              " '267',\n",
              " '268',\n",
              " '269',\n",
              " '27',\n",
              " '270',\n",
              " '271',\n",
              " '272',\n",
              " '273',\n",
              " '274',\n",
              " '275',\n",
              " '276',\n",
              " '277',\n",
              " '278',\n",
              " '279',\n",
              " '28',\n",
              " '280',\n",
              " '281',\n",
              " '282',\n",
              " '283',\n",
              " '284',\n",
              " '286',\n",
              " '287',\n",
              " '288',\n",
              " '29',\n",
              " '290',\n",
              " '291',\n",
              " '292',\n",
              " '293',\n",
              " '294',\n",
              " '295',\n",
              " '297',\n",
              " '298',\n",
              " '299',\n",
              " '2gb',\n",
              " '2nd',\n",
              " '2nd gen',\n",
              " '2the',\n",
              " '3 day',\n",
              " '3 hour',\n",
              " '3 minute',\n",
              " '3 room',\n",
              " '3 series',\n",
              " '3 star',\n",
              " '30',\n",
              " '30 minute',\n",
              " '300',\n",
              " '301',\n",
              " '302',\n",
              " '303',\n",
              " '304',\n",
              " '305',\n",
              " '306',\n",
              " '307',\n",
              " '309',\n",
              " '30gb',\n",
              " '30gb version',\n",
              " '30the',\n",
              " '31',\n",
              " '31 room',\n",
              " '310',\n",
              " '311',\n",
              " '312',\n",
              " '313',\n",
              " '314',\n",
              " '315',\n",
              " '316',\n",
              " '317',\n",
              " '32',\n",
              " '320',\n",
              " '321',\n",
              " '323',\n",
              " '324',\n",
              " '326',\n",
              " '328',\n",
              " '32i',\n",
              " '33',\n",
              " '33 room',\n",
              " '34',\n",
              " '34 like',\n",
              " '349',\n",
              " '349 huge',\n",
              " '35',\n",
              " '35i',\n",
              " '36',\n",
              " '360',\n",
              " '37 battery',\n",
              " '38',\n",
              " '385',\n",
              " '38i',\n",
              " '38the',\n",
              " '39',\n",
              " '39 seat',\n",
              " '39the',\n",
              " '3rd',\n",
              " '4 5',\n",
              " '4 cyl',\n",
              " '4 cylinder',\n",
              " '4 door',\n",
              " '4 hour',\n",
              " '4 star',\n",
              " '4 u',\n",
              " '40 room',\n",
              " '403',\n",
              " '406',\n",
              " '408',\n",
              " '409',\n",
              " '40i',\n",
              " '41',\n",
              " '42',\n",
              " '42 room',\n",
              " '43',\n",
              " '43the',\n",
              " '44',\n",
              " '44the',\n",
              " '45',\n",
              " '45 room',\n",
              " '45i',\n",
              " '46 room',\n",
              " '47',\n",
              " '47 new',\n",
              " '47i',\n",
              " '48',\n",
              " '48 great',\n",
              " '48the',\n",
              " '49',\n",
              " '4th',\n",
              " '4th gen',\n",
              " '4the',\n",
              " '5 6',\n",
              " '5 minute',\n",
              " '5 night',\n",
              " '5 star',\n",
              " '5 year',\n",
              " '50',\n",
              " '500',\n",
              " '51',\n",
              " '51the',\n",
              " '52',\n",
              " '53',\n",
              " '54',\n",
              " '54 screen',\n",
              " '54the',\n",
              " '55',\n",
              " '55 wa',\n",
              " '55the',\n",
              " '56',\n",
              " '56 great',\n",
              " '57',\n",
              " '57the',\n",
              " '58',\n",
              " '58 room',\n",
              " '59',\n",
              " '59i',\n",
              " '5g',\n",
              " '5g lie',\n",
              " '5th',\n",
              " '5th gen',\n",
              " '5the',\n",
              " '6 hour',\n",
              " '6 room',\n",
              " '60',\n",
              " '60 day',\n",
              " '60 easy',\n",
              " '600',\n",
              " '60the',\n",
              " '61',\n",
              " '61the',\n",
              " '62',\n",
              " '63',\n",
              " '64',\n",
              " '65',\n",
              " '65i',\n",
              " '66',\n",
              " '67',\n",
              " '68',\n",
              " '68the',\n",
              " '69',\n",
              " '69the',\n",
              " '6pm',\n",
              " '6the',\n",
              " '7',\n",
              " '7 easy',\n",
              " '7 hour',\n",
              " '70',\n",
              " '70the',\n",
              " '71',\n",
              " '71 great',\n",
              " '71 room',\n",
              " '72',\n",
              " '72the',\n",
              " '73',\n",
              " '73 screen',\n",
              " '73the',\n",
              " '74',\n",
              " '74the',\n",
              " '75',\n",
              " '750',\n",
              " '75i',\n",
              " '76',\n",
              " '76i',\n",
              " '77',\n",
              " '78',\n",
              " '79',\n",
              " '7th',\n",
              " '7the',\n",
              " '8',\n",
              " '80',\n",
              " '800',\n",
              " '80gb',\n",
              " '80gb version',\n",
              " '81',\n",
              " '82',\n",
              " '83',\n",
              " '83 great',\n",
              " '84',\n",
              " '84the',\n",
              " '85',\n",
              " '86',\n",
              " '86the',\n",
              " '87',\n",
              " '88',\n",
              " '88the',\n",
              " '89',\n",
              " '89the',\n",
              " '9',\n",
              " '90',\n",
              " '900',\n",
              " '91',\n",
              " '91 great',\n",
              " '92',\n",
              " '92 room',\n",
              " '93',\n",
              " '93the',\n",
              " '94',\n",
              " '95',\n",
              " '96',\n",
              " '96 overall',\n",
              " '97',\n",
              " '98',\n",
              " '99',\n",
              " '99 hotel',\n",
              " '99the',\n",
              " 'ability',\n",
              " 'abit',\n",
              " 'able',\n",
              " 'able rotate',\n",
              " 'able year',\n",
              " 'absent',\n",
              " 'absent arent',\n",
              " 'absolute',\n",
              " 'absolutely',\n",
              " 'absolutely excellent',\n",
              " 'ac',\n",
              " 'acceleration',\n",
              " 'accent',\n",
              " 'acceptable',\n",
              " 'access',\n",
              " 'accessible',\n",
              " 'accessory',\n",
              " 'accident',\n",
              " 'accidentally',\n",
              " 'accidentally turn',\n",
              " 'accommodating',\n",
              " 'accomodating',\n",
              " 'accomodations',\n",
              " 'accord',\n",
              " 'accord ex',\n",
              " 'accuracy',\n",
              " 'accurate',\n",
              " 'act',\n",
              " 'action',\n",
              " 'active',\n",
              " 'actual',\n",
              " 'actually',\n",
              " 'actually need',\n",
              " 'acura',\n",
              " 'adapted',\n",
              " 'adapter',\n",
              " 'add',\n",
              " 'added',\n",
              " 'added bonus',\n",
              " 'adding',\n",
              " 'addition',\n",
              " 'additional',\n",
              " 'additionally',\n",
              " 'address',\n",
              " 'adequate',\n",
              " 'adequate size',\n",
              " 'adequately',\n",
              " 'adequately sized',\n",
              " 'adjacent',\n",
              " 'adjoining',\n",
              " 'adjust',\n",
              " 'adjustable',\n",
              " 'adjustable font',\n",
              " 'adjusted',\n",
              " 'adjustment',\n",
              " 'adjusts',\n",
              " 'admit',\n",
              " 'adult',\n",
              " 'advance',\n",
              " 'advantage',\n",
              " 'advertised',\n",
              " 'advertised easy',\n",
              " 'advertisement',\n",
              " 'advice',\n",
              " 'advice visit',\n",
              " 'advised',\n",
              " 'advisor',\n",
              " 'aesthetic',\n",
              " 'aesthetic room',\n",
              " 'affect',\n",
              " 'affordable',\n",
              " 'afraid',\n",
              " 'afternoon',\n",
              " 'age',\n",
              " 'agent',\n",
              " 'agent booked',\n",
              " 'aggressive',\n",
              " 'ago',\n",
              " 'agree',\n",
              " 'ahead',\n",
              " 'air',\n",
              " 'air conditioning',\n",
              " 'airfare',\n",
              " 'airfare location',\n",
              " 'airline',\n",
              " 'airport',\n",
              " 'alarm',\n",
              " 'albeit',\n",
              " 'albert',\n",
              " 'alcatraz',\n",
              " 'alert',\n",
              " 'alert courteous',\n",
              " 'allow',\n",
              " 'allowed',\n",
              " 'allowed u',\n",
              " 'allows',\n",
              " 'alot',\n",
              " 'alternative',\n",
              " 'amazed',\n",
              " 'amazing',\n",
              " 'amazing service',\n",
              " 'amazing view',\n",
              " 'amazingly',\n",
              " 'amazon',\n",
              " 'ambience',\n",
              " 'amenity',\n",
              " 'america',\n",
              " 'american',\n",
              " 'ample',\n",
              " 'angle',\n",
              " 'announce',\n",
              " 'annoyance',\n",
              " 'annoying',\n",
              " 'anti',\n",
              " 'apart',\n",
              " 'apart staff',\n",
              " 'apparently',\n",
              " 'appeal',\n",
              " 'appealing',\n",
              " 'appealing aspect',\n",
              " 'appear',\n",
              " 'appearance',\n",
              " 'appeared',\n",
              " 'appears',\n",
              " 'appetizer',\n",
              " 'apple',\n",
              " 'application',\n",
              " 'appointed',\n",
              " 'appointed staff',\n",
              " 'appreciated',\n",
              " 'approaching',\n",
              " 'approx',\n",
              " 'apps',\n",
              " 'area',\n",
              " 'area hotel',\n",
              " 'area near',\n",
              " 'area place',\n",
              " 'area really',\n",
              " 'area wa',\n",
              " 'arent',\n",
              " 'arent used',\n",
              " 'arranged',\n",
              " 'arranged girlfreinds',\n",
              " 'arrival',\n",
              " 'arrive',\n",
              " 'arrived',\n",
              " 'arriving',\n",
              " 'arrow',\n",
              " 'article',\n",
              " 'aside',\n",
              " 'ask',\n",
              " 'ask room',\n",
              " 'asked',\n",
              " 'asked room',\n",
              " 'asking',\n",
              " 'aspect',\n",
              " 'aspect tantalizing',\n",
              " 'assist',\n",
              " 'assistance',\n",
              " 'asus',\n",
              " 'asus software',\n",
              " 'ate',\n",
              " 'ate breakfast',\n",
              " 'ate night',\n",
              " 'atmosphere',\n",
              " 'atom',\n",
              " 'attached',\n",
              " 'attend',\n",
              " 'attendant',\n",
              " 'attention',\n",
              " 'attentive',\n",
              " 'attitude',\n",
              " 'attraction',\n",
              " 'attractive',\n",
              " 'audible',\n",
              " 'audio',\n",
              " 'august',\n",
              " 'auto',\n",
              " 'auto boot',\n",
              " 'automatically',\n",
              " 'automatically adjusts',\n",
              " 'avail',\n",
              " 'available',\n",
              " 'avalon',\n",
              " 'ave',\n",
              " 'average',\n",
              " 'average hotel',\n",
              " 'average ride',\n",
              " 'averaging',\n",
              " 'avoid',\n",
              " 'avoided',\n",
              " 'aware',\n",
              " 'away',\n",
              " 'away wa',\n",
              " 'awesome',\n",
              " 'awful',\n",
              " 'awhile',\n",
              " 'awkward',\n",
              " 'b',\n",
              " 'baby',\n",
              " 'background',\n",
              " 'backlight',\n",
              " 'backward',\n",
              " 'bad',\n",
              " 'bag',\n",
              " 'balance',\n",
              " 'bank',\n",
              " 'bar',\n",
              " 'bar hotel',\n",
              " 'bar room',\n",
              " 'bar service',\n",
              " 'barely',\n",
              " 'base',\n",
              " 'based',\n",
              " 'based location',\n",
              " 'basic',\n",
              " 'basic clean',\n",
              " 'basis',\n",
              " 'bathrobe',\n",
              " 'bathrobe corner',\n",
              " 'bathroom',\n",
              " 'bathroom door',\n",
              " 'bathroom free',\n",
              " 'bathroom impeccably',\n",
              " 'bathroom tiny',\n",
              " 'bathroom wa',\n",
              " 'battery',\n",
              " 'battery bright',\n",
              " 'battery charge',\n",
              " 'battery charger',\n",
              " 'battery doesnt',\n",
              " 'battery life',\n",
              " 'battery longer',\n",
              " 'battery quickly',\n",
              " 'bay',\n",
              " 'beach',\n",
              " 'beat',\n",
              " 'beat location',\n",
              " 'beat price',\n",
              " 'beautiful',\n",
              " 'beautiful room',\n",
              " 'beautifully',\n",
              " 'bed',\n",
              " 'bed clean',\n",
              " 'bed comfortable',\n",
              " 'bed great',\n",
              " 'bed wa',\n",
              " 'bedroom',\n",
              " 'beep',\n",
              " 'beer',\n",
              " 'beginning',\n",
              " 'believe',\n",
              " 'bell',\n",
              " 'bellhop',\n",
              " 'bellman',\n",
              " 'bend',\n",
              " 'benefit',\n",
              " 'best',\n",
              " 'best buy',\n",
              " 'best feature',\n",
              " 'best hotel',\n",
              " 'best location',\n",
              " 'best thing',\n",
              " 'best western',\n",
              " 'better battery',\n",
              " 'better better',\n",
              " 'better comfort',\n",
              " 'better expected',\n",
              " 'better gas',\n",
              " 'better hotel',\n",
              " 'better keyboard',\n",
              " 'better location',\n",
              " 'better mileage',\n",
              " 'better price',\n",
              " 'better screen',\n",
              " 'better service',\n",
              " 'better video',\n",
              " 'beverage',\n",
              " 'beverage completely',\n",
              " 'beverage service',\n",
              " 'beware',\n",
              " 'big',\n",
              " 'big clean',\n",
              " 'big comfortable',\n",
              " 'big deal',\n",
              " 'big family',\n",
              " 'big portion',\n",
              " 'big room',\n",
              " 'big screen',\n",
              " 'big watch',\n",
              " 'bigger',\n",
              " 'bigger screen',\n",
              " 'biggest',\n",
              " 'biscotti',\n",
              " 'biscotti nice',\n",
              " 'bistro',\n",
              " 'bit',\n",
              " 'bit disappointed',\n",
              " 'bit le',\n",
              " 'bit room',\n",
              " 'bit small',\n",
              " 'black',\n",
              " 'bland',\n",
              " 'blind',\n",
              " 'block',\n",
              " 'block away',\n",
              " 'block fisherman',\n",
              " 'block hotel',\n",
              " 'blow',\n",
              " 'blown',\n",
              " 'blue',\n",
              " 'blue color',\n",
              " 'blue screen',\n",
              " 'bluetooth',\n",
              " 'bmw',\n",
              " 'board',\n",
              " 'boat',\n",
              " 'body',\n",
              " 'body style',\n",
              " 'bonus',\n",
              " 'book',\n",
              " 'book 2',\n",
              " 'book easy',\n",
              " 'book hotel',\n",
              " 'book page',\n",
              " 'book room',\n",
              " 'booked',\n",
              " 'booked hotel',\n",
              " 'booked room',\n",
              " 'booking',\n",
              " 'booking priceline',\n",
              " 'booking wa',\n",
              " 'boot',\n",
              " 'boot quickly',\n",
              " 'boot startup',\n",
              " 'boot waitrose',\n",
              " 'border',\n",
              " 'boring',\n",
              " 'bose',\n",
              " 'bother',\n",
              " 'bottle',\n",
              " 'bottled',\n",
              " 'bottled water',\n",
              " 'bought',\n",
              " 'bought car',\n",
              " 'bought morning',\n",
              " 'bountiful',\n",
              " 'bountiful cafe',\n",
              " 'boutique',\n",
              " 'box',\n",
              " 'boy',\n",
              " 'brake',\n",
              " 'brand',\n",
              " 'break',\n",
              " 'breakfast',\n",
              " 'breakfast buffet',\n",
              " 'breakfast day',\n",
              " 'breakfast evening',\n",
              " 'breakfast food',\n",
              " 'breakfast good',\n",
              " 'breakfast hotel',\n",
              " 'breakfast ok',\n",
              " 'breakfast price',\n",
              " 'breakfast room',\n",
              " 'breakfast wa',\n",
              " 'breeze',\n",
              " 'bright',\n",
              " 'bright screen',\n",
              " 'bright sunlight',\n",
              " 'brighter',\n",
              " 'brighter screen',\n",
              " 'brightness',\n",
              " 'brilliant',\n",
              " 'bring',\n",
              " 'bring wish',\n",
              " 'brings',\n",
              " 'british',\n",
              " 'broken',\n",
              " 'brought',\n",
              " 'brought room',\n",
              " 'browser',\n",
              " 'browsing',\n",
              " 'buck',\n",
              " 'bucket',\n",
              " 'budget',\n",
              " 'buffet',\n",
              " 'buffet breakfast',\n",
              " 'buffet offered',\n",
              " 'build',\n",
              " 'build quality',\n",
              " 'building',\n",
              " 'built',\n",
              " 'built car',\n",
              " 'built speaker',\n",
              " 'bulky',\n",
              " 'bunch',\n",
              " 'bureau',\n",
              " 'bus',\n",
              " 'bus line',\n",
              " 'bus tour',\n",
              " 'business',\n",
              " 'business hotel',\n",
              " 'bustle',\n",
              " 'busy',\n",
              " 'button',\n",
              " 'button general',\n",
              " 'button screen',\n",
              " 'button turn',\n",
              " 'button work',\n",
              " 'buy',\n",
              " 'buyer',\n",
              " 'buying',\n",
              " 'bw',\n",
              " 'bw tuscan',\n",
              " 'c',\n",
              " 'cab',\n",
              " 'cabin',\n",
              " 'cable',\n",
              " 'cable car',\n",
              " 'cafe',\n",
              " 'cafe bountiful',\n",
              " 'cafe restaurant',\n",
              " 'cafe staff',\n",
              " 'called',\n",
              " 'cam',\n",
              " 'came',\n",
              " 'camera',\n",
              " 'camera small',\n",
              " 'camry',\n",
              " 'camry ha',\n",
              " 'camry just',\n",
              " 'camry wa',\n",
              " 'camrys',\n",
              " 'candy',\n",
              " 'capability',\n",
              " 'capacity',\n",
              " 'car',\n",
              " 'car drive',\n",
              " 'car feel',\n",
              " 'car freeway',\n",
              " 'car great',\n",
              " 'car ha',\n",
              " 'car just',\n",
              " 'car offer',\n",
              " 'car parking',\n",
              " 'car really',\n",
              " 'car seat',\n",
              " 'car time',\n",
              " 'car wa',\n",
              " 'card',\n",
              " 'care',\n",
              " 'careful',\n",
              " 'carefully',\n",
              " 'carpet',\n",
              " 'carry',\n",
              " 'carry compared',\n",
              " 'case',\n",
              " 'catch',\n",
              " 'caught',\n",
              " 'cause',\n",
              " 'caused',\n",
              " 'causing',\n",
              " 'cd',\n",
              " 'cell',\n",
              " 'cell phone',\n",
              " 'center',\n",
              " 'central',\n",
              " 'central london',\n",
              " 'centre',\n",
              " 'certain',\n",
              " 'certainly',\n",
              " 'chain',\n",
              " 'chain hotel',\n",
              " 'chain nice',\n",
              " 'chain restaurant',\n",
              " 'chair',\n",
              " 'champagne',\n",
              " 'chance',\n",
              " 'chance experience',\n",
              " 'change',\n",
              " 'changed',\n",
              " 'changing',\n",
              " 'charge',\n",
              " 'charged',\n",
              " 'charged u',\n",
              " 'charged wa',\n",
              " 'charger',\n",
              " 'charging',\n",
              " 'charging price',\n",
              " 'charm',\n",
              " 'charming',\n",
              " 'charmingly',\n",
              " 'cheap',\n",
              " 'cheaper',\n",
              " 'check',\n",
              " 'check check',\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ],
      "source": [
        "feature_names = tfidf_vect.get_feature_names()\n",
        "feature_names"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dHyF1Hfgh7ZW",
        "outputId": "ffb83f46-e3c5-4129-edd8-4dbe9cf9d55e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "interior\n",
            "seat\n",
            "mileage\n",
            "comfortable\n",
            "gas\n",
            "gas mileage\n",
            "transmission\n",
            "car\n",
            "performance\n",
            "quality\n"
          ]
        }
      ],
      "source": [
        "for idx in top_keywords:\n",
        "  print(feature_names[idx])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gFfDGXRku8AG",
        "outputId": "fee0417b-f7a9-4ce1-bea8-78c5675c31d8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting konlpy\n",
            "  Downloading konlpy-0.6.0-py2.py3-none-any.whl (19.4 MB)\n",
            "\u001b[K     |████████████████████████████████| 19.4 MB 4.8 MB/s \n",
            "\u001b[?25hCollecting JPype1>=0.7.0\n",
            "  Downloading JPype1-1.4.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl (453 kB)\n",
            "\u001b[K     |████████████████████████████████| 453 kB 50.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.6 in /usr/local/lib/python3.7/dist-packages (from konlpy) (1.21.6)\n",
            "Requirement already satisfied: lxml>=4.1.0 in /usr/local/lib/python3.7/dist-packages (from konlpy) (4.9.1)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from JPype1>=0.7.0->konlpy) (4.1.1)\n",
            "Installing collected packages: JPype1, konlpy\n",
            "Successfully installed JPype1-1.4.0 konlpy-0.6.0\n"
          ]
        }
      ],
      "source": [
        "!pip3 install konlpy"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f7qtroQqvKFE",
        "outputId": "99820f7f-2cce-4d9d-8662-63628dd533da"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['constitution.txt']"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ],
      "source": [
        "from konlpy.corpus import kolaw\n",
        "\n",
        "kolaw.fileids()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Eei2WKVFvS-H",
        "outputId": "4b3d6339-c6d0-41af-f5dc-f841c58d4789"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "대한민국헌법\n",
            "\n",
            "유구한 역사와 전통에 빛나는 우리 대한국민은 3·1운동으로 건립된 대한민국임시정부의 법통과 불의에 항거한 4·19민주이념을 계승하고, 조국의 민주개혁과 평화적 통일의\n"
          ]
        }
      ],
      "source": [
        "txt = kolaw.open('constitution.txt').read()\n",
        "print(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ko2TuPo-wMyA",
        "outputId": "7de43519-294d-4e41-b0a5-59de1e77eef4"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['1809896.txt',\n",
              " '1809898.txt',\n",
              " '1809899.txt',\n",
              " '1809890.txt',\n",
              " '1809894.txt',\n",
              " '1809893.txt',\n",
              " '1809892.txt',\n",
              " '1809897.txt',\n",
              " '1809891.txt',\n",
              " '1809895.txt']"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ],
      "source": [
        "from konlpy.corpus import kobill\n",
        "\n",
        "kobill.fileids()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jCHNu-FzwV-S",
        "outputId": "1f575eaa-59b0-43a3-a539-fc14c619adf2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "하도급거래 공정화에 관한 법률 일부개정법률안\n",
            "\n",
            "(유선호의원 대표발의 )\n",
            "\n",
            " 의 안\n",
            " 번 호\n",
            "\n",
            "9895\n",
            "\n",
            "발의연월일 : 2010.  11.  15.\n",
            "\n",
            "발  의  자 : 유선호․강기갑\n"
          ]
        }
      ],
      "source": [
        "txt = kobill.open('1809895.txt').read()\n",
        "print(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mhDSPI7lwd0k",
        "outputId": "bc952123-a33f-46e8-bdee-2721c319ed1c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['하도급거래',\n",
              " '공정화',\n",
              " '법률',\n",
              " '일부개정법률안',\n",
              " '(유선호의원',\n",
              " '대표발',\n",
              " '의',\n",
              " '번',\n",
              " '9895',\n",
              " '발의연월일',\n",
              " '2010',\n",
              " '11',\n",
              " '15',\n",
              " '발',\n",
              " '의',\n",
              " '유선호․강기갑']"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ],
      "source": [
        "txt[:100]\n",
        "from konlpy.tag import Hannanum\n",
        "\n",
        "han = Hannanum()\n",
        "han.nouns(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fKFuA9p4xErs",
        "outputId": "2b0dc4e9-31a0-432b-80fe-f2e6670b342f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['하도급',\n",
              " '하도급거래',\n",
              " '거래',\n",
              " '공정',\n",
              " '법률',\n",
              " '일부',\n",
              " '일부개정법률안',\n",
              " '개정',\n",
              " '법률안',\n",
              " '유',\n",
              " '유선호의원',\n",
              " '선호',\n",
              " '의원',\n",
              " '대표',\n",
              " '대표발의',\n",
              " '발의',\n",
              " '의',\n",
              " '안',\n",
              " '호',\n",
              " '9895',\n",
              " '발',\n",
              " '연월일',\n",
              " '2010',\n",
              " '11',\n",
              " '15',\n",
              " '자',\n",
              " '유선호',\n",
              " '강',\n",
              " '강기갑',\n",
              " '기갑']"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ],
      "source": [
        "from konlpy.tag import Kkma\n",
        "kkma = Kkma()\n",
        "kkma.nouns(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uoHpQkGYxSus",
        "outputId": "d8169d75-b999-4552-d548-08bf4fff8fe4"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['하도급거래 공정화에 관한 법률',\n",
              " '일부',\n",
              " '개정',\n",
              " '법률',\n",
              " '안',\n",
              " '유선호',\n",
              " '의원',\n",
              " '대표',\n",
              " '발',\n",
              " '의',\n",
              " '번',\n",
              " '호',\n",
              " '발의',\n",
              " '연월일',\n",
              " '발',\n",
              " '의',\n",
              " '자',\n",
              " '유선호',\n",
              " '강기갑']"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ],
      "source": [
        "from konlpy.tag import Komoran\n",
        "\n",
        "komo = Komoran()\n",
        "komo.nouns(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aWNfj-WMxxOR",
        "outputId": "a579660f-8169-440d-d6cc-d35cbeb39b90"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['하도급',\n",
              " '거래',\n",
              " '정화',\n",
              " '관',\n",
              " '법률',\n",
              " '일부',\n",
              " '개정',\n",
              " '법률',\n",
              " '안',\n",
              " '유선호',\n",
              " '의원',\n",
              " '대표',\n",
              " '발의',\n",
              " '의',\n",
              " '안',\n",
              " '번',\n",
              " '호',\n",
              " '발의',\n",
              " '연월일',\n",
              " '발',\n",
              " '의',\n",
