Day3_1_Naver_Movie_Review_EDA_Preprocessing.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Day3_1_Naver_Movie_Review_EDA_Preprocessing.ipynb의 사본","version":"0.3.2","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"hms3_D4Ow9Tc","colab_type":"text"},"source":["# Naver Movie Review EDA"]},{"cell_type":"code","metadata":{"id":"M2wWOlrZw0ev","colab_type":"code","colab":{}},"source":["\n","import numpy as np \n","import pandas as pd\n","import os\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from wordcloud import WordCloud\n","%matplotlib inline"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"begXyBuU6pHB","colab_type":"code","outputId":"80a5165b-d093-4673-b088-84e843e9d8c9","executionInfo":{"status":"ok","timestamp":1560439694718,"user_tz":-540,"elapsed":58298,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":122}},"source":["from google.colab import auth\n","auth.authenticate_user()\n","\n","from google.colab import drive\n","drive.mount('/content/gdrive')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"owXQSu9Bw__V","colab_type":"code","colab":{}},"source":["DATA_IN_PATH = './data_in/'\n","DATA_OUT_PATH = './data_out/'"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"s6VI7mFq6dHw","colab_type":"code","outputId":"085fa0f9-69c8-47d5-f2c0-27150244c557","executionInfo":{"status":"ok","timestamp":1560439697707,"user_tz":-540,"elapsed":5688,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["!rm -rf data_in;rm -rf data_out;ls;"],"execution_count":4,"outputs":[{"output_type":"stream","text":["adc.json  gdrive  sample_data\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Dn47gPog61PR","colab_type":"code","colab":{}},"source":["if not os.path.exists(DATA_IN_PATH):\n","    os.makedirs(DATA_IN_PATH)\n","    \n","if not os.path.exists(DATA_OUT_PATH):\n","    os.makedirs(DATA_OUT_PATH)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"G9z3QBZJ-cOG","colab_type":"text"},"source":["### Data DownLoad 하기 https://github.com/e9t/nsmc"]},{"cell_type":"code","metadata":{"id":"FYND9nMe64z5","colab_type":"code","outputId":"d0c7954a-d296-4de2-9f62-3ff319b6f67c","executionInfo":{"status":"ok","timestamp":1560439699978,"user_tz":-540,"elapsed":5656,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":289}},"source":["!wget -P ./data_in/ https://github.com/e9t/nsmc/raw/master/ratings.txt"],"execution_count":6,"outputs":[{"output_type":"stream","text":["--2019-06-13 15:28:18--  https://github.com/e9t/nsmc/raw/master/ratings.txt\n","Resolving github.com (github.com)... 192.30.253.112\n","Connecting to github.com (github.com)|192.30.253.112|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://raw.githubusercontent.com/e9t/nsmc/master/ratings.txt [following]\n","--2019-06-13 15:28:18--  https://raw.githubusercontent.com/e9t/nsmc/master/ratings.txt\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 19515078 (19M) [text/plain]\n","Saving to: ‘./data_in/ratings.txt’\n","\n","ratings.txt         100%[===================>]  18.61M   102MB/s    in 0.2s    \n","\n","2019-06-13 15:28:19 (102 MB/s) - ‘./data_in/ratings.txt’ saved [19515078/19515078]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"jsobzXrE-XuH","colab_type":"code","outputId":"be4677ee-101c-4631-83b7-da24afbcfef7","executionInfo":{"status":"ok","timestamp":1560439702916,"user_tz":-540,"elapsed":7948,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":289}},"source":["!wget -P ./data_in/ https://github.com/e9t/nsmc/raw/master/ratings_test.txt"],"execution_count":7,"outputs":[{"output_type":"stream","text":["--2019-06-13 15:28:20--  https://github.com/e9t/nsmc/raw/master/ratings_test.txt\n","Resolving github.com (github.com)... 192.30.253.112\n","Connecting to github.com (github.com)|192.30.253.112|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://raw.githubusercontent.com/e9t/nsmc/master/ratings_test.txt [following]\n","--2019-06-13 15:28:21--  https://raw.githubusercontent.com/e9t/nsmc/master/ratings_test.txt\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 4893335 (4.7M) [text/plain]\n","Saving to: ‘./data_in/ratings_test.txt’\n","\n","ratings_test.txt    100%[===================>]   4.67M  --.-KB/s    in 0.1s    \n","\n","2019-06-13 15:28:21 (34.1 MB/s) - ‘./data_in/ratings_test.txt’ saved [4893335/4893335]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"DadaKmMo-l7t","colab_type":"code","outputId":"7f1b5336-dea8-4af0-ba86-a6101fb66292","executionInfo":{"status":"ok","timestamp":1560439705715,"user_tz":-540,"elapsed":9905,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":289}},"source":["!wget -P ./data_in/ https://github.com/e9t/nsmc/raw/master/ratings_train.txt"],"execution_count":8,"outputs":[{"output_type":"stream","text":["--2019-06-13 15:28:23--  https://github.com/e9t/nsmc/raw/master/ratings_train.txt\n","Resolving github.com (github.com)... 192.30.253.112\n","Connecting to github.com (github.com)|192.30.253.112|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://raw.githubusercontent.com/e9t/nsmc/master/ratings_train.txt [following]\n","--2019-06-13 15:28:23--  https://raw.githubusercontent.com/e9t/nsmc/master/ratings_train.txt\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 14628807 (14M) [text/plain]\n","Saving to: ‘./data_in/ratings_train.txt’\n","\n","\rratings_train.txt     0%[                    ]       0  --.-KB/s               \rratings_train.txt   100%[===================>]  13.95M  91.5MB/s    in 0.2s    \n","\n","2019-06-13 15:28:24 (91.5 MB/s) - ‘./data_in/ratings_train.txt’ saved [14628807/14628807]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"tXsY8iEj-x3K","colab_type":"code","outputId":"ebd2dc68-cf2c-4268-ce58-12c8e13b14a7","executionInfo":{"status":"ok","timestamp":1560439705716,"user_tz":-540,"elapsed":5615,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":85}},"source":["print(\"파일 크기 : \")\n","for file in os.listdir(DATA_IN_PATH):\n","    if 'txt' in file :\n","        print(file.ljust(30) + str(round(os.path.getsize(DATA_IN_PATH + file) / 1000000, 2)) + 'MB')"],"execution_count":9,"outputs":[{"output_type":"stream","text":["파일 크기 : \n","ratings_train.txt             14.63MB\n","ratings.txt                   19.52MB\n","ratings_test.txt              4.89MB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"KzkredW7-6bt","colab_type":"code","outputId":"b2520aec-d964-40b1-ba15-597a23ddf35b","executionInfo":{"status":"ok","timestamp":1560439705996,"user_tz":-540,"elapsed":5515,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["train_data = pd.read_csv(DATA_IN_PATH + 'ratings_train.txt', header = 0, delimiter = '\\t', quoting = 3)\n","train_data.head()"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/html":["<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>9976970</td>\n","      <td>아 더빙.. 진짜 짜증나네요 목소리</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>3819312</td>\n","      <td>흠...포스터보고 초딩영화줄....오버연기조차 가볍지 않구나</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>10265843</td>\n","      <td>너무재밓었다그래서보는것을추천한다</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>9045019</td>\n","      <td>교도소 이야기구먼 ..솔직히 재미는 없다..평점 조정</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>6483659</td>\n","      <td>사이몬페그의 익살스런 연기가 돋보였던 영화!스파이더맨에서 늙어보이기만 했던 커스틴 ...</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         id                                           document  label\n","0   9976970                                아 더빙.. 진짜 짜증나네요 목소리      0\n","1   3819312                  흠...포스터보고 초딩영화줄....오버연기조차 가볍지 않구나      1\n","2  10265843                                  너무재밓었다그래서보는것을추천한다      0\n","3   9045019                      교도소 이야기구먼 ..