              " '자',\n",
              " '유선호',\n",
              " '강기갑']"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ],
      "source": [
        "from konlpy.tag import Okt\n",
        "okt = Okt()\n",
        "okt.nouns(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8WYufURyx4S4",
        "outputId": "362221a8-cf6f-4ed4-d178-0a136bab74df"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['하도급',\n",
              " '거래',\n",
              " '공',\n",
              " '정화',\n",
              " '에',\n",
              " '관',\n",
              " '한',\n",
              " '법률',\n",
              " '일부',\n",
              " '개정',\n",
              " '법률',\n",
              " '안',\n",
              " '\\n\\n',\n",
              " '(',\n",
              " '유선호',\n",
              " '의원',\n",
              " '대표',\n",
              " '발의',\n",
              " ')',\n",
              " '\\n\\n ',\n",
              " '의',\n",
              " '안',\n",
              " '\\n ',\n",
              " '번',\n",
              " '호',\n",
              " '\\n\\n',\n",
              " '9895',\n",
              " '\\n\\n',\n",
              " '발의',\n",
              " '연월일',\n",
              " ':',\n",
              " '2010',\n",
              " '.',\n",
              " '11',\n",
              " '.',\n",
              " '15',\n",
              " '.',\n",
              " '\\n\\n',\n",
              " '발',\n",
              " '의',\n",
              " '자',\n",
              " ':',\n",
              " '유선호',\n",
              " '․',\n",
              " '강기갑']"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ],
      "source": [
        "okt.morphs(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FYq2uhYdyAVZ",
        "outputId": "fff05158-394b-4d1d-8365-a3dbba5736f2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Adjective': '형용사',\n",
              " 'Adverb': '부사',\n",
              " 'Alpha': '알파벳',\n",
              " 'Conjunction': '접속사',\n",
              " 'Determiner': '관형사',\n",
              " 'Eomi': '어미',\n",
              " 'Exclamation': '감탄사',\n",
              " 'Foreign': '외국어, 한자 및 기타기호',\n",
              " 'Hashtag': '트위터 해쉬태그',\n",
              " 'Josa': '조사',\n",
              " 'KoreanParticle': '(ex: ㅋㅋ)',\n",
              " 'Noun': '명사',\n",
              " 'Number': '숫자',\n",
              " 'PreEomi': '선어말어미',\n",
              " 'Punctuation': '구두점',\n",
              " 'ScreenName': '트위터 아이디',\n",
              " 'Suffix': '접미사',\n",
              " 'Unknown': '미등록어',\n",
              " 'Verb': '동사'}"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ],
      "source": [
        "okt.tagset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KRgFs9DSyi4Q",
        "outputId": "5df8645b-e4dc-462a-ed2c-436ee80e9be8"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('하도급', 'Noun'),\n",
              " ('거래', 'Noun'),\n",
              " ('공', 'Modifier'),\n",
              " ('정화', 'Noun'),\n",
              " ('에', 'Josa'),\n",
              " ('관', 'Noun'),\n",
              " ('한', 'Josa'),\n",
              " ('법률', 'Noun'),\n",
              " ('일부', 'Noun'),\n",
              " ('개정', 'Noun'),\n",
              " ('법률', 'Noun'),\n",
              " ('안', 'Noun'),\n",
              " ('\\n\\n', 'Foreign'),\n",
              " ('(', 'Punctuation'),\n",
              " ('유선호', 'Noun'),\n",
              " ('의원', 'Noun'),\n",
              " ('대표', 'Noun'),\n",
              " ('발의', 'Noun'),\n",
              " (')', 'Punctuation'),\n",
              " ('\\n\\n ', 'Foreign'),\n",
              " ('의', 'Noun'),\n",
              " ('안', 'Noun'),\n",
              " ('\\n ', 'Foreign'),\n",
              " ('번', 'Noun'),\n",
              " ('호', 'Noun'),\n",
              " ('\\n\\n', 'Foreign'),\n",
              " ('9895', 'Number'),\n",
              " ('\\n\\n', 'Foreign'),\n",
              " ('발의', 'Noun'),\n",
              " ('연월일', 'Noun'),\n",
              " (':', 'Punctuation'),\n",
              " ('2010', 'Number'),\n",
              " ('.', 'Punctuation'),\n",
              " ('11', 'Number'),\n",
              " ('.', 'Punctuation'),\n",
              " ('15', 'Number'),\n",
              " ('.', 'Punctuation'),\n",
              " ('\\n\\n', 'Foreign'),\n",
              " ('발', 'Noun'),\n",
              " ('의', 'Noun'),\n",
              " ('자', 'Noun'),\n",
              " (':', 'Punctuation'),\n",
              " ('유선호', 'Noun'),\n",
              " ('․', 'Foreign'),\n",
              " ('강기갑', 'Noun')]"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ],
      "source": [
        "okt.pos(txt[:100])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "85n2VrfbywX-",
        "outputId": "8bfd0fde-58f5-4618-f5e5-412c221655d4"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['하도급',\n",
              " '거래',\n",
              " '정화',\n",
              " '관',\n",
              " '법률',\n",
              " '일부',\n",
              " '개정',\n",
              " '법률',\n",
              " '안',\n",
              " '유선호',\n",
              " '의원',\n",
              " '대표',\n",
              " '발의',\n",
              " '의',\n",
              " '안',\n",
              " '번',\n",
              " '호',\n",
              " '발의',\n",
              " '연월일',\n",
              " '발']"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ],
      "source": [
        "words = okt.nouns(txt)\n",
        "words[:20]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6fDFqPAUzBJI",
        "outputId": "64c6097c-f818-4b60-c302-7b9c4c135f48"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "하도급\n",
            "거래\n",
            "정화\n",
            "법률\n",
            "일부\n",
            "개정\n",
            "법률\n",
            "유선호\n",
            "의원\n",
            "대표\n",
            "발의\n",
            "발의\n",
            "연월일\n"
          ]
        }
      ],
      "source": [
        "for word in words[:20]:\n",
        "  if len(word)>1:\n",
        "    print(word)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "VldYvfSvzI8P"
      },
      "outputs": [],
      "source": [
        "words_up2 = [n for n in words if len(n)>1]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "plo5MC-Pzb8N",
        "outputId": "56a2b840-6d79-42b7-d5e9-22f803fc229c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Counter({'하도급': 6,\n",
              "         '거래': 5,\n",
              "         '정화': 3,\n",
              "         '법률': 6,\n",
              "         '일부': 3,\n",
              "         '개정': 4,\n",
              "         '유선호': 2,\n",
              "         '의원': 2,\n",
              "         '대표': 1,\n",
              "         '발의': 2,\n",
              "         '연월일': 1,\n",
              "         '강기갑': 1,\n",
              "         '김효석': 1,\n",
              "         '조승수': 1,\n",
              "         '최문순': 1,\n",
              "         '조영택': 1,\n",
              "         '문학진': 1,\n",
              "         '백재현': 1,\n",
              "         '송민순': 1,\n",
              "         '박은수': 1,\n",
              "         '정동영': 1,\n",
              "         '김춘진': 1,\n",
              "         '김재윤': 1,\n",
              "         '우윤근': 1,\n",
              "         '이성남': 1,\n",
              "         '이종걸': 1,\n",
              "         '제안': 1,\n",
              "         '이유': 1,\n",
              "         '내용': 1,\n",
              "         '수급': 3,\n",
              "         '사업자': 11,\n",
              "         '사이': 1,\n",
              "         '외형': 1,\n",
              "         '계약': 3,\n",
              "         '교섭': 2,\n",
              "         '절대': 1,\n",
              "         '우위': 1,\n",
              "         '불공정': 1,\n",
              "         '행위': 3,\n",
              "         '가능성': 1,\n",
              "         '상존': 1,\n",
              "         '또한': 1,\n",
              "         '부당행위': 1,\n",
              "         '손해': 13,\n",
              "         '경우': 8,\n",
              "         '입증': 3,\n",
              "         '부담': 1,\n",
              "         '때문': 1,\n",
              "         '민사소송': 1,\n",
              "         '피해': 1,\n",
              "         '제도': 1,\n",
              "         '실정': 1,\n",
              "         '서면': 1,\n",
              "         '벌금': 2,\n",
              "         '손해배상': 3,\n",
              "         '입증책임': 1,\n",
              "         '전환': 1,\n",
              "         '법원': 3,\n",
              "         '추정': 1,\n",
              "         '인정': 7,\n",
              "         '소송': 1,\n",
              "         '용의': 1,\n",
              "         '진행': 1,\n",
              "         '대칭': 1,\n",
              "         '정보': 1,\n",
              "         '차이': 1,\n",
              "         '보완': 1,\n",
              "         '질서': 1,\n",
              "         '유지': 1,\n",
              "         '발전': 1,\n",
              "         '것임': 1,\n",
              "         '신설': 3,\n",
              "         '다음': 4,\n",
              "         '항제': 2,\n",
              "         '각각': 2,\n",
              "         '호로': 1,\n",
              "         '위반': 6,\n",
              "         '책임': 4,\n",
              "         '자가': 2,\n",
              "         '자의': 2,\n",
              "         '대하': 2,\n",
              "         '해당': 5,\n",
              "         '배상': 2,\n",
              "         '다만': 2,\n",
              "         '고의': 2,\n",
              "         '과실': 1,\n",
              "         '발생': 2,\n",
              "         '사실': 2,\n",
              "         '구체': 2,\n",
              "         '금액': 2,\n",
              "         '산정': 1,\n",
              "         '곤란': 1,\n",
              "         '변론': 2,\n",
              "         '취지': 2,\n",
              "         '증거조사': 2,\n",
              "         '결과': 2,\n",
              "         '고려': 2,\n",
              "         '상당': 1,\n",
              "         '시행일': 1,\n",
              "         '공포': 1,\n",
              "         '시행': 2,\n",
              "         '용례': 1,\n",
              "         '규정': 1,\n",
              "         '최초': 1,\n",
              "         '체결': 1,\n",
              "         '적용': 1,\n",
              "         '구조': 1,\n",
              "         '문대비': 1,\n",
              "         '벌칙': 2,\n",
              "         '현행': 3,\n",
              "         '호의': 1,\n",
              "         '하나': 1,\n",
              "         '하의': 1,\n",
              "         '원사': 1,\n",
              "         '업자': 1})"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ],
      "source": [
        "from collections import Counter\n",
        "\n",
        "counts = Counter(words_up2)\n",
        "counts"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KfB-flO9z6Ue",
        "outputId": "97b35c0a-19c5-4a3b-a0a3-07118f987b87"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('손해', 13),\n",
              " ('사업자', 11),\n",
              " ('경우', 8),\n",
              " ('인정', 7),\n",
              " ('하도급', 6),\n",
              " ('법률', 6),\n",
              " ('위반', 6),\n",
              " ('거래', 5),\n",
              " ('해당', 5),\n",
              " ('개정', 4),\n",
              " ('다음', 4),\n",
              " ('책임', 4),\n",
              " ('정화', 3),\n",
              " ('일부', 3),\n",
              " ('수급', 3)]"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ],
      "source": [
        "noun_lst = counts.most_common(40)\n",
        "noun_lst[:15]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tMbvB3bk00Un",
        "outputId": "422004b0-6640-44af-b2fe-b03a848eba90"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-460\n",
            "Use 'sudo apt autoremove' to remove it.\n",
            "The following NEW packages will be installed:\n",
            "  fonts-nanum\n",
            "0 upgraded, 1 newly installed, 0 to remove and 20 not upgraded.\n",
            "Need to get 9,604 kB of archives.\n",
            "After this operation, 29.5 MB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 fonts-nanum all 20170925-1 [9,604 kB]\n",
            "Fetched 9,604 kB in 0s (25.2 MB/s)\n",
            "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 76, <> 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 ... 155685 files and directories currently installed.)\n",
            "Preparing to unpack .../fonts-nanum_20170925-1_all.deb ...\n",
            "Unpacking fonts-nanum (20170925-1) ...\n",
            "Setting up fonts-nanum (20170925-1) ...\n",
            "Processing triggers for fontconfig (2.12.6-0ubuntu2) ...\n",
            "/usr/share/fonts: caching, new cache contents: 0 fonts, 1 dirs\n",
            "/usr/share/fonts/truetype: caching, new cache contents: 0 fonts, 3 dirs\n",
            "/usr/share/fonts/truetype/humor-sans: caching, new cache contents: 1 fonts, 0 dirs\n",
            "/usr/share/fonts/truetype/liberation: caching, new cache contents: 16 fonts, 0 dirs\n",
            "/usr/share/fonts/truetype/nanum: caching, new cache contents: 10 fonts, 0 dirs\n",
            "/usr/local/share/fonts: caching, new cache contents: 0 fonts, 0 dirs\n",
            "/root/.local/share/fonts: skipping, no such directory\n",
            "/root/.fonts: skipping, no such directory\n",
            "/var/cache/fontconfig: cleaning cache directory\n",
            "/root/.cache/fontconfig: not cleaning non-existent cache directory\n",
            "/root/.fontconfig: not cleaning non-existent cache directory\n",
            "fc-cache: succeeded\n"
          ]
        }
      ],
      "source": [
        "!sudo apt-get install -y fonts-nanum\n",
        "!sudo fc-cache -fv\n",
        "!rm ~/.cache/matplotlib -rf"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cj_oBxly1Jho",
        "outputId": "b54b6d03-3a7d-489d-a3e3-c66149c46acd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "sys_font number: 27\n",
            "['/usr/share/fonts/truetype/liberation/LiberationSerif-Bold.ttf', '/usr/share/fonts/truetype/nanum/NanumMyeongjoBold.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-BoldItalic.ttf', '/usr/share/fonts/truetype/nanum/NanumSquareB.ttf', '/usr/share/fonts/truetype/nanum/NanumSquareR.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSans-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSerif-BoldItalic.ttf', '/usr/share/fonts/truetype/nanum/NanumGothicBold.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-Bold.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-Regular.ttf', '/usr/share/fonts/truetype/nanum/NanumSquareRoundB.ttf', '/usr/share/fonts/truetype/humor-sans/Humor-Sans.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-BoldItalic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSerif-Regular.ttf', '/usr/share/fonts/truetype/liberation/LiberationSerif-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSans-BoldItalic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSans-Bold.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-Bold.ttf', '/usr/share/fonts/truetype/nanum/NanumGothic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSans-Regular.ttf', '/usr/share/fonts/truetype/nanum/NanumMyeongjo.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-Regular.ttf', '/usr/share/fonts/truetype/nanum/NanumSquareRoundR.ttf', '/usr/share/fonts/truetype/nanum/NanumBarunGothicBold.ttf', '/usr/share/fonts/truetype/nanum/NanumBarunGothic.ttf']\n",
            "nanum_font number: 10\n",
            "/usr/share/fonts/truetype/nanum/NanumMyeongjoBold.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumSquareB.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumSquareR.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumGothicBold.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumSquareRoundB.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumGothic.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumMyeongjo.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumSquareRoundR.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumBarunGothicBold.ttf\n",
            "/usr/share/fonts/truetype/nanum/NanumBarunGothic.ttf\n"
          ]
        }
      ],
      "source": [
        "import matplotlib.font_manager as fm  # 폰트 관련 용도\n",
        "\n",
        "sys_font=fm.findSystemFonts()\n",
        "print(f\"sys_font number: {len(sys_font)}\")\n",
        "print(sys_font)\n",
        "\n",
        "nanum_font = [f for f in sys_font if 'Nanum' in f]\n",
        "print(f\"nanum_font number: {len(nanum_font)}\")\n",
        "for nanum in nanum_font:\n",
        "  print(nanum)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 232
        },
        "id": "ilwA3reZ0TOY",
        "outputId": "669c538d-9db7-4d22-a9b0-1e52d4b15511"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "from wordcloud import WordCloud\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "font_path = '/usr/share/fonts/truetype/nanum/NanumGothic.ttf'\n",
        "\n",
        "wc = WordCloud(width=1000, height=600, font_path=font_path, background_color='white')\n",
        "plt.imshow(wc.generate_from_frequencies(dict(noun_lst)))\n",
        "plt.axis('off')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9KhU5jHW_QqL"
      },
      "source": [
        "#2. 네이버 영화 추천"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WdS4EPky_AtQ",
        "outputId": "e7641695-f5e3-49fb-d2f0-7039069efcf9"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('ratings.txt', <http.client.HTTPMessage at 0x7f3c6130fa50>)"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ],
      "source": [
        "import urllib.request\n",
        "\n",
        "urllib.request.urlretrieve(\"https://raw.githubusercontent.com/e9t/nsmc/master/ratings.txt\", filename=\"ratings.txt\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "MF55M2Ef_Bzi",
        "outputId": "797abd08-8e33-4f51-a547-3789cea78677"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         id                                           document  label\n",
              "0   8112052                                어릴때보고 지금다시봐도 재밌어요ㅋㅋ      1\n",
              "1   8132799  디자인을 배우는 학생으로, 외국디자이너와 그들이 일군 전통을 통해 발전해가는 문화산...      1\n",
              "2   4655635               폴리스스토리 시리즈는 1부터 뉴까지 버릴께 하나도 없음.. 최고.      1\n",
              "3   9251303  와.. 연기가 진짜 개쩔구나.. 지루할거라고 생각했는데 몰입해서 봤다.. 그래 이런...      1\n",
              "4  10067386                        안개 자욱한 밤하늘에 떠 있는 초승달 같은 영화.      1"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-346e870a-5e98-4de0-92d1-fef375504bd0\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>document</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>8112052</td>\n",
              "      <td>어릴때보고 지금다시봐도 재밌어요ㅋㅋ</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>8132799</td>\n",
              "      <td>디자인을 배우는 학생으로, 외국디자이너와 그들이 일군 전통을 통해 발전해가는 문화산...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4655635</td>\n",
              "      <td>폴리스스토리 시리즈는 1부터 뉴까지 버릴께 하나도 없음.. 최고.</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>9251303</td>\n",
              "      <td>와.. 연기가 진짜 개쩔구나.. 지루할거라고 생각했는데 몰입해서 봤다.. 그래 이런...</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>10067386</td>\n",
              "      <td>안개 자욱한 밤하늘에 떠 있는 초승달 같은 영화.</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-346e870a-5e98-4de0-92d1-fef375504bd0')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-346e870a-5e98-4de0-92d1-fef375504bd0 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-346e870a-5e98-4de0-92d1-fef375504bd0');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ],
      "source": [
        "train_data = pd.read_table('ratings.txt')\n",
        "train_data[:5]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u2W_55ia_YCt",
        "outputId": "e4451d3a-0aea-4c91-ff31-e7190cd34ff5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id          0\n",
              "document    8\n",
              "label       0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ],
      "source": [
        "train_data.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tmyBWGN4_cZF",
        "outputId": "90bd15a8-7f6e-4a11-a75a-c11d9f918b27"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "False"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ],
      "source": [
        "train_data.dropna(how='any', inplace=True)\n",
        "train_data.isnull().values.any()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_77pHXaNABYv",
        "outputId": "2ce11cab-5696-488a-fdd7-7ed15b16f7d9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: FutureWarning: The default value of regex will change from True to False in a future version.\n",
            "  \"\"\"Entry point for launching an IPython kernel.\n"
          ]
        }
      ],
      "source": [
        "train_data['document']=train_data['document'].str.replace('[^ㄱ-ㅎㅏ-ㅣ가-힣]', '')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VDqueJ7ABBFx",
        "outputId": "c4dd0073-ff1a-4287-8098-244d0f4dd9a1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "으로\n",
            "와\n",
            "들\n",
            "이\n",
            "하다\n",
            "이\n",
            "에\n",
            "이\n",
            "와\n",
            "들\n",
            "이\n"
          ]
        }
      ],
      "source": [
        "from konlpy.tag import Okt\n",
        "\n",
        "stopwords = ['의','가','이','은','들','는','좀','잘','걍','과','도','를','으로','자','에','와','한','하다']\n",
        "\n",
        "\n",
        "okt = Okt()\n",
        "txt1 = okt.morphs(train_data['document'][1], stem=True)\n",
        "txt2 = okt.morphs(train_data['document'][1], stem=False)\n",
        "\n",
        "# print(txt1)\n",
        "# print(txt2)\n",
        "\n",
        "for word in txt1:\n",
        "  if word in stopwords:\n",
        "    print(word)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VhDWnMkgC8uO",
        "outputId": "7f501521-33a8-4db9-859c-3c5ed8876747"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 199992/199992 [2:00:09<00:00, 27.74it/s]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[['어리다', '때', '보고', '지금', '다시', '보다', '재밌다', 'ㅋㅋ'],\n",
              " ['디자인',\n",
              "  '을',\n",
              "  '배우다',\n",
              "  '학생',\n",
              "  '외국',\n",
              "  '디자이너',\n",
              "  '그',\n",
              "  '일군',\n",
              "  '전통',\n",
              "  '을',\n",
              "  '통해',\n",
              "  '발전',\n",
              "  '문화',\n",
              "  '산업',\n",
              "  '부럽다',\n",
              "  '사실',\n",
              "  '우리나라',\n",
              "  '에서도',\n",
              "  '그',\n",
              "  '어려운',\n",
              "  '시절',\n",
              "  '끝',\n",
              "  '까지',\n",
              "  '열정',\n",
              "  '을',\n",
              "  '지키다',\n",
              "  '노라노',\n",
              "  '같다',\n",
              "  '전통',\n",
              "  '있다',\n",
              "  '저',\n",
              "  '같다',\n",
              "  '사람',\n",
              "  '꿈',\n",
              "  '을',\n",
              "  '꾸다',\n",
              "  '이루다',\n",
              "  '갈수',\n",
              "  '있다',\n",
              "  '감사하다'],\n",
              " ['폴리스스토리', '시리즈', '부터', '뉴', '까지', '버리다', '없다', '최고'],\n",
              " ['오다',\n",
              "  '연기',\n",
              "  '진짜',\n",
              "  '개',\n",
              "  '쩔다',\n",
              "  '지루하다',\n",
              "  '생각',\n",
              "  '몰입',\n",
              "  '보다',\n",
              "  '다그',\n",
              "  '래',\n",
              "  '이렇다',\n",
              "  '진짜',\n",
              "  '영화',\n",
              "  '지'],\n",
              " ['안개', '자욱하다', '밤하늘', '뜨다', '초승달', '같다', '영화'],\n",
              " ['사랑', '을', '해보다', '사람', '라면', '처음', '부터', '끝', '까지', '웃다', '영화'],\n",
              " ['완전', '감동', '이다', '보다', '감동'],\n",
              " ['개', '전쟁', '나오다', '나오다', '빠', '로', '보다'],\n",
              " ['굿'],\n",
              " ['바보', '아니다', '병', '쉬다'],\n",
              " ['내',\n",
              "  '나이',\n",
              "  '같다',\n",
              "  '영화',\n",
              "  '지금',\n",
              "  '보다',\n",
              "  '감동',\n",
              "  '적',\n",
              "  '이다',\n",
              "  '하지만',\n",
              "  '훗',\n",
              "  '날다',\n",
              "  '보다',\n",
              "  '사하나',\n",
              "  '하',\n",
              "  '나',\n",
              "  '그',\n",
              "  '감정',\n",
              "  '을',\n",
              "  '완벽하다',\n",
              "  '같다'],\n",
              " ['재밌다'],\n",
              " ['고질', '라니', '무', '귀엽다', '능', 'ㅋㅋ'],\n",
              " ['영화',\n",
              "  '오페라',\n",
              "  '화',\n",
              "  '라',\n",
              "  '고해',\n",
              "  '야하다',\n",
              "  '작품',\n",
              "  '극단',\n",
              "  '적',\n",
              "  '평',\n",
              "  '갈림',\n",
              "  '어쩔',\n",
              "  '수',\n",
              "  '없다'],\n",
              " ['반전', '좋다', '제'],\n",
              " ['평점',\n",
              "  '왜',\n",
              "  '낮다',\n",
              "  '긴장감',\n",
              "  '스릴',\n",
              "  '감',\n",
              "  '진짜',\n",
              "  '최고',\n",
              "  '인데',\n",
              "  '진짜',\n",
              "  '전장',\n",
              "  '에서',\n",
              "  '느끼다',\n",
              "  '공포',\n",
              "  '생생하다',\n",
              "  '해주다'],\n",
              " ['네', '고시', '터', '랑', '소재', '만', '같다', '뿐', '아무렇다', '관련', '없다'],\n",
              " ['단연', '최고'],\n",
              " ['가면', '갈수록', '더욱', '빠지다', '드', '네', '요', '밀회', '화이팅'],\n",
              " ['어',\n",
              "  '생각',\n",
              "  '없이',\n",
              "  '보다',\n",
              "  '상당하다',\n",
              "  '작일',\n",
              "  '본영',\n",
              "  '화',\n",
              "  '년',\n",
              "  '내',\n",
              "  '최고',\n",
              "  '로',\n",
              "  '마음',\n",
              "  '들다',\n",
              "  '강렬하다',\n",
              "  '임팩트',\n",
              "  '일품'],\n",
              " ['오랜', '만', '본', '제대로', '되다', '범죄', '스릴러'],\n",
              " ['그런',\n",
              "  '때',\n",
              "  '있다',\n",
              "  '사랑',\n",
              "  '그저',\n",
              "  '좋아하다',\n",
              "  '한마디',\n",
              "  '말',\n",
              "  '을',\n",
              "  '꺼내다',\n",
              "  '벅차다',\n",
              "  '밤잠',\n",
              "  '설치다',\n",
              "  '때',\n",
              "  '크다',\n",
              "  '징텅',\n",
              "  '교복',\n",
              "  '남다',\n",
              "  '션',\n",
              "  '이의',\n",
              "  '볼펜',\n",
              "  '자국',\n",
              "  '역시',\n",
              "  '미처',\n",
              "  '다',\n",
              "  '전하',\n",
              "  '지',\n",
              "  '못',\n",
              "  '한마음',\n",
              "  '형태',\n",
              "  '인거',\n",
              "  '다'],\n",
              " ['마지막', '씬', '을', '잊다', '없다'],\n",
              " ['강압', '적', '용서', '세뇌', '적', '용서', '대', '비판'],\n",
              " ['중세시대', '명', '작', '굿', '평점', '왜', '이래'],\n",
              " ['시간',\n",
              "  '짜다',\n",
              "  '영상',\n",
              "  '존재',\n",
              "  '다',\n",
              "  '면',\n",
              "  '죽다',\n",
              "  '꼭',\n",
              "  '한번',\n",
              "  '보고',\n",
              "  '싶다',\n",
              "  '아름답다',\n",
              "  '슬프다',\n",
              "  '제니퍼',\n",
              "  '코넬',\n",
              "  '리',\n",
              "  '눈부시다',\n",
              "  '아역시절',\n",
              "  '로버트',\n",
              "  '드니',\n",
              "  '로',\n",
              "  '마지막',\n",
              "  '웃다',\n",
              "  '장면',\n",
              "  '까지',\n",
              "  '정말',\n",
              "  '가슴속',\n",
              "  '영원하다',\n",
              "  '기억',\n",
              "  '되다',\n",
              "  '최고',\n",
              "  '명작',\n",
              "  '이다'],\n",
              " ['사람', '어떻다', '저런', '짓', '을', 'ㅡㅡ', '보다', '화나다'],\n",
              " ['인간',\n",
              "  '잠재',\n",
              "  '되다',\n",
              "  '악마',\n",
              "  '성',\n",
              "  '여러',\n",
              "  '시간',\n",
              "  '공간',\n",
              "  '속',\n",
              "  '에서',\n",
              "  '존속',\n",
              "  '해오다',\n",
              "  '다큐',\n",
              "  '그것',\n",
              "  '을',\n",
              "  '엉뚱하다',\n",
              "  '광',\n",
              "  '적',\n",
              "  '재현'],\n",
              " ['최고다', '삼', '일', '동안', '쉬다', '틈틈이', '잠도', '줄이다', '보다', '여운', '남다'],\n",
              " ['실화',\n",
              "  '여서',\n",
              "  '더욱',\n",
              "  '충격',\n",
              "  '다시다',\n",
              "  '어디',\n",
              "  '에서도',\n",
              "  '일어나서',\n",
              "  '안되다',\n",
              "  '경',\n",
              "  '각심',\n",
              "  '을',\n",
              "  '일',\n",
              "  '깨우다',\n",
              "  '영화'],\n",
              " ['존그', '라', '샴', '작품', '라면', '한번', '쯤', '보다'],\n",
              " ['농아인', '문화', '대', '알', '아', '야하다'],\n",
              " ['거', '어리다', '때', '되게', '재밌다', '봄', 'ㅋㅋ', '이정재', '이범수', 'ㅋㅋㅋㅋ', '연기', '쩜'],\n",
              " ['친구', '우정', '매우', '감동', '적', '이다'],\n",
              " ['굿굿굿또해', '라', '또해', '라', '제발', 'ㅠㅠ'],\n",
              " ['아', '재미있다', '너무', '어울리다'],\n",
              " ['제이크', '질렌', '넌', '대체', '못', '하', '연기', '뭐', '냐'],\n",
              " ['보다', '입가', '미소', '가샤', '방샤방', '영화'],\n",
              " ['원표', '가왜', '조연', '이양', '젤', '많이', '나오다', 'ㅋㅋ', '재미있다'],\n",
              " ['마치', '바다', '속', '아쿠아리움', '속', '들어가다', '느낌', '영화', '어리다', '자녀', '에게', '강추'],\n",
              " ['정의', '세우다', '콜트', '콜텍', '노동자', '이야기'],\n",
              " ['이영화', '보다', '브라질', '가다', '마음', '사라지다'],\n",
              " ['난', '남자', '지만', '영화', '내내', '마음', '울리다', '그리고', '내', '좋아하다', '여배우'],\n",
              " ['도법', '멤버', '모두', '기대', '되다'],\n",
              " ['정말', '재미있다', '본', '영화', '이다', '액션', '최고'],\n",
              " ['내',\n",
              "  '남자',\n",
              "  '라',\n",
              "  '그런',\n",
              "  '가이거',\n",
              "  '겁나다',\n",
              "  '긴장감',\n",
              "  '있다',\n",
              "  '흥미진진',\n",
              "  'ㄷㄷ',\n",
              "  '나',\n",
              "  '만',\n",
              "  '그',\n",
              "  '런가',\n",
              "  '워낙',\n",
              "  '격투',\n",
              "  '씬',\n",
              "  '을',\n",
              "  '좋아하다',\n",
              "  'ㅋㅋㅋ',\n",
              "  '그냥',\n",
              "  '아무',\n",
              "  '생각',\n",
              "  '없다',\n",
              "  '이집',\n",
              "  '에서',\n",
              "  '스마트',\n",
              "  '티비',\n",
              "  '로',\n",
              "  '보다',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '뭔',\n",
              "  '영화',\n",
              "  '인지도',\n",
              "  '모르다',\n",
              "  '암살',\n",
              "  '에나',\n",
              "  '온',\n",
              "  '이정재',\n",
              "  '있다',\n",
              "  '봄',\n",
              "  'ㅋㅋ',\n",
              "  '하여튼',\n",
              "  '너무',\n",
              "  '재밌다',\n",
              "  '보다'],\n",
              " ['인정',\n",
              "  '인정',\n",
              "  '하자',\n",
              "  'ㅆ',\n",
              "  '파르년',\n",
              "  '아',\n",
              "  '북한',\n",
              "  '살',\n",
              "  '만하',\n",
              "  '고',\n",
              "  '좋다',\n",
              "  '왜',\n",
              "  '목숨',\n",
              "  '걸다',\n",
              "  '대한민국',\n",
              "  '오다',\n",
              "  '어그',\n",
              "  '거',\n",
              "  '부터',\n",
              "  '납득',\n",
              "  '시키다',\n",
              "  '나불',\n",
              "  '거려',\n",
              "  '라',\n",
              "  '종북',\n",
              "  '박평',\n",
              "  '식',\n",
              "  '같다',\n",
              "  '좋다',\n",
              "  '틀다',\n",
              "  '년',\n",
              "  '아'],\n",
              " ['잊다', '없다', '그', '대여', '월', '되다', '고비', '내다', '그대', '가보', '이기', '시작'],\n",
              " ['반갑다', '얼굴', 'ㅋㅋㅋ', '여', '주인공', '넘다', '매력', '적', '이구', '유쾌하다', '영화', '이다'],\n",
              " ['내', '용이', '너무', '좋다', 'ㅎ'],\n",
              " ['정말', '요즘', '아이돌', '이다', '배우', '해먹', '네', '정도', '로', '연기', '자다', '다'],\n",
              " ['정말', '재', '밋게봣는', '대', '요', '어디서', '받다', '잇다', '조'],\n",
              " ['탱고', '음악', '감동', '밀려오다'],\n",
              " ['평생', '못', '보다', '후회', '뻔하다', '따뜻하다', '명작'],\n",
              " ['이런',\n",
              "  '드라마',\n",
              "  '많이',\n",
              "  '나오다',\n",
              "  '좋다',\n",
              "  '생각',\n",
              "  '많다',\n",
              "  '영',\n",
              "  '상미',\n",
              "  '아름답다',\n",
              "  '캐릭터',\n",
              "  '다',\n",
              "  '매력',\n",
              "  '있다',\n",
              "  '여러가지',\n",
              "  '로다',\n",
              "  '매력',\n",
              "  '있다',\n",
              "  '드라마',\n",
              "  '이다'],\n",
              " ['정말', '최고', '이다', '마지막', '련', '결말', '싫다', 'ㅠ'],\n",
              " ['너무', '슬프다', '왜', '이제', '알', '게', '되다', '영화', '이다'],\n",
              " ['잔잔하다', '재미', '있다', '좋다'],\n",
              " ['내', '가보다', '영화', '중', '영', '순위'],\n",
              " ['재밌다', '재밌다'],\n",
              " ['상당하다', '훌륭하다', '영화'],\n",
              " ['역시',\n",
              "  '신동엽',\n",
              "  'ㅋ',\n",
              "  '순간',\n",
              "  '캐치',\n",
              "  '탁',\n",
              "  '얄밉다',\n",
              "  '웃기다',\n",
              "  '미워하다',\n",
              "  '없다',\n",
              "  '감탄',\n",
              "  '이영자',\n",
              "  '랑',\n",
              "  '함',\n",
              "  '대박',\n",
              "  '일텐데',\n",
              "  '왠',\n",
              "  '이동욱'],\n",
              " ['내', '인생', '영화'],\n",
              " ['전작',\n",
              "  '비다',\n",
              "  '떨어지다',\n",
              "  '사실',\n",
              "  '이지만',\n",
              "  '쓰레기',\n",
              "  '한국영',\n",
              "  '화',\n",
              "  '점',\n",
              "  '대별',\n",
              "  '로',\n",
              "  '없다',\n",
              "  '헐다',\n",
              "  '들다',\n",
              "  '너무하다'],\n",
              " ['지', '금은', '다소', '진부하다', '그', '당시', '엔', '눈물', '사발', '흘리다', '해주다', '영화'],\n",
              " ['신',\n",
              "  '부로',\n",
              "  '서',\n",
              "  '의사',\n",
              "  '명감',\n",
              "  '을',\n",
              "  '처절하다',\n",
              "  '천하다',\n",
              "  '제',\n",
              "  '리자신',\n",
              "  '마저',\n",
              "  '부정',\n",
              "  '하',\n",
              "  '로키',\n",
              "  '우정'],\n",
              " ['원주율', '메이커'],\n",
              " ['추석', '때', '특선영화', '해주다', '보다', '진짜', '가족', '끼리', '보기', '좋다', '영화', '이다'],\n",
              " ['우리', '애기', '첫', '영화', '너무', '너무', '자다', '선택', '거', '같다', 'ㅎ', '굳다'],\n",
              " ['재미있다'],\n",
              " ['생각', '보다', '괜찬', '조합', '인거', '같다'],\n",
              " ['저', '게', '바로', '시', '대의', '어머니'],\n",
              " ['나',\n",
              "  '만',\n",
              "  '재밌다',\n",
              "  '되다',\n",
              "  '뭐',\n",
              "  '나다',\n",
              "  '원작',\n",
              "  '보다',\n",
              "  '사람',\n",
              "  '이지만',\n",
              "  '드래곤볼',\n",
              "  '에볼루션',\n",
              "  '보다는',\n",
              "  '잘만',\n",
              "  '듬',\n",
              "  'ㅇㅇ'],\n",
              " ['우리나라', '예능', '중', '최고'],\n",
              " ['방학',\n",
              "  '때',\n",
              "  '아침',\n",
              "  '졸리다',\n",
              "  '눈',\n",
              "  '비비다',\n",
              "  '우연히',\n",
              "  '티비',\n",
              "  '채널',\n",
              "  '돌리다',\n",
              "  '이영화',\n",
              "  '보다',\n",
              "  '되다',\n",
              "  '정말'],\n",
              " ['마음', '너무', '아프다', '이영화', '다시', '보다', '없다', '같다'],\n",
              " ['엔트랩먼트'],\n",
              " ['정말',\n",
              "  '재미있다',\n",
              "  '보다',\n",
              "  '권력',\n",
              "  '에는',\n",
              "  '친구',\n",
              "  '의리',\n",
              "  '없다',\n",
              "  '역사',\n",
              "  '적',\n",
              "  '사실',\n",
              "  '을',\n",
              "  '훌륭하다',\n",
              "  '깨우치다',\n",
              "  '줌'],\n",
              " ['처음',\n",
              "  '에는',\n",
              "  '초롱',\n",
              "  '팬심',\n",
              "  '보다',\n",
              "  '갈수록',\n",
              "  '내용',\n",
              "  '어울리다',\n",
              "  '배경음악',\n",
              "  '너무',\n",
              "  '달달',\n",
              "  '하고',\n",
              "  '보다',\n",
              "  '행복하다',\n",
              "  '완전',\n",
              "  '재밌다'],\n",
              " ['너무',\n",
              "  '너무',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '중간',\n",
              "  '부터',\n",
              "  '본방',\n",
              "  '사수',\n",
              "  '스토리',\n",
              "  '탄탄하다',\n",
              "  '흥미진진',\n",
              "  '해',\n",
              "  '서화',\n",
              "  '부터',\n",
              "  '다',\n",
              "  '찾다',\n",
              "  '보다',\n",
              "  '배우',\n",
              "  '연기',\n",
              "  '어디',\n",
              "  '하',\n",
              "  '나빠지다',\n",
              "  '없다',\n",
              "  '요새',\n",
              "  '수백향',\n",
              "  '만',\n",
              "  '챙기다',\n",
              "  '보다'],\n",
              " ['내', '없어지다', '내', '인생', '제목', '을', '차다', '지다'],\n",
              " ['음', '화질', '좋다', '재미', '없다'],\n",
              " ['가을', '로는', '가을', '감동', '이네', '요'],\n",
              " ['때문',\n",
              "  '보다',\n",
              "  '이건',\n",
              "  '뭐',\n",
              "  '라는',\n",
              "  '말',\n",
              "  '밖에',\n",
              "  '안',\n",
              "  '나오다',\n",
              "  '벌써',\n",
              "  '년전',\n",
              "  '인데',\n",
              "  '이런',\n",
              "  '퀄리티',\n",
              "  '나오다',\n",
              "  '대단하다'],\n",
              " ['중', '인데', '일단', '까지', '봣', '다', '뭐말', '없다', '장국영', '살이', '안타깝다'],\n",
              " ['사실', '적', '이어서', '더', '극적', '인'],\n",
              " ['뀰잼', '이다', '뀰잼', '이라', '구', '여'],\n",
              " ['짱', '재미있다', '오', 'ㅇ'],\n",
              " ['첫',\n",
              "  '느낌',\n",
              "  '예전',\n",
              "  '양심',\n",
              "  '냉장고',\n",
              "  '비슷하다',\n",
              "  '같다',\n",
              "  '보다',\n",
              "  '감정',\n",
              "  '움찔',\n",
              "  '그런',\n",
              "  '대',\n",
              "  '한가지',\n",
              "  '부탁드리다',\n",
              "  '싶다',\n",
              "  '연기자',\n",
              "  '보호',\n",
              "  '해주다',\n",
              "  '요욕',\n",
              "  '이나',\n",
              "  '폭력',\n",
              "  '걱정',\n",
              "  '되다',\n",
              "  '저',\n",
              "  '어릴',\n",
              "  '적',\n",
              "  '성추행',\n",
              "  '을',\n",
              "  '상가',\n",
              "  '에서',\n",
              "  '모든',\n",
              "  '사람',\n",
              "  '목격',\n",
              "  '저만',\n",
              "  '증언',\n",
              "  '덕분',\n",
              "  '청소년',\n",
              "  '인',\n",
              "  '저',\n",
              "  '계속',\n",
              "  '경찰서',\n",
              "  '오다',\n",
              "  '가다',\n",
              "  '야하다'],\n",
              " ['남자', '주인공', '넘다', '섹시하다', '멋있다', '쪙', 'ㅋㅋㅋㅋ'],\n",
              " ['어설프다', '사다', '재', '밋었', '다', 'ㅎ'],\n",
              " ['영화', '중세기', '최고', '라고', '걸', '평점', '낮다', '사람', '정말', '보다', '모르다'],\n",
              " ['년',\n",
              "  '비디오',\n",
              "  '방',\n",
              "  '에서',\n",
              "  '친구',\n",
              "  '랑',\n",
              "  '보다',\n",
              "  '정말',\n",
              "  '좋다',\n",
              "  '느낌',\n",
              "  '이지',\n",
              "  '금',\n",
              "  '까지',\n",
              "  '또',\n",
              "  '보고',\n",
              "  '싶다'],\n",
              " ['빨리', '보다', '허다', '기다리다', '되다', '틈'],\n",
              " ['남기남', '감독', '그', '이름', '하나', '만으로도', '점'],\n",
              " ['진짜', '최고다', '최고', '성룡', '형님', '마이', '우상'],\n",
              " ['당신',\n",
              "  '좋아하다',\n",
              "  '장르',\n",
              "  '뭐',\n",
              "  '요',\n",
              "  '이영화',\n",
              "  '에도',\n",
              "  '저',\n",
              "  '영화',\n",
              "  '에도',\n",
              "  '이런',\n",
              "  '장르',\n",
              "  '싫다',\n",
              "  '원'],\n",
              " ['지금', '까지', '본', '영화', '중', '최고다'],\n",
              " ['매회',\n",
              "  '리타',\n",
              "  '자꾸',\n",
              "  '거슬리다',\n",
              "  '죽다',\n",
              "  '좋다',\n",
              "  '생각',\n",
              "  'ㅠㅠ',\n",
              "  '죄책감',\n",
              "  '에나',\n",
              "  '도잠',\n",
              "  '못',\n",
              "  '이루다'],\n",
              " ['어리다',\n",
              "  '때',\n",
              "  '보고',\n",
              "  '커서',\n",
              "  '다시',\n",
              "  '보다',\n",
              "  '진짜',\n",
              "  '잘만',\n",
              "  '든',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '웃음',\n",
              "  '감동',\n",
              "  '을',\n",
              "  '자다',\n",
              "  '붙이다',\n",
              "  '정치',\n",
              "  '대한',\n",
              "  '비판',\n",
              "  '이랑',\n",
              "  '묘사',\n",
              "  '굉장하다',\n",
              "  '표현',\n",
              "  '흥행',\n",
              "  '기억',\n",
              "  '안나',\n",
              "  '지만',\n",
              "  '절대',\n",
              "  '낮다',\n",
              "  '평점',\n",
              "  '영화',\n",
              "  '아니다',\n",
              "  '생각',\n",
              "  '한다연',\n",
              "  '기자',\n",
              "  '연기',\n",
              "  '하',\n",
              "  '디테',\n",
              "  '일만',\n",
              "  '보다',\n",
              "  '따다',\n",
              "  '봉임'],\n",
              " ['대박', '이다', '한마디', '로'],\n",
              " ['사랑', '달기', '만', '게', '아니다', '거'],\n",
              " ['마음', '을', '파고들다', '보다', '빠져들다', '영화'],\n",
              " ['살이', '엇냐'],\n",
              " ['남자', '얼굴', '성격', '점', '만점', '점'],\n",
              " ['재다', '다음', 'ㄸㅗ', '보다'],\n",
              " ['핡'],\n",
              " ['초반',\n",
              "  '엔',\n",
              "  '황당하다',\n",
              "  '설정',\n",
              "  '이다',\n",
              "  '싶다',\n",
              "  '몰입',\n",
              "  '힘들다',\n",
              "  '점차',\n",
              "  '이건',\n",
              "  '판타지',\n",
              "  '아니다',\n",
              "  '우리',\n",
              "  '근',\n",
              "  '미래',\n",
              "  '현실',\n",
              "  '되다',\n",
              "  '모르다',\n",
              "  '언론',\n",
              "  '탄압',\n",
              "  '대한',\n",
              "  '진지하다',\n",
              "  '은유',\n",
              "  '라는',\n",
              "  '생각',\n",
              "  '들다',\n",
              "  '남자',\n",
              "  '주인공',\n",
              "  '오카다',\n",
              "  '준',\n",
              "  '이치',\n",
              "  '예상',\n",
              "  '보다',\n",
              "  '훨씬',\n",
              "  '좋다',\n",
              "  '별기',\n",
              "  '대',\n",
              "  '없이',\n",
              "  '보다',\n",
              "  '의외',\n",
              "  '재미',\n",
              "  '감동'],\n",
              " ['인도영화',\n",
              "  '역시',\n",
              "  '스토리',\n",
              "  '영상',\n",
              "  '배우',\n",
              "  '연기',\n",
              "  '까지',\n",
              "  '뭐',\n",
              "  '하',\n",
              "  '나빠지다',\n",
              "  '없이',\n",
              "  '꽉차다',\n",
              "  '영화',\n",
              "  '대박',\n",
              "  '감동',\n",
              "  'ㅠㅠ'],\n",
              " ['순수하다',\n",
              "  '그리고',\n",
              "  '진짜',\n",
              "  '웃음',\n",
              "  '무엇',\n",
              "  '인지',\n",
              "  '알다',\n",
              "  '그',\n",
              "  '가웃',\n",
              "  '을',\n",
              "  '때',\n",
              "  '나다',\n",
              "  '모르다',\n",
              "  '웃다',\n",
              "  '되다',\n",
              "  '순수하다'],\n",
              " ['짱', '인', '듯', '허정무', '대신', '장외룡', '감독', '을', '한국', '국', '대로', '고고싱'],\n",
              " ['ㅎㅎㅎㅎㅎㅎㅎㅎ'],\n",
              " ['어찌', '그런', '사', '명감', '을', '가지다', '단말', '인가'],\n",
              " ['정말', '행복하다', '계속', '미소', '지', '으', '면서', '보다', '보조개', '아프다', 'ㅎㅎ'],\n",
              " ['정말', '재밌다'],\n",
              " ['니', '메이', '션', '최고봉', '중', '하나', '초딩', '때', '진짜', '재다', '봣음', 'ㅋㅋㅋ'],\n",
              " ['비포미드나잇',\n",
              "  '을',\n",
              "  '마지막',\n",
              "  '그',\n",
              "  '을',\n",
              "  '떠나다',\n",
              "  '보내다',\n",
              "  '내',\n",
              "  '심정',\n",
              "  '또한',\n",
              "  '아련하다',\n",
              "  '한편',\n",
              "  '으로는',\n",
              "  '행복하다',\n",
              "  '지내다',\n",
              "  '그',\n",
              "  '모습',\n",
              "  '을',\n",
              "  '보다',\n",
              "  '절로',\n",
              "  '웃음',\n",
              "  '이지',\n",
              "  '어진',\n",
              "  '다'],\n",
              " ['재미', '없다', '뭔', '가가', '있다'],\n",
              " ['코', '스케', '라디오', '에서', '임진강', '을', '부르다', '때', '눈물', '멈추다', '않다'],\n",
              " ['한석규', '연기', '짱', 'ㅎㅎㅎ'],\n",
              " ['쵝오'],\n",
              " ['진짜', '허니', '잼꿀잼', '개', '꿀잼꼭', '보다'],\n",
              " ['한예슬',\n",
              "  '진짜',\n",
              "  '너무',\n",
              "  '이쁘다',\n",
              "  'ㅋㅋㅋ',\n",
              "  '짱',\n",
              "  '이다',\n",
              "  '원래',\n",
              "  '이쁘다',\n",
              "  '데미',\n",
              "  '타다',\n",
              "  '이쁘다',\n",
              "  '터지다',\n",
              "  'ㅋㅋㅋ',\n",
              "  '옷',\n",
              "  '입다',\n",
              "  '헤어',\n",
              "  '메이크업',\n",
              "  '이쁘다',\n",
              "  '이쁘다',\n",
              "  '이쁘다',\n",
              "  '드라마',\n",
              "  '내',\n",
              "  '용도',\n",
              "  '괜찮다',\n",
              "  '되다',\n",
              "  'ㅋㅋㅋ'],\n",
              " ['딱', '한마디', '만', '최고'],\n",
              " ['재미', '반', '기', '대반', '이네', '요', 'ㅎㅎ', '더욱', '기대하다'],\n",
              " ['정말', '정말', '정말', '명작', '이다', 'ㅠㅠ', '우연히', '보다', '정말', '빠져들다'],\n",
              " ['완전', '재다', '훈남', '쉐프', '님', '들다', '도보', '구', '요리', '배우다'],\n",
              " ['좋다', '시나리오', '비고', '모르다', '슨', '좋다', '연기'],\n",
              " ['잼잼꿀잼', '허니', '잼핵잼잼잼'],\n",
              " ['개인',\n",
              "  '적',\n",
              "  '재미있다',\n",
              "  '언제',\n",
              "  '팬텀',\n",
              "  '이랑',\n",
              "  '크리스틴',\n",
              "  '이랑',\n",
              "  '그런',\n",
              "  '일이',\n",
              "  '있다',\n",
              "  '전혀',\n",
              "  '모르다',\n",
              "  'ㅠㅠㅠ',\n",
              "  '일',\n",
              "  '반',\n",
              "  '스토리',\n",
              "  '처럼',\n",
              "  '크리스틴',\n",
              "  '다시',\n",
              "  '남편',\n",
              "  '곁',\n",
              "  '돌아가다',\n",
              "  '아쉬움',\n",
              "  '있다',\n",
              "  '가젤',\n",
              "  '좋다',\n",
              "  '개인',\n",
              "  '적',\n",
              "  'ㅋㅋㅋ'],\n",
              " ['알파', '치노', '연기', '때문'],\n",
              " ['이영화', '처음', '끝', '에서', '명화', '로다', '시', '태어나다'],\n",
              " ['뮤지컬',\n",
              "  '역대',\n",
              "  '위',\n",
              "  '괜히',\n",
              "  '되다',\n",
              "  '아니다',\n",
              "  '이건정',\n",
              "  '말',\n",
              "  '이지',\n",
              "  '대부',\n",
              "  '바람',\n",
              "  '함께',\n",
              "  '사라지다',\n",
              "  '레벨',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '명의',\n",
              "  '주인공',\n",
              "  '마치',\n",
              "  '뮤지컬',\n",
              "  '계',\n",
              "  '마잭',\n",
              "  '마돈나',\n",
              "  '엘',\n",
              "  '비스',\n",
              "  '급',\n",
              "  '춤',\n",
              "  '노래실력',\n",
              "  '을',\n",
              "  '보여주다'],\n",
              " ['바비',\n",
              "  '바스코',\n",
              "  '자다',\n",
              "  '이번',\n",
              "  '결과',\n",
              "  '대해',\n",
              "  '서불',\n",
              "  '만을',\n",
              "  '품다',\n",
              "  '사람',\n",
              "  '이나',\n",
              "  '오다',\n",
              "  '어쩌면',\n",
              "  '당연하다',\n",
              "  '그래도',\n",
              "  '바비',\n",
              "  '아이돌',\n",
              "  '이네',\n",
              "  '어쩌',\n",
              "  '네',\n",
              "  '하고',\n",
              "  '깎다',\n",
              "  '내리다',\n",
              "  '깔다',\n",
              "  '아니다',\n",
              "  '보다',\n",
              "  '바비',\n",
              "  '충분하다',\n",
              "  '자격',\n",
              "  '있다',\n",
              "  '개인',\n",
              "  '적',\n",
              "  '생각',\n",
              "  '다'],\n",
              " ['코미디', '사극', '장혁', '명품', '연기', '까지'],\n",
              " ['어리다',\n",
              "  '땐',\n",
              "  '온',\n",
              "  '가족',\n",
              "  '서',\n",
              "  '보다',\n",
              "  '영화',\n",
              "  '처음',\n",
              "  '집',\n",
              "  '마련',\n",
              "  '하고',\n",
              "  '사마',\n",
              "  '치고',\n",
              "  '그날',\n",
              "  '저녁',\n",
              "  '본',\n",
              "  '영화',\n",
              "  '그때',\n",
              "  '기분',\n",
              "  '탓',\n",
              "  '인',\n",
              "  '진',\n",
              "  '모르다',\n",
              "  '그렇게',\n",
              "  '웃기다',\n",
              "  '없다'],\n",
              " ['옛날', '워낭소리', '보다', '때', '진짜', '많이', '울다'],\n",
              " ['내', '인생', '최고', '명작', '이다'],\n",
              " ['재밌다', '더빙', '을', '보다', 'ㅠ', '자막', '더', '좋다', '데'],\n",
              " ['년뒤', '찾아보다', '아련하다', '포', '씨', '처럼'],\n",
              " ['연말', '추천', '따뜻하다', '영화', '배경음악', '도참', '좋다'],\n",
              " ['한국사', '회의', '치부', '정확하다', '예언', '수작'],\n",
              " ['제', '좋아하다', '영화', '중', '진짜', '찌다', '짜다', '좋아하다', '영화'],\n",
              " ['지', '금은', '아니다', '엣날', '내', '가제', '일', '좋아하다', '영화'],\n",
              " ['역시', '최고', '이다'],\n",
              " ['슈퍼', '울트라', '초', '재밌다', '노막입', '벌리다', '때', '참매', '력', '있다', 'ㅋ'],\n",
              " ['중동', '문화', '대해', '서', '새롭다', '알', '게', '영화'],\n",
              " ['명', '참여', '라', '길', '래', '얼마나', '바뀌다', '궁금하다', '올리다', '봄'],\n",
              " ['지루하다',\n",
              "  '아버지',\n",
              "  '이자',\n",
              "  '남편',\n",
              "  '무사',\n",
              "  '로서',\n",
              "  '남자',\n",
              "  '일생',\n",
              "  '을',\n",
              "  '자다',\n",
              "  '보여주다',\n",
              "  '의미',\n",
              "  '없다',\n",
              "  '죽음',\n",
              "  '일지',\n",
              "  '모르다',\n",
              "  '자신',\n",
              "  '굳다',\n",
              "  '신념',\n",
              "  '있다',\n",
              "  '차다',\n",
              "  '멋',\n",
              "  '진일',\n",
              "  '이다'],\n",
              " ['웃음', '감동', '물결', '기', '대안', '하고', '보다', '쵝', '오', '임'],\n",
              " ['좋다',\n",
              "  '영화',\n",
              "  '다만',\n",
              "  '엔딩',\n",
              "  '에서',\n",
              "  '주인공',\n",
              "  '배심원',\n",
              "  '을',\n",
              "  '상대로',\n",
              "  '늘어놓다',\n",
              "  '일장',\n",
              "  '연설',\n",
              "  '너무',\n",
              "  '작위',\n",
              "  '적',\n",
              "  '이고',\n",
              "  '신파',\n",
              "  '조',\n",
              "  '연설',\n",
              "  '흔들리다',\n",
              "  '배심원',\n",
              "  '무죄',\n",
              "  '로',\n",
              "  '돌아서다',\n",
              "  '것',\n",
              "  '너무',\n",
              "  '억지스럽다',\n",
              "  '고해',\n",
              "  '서',\n",
              "  '만점',\n",
              "  '못',\n",
              "  '주다'],\n",
              " ['감동', 'ㅜㅠ'],\n",
              " ['저',\n",
              "  '도정',\n",
              "  '말',\n",
              "  '너무',\n",
              "  '애정',\n",
              "  '하',\n",
              "  '드리다',\n",
              "  '이다',\n",
              "  '둘',\n",
              "  '이야기',\n",
              "  '정말',\n",
              "  '그',\n",
              "  '어떤',\n",
              "  '멜로드라마',\n",
              "  '에서',\n",
              "  '보다',\n",
              "  '아름답다',\n",
              "  '잊다',\n",
              "  '없다',\n",
              "  '정말',\n",
              "  '최영장군',\n",
              "  '이민호',\n",
              "  '씨',\n",
              "  '전',\n",
              "  '이민호',\n",
              "  '씨',\n",
              "  '나오다',\n",
              "  '드라마',\n",
              "  '중',\n",
              "  '최고',\n",
              "  '이다',\n",
              "  '생각',\n",
              "  '해',\n",
              "  '요'],\n",
              " ['영화', '보고', '안치환', '내', '꿈', '방향', '을', '묻다', '노래', '제목', '생각나다'],\n",
              " ['단순하다', '스토리', '지만', '진지하다', '엿보다', '좋다'],\n",
              " ['세기', '최고', '걸작', '안', '보다', '알다', 'ㅡㅁㅡ'],\n",
              " ['오스트레일리아', '이다', 'ㅋㅋ', '조', '금은', '프랑스', '식', '같다', '코미디', '영화'],\n",
              " ['재밌다', '같다'],\n",
              " ['많다', '생각', '떠돌다', '되다', '영화'],\n",
              " ['액션',\n",
              "  '신',\n",
              "  '이별',\n",
              "  '로',\n",
              "  '없다',\n",
              "  '심장',\n",
              "  '을',\n",
              "  '쫄깃',\n",
              "  '들어주다',\n",
              "  '웰',\n",
              "  '메이드',\n",
              "  '범죄물',\n",
              "  '류승범',\n",
              "  '황정민',\n",
              "  '연기',\n",
              "  '보다',\n",
              "  '즐겁다',\n",
              "  '만들어지다',\n",
              "  '영화',\n",
              "  '라',\n",
              "  '기쁨',\n",
              "  '두',\n",
              "  '배'],\n",
              " ['재밌다', '등장인물', '캐릭터', '귀엽다'],\n",
              " ['깔끔하다', '절제', '되다', '감정', '좋다', '영화'],\n",
              " ['소설가', '답', '게', '시나리오', '무척', '훌륭하다', '엄마', '운전', '맥거핀', '인가'],\n",
              " ['아이맥스', '로', '개봉', '하', '지', '아쉽다', 'ㅋㅋㅋㅋㅋㅋㅋㅋ'],\n",
              " ['이영화', '보다', '선택', '받다', '임'],\n",
              " ['굳다', '뜨다', '완죤', '내', '스타일', '닷'],\n",
              " ['무능하다', '정부', '국민', '을', '지키다', '의지', '없다', '정부'],\n",
              " ['참신하다', '소재', '퀘벡', '영화'],\n",
              " ['좋다', '좋다', '거지', '뭐', '벌써', '몇', '년', '전', '거', '야', '우와'],\n",
              " ['호킹', '능욕', '이래', 'ㅋㅋㅋㅋㅋㅋㅋ'],\n",
              " ['영화', '보다', '모르다', '사람', '이네'],\n",
              " ['누',\n",
              "  '잇다',\n",
              "  '감독',\n",
              "  '영화',\n",
              "  '라서',\n",
              "  '보다',\n",
              "  '정말',\n",
              "  '재밌다',\n",
              "  '진짜',\n",
              "  '보통',\n",
              "  '전쟁영화',\n",
              "  '아니다',\n",
              "  '감',\n",
              "  '독특',\n",
              "  '유의',\n",
              "  '연출',\n",
              "  '력',\n",
              "  '돋보이다',\n",
              "  '감동',\n",
              "  '있다',\n",
              "  '원작',\n",
              "  '있다',\n",
              "  '그렇다',\n",
              "  '지스토리',\n",
              "  '굉장하다',\n",
              "  '탄탄',\n",
              "  '함강',\n",
              "  '추'],\n",
              " ['이정현',\n",
              "  '연기',\n",
              "  '소재',\n",
              "  '현실',\n",
              "  '적',\n",
              "  '인데',\n",
              "  '너무',\n",
              "  '독특하다',\n",
              "  'ㅋㅋ',\n",
              "  '웃기다',\n",
              "  '전형',\n",
              "  '적',\n",
              "  '인',\n",
              "  '사이코',\n",
              "  '영화',\n",
              "  '갠',\n",
              "  '적',\n",
              "  '재밌다'],\n",
              " ['우',\n",
              "  '릴',\n",
              "  '부르다',\n",
              "  '저',\n",
              "  '손',\n",
              "  '아니다',\n",
              "  '욕망',\n",
              "  '이야',\n",
              "  '라는',\n",
              "  '명대사',\n",
              "  '로',\n",
              "  '기억',\n",
              "  '되다',\n",
              "  '영화'],\n",
              " ['아쉽다', '편', '에서', '더빙', '보다', 'ㅠㅠ'],\n",
              " ['똥칠', '아', 'ㅠㅠ', '어떻다', '된거', '야'],\n",
              " ['점도',\n",
              "  '안',\n",
              "  '아깝다',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '블레이드러너',\n",
              "  '버금',\n",
              "  '가다',\n",
              "  '영화',\n",
              "  '임',\n",
              "  '한국',\n",
              "  '결코',\n",
              "  '만들다',\n",
              "  '없다'],\n",
              " ['떠오르다', '장면', '많다', '그렇다', '특별하다'],\n",
              " ['재다', 'ㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋ', '정일우'],\n",
              " ['상투', '적', '이지', '않다', '표현', '영화', '기다', '여운', '이남', '을', '듯'],\n",
              " ['말', '필요없다', '감독', '배우다', '존경'],\n",
              " ['그',\n",
              "  '반지의제왕',\n",
              "  '을',\n",
              "  '만들다',\n",
              "  '피터',\n",
              "  '잭슨',\n",
              "  'ㅋㅋ',\n",
              "  '이런',\n",
              "  '영',\n",
              "  '화',\n",
              "  '을',\n",
              "  '찍다',\n",
              "  '웃기다',\n",
              "  'ㅋㅋ',\n",
              "  '명작',\n",
              "  '이네',\n",
              "  'ㅋㅋ'],\n",
              " ['지', '금도', '한번', '씩', '봄', '물론', '감독판'],\n",
              " ['와쩌', '네', 'ㄷㄷㄷ', '캬', 'ㅎㅎ'],\n",
              " ['아', '정말', '추억', '영화', '아버지', '녹화', '것', '을', '번', '더', '넘다', '본', '듯'],\n",
              " ['아', '다시', '보다', 'ㅜㅜ', '리메이크', '안되다', '제', '인생', '최고', '드라마', '그대', '함께'],\n",
              " ['무협', '이런', '것', '이여'],\n",
              " ['굿'],\n",
              " ['최고'],\n",
              " ['재미',\n",
              "  '감동',\n",
              "  '보너스',\n",
              "  '다',\n",
              "  '시내',\n",
              "  '자신',\n",
              "  '돌아보다',\n",
              "  '만들다',\n",
              "  '용이',\n",
              "  '너무',\n",
              "  '좋다',\n",
              "  '아직',\n",
              "  '못',\n",
              "  '보신',\n",
              "  '분들',\n",
              "  '강',\n",
              "  '추강',\n",
              "  '추'],\n",
              " ['ㅇㅋㅇㅋ'],\n",
              " ['정말', '재밌다'],\n",
              " ['재밌다', '보다', '아이', '오랜', '만', '좋다', '만화영화', '보다'],\n",
              " ['액션영화',\n",
              "  '면',\n",
              "  '서도',\n",