솔직히 재미는 없다..평점 조정      0\n","4   6483659  사이몬페그의 익살스런 연기가 돋보였던 영화!스파이더맨에서 늙어보이기만 했던 커스틴 ...      1"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"1v_2Dk4KASPF","colab_type":"code","outputId":"334532aa-b695-4b0a-92f7-ba874bf48781","executionInfo":{"status":"ok","timestamp":1560439705997,"user_tz":-540,"elapsed":5318,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print('전체 학습데이터의 개수: {}'.format(len(train_data)))"],"execution_count":11,"outputs":[{"output_type":"stream","text":["전체 학습데이터의 개수: 150000\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"g_2LndFPAY0T","colab_type":"code","colab":{}},"source":["train_lenght = train_data['document'].astype(str).apply(len)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"OfgeCk2yAbCD","colab_type":"code","outputId":"dba81eff-54c3-425a-d63c-17117c6579fd","executionInfo":{"status":"ok","timestamp":1560439706316,"user_tz":-540,"elapsed":5269,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":119}},"source":["train_lenght.head()"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0    19\n","1    33\n","2    17\n","3    29\n","4    61\n","Name: document, dtype: int64"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"azUZ-FSrAhhZ","colab_type":"code","outputId":"ffc12b36-1d04-4c31-f4a7-9463bda1670a","executionInfo":{"status":"ok","timestamp":1560439707728,"user_tz":-540,"elapsed":6489,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":367}},"source":["# 그래프에 대한 이미지 사이즈 선언\n","# figsize: (가로, 세로) 형태의 튜플로 입력\n","plt.figure(figsize=(12, 5))\n","# 히스토그램 선언\n","# bins: 히스토그램 값들에 대한 버켓 범위\n","# range: x축 값의 범위\n","# alpha: 그래프 색상 투명도\n","# color: 그래프 색상\n","# label: 그래프에 대한 라벨\n","plt.hist(train_lenght, bins=140, alpha=0.5, color= 'r', label='word')\n","plt.yscale('log', nonposy='clip')\n","# 그래프 제목\n","plt.title('Log-Histogram of length of review')\n","# 그래프 x 축 라벨\n","plt.xlabel('Length of review')\n","# 그래프 y 축 라벨\n","plt.ylabel('Number of review')"],"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Number of review')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAtcAAAFNCAYAAADLm0PlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngPHx8epvVJIkSVL3BjFayHXATh3zO7bLJEmSpJE2iOT6XGDXJLsk2Qw4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uU5yfJIbk1w8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\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"0XliQyrYAt_E","colab_type":"code","outputId":"6bce9115-fb0a-4d2e-ccb3-b5f07105e1d3","executionInfo":{"status":"ok","timestamp":1560439707730,"user_tz":-540,"elapsed":6313,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":136}},"source":["print('리뷰 길이 최대 값: {}'.format(np.max(train_lenght)))\n","print('리뷰 길이 최소 값: {}'.format(np.min(train_lenght)))\n","print('리뷰 길이 평균 값: {:.2f}'.format(np.mean(train_lenght)))\n","print('리뷰 길이 표준편차: {:.2f}'.format(np.std(train_lenght)))\n","print('리뷰 길이 중간 값: {}'.format(np.median(train_lenght)))\n","# 사분위의 대한 경우는 0~100 스케일로 되어있음\n","print('리뷰 길이 제 1 사분위: {}'.format(np.percentile(train_lenght, 25)))\n","print('리뷰 길이 제 3 사분위: {}'.format(np.percentile(train_lenght, 75)))"],"execution_count":15,"outputs":[{"output_type":"stream","text":["리뷰 길이 최대 값: 158\n","리뷰 길이 최소 값: 1\n","리뷰 길이 평균 값: 35.24\n","리뷰 길이 표준편차: 29.58\n","리뷰 길이 중간 값: 27.0\n","리뷰 길이 제 1 사분위: 16.0\n","리뷰 길이 제 3 사분위: 42.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"94JCzysnAwGU","colab_type":"code","outputId":"e9d92e70-b4f3-4c89-89fc-b5a8918e5762","executionInfo":{"status":"ok","timestamp":1560439707730,"user_tz":-540,"elapsed":6143,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":459}},"source":["plt.figure(figsize=(12, 5))\n","# 박스플롯 생성\n","# 첫번째 파라메터: 여러 분포에 대한 데이터 리스트를 입력\n","# labels: 입력한 데이터에 대한 라벨\n","# showmeans: 평균값을 마크함\n","\n","plt.boxplot(train_lenght,\n","             labels=['counts'],\n","             showmeans=True)"],"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'boxes': [<matplotlib.lines.Line2D at 0x7fa120d96b38>],\n"," 'caps': [<matplotlib.lines.Line2D at 0x7fa120d43400>,\n","  <matplotlib.lines.Line2D at 0x7fa120d43748>],\n"," 'fliers': [<matplotlib.lines.Line2D at 0x7fa120dca128>],\n"," 'means': [<matplotlib.lines.Line2D at 0x7fa120d43dd8>],\n"," 'medians': [<matplotlib.lines.Line2D at 0x7fa120d43a90>],\n"," 'whiskers': [<matplotlib.lines.Line2D at 0x7fa120d96d30>,\n","  <matplotlib.lines.Line2D at 0x7fa120d430b8>]}"]},"metadata":{"tags":[]},"execution_count":16},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAskAAAEyCAYAAAAIiE2qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBgCAwf8HA3WkUxT70EgAAAAASUVORK5CYII=\n","text/plain":["<Figure size 864x360 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"7TQ_LKxyAyUL","colab_type":"code","colab":{}},"source":["train_review = [review for review in train_data['document'] if type(review) is str]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"CYsWlJBus4xY","colab_type":"code","outputId":"062d2fb1-de60-4cc9-be02-f782a27abf51","executionInfo":{"status":"ok","timestamp":1560439708231,"user_tz":-540,"elapsed":6294,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":88}},"source":["import matplotlib.font_manager as fm\n","# 시스템에 설치된 폰트 확인. 나눔은 없다\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)}\")"],"execution_count":18,"outputs":[{"output_type":"stream","text":["sys_font number: 16\n","['/usr/share/fonts/truetype/liberation/LiberationSans-BoldItalic.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-Regular.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-Regular.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-BoldItalic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-Bold.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-Bold.ttf', '/usr/share/fonts/truetype/liberation/LiberationSerif-Regular.ttf', '/usr/share/fonts/truetype/liberation/LiberationSansNarrow-BoldItalic.ttf', '/usr/share/fonts/truetype/liberation/LiberationMono-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSans-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSans-Regular.ttf', '/usr/share/fonts/truetype/liberation/LiberationSans-Bold.ttf', '/usr/share/fonts/truetype/liberation/LiberationSerif-Bold.ttf', '/usr/share/fonts/truetype/liberation/LiberationSerif-Italic.ttf', '/usr/share/fonts/truetype/liberation/LiberationSerif-BoldItalic.ttf']\n","nanum_font number: 0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"z4LvlA21s6mk","colab_type":"code","outputId":"f1f02638-f0f4-4f97-a819-d9689135e6f9","executionInfo":{"status":"ok","timestamp":1560439733105,"user_tz":-540,"elapsed":30996,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":323}},"source":["!apt-get update -qq #나눔고딕 인스톨\n","!apt-get install fonts-nanum* -qq"],"execution_count":19,"outputs":[{"output_type":"stream","text":["Selecting previously unselected package fonts-nanum.\n","(Reading database ... 130912 files and directories currently installed.)\n","Preparing to unpack .../fonts-nanum_20170925-1_all.deb ...\n","Unpacking fonts-nanum (20170925-1) ...\n","Selecting previously unselected package fonts-nanum-eco.\n","Preparing to unpack .../fonts-nanum-eco_1.000-6_all.deb ...\n","Unpacking fonts-nanum-eco (1.000-6) ...\n","Selecting previously unselected package fonts-nanum-extra.\n","Preparing to unpack .../fonts-nanum-extra_20170925-1_all.deb ...\n","Unpacking fonts-nanum-extra (20170925-1) ...\n","Selecting previously unselected package fonts-nanum-coding.\n","Preparing to unpack .../fonts-nanum-coding_2.5-1_all.deb ...\n","Unpacking fonts-nanum-coding (2.5-1) ...\n","Setting up fonts-nanum-extra (20170925-1) ...\n","Setting up fonts-nanum (20170925-1) ...