              "  '귀수',\n",
              "  '아군',\n",
              "  '첫사랑',\n",
              "  '설레임',\n",
              "  '이그',\n",
              "  '대로',\n",
              "  '느껴지다',\n",
              "  '이쁘다',\n",
              "  '영화',\n",
              "  '네',\n",
              "  '요'],\n",
              " ['만점',\n",
              "  '을',\n",
              "  '주다',\n",
              "  '하나',\n",
              "  '도안',\n",
              "  '아깝다',\n",
              "  '명작',\n",
              "  '영화',\n",
              "  '그',\n",
              "  '시절',\n",
              "  '그때',\n",
              "  '살',\n",
              "  '아',\n",
              "  '보다',\n",
              "  '않다',\n",
              "  '영화',\n",
              "  '관람',\n",
              "  '하',\n",
              "  '내내',\n",
              "  '그',\n",
              "  '향수',\n",
              "  '많이',\n",
              "  '맡다',\n",
              "  '보다',\n",
              "  '기분',\n",
              "  '엇',\n",
              "  '따다',\n",
              "  '김민선',\n",
              "  '김규리',\n",
              "  '여신',\n",
              "  '같다',\n",
              "  '미모',\n",
              "  '연기',\n",
              "  '성스럽다',\n",
              "  '움',\n",
              "  '을',\n",
              "  '떠올리다',\n",
              "  '알맞다'],\n",
              " ['힐링',\n",
              "  '무비',\n",
              "  '잔잔하다',\n",
              "  '따뜻하다',\n",
              "  '영화',\n",
              "  '앉은자리',\n",
              "  '에서',\n",
              "  '연속',\n",
              "  '두',\n",
              "  '번',\n",
              "  '보다',\n",
              "  '전혀',\n",
              "  '질리',\n",
              "  '지',\n",
              "  '않다'],\n",
              " ['어리다', '외계인', '역다', '신분', '귀엽다', 'ㅎ'],\n",
              " ['맥', '라이언', '언제', '보다', '기분', '좋아지다'],\n",
              " ['애니', '판', '보고', '보다', '진짜', '슬프다', 'ㅠㅠㅠ'],\n",
              " ['대박',\n",
              "  '저',\n",
              "  '하고는',\n",
              "  '코드',\n",
              "  '너무',\n",
              "  '잘맞다',\n",
              "  '말다',\n",
              "  '않다',\n",
              "  '시사회',\n",
              "  '상',\n",
              "  '을',\n",
              "  '자다',\n",
              "  '반영',\n",
              "  '하고',\n",
              "  '짜임새',\n",
              "  '있다',\n",
              "  '스토리',\n",
              "  '적절하다',\n",
              "  '러브',\n",
              "  '모드',\n",
              "  '여주',\n",
              "  '너무',\n",
              "  '매력',\n",
              "  '적',\n",
              "  '어요',\n",
              "  '얼굴',\n",
              "  '만',\n",
              "  '이쁘다',\n",
              "  '여주',\n",
              "  '하나요',\n",
              "  '뭐점',\n",
              "  '만점',\n",
              "  '십점',\n",
              "  '드리다',\n",
              "  '꼭',\n",
              "  '보시',\n",
              "  '길'],\n",
              " ['많다',\n",
              "  '생각',\n",
              "  '을',\n",
              "  '영화',\n",
              "  '시간여행',\n",
              "  '류',\n",
              "  '스토리',\n",
              "  '좋아하다',\n",
              "  '사람',\n",
              "  '라면',\n",
              "  '빠',\n",
              "  '트릴',\n",
              "  '수',\n",
              "  '없다',\n",
              "  '영화'],\n",
              " ['고소하다',\n",
              "  '정말',\n",
              "  '재미있다',\n",
              "  '보다',\n",
              "  '방송',\n",
              "  '만',\n",
              "  '보다',\n",
              "  '털털',\n",
              "  '하고',\n",
              "  '인간',\n",
              "  '적',\n",
              "  '이신',\n",
              "  '것',\n",
              "  '같다',\n",
              "  '실제',\n",
              "  '로',\n",
              "  '그렇다',\n",
              "  '분',\n",
              "  '시기',\n",
              "  '바라다',\n",
              "  '그리고',\n",
              "  '나중',\n",
              "  '에다',\n",
              "  '시',\n",
              "  '정치',\n",
              "  '입문',\n",
              "  '되다',\n",
              "  '좋다',\n",
              "  '정치',\n",
              "  '펼치다',\n",
              "  '바라다'],\n",
              " ['가연', '세'],\n",
              " [],\n",
              " ['이물', '감시', '같다'],\n",
              " ['액션', '보단', '가족', '애가', '주제', '인', '영화', '한국', '배급사', '언제', '정신차리다'],\n",
              " ['평점', '을', '알다', '없다', 'ㅋㅋ', '감독', '진짜', '싸이코패스', '인', '듯'],\n",
              " ['만들어지다', '영화', '보다', '보다', '안인숙', '님', '넘다', '아름답다', '고연', '기도', '넘다', '넘다'],\n",
              " ['와이', '편', '부터', '조각', '이어지다'],\n",
              " ['정말', '재밋', '게', '보다', '추천'],\n",
              " ['배우',\n",
              "  '연',\n",
              "  '기',\n",
              "  '매우',\n",
              "  '좋다',\n",
              "  '들다',\n",
              "  '내',\n",
              "  '용도',\n",
              "  '흥미진진',\n",
              "  '두',\n",
              "  '배우',\n",
              "  '케미',\n",
              "  '최고',\n",
              "  '네',\n",
              "  '요'],\n",
              " ['다시', '보다', '정말', '짱', '이예', '요'],\n",
              " ['여유',\n",
              "  '로운',\n",
              "  '일요일',\n",
              "  '오후',\n",
              "  '나른하다',\n",
              "  '동화',\n",
              "  '속',\n",
              "  '세계',\n",
              "  '로',\n",
              "  '빠져들다',\n",
              "  '포근하다',\n",
              "  '따뜻하다',\n",
              "  '영화'],\n",
              " ['스타워즈', '쌍탑', '을', '이루다', '영화'],\n",
              " ['아무리', '재밌다', '고백', '날다', '도백', '문', '이불', '여', '일견', '이라'],\n",
              " ['년전',\n",
              "  '볼때',\n",
              "  '보다',\n",
              "  '더욱더',\n",
              "  '강하다',\n",
              "  '감동',\n",
              "  '을',\n",
              "  '준',\n",
              "  '명작',\n",
              "  '중',\n",
              "  '명작',\n",
              "  '남녀',\n",
              "  '주인공',\n",
              "  '두'],\n",
              " ['왜',\n",
              "  '알콜중독',\n",
              "  '빠지다',\n",
              "  '의문',\n",
              "  '들다',\n",
              "  '정도',\n",
              "  '로',\n",
              "  '겉보기',\n",
              "  '엔',\n",
              "  '안정',\n",
              "  '적',\n",
              "  '인데',\n",
              "  '그녀',\n",
              "  '채우다',\n",
              "  '없다',\n",
              "  '공허하다',\n",
              "  '외로움',\n",
              "  '마음',\n",
              "  '아픔',\n",
              "  '을',\n",
              "  '술',\n",
              "  '로써',\n",
              "  '의지',\n",
              "  '같다',\n",
              "  '신도',\n",
              "  '그런',\n",
              "  '자신',\n",
              "  '왜',\n",
              "  '그렇다',\n",
              "  '이유',\n",
              "  '모르다',\n",
              "  '때문',\n",
              "  '괴롭다',\n",
              "  '그런',\n",
              "  '그녀',\n",
              "  '이유',\n",
              "  '없이',\n",
              "  '사랑',\n",
              "  '하고',\n",
              "  '품다',\n",
              "  '남자'],\n",
              " ['삶', '소중하다', '알', '게', '해주다', '정말', '좋다', '영화'],\n",
              " ['명작'],\n",
              " ['내생',\n",
              "  '에가',\n",
              "  '장',\n",
              "  '인정',\n",
              "  '하',\n",
              "  '드라마',\n",
              "  '여명의눈동자',\n",
              "  '허준',\n",
              "  '모래시계',\n",
              "  '황금의제국',\n",
              "  '드라마',\n",
              "  '로',\n",
              "  '인하다',\n",
              "  '인생',\n",
              "  '바뀌다',\n",
              "  '규모',\n",
              "  '작다',\n",
              "  '사업가',\n",
              "  '집안',\n",
              "  '에서',\n",
              "  '가족',\n",
              "  '간',\n",
              "  '갈등',\n",
              "  '으로서',\n",
              "  '로',\n",
              "  '원수',\n",
              "  '비슷하다',\n",
              "  '드라마',\n",
              "  '보고',\n",
              "  '마음',\n",
              "  '을',\n",
              "  '바꾸다'],\n",
              " ['필름', '낡다', '하지만', '무당', '인', '방이', '골고루', '맘', '듬', '다', '들개', '성', '만점'],\n",
              " ['해외', '수니', '웁니', '다'],\n",
              " ['내', '가원', '영화', '우리나라', '더', '많이', '보다', '좋다'],\n",
              " ['일', '없다', '때', '보다', '웃기', '고', '감동', '있다', '마음', '따다', '해지', '영화'],\n",
              " ['지',\n",
              "  '금은',\n",
              "  '소녀시대',\n",
              "  '앞',\n",
              "  '으로도',\n",
              "  '소녀시대',\n",
              "  '영원하다',\n",
              "  '소녀시대',\n",
              "  '윤아',\n",
              "  '여신',\n",
              "  '이여',\n",
              "  '영원하다'],\n",
              " ['내',\n",
              "  '무섭다',\n",
              "  '걸',\n",
              "  '잘못',\n",
              "  '보다',\n",
              "  '진짜',\n",
              "  '무섭다',\n",
              "  '재미있다',\n",
              "  '자다',\n",
              "  '보다',\n",
              "  '박한별',\n",
              "  '송지효',\n",
              "  '조',\n",
              "  '안다',\n",
              "  '이쁘다',\n",
              "  '조안',\n",
              "  '특히',\n",
              "  '그',\n",
              "  '싸이코',\n",
              "  '역할',\n",
              "  '을',\n",
              "  '진짜',\n",
              "  '자다',\n",
              "  '듯',\n",
              "  'ㄷㄷ',\n",
              "  '진짜',\n",
              "  '연기',\n",
              "  '자다',\n",
              "  'ㄷ'],\n",
              " ['나름', '괜찮다', '여배우', '몸매', '대박'],\n",
              " ['정말', '멋지다', '영화', '뭐', '하', '나', '안타깝다', '부분', '없다'],\n",
              " ['나', '살아가다'],\n",
              " ['영화', '좋다', '마음', '짠하다', '주연', '배우', '너무', '멋지다'],\n",
              " ['진짜', '재밌다', '열', '특히', '쥐목', '소리', '넘다', '귀엽다', 'ㅎ'],\n",
              " ['점', '대', '만들다'],\n",
              " ['아름답다', '영화', '두고두고', '간', '직하다', '영화', '소중하다', '사람과', '함께', '보다'],\n",
              " ['재다', '살', '짜다', '리가', '폭풍', '집중', '보내다'],\n",
              " ['도리', '너무', '좋다', 'ㅋㅋㅋ'],\n",
              " ['글쎄',\n",
              "  '알라',\n",
              "  '미움',\n",
              "  '과전',\n",
              "  '쟁이',\n",
              "  '아니다',\n",
              "  '사랑',\n",
              "  '길',\n",
              "  '그',\n",
              "  '가르침',\n",
              "  '을',\n",
              "  '나쁘다',\n",
              "  '모슬렘',\n",
              "  '을',\n",
              "  '신고',\n",
              "  '하',\n",
              "  '애국',\n",
              "  '모슬렘',\n",
              "  '미국시민',\n",
              "  '이다',\n",
              "  '라는',\n",
              "  '단순하다',\n",
              "  '펴다',\n",
              "  '끄다'],\n",
              " ['한국',\n",
              "  '교회',\n",
              "  '반',\n",
              "  '성해',\n",
              "  '야하다',\n",
              "  '진정하다',\n",
              "  '기독교인',\n",
              "  '래야',\n",
              "  '한다는',\n",
              "  '것',\n",
              "  '을',\n",
              "  '보여주다',\n",
              "  '영화'],\n",
              " ['너무', '너무', '재밌다', '보다'],\n",
              " ['늦다',\n",
              "  '이영화',\n",
              "  '보다',\n",
              "  '행운',\n",
              "  '아니다',\n",
              "  '엔딩크레딧',\n",
              "  '끝나다',\n",
              "  '때',\n",
              "  '까지',\n",
              "  '보고',\n",
              "  '있다',\n",
              "  '자신',\n",
              "  '을',\n",
              "  '발견',\n",
              "  '다'],\n",
              " ['좋아하다', '영화목록', '있다', '작품', '인데'],\n",
              " ['잔잔하다', '배경음악', '을', '틀', '고', '휴식', '때', '처럼', '늦다', '밤', '켜다', '영화'],\n",
              " ['재밌다', '왜', '난리', '이다'],\n",
              " ['람보', '터미네이터', '맥클레인', '한자리', '에서', '얘기'],\n",
              " ['확실하다', '늘다', '쓰레기'],\n",
              " ['재밋다'],\n",
              " ['혼자', '보다', '너무', '아깝다', '다년', '올해', '영화'],\n",
              " ['ㅠㅠㅠ', '짱', '짱', '영화', '진짜', '어떻다', '몇', '전', '이런', '영화', '만들다'],\n",
              " ['정말',\n",
              "  '눈물',\n",
              "  '난',\n",
              "  '다',\n",
              "  '저',\n",
              "  '생생',\n",
              "  '눈빛',\n",
              "  '생동감',\n",
              "  '넘치다',\n",
              "  '몸짓',\n",
              "  '발짓',\n",
              "  '멋지다',\n",
              "  '연기',\n",
              "  '분',\n",
              "  '모두',\n",
              "  '거의',\n",
              "  '년',\n",
              "  '전의',\n",
              "  '분들',\n",
              "  '이라니',\n",
              "  '말',\n",
              "  '되다',\n",
              "  '하다못해',\n",
              "  '강아지',\n",
              "  '토토',\n",
              "  '연기',\n",
              "  '마저',\n",
              "  '감탄',\n",
              "  '모두',\n",
              "  '돌아가다',\n",
              "  '껄',\n",
              "  '생각',\n",
              "  '하',\n",
              "  '니',\n",
              "  '시간',\n",
              "  '흐름',\n",
              "  '너무',\n",
              "  '슬프다'],\n",
              " ['희망',\n",
              "  '아픔',\n",
              "  '기쁨',\n",
              "  '슬픔',\n",
              "  '이함',\n",
              "  '께',\n",
              "  '비극',\n",
              "  '적',\n",
              "  '이지만',\n",
              "  '아름답다',\n",
              "  '동전',\n",
              "  '양면',\n",
              "  '을',\n",
              "  '지니다',\n",
              "  '동화',\n",
              "  '같다',\n",
              "  '이야기'],\n",
              " ['저', '어리다', '떄', '아빠', '가사', '다', '주다', '매일', '보다', 'ㅋㅋ', '다시', '보다', '이영화'],\n",
              " ['정말',\n",
              "  '대단하다',\n",
              "  '넷',\n",
              "  '지오',\n",
              "  '역시',\n",
              "  '자연',\n",
              "  '압도',\n",
              "  '당하다',\n",
              "  '인간',\n",
              "  '의지',\n",
              "  '힘',\n",
              "  '존경',\n",
              "  '스럽다'],\n",
              " ['댄스', '퀸', '롤라', '함께', '희망', '찬', '새해'],\n",
              " ['요즘', '보다', '밤새다', '모르다'],\n",
              " ['사람', '계속', '죽다', '맘', '안', '들다', '성룡', '연기', '일품', '이다'],\n",
              " ['정말', '유쾌하다', '재다', '본', '영화', '훌륭하다'],\n",
              " ['아따맘마', '오', '리지', '널', 'ㅋ'],\n",
              " ['지금',\n",
              "  '보다',\n",
              "  '재밌다',\n",
              "  'ㅋㅋㅋ',\n",
              "  '차태현',\n",
              "  '패',\n",
              "  '건',\n",
              "  '지금',\n",
              "  '보다',\n",
              "  '너무',\n",
              "  '웃기',\n",
              "  '고',\n",
              "  'ㅋㅋㅋ',\n",
              "  '박중훈',\n",
              "  '연기',\n",
              "  '굿',\n",
              "  'ㅋㅋ'],\n",
              " ['거더', '빙판', '다시', '보여주다', 'ㅜㅜ'],\n",
              " ['아', '즈', '라', '환상', '속', '을', '헤메', '듯', '기분'],\n",
              " ['막시무스', '막시무스'],\n",
              " ['좋다'],\n",
              " ['좋다', '요'],\n",
              " ['브라질', '빈민촌', '실상', '을', '리얼', '연출', '수작'],\n",
              " ['영화로',\n",
              "  '서다',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '훌륭하다',\n",
              "  '전쟁',\n",
              "  '을',\n",
              "  '미화',\n",
              "  '시키다',\n",
              "  '생명',\n",
              "  '대해',\n",
              "  '옳다',\n",
              "  '그',\n",
              "  '름',\n",
              "  '잣',\n",
              "  '대',\n",
              "  '미국',\n",
              "  '이란',\n",
              "  '나라',\n",
              "  '스스로',\n",
              "  '정해',\n",
              "  '버리다',\n",
              "  '그게',\n",
              "  '정의',\n",
              "  '라',\n",
              "  '말',\n",
              "  '하',\n",
              "  '건',\n",
              "  '잘못',\n",
              "  '되다',\n",
              "  '모순',\n",
              "  '된거',\n",
              "  '라',\n",
              "  '생각',\n",
              "  '한다인',\n",
              "  '간',\n",
              "  '정해',\n",
              "  '버리다',\n",
              "  '동전',\n",
              "  '앞뒤',\n",
              "  '일',\n",
              "  '뿐'],\n",
              " ['뻔하다', '이야기', '일수', '있다', '그', '가까이', '서', '있다'],\n",
              " ['제목', '무슨', '뜻', '인가', '오만', '편견', '너무', '재미있다', '본영', '화'],\n",
              " ['넘치다', '위트', '잔잔하다', '감동'],\n",
              " ['영화', '한편', '하', '나', '굉장하다', '제', '밉다'],\n",
              " ['공포', '영화매니아', '지침', '서'],\n",
              " ['다른', '어떤', '미드', '보다', '작품', '재방송', '시급하다'],\n",
              " ['한국', '사람', '라면', '한번', '쯤', '보다', '야하다', '영화'],\n",
              " ['정말', '재밌다', '배우', '캐스팅', '매우', '좋다', '역시', '한효주', '랑', '문채원', '최고'],\n",
              " ['마지막', '회보', '거미', '루고', '미루다', '방금', '보다', '여운', '찡하다', '남다'],\n",
              " ['나라', '평점', '올리다', '정말', '수작', '이다'],\n",
              " ['정말',\n",
              "  '잊다',\n",
              "  '없다',\n",
              "  '영화',\n",
              "  '중학교',\n",
              "  '때',\n",
              "  '담임',\n",
              "  '선생님',\n",
              "  '과반',\n",
              "  '아이',\n",
              "  '들이다',\n",
              "  '보다',\n",
              "  '그',\n",
              "  '이후',\n",
              "  '로',\n",
              "  '가끔',\n",
              "  '씩',\n",
              "  '생각나다',\n",
              "  '마음',\n",
              "  '따뜻하다',\n",
              "  '영화',\n",
              "  '이다'],\n",
              " ['완전', '짱', '에여', '점', '이에요', 'ㅋㅋ'],\n",
              " ['제', '너무', '좋아하다', '백영규'],\n",
              " ['또한', '추억', '재난영화'],\n",
              " ['진짜', '이렇다', '명작', '이지', '화려하다', '극치'],\n",
              " ['완전', '굿'],\n",
              " ['추억', '돋넼', 'ㅋㅋㅋ', '드라마', '보다', '설레다', 'ㅋㅋ', '최고', 'ㅋ'],\n",
              " ['진짜', '최고', '시리즈', '중', '에가', '장', '재밌다'],\n",
              " ['대부분', '사람', '이영화', '놀랍다', '완성', '도르다', '모르다'],\n",
              " ['상당하다',\n",
              "  '현실',\n",
              "  '성',\n",
              "  '있다',\n",
              "  '중간',\n",
              "  '중간',\n",
              "  '코믹',\n",
              "  '요소',\n",
              "  '좋다',\n",
              "  '리얼',\n",
              "  '한류',\n",
              "  '양',\n",
              "  '아치',\n",
              "  '애환',\n",
              "  '을',\n",
              "  '자다',\n",
              "  '그리다',\n",
              "  '내다'],\n",
              " ['조음', '소재', '좋다', '동물', '이라'],\n",
              " ['다시', '보다', '재밋', '늘다', '드라마', '이다', '박유천', '한지민', '캐', '미가', '돋보이다'],\n",
              " ['폭포', '탈출', '씬', '이전', '까지', '사상', '최고', '재미'],\n",
              " ['헤어지다', '무렵', '생각나다', '델과킴'],\n",
              " ['영화',\n",
              "  '에나',\n",
              "  '오는',\n",
              "  '노래',\n",
              "  '제목',\n",
              "  '뭐',\n",
              "  '죠',\n",
              "  '최진희',\n",
              "  '부르다',\n",
              "  '사랑',\n",
              "  '의미',\n",
              "  '로랑',\n",
              "  '곡',\n",
              "  '똑같다',\n",
              "  '최진희',\n",
              "  '리메이크',\n",
              "  '건가',\n",
              "  '요',\n",
              "  '노래',\n",
              "  '제목',\n",
              "  '을',\n",
              "  '알다',\n",
              "  '누가',\n",
              "  '부르다',\n",
              "  '요'],\n",
              " ['내용', '뻔하다', '정말', '유쾌하다', '영화'],\n",
              " ['내', '가제', '일', '사랑', '하', '중국영화', '액션', '로맨스', '공존', '이영화', '번은', '보다'],\n",
              " ['의리', '의리', '의리'],\n",
              " ['가다', '다', '조', '프레이져', '가다', '위대하다'],\n",
              " ['매력', '적', '인', '영화'],\n",
              " ['생각', '없이', '보기', '좋다', 'ㅎㅎㅎ', '주걸륜', '머', '쪙'],\n",
              " ['박력', '넘치다', '스턴', '트', '액션', '평작', '이다'],\n",
              " ['엄청', '재미있다', '명작', '이다'],\n",
              " ['나',\n",
              "  '하정우',\n",
              "  '랑',\n",
              "  '개그',\n",
              "  '코드',\n",
              "  '맞다',\n",
              "  '엄청',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '특히',\n",
              "  '단발',\n",
              "  '의사',\n",
              "  '샘',\n",
              "  '장면',\n",
              "  '에서',\n",
              "  '계속',\n",
              "  '빵터지다',\n",
              "  'ㅋㅋ'],\n",
              " ['적당', 'ㅎㅎ'],\n",
              " ['배경', '이쁘다', '캐릭터', '귀엽다'],\n",
              " ['이런', '거너', '넨', '못', '찍다', 'ㅋㅋㅋㅋㅋ', '완전', '재', '밋게봣', '어', '여'],\n",
              " ['정말', '재다', '봣던', '영화', 'ㅎㅎ', '사관', '키스신', '짱', 'ㅎㅎ'],\n",
              " ['예수님', '대해', '많이', '알다', '가다', '네', '여'],\n",
              " ['모던', '시네마', '초', '현실', '주의', '로맨틱', '조우', '키아로스타미', '이중', '운동', '대한', '믿음'],\n",
              " ['최고', '액션', '스토리', '나', '연출', '아쉬움'],\n",
              " ['담백하다', '현실', '적', '이고', '가슴', '떨리다', '그냥', '최고', 'ㅜㅜ'],\n",
              " ['아름답다', '곡'],\n",
              " ['재밌다', '본', '영화', '이영화', '덕분', '정태우', '초딩', '시절', '을', '보다', 'ㅋㅋ'],\n",
              " ['영화',\n",
              "  '좋다',\n",
              "  '감사용',\n",
              "  '패전',\n",
              "  '처리',\n",
              "  '투수',\n",
              "  '알다',\n",
              "  '감사용',\n",
              "  '전',\n",
              "  '문',\n",
              "  '패전',\n",
              "  '처리',\n",
              "  '투수',\n",
              "  '면',\n",
              "  '절대',\n",
              "  '패가',\n",
              "  '나오다',\n",
              "  '없다',\n",
              "  '패',\n",
              "  '기고',\n",
              "  '있다',\n",
              "  '무승부',\n",
              "  '에서',\n",
              "  '등판',\n",
              "  '본인',\n",
              "  '이상',\n",
              "  '대',\n",
              "  '팀',\n",
              "  '한테',\n",
              "  '얻어맞다',\n",
              "  '지다',\n",
              "  '올라가다',\n",
              "  '진짜',\n",
              "  '패전',\n",
              "  '처리',\n",
              "  '방어율',\n",
              "  '높다',\n",
              "  '뿐패',\n",
              "  '별로',\n",
              "  '없다'],\n",
              " ['강추',\n",
              "  'ㅎㅎ',\n",
              "  '전체',\n",
              "  '틀속',\n",
              "  '옴니버스',\n",
              "  '식',\n",
              "  '이야기',\n",
              "  '진행',\n",
              "  '되다',\n",
              "  '이야기',\n",
              "  '뭔가',\n",
              "  '코믹',\n",
              "  '하',\n",
              "  '면',\n",
              "  '서도',\n",
              "  '생각',\n",
              "  '하',\n",
              "  '게',\n",
              "  '되다',\n",
              "  'ㅎㅎ',\n",
              "  '무엇',\n",
              "  '보다',\n",
              "  '색감',\n",
              "  '너무',\n",
              "  '이쁘다',\n",
              "  '감탄',\n",
              "  '이런',\n",
              "  '영화',\n",
              "  '또',\n",
              "  '없다'],\n",
              " ['인간', '상상력', '이렇게', '위대하다', '모르다'],\n",
              " ['시간', '때우다', '쓰레기', '킬림', '타', '임용', '쿡', '영화', '보단', '게', '낫다'],\n",
              " ['재밌다', '보다', '참신하다'],\n",
              " ['연애',\n",
              "  '이전',\n",
              "  '여자',\n",
              "  '사랑',\n",
              "  '인생',\n",
              "  '이라는',\n",
              "  '관점',\n",
              "  '에서',\n",
              "  '자다',\n",
              "  '표현',\n",
              "  '서다',\n",
              "  '표정',\n",
              "  '과대',\n",
              "  '사하나',\n",
              "  '하',\n",
              "  '나',\n",
              "  '잔잔하다',\n",
              "  '영상',\n",
              "  '을',\n",
              "  '통해',\n",
              "  '너무',\n",
              "  '자다',\n",
              "  '이끌다',\n",
              "  '내다'],\n",
              " ['정말', '최고', '이다', '콘서트', '생생하다', '현장', '가다', '전달', '돼다'],\n",
              " ['명동역', '에서', '보다', '감동', '받다', '남', '을', '돕다', '살리다', '사람', '되다'],\n",
              " ['명의', '젊은이', '헌신', '전범', '국', '되다', '체코', '운명', '을', '바꾸다'],\n",
              " ['해리슨', '포드', '새롭다', '연기', '돋보이다', '웃음', '절로', '나오다', '코', '메다', '영화'],\n",
              " ['한국영', '화', '홍콩영화', '한국영', '화', '배우다', '야하다'],\n",
              " ['몽환', '적', '인', '느낌', '영화', '갑자기', '또', '보고', '싶다'],\n",
              " ['좋다', '좋다', '거지', '이유', '없이', '좋다', '영화'],\n",
              " ['정말',\n",
              "  '시절',\n",
              "  '그리다',\n",
              "  '성룡',\n",
              "  '몸',\n",
              "  '을',\n",
              "  '다해',\n",
              "  '보여주다',\n",
              "  '액션',\n",
              "  '년',\n",
              "  '동',\n",
              "  '안경',\n",
              "  '를표',\n",
              "  '최고',\n",
              "  '액션영화',\n",
              "  '이자나',\n",
              "  '만의',\n",
              "  '영화'],\n",
              " ['좋다', '말다'],\n",
              " ['내', '용의', '우울함', '을', '덮다', '신선하다', '영화', '실감', '연민', '영화'],\n",
              " ['상당하다', '기대하다', '보다', '가다', '내', '기대', '아득하다', '뛰어넘다', '작품', '이다'],\n",
              " ['나', '두', '벤자민'],\n",
              " ['잘나가다', '콜트'],\n",
              " ['휴', '검색', '안', '해봤다', '볼', '뻔하다'],\n",
              " ['종로', '시', '장거리', '세트', '장', '만', '보다', '점', '이다'],\n",
              " ['요크셔테리어',\n",
              "  '연기',\n",
              "  '돋보이다',\n",
              "  '소형견',\n",
              "  '인데',\n",
              "  '계속',\n",
              "  '젖다',\n",
              "  '상태',\n",
              "  '로',\n",
              "  '얼마나',\n",
              "  '힘들다',\n",
              "  '미안하다',\n",
              "  '요키',\n",
              "  '견주',\n",
              "  '여서',\n",
              "  '재밌다',\n",
              "  '보다'],\n",
              " ['고', '전적', '잔인', '코믹', '명작', '영화'],\n",
              " ['가다', '낭', '나안', 'ㅇ', '지다', 'ㅣㅇ'],\n",
              " ['답답하다',\n",
              "  '냉정하다',\n",
              "  '시영',\n",
              "  '화',\n",
              "  '만들어지다',\n",
              "  '년',\n",
              "  '비다',\n",
              "  '지금',\n",
              "  '사람',\n",
              "  '답',\n",
              "  '게',\n",
              "  '살수',\n",
              "  '있다',\n",
              "  '상인',\n",
              "  '지나다',\n",
              "  '신다',\n",
              "  '어떠하다',\n",
              "  '생각',\n",
              "  '해보다',\n",
              "  '만하',\n",
              "  '다'],\n",
              " ['말', '필요없다', '심하다', '않다', '완벽주의자', '장', '피에르', '주네'],\n",
              " ['헐다', '이렇게', '좋다', '영화', '있다', '이윤기', '감독', '최고', '작', '이다'],\n",
              " ['진짜', '많이', '웃다', '또', '완전', '감동', '적', '이다', '장면', '지겹다', '않다'],\n",
              " ['반', '전이', '짱', '이다'],\n",
              " ['엄청', '웃기', '다'],\n",
              " ['아니다',\n",
              "  '빵빵',\n",
              "  '트',\n",
              "  '지',\n",
              "  '고재',\n",
              "  '밋',\n",
              "  '늘다',\n",
              "  '뭐',\n",
              "  '재미없다',\n",
              "  '거',\n",
              "  '냐',\n",
              "  '완전',\n",
              "  '말다',\n",
              "  '웃다',\n",
              "  'ㅋ'],\n",
              " ['어리다', '적꿈', '나타나다', '일리', '므흣', 'ㅋㅋ'],\n",
              " ['새다',\n",
              "  '메',\n",
              "  '각하',\n",
              "  '킬',\n",
              "  '하고',\n",
              "  '에선',\n",
              "  '스타스크림',\n",
              "  '킬',\n",
              "  '하고',\n",
              "  '샘',\n",
              "  '활약',\n",
              "  '이참',\n",
              "  '근데',\n",
              "  '트포',\n",
              "  '가면',\n",
              "  '갈수록',\n",
              "  '인간',\n",
              "  '활약',\n",
              "  '건지다',\n",
              "  '오토봇',\n",
              "  '이활',\n",
              "  '약하다',\n",
              "  '건지다',\n",
              "  '로봇',\n",
              "  '영화',\n",
              "  '인데',\n",
              "  '로봇',\n",
              "  '가면',\n",
              "  '갈수록',\n",
              "  '활약',\n",
              "  '줄어들다',\n",
              "  '나오다',\n",
              "  '대장',\n",
              "  '제외',\n",
              "  '하고',\n",
              "  '그렇다',\n",
              "  '도나',\n",
              "  '트포',\n",
              "  '좋아하다',\n",
              "  '점',\n",
              "  '주다'],\n",
              " ['우리나라', '기술', '최고', '예요', '짱', '전여친', '주말', '한번', '덥다'],\n",
              " ['흐흐'],\n",
              " ['역시',\n",
              "  '믿다',\n",
              "  '보다',\n",
              "  '가시다',\n",
              "  '게이고',\n",
              "  '작품',\n",
              "  '플롯',\n",
              "  '전개',\n",
              "  '나',\n",
              "  '화면',\n",
              "  '구성',\n",
              "  '너무나',\n",
              "  '짜다',\n",
              "  '예술',\n",
              "  '적',\n",
              "  '이기',\n",
              "  '까지',\n",
              "  '몰입',\n",
              "  '보다'],\n",
              " ['이번',\n",
              "  '판도',\n",
              "  '재미있다',\n",
              "  '보다',\n",
              "  '뉴문',\n",
              "  '보다',\n",
              "  '훨',\n",
              "  '재미있다',\n",
              "  '액션',\n",
              "  '신도',\n",
              "  '많다',\n",
              "  '흥미진진',\n",
              "  '데',\n",
              "  '벨라',\n",
              "  '너무하다',\n",
              "  '아무튼',\n",
              "  '트와일라잇',\n",
              "  '편',\n",
              "  '보다',\n",
              "  '이클립스',\n",
              "  '가다',\n",
              "  '재미있다',\n",
              "  '같다'],\n",
              " ['커플', '많이', '볼듯', '영화'],\n",
              " ['정말',\n",
              "  '재미있다',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '특히',\n",
              "  '저',\n",
              "  '털보',\n",
              "  '코믹',\n",
              "  '연기',\n",
              "  '뒷모습',\n",
              "  '까지',\n",
              "  '전달',\n",
              "  '되다'],\n",
              " ['이래서',\n",
              "  '레이드',\n",
              "  '나오다',\n",
              "  '죽이다',\n",
              "  '액션',\n",
              "  '맨몸',\n",
              "  '액션',\n",
              "  '의결',\n",
              "  '정체',\n",
              "  '다',\n",
              "  '편도',\n",
              "  '죽이다',\n",
              "  '편꼭보',\n",
              "  '시기'],\n",
              " ['소름', '듣다', '대사', '연출', '연기', '올드보이', '인생', '여러', '합작', '진품', '강추'],\n",
              " ['편', '보단', '별로', '이다', '그래도', '나름', '재밌다'],\n",
              " ['예나',\n",
              "  '지금',\n",
              "  '이나',\n",
              "  '아빠',\n",
              "  '노릇',\n",
              "  '차다',\n",
              "  '힘드다',\n",
              "  '같다',\n",
              "  '그만큼',\n",
              "  '아들',\n",
              "  '을',\n",
              "  '사랑',\n",
              "  '한단',\n",
              "  '거',\n",
              "  '겠다'],\n",
              " ['보다',\n",
              "  '눈',\n",
              "  '한번',\n",
              "  '떼다',\n",
              "  '않다',\n",
              "  '보다',\n",
              "  '실화',\n",
              "  '라',\n",
              "  '더',\n",
              "  '감동',\n",
              "  '적',\n",
              "  '이고',\n",
              "  '정말',\n",
              "  '멋지다',\n",
              "  '최고'],\n",
              " ['그냥',\n",
              "  '뮤직비디오',\n",
              "  '보다',\n",
              "  '생각',\n",
              "  '하',\n",
              "  '면',\n",
              "  '훌륭하다',\n",
              "  '작품',\n",
              "  '이다',\n",
              "  '동양인',\n",
              "  '비다',\n",
              "  '분',\n",
              "  '에게',\n",
              "  '몇',\n",
              "  '마디',\n",
              "  '하자',\n",
              "  '면',\n",
              "  '이영화',\n",
              "  '자체',\n",
              "  '가디스',\n",
              "  '통한',\n",
              "  '개그',\n",
              "  '코드',\n",
              "  '유지',\n",
              "  '남녀',\n",
              "  '비다',\n",
              "  '유태인',\n",
              "  '레즈비언',\n",
              "  '오타쿠',\n",
              "  '등등',\n",
              "  '동양인',\n",
              "  '그',\n",
              "  '소',\n",
              "  '재중',\n",
              "  '하',\n",
              "  '나',\n",
              "  '지동',\n",
              "  '양',\n",
              "  '비다',\n",
              "  '본목',\n",
              "  '적',\n",
              "  '아니다',\n",
              "  'ㅋㅋ'],\n",
              " ['소설', '로', '보다', '재다', 'ㅡㅡ'],\n",
              " ['않다',\n",
              "  '강간범',\n",
              "  '새끼',\n",
              "  '저',\n",
              "  '것',\n",
              "  '보다',\n",
              "  '더하다',\n",
              "  '분하다',\n",
              "  '강간',\n",
              "  '정신',\n",
              "  '을',\n",
              "  '완전하다',\n",
              "  '난도질',\n",
              "  '사람',\n",
              "  '죽다',\n",
              "  '살다',\n",
              "  '뿐이다',\n",
              "  '남자',\n",
              "  '많이',\n",
              "  '써다',\n",
              "  '평점',\n",
              "  '낮다',\n",
              "  '가보다',\n",
              "  '소름',\n",
              "  'ㄷ'],\n",
              " ['드래곤길들이기', '정말', '감명', '깊다', '본', '애니'],\n",
              " ['전', '재밌다', '봣', '어', '요'],\n",
              " ['진짜', '대박'],\n",
              " ['돌아오다', '싱하형'],\n",
              " ['변호인', '보다', '더욱', '실제', '가다', '법정', '영화', '남자', '로서', '분통', '터지다', '지경'],\n",
              " ['어떻다', '알다', '냠'],\n",
              " ['완전', '짱', '좋다', '드라마'],\n",
              " ['제목',\n",
              "  '때문',\n",
              "  '삼류',\n",
              "  '에로영화',\n",
              "  '타이틀',\n",
              "  '같다',\n",
              "  '내용',\n",
              "  '알차다',\n",
              "  '스릴러물',\n",
              "  '그리고',\n",
              "  '요즘',\n",
              "  '덱스터',\n",
              "  '에나',\n",
              "  '오다',\n",
              "  '데스',\n",
              "  '몬드',\n",
              "  '리즈시절',\n",
              "  '모습',\n",
              "  '을',\n",
              "  '보다'],\n",
              " ['굉장하다', '볼', '만'],\n",
              " ['미치다', '형색', '히', '가다', '드럽다', '안', '죽다', 'ㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋ'],\n",
              " ['영화음악', '너무', '좋다', '같다'],\n",
              " ['카', '엘', '라인', '난', '캉', '니깐', 'ㅋ'],\n",
              " ['필리핀',\n",
              "  '외롭다',\n",
              "  '때',\n",
              "  '사랑',\n",
              "  '대해',\n",
              "  '서',\n",
              "  '아름답다',\n",
              "  '다시',\n",
              "  '한번',\n",
              "  '생각',\n",
              "  '하',\n",
              "  '게',\n",
              "  '되어다',\n",
              "  '영화',\n",
              "  '그',\n",
              "  '영화',\n",
              "  '보고',\n",
              "  '나서다',\n",
              "  '트',\n",
              "  '라이',\n",
              "  '서클',\n",
              "  '있다',\n",
              "  '곳',\n",
              "  '까지',\n",
              "  '배웅',\n",
              "  '해주다',\n",
              "  '년전',\n",
              "  '그때',\n",
              "  '그',\n",
              "  '풍경',\n",
              "  '아직도',\n",
              "  '잊혀지다',\n",
              "  '않다',\n",
              "  'ㅠ',\n",
              "  '과거',\n",
              "  '과거',\n",
              "  '니까',\n",
              "  '그만',\n",
              "  '회상',\n",
              "  '하고',\n",
              "  '미래',\n",
              "  '꿈꾸다',\n",
              "  '달다',\n",
              "  '화이팅'],\n",
              " ['잔잔하다', '좋다', '음극', '중', '요코', '성격', '고양이', '흡사하다', '점', '상당하다', '많다', 'ㅎㅎ'],\n",
              " ['재난영화', '중', '가장', '많이', '본', '영화', '아주', '닳다', '닳다', '스릴', '흥미', '모두', '굿'],\n",
              " ['캬잼', '없다', '똥개', '잼', '잇다', '엇어'],\n",
              " ['거', '재밌다'],\n",
              " ['배우',\n",
              "  '연',\n",
              "  '기도',\n",
              "  '멋지다',\n",
              "  '쓸데없다',\n",
              "  '에피소드',\n",
              "  '없이',\n",
              "  '사이코패스',\n",
              "  '주인공',\n",
              "  '초점',\n",
              "  '맞추다',\n",
              "  '내',\n",
              "  '용도',\n",
              "  '굿',\n",
              "  '마지막',\n",
              "  '탄도',\n",
              "  '나오다',\n",
              "  '같다',\n",
              "  '완전',\n",
              "  '기대',\n",
              "  '되다',\n",
              "  '영화'],\n",
              " ['크리스마스', '가족', '볼', '영화', '로는', '딱이다'],\n",
              " ['년전',\n",
              "  '만들어지다',\n",
              "  '영화',\n",
              "  '라니',\n",
              "  '정말',\n",
              "  '믿다',\n",
              "  '않다',\n",
              "  '이제',\n",
              "  '라도',\n",
              "  '이런',\n",
              "  '명화',\n",
              "  '보다',\n",
              "  '되어다',\n",
              "  '기쁘다'],\n",
              " ['어리다', '때', '정말', '재밌다', '보다', '시리즈', 'ㅎㅎ', '상영', '시간', '시간', '겨우', '넘다'],\n",
              " ['명작', '이라', '보다', '연기력', '최상', '몰입도', '최상', '진짜', '명작', '인', '듯'],\n",
              " ['웅앙아', '아', 'ㅏㅇ', '좋다'],\n",
              " ['이번', '껀', '솔직하다', '괜찮다'],\n",
              " ['신은경', '씨', '넘다', '멋지다', '영', '대박'],\n",
              " ['피아니스트',\n",
              "  '같다',\n",
              "  '동',\n",
              "  '급',\n",
              "  '영화',\n",
              "  '라',\n",
              "  '생각',\n",
              "  '보시',\n",
              "  '면',\n",
              "  '후회',\n",
              "  '없다',\n",
              "  '실화',\n",
              "  '영화',\n",
              "  '니요'],\n",
              " ['감동', '이다', '이렇게', '잔잔하다', '재다', '감동', '있다', '놀라다', '웃다'],\n",
              " ['나다',\n",
              "  '시즌',\n",
              "  '떄',\n",
              "  '안보',\n",
              "  '다가',\n",
              "  '어쩌다가',\n",
              "  '티비',\n",
              "  '빠지다',\n",
              "  '버리다',\n",
              "  '명',\n",
              "  '명',\n",
              "  '특징',\n",
              "  '살다',\n",
              "  '개인',\n",
              "  '적',\n",
              "  '재밌다'],\n",
              " ['진짜',\n",
              "  '거짓말',\n",
              "  '안보',\n",
              "  '태고',\n",
              "  '거의',\n",
              "  '번',\n",
              "  '보다',\n",
              "  '최고다',\n",
              "  '살때',\n",
              "  '부터',\n",
              "  '지금',\n",
              "  '까지',\n",
              "  '잊다',\n",
              "  '영화'],\n",
              " ['최고', '제', '본', '십대영화', '중', '하나'],\n",
              " ['아',\n",
              "  'ㅠㅠ',\n",
              "  '중간',\n",
              "  '버려지다',\n",
              "  '그',\n",
              "  '순간',\n",
              "  '부터',\n",
              "  '계속',\n",
              "  '울면',\n",
              "  '서',\n",
              "  '보다',\n",
              "  'ㅠㅠ',\n",
              "  '진짜',\n",
              "  '그남자',\n",
              "  '사육사',\n",
              "  '님',\n",
              "  '포기',\n",
              "  '상상',\n",
              "  '싫다',\n",
              "  '일',\n",
              "  '발생',\n",
              "  '하고',\n",
              "  '전혀',\n",
              "  '모른체',\n",
              "  '살아가다',\n",
              "  'ㅠ',\n",
              "  '이영화',\n",
              "  '좀더',\n",
              "  '많다',\n",
              "  '사람',\n",
              "  '보다',\n",
              "  '좋다',\n",
              "  'ㅠ'],\n",
              " ['결말', '알다', '보다', '재미', '짐', '괜찮다', '오락', '영화', '다'],\n",
              " ['기묘하다', '몽환', '적', '인', '프랑스', '판', '난쏘공', '을', '보다', '느낌'],\n",
              " ['너무',\n",
              "  '웃기다',\n",
              "  '진짜',\n",
              "  'ㅋㅋㅋ',\n",
              "  '볼때',\n",
              "  '마다',\n",
              "  '너무',\n",
              "  '웃다',\n",
              "  '안면',\n",
              "  '마비',\n",
              "  '되다',\n",
              "  '정도',\n",
              "  '로',\n",
              "  'ㅋㅋ'],\n",
              " ['난',\n",
              "  '연',\n",
              "  '정상',\n",
              "  '인걸',\n",
              "  '끄다',\n",
              "  '구속',\n",
              "  '자유',\n",
              "  '자유',\n",
              "  '구속',\n",
              "  '대해',\n",
              "  '다시',\n",
              "  '한번',\n",
              "  '생각',\n",
              "  '을',\n",
              "  '해주다',\n",
              "  '처음만나는자유'],\n",
              " ['무협', '영화', '갈수록', '퇴보하다', '검다', '강호', '그나마', '건지다', '영화', '같다', '재밌다'],\n",
              " ['정말', '옛날', '생각나다', '혼나다'],\n",
              " ['전혀', '상상', '없다', '마지막', '장면', '기억', '남', '을', '명화', '이다'],\n",
              " ['매우', '재미있다', '밨', '어', '요', '너무', '일직', '끝나다', '아쉽다'],\n",
              " ['지아장커',\n",
              "  '영화',\n",
              "  '세',\n",
              "  '편',\n",
              "  '동',\n",
              "  '스틸라이프',\n",
              "  '천주정',\n",
              "  '모두',\n",
              "  '등장',\n",
              "  '하',\n",
              "  '광부',\n",
              "  '아저씨',\n",
              "  '산밍',\n",
              "  '가난하다',\n",
              "  '노동자',\n",
              "  '의전',\n",
              "  '형',\n",
              "  '인',\n",
              "  '인물',\n",
              "  '볼때',\n",
              "  '마다',\n",
              "  '가슴',\n",
              "  '뭉클하다',\n",
              "  '오다'],\n",
              " ['재미',\n",
              "  '감동',\n",
              "  '그리고',\n",
              "  '생각',\n",
              "  '하',\n",
              "  '게',\n",
              "  '해주다',\n",
              "  '영화',\n",
              "  '지인',\n",
              "  '께',\n",
              "  '추천',\n",
              "  '하고',\n",
              "  '다시',\n",
              "  '한번',\n",
              "  '같이',\n",
              "  '보다',\n",
              "  '상영',\n",
              "  '관',\n",
              "  '없다',\n",
              "  '보다',\n",
              "  '없다',\n",
              "  '너무',\n",
              "  '안타깝다',\n",
              "  '진심'],\n",
              " ['뭔', '용', '맄', 'ㅋㅋㅋㅋ', '재', '밋을텐', '데', '치킨', '생각나다', '뭐짘', 'ㅋㅋㅋ'],\n",
              " ['좋다', 'ㅎㅎ'],\n",
              " ['잔잔하다', '더욱', '슬프다'],\n",
              " ['별로', '점수', '매다', '없다', '몇', '안되다', '영화'],\n",
              " ['영화관', '에가', '서', '보', '면', '더', '좋다', '어린시절', '로', '돌아가다', '느낌', '들다', '감'],\n",
              " ['너무', '재밌다', '서번', '이상', '보다'],\n",
              " ['중간',\n",
              "  '중',\n",
              "  '가다',\n",
              "  '먹다',\n",
              "  '영화',\n",
              "  '때',\n",
              "  '묻다',\n",
              "  '않다',\n",
              "  '가끔',\n",
              "  '오글거리다',\n",
              "  '정말',\n",
              "  '감동',\n",
              "  '재미',\n",
              "  '모두',\n",
              "  '챙기다',\n",
              "  '개인',\n",
              "  '적',\n",
              "  '타이거',\n",
              "  '형님',\n",
              "  '어떻다',\n",
              "  '되다',\n",
              "  '궁금하다'],\n",
              " ['꿀잼', 'ㅋㅋ', '짱', '이네', '여', '장쯔이'],\n",
              " ['재미있다', '보다', '솔직하다', '나오다', '권상우', '성격', '맘', '안', '들다', 'ㅜㅜ'],\n",
              " ['남성',\n",
              "  '동성애자',\n",
              "  '고민',\n",
              "  '을',\n",
              "  '알다',\n",
              "  '좋다',\n",
              "  '이사회',\n",
              "  '성적소수자',\n",
              "  '이고',\n",
              "  '편견',\n",
              "  '없이',\n",
              "  '사랑',\n",
              "  '감싸다',\n",
              "  '포',\n",
              "  '용하다',\n",
              "  '이성애자',\n",
              "  '동등',\n",
              "  '인간',\n",
              "  '이라는',\n",
              "  '생각',\n",
              "  '을',\n",
              "  '이영화',\n",
              "  '통해',\n",
              "  '알',\n",
              "  '게',\n",
              "  '되다',\n",
              "  '게이',\n",
              "  '아픔',\n",
              "  '울컥'],\n",
              " ['마지막',\n",
              "  '단순하다',\n",
              "  '마무리',\n",
              "  '되어다',\n",
              "  '사람과',\n",
              "  '사람',\n",
              "  '친구',\n",
              "  '와의',\n",
              "  '관계',\n",
              "  '속',\n",
              "  '에서',\n",
              "  '공감',\n",
              "  '되어다',\n",
              "  '무엇',\n",
              "  '보다',\n",
              "  '실감',\n",
              "  '나',\n",
              "  '늘다',\n",
              "  '연기',\n",
              "  '남',\n",
              "  '프랑스',\n",
              "  '멋지다',\n",
              "  '배경',\n",
              "  '걸',\n",
              "  '맞다',\n",
              "  '음악',\n",
              "  '한층',\n",
              "  '이영화',\n",
              "  '빛나다',\n",
              "  '강추'],\n",
              " ['겁쟁이', '페달', '보다'],\n",
              " ['감동', '이다', '수작', '이네', '요', '그림', '더', '훌룽', '하', '지만', '요'],\n",
              " ['최고', '엄정화', '연기력', '대박'],\n",
              " ['펑펑', '울다', '엉엉', '울다', '꺽꺽', '소리내다', '울다', 'ㅜㅜ'],\n",
              " ['거', '한때', '흑인', '에게', '비난', '을', '받다', '적다'],\n",
              " ['아름답다', '영화', '적절', '한발', '킬머'],\n",
              " ['허다', '이런', '영화', '왜', '놓치다'],\n",
              " ['ㅋㅋㅋㅋㅋ', '은근', '히', '재미', '엇', '늘다', 'ㅋㅋㅋㅋㅋㅋㅋㅋㅋ', '나', '두', '초딩', '때봣', '어'],\n",
              " ['영화', '스토리', '탄탄하다', '덴젤', '멋있다', '짱짱'],\n",
              " ['고전', '헐리웃', '느와르', '대한', '완벽하다', '오마주', '숨기다', '보석같다', '영화'],\n",
              " ['우울하다',\n",
              "  '기분',\n",
              "  '친구',\n",
              "  '녀석',\n",
              "  '이랑',\n",
              "  '영화',\n",
              "  '나',\n",
              "  '보다',\n",
              "  '가다',\n",
              "  '기분',\n",
              "  '조금',\n",
              "  '나아지다',\n",
              "  '좋다'],\n",
              " ['원스', '뛰어넘다', '최고', '음악', '영화'],\n",
              " ['한국영', '화', '치고', '좋다'],\n",
              " ['중반', '부', '까지', '진짜', '몰입', '하고', '보다', '갑자기', '러브스토리', '부터', '깨다', '시작'],\n",
              " ['오다', '사하나', '하', '나', '자다', '새기다', '들다'],\n",
              " ['아', '또', '보다', '다모', '두', '연기', '정말', '자다', 'ㅠㅠ'],\n",
              " ['단',\n",
              "  '한순간',\n",
              "  '지루하다',\n",
              "  '틈',\n",
              "  '없이',\n",
              "  '마지막',\n",
              "  '까지',\n",
              "  '눈',\n",
              "  '돌리다',\n",
              "  '틈',\n",
              "  '없다',\n",
              "  '마지막',\n",
              "  '자신',\n",
              "  '사랑',\n",
              "  '하',\n",
              "  '이르다',\n",
              "  '지키다',\n",
              "  '좀비',\n",
              "  '모습',\n",
              "  '또한',\n",
              "  '너무',\n",
              "  '인상',\n",
              "  '깊다',\n",
              "  '남아',\n",
              "  '있다',\n",
              "  '같다',\n",
              "  '오래도록',\n",
              "  '많다',\n",
              "  '좀비',\n",
              "  '영화',\n",
              "  '들이다',\n",
              "  '이영화',\n",
              "  '만은',\n",
              "  '그',\n",
              "  '영화',\n",
              "  '과는',\n",
              "  '다르다',\n",
              "  '특별하다',\n",
              "  '느끼다'],\n",
              " ['무인도', '에서', '생활', '몰입도', '감동', '적', '이고', '재밌다'],\n",
              " ['시', '걸', '형님', '왜', '나오다', 'ㅋㅋ', '종이', '쪼가리', '처럼', '나르다'],\n",
              " ['아기자기하다', '귀엽다', '잘만', '든', '스포츠', '코미디', '여자', '야', '구잘', '하', '네'],\n",
              " ['효과음', '이기', '막히다', '영화'],\n",
              " ['색삼', '상상력', '넘치다', '영화'],\n",
              " ['고인', '모든', '것', '을', '보다', '모든', '것', '을', '보여주다'],\n",
              " ['이병헌', '연기', '짱', '이다'],\n",
              " ['일',\n",
              "  '본',\n",
              "  '영화',\n",
              "  '특',\n",
              "  '유의',\n",
              "  '오글거리다',\n",
              "  '은한',\n",
              "  '스푼',\n",
              "  '빼다',\n",
              "  '그',\n",
              "  '특',\n",
              "  '유의',\n",
              "  '잔잔하다',\n",
              "  '감동',\n",
              "  '을',\n",
              "  '스푼',\n",
              "  '더하다',\n",
              "  '재밌다',\n",
              "  '후',\n",
              "  '카츠',\n",
              "  '에리',\n",
              "  '영화',\n",
              "  '믿다',\n",
              "  '보다'],\n",
              " ['정말', '멋지다', '결말', 'ㅎ'],\n",
              " ['꽃',\n",
              "  '피다',\n",
              "  '첫걸음',\n",
              "  '이후',\n",
              "  '정말',\n",
              "  '재밌다',\n",
              "  '본의',\n",
              "  '대',\n",
              "  '명작',\n",
              "  '이라',\n",
              "  '생각',\n",
              "  '다',\n",
              "  '초반',\n",
              "  '약간',\n",
              "  '지루하다',\n",
              "  '가다',\n",
              "  '쿨',\n",
              "  '로',\n",
              "  '들어서다',\n",
              "  '캐릭터',\n",
              "  '심리',\n",
              "  '갈등',\n",
              "  '이나',\n",
              "  '스토리',\n",
              "  '전개',\n",
              "  '에서',\n",
              "  '최고',\n",
              "  '작품',\n",
              "  '성',\n",
              "  '을',\n",
              "  '보여주다',\n",
              "  '같다',\n",
              "  '정도',\n",
              "  '면',\n",
              "  '나',\n",
              "  '극장판',\n",
              "  '한번',\n",
              "  '기대',\n",
              "  '해보다'],\n",
              " ['년후',\n",
              "  '보다',\n",
              "  '엄청',\n",
              "  '흥미롭다',\n",
              "  '영화',\n",
              "  '돈',\n",
              "  '이고',\n",
              "  '뭐',\n",
              "  '고전',\n",
              "  '문적',\n",
              "  '으로나',\n",
              "  '서다',\n",
              "  '집어치우다',\n",
              "  '보다',\n",
              "  '가슴',\n",
              "  '따뜻하다',\n",
              "  '영화',\n",
              "  '괜히',\n",
              "  '전문가',\n",
              "  '척',\n",
              "  '하',\n",
              "  '것',\n",
              "  '꼴사납다',\n",
              "  '영화',\n",
              "  '너무',\n",
              "  '재미있다',\n",
              "  '강력',\n",
              "  '추천'],\n",
              " ['그냥', '그냥', '볼', '만', '영화', '난점', '아니다', '점', '이니까'],\n",
              " ['인간', '근원', '적', '고통', '을', '불교', '적', '색채', '로', '풀다', '내다', '영화'],\n",
              " ['이상아', '짱', 'ㅇ'],\n",
              " ['놀란', '을', '알다', '위해', '본', '영화'],\n",
              " ['지니어스', '보다', '생각나다', '보다', '재밌다'],\n",
              " ['재밋', '네', '요', '달팽이', '빨르다', '서다', '재밌다'],\n",
              " ['나수윤', '발견'],\n",
              " ['전쟁', '속', '진정하다', '휴먼', '드라마'],\n",
              " ['최양일', '감독', '최고', '작다', '상당하다', '내공', '을', '보여주다', '작품', '어둡다', '차갑다'],\n",
              " ['이스트', '우드', '최고', '작'],\n",
              " ['알래스카', '격납고', '폭파', '장면', '예술', '이네', '북한', '이나', '오다', '서다', '짠하다'],\n",
              " ['좋다', '영화', '다', '평론가', '창의', '적', '비평', '한다는', '강박증', '있다', '아니다'],\n",
              " ['일', '베넘', 'ㅍㅂㄱ', '꼴', '보다', '안당', '해보다', '그', '른'],\n",
              " ['파이',\n",
              "  '똴',\n",
              "  '치다',\n",
              "  '보고',\n",
              "  '개',\n",
              "  '빵터',\n",
              "  '졋넼',\n",
              "  'ㅋㅋ',\n",
              "  '그리고',\n",
              "  '캠',\n",
              "  'ㅋㅋ',\n",
              "  '아',\n",
              "  '오랜',\n",
              "  '만',\n",
              "  '웃다',\n",
              "  '넼',\n",
              "  'ㅋ'],\n",
              " ['너무', '재다', '훈훈하다', '뭔가', '진짜', '뭉클하다', '느끼다', '남일', '녀', '홧팅'],\n",
              " ['영화', '재다', '앵', '가다', '틀다', '번', '보다', '대사', '외우다'],\n",
              " ['젊은이', '탕', '주의', '통렬', '히', '비판', '하', '수작'],\n",
              " ['광해군',\n",
              "  '이야기',\n",
              "  '왕',\n",
              "  '얼굴',\n",
              "  '기대',\n",
              "  '만큼',\n",
              "  '재밌다',\n",
              "  '요부',\n",
              "  '마지막',\n",
              "  '까지',\n",
              "  '본방',\n",
              "  '사수',\n",
              "  '하',\n",
              "  '며',\n",
              "  '응원'],\n",
              " ['최고', '여운', '을', '준', '감동', '영화', '다'],\n",
              " ['소년병',\n",
              "  '삶',\n",
              "  '대한',\n",
              "  '이해',\n",
              "  '반군',\n",
              "  '대',\n",
              "  '한새',\n",
              "  '로운',\n",
              "  '시각',\n",
              "  '또는',\n",
              "  '편견',\n",
              "  '무엇',\n",
              "  '진실인',\n",
              "  '지는',\n",
              "  '모르다',\n",
              "  '많다',\n",
              "  '생각',\n",
              "  '을',\n",
              "  '끄다',\n",
              "  '영화'],\n",
              " ['주말', '마다', '꼭', '챙기다', '보다', '재미'],\n",
              " ['은주', '님', '그리다'],\n",
              " ['간만', '사로자다', '영화'],\n",
              " ['사람',\n",
              "  '기르다',\n",
              "  '진',\n",
              "  '님',\n",
              "  '을',\n",
              "  '버리다',\n",
              "  '실험',\n",
              "  '하고',\n",
              "  '가두다',\n",
              "  '그',\n",
              "  '과정',\n",
              "  '너무',\n",
              "  '참혹하다',\n",
              "  '마음',\n",
              "  '아프다'],\n",
              " ['류승범', '레전드', '시절', '양', '아치', '연', '기제', '대로'],\n",
              " ['특', '유의', '촌스럽다', '움', '유치하다', '사랑스럽다'],\n",
              " ['아무', '생각', '없이', '보다', '생각', '보다', '재밌다', 'ㅋ'],\n",
              " ['년', '이지나', '계속계속', '보다', '영화'],\n",
              " ['묘',\n",
              "  '인상',\n",
              "  '깊다',\n",
              "  '영화',\n",
              "  '요즘',\n",
              "  '엔',\n",
              "  '이런',\n",
              "  '명작',\n",
              "  '소설',\n",
              "  '기울다',\n",
              "  '시나리오',\n",
              "  '드물다',\n",
              "  '같다'],\n",
              " ['낮', '설기', '더', '내', '감정', '분노하다'],\n",
              " ['엔하위키', '보다', '가다', '뭔', '가해', '서', '다운', '받다', '봄굿'],\n",
              " ['고양이귀', '여우', '니까', '점'],\n",
              " ['약간', '지루하다', '꽤', '재밌다'],\n",
              " ['정도',\n",
              "  '생각',\n",
              "  '누구',\n",
              "  '나',\n",
              "  '생각',\n",
              "  '하고',\n",
              "  '보다',\n",
              "  '끝',\n",
              "  '부분',\n",
              "  '진짜',\n",
              "  '상',\n",
              "  '상이',\n",
              "  '상',\n",
              "  '이다',\n",
              "  'ㅋㅋㅋ',\n",
              "  '어떻다',\n",
              "  '마무리',\n",
              "  '지',\n",
              "  '으',\n",
              "  '려',\n",
              "  '나',\n",
              "  '마지막',\n",
              "  '빵터지다',\n",
              "  'ㅋㅋ'],\n",
              " ['음', '어린이날', '보다', '재미있다', '어린이', '에게', '추천'],\n",
              " ['메리다',\n",
              "  '라푼젤',\n",
              "  '겨울왕국',\n",
              "  '보다',\n",
              "  '스토리',\n",
              "  '에서는',\n",
              "  '확실하다',\n",
              "  '우위',\n",
              "  '있다',\n",
              "  '음악',\n",
              "  '보다는',\n",
              "  '스토리',\n",
              "  '보시',\n",
              "  '분',\n",
              "  '이두',\n",
              "  '개',\n",
              "  '보다',\n",
              "  '개인',\n",
              "  '적',\n",
              "  '더빙',\n",
              "  '괜찮다',\n",
              "  '보다'],\n",
              " ['밑', '에야', '너', '영화', '보다', '현실', '영화', '구분', '못', '새끼', '무슨', '영화'],\n",
              " ['포켓몬스터', '아름답다', '소원', '별', '지라치', '보다', '아주아주', '재미있다'],\n",
              " ['진정하다', '신앙', '이란', '무엇', '인지', '많다', '생각', '을', '가지', '게', '영화'],\n",
              " ['사랑'],\n",
              " ['동심', '있다', '즐기다'],\n",
              " ['삼가다', '명복', '을', '비다'],\n",
              " ['너무',\n",
              "  '좋다',\n",
              "  'ㅠ',\n",
              "  '지',\n",
              "  '연',\n",
              "  '목소리',\n",
              "  '외다',\n",
              "  '케',\n",
              "  '좋다',\n",
              "  '완전',\n",
              "  '공주',\n",
              "  '처럼',\n",
              "  '생기다',\n",
              "  '목소리',\n",
              "  '허다',\n",
              "  '스키',\n",
              "  '하',\n",
              "  '넹',\n",
              "  '지연'],\n",
              " ['모던타임즈',\n",
              "  '위대하다',\n",
              "  '독재자',\n",
              "  '둘',\n",
              "  '중',\n",
              "  '하나',\n",
              "  '꼽',\n",
              "  '으',\n",
              "  '라면',\n",
              "  '두',\n",
              "  '말',\n",
              "  '없이',\n",
              "  '위대하다',\n",
              "  '독재자',\n",
              "  '선택'],\n",
              " ['훈훈하다', '감동', '적', '이에요', '최고', '평정', '낮다', '이해', '안감'],\n",
              " ['아이', '보기', '좋다', '애니메이션'],\n",
              " ['인피니트', '우현', '이해', '서', '너무', '좋다', '그리고', '정말', '재밌다'],\n",
              " ['날',\n",
              "  '떨다',\n",
              "  '만들다',\n",
              "  '상대',\n",
              "  '에게는',\n",
              "  '속마음',\n",
              "  '을',\n",
              "  '숨기다',\n",
              "  '그리고',\n",
              "  '주먹',\n",
              "  '을',\n",
              "  '던지다',\n",
              "  '남다',\n",
              "  '때문'],\n",
              " ['아깝다', '작품', '이다'],\n",
              " ['모든', '재난영화', '볼', '만', '가치', '있다', '항상'],\n",
              " ['최고', '명작', '이네', '요', 'ㅎㅎ', '늦다', '밤', '안다', '고본', '보람', '있다'],\n",
              " ['스케일',\n",
              "  '일단',\n",
              "  '국내',\n",
              "  '개봉',\n",
              "  '재난영화',\n",
              "  '보다',\n",
              "  '아주',\n",
              "  '크다',\n",
              "  '그래서',\n",
              "  '너무',\n",
              "  '영화',\n",
              "  '스럽다',\n",
              "  '단점',\n",
              "  '잇다',\n",
              "  '정도',\n",
              "  '그치다',\n",
              "  '또',\n",
              "  '보고',\n",
              "  '싶다'],\n",
              " ['안성기', '목소리', '왜케', '조음', 'ㅜㅜ'],\n",
              " ['김정태', '진짜', '웃기', '다', 'ㅋㅋㅋㅋㅋㅋㅋㅋㅋㅋ'],\n",
              " ['야마', '켄'],\n",
              " ['정말', '명작', '김래원', '연기', '소름', '돋다', '정도', '이다'],\n",
              " ['수현',\n",
              "  '오빠',\n",
              "  '연기력',\n",
              "  '반한',\n",
              "  '인',\n",
              "  '정말',\n",
              "  '감동',\n",
              "  '코믹',\n",
              "  '로맨스',\n",
              "  '내',\n",
              "  '좋아하다',\n",
              "  '장르',\n",
              "  '못',\n",
              "  '보신',\n",
              "  '분',\n",
              "  '진짜',\n",
              "  '추천'],\n",
              " ['성유리', '그', '곳', '엔', '녹', '있다', '자랑스럽다'],\n",
              " ['거', '정말', '잘만', '든', '영화', '인데', '대체', '왜', '이래'],\n",
              " ['최고',\n",
              "  '감동',\n",
              "  '우정',\n",
              "  '낭만',\n",
              "  '대박',\n",
              "  '꽃',\n",
              "  '보다',\n",
              "  '청춘',\n",
              "  '게',\n",
              "  '바로',\n",
              "  '여행',\n",
              "  '묘미',\n",
              "  '진정하다',\n",
              "  '청춘',\n",
              "  'ㅎㅎ',\n",
              "  '내년',\n",
              "  '에도',\n",
              "  '맴버',\n",
              "  '로',\n",
              "  '계속',\n",
              "  '쭈욱',\n",
              "  '꽃',\n",
              "  '청춘',\n",
              "  '시리즈',\n",
              "  '이어지다'],\n",
              " ['완전', '짱'],\n",
              " ['정말',\n",
              "  '내',\n",
              "  '가보다',\n",
              "  '일본',\n",
              "  '영화',\n",
              "  '중',\n",
              "  '최고',\n",
              "  '인',\n",
              "  '것',\n",
              "  '같다',\n",
              "  '마음',\n",
              "  '을',\n",
              "  '울리다',\n",
              "  '영화'],\n",
              " ['평점', '아무', '없다', '점주', '고', '가다'],\n",
              " ['베니', '니', '영화', '따라다니다', '니콜', '레', '타의', '매력', '을제', '대로', '보다', '영화'],\n",
              " ['년',\n",
              "  '전',\n",
              "  '생각',\n",
              "  '이나',\n",
              "  '서',\n",
              "  '그리다',\n",
              "  '기도',\n",
              "  '하',\n",
              "  '네',\n",
              "  '요로',\n",
              "  '소장',\n",
              "  '중',\n",
              "  '이니',\n",
              "  '다',\n",
              "  '시편',\n",
              "  '부터',\n",
              "  '보다'],\n",
              " ['상영', '종료', '일본', '판', '재미있다'],\n",