\n","Setting up fonts-nanum-coding (2.5-1) ...\n","Setting up fonts-nanum-eco (1.000-6) ...\n","Processing triggers for fontconfig (2.12.6-0ubuntu2) ...\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"j9DNjnNOs9-L","colab_type":"code","outputId":"f6f87bd9-450e-4873-c3d0-1eba0f05357e","executionInfo":{"status":"ok","timestamp":1560439733106,"user_tz":-540,"elapsed":30820,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["# 체크해보면 폰트 개수가 늘어났다\n","sys_font=fm.findSystemFonts()\n","print(f\"sys_font number: {len(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)}\")"],"execution_count":20,"outputs":[{"output_type":"stream","text":["sys_font number: 47\n","nanum_font number: 31\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"RncfsE8sA3VW","colab_type":"code","outputId":"f391c8df-58e7-472c-84f7-112c84b239de","executionInfo":{"status":"ok","timestamp":1560439733107,"user_tz":-540,"elapsed":30615,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["import matplotlib.font_manager as fm\n","\n","path = '/usr/share/fonts/truetype/nanum/NanumGothicEco.ttf'  # 설치된 나눔글꼴중 원하는 녀석의 전체 경로를 가져오자\n","font_name = fm.FontProperties(fname=path, size=10).get_name() # 나눔글꼴을 깔았으니 한번 설정해보자\n","print(font_name)\n","plt.rc('font', family=font_name)"],"execution_count":21,"outputs":[{"output_type":"stream","text":["NanumGothic Eco\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gNaK571jBGoc","colab_type":"code","colab":{}},"source":["fm._rebuild() "],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"F3w_dZApBOWr","colab_type":"code","outputId":"ff5d7a59-a264-4344-95b7-23066544018d","executionInfo":{"status":"ok","timestamp":1560439748318,"user_tz":-540,"elapsed":45407,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":217}},"source":["wordcloud = WordCloud(font_path='/usr/share/fonts/truetype/nanum/NanumGothicEco.ttf').generate(' '.join(train_review))\n","plt.imshow(wordcloud, interpolation='bilinear')\n","plt.axis('off')\n","plt.show()"],"execution_count":23,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAX8AAADICAYAAAAA/OEeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLr+FEE//Ep+EkIqovk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K076auXqSoLMVMO4/XtJ/qCyFZr1xHm4Jx8ey+5JMuojwf0R/c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J1afxsYkaWYZJkmJHp6cUzxFz7xEceEX65Rm1lB5iheWMcbguAHJsI0+gjEKgd+YI1xcs0ge\nrYj3t0k7TdxyDb8+w3j3CXka4dVmCWYXiLYfT93tPi7cysIEEOFOZmcOQimKr91k+M0foocR7sIs\n3pVlWyUHPunWHnowsoJoUk7RZACFWzfQ0RjVPbIZnLTIzplrgZW1zqKexfPHfbTK8Pwi1cZV+/c8\nxfFC8izFglIlAAAgAElEQVRG5TFZPCAoWRe6UXd76g+to8jCqQ87yFIJd6ZB3mrjLc6T7e1b4caP\n7qFPVvIThq+OYsw4niwOBn99deLJezZHOKGHDNwpq72wVGXp11+m+c3jayGYL7P0tVu4BZ/uB9vU\nP7OGWwkZ3N3Hb5S49vtf5OE/+Qvi3eOcljQHpMtV3KKP8B1MqtATbqUQgtAXbO/axeEnwKs8Mz71\n5K+VYdTLGA9zVG7IU83w8OkeqiE/slVTuf3JJvZqJ6p64fnoPCfefoJKE2vJWCxbtu8lZVC1UcRq\nQJR3yXXKWPWtFaIeEasBo6yLMrn9u0mnv48nLNtR3sEVAbnJSPMxg6xFyW1Q9ebZ7rtklYzychmj\nLXKlv9lDXzA0Oogf0YqfMB+ug6MZR4atxxmLK/ZrU9oQehLXEaRPLSCBU6KdbLExfJeX619BCofb\n3T9jufAiS4Xn2I4+pJPu8Fr9a8wGa7gVj166jyt9PBnycPADUjXm52Z/i2aywaPBW7zW+Cq+LHCn\n/23q/jK3an+NxfA5tFHcHXyXwCmjTHpGiMqVIWvFVyi6debD62wMT8vcCgGFsqRcdTAG2gcZKgc/\nFFTrLoNeTjI2+IGwon6TyFJNMjZ4gaBSdxj19RkdKKMVw9ZjZtffsAPS6qLt+xdq9PbuEPfPIi2e\nrp7jrSeTxGAufMzHhXQ8aisv4QZFHC9k5ZWv4ng+blCiu/Ph8eP8kGB2kbTTImntEcwuUlp/Hp1n\nOMWStX08QkQIpsCHy0Zy73xUkbc4i5g0mNONHdKNHZAC/9qqdayDaRUtTkBdcR2y3Sb5QftS7++F\nVVZe/SpRZ4f66i3coIRWGXk6JijWydMRhWCeLBmiVU65vjbVaypWl+i3N+zcT2kG3/4eTqUy8fG1\nEd+5B9i2j+oNTi/KjoMzUyd5sjVtCcXv37ED7nLxTNvHKXjMfvE65Zvz7P3xbeL9AWl3TOdHm6f0\nsea+dAMncFFpTmGpRuvbDwAorc9Quj5D/+4Bc1++wda/fGd6PEk7ov7aKtFmB7cUkKURW9uK4dBw\n70FGqSjY289ZmJefqK34SeJTT/5g2z1RL2fQSoku8D492laaLLP9vGGfYHEZf3aedAK/8+qz6HhM\n9wffBiEp3/rMcRVymeMwiv34Ib4MKbhVetme7RM7ZYaZhZoV3ArtZAtPBkgjGeZtpHApuFUOkyeE\nThlHeBijeDJ6j+3oQxbC6ywUbqBUzujRAOEKglqIX/KJ2xebjLSTLVrxBlI41Ao11KQtBnDzJR+t\nod1U6HMujijvUXRrzASr2PaMpuGv4DsFlEmZ8VepenM4wqWXHeAKj6JbY6wGjFWfijuLcjISHeGJ\nkLng6lRO4ErpFUqTHYEyOWXP+g9rkyFx8GRAqsYcJUhtFMO8TZT3ifLuqeMUAhbWPNZfCDEGihWH\n3mHO5v2E2ozD4hWfOz+KSOOc+RWfpXUfKS0z3A8lb31jQKEkufpcyNaD5EzyB+hs32b+5hepLNwk\n6u7SfPgDwuocc9c/z96Hf0b+MSqWzzTpvkQI6VBffZnqwk0O7n2Xcf+A5Zd/hdrKLVoP3iTq7Ewf\nK10XhCTrtTF5RtLaI1xao7R2w7Z4Ti5CWiOkgz8zb4lmE0a5UdavOo+G5+LjzwsDU89iWS3hLswi\nPQ+nXiFrthFSIgshTrVsZRWmJ0d/onVQOA7luas4rk+htoTKYpRKGPV38fwielJ9J1EHbTTFyjz9\ng4eW37D8CoPO5vHOMleoTvcZ7/ZUaI2JE5xSEVkuTbSjhjjVCsJ3QTroE8QwtxRQujZL6doM4WKV\n+GCIWwoo35wn7dhrwi0HBAsV/EaR3rvb7P/5PXRsz2P/zj5Zb0zpxhyNn7vK4XcfTc1dsk5EtNFm\nvNe3shCdiMAXvPqyRzQ25Aqur7sUC4KrV1wePMqJop/uIvCpJ3/pCFxfkjZTZlZCtB4TD09X6SqO\nratOniOLJWSekz15hMlzCus38GasdZzXmCXvW1MXGQTocYRwrYXfqfcMAtxybeJgZd2c834Pnca0\nSh2CygxGaXq6hZAO8fYTDuKH53+Ac/KGK31KbgNl8qmEQ6wGUMpZfH6JtJcQd2NKSyWkJyjMl2i+\ne0Aend7xrBZvUXIbNPwVutkuu48yxpFm54l9XDTU9DrqXD/X7ehDQqeCQTPKbVWmjGKQHbIjPkTg\nsFx4noP4IZ10l+XC80jhkKgRjwY/xJ3MC3rZvm3lYHjQ/751XnOqFJ06j4dvk6qIG5XPo3SGEBJP\nhpMF6vhCVSbjMHlCJ92dWCoeh+MKVq4FjAaK7UcphaLkM18uU6pIHE/gOMcG5r12Tp4b200whs/9\ncgXXFUgp8EPBRZ4fcb9JZ/M9Zm98js7We7Qe/RC/UOWFX/r7SMdl76NvnoIj/jRDSIf5G19g6aWv\nMO7vW7vEqMvw4CGF6jytx2+dwsEbbXezbqmCGo/wqg2Myol2n+AWSzhhafpYFY/Jhz2kH9h5gDwi\nd2kyY2A8vHRiFoE/7c/76yvIYgHVH5IfdskP2tbsPgzwry4ji8cIOqMN/tVl3Lk6IvAwqd2VC9ch\n3d5H90+jqvJ4xJO3/hXJqENj7RVqS88DAsfx8AIrAS1dH+n6mCxGq2Pbzp/UwcqkGePbdyxWv1TA\nmamj4xSnXrF+zhe+/LFMSzYYM/hoj6w3tu2ZxSrBbInhgyb9O/vTxA8WxNB5e4v6Z9ZofuMe5Rtz\n0+Sfj1N0rkhadkEBq381ijSFULIwL3m4kfPgsb3m1QWt4Z8kPvXkn4wVO3dHjIc5SayRjgRxWu43\nax2Q99pIzyfvd1GjATrLGNx5n/JzL+HPzCHDIlnnkNH9iVCWAadcObcX688tYbIEncRWQ31h2Q74\n2imyXGKw99BWWHb+ic5iPkl5EzoVfFngauk15oKr+E7I5uh9ileLJN2E2nqN6tUawpUk/QSdKgqN\nkMH4NNxSG02sbDtJCBhH9oD8wP48vGNvVtcTqNyc6g2OVf+ZpDCJQ91fJFZDxnnPVvE6w6AZ5OcR\nao6j7M5QdKqT5/ZJVESuUwRiMhg/vRq50udK6VUq3ixzwTrb0bGYmeNCY97l+18fMOgousDNVxSd\nZs6wp1i5FiAde+MNe4phzxYG8ysevbZCKUteSxNzZu5xHIaD+98lqMxaPSbXxw3KCCkpNla5+sZv\n0d27S2/vrrVf1Bezxy8TQlpWbWn2CnPXP08WDzi4/13Kc1dpXHmNcWeX8sJ1dm5/ndHh5qnnqnhM\nvLdFcfUaxbUbqDhivLNB1m0hACe0cghHImjJ4cE06Z/6xFpNNPEvUfkLMSmSDAiQ5RLqsEvycOvo\nxXBqZUySkG7tU3jluelT49sPcColhO/hNaooFVmSFAKTnIXA6jwl6u6i84y436I8a30UgkKdUX+P\nqL+L19+hOnuDXvP+lFRpDV9OeCsLKFclSWy/p7Ao6Hc0tYZkPDKnhASn5yTLSO49xJm13slCSpAC\np15Flkvk7bMFQHwwQKc5auLB65YCStdnSXtWIyiYKTG4e0A+TM6VcM6HCXFzQO3VVVSU0vtgdzou\n8mdKlK/PokZ2cZufl9xYd5FSUC4L3InSbrureXJZnaxPEJ968te5VfUEiLrZmTkaHPf5hePihIWp\nkFt22KQ36OOUytaJazQ4xaoVR0iIp0J6PumwPx0W62Qy/MGglaXMI4z9gXOP6aJwhc9MsEozfsze\n+D7PV7+ENj6H8RYVUSIbpmRRxmh/xNLnlu3nbka4RW/iXnT8RrvRHZrJY7TJuXFthsW1ImB7341Z\nh7VrHnlu5ZIf3svZeZJNvHgnKJETBbjW1qvg6P9dGVB066wWbxHrEQLB1uj2pT6jIzzmwnXmw2sg\nYJi1LdRTeGQ6Rp+bhc2kPXX6RGpldzALKz55muAFgqAgqc95FEqOreifAjxIxyb/g60UldmdgDif\nOD2NZNRm5/afsnLrV6iv3CKszLFz++u0N96mtvwCa6//DZZv/TLtJ+/Q339ANu5bHwGVWw1/rc62\nUIRlpkrHsz+ej1+oUZpZpbJwg8r8dcBw+4/+EcmojVFfYu313yBPRuzc/lM6m++dJQcaQz7sMXh4\nG5PnFoGiFAhp3cG6LYzOKa5dJ5hftd7F0kHn2cQXWE+PDa3p3f7hlFR1UchyEdXp2a/G2ApZBD5u\no4IohsgwAAQ6iq0ezolrVPcH6P4QEfrIUohq98l2JyzocxiwXqHC6qtfY9B8xOz6Z/ELFYSUeEGZ\nUW+HPBuTZ2PK9TWMMSiVUmlcRQhJlhy3sRwH1p/zrXCvsZVxv5NSm3FwPU001GSZIX9q/ZmSuIRN\n/ALssHecnFv4F1dqVF5aYvjQEjyN0qgos+oCQhAuViisNhjc3b/QpD3rxWSViNqrK7z4X34Nt+AR\nt4Y4vsvw8SHOhNfy6HHO5pZiFNnPeOtFj25Xs72rfiZD3089+Z+JZyRZnSZEjx/YFtAkwVh/zbPY\nXKM18c6WTYRPnTkVj3ErVdyyZZAKzwetkK6HiiIK6zeZ9hqMJtraQI2eGh5dEFVvnvnwGjvRRyiT\nMcq7dNIdMhMjRBmv5OEWPIKqj84V0pWEjZBseAS1PI65wjpCSOaCq+xt9di4P8LzrXlKEhvWrnuo\n3NDtCeaulZi/7pNGiqBs2brpWOE4YsqdGB6m5BOmYCCLGKNpJ9tTZE+iL9fbdqVPrhPGqk/NX2SU\nd61gnYmR0sV3SyT5kKMvU+mUzfgDOukumtM3SJ4ZHt6OuflKSHXGoVhxONhOyTNjP6s+XdVKB1av\nBzTmPd5/c4id+dv20MfNPaP2Njsf/ClLt75CefbqVInVCvIZ3KCIX6gyf+PzFGpLZPGAeNAiGR5a\nvLvKLP7daKR07Q7CL0wSf0h18SZBeYbm/e9xuPE2IKgsXKfYWEE4Ln6pbg1k7n6b9uZ7F3JQ3EoN\nvz5LcriPX59DxWNUNCCcWyJu7WKyjNGT