              " ['재미', '만', '있다', 'ㅋ', '뭔', '작품', '성', '따다', '보다', 'ㅋㅋ'],\n",
              " ['영', '화평', '처음', '남기다', '보다', '사람', '차다', '부끄럽다', '드', '네', '요'],\n",
              " ['여러가지', '로', '재미있다', '좋다'],\n",
              " ['재미',\n",
              "  '모험',\n",
              "  '감동',\n",
              "  '감정',\n",
              "  '을',\n",
              "  '섞다',\n",
              "  '편',\n",
              "  '보다',\n",
              "  '더',\n",
              "  '좋다',\n",
              "  '편이',\n",
              "  '랑은',\n",
              "  '비슷하다',\n",
              "  '개인',\n",
              "  '적',\n",
              "  '편이',\n",
              "  '가장',\n",
              "  '훌륭하다',\n",
              "  '요'],\n",
              " ['로봇',\n",
              "  '형체',\n",
              "  '로',\n",
              "  '표절',\n",
              "  '을',\n",
              "  '주장',\n",
              "  '다',\n",
              "  '면',\n",
              "  '장동건',\n",
              "  '닮다',\n",
              "  '사람',\n",
              "  '장동건',\n",
              "  '표절',\n",
              "  '입',\n",
              "  '니까',\n",
              "  '예'],\n",
              " ['다', '시보', '니까', '너무', '재밌다', '뭉클하다', 'ㅠㅠ'],\n",
              " ['스탠리',\n",
              "  '밝다',\n",
              "  '긍정',\n",
              "  '적',\n",
              "  '인',\n",
              "  '마음',\n",
              "  '너무나',\n",
              "  '도일',\n",
              "  '깨우다',\n",
              "  '많다',\n",
              "  '사랑스럽다',\n",
              "  '기입',\n",
              "  '니',\n",
              "  '다',\n",
              "  '영화',\n",
              "  '에나',\n",
              "  '오다',\n",
              "  '도시락',\n",
              "  '요리',\n",
              "  '볼',\n",
              "  '만',\n",
              "  '최고',\n",
              "  '예요'],\n",
              " ['배두나', '씨', '좋다'],\n",
              " ['주성치', '개그', '장', '민', '미모', '탄탄하다', '구성', '풀다', '오맹달'],\n",
              " ['기무라', '타쿠야', '왜', '오렌지', '점퍼', '입다', '덥다', '보이다'],\n",
              " ['너무', '좋다', '수능', '을', '앞두다', '지금', '다시', '보다', '시간', '아깝다', '않다'],\n",
              " ['너무', '자다', '봣', '어', '요'],\n",
              " ['굿'],\n",
              " ['할머니',\n",
              "  '돌아가다',\n",
              "  '울다',\n",
              "  '소리',\n",
              "  '낯',\n",
              "  '익다',\n",
              "  '네이티',\n",
              "  '리',\n",
              "  'ㅡ',\n",
              "  '그녀',\n",
              "  '이다',\n",
              "  '어쩐',\n",
              "  '지',\n",
              "  '연기',\n",
              "  'ㅎㄷㄷㄷ'],\n",
              " ['재밋',\n",
              "  '늘다',\n",
              "  '뭔가',\n",
              "  '부족하다',\n",
              "  '느낌',\n",
              "  '한석규',\n",
              "  '연기',\n",
              "  '정말',\n",
              "  '최고',\n",
              "  '인',\n",
              "  '듯',\n",
              "  '그리고',\n",
              "  '연기',\n",
              "  '못',\n",
              "  '하',\n",
              "  '이상하다',\n",
              "  '아이돌',\n",
              "  '안나',\n",
              "  '서다',\n",
              "  '볼',\n",
              "  '만',\n",
              "  '거',\n",
              "  '같다',\n",
              "  '근데',\n",
              "  '갑자기',\n",
              "  '나타나다',\n",
              "  '윤소희',\n",
              "  '연기',\n",
              "  '너무',\n",
              "  '거지같다',\n",
              "  '서점',\n",
              "  '깎다',\n",
              "  'ㅜㅜ',\n",
              "  '너무',\n",
              "  '이상하다',\n",
              "  '드라마',\n",
              "  '오점'],\n",
              " ['나름', '재밌다'],\n",
              " ['코난', '팬', '인데', '재밌다', 'ㅎㅎ'],\n",
              " ['엄청나다', '각', '효과'],\n",
              " ['잔잔하다', '감동', '전쟁', '절대', '일어나서', '안되다'],\n",
              " ['아주', '성공', '적', '인', '재난영화', '표본'],\n",
              " ['석',\n",
              "  '연',\n",
              "  '찮',\n",
              "  '부분',\n",
              "  '조금',\n",
              "  '있다',\n",
              "  '보고',\n",
              "  '나다',\n",
              "  '확실하다',\n",
              "  '기분',\n",
              "  '좋아지다',\n",
              "  '영화',\n",
              "  '뭔',\n",
              "  '가정',\n",
              "  '화',\n",
              "  '되다',\n",
              "  '느낌',\n",
              "  '휴그랜트',\n",
              "  '맡다',\n",
              "  '캐릭터',\n",
              "  '항상',\n",
              "  '무언가',\n",
              "  '정화',\n",
              "  '시키다',\n",
              "  '느낌'],\n",
              " ['이건', '뭐', '국내', '너', '무안', '알려지다', '영화', '라', '매니아', '만', '보다', '후회', '없다'],\n",
              " ['남성',\n",
              "  '지배구조',\n",
              "  '사회',\n",
              "  '생각',\n",
              "  '해보다',\n",
              "  '영화',\n",
              "  '중',\n",
              "  '국문',\n",
              "  '화',\n",
              "  '특징',\n",
              "  '을',\n",
              "  '잘살다',\n",
              "  '린',\n",
              "  '영화'],\n",
              " ['도라에몽', '최고'],\n",
              " ['가끔',\n",
              "  '진실',\n",
              "  '개인',\n",
              "  '안위',\n",
              "  '위협',\n",
              "  '되다',\n",
              "  '때',\n",
              "  '있다',\n",
              "  '국민',\n",
              "  '개개인',\n",
              "  '그',\n",
              "  '커',\n",
              "  '다',\n",
              "  '란',\n",
              "  '위험',\n",
              "  '을',\n",
              "  '감수',\n",
              "  '하',\n",
              "  '고서',\n",
              "  '라도',\n",
              "  '권력',\n",
              "  '맞서다',\n",
              "  '야합',\n",
              "  '니',\n",
              "  '다그',\n",
              "  '것',\n",
              "  '참되다',\n",
              "  '민주주의',\n",
              "  '니까',\n",
              "  '요장',\n",
              "  '문의',\n",
              "  '대사',\n",
              "  '을',\n",
              "  '무리',\n",
              "  '없이',\n",
              "  '소화',\n",
              "  '것',\n",
              "  '만으로도',\n",
              "  '케빈',\n",
              "  '코스트',\n",
              "  '너',\n",
              "  '명',\n",
              "  '배우',\n",
              "  '열연',\n",
              "  '박수',\n",
              "  '받다',\n",
              "  '만하',\n",
              "  '다'],\n",
              " ['노래', '들다', '보다', '좋다'],\n",
              " ['보고', '정말', '재밌다'],\n",
              " ['오페라',\n",
              "  '좋아하다',\n",
              "  '사람',\n",
              "  '을',\n",
              "  '이해',\n",
              "  '없다',\n",
              "  '이영화',\n",
              "  '나르다',\n",
              "  '하소',\n",
              "  '서',\n",
              "  '이하나',\n",
              "  '만으로',\n",
              "  '오페라',\n",
              "  '빠지다',\n",
              "  '버리다',\n",
              "  '영화',\n",
              "  '처음',\n",
              "  '본',\n",
              "  '날',\n",
              "  '이십여',\n",
              "  '년',\n",
              "  '전',\n",
              "  '이건',\n",
              "  '만',\n",
              "  '그날',\n",
              "  '감동',\n",
              "  '아직',\n",
              "  '도감',\n",
              "  '돈',\n",
              "  '다'],\n",
              " ['내', '겐', '절대', '잊혀지다', '않다', '영화'],\n",
              " ['진짜', '맛깔나다', '불량', '식품', '같다', '작품'],\n",
              " ['늘다', '년도', '영화', '라', '허다', '접다', '매우', '괜찮다', '터미네이터', '수준'],\n",
              " ['오랜', '만', '볼', '만', '드라마'],\n",
              " ['거', '대박', '드라마', '이다'],\n",
              " ['많이', '안타깝다'],\n",
              " ['파파로티', '보다', '생각나다', '영화', '파파로티', '보다', '훨씬', '감동', '있다', 'ㅎㅎ'],\n",
              " ['영화관', '서', '차다', '오래전', '보다', '영화', '나오다', '기다리다'],\n",
              " ['겉', '감동', '적', '인', '스포츠영화', '지면', '그', '이면', '에는', '상적', '인', '로맨스영화'],\n",
              " ['마음', '짠하다', '훈훈하다', '영화'],\n",
              " ['잔잔하다',\n",
              "  '웃음',\n",
              "  '절로',\n",
              "  '지다',\n",
              "  '드',\n",
              "  '네',\n",
              "  '요',\n",
              "  'ㅎㅎ',\n",
              "  '카츠',\n",
              "  '와코',\n",
              "  '츠',\n",
              "  '케미',\n",
              "  '폭발',\n",
              "  'ㅋㅋ',\n",
              "  '완전',\n",
              "  '강',\n",
              "  '추하다'],\n",
              " ['스토리', '별거', '없다', '근데', '완벽하다'],\n",
              " ['재밌다'],\n",
              " ['추억', '영화', 'ㅋㅋ'],\n",
              " ['거', '재미있다'],\n",
              " ['구르다',\n",
              "  '알바',\n",
              "  '아니다',\n",
              "  '마블',\n",
              "  '팬',\n",
              "  '아니다',\n",
              "  '정말',\n",
              "  '나',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '점주',\n",
              "  '고',\n",
              "  '싶다',\n",
              "  '평점',\n",
              "  '조절',\n",
              "  '을',\n",
              "  '위해',\n",
              "  '점'],\n",
              " ['여배우', '연기력', '만으로', '평점', '점', '을', '뚫다', '나가다', '영화'],\n",
              " ['지금', '끄다', 'ㅈㅣ', '본', '드라마', '중', '최고'],\n",
              " ['언제', '보다', '행복하다', '영화'],\n",
              " ['웃기다', 'ㅋㅋㅋ', '보다', '보다', '질리', '지', '않다', '그', '영화'],\n",
              " ['박중훈', '코믹', '연', '기', '굿'],\n",
              " ['간만', '감동', '별', '다섯', '개'],\n",
              " ['평점', '올리다', '볼', '만'],\n",
              " ['젊다', '때', '그', '어설프다', '풋풋하다', '모습'],\n",
              " ['이영화',\n",
              "  '에는',\n",
              "  '등급',\n",
              "  '없다',\n",
              "  '영',\n",
              "  '화보',\n",
              "  '고',\n",
              "  '보다',\n",
              "  '되다',\n",
              "  '영화',\n",
              "  '힐러',\n",
              "  '리스',\n",
              "  '웽',\n",
              "  '크다',\n",
              "  '시보',\n",
              "  '게',\n",
              "  '되다'],\n",
              " ['경이',\n",
              "  '로운',\n",
              "  '자연도',\n",
              "  '멋지다',\n",
              "  '낮',\n",
              "  '써다',\n",
              "  '남녀',\n",
              "  '여행',\n",
              "  '전개',\n",
              "  '되다',\n",
              "  '형식',\n",
              "  '독특하다',\n",
              "  '다큐',\n",
              "  '다'],\n",
              " ['재미있다', '또', '보다', '징', 'ㅎ'],\n",
              " ['재밌다', '남자', '좋다', '여자명', '떡', '치고', '결국', '초희', '랑', '결혼', '하', '네'],\n",
              " ['인어공주', '사랑', '이야기', '신선하다', '흥미롭다'],\n",
              " ['굿', '이다', '정말', '재밌다'],\n",
              " ['자전', '적', '인', '이야기', '라', '흡입', '력', '더', '강하다'],\n",
              " ['스토리', '개', '연성', '떨어지다', '뭐', '니', '지루하다', '뭐', '니', '들이다', '만들다', '보다'],\n",
              " ['최고', '최고', '신하균', '정말', '멋지다', '연', '기안', '드', '메다', '왕자', '죽이다', '정말'],\n",
              " ['흑',\n",
              "  '적색',\n",
              "  '커튼',\n",
              "  '배경',\n",
              "  '베르디',\n",
              "  '오페라',\n",
              "  '의향',\n",
              "  '연',\n",
              "  '몰입도',\n",
              "  '최고',\n",
              "  '이다',\n",
              "  '특히',\n",
              "  '여주',\n",
              "  '인공',\n",
              "  '노래실력',\n",
              "  '굉장하다',\n",
              "  '감동',\n",
              "  '을',\n",
              "  '불러일으키다',\n",
              "  '주다'],\n",
              " ['쨩', 'ㅎㅎㅎ'],\n",
              " ['당구대', '앞', '에서', '알파', '치노', '눈빛', '연기', '잊다', '없다'],\n",
              " ['거', '평점', '왜', '이렇다', 'ㅈㄴ', '재밌다', '보다'],\n",
              " ['우리나라', '현실', '모습', '을', '반영', '하', '작품'],\n",
              " ['너무', '너무', '너무', '너무', '너무', '좋다'],\n",
              " ['신의한수', '보고', '비트', '찾다', '봣', '늘다', '정우성', '리즈시절', '개', '자다', '생겻', '다'],\n",
              " ['정말', '멋', '진영화'],\n",
              " ['고어', '물론', '최고다', '기발하다', '연출', '력', '맘', '들다'],\n",
              " ['택시', '기사'],\n",
              " ['색감',\n",
              "  '모션',\n",
              "  '상징물',\n",
              "  '감정',\n",
              "  '물결',\n",
              "  '천',\n",
              "  '마디',\n",
              "  '말',\n",
              "  '을',\n",
              "  '압도',\n",
              "  '하',\n",
              "  '죽음',\n",
              "  '사랑',\n",
              "  '대한',\n",
              "  '침묵',\n",
              "  '아니다',\n",
              "  '침묵',\n",
              "  '역작'],\n",
              " ['포스터', '너무', '못', '만들다'],\n",
              " ['뻔하다', '나름', '대로', '괜찮다', '다소', '지루하다', '문제'],\n",
              " ['기대', '없다', '이보', '니까', '그냥', '볼', '만'],\n",
              " ['썩', '괜찮다', '영화'],\n",
              " ['나다',\n",
              "  '이제',\n",
              "  '보다',\n",
              "  '회',\n",
              "  '까지는',\n",
              "  '시간',\n",
              "  '내내',\n",
              "  '울다',\n",
              "  '눈충',\n",
              "  '열다',\n",
              "  '버리다',\n",
              "  '문근영',\n",
              "  '장',\n",
              "  '난',\n",
              "  '아이',\n",
              "  '네'],\n",
              " ['년', '앞서다', '영화', '다', '진짜', '로', 'ㅋㅋㅋ'],\n",
              " ['스님',\n",
              "  '진솔하다',\n",
              "  '천진하다',\n",
              "  '모습',\n",
              "  '마음',\n",
              "  '따뜻하다',\n",
              "  '나',\n",
              "  '어떻다',\n",
              "  '위',\n",
              "  '에서',\n",
              "  '무엇',\n",
              "  '을',\n",
              "  '끄다',\n",
              "  '제길',\n",
              "  '을제',\n",
              "  '대로',\n",
              "  '가다',\n",
              "  '끄다',\n",
              "  '마음',\n",
              "  '생기다',\n",
              "  '도르다',\n",
              "  '이루다',\n",
              "  '그',\n",
              "  '밥값',\n",
              "  '을',\n",
              "  '어찌',\n",
              "  '며',\n",
              "  '울컥',\n",
              "  '스님',\n",
              "  '뵈다',\n",
              "  '제',\n",
              "  '마음',\n",
              "  '울컥'],\n",
              " ['니키', '에게', '모든', '영광', '을'],\n",
              " ['정말', '슬프다', 'ㅠㅠ', '우리', '집', '강아지', '한테', '잘해야', '겠다', 'ㅠㅜ'],\n",
              " ['기대다', '가족', '이란', '생각나다', '매력', '적', '인', '영화', '이다'],\n",
              " ['러시아', '영화', '정말', '신선하다', '참신하다', '평점', '왜', '이리', '낮다'],\n",
              " ['보다', '서약', '간', '실망하다', '마지막', '넘다', '좋다'],\n",
              " ['난', '재다', '평점', '왜', '이리', '낮다', 'ㅠ'],\n",
              " ['톰펠튼', '너무', '귀엽다'],\n",
              " ['너무', '재미있다', '요', '여', '얼자'],\n",
              " ['때문', '별', '다섯', '개'],\n",
              " ['내용', '진짜', '뻔하다', '볼', '만', '함'],\n",
              " ['아내', '결혼', '떠올리다'],\n",
              " ['따뜻하다', '엄마', '사토', '이야기', '정말', '감동', '적', '이다'],\n",
              " ['무슨',\n",
              "  '영환',\n",
              "  '지',\n",
              "  '모르다',\n",
              "  '박해일',\n",
              "  '이나',\n",
              "  '오다',\n",
              "  '유로',\n",
              "  '보다',\n",
              "  '되다',\n",
              "  '우리나라',\n",
              "  '현실',\n",
              "  '대',\n",
              "  '해시',\n",
              "  '사하',\n",
              "  '는바',\n",
              "  '많다',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '많다',\n",
              "  '생각',\n",
              "  '을',\n",
              "  '같다'],\n",
              " ['본',\n",
              "  '시리즈',\n",
              "  '함께',\n",
              "  '내',\n",
              "  '가가',\n",
              "  '장',\n",
              "  '좋아하다',\n",
              "  '액션영화',\n",
              "  '깔끔하다',\n",
              "  '스토리',\n",
              "  '액션',\n",
              "  '모든',\n",
              "  '걸',\n",
              "  '갖추다'],\n",
              " ['소시민',\n",
              "  '남녀',\n",
              "  '평범하다',\n",
              "  '일상',\n",
              "  '을',\n",
              "  '재밌다',\n",
              "  '그리다',\n",
              "  '내다',\n",
              "  '명작',\n",
              "  '젊다',\n",
              "  '날',\n",
              "  '원룸',\n",
              "  '에서',\n",
              "  '살때',\n",
              "  '생각나다'],\n",
              " ['난',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '김동욱',\n",
              "  '님',\n",
              "  '귀엽다',\n",
              "  '움',\n",
              "  'ㅋ',\n",
              "  '근데',\n",
              "  '현실',\n",
              "  '저런',\n",
              "  '아빠',\n",
              "  '있다',\n",
              "  'ㅋ'],\n",
              " ['영화',\n",
              "  '평가',\n",
              "  '책',\n",
              "  '하고',\n",
              "  '다르다',\n",
              "  '유로',\n",
              "  '이영화',\n",
              "  '트랜스포머',\n",
              "  '보다',\n",
              "  '평점',\n",
              "  '낮다',\n",
              "  '말',\n",
              "  '되다'],\n",
              " ['년',\n",
              "  '지난',\n",
              "  '지금',\n",
              "  '호빗',\n",
              "  '편',\n",
              "  '을',\n",
              "  '모',\n",
              "  '두보',\n",
              "  '고',\n",
              "  '다시',\n",
              "  '원정',\n",
              "  '대',\n",
              "  '보고',\n",
              "  '있다',\n",
              "  '오다',\n",
              "  '진짜',\n",
              "  '엄청나다',\n",
              "  '압축',\n",
              "  '되다',\n",
              "  '줄거리',\n",
              "  '에다',\n",
              "  '시한',\n",
              "  '번',\n",
              "  '감동',\n",
              "  '재미',\n",
              "  '선사',\n",
              "  '하',\n",
              "  '군',\n",
              "  '요',\n",
              "  '사실',\n",
              "  '그',\n",
              "  '당시',\n",
              "  '엔',\n",
              "  '무진장',\n",
              "  '지루하다',\n",
              "  '해안가',\n",
              "  '이름',\n",
              "  '전쟁',\n",
              "  '이야기',\n",
              "  '때문',\n",
              "  '힘들다',\n",
              "  'ㅋ'],\n",
              " ['오늘', '보다', '옛날', '영화', '치고', '그래도', '볼', '만'],\n",
              " ['아이', '드라마', '지금', '나오다', '아쉽다', '진정'],\n",
              " ['이영화', '보고', '암', '이나', '았습', '니', '다'],\n",
              " ['웃기다', '키드', '키득키득', '임창정', '연기력', '폭발', '송지효', '너무', '좋다', '타'],\n",
              " ['최고',\n",
              "  '재밌다',\n",
              "  '드라마',\n",
              "  '무겁다',\n",
              "  '분위기',\n",
              "  '조승우',\n",
              "  '배우',\n",
              "  '알짜',\n",
              "  '배기',\n",
              "  '연기',\n",
              "  '로',\n",
              "  '유쾌하다',\n",
              "  '기도',\n",
              "  '하고',\n",
              "  '스토리',\n",
              "  '좋다',\n",
              "  '고모',\n",
              "  '든',\n",
              "  '화가',\n",
              "  '다',\n",
              "  '소중하다',\n",
              "  '드라마'],\n",
              " ['정말', '재밋내', '요', '굿'],\n",
              " ['마지막',\n",
              "  '전투씬',\n",
              "  '미래',\n",
              "  '보여주다',\n",
              "  '안심',\n",
              "  '되어다',\n",
              "  '반대',\n",
              "  '로',\n",
              "  '약간',\n",
              "  '아쉬움',\n",
              "  '있다',\n",
              "  '볼투',\n",
              "  '리가',\n",
              "  '끝장',\n",
              "  '내다',\n",
              "  '있다',\n",
              "  '생각',\n",
              "  '을',\n",
              "  '그래도',\n",
              "  '해피엔딩',\n",
              "  '끝나다',\n",
              "  '매우',\n",
              "  '좋다'],\n",
              " ['완전', '재밌다', '점도', '덥다'],\n",
              " ['진짜', '최고', '영', '화중', '하', '나'],\n",
              " ['최고', '요리', '영화'],\n",
              " [],\n",
              " ['느낌', '오래도록', '가다', '영화사', '지리', '리카', '정말', '작품하나', '자다', '보다'],\n",
              " ['년', '만에', '다시', '보다', '재밌다'],\n",
              " ['잔인하다', '공포', '좋아하다', '좋다', '정도', '면', '재미있다'],\n",
              " ['서커스', '남자', '너무', '웃기다', 'ㅋㅋㅋㅋ'],\n",
              " ['재', '밋다', '고양이', '뚱뚱햌', 'ㅋㅋㅋ'],\n",
              " ['추천', '정말', '재밌다'],\n",
              " ['내',\n",
              "  '인생',\n",
              "  '최고',\n",
              "  '드라마',\n",
              "  '이런',\n",
              "  '소재',\n",
              "  '나오다',\n",
              "  '너무',\n",
              "  '감동',\n",
              "  '이고',\n",
              "  '덥다',\n",
              "  '여름',\n",
              "  '시원하다',\n",
              "  '보내다',\n",
              "  '배우',\n",
              "  '열연',\n",
              "  '돋보이다',\n",
              "  '계속',\n",
              "  '돌리다',\n",
              "  '보다',\n",
              "  '되다',\n",
              "  '각시탈'],\n",
              " ['넘다', '재밌다', '영', '도라에몽', '사랑'],\n",
              " ['통속', '적', '이지만', '미국', '적', '느와르', '정석', '연출', '좋다'],\n",
              " ['인상', '적', '인', '배우', '연기', '그것', '을', '뛰어넘다', '묘', '공감', '대'],\n",
              " ['처음', '부터', '끝', '까지', '예측', '없다', '스토리', '굿굿'],\n",
              " ['현대인', '고독감', '을', '자다', '표현', '느낌', '있다', '영화'],\n",
              " ['미남', '헤헤', '무지무지', '짱짱'],\n",
              " ['관료', '주의', '횡포', '드러나다', '보이지', '않다', '아직', '이영화', '이해', '미숙', '하'],\n",
              " ['어리다',\n",
              "  '적',\n",
              "  '이상형',\n",
              "  '금발',\n",
              "  '애인',\n",
              "  '환상',\n",
              "  '을',\n",
              "  '갖다',\n",
              "  '해주다',\n",
              "  '여자',\n",
              "  '주인공',\n",
              "  '그',\n",
              "  '유명'],\n",
              " ['꺄정말루', '귀엽다'],\n",
              " ['너무', '끔찍하다', 'ㅜㅜㅜ'],\n",
              " ['분노', '치밀다', '오르다', '엿'],\n",
              " ['배종옥',\n",
              "  '김갑수',\n",
              "  '주연',\n",
              "  '세상',\n",
              "  '에서가',\n",
              "  '장',\n",
              "  '아름답다',\n",
              "  '이별',\n",
              "  '이란',\n",
              "  '영화',\n",
              "  '심금',\n",
              "  '을',\n",
              "  '울리다',\n",
              "  '아버지',\n",
              "  '모습',\n",
              "  '같다',\n",
              "  '어머니',\n",
              "  '얘기',\n",
              "  '같다',\n",
              "  '저',\n",
              "  '제',\n",
              "  '여동생',\n",
              "  '모습',\n",
              "  '같다',\n",
              "  '너무나',\n",
              "  '자다',\n",
              "  '보다',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '몇',\n",
              "  '달이',\n",
              "  '지나다',\n",
              "  '아들',\n",
              "  '하고',\n",
              "  '부르다',\n",
              "  '엄마',\n",
              "  '음성',\n",
              "  '잊혀지다',\n",
              "  '않다'],\n",
              " ['보다', '지루하다', '장면', '하', '나', '없이', '감동', '적', '이다'],\n",
              " ['세상', '떳떳하다', '올바르다', '살기', '너무', '어렵다', '많다', '생각', '을', '만들다', '영화'],\n",
              " ['와이', '건', '진짜', '진짜', '와이', '거', '아오'],\n",
              " ['게이', '평범하다', '사람', '이다', '드라마', '통해', '서', '깨닭', '게', '되다', '다행'],\n",
              " ['배우', '매력', '을', '동시', '발산', '시키다', '제법', '쉬', '크다', '영화'],\n",
              " ['솔직',\n",
              "  '잘만',\n",
              "  '듬',\n",
              "  '부터',\n",
              "  '넘다',\n",
              "  '좋다',\n",
              "  '앙',\n",
              "  '스토리',\n",
              "  'ㄱ',\n",
              "  '구성',\n",
              "  '꼼꼼하다',\n",
              "  'ㅜ',\n",
              "  '대',\n",
              "  '사하나',\n",
              "  '하',\n",
              "  '나',\n",
              "  '신경',\n",
              "  '쓸다',\n",
              "  '보다',\n",
              "  '보다',\n",
              "  '연기력',\n",
              "  '캡',\n",
              "  '배경',\n",
              "  '이며',\n",
              "  '카메라',\n",
              "  '영상',\n",
              "  '이며',\n",
              "  '다',\n",
              "  '좋다',\n",
              "  '마술',\n",
              "  '영화',\n",
              "  '라',\n",
              "  '시시하다',\n",
              "  '알다',\n",
              "  '프레스티지',\n",
              "  '랑',\n",
              "  '비교',\n",
              "  '하',\n",
              "  '면',\n",
              "  '쫌',\n",
              "  '그렇지만',\n",
              "  '이영화',\n",
              "  '훨낫다'],\n",
              " ['누가', '뭐', '래', '재밌다', '즐겁다', '보다'],\n",
              " ['감동', '적', '이고', '재미있다', '보다'],\n",
              " ['원', '네이버', '에서', '다운', '받다', '보다', '재밌다', 'ㅋㅋ'],\n",
              " ['닉', '퓨리', '타', '노스', '년', '동안', '감금', '하', '영화'],\n",
              " ['스릴',\n",
              "  '있다',\n",
              "  '재미있다',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '보다',\n",
              "  '많이',\n",
              "  '웃다',\n",
              "  '알',\n",
              "  '고',\n",
              "  '보다',\n",
              "  '많이',\n",
              "  '슬프다',\n",
              "  '영화',\n",
              "  'ㅠㅠㅠㅠ'],\n",
              " ['이영화',\n",
              "  '땜',\n",
              "  '만원',\n",
              "  '짜다',\n",
              "  '태우다',\n",
              "  '담배',\n",
              "  '피',\n",
              "  '다',\n",
              "  '마누라',\n",
              "  '한테',\n",
              "  '개',\n",
              "  '치다',\n",
              "  '맞다',\n",
              "  '맞다',\n",
              "  '이영화',\n",
              "  '좋다',\n",
              "  '전설',\n",
              "  '갑',\n",
              "  '짱',\n",
              "  '이다'],\n",
              " ['귀염둥이', '자식', '여전하다', '귀엽다'],\n",
              " ['여운', '많이', '남다', '드라마', '이다', 'ㅠㅠ', '정말', '정말', '재밌다', '보다'],\n",
              " ['내', '인생', '최고', '영화', '임재', '개봉', '다니다', '기쁘다'],\n",
              " ['첫', '장면', '부터의', '반', '전', '오랫', '만', '유쾌하다', '영화', '보다'],\n",
              " ['현재',\n",
              "  '내',\n",
              "  '영위',\n",
              "  '하고',\n",
              "  '있다',\n",
              "  '일상',\n",
              "  '얼마나',\n",
              "  '소중하다',\n",
              "  '깨닫다',\n",
              "  '해주다',\n",
              "  '영화사',\n",
              "  '진기하다',\n",
              "  '상',\n",
              "  '을',\n",
              "  '바꾸다',\n",
              "  '작가',\n",
              "  '정말',\n",
              "  '대단하다',\n",
              "  '생각',\n",
              "  '이듭',\n",
              "  '니',\n",
              "  '다'],\n",
              " ['찡하다', '밀려오다', '감동', '여운', '있다'],\n",
              " ['보다', '마음', '편안하다'],\n",
              " ['영화', '만들다', '사람', '에게는', '꼭', '추천', '해드리다'],\n",
              " ['영화',\n",
              "  '보다',\n",
              "  '보다',\n",
              "  '같다',\n",
              "  '소름끼치다',\n",
              "  'ㄷㄷ',\n",
              "  '미셸',\n",
              "  '공',\n",
              "  '드리다',\n",
              "  '식',\n",
              "  '남자',\n",
              "  '대해',\n",
              "  '완전하다',\n",
              "  '파헤치다',\n",
              "  '영화',\n",
              "  '강력',\n",
              "  '추천',\n",
              "  '함',\n",
              "  'ㅎㅎㅎ',\n",
              "  '꼭',\n",
              "  '보다',\n",
              "  '특히',\n",
              "  '짝사랑',\n",
              "  '한상대',\n",
              "  '한테',\n",
              "  '거절',\n",
              "  '당',\n",
              "  '남성',\n",
              "  '에게',\n",
              "  '추천',\n",
              "  '함'],\n",
              " ['평범하다', '휴머니즘', '방식', '너무도', '특별하다', '감동', '있다', '영화'],\n",
              " ['대단하다', '작품', '명작', '죠'],\n",
              " ['이건', '나', '늘다', '알다', '멋있다', '떨어지다'],\n",
              " ['기다리다', '태지', '형', '언제나', '좋다', '음악', '들려주다'],\n",
              " ['개쩜'],\n",
              " ['영화', '디톡스', '하고는', '똑같다', '네', '사랑', '하', '여자', '죽', '인거'],\n",
              " ['설명', '순', '없다', '묘', '하', '게', '공감', '되다', '슬프다', '영화'],\n",
              " ['난', '이런', '악역', '없다', '영화', '좋다'],\n",
              " ['퍼시픽림', '보고', '찾아오다'],\n",
              " ['나',\n",
              "  '평점',\n",
              "  '점',\n",
              "  '인데',\n",
              "  '평균',\n",
              "  '평점',\n",
              "  '이점',\n",
              "  '이라',\n",
              "  '점',\n",
              "  '주다',\n",
              "  '오페라',\n",
              "  '몇',\n",
              "  '편',\n",
              "  '을',\n",
              "  '감상',\n",
              "  '듯',\n",
              "  '전율',\n",
              "  '이이',\n",
              "  '사운드',\n",
              "  '자유',\n",
              "  '갈망',\n",
              "  '하',\n",
              "  '민중',\n",
              "  '패기',\n",
              "  '어리다',\n",
              "  '웅장',\n",
              "  '함',\n",
              "  '가슴',\n",
              "  '을',\n",
              "  '울리다',\n",
              "  '살짝',\n",
              "  '아쉽다',\n",
              "  '느낌',\n",
              "  '들다',\n",
              "  '한편',\n",
              "  '기다',\n",
              "  '서사시',\n",
              "  '이렇게',\n",
              "  '옮기다',\n",
              "  '만해',\n",
              "  '극찬',\n",
              "  '받다',\n",
              "  '만하',\n",
              "  '다'],\n",
              " ['아버지', '란', '단어', '많이', '어렵다', '느껴지다'],\n",
              " ['미치다', '버리다', '걔', '꿀잼', '누군가', '에겐', '자신', '이야기'],\n",
              " [],\n",
              " ['액션', '무엇', '인지', '보여주다', '영화'],\n",
              " ['너무나', '가슴', '아프다', '명작', '피아노', '더불다', '조재현', '양대', '역작'],\n",
              " ['이영화', '가바', '로', '기적', '이다'],\n",
              " ['마틴', '로렌스', '코믹', '연', '기', '가인', '상', '깊다'],\n",
              " ['내', '인생', '최고', '강시', '영화'],\n",
              " ['애초',\n",
              "  '천재',\n",
              "  '설정',\n",
              "  '영화',\n",
              "  '에서',\n",
              "  '감독',\n",
              "  '허황',\n",
              "  '이라고',\n",
              "  '비판',\n",
              "  '하',\n",
              "  '사람',\n",
              "  '덥다',\n",
              "  '안감'],\n",
              " ['개독교',\n",
              "  '보여주다',\n",
              "  '잇다',\n",
              "  '유럽',\n",
              "  '마녀사냥',\n",
              "  '과다르',\n",
              "  '게',\n",
              "  '미국',\n",
              "  '아주',\n",
              "  '그냥',\n",
              "  '종교',\n",
              "  '전체',\n",
              "  '전국',\n",
              "  '적',\n",
              "  '마녀사냥',\n",
              "  '다지',\n",
              "  '금',\n",
              "  '까지도'],\n",
              " ['정말', '재밌다'],\n",
              " ['벌써', '마지막', '회', '라니', '믿다', '싫다', '현실', 'ㅜ', '넘다', '재밌다'],\n",
              " ['난', '페어리테일', '을', '평생', '시청', '임'],\n",
              " ['이런', '드라마', '또', '언제', '나오다', '무조건', '만점'],\n",
              " ['매력', '넘치다', '영화'],\n",
              " ['짱', '재미', '잇다', '머', '돋다', '덛', 'ㅂㄱㅇ', '돈', 'ㅍ'],\n",
              " ['최고다', '무엇', '보다', '해피엔딩', '끝나다'],\n",
              " ['개인', '적', '으로가', '좋다'],\n",
              " ['몇번',\n",
              "  '을',\n",
              "  '보다',\n",
              "  '이영화',\n",
              "  '로맨틱영화',\n",
              "  '레전드',\n",
              "  '그',\n",
              "  '자체',\n",
              "  '이다',\n",
              "  '필요없다',\n",
              "  '로맨틱',\n",
              "  '무비'],\n",
              " ['골든', '트리오', '마지막', '작품', '화려하다', '불꽃', '을', '태우다'],\n",
              " ['긴장감', '있다', '볼', '만하', '다', '그리고', '조니뎁', '무슨', '말', '필요하다'],\n",
              " ['아주',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '작다',\n",
              "  '날개',\n",
              "  '짓',\n",
              "  '인하다',\n",
              "  '태풍',\n",
              "  '을',\n",
              "  '너무',\n",
              "  '비극',\n",
              "  '적',\n",
              "  '인',\n",
              "  '결과',\n",
              "  '로만',\n",
              "  '몰다',\n",
              "  '억지스럽다',\n",
              "  '움',\n",
              "  '없다',\n",
              "  '않다',\n",
              "  '같다',\n",
              "  '느낌',\n",
              "  '그',\n",
              "  '래야',\n",
              "  '영화',\n",
              "  '진행',\n",
              "  '되다'],\n",
              " ['강추', '완전', '재밌다', '로맨틱코미디'],\n",
              " ['진짜',\n",
              "  '재다',\n",
              "  '회',\n",
              "  '부터',\n",
              "  '다운',\n",
              "  '받다',\n",
              "  '보다',\n",
              "  '되다',\n",
              "  'ㅎ',\n",
              "  '박시연',\n",
              "  '연기력',\n",
              "  '엄청',\n",
              "  '늘다',\n",
              "  '최고'],\n",
              " ['하루', '고양이', '로', '변신', '때', '그', '한마디', 'ㅋㅋ'],\n",
              " ['난', '진짜', '재밌다', '보다', 'ㅋㅋ'],\n",
              " ['편이',\n",
              "  '짱',\n",
              "  '죠',\n",
              "  '항상',\n",
              "  '이성',\n",
              "  '적',\n",
              "  '생각',\n",
              "  '하고',\n",
              "  '세상',\n",
              "  '을',\n",
              "  '이해',\n",
              "  '젊다',\n",
              "  '경찰',\n",
              "  '청년',\n",
              "  '마약범',\n",
              "  '검거',\n",
              "  '작전',\n",
              "  '뛰어들다',\n",
              "  '어떻다',\n",
              "  '변하다',\n",
              "  '현실',\n",
              "  '상의',\n",
              "  '괴리',\n",
              "  '통찰',\n",
              "  '력',\n",
              "  '있다',\n",
              "  '파고들다',\n",
              "  '그',\n",
              "  '적나라',\n",
              "  '인물',\n",
              "  '심경',\n",
              "  '변화',\n",
              "  '가히',\n",
              "  '압',\n",
              "  '권',\n",
              "  '이다',\n",
              "  '보시',\n",
              "  '면',\n",
              "  '후회'],\n",
              " ['오',\n",
              "  '영',\n",
              "  '화보',\n",
              "  '고',\n",
              "  '답답하다',\n",
              "  '처음',\n",
              "  '알다',\n",
              "  '저렇다',\n",
              "  '게살',\n",
              "  '지',\n",
              "  '말',\n",
              "  '아야',\n",
              "  '지',\n",
              "  '살',\n",
              "  '살의',\n",
              "  '정신연령',\n",
              "  '쩐다'],\n",
              " ['재밋', '다한', '마디', '로', '프랑스', '남자', '진짜', '멋지다', '매력', '이철', '철', '넘치다'],\n",
              " ['심리', '분석', '뛰어나다', '영화', '반전', '일품', '이다'],\n",
              " ['이상', '을', '남다'],\n",
              " ['근래', '본', '영화', '중', '가장', '재밌다', '연출', '각본', '연기', '삼박자', '조합', '완벽'],\n",
              " ['재미있다', '빨리', '극장', '궈궈싱'],\n",
              " ['이영화', '너무', '좋다', '영화', '감독', '정말', '중요하다'],\n",
              " ['레아', '세이', '두', '최고', '최고', '최고'],\n",
              " ['마음', '을', '더빨', '리알', '았', '다', '면', 'ㅠㅠ'],\n",
              " ['솔직하다', '이런', '영화', '나오다', '영화', '발전', '하', '거', '다재', '밋', '다', 'ㅎㅎ'],\n",
              " ['엄청', '재밌다', '구지성', '씨', '팬', '이다', '항상', '응원'],\n",
              " ['살때',\n",
              "  '보다',\n",
              "  '베이스',\n",
              "  '지배',\n",
              "  '하고',\n",
              "  '있다',\n",
              "  '감성',\n",
              "  '돼다',\n",
              "  '엔젤',\n",
              "  '퀸',\n",
              "  '영원하다',\n",
              "  '이루어지다',\n",
              "  '없다',\n",
              "  '환상'],\n",
              " ['덕분', '점', '이런', '반응', '있다', '씁쓸하다', '남자', '면', '더보', '길'],\n",
              " ['예', '재미있다', '약간', '비정상', '적', '인게', '흠', '인', '듯', 'ㅋ'],\n",
              " ['그런',\n",
              "  '여성',\n",
              "  '세기',\n",
              "  '잘나가다',\n",
              "  '커리어우먼',\n",
              "  '살다',\n",
              "  '타입',\n",
              "  '이다',\n",
              "  '시대',\n",
              "  '맞다',\n",
              "  '않다',\n",
              "  '선택',\n",
              "  '남자',\n",
              "  '잘못',\n",
              "  '아니다',\n",
              "  '다그',\n",
              "  '많이',\n",
              "  '인내',\n",
              "  '그녀',\n",
              "  '세기',\n",
              "  '추중',\n",
              "  '반의',\n",
              "  '버지니아',\n",
              "  '울프',\n",
              "  '아니다'],\n",
              " ['한국인',\n",
              "  '보다',\n",
              "  '한국',\n",
              "  '을',\n",
              "  '이렇게',\n",
              "  '자다',\n",
              "  '음악',\n",
              "  '을',\n",
              "  '안다',\n",
              "  '분',\n",
              "  '꼭',\n",
              "  '보다',\n",
              "  '야하다',\n",
              "  '교과서'],\n",
              " ['그냥', '재미있다', '같다', '볼', '만', '함'],\n",
              " ['것', '만', '만화가', '없다'],\n",
              " ['내용', '모르다', '짱'],\n",
              " ['김윤식', '유아인', '자다', '어울리다', '모르다', '은근', '재밌다', '연기력', '인', '듯'],\n",
              " ['거의', '점', '짜다'],\n",
              " ['세기', '작', '이란', '것', '믿다', '않다', '상당하다', '퀄리티', '있다', '작품', '이다'],\n",
              " ['너무나', '순수하다'],\n",
              " ['희망이', '가득하다', '영화', '별', '점점'],\n",
              " ['한국', '중', '에는', '그나마', '좋다'],\n",
              " ['추천', '영화', '순위', '위', '평점'],\n",
              " ['잔잔하다', '꾸밈', '없다', '영화'],\n",
              " ['조르다',\n",
              "  '메다',\n",
              "  '어스',\n",
              "  '노년',\n",
              "  '이실',\n",
              "  '제로',\n",
              "  '기구',\n",
              "  '그',\n",
              "  '저',\n",
              "  '눈물',\n",
              "  '만',\n",
              "  '크다',\n",
              "  '틀',\n",
              "  '로',\n",
              "  '보다',\n",
              "  '가족영화',\n",
              "  '인데',\n",
              "  '속',\n",
              "  '마틴',\n",
              "  '스콜',\n",
              "  '세지',\n",
              "  '초기',\n",
              "  '영화',\n",
              "  '대한',\n",
              "  '애정',\n",
              "  '담기다',\n",
              "  '영화',\n",
              "  '고로',\n",
              "  '초기',\n",
              "  '영화',\n",
              "  '관',\n",
              "  '기본',\n",
              "  '적',\n",
              "  '인상',\n",
              "  '식',\n",
              "  '만',\n",
              "  '있다',\n",
              "  '굉장하다',\n",
              "  '황홀하다',\n",
              "  '체험',\n",
              "  '되다'],\n",
              " ['저', '재밌다', '보다', '말', '죠', 'ㅋㅋ', '급', '코미디', '영화', '대표'],\n",
              " ['내',\n",
              "  '삶',\n",
              "  '가장',\n",
              "  '의미',\n",
              "  '있다',\n",
              "  '일',\n",
              "  '중하',\n",
              "  '나라',\n",
              "  '면',\n",
              "  '바로',\n",
              "  '이영화',\n",
              "  '보다',\n",
              "  '것',\n",
              "  '이다',\n",
              "  '살다',\n",
              "  '죽다',\n",
              "  '한번',\n",
              "  '꼭',\n",
              "  '보다',\n",
              "  '야하다',\n",
              "  '영화'],\n",
              " ['강동원', '이랑', '송혜교', '케미', '돋보이다', '영화'],\n",
              " ['안타깝다', '삶', '을', '살다', '반고흐'],\n",
              " ['내', '가제', '일', '좋아하다', '영화', '임진', '짜다', '재밌다'],\n",
              " ['보다', '보다', '재밌다'],\n",
              " ['역시', '정도', '라도', '어디', '냐', '이렇다', '다시다', '보기', '힘들다'],\n",
              " ['좋다', 'ㅋㅋㅋㅋ', '결말', '궁금하다', '계속', '보다', '다행', '이다'],\n",
              " ['페킨', '파', '영화', '중', '최고다', '도덕', '거리', '멀다', '정말', '재밋', '다'],\n",
              " ['장난', '아니다', '연기', '기절', '명', '추가', '요'],\n",
              " ['한국', '의리', '시리즈', '첫', '번째', '작품'],\n",
              " ['최고', '청춘', '물', '그러나', '이규형', '좋다', '감독', '인', '줄', '착각', '하', '게', '만들다'],\n",
              " ['아내', '살리다', '백방', '노력', '하', '모습', '정말', '감동', '이다'],\n",
              " ['로버트', '존쿠삭', '존재', '감', '보다', 'ㅎ'],\n",
              " ['오', '엔딩', '짱', '어리다', '때', '보다', '차다', '충격', '이면', '서도', '최고', '이다'],\n",
              " ['줄거리', '스포'],\n",
              " ['보다', '마음', '깨끗해지다', '영화', '처음', '인', '듯'],\n",
              " ['세르', '지', '오레오', '네', '당신', '에게', '많다', '배우다', '존경'],\n",
              " ['내', '가보다', '귀신', '얼굴', '중', '제일', '무섭다'],\n",
              " ['정말로', '사랑스럽다', '영화'],\n",
              " ['충분하다', '점', '받다', '뎅', '막심', '하', '게', '재미없다', '않다', '뎅'],\n",
              " ['이영화', '년후', '현실', '되다'],\n",
              " ['미국', '살인', '사건', '영화', '중', '에서', '제일', '재미있다', '굳다'],\n",
              " ['진부하다',\n",
              "  '결말',\n",
              "  '아니다',\n",
              "  '장면',\n",
              "  '장면',\n",
              "  '마다의',\n",
              "  '여운',\n",
              "  '메세지',\n",
              "  '그것',\n",
              "  '이영화',\n",
              "  '말',\n",
              "  '하고',\n",
              "  '자하',\n",
              "  '는바'],\n",
              " ['재미있다', '기대', '이상'],\n",
              " ['힘드다', '시기', '겪다', '금', '내다', '많다', '위로', '되어다', '영화'],\n",
              " ['재밌다'],\n",
              " ['진영', '오빠', '사랑', '해욧'],\n",
              " ['마지막', '분', '동안', '정말', '넋', '놓다', '보다'],\n",
              " ['윤성호', '감독', '천재', '아니다'],\n",
              " ['정말',\n",
              "  '이영화',\n",
              "  '번',\n",
              "  '보고',\n",
              "  '나서다',\n",
              "  '비로소',\n",
              "  '이영화',\n",
              "  '한국',\n",
              "  '사회',\n",
              "  '현실',\n",
              "  '을',\n",
              "  '자다',\n",
              "  '나타내다',\n",
              "  '섬세하다',\n",
              "  '치밀하다',\n",
              "  '재치',\n",
              "  '있다',\n",
              "  '그',\n",
              "  '현실',\n",
              "  '을',\n",
              "  '비판',\n",
              "  '하고',\n",
              "  '해학',\n",
              "  '하고',\n",
              "  '있다',\n",
              "  '을',\n",
              "  '깨',\n",
              "  '달다',\n",
              "  '정말',\n",
              "  '좋다',\n",
              "  '스토리',\n",
              "  '인',\n",
              "  '것',\n",
              "  '같다'],\n",
              " ['우리', '할머니', '태어나다', '도전', '에나', '온', '영화', '라니'],\n",
              " ['희망', '을', '주다', '영화', '우리', '아들', '사랑', '다'],\n",
              " ['손발', '오그라들다', '영화', '처음', '이다'],\n",
              " ['큭', '웃기다'],\n",
              " ['차갑다', '움', '느껴지다', '영화'],\n",
              " ['여',\n",
              "  '주인공',\n",
              "  '도망',\n",
              "  '치고',\n",
              "  '환하다',\n",
              "  '웃',\n",
              "  '엇',\n",
              "  '지다',\n",
              "  '곧',\n",
              "  '잡히다',\n",
              "  '같다',\n",
              "  '슬프다',\n",
              "  '예감',\n",
              "  '그리고',\n",
              "  '마지막',\n",
              "  '차이다',\n",
              "  '무사',\n",
              "  '슬픔',\n",
              "  '허무하다',\n",
              "  '표정',\n",
              "  '을',\n",
              "  '보고',\n",
              "  '웬',\n",
              "  '지나',\n",
              "  '슬펏',\n",
              "  '다'],\n",
              " ['난', '개인', '적', '너무', '너무', '좋다', 'ㅎㅎㅎ'],\n",
              " ['영화', '보다', '이런', '독창', '적', '이고', '굉장하다', '영화', '보다', '흥분', '되다'],\n",
              " ['영화', '만', '들어주다', '감사하다', '뿐'],\n",
              " ['생각', '여운', '남다', '영화', 'ㅠㅠ'],\n",
              " ['신선하다', '로맨스', '저절로', '웃음', '난', '다'],\n",
              " ['브라보', '영화', '보다', '보고', '난후', '에도', '눈물', '절로', '흐르다'],\n",
              " ['야하다', '도하', '지만', '역시', '배우', '연기', '굿'],\n",
              " ['언제', '보다', '도참', '매력', '적', '인', '이야기', '영화', '원작', '을', '차암', '자다', '살리다'],\n",
              " ['러셀', '연기', '존멋', '이네', '요'],\n",
              " ['역시', '브래드피트', '날', '미치다', '들다', '호호'],\n",
              " ['연', '기', '각', '본', '실화', '시사', '하고', '자하', '는바'],\n",
              " ['다시', '보다', '잘만', '어진영', '화', '분위기', '자다', '살리다'],\n",
              " ['잭', '듀크', '서로', '대해', '견디다', '폴리머', '분자', '가결', '관계', '되어다'],\n",
              " ['조커', '연기', '눈부시다'],\n",
              " ['어리다', '때', '추억', 'ㅎㅎ', '너무', '재다', '스릴', '넘치다', '보다', '영화', '임', 'ㅋㅋ'],\n",
              " ['최고',\n",
              "  '최근',\n",
              "  '본',\n",
              "  '한국영',\n",
              "  '화',\n",
              "  '중단',\n",
              "  '연',\n",
              "  '최고',\n",
              "  '로',\n",
              "  '꼽',\n",
              "  '고',\n",
              "  '싶다',\n",
              "  '절대',\n",
              "  '후회',\n",
              "  '없다',\n",
              "  '강추'],\n",
              " ['만',\n",
              "  '약',\n",
              "  '시즌',\n",
              "  '하',\n",
              "  '면',\n",
              "  '성규',\n",
              "  '오빠',\n",
              "  '꼭',\n",
              "  '넣다',\n",
              "  '욬',\n",
              "  'ㅋㅋㅋㅋ',\n",
              "  '허당',\n",
              "  '함속',\n",
              "  '비장하다',\n",
              "  '머리',\n",
              "  '숨다',\n",
              "  'ㅠㅠㅠㅠ',\n",
              "  '자다',\n",
              "  '말다',\n",
              "  '정말',\n",
              "  '아니다',\n",
              "  '말다',\n",
              "  '서다',\n",
              "  '혼란',\n",
              "  '스럽다',\n",
              "  '정말',\n",
              "  '오늘',\n",
              "  '편',\n",
              "  '재밌다',\n",
              "  'ㅋㅋㅋ',\n",
              "  '시즌',\n",
              "  '김성규',\n",
              "  '기대',\n",
              "  '해보다'],\n",
              " ['아이스에이지', '시리즈', '중', '에가', '장', '재밌다', '생각'],\n",
              " ['정말',\n",
              "  '강',\n",
              "  '추하다',\n",
              "  '영화',\n",
              "  '오랜만',\n",
              "  '매우',\n",
              "  '괜찮다',\n",
              "  '신선하다',\n",
              "  '소재',\n",
              "  '작품',\n",
              "  '을',\n",
              "  '보다',\n",
              "  '같다'],\n",
              " ['차다', '절망', '적', '인', '한국', '학생', 'ㅠㅠ'],\n",
              " ['지구',\n",
              "  '지키다',\n",
              "  '처럼',\n",
              "  '제목',\n",
              "  '이영화',\n",
              "  '말아먹다',\n",
              "  '케이스',\n",
              "  '참나',\n",
              "  '차라리',\n",
              "  '가족',\n",
              "  '탄생',\n",
              "  '이런',\n",
              "  '걸',\n",
              "  '로',\n",
              "  '그렇다'],\n",
              " ['지루하다', '가다', '배우', '연기', '좋다', '감정노동', '공감', '하', '며', '재밌다', '봄'],\n",
              " ['내', '용이', '훌륭하다', '평점', '너무', '저', '평가', '되다', '조진웅', '연기', '일품', '이다'],\n",
              " ['배우', '연기', '정말', '대단하다', '지금', '보다', '손색', '없다', '대작'],\n",
              " ['정말', '좋다', '재미있다', '영화', '이다'],\n",
              " ['흥미롭다', '전기영', '화'],\n",
              " ['사랑', '때문', '독립운동가', '로', '변화', '되다', '열', '정적', '인', '남자'],\n",
              " ['넘다', '넘다', '재밌다', '습'],\n",
              " ['이은희', '검색', '하', '니까', '나오다', '넼', 'ㅋㅋㅋ'],\n",
              " ['모든', '일', '엔절', '실하다', '필요하다'],\n",
              " ['죽다',\n",
              "  '꼭',\n",
              "  '보다',\n",
              "  '야하다',\n",
              "  '영',\n",
              "  '화기',\n",
              "  '적',\n",
              "  '멀다',\n",
              "  '곳',\n",
              "  '있다',\n",
              "  '않다',\n",
              "  '을',\n",
              "  '설명',\n",
              "  '해주다',\n",
              "  '영화'],\n",
              " ['요즘', '같다', '드라마', '같다', '않다', '드라마', '와는', '질적', '다르다'],\n",
              " ['더럽다',\n",
              "  '재미없다',\n",
              "  '김하늘',\n",
              "  '이쁘다',\n",
              "  '좀더',\n",
              "  '평점',\n",
              "  '을',\n",
              "  '주다',\n",
              "  '야하다',\n",
              "  '아니다',\n",
              "  '밑',\n",
              "  '럼',\n",
              "  '아'],\n",
              " ['년도',\n",
              "  '영화',\n",
              "  '여서',\n",
              "  '그런',\n",
              "  '지',\n",
              "  '많이',\n",
              "  '부족',\n",
              "  '장면',\n",
              "  '많다',\n",
              "  '년도',\n",
              "  '영화',\n",
              "  '치고는',\n",
              "  '지금',\n",
              "  '보다',\n",
              "  '어색하다',\n",
              "  '손색',\n",
              "  '없다',\n",
              "  '정말',\n",
              "  '재밌다',\n",
              "  '보다',\n",
              "  '마지막',\n",
              "  '장',\n",
              "  '면',\n",
              "  '에서',\n",
              "  '흘러나오다',\n",
              "  '노래',\n",
              "  '그',\n",
              "  '장면',\n",
              "  '잊다',\n",
              "  '없다'],\n",
              " ['또', '보다'],\n",
              " ['굳다', '뜨다'],\n",
              " ['개구쟁이',\n",
              "  '스머프',\n",
              "  '비다',\n",
              "  '개구쟁이',\n",
              "  '스머프',\n",
              "  '많이',\n",
              "  '발전',\n",
              "  '재미',\n",
              "  '잡고',\n",
              "  '감동',\n",
              "  '잡고',\n",
              "  '개구쟁이',\n",
              "  '스머프',\n",
              "  '기대하다'],\n",
              " ['이제', '보다', '아쉽다', '뿐'],\n",
              " ['남자',\n",
              "  '아들',\n",
              "  '그리고',\n",
              "  '아버지',\n",
              "  '안타깝다',\n",
              "  '사랑',\n",
              "  '대',\n",
              "  '감성',\n",
              "  '조차',\n",
              "  '자극',\n",
              "  '하',\n",
              "  '영화',\n",
              "  'ㅠㅠ'],\n",
              " ['최고', '이다'],\n",
              " ['인생',\n",
              "  '아름답다',\n",
              "  '움',\n",
              "  '을',\n",
              "  '굉장하다',\n",
              "  '이해',\n",
              "  '하고',\n",
              "  '있다',\n",
              "  '감독',\n",
              "  '천국',\n",
              "  '같다',\n",
              "  '영상',\n",
              "  '스토리'],\n",
              " ['기억',\n",
              "  '남다',\n",
              "  '장면',\n",
              "  '많다',\n",
              "  '그네',\n",
              "  '씬',\n",
              "  '할배',\n",
              "  '야',\n",
              "  '밤활키',\n",
              "  '씬',\n",
              "  '희다',\n",
              "  '한복',\n",
              "  '화살',\n",
              "  '피바다',\n",
              "  '배다',\n",
              "  '예쁘다',\n",
              "  '또',\n",
              "  '이렇게',\n",
              "  '많다',\n",
              "  '명장',\n",
              "  '면',\n",
              "  '을',\n",
              "  '남기다',\n",
              "  '감사하다',\n",
              "  '보다',\n",
              "  '밤',\n",
              "  '볼라',\n",
              "  '섬',\n",
              "  '봄여름가을겨울',\n",
              "  '그리고',\n",
              "  '봄',\n",
              "  '완전하다',\n",
              "  '사육',\n",
              "  '등',\n",
              "  '영화',\n",
              "  '떠오르다',\n",
              "  '김기덕',\n",
              "  '회',\n",
              "  '고전',\n",
              "  '홀로',\n",
              "  '집',\n",
              "  '에서',\n",
              "  'ㅋㅋ'],\n",
              " ['그로테스크', '표현', '이나', '게리', '올', '드', '만', '배우', '연기력', '최고', '이다'],\n",
              " ['야구', '팬', '이다', '감명', '깊다', '보다'],\n",
              " ['진짜', '존', '장', '재밌다', '진짜'],\n",
              " ['여자친구', '끼리', '수다', '그대로', '보다', '영화'],\n",
              " ['재밌다', '보다'],\n",
              " ['이안', '전통', '성', '섬세하다'],\n",
              " ['훈훈하다', '영화'],\n",
              " ['내', '심장', '이다', '뛰다'],\n",
              " ['전형', '적', '인', '한국', '형', '스릴러'],\n",
              " ['보기', '드물다', '연출', '기법', '현실', '대', '풍자'],\n",
              " ['그림', '을', '이렇게', '아낌없이', '쓸다', '이북', '부럽다', '습', '네', '다', 'ㅠㅠ'],\n",
              " ['완벽하다', '감히', '평', '없다'],\n",
              " ['마지막', '울다', '걸왜', '이제', '보다', '후회', '돼다'],\n",
              " ['섬세하다'],\n",
              " ['여러',\n",
              "  '나라',\n",
              "  '사람',\n",
              "  '각국',\n",
              "  '대',\n",
              "  '해소',\n",
              "  '개',\n",
              "  '하니',\n",
              "  '여행',\n",
              "  '때',\n",
              "  '나',\n",
              "  '유학',\n",
              "  '때',\n",
              "  '여러',\n",
              "  '모로',\n",
              "  '도움',\n",
              "  '되다',\n",
              "  '생각',\n",
              "  '고',\n",
              "  '유익하다',\n",
              "  '재미',\n",
              "  '나다',\n",
              "  '호기심',\n",
              "  '많이',\n",
              "  '풀다',\n",
              "  '금도',\n",
              "  '배고프다'],\n",
              " ['정말', '최고', '영화', '이슬람', '을', '잘못', '인식', '하', '사람', '에게', '강력', '추천'],\n",
              " ['아련하다', '깨알', '개그', '터지다'],\n",
              " ['도쿄', '워킹', '기전', '본', '드라마', '나다', '깊다', '사랑', '하고', '싶다'],\n",
              " ['꽤', '재미있다', '만점', '을', '주다'],\n",
              " ['너무나', '미국', '스러운', '정치', '영화', '그러나', '재미', '감동', '최고'],\n",
              " ['진짜', '재밌다', 'ㅋㅋㅋㅋㅋㅋ'],\n",
              " ['안보', '몀', '바보'],\n",
              " ['톰크루즈',\n",
              "  '영화',\n",
              "  '중',\n",
              "  '마이',\n",
              "  '너리',\n",
              "  '티',\n",
              "  '리포트',\n",
              "  '와이',\n",
              "  '영화',\n",
              "  '최고',\n",
              "  '로',\n",
              "  '여기다',\n",
              "  '전쟁',\n",
              "  '인하다',\n",
              "  '망가지다',\n",
              "  '버리다',\n",
              "  '개인',\n",
              "  '그리고',\n",
              "  '그것',\n",
              "  '을',\n",
              "  '극복',\n",
              "  '해내다',\n",
              "  '드라마',\n",
              "  '감동',\n",
              "  '적',\n",
              "  '이다'],\n",
              " ['가난', '속', '동심', '공책', '속', '꽃잎', '처럼', '무한', '희망', '이다'],\n",
              " ['편도', '나오다', '좋다'],\n",
              " ['간만', '긴장감', '주다', '좋다', '영화', '다'],\n",
              " ['것', '이바', '로', '전설', '시작'],\n",
              " ['따뜻하다', '드라마', '평생', '못', '잊다'],\n",
              " ['과장', '없이', '현실', '적', '으로만', '들어서다', '몰입도'],\n",
              " ['어이없다', '같다', '에피소드', '모두', '의성', '장통', '되다', '버', '무림', '간', '만에', '몰입'],\n",
              " ['빠다', 'ㅋㅋ'],\n",
              " ['낫', '베드', '인', '영화', '굿', '이다'],\n",
              " ['이영화', '기억', '하고', '있다', '분', '많다', '저', '도꼭구', '하고', '싶다'],\n",
              " ['박은수',\n",
              "  '님',\n",
              "  '차다',\n",
              "  '좋다',\n",
              "  '배우',\n",
              "  '라도',\n",
              "  '인재',\n",
              "  '그',\n",
              "  '알아주다',\n",
              "  '사람',\n",
              "  '없다',\n",
              "  '빛',\n",
              "  '을',\n",
              "  '보지',\n",
              "  '못',\n",
              "  '하',\n",
              "  '듯'],\n",
              " ['넘다',\n",
              "  '재다',\n",
              "  '아주',\n",
              "  '미치다',\n",
              "  '겄네싱싱',\n",
              "  '고구마',\n",
              "  '만',\n",
              "  '나오다',\n",
              "  '좋다',\n",
              "  '오다',\n",
              "  '령',\n",
              "  '삐',\n",
              "  'ㅋ'],\n",
              " ['우선주',\n",
              "  '연',\n",
              "  '여배우',\n",
              "  '너무',\n",
              "  '섹시하다',\n",
              "  '닮다',\n",
              "  '정도',\n",
              "  '로',\n",
              "  '목소리',\n",
              "  '너무',\n",
              "  '매력',\n",
              "  '적',\n",
              "  '이다',\n",
              "  '글',\n",
              "  '구',\n",
              "  '남',\n",
              "  '주랑',\n",
              "  '환상',\n",
              "  '콤비',\n",
              "  '글',\n",
              "  '구',\n",
              "  '내용',\n",
              "  '너무',\n",
              "  '현실',\n",
              "  '적',\n",
              "  '이네',\n",
              "  '여'],\n",
              " ['체리', '먹다', '두', '손', '에가', '득', '담기다'],\n",
              " ['남자', '인데', '완전', '잼', '잇다', 'ㅋㅋㅋㅋ'],\n",
              " ['타오르다', '불꽃', '순간', '죠', '하지만', '그', '순간', '을', '살다'],\n",
              " ['사이먼', '만', '불다', '대다', '공주', '님', '때문', 'ㅋㅋㅁ'],\n",
              " ['ㅋㅋ', '재미있다', '왠', '지', '스타워즈', '편', '같다'],\n",
              " ['일단', '읽다', '보다', '추천'],\n",
              " ['사도마조히즘', '본능', '을', '자다', '표현', '걸작'],\n",
              " ['이영화', '혁신', '그', '자체', '이다'],\n",
              " ['무진장', '재미있다', '영화', '다', '시보', '고', '싶다'],\n",
              " ['질풍',\n",
              "  '노도',\n",
              "  '시기',\n",
              "  '바람',\n",
              "  '처럼',\n",
              "  '그저',\n",
              "  '흘러가다',\n",
              "  '하루하루',\n",
              "  '재미있다',\n",
              "  '지내다',\n",
              "  '절로',\n",
              "  '부터',\n",
              "  '진정',\n",
              "  '소중하다',\n",
              "  '깨닫다',\n",
              "  '되다',\n",
              "  '때',\n",
              "  '간절하다',\n",
              "  '소망',\n",
              "  '바람',\n",
              "  '까지',\n",
              "  '모두',\n",
              "  '담다',\n",
              "  '내다',\n",
              "  '영화',\n",
              "  '무엇',\n",
              "  '보다',\n",
              "  '정우',\n",
              "  '연기',\n",
              "  '하',\n",
              "  '자기',\n",
              "  '신의',\n",
              "  '캐릭터',\n",
              "  '너무',\n",
              "  '인상',\n",
              "  '적'],\n",
              " ['재밌다', '번은', '보다'],\n",
              " ['지금', '까지', '본', '영화', '중', '마음', '가장', '따뜻하다', '영화'],\n",
              " ['밑', '분진', '짜이다', '진짜', '나이', '고제', '대로', '보다', '진짜', '잘만', '들다'],\n",
              " ['스토리', '쓰레기', '액션', '세계', '최고', '라고', '자부', '해도', '누가', '뭐라다'],\n",
              " ['힌', '편의', '뮤지컬', '을', '보다', '느낌'],\n",
              " ['사진', '제', '싸이', '로펌', '질'],\n",
              " ['그냥', '흘러가다', '년', '세월', '있다', '뿐', '이지'],\n",
              " ['지', '효언니', '연기'],\n",
              " ['나이',\n",
              "  '먹다',\n",
              "  '왠만하다',\n",
              "  '영',\n",
              "  '화보',\n",
              "  '고',\n",
              "  '감동',\n",
              "  '안',\n",
              "  '먹다',\n",
              "  '이영화',\n",
              "  '보고',\n",
              "  '진짜',\n",
              "  '눈물',\n",
              "  '흘리다',\n",
              "  '여',\n",
              "  'ㅠ'],\n",
              " ['이렇다', '재미있다'],\n",
              " ['밀덕', '에의', '밀덕', '을', '위', '밀', '덕의', '영화'],\n",
              " ['재밌다', '또', '보다', '다년', '만에'],\n",
              " ['유지태', '너무', '멌', '있다'],\n",
              " ['진짜', '목숨', '을', '걸다', '연기', '같다', '언제', '보다', '대단하다', '성룡'],\n",
              " ['만화', '진짜', '최고', 'ㅎㅎ'],\n",
              " ['재밌다', '보다'],\n",
              " ['이런', '영화', '나오다', '재밌다', '영화인', '듯'],\n",
              " ['지금',\n",
              "  '다시',\n",
              "  '보다',\n",
              "  '그렇다',\n",
              "  '모르다',\n",
              "  '당시',\n",
              "  '에는',\n",
              "  '상당하다',\n",
              "  '감동',\n",
              "  '적',\n",
              "  '이고',\n",
              "  '교훈',\n",
              "  '적',\n",
              "  '이다'],\n",
              " ['장근석', '일본어', '못', '장애인', '역할', '을'],\n",
              " ['배우다', '점', '많다', '영화', '인거', '같다', '정말', '멋지다', '가족영화', '추천'],\n",
              " ['방학',\n",
              "  '때',\n",
              "  '만',\n",
              "  '되다',\n",
              "  '뉴코아',\n",
              "  '극장',\n",
              "  '을',\n",
              "  '지배',\n",
              "  '영구',\n",
              "  '우뢰매',\n",
              "  '시리즈',\n",
              "  '그',\n",
              "  '당시',\n",
              "  '쵝오'],\n",
              " ['설레다',\n",
              "  '주의보',\n",
              "  '떨다',\n",
              "  '뜨다',\n",
              "  '름음',\n",
              "  'ㅋㅋㅋ',\n",
              "  '나중',\n",
              "  '여자',\n",
              "  '어떻다',\n",
              "  '되다',\n",
              "  '알',\n",
              "  '면',\n",
              "  '좋다',\n",
              "  'ㅋㅋㅋ'],\n",
              " ['여', '주인공', '생기발랄하다', '연기력', '멋지다'],\n",
              " ['뻔하다', '줄거리', '결코', '뻔하다', '않다', '스타일', '참매', '력', '적', '인', '영화'],\n",
              " ['초떄',\n",
              "  '거',\n",
              "  '진짜',\n",
              "  '무섭다',\n",
              "  '보다',\n",
              "  '어느',\n",
              "  '세',\n",
              "  '쏘우',\n",
              "  '인치',\n",
              "  '로',\n",
              "  '과자',\n",
              "  '먹다',\n",
              "  '자신',\n",
              "  '을',\n",
              "  '발견'],\n",
              " ['너무', '잼', '잇다', '벌써', '팬', '됫', '나', '바', 'ㅜㅜ'],\n",
              " ['너무',\n",
              "  '재밌다',\n",
              "  'ㅎㅎ',\n",
              "  '후회',\n",
              "  '안해',\n",
              "  '용',\n",
              "  'ㅋ',\n",