+8TNHaRfIOt/PMRUBD7uXAMR+rYw0NpWvkIgCyHCc/Gv\nrZC3e6QbO/jrK3irixYSORpbFVXftlDtvz2cuTqyYHWCkBKnUbN6SIE3WXwMqj9EHR5X1MJxrT9y\ndZ5CddGS7YxGZQl+WCNLRziOb/0VkgG6k1NpXMFoxaDz5AQ8GfpdhesK4rE1vA9CewFcue6BsPOw\nnSfZ2QVAKZxK2epF1SrowQgdJ9OB98mIDwYYbVCTdo7ONNkwmVqiqiRn+KiFOmeXMw2tyQYxWW/M\n4H4TrxIyetJm+ddfpvri4nRhmZt1CHzBnXsWSu1I2/LMf0aaf//fS/7PCJNlJHuXM+U2eUba2rc3\n61NN8bS5h1Ms4dVnEI5L2txDjSOcUhkhBVm7hSwUJ0qiGU6hiB5HH6u86AqfuXCdTMdUvXkq7iyu\nDNjqfwBA3I0pLhSJuzFGGaJmhE4VxfkS/Sd9nnZrKzo1Um9M0a0Rmz7XX/ApliRZanh8P6NYlOTK\n0G6rSWtEkIxy/KJDseYxaCYTCK1NkCdzo+8UGOZttqLbVL055sJ1LrO9EQhc4dNMNtgYvs318ueI\nVI+CW0UbhSM9HOmRqegE/8FjIbxB4JSY8VdpxseIE2OguZ2SjjW1WYedxwmtXYv2mVlwuRHKqaez\n48DazYArz4U8uRcz6EwKAG3IM3Op6ijq7rD1zh8QdXeoLtykWFuiNLtGUJrhcOPtiRdvwPUv/YeU\n59YnBi8+C89/mWJtiai3R3f7Q7xCldn111FZTPPBmwxbjyhU53H9As0H3yMetHC8kMrcOmuv/waD\ng0ckozYbb/3fRJ3tZ5IPhZB4tRmEkLiVGklrH+0F+DML5KM++cC2F9xiBa8+Sz7sfey1KVwHWS5Y\nyYMJVFq4DkgxUUYd4VRK6NGYfP+Qces0QcpdnkcWLfbfxKk10SkVkOXShIuQo1odEAKnUprij02W\nncLZ5fGQxz/4l4x7+8yuf5b6yotorRgPm5QbV6jOXENKl0H7CUYrsmRAe+/sjjQsCDxfsH7Do32o\naO0rCiVBsSTpthVpYq8JxxHkT5lD6d7Awmgnu4D8sIMsl869+t1KSLhUm8JbndAlnC8T73btucgV\nhZU6UZIhXHnaJnUSTtG3WlWZ9cNO2yOMNiStIeOd3rFGmYD5OUk0tnyDRl3S7vzsSKp/qZL/Jw2d\nnEXSuJXaJOk7OMUSCIkvbZWSddtkvQ7C9fD9ADWO7I12ZDv4MTETrOIKj7u9v6DmL3Kz8gUeDn5A\npu1xRAcj8ihDpQoncCjrCoOtAaODiLR/dveyHX3I/vghS4WbFMMC5ZpDr6OYmXWo1iVZZq3+jshx\nearJYkWeaEzJEuiGh3ZhsF2ACSQWQcGpMhtcIVZDSm6DQfbsPv9RSOFS8eYouXUWwhuUvRlayQZG\nSpTJ8cVZDXIpnAlfIKLo1oHTcENjoFx3CEsOm/eTaRKPx5qD7ZQ40ggJN14psHoj4OEHY3Yep9PH\nSSnwPHGRwOOZSKMO+3e/TXnmCvXVW/ilBkIIC8N0Axw/xPFCxv0DDu5/h3HvAC8sE1bm6e58xPb7\nf4wblCjPXUXnGZ2tDxi2NqYtn9n1zzJqb1FbfA6Vx/T37tPZep9Re4s8uYwRuNUVSruHE50dl6Ax\nhxqPcKsNnOEAFVmjH+n5VvrkSOtj0qLUeWqv/8mOQI/GJHceX+4EnRN6MCI/EjpLM8w4Ibl3sZLp\nha+jcqLuLkblxMMWKrsGGNK4x6CtkI7V6bJmPxcXI1pBp6UYDzVZbshSw7CvyeYNQSjBGOJITWcC\nJ8NkufX9xba8jn2Lzm4dTa4nxkiTXWycEe8PyKMMowzxwZDayyvoXOM3iiTNp3gsUlB5foF8lNJ9\nd5vdP/hg+qfCiuXfHO04mi1FpSyoVOz/HzQVne7PCOTPX6bkf1ks81Nenljh/emv1Dia8gNsb3zy\nNAw6Hts+q5ujkxgdj9Hx5cgzgSxxrfwGUT4g0RHK5OzHD2klxwO98nKZ0nIFowxO4CBdgVf00Mow\neNJjfHj6vYpundApUXBrSGFv7u6hIiyIiTmZwfPthb57Z7I9zTTtzYjOzpg8UcctYHl8alwZUPXm\nqPtLU+LWjw7/7aU+pys8qv48dX+Zmr9EpsckeowjfMAwTFvoibn8UeQ6Ziv6gHa6c6FXQbnmMLPg\n8sAVmEmlFkea3Q3b18fAoKt459tDeu381HBXa0OW6mdU/uLE3GZC3FI5g+Yjou4uh4/fpthYoTx3\nlSuf/S2C0gyF6gJZPKBQW7KevY0VW4l7IY4XWGMfx8f1SzTWXsULStSWX8LxQmbWX8cJivR277L7\n0TdIhoeXTPpMjk3hFsv4z72KcCQqGZM094h2NvCqdcLFVaKNe6hoiMkzims3JnMxhXQteSvttUla\ne1N28E8aejS2blfaMH7v7o/1GsbY1trKK7/GqPWEmauv4xUqds5gNGn8Maq1JyIeG+Lx2YJs+0mG\n69p2SXbO0PdUCPBWl0g3tiem7mdzjD9TpPL8As2/sNh9rxJSeX6B5HCI0Ya0M6KwVkcGLoWVOknr\nNMKqdmuJaLtL9aUlDr/36PSLa41w5DT5r19xWV5yUHpqPsjMjCRJDLfvZPT7f8WgnpeJcPUqTqGI\n8AN0GiOkMxlyWe0P4UwGXkKSDwcke9s4pQrB4jJOoUjW65Ds7WCyFJNnqKduCHHUL9YGx5c4rkEN\nDmEidazV+bITR+HJgPXyZzhMtnCFzxfmfptUxTwYfJ/0RB896SVoZXA8h5kXZ2l+0JwM2QzJ4Gzl\nvxBes1W2U6OZ32U0UuSZIY0NL79hcfGbj1Lb009PJNtzdHpOHnsgixjg/e6f0vBXKHsNjDDUgiVy\nbfvfUrhkEwTQ0c4F7MKR65R323/IUuF5tMlROiXXCY70AXEG7SOFiy9L+LJAKMsk6uyCOhooFlY9\nbr5SsFaexsKAVW442EqJhpr9zfTc1rbAEuacIED6Ep0myCBEBiH5oEcwvzQ5CQaVxKh4bAd9aYIR\nhoyEw8dv0d58D+l4hJVZio1lgtIs1YWbNK68hhMUiYctynPr3Pji7yJdjzwbo6IuQWkGjKG3e4e9\nj/6ccf/AVt6TGcEnjWzQpXv7h9NK1BhjK3utSVoxabtpVWzHI4aPPjomfZ0Iy179ZO8tgomugH2F\nYwKlOC6SMPqM49VlQ6VjDjfeJqzM4xeqIATtJ++egrqef2AW3TSVu3hGiyuOzoIKzoS0Zk/u/Cx6\nGFli1zmue0Ybeu9tE211yLr2mo0PBhx8896E5GVIDkfs/j8f4JZ8Zj531VqQbnfBGMLFKvN/7XnS\nTkT/9i7d93dOvb5wHYK5MvG+XfT29hWDkdXwP0r+AGkKo9FfQajnZaJw9ToqjgkXV6xip5RIPyA9\nbE5gngXirQ1kEFiWbzym8upnMXlG1m5RefFV3HKF0b2PzlRCQkBlLsALHdJxTqnhU6h49A9iwEU4\nHirVJCNF1D2LmnCFz9XSZyi6DT7o/qnV4Xfr7I8f0M9Os0eDekhpoYRwBSpVzDzXACAZJCTd+Awz\n9snoXXaiuywXX8CXBR6+O7F8TDLS1LC7ab2IPwkBUCAouQ2kkLRiO0Ab5R20UXgixJGQqcj27oVH\nbtJTzy57s+Q6ZZC1KHuzjPIOBkMpmMMRDkJI4mxAlNmeKNi2z1rxFjV/gbI7Qy87y6pt7WSUKg61\nWYc8tQuuF0jy3NBt5URDjR8KgkBYrL89HCvyqqC5nRFnRZyCbyvMUgUcBzEaIqRDPhogpIN0PQht\nX11n2bT9l/W7mDxB5wnDZMiov2svDmWNfGQYWBSY0siJEqUaR+DIaQ+dS0iIXCqMsYXKRX87KTCn\nFJdlrx/F+itlvFDS3U9oLAUc7iR0mjnB81dtb1sAubKM1zSbGigB6HFCcm/rx/TIMOy8/+8+8bO8\nSh2nVMEtlMmHXZKJs9/JcFzB0s0C82uWg6CUYe/BmObm2YVFFkL8a1dACJK7lr8jpDiziGaDmKwf\n49WLJE0L+CgsVVn62i2a37LyDnk/tsPbv36Lwf0my7/+MqONQ7xKAek7DB80Kd+c5+Ab96ZD4qNQ\n4xSdKvTk9zMzkrVVl2pZUK9LxpEhyQzbO4q9/b+CUM/LRP+9t3BKZdSwT/nFV4l3njDaeIjwA0o3\nXyQf9Mi6lsiks5Rw7SpCSuLdbbJBD6O1XUDGY8aPT+vIu4HECyTSETiuJIs10lHW5CTVmFRPDFjO\n3ooSh4XCDVaLt5DCYaXwIlI4dNNdmvFjzFPJfLDZZ7B5vLUtL5dxfIfexll8MIArAgpOBV+ENGYl\nt24GCGGN0VeuuHi+3S04jmBvK6PX+fgbUgqXhcINGv4Sz1d/noJT5dHwLTIdk6UJnhOQ6YTALSMd\nd6LOaUMgmAvW8GWR9fLrlN1Z2smWFQw7IQSXnWD3giV5bYzeoRk/4UrplXOPazzSfPTWMypKAbW6\nZOWqSzQ0KAVJrPF8Qbul2HqYWGP5IMQtlie+zRHC9RCuR7BgtWrUcIBw9MQbomhFAx3nNCxYCJxK\nBen7Fg489YpOUcMRsla2etrexCIzjq0j1GDw01sAfobxq7+/zLCT8dYfHvLFvzXP/bf6fP8P2uTN\nzgQBZHcOwrF2nshjCRWTPcM4go+H3H5smLPrilMogsqRnkc+Gp6rwROUHL7yd5f5xf9ggaif4wWS\nf/Pfb/LH/2TnzGN1nJDt7OPO1K1949aehQ+Jp6RBJtaL3XctyET6Dkk7ov3m41O9/eGDJrt/BI03\nrhA3hyStkWUE7/UpXp3h8HuPGNw969PshD6laxV6kx3B7p7C9wSdjqDXN4xGmnsP859Z3/8vRfJX\nwwFqOMCkCfnKFdLWAcn+DjIIyDqHZN02yb49gU6xRPmlzzC6e5vx5mOMylGjAeHyGm65aiEjJy4e\nnRsGrQQvdFCZxvEkQdklTzWjdmrbPvqsqbxA0ghWqHpz7I7vshBep+LNMlZDcp2gnnbTOi+kQLgX\nTymXCs9PETKJeUyeGYQQ9DqKaKinrD+jL1+I+bJIya3TTfeo+Ytooxmr4aS1I6y6pzGM0vZEsuG4\nyrQqoYLHw7eZC66S6GjiyGXItX3ekfPY02E5wj9+YjzKJ8O+wXFBpXa6mZ4QENVJjHA9jNFkg579\ng9Gk3UOCxpz1Y554QsggtP1xrewc6GQlKQQmyywvQcqJto1BpylgbMU/cY4zYMXRnpHxpCt+Km6X\nYL9n/TTbUwqcog+GqQPa1AZQCoRnF7e8PzFRN7B9N+LhOwOuv1Gx3SGtyfcvp89zMoSEG29UuPmG\ndTMLyw5B0SHq5dQXfAtCSDXFqst4oEgTTW3OY9Szc5tywyXq52hlqM7auZFWMB7mbN+NuP0XXTJj\nLNw1GZOPR2f5Ftg2SZZovv1/7HPnzR5v/OrslBx4JpRGdXqowZDg5jqyUsIYg7iMOF+9QP2NNfLx\n8Y7Y5JrBvQNUnBHOV3AKHtF2l/FWl/RHm4w2O+eigFSSMbizj560bGcaktlZSZJAvS7Z3Vf0+v8/\nGPiKwLc30wUa7oCtCrKT6nvCJvMTMA/h+aQHu+SDY/ibhYjuIItFnGIJNTiuvlVuULkim0gqH1X8\nKtVT9Mx5zmJVb4FrpTfYi++zN75vMfPpNtoorpc/R6rH9vcnqv+gFlC9VscL7WmXvsNg++IhVzN+\nRDPesIk11jzYSPE8QZYbXAdWr3uMR4aDncsP9WaCVVrxBpujD6h4s6wUX0JOfQ/NdFB7ss9//Nw1\npHDppnsUnCoj1SVVYzSKUdqe0O8NSj+1JRceNyqfYzF8joJb5uHgrUsf71EYA922ZtDXlCuSeGxQ\nE6mHo1tWZymm37UsVT9A+qHlgKQJqlAkG3SPURsTXzzpeUjnqdtAa9TI2ggKz0VPpIHVaITRVv5Y\nuN7EXMggXNd+y+eswNc/U+Zrf3+NeJgTFB0qMx5JpOjspSxes65u7b0E6Qhqcx55Zujup5QbLoWK\ny4ZMdT8AACAASURBVLCbMe4rZlcDOvsprisoVBxaWzHvf6PDnTf7iFrZksHynGC5QXY4QGcar15A\n+i75IEa40tp3Kk1QkPzK7y1z440KN96o8Gf/fM9KSizNUHjlOno4Jttvk2434Vn3I/DZr83y6//Z\nGn4o+ef/8AE3f65Knhju/qDHr//nq9x9s8fhdsIv/p1Ftu92ONyO+ep/usoP/m2LQTvjq39vha//\n811cT/ILv7PAzErI4U7Ct/73PRauhixeW+ZbfwD9mAmB8+IEPTjM2Loz4oNvWZjq3OrHGDnlivTJ\njr0mlLqUgFraHtH69gPig+MdsesJilWXrN1jcNAjrPp0hgqd5lPRRi8QeL4kGhwXQF41pHBrme6P\nLGrK8wT7B4qtbUW741CvSWpV+Ve48ncdvIVZnKrV9dBJio5i8v1zLBMdK2LlFEoEiyuYPMNrzKJG\nx1swq+RZIuudtI7TqHhM6cWXiXe2TiX/48cc/deQDPNz/wa24q9687xS/2WKbp1Yj0jUiKJbZyZY\nZZR36aV71LxFDJpm/Bg1qZ7TQUr7o5btLwIYzhjXnIxoItEwVn3mZiosVFxe/bmQPDd0Wgpj4GD7\n8k5CrghYLb5IK9lEmRxlcopujeXi8zwcvHWmTXUypHBZKbxA0a3z2ZnfBCF4OPghGoUULrVweaLz\nb5E+g/hg+nraKDZH79OKN7lSeuXHVmhJEwMJxGN1+js58YJHrRs1HqPi4wUsOTw43a44IgkmivQ8\nBqxSGNR0R5Cn6XHrA6yF4NF7PsPJa+X5EuW6y7/47x7yxq/N8jv/YJ0//sfbvPVHh/z2P1hnbjXg\nj/7nbbJU85/8t8/z6N0B/+ofPeFXf2+Zr/7Hq/zj/+ouzScxX/xb87z1h4cUKg6/+1/f4IWfr/HZ\nr83xh//TFt/7ZkrSiUAbvFoRnWTozgijLA5dOFaGWUiBUdZA6aPv9Pjou13qi5ZdKqTAKRfI9zvk\nhz3c2Srln3+Z+N4meat7Llu33HD57Fdn8QLJ4XbMwnqB+oJP7yBl1M3IE8PupO9+uJ3Q2oppbcV0\n91KamzG9g4ReM6W5EeMXJOOJptfX/9kO3/jf9ig3PL78OwssL41o3++iRs922qoveMyuziAEfP43\n53n87uD0A8SkWLS0YNAGM44RrmtdvI4ec+I6EQgEEo0CBTpSuIWQfHhoK3YBXkFSqruo3JDFmnJD\nkg4SZld8eq2MeKQoVj2KVYdocAx2GO/0OPzuI7trA3Z2FULAKDLcf5izvOjgumcO6acWn37yV5r8\nsEu210KWCmDMuWgC4Tj4M3OkhwcTnfGQbDQg73XQSYwMCxaWKSRZr3t6G28M+Whg5wI/wVl0hMeM\nv8JKyfb4HenaQaa3wIPB95kLriKlw+Ph28yH17hWfgNXBuxF98hNaqGYyeVbH+ul1ym7M8wFV6H0\nhIbvICTc+yDh+VcCth9n5+KYL4rFwg2UUTT8Zcr1GUpuHU+GzAZXaMYbZwbUJ2M2WKPkNfio9y20\nVtSDZYbZUZvATAxcOCtXACiTW/0fk0x8ARoshNcRSJTJ0EbhygBlUgQOqY7oZy0uqvLOUUQ471FP\nJftnGcBcorL6ca8bYyhUHFZfLDG7GuB6gtnVgMXrBWpzHmHZYeFaiNbgBZLqnM/qCyUai1bTaOla\nAUcK5tZClm4UcH3JR9/tkaWaV3+pwbVXy7z7/TZ5MUB4DjrOUMOErDPCCT2M9GwFOoynA8d4pPjO\n/3XA7v2I1edLJKPJNTlRDc12W2S7Ldz5OuGt6ySPdsi2m2fOU2MxYNTN+R/+i48YdnP+o//mBjff\nqNLeTXjpSzXcQPKFvzHHsJOzdKNAoTrPuK+YuxLypd+eR2WG2oLPr/zeMio3JGPN3qMxQcmhUHUp\n1VwWroa0tuLJoPvZ946QgisvlRAS5taCM8lfhD7u/CxHZjN5p4dJEtwFi9bC81CtDjqyCVogKYgS\ngSgy0B18HWDejdl654dkJkajcH3B4tUC9UUfow3dgww/lPiBxPUljmsrE+lAoezgeMJCl7GzgmC+\nPGX4RuMTshkatnd/tvOjTz/5OxJZLlpDZW1s+0eMz9xsXn2GYGkVFVlLvfTwAKdYwq018BqzBEsr\nxJsbdiFwXeRJzXEhcMsVnKDwieFvR+GKgKXCc8wGa2yNPsARHq82fo0o73K//yaHySbddI+10itc\nLb9GIMu0kk0KToW10ivsRndJ9OWx3gD97IBeuo8nQ4KxYhgrVObSbineeXPMted8GnMOhwcf/5lC\np0zNX+RO79u40ufl2ldwpc+T0buMsi4rxReJB8NJD/90SOFS8xYZZV3K7gyBU7KtqEkP3wC5StAo\nHOGiJqbcR+HJkPXy68xkq0hcRnmHG5UvUPMXeDJ8j1RHzAfXaCYbFJ0qngx4p/NHF3ICACSSgCIO\nLhJBRkZKjHpKPsInpECJmIjkPAnWHyMCCngEjBmeeb+nY+tuxNaHIz7/G3M4ruC9b3QIig6v/VKD\n7kFK9yDl6stlpBTc/2EfrQ2f/805hANv/8khi9cLzKwEaGX4+b85jzHwv/zDB7Q2Y1qbMcs3CkS7\nfZR2bWunHE/MjjRJc4D0HOuLHBzf6mHJ4d/7O4s8+XDIS1+u8fafnN/rz1td4jsbhM+tWWLU3mki\noBfYdqF0rLJqdy/jT/7pDm//u8MzrNrLhJCClZtFfu3vLTO3GlKquay/Vube22OcwqS1pXJUMj53\nwR60M/7wf9zmna+3+YV/f4FS7XR6M0lmJZ1nashS0eoUSYkeW6inUywgi6HlMxiDRCJxUCgc4ZCT\nI7EChkefTmWGQSfD9W2SjwYZxWqI41lV2tq8R6Hi4AUSL5R4/nHy771/dhh99pycAt+e0uv6SePT\nT/7aDjHdOetlqgYWP3sqhMCfW0SNBkSP71uDbUCNhqjRkPLLr1O4eoOsc4gaDXFrddxKlfRgzz7d\ncfDqM2T9rh3WfcLwZZHlwgtU/XmEcMh1ihaKXrrH4+E7E8SLJtEjdsd3uVH+PI50udf/LgLB52f/\nNqFTZnt0m0HePvv5LohWvEkzfowQknKvxv4oByxdvR8bDnZznIuGWidPH4L58Dp1b5lDdxOBoJ1s\nTStyZTIa/gpLhT6bow/ODGYr7iwGzYPB96kHy1wpvkov26eVbNBN9zBGkSp7XmN9/gyj7i9RcWd5\nMPg+j0fvEDglav4Cg6xJrEaEToXt6EOq3vyFiKCjCCkyyxJSSEJKSCQ9DsEIBnQYcewfXKTCrFii\nbfbPTf4+AbMsWT17ciTOdJuvsItYl9apJF+hQZUZdnnMmCFOrYw7WwMpbcuy1UVWiuhB9P+S955B\nlmbnfd/vnDff3H079+Sws4NdLDYAXCwSCRJEolQgRIkULRdJU6bo8MEqxyq7pHLZUtkqUVX+oC+U\nSqJoiaLFZFpMawJE4iJwwV1gd2dndtJO6OncffN983uOP5zbafr2zCwMGRD9zIeevn3ve9/4nHP+\nz//5/1nZ9vn9f6uQRU6+1R4ll8RMdt5BCCm4+EKDZz7W3JWxVoVmazkh7mcolYEQqLwwxUWlUVGK\nigylULp7j7rlCI5dKJNliuaib4TzNGbFvb8yrc0AkJZ9rHrFwD/7bDaFhOMXy/yl/+w48aCgeczn\n1c9tsX77Ibz9B0R/O+MHf3qO939mGq0gDgvc+gTuhMSuNEjbG6hsvHG77Ugasy71aZfGjEuWHHyP\nDDysulH61WlmtiEwZu6BjxqEu54GAApFTobW6S50W5BRUByY3OSpIo1HEGeh6Wyk9LaNSKXrS8To\nWrXXUuIHeW3fF0FZUp10sGxhuvM19FoZ0eC7UwP4Pkj+yhgqYPB2NRiO2lEPHqBVKqPS1Pik7osi\nHJJurlE+8xjCsimGA7K2kX8WrodOE4TjYtfqZJ32O07+JavOmepz5DrjVv8Vpv1TnKv9AGHe5Ubv\nm/SyjQNYeZh3uNn/Jgulx1gMLmBLj6XwEkkRcqz8JFvJHcOvfwC+vhOLpYtUHKPn305XyHNYvrN3\nc26sPpriU8mewLfKrEZXmfJP4FsVbg++RVwMOFV5Bks43Bq8im9VaXrH2Er25BeksJnyTzDhLtBN\nN5BY3Oj/GYXOqNhNBlmbXCe7sM9RsRnfZiO+RcWe5ELtg0x4CyhdcLLyHgqd4cgAicS1SqNi8/gB\n0iT+eaqiTo82W3oVjcbFpSIalHSVVW4RMXJ+QzHQ3UM9FDthYVMRDTSKjBQbG4lDQQoIKjRIdMSA\n/XRcM1TsbqNRBcemaPXwzx/HWZhGFwXJ9SWKQUT3jsJu1sljB8vxKfoZ+SG3ugeHEGC7khPvqvBX\n/9vT9Lczyg2bz//qyt4kWGuK/uHEq7OCYh/HPOoX/OlvrnPv6hBdGBhIK0Wx2eFQQaZQZEsbxi1r\nHDymYeVGxKCdUW06h5lI7zBUodFK82e/t8mVr3V46ocnkU6ZIo6wSpVRP8b4lW65YWoQ595b48TF\nCi/95tp95yFHZ9lI38jAgjpOkBN1hBBI16HoDfbVdhSxDtm5FwUjbwnU7vOrNQzaxoWwyDSWI3B9\nY0nbWU93O8vr0w5e6Z358bq+pDHt0JiyiQYFSaQY9gsOiYB9h/G9T/62jT3TxKoavXDhGWnjbGVj\n7z1C4M7Ok7W2xmKvOsso4gitClSWEq8vUzl3ETkSZHMmp0wX7eq9R8ZuLeEy5R2n6R3DEg5KF2Qq\nMTdEMeDu8A2GeXvsZ6Oiy93hGxwrvYsp9xSvt/8YrRVN7xjnq++nYjdZDd8iUdEDBwFNQZT3qTnj\nE8VDtLx2j2MuMFaL98LLzPpnyO2MVrKCRrMevc20f4pOusa053Oy8hS5Tuik64Cm5kzjSI+V6C0W\nSo9Rtid4q/tVBIJTladJVcRGfIuHrWbWoptsxG8z45/CtkssF1+HHKTrkrW3sStVRNkDpYk7mxB4\nOKVJIxg2HKAzs9wOKOPisa6X6NGmwGjvW1iEekidSZrMcY+bo28WODiMF+yFmJDb+sqO6MPoEwIL\nmxqTow7ggwVhhSJmr5dBSIGOEvJWz2gstbpI3wVhZBGsso9VLZPeXcNqVPHOLoKEfPPRDWTmz5aY\nPxPw2790i952xl//H85w7+qQm9/uP/zD94WQoxmpAMcVBpfeKYYCIrD2GnxHn9FaI1zHJMx9s+ON\npYhv/8k2/e2MoGI+Hzh10iKiUOa8VbxpNJphskXJnSQvEtLiwRDon/3eJldf7iIklBfKuyKLRp56\n/L0WDwu++jvrvP7FFh/8idlDfzfGTRY6MwM7SqHzgmx10xAH61Ujq37wU/v+p8dSuItcM2jnu+f2\ngBnV6OP9Vrb7nkeNsF+Qp4o4VCSx4t6NmGj43asDfO+T/8hardAa6XtGWTC8b/aiNenGqpF1cN0D\nTAssC7c5jb9wnOHNq6AU0Z1bxg3IcRCOixCS4c2ru3aPDwojQjbJXHCeGf80b3a+SFT0uFD/IM82\nf4y16AbXe392QLZhXGQqNk5XKuZ4+Uls4RLlfa51v8586TGebn6KO4M32E7ujsXZAVbCt9iM76Aw\nrBwpbDPreETgTyCYdOeZDx4jUxFaq9Gs/9u7g85WcofArnKx/hESFbIZ32bGP2P4/3mXWd8UiTei\n27iyRFQMOFN9lsCqGctK6TDItgmL8Y1qO7FQuoAnAxreAptyhTBuIVwPy1Ykqo9MUmy3BggyHSMd\nz8gvpOkuZVdiYeMQMiAmOgDFFBQM6DDNPDZ7DWc7KqRCj0/+msPJHQQlqpSpEenBoQfexqFCnQ6b\no22AVSvjjGSShWOkCIRl4SxMmcS/vIF7bBYsSfL2soFQHjFcX/LURydozLrcvjSg38q4/kqPyy+1\n94q17yBKVZvP/O2TrN0MOfdsjT/85SWk61B+4Wm0VqazN0mRvotOchhBizrNKYYR4StXd3tlZk4G\nPPujTfqtjLPP1rj6chffqaN0sZv8xT5hKcfysaSzDzbR5EVyaBL0wmdmqDUd3vPDTa5dilF5Rj7s\nPXDyFvZytu7FtNYSVm6E1JrOwTfkBemtfeY5u41rI0bX5jvvc7g/tIJ8DDPKlBrH9Gf4Zh9Vku+q\ne+6E40mGvYLt1RQvkDieIHznY/2R8b1P/mhwbJyFGXSWU3T6Y5eXWbdN6eRZymceM5r+cYSwLLz5\nY8igRP/N18h7JgHpNGHw1hvYtQZWqUx4461HgntKdoNp7yRVZ4petkE7XaXqTOHKElmRsBxfoZUu\nAxqJhUZjCfOz0IdHdY1iJXyLaf8UJytPmYKvMB2vNWeGi/UPc633Ne6F401Upv3TWMKh6R0n0RGu\nWwE0aRah1IMNOsCYuE/5J1mNrlJzpjlVeYbr/W8Q3ufwtRpeo2TVidWQ1fAa5+sf4HTlGbaSu1Sd\nJmHR42TlKVxZ5tbgFWb8U5ypvo/N+DaDrMVscI47w9cOafrsj4o9iRXY2MJFZ0vsAs0YTr4QEpUk\nSH/EzZbgTkwBgnRrk2JgZtUCSVnUCPXhp8CnRDH6t/8aRAyPhH3GhU9AXTRBa/p0cAkIsA2tFYmH\nfwDzzVa30dMN7GaNbLNt4IUoMZo8WU7R7hkqeW+INVE9ErYYF0LA4mMl3vXBCfJM89wnp8gT04dy\n+avfmfVkEha89Jtr3PxWnyxV5JnZz/C1a6OEKMAyksfSsU3vjSWNPv8wOtAk6fmSj/z1OfJUM+yM\nX6FqrXHtEm5eIsmHBE6dsmuSnkYziDco7oN5L36gwYknypRqNm/+6V2KcEARDsZtfjcasy5n3lNl\nYt7jmR9p8saXxyTzd8DaChbqVC/MkbaGuJOlUb+EZYrBrk0+TLF8I9UsbAuV5Nhll3yQYPmGZSV9\nh3yQgNa7ncIA/nwdf7pCsDgBApKNPmknZHhre3cQCPsFri+ZmHMZdHJ6299dYf/vg+QvIM/JtzsI\nKVFRfJg3rTXxyj28mQXcmXmsctVILSuFN7eILnKSzbWDCpxak3fb5N3x0Mz+cITHpH+MujPLfPAY\nrXSZpeGbzAXnOFV5hu1kiZXoKlHeo2TVsKRNMmIkOdKj0BlRMRgL4Riu/y3ios+kd4zTlWeZ9I4h\nkKQqJnnA8rdk14iLOoFdIysylMqxLNMF+fCzKlksvQtH+rzV/VMWSo+TFCEb0duHPp/rlLvDN1go\nXeB8/QUyFTMotmi489wLrxif3tr7WA2vkhRDNuLblO0JWskyW8ldnp78FHHRZzW6fuS+rYRvsR7f\nZMo/hSpilEogNubfxXBg9OZ1gHAcwCSjrN020MNo5q8oCOlTpkaVCWycURFX4+BTooLE2p2Rm/Mg\ncPEoyHFHSbsgN7ztMWFhM8ksHgEdNgkZMMMiniihyLGw8KlQ6GJv7honRjJ7mKDTzBR14wQdxhRh\njD09Ybj2mA7ccaYhR4VfsXjvJ6e49JU2S28N+cGfmuPUuyv8yn9/fbfI+E4jSxQ3Xu2xdGXI2s2I\nIlNgSZx5A48aeYuSGcQKszLHNpi/XtmkiJM9OKOd880/3GLQybn4Qh0AKSR7xQOBFBIpLAJ3Aq2L\nQ5OEkjvBMG3tvp6lmj/+lWXWboY8+/HmIx+XHnU/SwnDXsbkvMeppypHvr/INOu3I9Jo/Hmsv3uR\n4z/xLMv/9jXmP/kE61+4ilPz0XmBP9+gf3XNKHm2Brj1Emk7pHJmis4by5SOTZBsDSgdn2RwcwN/\ntmaSv4DKmSnmP/EEwzstLM/Gqng4NR+n6tOq3aX9rbugTcHX9QSeLxkKKNcslIaw992Bfr73yV8r\niu6AojswPOM0G+tJquKI3qVX8WbnKZ99HGdiEpUkFIMe4Z23yToPT/JHRdM/wYQ7z2Z8h0JnLJQe\n50L9AwhhsRxeYTO+TVT0sIRDqmPU6Aa2hIMl7JH42dEJWaPpjVgtk94iNWeaXKesRddppUfTve6F\nV9iIbhEVfSreNLblGblk9fAZwGxwhpJdQ2vFhfoHkVisRddJjoCYoqLPVnyXs7X30U3XWY9ucq7W\nGHX/CtrJyi6rKS4GrEbXmA3OMuWfpJduUrEnmXQXaaX3jtz+IGtTdaZNYX+0Etvxy9V5TjHoG1nt\nogA9njESMqCtN6iJJqe4wCp3KenKqNNLM9Bd+hycEQskTWbxCfAIGNBlg3vcL0MhkSyK05QxSczG\nxcGhzSaWNgYbAsEE05SoHqwi2DbCtij6Q4RjIwNDNdZZTraybzAq+Tyy8QDw3CemeOz5Or/2P97k\n9hsDLjxfZ+VGyK3XDq58LFuM7UQfF+W6zY/94nGWr4e8+wcneOm31tF5QXLzHjvy197JeQOJrWyN\n4J8MlWaofYkfoLeZ8vqXWgzaObUpM5svVE7Fm6LsTVKoDEvYRFmXNBuMMP/4gOS3Hv3biTQqeO1P\nttlaiqlNuVi+j1Nvjrqq05F5zeEE2NtMeevrHV7/UouNOzF/9b85RX3GpTrpmCayfsGwk1Nu2Nx4\npYfjS+5cGvDnfzSmoRQoogyV5pROTKLzArcR4DYrqCRDSIFTC7AC24i4+TZuo4TXLBPM1bECB6du\nxN2cWoAeQUHlE5NUzkzTvbxK46lF0nZo3lsL6F5apvn8KYoopXdlDa3BdgVZoshi05ktLfEXKfmD\nTg/O9PfTuGzhUnGaaF0gEotiuYNuX2WQbaNURt2ahthGW01cJ6Cfb5EUQ6OuadWJCkP7k8LcmMP8\n8FIwVRFx0WeYt3GkayAdrVkJLzPI27szkp2kL7FIdU6mkl1myqMsJlMVsh7dpJuu41tVhnnrgVz2\nklXHlT6BVd2zrVQZUtqG2jc2BJPuInPBOd7uv4IjfU5XnmM9vk4nM0Xc8aHpZRtc736dhdLjNOpz\n1J1ZZv2zREWPW/1XiYvB7nu76QYlu8Gsf4bbg1ep2E1OVN6NGuS7xeL9cabyLDP+aVwZcGvwrb1v\nvW+Vpx/iWaco6NJiqPsM6VKniULT1ZtEDEhJDszqNZpYD0e9ACm5yAl1/9AVc/GY4Tga6OkWCREl\nqkyxQIv1XfYQQEB5d9s7kS2tI2tlrMCnGEQUvcEevLMjF6w1+do2Knk4ZCcEnH22xrt/cIL2WsrH\nfmaB9obRmvrir60emK0++4kmP/TT80hL4HgS2xWkoUKj8UoWWaIoMvP/naajr/ybVWzXIqjaZtDQ\nRgvIPTZjZv+2JLu9hkpSnNkm+XYH1T8MnU6f8PmRn1lk2Mk49WSFay936cVrSGGPPKkVgWtMSzJl\nGqNylZLme9u6f8UcVGw+9rOLLL015NmPN3nzVRe7DG5jkmht/OQCoFS3mTsdcOdNl+MXy1z5epcv\n/etVPvm3jvG+T0/xr/+nm2zdMw1ol7/awfEFi+fLR3bQtv78jmnA0pplIbBLDs3nT+NOltn+xtv0\nrq6bYr/SCMdi7ocfp4gzkq0Bqy++aWBKKVC56buwSi5THzzLxHMnGdzYpPvmCp03zOTPn60y+0MX\nyHox1QuzhPfaVKqGBj/sF/gVizzVyO+WSBTfD8n/IeHKgEzF+FaZbrqBr6qIYYJKhxQ6pXArRFl3\n9zEUCCzh4EiPYd6h4kxS6J2mo/GJr52sUHdmOFN9L0kx5NutP6KfbR2CBjRqNJjsOboflDx+eJht\nGMmGh8VMcJqaM03JbtAq1rByD6ULPMslig8PYgJJw53jWPldeLJMyaojhGQrucNqeP2BmLzZN02i\nhkhhsRbdYGl4iYv1j9BOV2mnKweSnUaxGl7HFQHT/mk8WSJXKXP+eQTS8P/3PdS5zkhUiCWccV/9\njsLQMhNabFCnSUFOj9Z9DVdGaUggR8XZLdpsmiS37zgsbEpUmGQWhSLUA9psoNEoFB4Bc5ygwzY9\nWiPc36ZM7QC8ZOpVAxyvDplCY4NnUcQh3tQsCIkucvJ+5yBhYUwIaWSXf+w/Pc6L/+Qea7dCPvZz\nizz+fJ3f/ke32bx7cPU2f6aEZQt+/X9+m3f/4AQf/mtzvPhPb9PfzvjZv3+eP31xjStf6/DZ//IU\nF19o8Hv/+C5/+hvrCEvQmHUNPVMI09F7/jjJrRWsWsXAV2EMSo1M3A+H40me+FCDPFO7LBel8wP3\nWjHyiADQWlHz58hVbJ5IrQnT1kgJdvfSUW06TMy6+GVTPM+HPaTrkXVbR3b6uoHFh36yyeMvNJg5\nGXD15S6OL5GWgXi8wHTYzp4MSJ9XBBWLzsYR0tlAEaZE4d61choBaPBnquRRRry29wwLW1IkGSot\nyPox0ephAkTl/AxFnNF5bYl4Y8DmV99GjbyBk80BKlM033eS6rlpsk6IunaHLNFkmWJy1kFr2F59\nZ/nmQfF9n/wRYndRuCMdbAkHgTEWkVhMesfNW9GoLEdLUxjMVIxA4EjfNCEdobyoUdwLL1MvBWwP\nO48g8HQfXODa2I0S0pGgQOUFxSCmiDKCk02iu9sHPmJXfYRlhLZ2Wu7tmrE/3FFeBFgaXGIlusp8\ncIF6aQFLOijLocgP3wACwYQ3z0LwOKvRNQbZNs9O/iW62QbXe994pEHKEjbzpceZ8k6Omrc028k9\nVqOrYz+vKVgKL/F4/UNILC51vsCJ8rs5X3s/dwavsxG/vZtobw1eZS26wWxw9qH7cVSUqe+K0AkE\nimLUjJVRZYKcFAv7QHJ3cMhFhtKK+2eYFjZN5miIKYa6R482A7q772uxTp0pFAUnxQWu6W8TMUCg\nTfPPffsnLRuVpqaTXGMUROMIYdnkg75hn9mucec4IoSEhXMlPv2fHOf8czVePemPBAYVn/sXy1z/\nZu+QvIVSxsKzMmkjLUGWKvySRTwoRhC+ER7bPY8NGzcw8gNB1WIHnxdCkK1uE1+5TalSQjgWuiiM\nu13gjt3f3lbG5/7FCr2tlOf/8vTBYxESW7pkhWGaCSFJ8oGR9FD5rgDg/UKA8bDgxX96j82lmM5G\niju1YKbm6sHia2E354/+yT1e+aMtPv43F3nsvTWe+dEm8VDx2pfanHjSFIMHnZyZUwFhN+fO+r/v\n3wAAIABJREFU5SEzp0qkUUF/26yshLiPrrkvdKEoRqqp94fl2dg1f2yeEbakfnGOxb/8FK0/v8v6\n59/aTfxmw5r+W2tMf/AseZhhV3y2elCpGLe+pWsRWfLdFfj5/k/+WuNZZSzhULLrCHYawMQu3l4U\nGVJYZCoBxEhgTFN2Jih0Tq5Cswwds3nHhlpN4nsZC3Maf12S5zAMFf3Bo51sb7ZG+dwsRZSi8wIr\ncIlXOgxvbjD5/BlWlvckXf3FCUonmggpSFsDhm9vopIcf6EBAgb7kr8lbVxZwpEuaTYgjLcoVDYW\n85fCZtY/y6S3SDdbR+mcVnqPO4M3HklWQiCYcBc5VnoXZafB2eoPMMxbLIdvMcyPZpUUOuPt/iss\nli4aCQd3kbo7y7naD9BJV0lGlNgJd4FCZ9SdWTrp2pHbE45jir5SmGJjkhi7OyQzLOAIz1ArkSTE\nOLhoYJYJUmJcfHJSEiJSnSCQuPjmvhlzzDYOXb1Nh00SDtcZumyRUDLd0OyHPcbQ+TIjFy1cF6kV\nWhVYfgkQ+LMLFFFIkSZjmxhHO8TsqYAPfHYW15ckUcEHPjvLjVe7OJ7kzZc6FPnh773xSo9S1Wbh\nbAnHMzIRlQmHyoTD5ZfauJ5k/myJleshW/diTr27wmf+i5N4JYsnPtjg7uV9LJpRMVrHCe7pBZy5\nJsL3DtQt9kfYz1m5EdLfzmivHRzUXLuMJWyksEnz0BgG2QGeXSHNQ5J8TDc/YNuCc89UKVVt5s+V\nWL/XM1aW7a3x520UeWZMl/JM0d1IeePLbf7vf7ZMfcajOuXiV2yGnYxBK6Ux67F9L8avWkyfLBEP\nctJYUZtyEQJWbwzHAgXClli+syfOuP/7w4y0FY7FkCzfoXR8Auk5ZP2YpDWefbj9jbeZ++QTBIsN\nKsfriE4XvyypFQ5ZqilyxaDzFwXzf0gkKjTc9qKPJSwUklxnBssthljCJSkGWMImLoa7szaN3p3x\n29JDCmu8BaAA1xX4viBONBMNSX+gidM9aOdhYZVciihlcGUFlRdUzs8hR/zdfLh/2Viicm6GaKWD\nijP8hQbBsUmGNzeMYcx9N9R8cIGS1aDhzbMe3STNjk7iShe0kmUmvAVOVZ6hldxjaXiJsHg0OqBv\nVVksXTQWj1pTsmtsxrfYTh5u0h0VfdaiG5yuPsOkt4jEYpi3yffVM+aC80x6i4Cgk65hNyeRfoAu\ncoRjU/T6FN0e9uTESIs+hzzfhUg0ig2WkdpQRHckGCQWCrW7Eth5XaPIyalQo6DMuGuZk7PFKhnp\nWKbWTsSExAcSv8DBPzSZsDwfnedk7W1zbKpAqxw7KFGEQ4RtY7nekZTF5oLHj/5Hi7RXE377H97m\nIz81y+ZSwp03Bzzzo00uvtDgtS9sH5oB3ni1x72rw6P16++Ln/9fH+Ojf2P+oAeB1uRbHYqBmXwk\nt1dx4hThOqit7iFdn919XvR25R0m5t1dOWUAW/okeZ+SO2lktoWFFDaFynblv8eFG0g+8BOzLF8N\nufD+Osv/fNl4aicPlo2oNh2e+NAEFz/Q4PjjZV550RRyB62UeJhz/vkJ8kxRm6qglaZUtynVnd36\nSblu43hy7AC7E0VkMH2VjpmAeRZ2afwKSViSZHvI0m+/SrTcOTjr3xfRWg/pWkSrXSozAb5v+hV6\nrZxBJyfP5f9/kr+hUZoTJbHxrDJSmCYRAcbpSgam+9NuMMy2SVRonKmUcfoQCKTYW97ujzQz9LB2\nR7O8WnDxMYfl1eyQIZNAUrLr+LKMBsK8S6wM40KlOUWYkocpOjNL0x0hLaceMPuppwjvbpNtD8gH\nCdFSCxVnCEvizdaI17qoQiHUwf3biG+xFd8hHQ2AD4od+WhFwYS7wGZyh342/oG9PyzhMB+cZzO+\nxVp0nTPV95KpmDvD18f2L4z79kHe4mb/m2QqZcKd41b/VQo96qQELGHhW5XdhjYZBKYzuz9AVkpY\nlQpFt4fwPKzAJFGdZmTpnn/DkD2M1SPAxadP+4HldtONGx7B89ek+2b7J8XjCC24w9UHnu+cjD7t\nQ9tUaWJExwB7pEKp0pE/rGVYU6rID80MhTCF07/yX53i7NNVXvxny6zdjgh7hVGCtAXNBY/pY9O4\nvuTVz20fgCW0MpINjxp5quisp3TWU2ZPB7s5WA1jGJrzoQYhKiyT3bxnpKKPzyIDl3zrIJbtuJLT\nT1XQGoadg/dKmg9xrRL5yBui0DmWdLClR8rRfTdprPjC/77C2q2IeFiMYBQxKrU9gFVXwPK1Ia9/\nsXVA1E1IWLxYxfEkKlN0ehl+xSbqG4+FqRMGArIdSX3GY+P20fvm1HxKJyaxqz7upLENLaKMIs6g\n0BRjBgUA6dnMfPgc0WqXwfWjm01VmqPSgurZabKbKWLQYnM5xfUFSaRMe8x3Kb7vk//+UORERY9U\nmSWkRrEV37nvPfsfSHOjxCokUdE+05KDUa1I4kQzDDV5blYC9xsmV50mj9c/TNUxvONWssK3Wn8A\ngLAt7LKHO1FGZQXSlhTJiLPcjdj+ylWKOKNybnZXcREgDxPcvEDY8vCwpI1MhCkO93FlCQDL8Y2Z\ntdaoIsMtTyClwWaj/gZb8R1a6QrV2bPYnQFZ9ODOWylsI0Phn+Rm72UyndBN11kO3yIu3kk7oSbM\nu1zvfQ2JRXagRqBYi2/STlaY9k+ZdyuFLJexGnVUHFP0+gjPRYWRoROOrp10XIo0O9T4V6FGWdQJ\nde9AU9f9kRDjap/0IYqeAkGmkwPdwUfFkC7FCFw6cAb2Kcbmg73zPrxzfTfB3i957fqSc8/V+OBf\nmWHxsRLrt2NcX/If/9IFBq2MYxdKPPXRSX73f7vDyo2QH//bJ1l8rMwX/tUKrdXkQSjI0fvfzfmX\nf+cGt94Y8ImfXzwkgCYcG+fELHajSra6DULjTDcoOoNDyf/2pQFf+z/XKTLNR//DhQN/y4qQvIiR\n0h4de4FSOZkuyArjHDd2RZYq4yu8ZgYou1zFm5FYXkARDUg7W2NZYZ3NlJXrIW++1MErW0zOeTie\nZPZcmbifs3p1QGPeI6g6FJkxa2oeC3jzS1s0jwcEVZv+djoWzwcQUuJOlNBZwcInn6B6btq8Nlki\n2RpQPtnEbQRj+zh0oehf32S41NrNDWNDg4ozpGvjVyzWVxIqdcOcKtcsOpvvTBPqQfHvVfI3oQ/Q\nI49q1rn/M6a5Z+8mF0Ji2T6qMEyE6aaF7wmkHD+5kMLGEja9bBOtNY7cW95l7SH+QoOJ588YDnuS\nUax2cacNF7wIE3ShUWmGDAxeqAHp2EYKQGmw5IFleFT0mQ3O4lllqk6TrcS0pQe1GdygjrRdkmEL\nIUdWhESAQDoeXqUJaMqNeUIhyJPh6DgPhpnxG3P4teg6xytPAbASXqGXPVwK40CM9n2vw3YfDVKl\nbMWXaaUrhrLr2Kh+HzUY4C4uUHR76CwzBuuBj4pHjX6jYv+4AppHiTpNVrjFgwzMY4bEPJqUti9K\n2DgI/WDALyU5lPgPxb6baCw7RUB92uV9n57iwg/U+dyvLDPs5rzw4zNsjQqdb3ypxcScx8d+dgG/\nbFFrOmSJYuqYx8d+boHLL3V4+7X+oRn3o4RSRoRMa40qDKXQqpcQnocz30QGHtGlm2bQFSZ5jVPS\nDHs5Wawocs2we/ge06hdmQeAfnzYy/b+KNVsPvELx1i+OuTpH2nyjS9YCBlhV2qk3a2x+wFQn3KY\nmG0gBLzno5MsXRmSJYp7b/Y5/kSVLFWsXhviV21KdRuVazprCbUpF8eVptnNkePhYUtSOj5BPkxZ\nffEy3lSZrBej84K0NUS6NutfvIrKCvzpKsKWB6wbhS0JjjXI+tEhGYcD50trsm48EtpL6bVyXF/S\na+X02/l3JJV9VPx7mPy/O1GuLdCcfRdhf53ltddp1A2M1GrnhOH4E9zLtrg7fJ2kCHm8/sHd19Ot\nAYMrq2S9yIzagUP18XnqT5+gSHOswCMfxGSdCG+ugRW4puW9WaEI01GhWB1ApVrJPdIRNbKdru6K\nyA227yItl9rsWWy3hJA2WTIwqoS2i1+bQQhJGvUo8hi/0iSzPeLB1oGZ6U6B+Ez1WS53vkI/26Zk\nTxDlPVrJ8kNhpv1hBWWk6+0mPK3UAR0WWzjMBufwrSqT3nG2WEG6pZEEcoQsldBJQtHrm9W9M5op\n5rnpLh2TPFMShrr3iB0Wjxah7o+6gP/dx4mLZd7zw5PMnSmRZyYBaw1zZ0osvTXktT/ZJuyZpqQ/\n/ufLvPDZWT76N+a59s0ev/NLt3n8hQY//XfP8sqLW3z789vceXNAnj7angcVi0/+wjFuXxrw9A9P\n0vpXCUiBPdXAnmtiVUukt1cP9N8IS44tcp59usrkvDF1Of2eCpdf+s4kJ3bCK0myRLFxN2bYyem3\nMlDSyDv4AflgvPwLgOVIjl8ooXLN3OmApSt7g35txiONC/JEIS1BGitUoVm9PmDyWEB/K6WzHjN5\nLMB2Ds/c60/MM/WBMwxubFI5M0XaDo0igcrJhylBPWDymePkYUay2afx1LHdTl0ACk3aGlKEmZGI\nOCKEEHhTFbypMutf7BFULJJIEQ0KGtMOWyt/waieQXmKRvMsQlhorbCdgDwNsWwXpRWuWyEabuOX\nJsjSIbYTkMQ9/KBBHLVx3Qp5nmA7PlnSx/UbZEkfy/YoVEavdZthf/XAd5bKUxR5yuTUHGXnTaoV\nM+JLCfNzmq1txfrmwaTjSJ+qM0XJyg7x1YMTk3CvTbLexZ2sYFdNdx9KExyboP/WKlk3It0eUH/m\nhJHZTXIG19bQuTIF330z3FynR7JibDdACEnU28CvThvTdGljeyXQiiwZUpk8zrCzQhr1sGwXy/bI\n0z0s0xEuTe84gVXndOUZ+vkWg2yb9fjmO+5dsEoV3GoDIS1UnlHEIXnY303+QkgCq0Js9fCtCmqY\nkLXHryzyVgfpjVZV6ujeDAsLgaDBFDnZDlkRhTHh2NHh2RkcNJqQHvkR5isajYWDg0udydFrhmWk\nR3WjnZ9g4EVFcZ/U88PD9SVPfHiCD/7EDHcvD/m9f3yX9316mo///CLbqwkv/94mr31hmyTakwxe\nuRHy0m+uIcQcXsli+mRAbcrh2stdWqsJH/jsLBeeb/DKi1us3364T0CWam6/PuDOlQHzZ0yy1IUi\nXd4k7/SRgY93ah7hOkSXb0FhrCDv70xWCmxPksaK25f6CAkv/PgMc6eDBxZNjwohYfq4cSv7yv+x\nxqBj6LSibBQ6zQrq6O32t1K+8u0er32xzfs/M43j7u3vxtshtitwAwtpiVFvg5G6WL+5N0hE/dw0\nUh2gZnuUjk+QbA0JFhu0v7VE7+o6+T75bLvq0XhykdqTCxRhysxHzpNs9gmXzKRNK41KC5xGgB08\nAFoUgiIraL26hF1klGs2riewHYH/DiWhHxbfF8nfdkqUq/OEgw3icJv65BnivI3l+GiV43o1uu3b\nlCrThINNKrUFkqhFpbZA1lnCccokcQfbmSOOO5Qqs0TDLYSUpHEXL6gz7K+x/4pKy6HRPEuWbNPu\nKIZDhRCCuVmL9Y3igKXaTpTtBueqzwP6kKqnXfaMYYaGfBAjHVNgtqoeWdc8kDovGN7cIOuazxb9\nhHwwKrDl6qg2hAMhbY/yxCJZPCCozSIthzSL0Fpj2R5aKSzbI4v7o9+LUafhTsHbHFemElaiq5Sd\nCWPJmLfZiN8ea9z+sCiiIdQnzY0bDkh77QOzs0zF3BteppUukx/ZmWxCDQaoB+t3AZAQURENFjhN\nNnJXsrB3O3OHuocvSqOBwdRU7um36XF0ETwjoU6TeXHK6AbpCF8EhAwJKJPpxDBWkKQkaDTX9WuP\ndI6EgNkzAS98ZgbXsyhySIYFm3djikzheBZvfLnNtZe7h2bwWsHa2xF/9MtLnH+uzif+5iITsy6/\n8Q9ucefSgJ/4r0/x7MebzJ0JuHd1yCsvbrH9AG/nJBzZON4MmZj1SMLRQBOnFHEKExrh2FiNKu7i\nNOndNeMHfB8WnoYF28sJX/uddd5+rU93M+MjPzlHlmpOPlGmuejz9d/d4F0fbFCu27zy4hZPfmQS\nxxO8+rltnvmRJlprXv9Si+c+PkW/nfHWN7pMH/c4frFMay1l7nTAtVc3yIf9Ix28dkLagiLXpHFx\nkMkEbN0Nkfbeazs6QPdHOEacrvm+U9TeNU+03KV3ZY32t5cOQDoAeT9h689ukbSHzHzoHNvfvE2w\n2CC81zEjuDB9AMKSB4x1Dh2DI6mem8apeCTf7tIeFhS54Ni5gMF3AO89KL4vkr8QAsetUK5KXK+K\n41UoA54/EoqyHGqNE5Src1i2h+0EWK6H7ZeoNk/iOGWcoILjlZGWjeNXqFjHsCwXr9yktXHZ0Cj3\n3bxaKaLhJloVdHvmQto2nD5ps9Uaf4OFeZdWsowtHSa9g8WtfJhgVz28mRrORIl8kJDc2MCdqiD9\nvdOss4JkTPef0WV5cPaXlmtm9N1Vsqg3+v0YQligE9KwQ6kxjxvUDMfcMQ0nYXuFLBmwO/gJgZaC\nVrLEpfaAmjPDZnybjAQhrT14SEgjUTzaL82IginESGKiMLx2aZFsr6PzDOl4h4qalnAJ7Bpe3qZk\nN0jHrGikLXBL9s5zYpp5Rno9eawMHrsvumwTO33TRBSb/RWjfTSzdYXQo5rBaP8zYiO1LM0K0+DZ\no98LQ/vsOl3DDCsUqsiQ0kWpbLcOsNMvoHWBFiAse1d4blxYtqA25fD0jzR5/2dm2Lwb8Ye/fA9V\naH7ufznP+ffVufFKl1//ezfZupeildg9DnOp9mZ7g3bB619usbkU8SM/s8gTH5pgatGnMuHwm//g\nFoN2xl/7707zvk9P8zv/6DZXvjYegvErFh/+yVmuvdzjiQ81+Nbntk3h8uQ0zlwTWfJJ7qwZbv8I\nn9ZFcSjxbq8kDFoZkwserdWE6eM+rdWEb39+m952yomLZd74smHeOL7k0p+20Rom5jze+FKLmeM+\n7Y2Uy1/tjIxOBG98ucXCuRI//XfOIi3B3csDlq+soov8gecZoNxw+LH//ATPfXKKhXMlXvqtvfqC\n1uzaJz4o7i+gC8cyDVcv3aT62CytP79zNGavNIObW9QvzjP9oXPkw5TB21skG31UnNP+1hLuZBlv\npooVOBTR4YGmdHyS7T+7RbzWI13pUp+08UqSu1dDgsp3N11/XyT/XvsOvfadB77HdgJmFp7Gdkps\nrb9JX20h+6blvOj1seo1ZLlEtraB9H2sWmXEGgGtI6x6DRVFBkMGQBhYKIvwfUHgCyxDosGyxsLM\n9LINVqOraK2o2AfVBpP1Hv58A3eyMhKEKqi++yRZa0jWbyN938ycdu6ukaDIjrZN2goPzVbuD1Wk\n9DZv7sIpSiejhradmztmuL3EcN/y3Cs18KvTJMM9OQgnqBFMzNNbfotB3mIw0jvyKk1sv0TYWkFr\nRakxh1tuGGkClSMth+7KNWw3oNQ8RthaJh22KcIhbnMa4ZfJ+u2RWcZeSCFZLD3OhDuPb1XHwlkz\n52uc+/AcneUQaQnypMD2JF7VYeVSm5U32gcfTAuOv7+B5Vlc++Iq6hFgBmHZuPVJrKBkpBYGPaQf\n4FTqhEtvI4MS7uJJhGWTdVuk68sEi4vkG6sUcYhdrmIFZXRRGDaPEAQzJwmXbx1KjJYtmJj3OP9c\njfd/ZoZr3+zyxV9b5ewzVRYfK5Gnmt5Wxsu/v8m3/2SbPNV4ThXLMZBXnHZRKsf36ghhIYUky0KS\nrM+9qyG//vdu8r5PT/ORn5ozPq8CQyTQYDvi0GB5/74df7yCV7JoLnimoKs1xSBCdgcI18GerJFv\ntFCxcaMStnWIxRIPC1767XV+6Kfnec9HJ1l4rExvM+XpjzU59WSFyXmP93w05uQTFUp1m34r44kP\nTWA7gu5mk/nzJRbOl1CF5skPT5KEBWjNsQtlon7O1nLCl399lZXrj+a+l4QF3/i/NnjlxS0++h/M\nmxd38PWRzpJwHdO7MAjBtpCuOzp+cw5Vkh6wqvRnawTHGpROTtB6+QGJfxQ6K+i8sULlzDTD21t4\nzTLJRp8iTinSnOmPnKN/dZ3e5RUGNw8KyknXovkDp5h49jitb97l1ks36BamFui48pHMm95JfO+T\nvxDIoGQSn1aovABVIH2DX6sk3qV1uX6d+uQZonAbok1jOhEnpm3esozuOKCzDJ2kkGWmKzzNkJ5n\n3rP7vSP8VkC9KpmZtpASklQfSZ+rO7NQNsVSV/oH/hYttYiW9hKscD3iTbMhYZdxmjV0nqHSFGFZ\nWBUzOGWbG0aSeu0RseP9LBKtSYZtpOWgR12/SuUHXN7yNMKyD+6rlDZuUMctT44GHDPP9OvTCGmD\nWEVogRPUUEVGOjC4Zf34E1RnTptrZjm7M3zpuqgsRdogbRdRrh3A/AuVcbP/52zFdzhRfmrsYdme\nxdpbHW585SAb5Pgzk8hRsXEHdrBcydSZKn7NJU8Kps/VaN8dkIYPZn5Z5Spuc5pkcxW7XKN0/Awq\nzxBCIhzHSIVHIdIaQXZBBWE55nhdD3/uGPmgh3AcXM8n62yDZR1yfyrXbS5+oMGxC2XOPF1l5qTP\nv/n7b9PZMKJin/j5Y7zxlZahb+5PbEJiWz625ZHlEVJYFEWGEDnSCnCcEmk+RGtFGim+9jvr3PxW\nj2c+1uTC83XmzpQ49WSFr/zGGncvH81wino5n//VFW5fGvCpXzhmmpy0ptjuUmx3EbdW8R8/gXf2\nGNEbN8x1lGIs62rpypDf+oe3WDhXojJh/GaFgMtf3Wv22q+r/60/3kt4r+xT0/z675rrroGv/MYa\nw07G2q3oHblfRf2c5Wumi/n2pQGNGRd7so5WmmLL7I9Vr2JPTxBfvokz00R47mhVY45Rb7UP+C04\nVZ/h7S2CuTrx+qM9o1kvIo9SrJK72++jC83g+iYrf3gJd6LM1AtnSFshadtcf+laTLz3JFpr1j7/\nFvFKdw9a0qb34TuV8D4qvufJX9g2drW2+wDmA0P7cyYm0HlB3utQ5AYEztOQfmeJPItQYbg7c9aF\nMiO2EGagcGx0nhudn9hg2DpND6opak2WhWit2G4X9AeKel3SahUcQfNFCgtLONjCeegsXUiBSmKk\n56GLHJUlWH6ADu/TGHoUoP/ATkisahlsCx0lJEkPu14FpZHlABUlyJJvLPekJG/1DmsBSYkTVPFr\nTZPstUbrAqdUp0jC3f0SlkXa7xD3zUPaENJAQjtw0M6+SwvLC9BFgV2qUMT3zdSEUWfd6bQeFyrX\nqDGz1SLXu40twhI05ktMna1guRb3XmuRpyb5NxZKDLZiNq73yKIjBgEBKonJOiYZ2bWGefCFMveN\nVliuga2EZZkGrZHktLDMeYrX7iFsh/Kp8+S98TLis6cD3vupKf78j7Z4/YstfvrvnuVTv3iMjTsx\nw27O5391mde/1Cbs7SU2IUbnUwiipDMaWAWObZyvALL8YDFXa1ML+NyvLHPs8TJZothainn5DzZN\nc9QRIW3B1DGf3lZKbcqhs3Ffv0KSEl+5gzPXZCSqRdEdHnbYG0XUL7j5re+ixdR3EPlItfQDn51h\n4VyJ8++t8doXthG+hyj2OkH0yLoRwJqoka1umlXAzt+z+wYbAY0nF/Gmq6z9yVuPvkPadAPvrw3E\n6z1UnFNabNC7ssqxzz5N//oGutCUT06SRxm6MKzDzutHq5d+t+J7nvzNE2nwU7tcoYhCpG1m8kJa\nSM/fdeGyHZ9yZZZe+w46SSn2JfP9+VoXhZn5C0MXNKO6PLg0FxK/1ETqLscWbMolweK8zd17OWmq\n6fQUrfbBZNRJV1kaXgLgYv0jDzwqlWXodgsZBOyYoSohEZZRd1RJgs7SA/TLRzpbjo01UUMEPsVW\nCxGYwUVWK8hYGhORNEOWAoTvUmy1D3+HVmRRl+H28m4C11qj8gzL2VNv1DuuTru/KyyvtLf6GP2w\nXN9g/VaBtB3S7kGvZUs4nKi8mwlvgarTZNA/nDS11iy8e5LJkxWyWCEAy5OUGi53X9lGK1MXsX3J\nsJ3SuTck6qRoDVlYUJ31ccv2AyUOVGLsIauPPWlgjmHfOIpJaQrlfom0tYnKMpz6hJFjKFconThH\nvLaMVgp//jjS9Sii0BTSrcODWdjN2bgT0dlI2bgbIS0j3XD5qx1uvNqjtZIcYsO4ThXXLuPaJdML\nIQRx0kVKo4tjScc4g41ZluaZ5vYbA5avh8b4o/fg2bJftvnU3zrGxp2I009VWb15GFbRaUa6tLZ7\njdO7a7v4//djJGHBy7+/yeJjZVSh2boXc+PVHnjGDW5/2M0G6vg8wraRgT86RoP7qEF4gOJahCnd\nK2vIm5s4I/HFh4Vdcpl87gTuRMDw7T1NpCLOaH9radfdy50yRjPlk5MUUYrtO1AoWq/cPSAL8+8q\nvvfJXxVGD1sqin5vJHvbN4OA45D1jGMXFhRFRpYNOexebwqQWhfm4cjzw4Sw+zBZrQr6nTt4nscw\nNIqDt+7mJKkmSTTpGM50yW5Qd+ewhI0tx2t47EZhnJ6KwYi6IgTFcI/GooZDA2M8gL0wLmTFJF+d\npmBZ6CRGlgPIMtAaGXhY9SqyUjY+rOUSanjw4dZFgbQcKlMndkXihJC4pTpZPBitBDRaFfj1GRy/\ngipytCpIB23jTRtU9/bJcZG2gyokwra5/2FTumBp+CatZJmF0uOHj8kStO4MCFvJSAN+rzANkPQz\npCWQtiDqZAxbKboAv+buYrXD7YSwkxou+hGyMSqOCZduIh3P9CVIIxtg+b4ZEHsdvOk5pOORh31U\nlqCSmGR7g3zQRaUxVqlMkUQUYWgS/5iOoI27EXffHPLpXzzGoJ3xJ7+6wuWvdRi0MqyyR2muipCm\n0UrnGjuwSbsZw+4Gw1iae1hrlM7NaskxtNb71S/vjyw26p8PiyQs+MK/XOHGqz0+9nNuv3NNAAAg\nAElEQVSLRzcO7XtZx//uk9H/m9AKlq+FZiAb1dNUAe4pAdIerYQF0nUpOn3y9S2Kbh+rUcM5PgsI\nVLdv0IF9yT9e7zH38XdRPT+N5Vp0Ly0/uANQCqrnZ8iHCcKSZN2Dq6V4o8f6F95i9ocu7BrCBAt1\nwuUOVsll7Y+vEC5/58ZU7yS+58lfFwXZ9qaBMzzfJJ08QyWg82y38qq1Ig63ybOINNm/xBRUG8do\nzryLbvsWna2baP3w2bS0HKZmn6TfvYdtCeZmjPBblmkuX82I4vvodlpTsSc4U3mOMO9iCZsJb5Fc\nGRev/YwYs1d7M+rd2fX9f7M0YsccezS13ctbh7epdEHU6pP1Bsh6dRfHlCXfeKsCKsmwhDCDg20Z\neOy+yJIBvbWbSGnhlOtYjk/c3SCPh6RRd3elELVX8Kpm5qRR9NduEnfXsf0KtlvaS87ba+TxEJUm\nSNczUsb7QumcTMXkOjlEkRVS0DxVoTYXmPpMrrBcC2kL0jDHciRoyOICaQmmzlRRuVE3tF1JGuU4\nno0qFLowNL8bX1kjT8YlQTNSeDPzJjnkKXa5RtZrI2wblSYkW2uUFk+RdVrYQWV0TmOsoIRdru4m\nFrc26gUYwwxQBbz+5RZ3Lw8YtDOiYbFbR/ICm6BpnJ3SQYqSGqfskvZTk9zvSyzt/n4ixHen/SzP\nFPeuDWmtJGwvx2SJMZ5HvsPtaz128AN2sf//r0Iz4tLfZ5ReDEKc2SbehdOQF6gkMeqro31TgyHC\nMzBu0RsiHRu141uMgW7S1pDumznStamcmWbw9uaRl8KfrVF7fI67v/EKwhLE63t6VDuwsernrP3B\nm7j1MsGxOvFqj3ilR9aKyNNk581I//9h782DLLvu+77POXd/e7/eu2ffABAAF4AgQFJcJFkyGVGL\ntThS4rIUp1SVlJxUqvyHs1SlXI6TciopO06iSqVKlhxFliy5ZEamFEmkKIokQIobQJAABgPM2tP7\n8vrtdz3n5I/z+nX3dPfMgGRMlMu/KqBm5r573313+Z1zfr/v4o8mM/tuMzorMCfoB73V+L4n/3Fo\nfchk3eT5IZcnVWR0d5fwg6pt+I5CCEG9eZHTF38Qf7lGd3cJ9RAG2VrlbK29jOuVaNQlG1uK1XXF\n+TMuU03J3dXDx1Amp1e02Iivs5Xc5nz1ad7T/Dg7yTJD1WE6PItAshHfoOw2mAjmaWcbDPJdZqLz\naKPZSe8SOhUa/hy9fJtBsUszOIUnAzbim/gyYio8QzfbpJtvMx2ewxEum8ktAqdE5FR5rf15+moX\nPdiv/5o4RYaBvV5ao7sDxN7fj3lIjSpIOrbBFmHwojrx7vqRQTOP7SDreBFJd4u9g2mVk8Ud9KiX\nIAOrNyQ9H5RCegGqyMcPrCtDTpXfQdltMBWe5U7/WwdOxpAOCgatdJz8Z65YiG97eWDJbwaKTNG6\nM2D7Zo+o7rNzu3+iBsv9QvohRivy3R1UlqDTFCcq4wQlvFodHJe818UpVVCDri0XCrFfqtMKoxTZ\n7o5F+yycOXT8qUUfxxmtXoymOuFSqTvkmaHbKkg7qR3gPOsWZ5QhzhXFMbC/0QV6y7/xQTHsKT70\nc3Msvz7g4ntqbN7ZxD91Fk84496G0cr2dUYeBQi7wtNFMV6t6iQh2960stsH4vw7K5x5vMKwU1Bp\neri+JOkr0qGiOukhhJWFMNo2xxHQa+W4vqRUs7IL3e2MyoRnSWRDRdxX44Zy3LMyB+WGi5SCXitH\nOhCMPAxaa1YJNekr1PbueJIE4DTrOM06slzCnWzY1ZvngAZvYRq0IVteO1T733r+Os33nqX++AIz\nH70CUjC80zqk7Ck8h/LpCWY+coXBUovme8+y9ievovM9GLKk