              "  '남자사용설명서',\n",
              "  '와이',\n",
              "  '거',\n",
              "  '세트',\n",
              "  '로',\n",
              "  '보다',\n",
              "  '잼',\n",
              "  '쏘다',\n",
              "  'ㅋ'],\n",
              " ['정말',\n",
              "  '우울하다',\n",
              "  '영화',\n",
              "  '다',\n",
              "  '명작',\n",
              "  '이라고',\n",
              "  '생각',\n",
              "  '다만',\n",
              "  '우울증',\n",
              "  '있다',\n",
              "  '사람',\n",
              "  '이나',\n",
              "  '우울하다',\n",
              "  '날',\n",
              "  '에는',\n",
              "  '보지',\n",
              "  '말것',\n",
              "  '을',\n",
              "  '추천'],\n",
              " ['최고', '감동', '미드', '미니시리즈', '레슬', '리앤', '다운', '모건', '페어차일드'],\n",
              " ['너무', '재밌다', '엄마', '랑', '같이', '보다', '눈물', '흘리다', 'ㅠㅠㅠㅠ'],\n",
              " ['진짜', '쩔다', 'ㅜㅜ'],\n",
              " ['너무', '너무', '재미있다', '디카프리오', '굿굿굿강', '추강', '추'],\n",
              " ['어리다',\n",
              "  '때',\n",
              "  '부터',\n",
              "  '나',\n",
              "  '우상',\n",
              "  '이다',\n",
              "  '성룡',\n",
              "  '행',\n",
              "  '님',\n",
              "  '코믹',\n",
              "  '액션',\n",
              "  '영원',\n",
              "  '하제',\n",
              "  '억',\n",
              "  '수로',\n",
              "  '재미있다',\n",
              "  '즐겁다',\n",
              "  '웃다',\n",
              "  '가모',\n",
              "  '자다',\n",
              "  '보다'],\n",
              " ['재미', '잇다', '영화', '이다'],\n",
              " ['영화', '보다', '두려움', '떨다'],\n",
              " ['생각', '무섭다'],\n",
              " ['뭔가',\n",
              "  '사람',\n",
              "  '들이다',\n",
              "  '엄청',\n",
              "  '슬프다',\n",
              "  '않다',\n",
              "  '평점',\n",
              "  '만',\n",
              "  '보고',\n",
              "  '너',\n",
              "  '무과',\n",
              "  '대',\n",
              "  '평가',\n",
              "  '보다',\n",
              "  '그래도',\n",
              "  '재미',\n",
              "  '있다',\n",
              "  '점'],\n",
              " ['어쩌면',\n",
              "  '이렇게',\n",
              "  '헤어지다',\n",
              "  '닿다',\n",
              "  '표현',\n",
              "  '돌아보다',\n",
              "  '차다',\n",
              "  '아름답다',\n",
              "  '영화',\n",
              "  '가볍다',\n",
              "  '웃다',\n",
              "  '넘기다',\n",
              "  '버리다',\n",
              "  '엔',\n",
              "  '약간',\n",
              "  '무거',\n",
              "  '움'],\n",
              " ['재밌다', '너무', '심오하다', '보다', '삼'],\n",
              " ['근', '육질', '아버지', '라'],\n",
              " ['세이', '메이', '매력', '편', '에서', '그렇지만', '그래도', '좋다', '음양사'],\n",
              " ['영화', '되게', '아름답다', '오다'],\n",
              " ['내',\n",
              "  '좋아하다',\n",
              "  '영화',\n",
              "  '중',\n",
              "  '하나',\n",
              "  '와타나베',\n",
              "  '캔',\n",
              "  '멋있다',\n",
              "  '배우',\n",
              "  '연기',\n",
              "  '좋다',\n",
              "  '고영상',\n",
              "  '미도',\n",
              "  '아름답다'],\n",
              " ['모', '크슈', '라', '정말', '마음', '아프다'],\n",
              " ['완전', '재다', 'ㅋㅋ', '근데', '거편', '을', '계획', '하고', '끝내다', '같다', '편', '어찌', 'ㅜㅡ'],\n",
              " ['시간',\n",
              "  '공간',\n",
              "  '그리고',\n",
              "  '존재',\n",
              "  '삶',\n",
              "  '그',\n",
              "  '영원',\n",
              "  '무',\n",
              "  '구한',\n",
              "  '주제',\n",
              "  '예술',\n",
              "  '궁극',\n",
              "  '해답',\n",
              "  '이다'],\n",
              " ['슬프다', '아름답다', '영화', '다'],\n",
              " ['치즈루', '귀엽다', 'ㅠ'],\n",
              " ['말',\n",
              "  '필요없다',\n",
              "  '최고',\n",
              "  '명작',\n",
              "  '이제',\n",
              "  '억',\n",
              "  '수록',\n",
              "  '재미있다',\n",
              "  '즐기다',\n",
              "  '자다',\n",
              "  '감상',\n",
              "  '전투기',\n",
              "  '조종사',\n",
              "  '아주',\n",
              "  '땡기다',\n",
              "  '메'],\n",
              " ['고',\n",
              "  '때',\n",
              "  '아무',\n",
              "  '생각',\n",
              "  '없다',\n",
              "  '가하다',\n",
              "  '달동',\n",
              "  '안영화',\n",
              "  '앓이',\n",
              "  '하',\n",
              "  '게',\n",
              "  '만들다',\n",
              "  '그',\n",
              "  '문',\n",
              "  '제작'],\n",
              " ['엄정화',\n",
              "  '연기상',\n",
              "  '같다',\n",
              "  '엄정화',\n",
              "  '연기',\n",
              "  '자다',\n",
              "  '뻔하다',\n",
              "  '알',\n",
              "  '고',\n",
              "  '당연하다',\n",
              "  '사실',\n",
              "  '이라',\n",
              "  '잊다',\n",
              "  '이영화',\n",
              "  '보고',\n",
              "  '다시',\n",
              "  '한번',\n",
              "  '제대로',\n",
              "  '느낌',\n",
              "  '저',\n",
              "  '언니',\n",
              "  '연기상',\n",
              "  '주다',\n",
              "  '한다연',\n",
              "  '기르다',\n",
              "  '차다',\n",
              "  '너무',\n",
              "  '자다',\n",
              "  '나',\n",
              "  '만',\n",
              "  '그리다',\n",
              "  '끼',\n",
              "  '나',\n",
              "  '명품',\n",
              "  '배우',\n",
              "  '엄정화'],\n",
              " ['재밌다', '평점', '왜일케', '낮다'],\n",
              " ['열정',\n",
              "  '적',\n",
              "  '인',\n",
              "  '춤',\n",
              "  '신나다',\n",
              "  '음악',\n",
              "  '저',\n",
              "  '도춤',\n",
              "  '을',\n",
              "  '추다',\n",
              "  '용기',\n",
              "  '나누다',\n",
              "  '옛날',\n",
              "  '처럼'],\n",
              " ['역시', '성룡', '충분하다', '이름', '값', '하', '면', '서도', '볼', '만', '햇', '다'],\n",
              " ['지극히', '매력', '적', '인', '여장부', '같다', '그녀', '그녀', '에너지', '십분', '드러내다', '영화'],\n",
              " ['재밌다'],\n",
              " ['연기', '가다', '위노나', '라이더', '정말', '역할', '자다', '어울리다', '같다'],\n",
              " ['벗어나다', '없다', '기억', '이란', '동굴'],\n",
              " ['그녀', '용기', '박수', '보내다', '영화', '오래간만', '감동', '적', '이영화', '보다'],\n",
              " ['픽사', '미만', '잡', '대한민국', '똥송', '애니메이션', '반성'],\n",
              " ['정말', '잊다', '같다', '영화', '이다', '정말', '추천', '드리다'],\n",
              " ['기무라', '가족', '멸망하다', '능'],\n",
              " ['코미디', '교과서', '같다', '영화', '코', '엔', '형제', '재기', '발랄하다'],\n",
              " ['마르퀴스', '나탈리', '잊다', '이름'],\n",
              " ['재미있다',\n",
              "  '좋다',\n",
              "  '영화',\n",
              "  '인데',\n",
              "  '왜',\n",
              "  '평점',\n",
              "  '낮다',\n",
              "  '정도',\n",
              "  '되다',\n",
              "  '영화',\n",
              "  '평점',\n",
              "  '낮다',\n",
              "  '서점',\n",
              "  '올리다'],\n",
              " ['솔직하다', '못', '있다', '너무', '순수하다', '보기', '좋다', '같다', '잔잔하다', '좋다'],\n",
              " ['아직도', '여운', '넘다', '처', '흐르다', '들다', 'ㅠ', '맘', '너무', '찡하다', '찡하다'],\n",
              " ['명장',\n",
              "  '곽지균',\n",
              "  '연',\n",
              "  '출원',\n",
              "  '조',\n",
              "  '꽃미남',\n",
              "  '정보석',\n",
              "  '배종옥',\n",
              "  '풋풋하다',\n",
              "  '옥소리',\n",
              "  '넘다',\n",
              "  '예쁘다'],\n",
              " ['이영화',\n",
              "  '보지',\n",
              "  '않다',\n",
              "  '지금',\n",
              "  '당장',\n",
              "  '보다',\n",
              "  '정말',\n",
              "  '가득',\n",
              "  '차다',\n",
              "  '영화',\n",
              "  '같다',\n",
              "  '초도',\n",
              "  '눈',\n",
              "  '을',\n",
              "  '떼다',\n",
              "  '없다',\n",
              "  '우리',\n",
              "  '이러하다',\n",
              "  '다큐',\n",
              "  '로',\n",
              "  '인하다',\n",
              "  '감동',\n",
              "  '을',\n",
              "  '한다는',\n",
              "  '생각',\n",
              "  '들다',\n",
              "  '현실',\n",
              "  '을',\n",
              "  '직시',\n",
              "  '영화',\n",
              "  '네',\n",
              "  '요'],\n",
              " ['근래',\n",
              "  '본',\n",
              "  '영화',\n",
              "  '중',\n",
              "  '가장',\n",
              "  '괜찮다',\n",
              "  '듯',\n",
              "  '황해',\n",
              "  '랑',\n",
              "  '거중',\n",
              "  '생각',\n",
              "  '영화',\n",
              "  '보다',\n",
              "  '추천'],\n",
              " ['단',\n",
              "  '연',\n",
              "  '엑스맨',\n",
              "  '영화',\n",
              "  '중',\n",
              "  '최고다',\n",
              "  '만',\n",
              "  '마블',\n",
              "  '합류',\n",
              "  '하',\n",
              "  '면',\n",
              "  '더',\n",
              "  '좋다',\n",
              "  '같다'],\n",
              " ['정말',\n",
              "  '조마조마하다',\n",
              "  '마음',\n",
              "  '보다',\n",
              "  '간만',\n",
              "  '한국영',\n",
              "  '화',\n",
              "  '재다',\n",
              "  '보다',\n",
              "  '특히',\n",
              "  '내',\n",
              "  '좋아하다',\n",
              "  '유선',\n",
              "  '연기',\n",
              "  '차다',\n",
              "  '듯',\n",
              "  '요'],\n",
              " ['정말', '씨', '네', '평', '식', 'ㅋ'],\n",
              " ['전',\n",
              "  '괜찮다',\n",
              "  '보다',\n",
              "  '염',\n",
              "  '상처',\n",
              "  '주다',\n",
              "  '인간',\n",
              "  '더',\n",
              "  '당당하다',\n",
              "  '돌아다니다',\n",
              "  '현실',\n",
              "  '을',\n",
              "  '비판',\n",
              "  '하',\n",
              "  '면서',\n",
              "  '상처',\n",
              "  '안고',\n",
              "  '살아가다',\n",
              "  '원규',\n",
              "  '첨',\n",
              "  '호기심',\n",
              "  '보다',\n",
              "  '슬프다',\n",
              "  '영화',\n",
              "  '덥다',\n",
              "  '작품',\n",
              "  '성',\n",
              "  '있다',\n",
              "  '보다',\n",
              "  '닷'],\n",
              " ['좋다'],\n",
              " ['주성치', '잘생기다', '천재', '맞다'],\n",
              " ['왠', '지', '항', '암', '효과', '뛰어나다', '영화인', '듯', '하', '다'],\n",
              " ['한국', '에서', '보다', '없다', '메다', '틱', '코미디'],\n",
              " ['장난감', '세계', '감미', '로움'],\n",
              " ['ㅠㅠ', '빨리', '보다', 'ㅠㅠ', '국내', '있다', '수많다', '베니', '팬', '기다리다', 'ㅠㅠ'],\n",
              " ['실버', '서퍼', '위협', '점', '대', '아니다', '점', '딱', '적절하다'],\n",
              " ['정말', '당시', '수준', '으론', '잘만', '들다', '용', 'ㅋ'],\n",
              " ['차다', '좋다', '보다', '눈물', '많이', '흘리다', 'ㅠㅠ'],\n",
              " ['볼', '만', '정말로', '요'],\n",
              " ['어린시절', '추억', '남다', '잊다', '없다', '영화', '다'],\n",
              " ['다운', '받다', '보다', '독특하다', '긴장감', '높다', '옛', '수'],\n",
              " ['이선균',\n",
              "  '이성민',\n",
              "  '씨',\n",
              "  '연기',\n",
              "  '소름',\n",
              "  '돋다',\n",
              "  '정도',\n",
              "  '이다',\n",
              "  '이선균',\n",
              "  '씨',\n",
              "  '화',\n",
              "  '마지막',\n",
              "  '장',\n",
              "  '면',\n",
              "  '보고',\n",
              "  '드라마',\n",
              "  '꼭',\n",
              "  '본방',\n",
              "  '사수',\n",
              "  '보다',\n",
              "  '끝',\n",
              "  '까지',\n",
              "  '자다',\n",
              "  '고',\n",
              "  '좋다',\n",
              "  '평가',\n",
              "  '받다',\n",
              "  '종영',\n",
              "  '되어다',\n",
              "  '기쁘다'],\n",
              " ['스', '내', '치', '보다는', '게', '천배', '낫다'],\n",
              " ['좋다', '좋다', 'ㅋㅋ', '현우', '좋다'],\n",
              " ['부모',\n",
              "  '욕심',\n",
              "  '그리고',\n",
              "  '그것',\n",
              "  '을',\n",
              "  '지혜',\n",
              "  '롭',\n",
              "  '게',\n",
              "  '헤치다',\n",
              "  '나가다',\n",
              "  '비투스',\n",
              "  '지식',\n",
              "  '중요하다',\n",
              "  '그만',\n",
              "  '한지혜',\n",
              "  '수반',\n",
              "  '되다',\n",
              "  '않다',\n",
              "  '안되다',\n",
              "  '나름',\n",
              "  '교훈',\n",
              "  '을',\n",
              "  '얻다',\n",
              "  '좋다',\n",
              "  '영화',\n",
              "  '이다'],\n",
              " ['화려하다',\n",
              "  '영',\n",
              "  '상미',\n",
              "  '슬프다',\n",
              "  '사랑',\n",
              "  '얘기',\n",
              "  'ㅜ',\n",
              "  '여자',\n",
              "  '가보다',\n",
              "  '지루하다',\n",
              "  '않다',\n",
              "  '사극',\n",
              "  '이네',\n",
              "  '요',\n",
              "  '티비',\n",
              "  '에서',\n",
              "  '때',\n",
              "  '마다',\n",
              "  '봄'],\n",
              " ['거', '에서', '다음', '날', '학교', '서', '거', '따르다', '정신', '없다'],\n",
              " ['완전', '고현정', '미치다', '연기', '감동'],\n",
              " ['많다', '시간', '흐르다', '변하다', '않다', '현실', '이참', '아직도', '끝나다', '이야기', '다'],\n",
              " ['불륜', '배다른형제', '등등', '막장드라마', '음악', '역사', '안', '에서는', '예술', '되다'],\n",
              " ['어린시절',\n",
              "  '겨울',\n",
              "  '만',\n",
              "  '되다',\n",
              "  '면옥',\n",
              "  '상위',\n",
              "  '에아무도',\n",
              "  '건드리다',\n",
              "  '않다',\n",
              "  '눈위',\n",
              "  '에서',\n",
              "  '동생',\n",
              "  '난',\n",
              "  '뒹굴',\n",
              "  '던',\n",
              "  '기억',\n",
              "  '소록소록',\n",
              "  '생각나다',\n",
              "  '지금',\n",
              "  '동생',\n",
              "  '저',\n",
              "  '세상',\n",
              "  '가다',\n",
              "  '아직도',\n",
              "  '년대',\n",
              "  '소년',\n",
              "  '시절',\n",
              "  '기억',\n",
              "  '을',\n",
              "  '잊다',\n",
              "  '다'],\n",
              " ['너무', '멋지다', '살다', '영웅', 'ㅠㅠ'],\n",
              " ['해결', '책', '제시', '되다', '않다', '문제', '만', '제기', '되다', '아쉽다'],\n",
              " ['결말', 'ㅠㅠ'],\n",
              " ['이보', '다', '괜찮다', '영화', '있다'],\n",
              " ['이영화', '혁명', '이다', '최고', '영화'],\n",
              " ['아', '쒸', '난', '왜', '걸', '보고', '소름', '끼쳣', '지'],\n",
              " ['개꿀재', '밋다뿌잉', '최고', '임'],\n",
              " ['버리다', '없다', '성', '장영', '화', '여기', '나오다', '모든', '이를', '응원', '하고', '싶다'],\n",
              " ['페덱스', '라면', '가능하다'],\n",
              " ['점준애뭐', '지', 'ㄷㄷ'],\n",
              " ['몇번', '을', '다시', '보다', '감동', '다', '디테', '일이', '살다', '감성', '무비'],\n",
              " ['좋다'],\n",
              " ['캐릭터',\n",
              "  '이하나',\n",
              "  '하',\n",
              "  '나',\n",
              "  '살다',\n",
              "  '드라마',\n",
              "  '그중',\n",
              "  '절봉',\n",
              "  '이원',\n",
              "  '탑',\n",
              "  'ㅋㅋ',\n",
              "  '현실',\n",
              "  '무겁다',\n",
              "  '같다',\n",
              "  '서민',\n",
              "  '얽히다',\n",
              "  '설킨',\n",
              "  '모습',\n",
              "  '리얼',\n",
              "  '하',\n",
              "  '다',\n",
              "  '최고',\n",
              "  '드라마',\n",
              "  '중',\n",
              "  '하나'],\n",
              " ['역시', '장진', '감독', '님'],\n",
              " ['최고다', '최고', 'ㅋㅋㅋ', '오랫', '만', '훈훈하다', '영화', '관람'],\n",
              " ['공리',\n",
              "  '한국',\n",
              "  '배우다',\n",
              "  '좋다',\n",
              "  '스타',\n",
              "  '성',\n",
              "  '연기력',\n",
              "  '을',\n",
              "  '함께',\n",
              "  '겸비',\n",
              "  '배우다',\n",
              "  '찾기',\n",
              "  '어렵다',\n",
              "  '외국인',\n",
              "  '이라',\n",
              "  '참다',\n",
              "  '쉬다',\n",
              "  '그리고',\n",
              "  '공리',\n",
              "  '딸',\n",
              "  '로',\n",
              "  '나오다',\n",
              "  '신인',\n",
              "  '여배우',\n",
              "  '앞',\n",
              "  '가능성',\n",
              "  '있다',\n",
              "  '보이다'],\n",
              " ['반전', '그렇다', '영', '화전', '개', '재밌다'],\n",
              " ['묘', '중독', '성', '약간', '이상하다', '하지만', '슬슬', '고조', '되어다', '스토리'],\n",
              " ['어느', '한순간', '시선', '을', '떼다', '없다'],\n",
              " ['완전', '재밌다', '특히', '심은경', '이랑', '김동욱', '연기', '자다'],\n",
              " ['것도', '에서', '재밌다', '보다', '부작', '미니시리즈', '버전', '보다', '약하다'],\n",
              " ['내',\n",
              "  '건강',\n",
              "  '이라는',\n",
              "  '불치',\n",
              "  '병',\n",
              "  '을',\n",
              "  '치료',\n",
              "  '해주다',\n",
              "  '최고',\n",
              "  '영화',\n",
              "  '이영화',\n",
              "  '인류',\n",
              "  '가신',\n",
              "  '을',\n",
              "  '뛰어넘다',\n",
              "  '증거',\n",
              "  '다'],\n",
              " ['생각', '보다는', '평점', '낮다'],\n",
              " ['갓',\n",
              "  '동민',\n",
              "  '맛있다',\n",
              "  '더지니어스',\n",
              "  '에서',\n",
              "  '살아나다',\n",
              "  '위해',\n",
              "  '다',\n",
              "  '들다',\n",
              "  '본심',\n",
              "  '이나',\n",
              "  '오다',\n",
              "  '싸우다',\n",
              "  '그렇다',\n",
              "  '사람',\n",
              "  '다',\n",
              "  '챙기다',\n",
              "  '끝',\n",
              "  '까지',\n",
              "  '간',\n",
              "  '게',\n",
              "  '정말',\n",
              "  '차다',\n",
              "  '지니어스',\n",
              "  '다운',\n",
              "  '모습',\n",
              "  '이다'],\n",
              " ['재다',\n",
              "  'ㅡ',\n",
              "  '뻔하다',\n",
              "  '스토리',\n",
              "  '이기다',\n",
              "  '마지막',\n",
              "  '주인공',\n",
              "  '죽다',\n",
              "  '알다',\n",
              "  'ㅜㅡㅜ',\n",
              "  '가슴',\n",
              "  '졸이다',\n",
              "  '차다',\n",
              "  '재미있다',\n",
              "  '보다',\n",
              "  'ㅎㅎ'],\n",
              " ['우주',\n",
              "  '라는',\n",
              "  '공간',\n",
              "  '안',\n",
              "  '에서',\n",
              "  '느끼다',\n",
              "  '인간',\n",
              "  '모든',\n",
              "  '감각',\n",
              "  '을',\n",
              "  '느끼다',\n",
              "  '해주다',\n",
              "  '영화',\n",
              "  '살다',\n",
              "  '꼭',\n",
              "  '한번',\n",
              "  '보기',\n",
              "  '추천',\n",
              "  '다'],\n",
              " ['연', '기', '스토리', '카리스마', '메릴', '스트립', '아름답다', '앤해서웨이', '까지'],\n",
              " ['본인',\n",
              "  '자식',\n",
              "  '보다',\n",
              "  '타인',\n",
              "  '더',\n",
              "  '주인공',\n",
              "  '맘',\n",
              "  '을',\n",
              "  '자다',\n",
              "  '헤아리다',\n",
              "  '알아주다',\n",
              "  '슬프다',\n",
              "  '효도',\n",
              "  '하자'],\n",
              " ['예수님', '사랑', '해', '요', '오오오오'],\n",
              " ['케이블', '로', '보다', '저', '재밌다', '보다'],\n",
              " ['굿굿재밋음', '뭔가', '종합', '선물', '세트', '받다', '느낌', '랄', '끄다'],\n",
              " ['최고', '홍콩', '액션영화', '걸작'],\n",
              " ['박보영', '나오다', '추천'],\n",
              " ['핡', '강철중', '완전', '매력', '포텐', '덩어리'],\n",
              " ['짱',\n",
              "  '재다',\n",
              "  'ㅎ',\n",
              "  '작가',\n",
              "  '님',\n",
              "  '새',\n",
              "  '드',\n",
              "  '말고',\n",
              "  '제',\n",
              "  '발권',\n",
              "  '최',\n",
              "  '커플',\n",
              "  '해피엔딩',\n",
              "  '부탁드리다'],\n",
              " ['지연', '누나', '완전', '짱'],\n",
              " ['엄마', '랑', '보다', '재미', '었었', '요'],\n",
              " ['포스터', '맘', '들다', '달라이라마', '처럼', '마음', '을', '갖다', '살아가다', '좋다'],\n",
              " ['보다', '화가', '나', '고열', '받다', '영화', '자다', '만들어지다'],\n",
              " ['랄랄라', '랄랄라', '랄랄', '랄랄라', '최고', '최고'],\n",
              " ['재미',\n",
              "  '보다는',\n",
              "  '감동',\n",
              "  '을',\n",
              "  '주다',\n",
              "  '작품',\n",
              "  '이다',\n",
              "  '소통',\n",
              "  '이라는',\n",
              "  '단어',\n",
              "  '얼마나',\n",
              "  '중요하다',\n",
              "  '알',\n",
              "  '게',\n",
              "  '되어다',\n",
              "  '당시',\n",
              "  '노예',\n",
              "  '문제',\n",
              "  '심각',\n",
              "  '성',\n",
              "  '을',\n",
              "  '보여주다',\n",
              "  '의도',\n",
              "  '바',\n",
              "  '있다',\n",
              "  '만나다',\n",
              "  '인적',\n",
              "  '이영화',\n",
              "  '백인',\n",
              "  '을',\n",
              "  '위',\n",
              "  '위선',\n",
              "  '적',\n",
              "  '인',\n",
              "  '작품',\n",
              "  '보이다',\n",
              "  '기도',\n",
              "  '왠지',\n",
              "  '아메리칸',\n",
              "  '히어로',\n",
              "  '같다',\n",
              "  '느낌',\n",
              "  '랄',\n",
              "  '끄다'],\n",
              " ['김수환', '추기경', '님', '대한민국', '영원하다', '추기경', '님'],\n",
              " ['이준',\n",
              "  '이영화',\n",
              "  '살리다',\n",
              "  '마지막',\n",
              "  '쪽',\n",
              "  '에가',\n",
              "  '서다',\n",
              "  '집중',\n",
              "  '어렵다',\n",
              "  '이준',\n",
              "  '자다',\n",
              "  '끌',\n",
              "  '고',\n",
              "  '가다'],\n",
              " ['당시', '너무', '충격', '적', '이다', '지금', '다시', '보다', '애잔하다', '느낌', '이든', '다'],\n",
              " ['나이',\n",
              "  '들어가다',\n",
              "  '느껴지다',\n",
              "  '삶',\n",
              "  '아픔',\n",
              "  '순응',\n",
              "  '을',\n",
              "  '자연',\n",
              "  '을',\n",
              "  '통해',\n",
              "  '서',\n",
              "  '만나다',\n",
              "  '되다',\n",
              "  '순수',\n",
              "  '민낯',\n",
              "  '을',\n",
              "  '보다',\n",
              "  '같다',\n",
              "  '돌아보다',\n",
              "  '만들다'],\n",
              " ['말', '뭐', '필요하다', '년', '전', '드라마', '리뷰', '쓰다', '오다', '개', '명작'],\n",
              " ['준기', '님', '너무', '짧다', 'ㅆ', '다흐', '규'],\n",
              " ['몽환', '적', '인', '영상', '음악', '너무나', '예쁘다', '이나영', '통통', '튀다', '파란색', '까지'],\n",
              " ['마지막', '그', '한마디', '북받치다'],\n",
              " [],\n",
              " ['모든',\n",
              "  '출연',\n",
              "  '진의',\n",
              "  '노래실력',\n",
              "  '연기력',\n",
              "  '매료',\n",
              "  '되어다',\n",
              "  '어렵다',\n",
              "  '생각',\n",
              "  '해오다',\n",
              "  '오페라',\n",
              "  '너무',\n",
              "  '감동',\n",
              "  '적',\n",
              "  '감상',\n",
              "  '영화',\n",
              "  '처럼',\n",
              "  '오페라',\n",
              "  '감상',\n",
              "  '초보자',\n",
              "  '에게는',\n",
              "  '좋다',\n",
              "  '방법',\n",
              "  '이다',\n",
              "  '멀리',\n",
              "  '짤',\n",
              "  '즈',\n",
              "  '부르',\n",
              "  '크다',\n",
              "  '축제',\n",
              "  '보다',\n",
              "  '느낌',\n",
              "  '좋다'],\n",
              " ['황금어장',\n",
              "  '염정아',\n",
              "  '대',\n",
              "  '거줏',\n",
              "  '어',\n",
              "  '보고',\n",
              "  '여',\n",
              "  '기와',\n",
              "  '서',\n",
              "  '같다',\n",
              "  '댓글달다',\n",
              "  '새끼',\n",
              "  '보이다',\n",
              "  '그렇다'],\n",
              " ['재미', '잇다'],\n",
              " ['레전드', '오브', '레전드', '평론가', '영화', '옹이', '구멍', '보다'],\n",
              " ['방금',\n",
              "  '티비',\n",
              "  '로',\n",
              "  '시청',\n",
              "  '너무',\n",
              "  '재밌다',\n",
              "  '앞',\n",
              "  '부분',\n",
              "  '을',\n",
              "  '못',\n",
              "  '보다',\n",
              "  '다시',\n",
              "  '한번',\n",
              "  '보다'],\n",
              " ['흰둥이', '울다', '제일', '슬프다', 'ㅠㅅㅠ'],\n",
              " ['너무', '재미있다', '로버트', '저', '메', '키스', '감독', '명작', '예요'],\n",
              " ['마지막', '까지', '참고', '보다', '에겐', '크다', '감동', '기다리다', '대박', '전율', 'ㄷㄷ'],\n",
              " ['재밋엇음', 'ㅎ'],\n",
              " ['재밋네', '요'],\n",
              " ['이준기', '연기', '돋보이다', '재밌다'],\n",
              " ['평점',\n",
              "  '왜',\n",
              "  '이리',\n",
              "  '낮다',\n",
              "  '공감',\n",
              "  '하고',\n",
              "  '나르다',\n",
              "  '많이',\n",
              "  '깨우치다',\n",
              "  '영화',\n",
              "  '이다',\n",
              "  '점주',\n",
              "  '게머',\n",
              "  '그렇게',\n",
              "  '어렵다'],\n",
              " ['다시', '보다', '최고다'],\n",
              " ['ㅋㅋㅋㅋㅋ', '진짜', '짱', '임', 'ㅋㅋㅋㅋㅋ', '거치다', '없이', '하이킥', '뉴논', '정말', '최고다'],\n",
              " ['우와', '정준', '용', '선생님', '대박', '이에요', '정말', '대단하다', '부럽다'],\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ],
      "source": [
        "# 위의 내용을 이용하여 모든 후기의 불용어가 제거된 내용을 리스트에 저장하시오.\n",
        "from konlpy.tag import Okt\n",
        "# 진행 상태를 막대바로 표현하기 위한 함수\n",
        "from tqdm import tqdm\n",
        "\n",
        "# 불용어 정의\n",
        "stopwords = ['의','가','이','은','들','는','좀','잘','걍','과','도','를','으로','자','에','와','한','하다']\n",
        "\n",
        "# 형태소 분석기 OKT를 사용한 토큰화 작업 (다소 시간 소요)\n",
        "okt = Okt()\n",
        "\n",
        "tokenized_data = []\n",
        "for sentence in tqdm(train_data['document']):\n",
        "  # stem은 True일 경우 원형을 찾아냄\n",
        "  tokenized_sentence = okt.morphs(sentence, stem=True) #토큰화\n",
        "  stopwords_removed_sentence = [word for word in tokenized_sentence if not word in stopwords] # 불용어 제거\n",
        "  tokenized_data.append(stopwords_removed_sentence)\n",
        "\n",
        "tokenized_data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kkYSyo79XPRW",
        "outputId": "f544de90-91c9-44a5-d24c-8a90fee3d41c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(17947, 100)"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ],
      "source": [
        "from gensim.models import Word2Vec\n",
        "\n",
        "model = Word2Vec(sentences = tokenized_data, size = 100, window=5, min_count=5, workers=4, sg=0)\n",
        "model.wv.vectors.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "s5dYMjzAXqxD"
      },
      "outputs": [],
      "source": [
        "model.wv.most_similar('한석규')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uQ0ByrawX9Z0",
        "outputId": "f191482d-3650-45f1-8457-c61fedfd11bf"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('느와르', 0.8971478939056396),\n",
              " ('호러', 0.8646830916404724),\n",
              " ('첩보', 0.8564748764038086),\n",
              " ('히어로', 0.8557890057563782),\n",
              " ('블록버스터', 0.8450609445571899),\n",
              " ('멜로', 0.8351295590400696),\n",
              " ('슬래셔', 0.8266637325286865),\n",
              " ('정통', 0.8222494721412659),\n",
              " ('홍콩', 0.7973934412002563),\n",
              " ('최고봉', 0.7932289242744446)]"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ],
      "source": [
        "model.wv.most_similar('무협')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hfVdB9n4Ybni",
        "outputId": "70275e24-c57f-4dd1-c490-edf87eeb4749"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[('집중', 0.9034193754196167),\n",
              " ('감정이입', 0.7395524382591248),\n",
              " ('긴장', 0.6608971357345581),\n",
              " ('몰입도', 0.6601723432540894),\n",
              " ('긴박', 0.6464461088180542),\n",
              " ('연결', 0.6374142169952393),\n",
              " ('이해도', 0.6116388440132141),\n",
              " ('흥미진진', 0.6068410873413086),\n",
              " ('박진', 0.6003146767616272),\n",
              " ('정선', 0.5969738960266113)]"
            ]
          },
          "execution_count": 54,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('집중', 0.9034193754196167),\n",
              " ('감정이입', 0.7395524382591248),\n",
              " ('긴장', 0.6608971357345581),\n",
              " ('몰입도', 0.6601723432540894),\n",
              " ('긴박', 0.6464461088180542),\n",
              " ('연결', 0.6374142169952393),\n",
              " ('이해도', 0.6116388440132141),\n",
              " ('흥미진진', 0.6068410873413086),\n",
              " ('박진', 0.6003146767616272),\n",
              " ('정선', 0.5969738960266113)]"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ],
      "source": [
        "model.wv.most_similar('몰입')"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "provenance": [],
      "authorship_tag": "ABX9TyMUo0Iwsl/xUesGPOWUbmSS",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}