5DaI3Bpx0UUbhehJ0qs9Cp3hCI9I\n1hkI6+4nA4/wzBRuNbK+CrltSid3t8k23xqx8KR4+yT/B4YhTdqkyWHssjGaLOmwvf4KRREjHtLI\nVDouE1NXiIct2tuaRl1y/oyLENBqH501ZnrIoNgdNy494YOB3WyVzfgmTX8RV3rcHrzEQvQIM9EF\ndtNVNuIbTIZnUCZjZXiVCX+BZrBIO1tnI75BxZ3EkwGrw6uU3SYLpUfoFtvcHrzERLCAIzyWBt+m\n6S9wqfacLTcVBhPvLydV53CzTXX70D2eKRXWpgnrs+OE5gZlHC9ASjnCv1vBuP7mbXSR4kU1/PIE\naX9nvCJQeUrS3RrjrqUfUJo/SxH3UcM+wvVI0njfeN0U9PIdBkWbqKjfc/+gux7TXd8fzKK6nfFs\nXT/aRCw1fBqnyuwuD1APKWdw6NrEA9Qwwq3UcHQZIR2y9g5Fv3NIjG0vnLA0WokmqOFhBI3wfIpB\n79AgFJUlrmchlxjbp9AKZKwR0mq+F8Mc6cmxxZ/tTd3/t0hpbQrr0z5RxcELJV4gkVJQFIY8tQig\n3k5Odzu7LzLkK5/a5NzjFYQUfOVTW7Y23pgele/c0aBUIKRjvRVG6CcZBIg83+8hGYOQ8sjw9NxP\nzjBzJuTrf7LD4z/Q4LHnGnz5DzZ542tdfuBnZqlMeHzh99ZJ+gU/+B8uIAR86leXWLgY8QM/O8fK\nm0O+9K82uPRUjff86CTf+JNtvv35XZ77iWmmToV84XfX6e5kfPivz1Gd9PiDf3KH5nzAR39+Hi+S\nbN9N+NInN/nMb6wc6a2YNEN3+6hWB9V6uCSarHdRaY5XC2l9Y4mp586TXp6xGl7DHOE5hDNWJtpo\njVPy2PnKLfo3DnsgjNnhxvLD5ailJpA4I+0wR7ooZb2Ds402apDgT9ZQaYbqDCm6Dwd7fZh4WyV/\nxw2Zmn2csDRBkSdW3kFr/KDCsL+JFA47W1dJ48MDQJ4N6LbvEJUmHzr5a5Wzs3kVz6+wsWXRPmEg\n6A8MyTGOOZlOaKXLzITnmY7OM+Ev4Eqf+egKE/48JbeOFJLH6h+xf0YyX3qEuj9Lya1jjOZS7VlC\nWcaTAXPRZWreNDV/Glf4XKo+i+dE1rQkOE/k1Ki4E0jh8kjtgwRONPIk+O5mgipPyQZtu+zV2v4Z\nY6/biB9glBqvAoxWSMfFLzdGpC7G+xZaA3YmnHdbVqunyHDcw/R1ZQp20rvsZmu4D2nj6Byjr2LP\nx+BFDvW5iCLT+wBtY8hiRdrP76t0aYqcdHsD6ftjOYp7eQkHI93ZPJFcZIqcbGdzzN0QAkpVBz+U\neL7AcQRpYpnjrfXsEHP3OGTTvVFuuJx/ssq5d1aYPh1SbXrEfcWbX+9w6ekapx+tcPObXW681OPd\nP9ykNuWzdiOmvZnieoK1GzFvfL3D5u3DdeeVa0NWrt2TRLbfsKWftxBG66OEGGGtHbfuJrzyhRbz\nFyOuPFPnzit9XvrMNj/wMzM4nuDNr3Xotwve94kZHFfwzc/skA4Vz/74DDsrCa98cZdq0+Pdf6XJ\n8rUBL35mm/d+fJLqpMeb3+iws5Ly1I9MEZYdvvW5FqceKfPBn57FiyS1KY8P/vQMr3xxl+XXDw/Y\nepiM+T9vJbafv4HJNfXHF4jX2rhln+Bsk86ra1QvTpG2hkjfsTaO7Zj2t1YOIX0MmnTkLVLojMIk\nY4MpbTTK5Ag93O/rjAZWt2Yd1XS3IF1vcyIU8TuIt1XyrzfPkyYd/LA21u4pVEqpPEUa73Lqwkdw\nvYi7tz5/CMGidU61fsoygB2PhxE9lY7P7Kmn6bWX0Rr6A0N/MKJhV0KcSjgiuAi8ySrZRpu+ahP3\nv4XvlPDlazhi3zJwLX4TOKauj2Y9vn7CNnNkvzu8PP7zRnzj0LZCJ/SLh9PoF66kvFgnaJYQjqTz\nxhZ5NyGc9+jfXSWoR+BCsnV/xcs87uFXmlSmz2N0gdZqhPFXDLbukA3aOEFIMewhHNcm1DQ5gEqx\n0LXF0mNUvUkm/EVWhlfv+52DnfTE5D9opWSDglPvblJkeiyNoArN7l1bFjq+3n8gRvyRhwlT3Odp\nGvWnDvyVlRsJ1QmXxQshRWFYvZmQxprsIS34/Egydz7i6Y9N8dhzDQbdgs/8sxWCksN7Pz7F535r\njZf/vEUWa648U+fmyz1e+swOF5+qsnilzL/6n2+jteHH/tPTfOCvzdLbzVl6rc83/niHN1/sMuwW\nxxLiyo88hgwPolkMMozQcYzw/BF02XoTyCBADQakq8vk2/c4fBnYXk545sdm+MXTJabPhqgCPvIf\nLPDuH51i5nwJ15P8xH92BlUY6lO2DPTL//hRoqrV3bn0njp/8+9fZnIxIEsMz/34LI+8r8HchYgg\ndPnxXzlLGiumz4S4nuCX/ofLhGUHrQ1/8L/c4bUvtXn/T81w+tHykeRv2ZDfyYoxZ/svb5K2BlTO\nTdJ45ylUUuAELqXTTXSuEI7D9pdvMLjTQh8j25zpmCLLLDAFgzaKPXTCQaVisL0wWfJtWXS1hVMO\nT+yvfKfxtkr+5eocrhtSqS0gHY8gbAAGR3rUJs4RD7YpisSSXQ40fVWRsrv1BsP+psWtP0RolbO9\n/gqOcxS1o7MCmRdWhyMKEIA3USHf7pHqwQFbxH+DHS3grdR/g4kIt+RbjZDdIW7JQ+cKnSsaV6yR\n9HC9dyIyZi+KdEB35fVj+Qh70rpZp4VXbZD3u+hslFQPPKgrw6tU3CZCOPTybdrZ/WV9W0t9hOsg\nSwFojVMKKHoxJlfEnZybX948wLPYh6NqbWvo38+Iyg6LF0I27qZ4vuTU5YirX+2PhdpOCscVzF2I\neO4nZnB9azo+MR+wtZyw9uaQcs1l2C049WiZxStlTj9WRjqCU4+U6W7lzJ61DXMDllfhSSoTHn4k\nWXq1z9zFiHf+UJMbL3V55Qu7tDcOr3ayrS2ckvWMQIBTKuNNzpCtrY0E7oS930IghEAXBTo5fgD9\n9K+v8PyfDnEnKqDaFLs9C0nOCsAgXNeWL5TC5MWhspnvlPCdCKUVGmt8Yw1hMrQpqPhTZGpIP9s5\npDw7ey7i2R+f5u7rA1avD7nzSp9q8+FWmQ8bOinofHuF7tV1Nr/wJn6zjBt63Pntr5Fs9VBxZmv8\nJz6C5pCx/d6/HfvJQpOu7pL7PUxWIEuBJbWm/5bq+WuVk+QJadJh9c6XDm2rNc4yOfsOtC5GImX7\nURQptcYZahNn6bXvEg+O9xs9GMJxqTXO7JeQ5J6qpsGthMjQx2QF+XYX0yihh5llHx+K70+iEZ5n\n68Ta2GW3MUjhErmWLKd0Tt6JUbXCwgSlJO9nuJGHVw3Ieglog1vyUWlxRKTq3rDQw/tsL3Ky3ZOv\neax6xG/BGMYYgTdRxa1H6GGGUwlRST42u7cz10PMjuMPJEC6DlppS4LzHYKpKnk/oei+dQG7g+FW\nAvyJEvHaASbmqOyzuZyxs5YjBNSn3Ae6LwUlyWMfaPDjv3IGIeBX//ZVkr5i6lTIo++v8+Gfn8OP\nJHevDhh0Ch59rk5/t+BPf20ZrWDuYsTrf9mhOunxnh+ZJCg51Gd98lQz7Cr+9J+usH4r5uf/6wv8\njb93ka/+0Taf/vVlVq4Nx2N0vrVB4brIILAm9FEJf2qG5O7tY41T7hdFZhjsJLjaomZUL0P0lVWv\n9V1k6CBrdVQvJm93DzFqC1mQyhRPBuQ6QyBRUlHoAilc+klMoXOSfG/mbGN7OUEIwbOfmGZiPuCZ\nj0+doG0kEK57LElzr9dxvxm2cFx7TgNFPOjes+/93xO7Mj7G6OW473UkbiW0shr1kr12noMSwlYk\nvgfxtkr+QdQgKk3S3rlxZJsxyjoCHXPTtMoZDjbJsv5D1y2NVgz7+7LCbq2BW66QrC2Ttw40S4Ud\n8cc3920QMgoQQYCOE3QcgzLUw3kuNJ9DIknVgJvtv8SrWHq5W7JL67Q1pLRQw4wkfPN+et/E7wgP\n1wk4zvz8exv2Rc5VitnnYpKu7iJciTdZGUNi30oEU1WqV2YY3NomXuvg1iImnztP9+oa3e7JJvIP\nE9Urs1QuTLH1hTdJNnt7p8zuZs7saZ/ZMz5CCHq7xRHP3YPhjSSe3/GBBu3NjPkLEe/+4UniboEq\nDC9/tkVrLWX1zSFbd1fot48v2wAg7MpjYt4Kpy1eKXHmHRXe8yOT9HZyTj9W5vqLPdobKe/7sWm+\nGba4+c3RuTsO4ZmzuLU6Ots3ov9OQ/VjZOSj0xEDPy/GizSjDaqfoNPsUOIHUCZDGEGc22TuSA/f\nKaF0bmvlOrMufsfAuYWE+qzPzJkQPzz+mXVKZUqnLoz4KOPLZqGiqiBrbZPurB/Lv5FBRPnsJaTr\njXP8eOGsFFl7m3R749gekfB8KuceQXoH9x0JD2pF1m6Rbq+Py4jSdwlPT+JUIrxmhaI9RGcF8dLW\nv53J38I57xzrOgUWm++6R1l2Wue4fpl64yzJ8OFq4lK6BFFjXD7yGhN4zUnS9dVDy0kMFO2Hc4L6\nNxWyXLYrlSQdsy4r/iTNyKKKqsBy51v0bm4wXOmgc0U+YgwO17rsKVmdBJV0Zch89TFCt4rvRIRe\nDa0LlCkQQtKOVyh5dRCStOhRDWboZ9u4MsSVPoOsRT2YY5jvghCEbpV+ukUlmCZTMUqnlLwJeuk2\nZb9B4FQoTEZS9Nge3GQ3XdkXvitGdPwDpyoDl8lnz6OTnNaLSycOYMF0hekPXsQUimSji/Qcgsky\nTni4HOA3y1QuTSOkwC0HqDi31pqORCc5xhi6V9fH0twAQbNMMFXBKR0+VrdV4AeCiVmf9TspcV+d\nSKISAi69p8oj76vztT/aZtAt+Pf/q/N89Bfm+Maf7vAXv7024go85MzbQNxXxG8OWX1zyMt/3mLu\nQsSFd1V57783xey5iN/6ezd4+c93+MBPzfKjf2uRP/gnd1i7ESOkgzc1gxoOrExHrYbwPEqPPEZ8\n8wY6fosok1GCR2t0mttGpRBopawekuscO5nSRpGpISAQRqBMgdIbIy9pu8K1YoZHr2l3O+ONr3Z4\n+XMtnvuJmUM+vuNLVBSW1zHSYxIwZuBHC2fw65Pk3daxPSGjFXm3fUjLSYye03B2kfLEo+S9Dmp4\nDNJOa/Le8fsGU3NUzj+KGvbIu3a1ojPb4BVOl3RtFxn55Ftdit6D/RoeNt5Wyd/1QmrTV9hcPaqR\nbrCsU3nMGlrrAq0yhoOtQ2ifqDRFffIiYdRAOh55NsBxAqtj45cp8n1/Uaup/N3NcKXY8yrdezgN\nslzCP70IWIkJUyjylTWMUnjzs6jdNqrdRdYqyHBfgM0aaA+RtSrhlYsMv/7N/W1ZbhmLB5aJ2mjW\nele523mJhdoTGDR5LyXvHUY2pDsPfokXa08wXbnI9e0vUvImuFT6IJuD62wNbrJYe5KtwXVmKpdR\nuqAVL1EL5tjoXaMZnUEIh63BTSr+JFuDW0RelUKnbA1u4TklOskaStuE2oqXcIRDMzrLzdaXiYsO\n0+VLDPMOaas/Evkz5LuDQzNEJ/LRWYE/WbZyGSckf50V9K5vkY1YlkIKnJKHcA/fZ68WUr04bV/i\n+Trpdh8ncJGBixrm4Ah0rtj9xtJ4H6M0vWuHVw9CwNM/XB9BMMEPBUIKwkgy6CpuvTokGe6fa33G\n5wM/baGPg05Odzuns53z2gttvvTJDbo790cuPShUYVh5Y8jmnYTlawN++BcXqE95VBoes+cjHnt/\ng+VrA/7sn62S5lgtqHabbH3NKnuWq4TnzlN65FGSWzcpOm/NpUsP7kmgxjKaKfRD1K7N6J3Xh+rk\n+j4EzrDsUJ30CMsOk4sBaSJwylV7rKJApwk6S0jW7x67vwxCgsmZk88oz07cV7ge4eziiVpdRhUn\n7muAUhhxqIeoLPFOxRn5To9gcZKin3zPCF7wNkv+edpj+fbzSHm0USOlix9WSdPukW1aK7Qq0Co/\n1A8IognSuGXJNo0zdAdLeH5ElvYJoyb97jJBNDE6iIJR9915iMtiMIf8g2vBHI/P/lXivE033WA3\nXmE3vos3M4VTq5Kv2SanO2uTTL66jlMujUWl3IkGTnMCk6Y4lTJGaeLXriFcB6deO8TyQylMasXG\nhOuOarKGXCekxYBCp98xJNSVARPRKXwZUeiMXCejmRg4wsVzQurhPCVvAqVz0mKA54RU/BkCt4Ln\nlBjmuwRumWowhSt9yt4kA781HghyFVP2mwzyXUKvRqr6bA9vkquUuepjRG6NpLBNX4T1SD64ShHS\nzta9anBfYTwhBF41sI5qo9BJgUoOJ57h3RbL6107E3QO+D4IgVePmHjPabz64RWncCXVyzP0b+0r\nUxoDb7w4GOP881Rz+d1lrr00ILlnBSAELFwqcfrRMu3NjE/8yhlKNZerX27zZ7+5OpZpcEaubVoV\nOF6ILlJUniJdDxAYrXCDCJUllpjleOwtk1w/Iot75Knm9rf7fPIf3eETv3KGj/z8PF//4y0++Y9v\nc+6JKvOXSty+miKMlRsxRW77OMMhxaBHeOYc4fkLJHfuULRbD4068UNJUJJIV1rJ6Yfa6zuLxpxP\nYzbg8jN13vuxKWbORnz2t7aQvo/RGr0H55USrzqBW66M/z6qReGUKyf6AwMgJF61jlupHdnXrdTs\nviddGyFwK3W8av3Efe9dzchSgFMJUMMA4Tlj7+/vVbytkr8XVKlPXaK1cVQ9T+ucfmeFLD6GmGE0\njhdSri2QJvvbs6xHrXGaMGpijCIsNXG9EM+v4Ac18mxAe+sN++HR0s8VHk1nejTvGEkW47D3Qils\ngzUzKV2zX2KKvCq+U2J7cJNMxWMlRiMkqj+gaFmWoa2jmtEsSI0x4tmdZbhjlfzc2Wnc5oR9kLQ5\nxHQGkFGICENkGJIt3cUUthm2WHuCiegUgVOiNby/P8JJ4crAEk1MwfmJ9+E6IWu9qyRFDyEkyx27\nKtsZ3h5ftqX2iwB0UzvASeGw3LEs3kwNGeZtBIL13rXx92z03xgd5w7aFJybeB9x3mUiPEUrXsKr\nWhOcPdcjNUwP4ZyN0g/OQXs69HsDhDEIzzlS9jHKoE4oNUbzdfxGRLx2eLsp9BENFiHgwpMlpLR6\nRb3dAte3frH5PYQ0L5DMXyjxZ//XKi/8/gbv+8Q0H/zpWb74e+uHEn+pMYcekfEwmri7hTGasDpt\nk3vSQ0rHyky4AWFtCiHk2MktT6wEtDGws5Ly2d9cZfpUyJ/82jJprPmx/8Rl5mzI3TezEb/j8Hnq\n4ZD45nVKF68QXbjI8FqG6j+4eb9wucS7frDJuScqCAe2lhJKdZe58xFxT7F2Y8jkQsjEnE9nK2N7\nOWX2fERlwmXzTkJ/1/YohBBs3olRhWH+YgmjDctvDClVHabPhGSxZuXNIYuXS7TWUv6PX7lKVHX5\nj/+nKwz7eywqMS4bSs/Hb07bJCyk1XVCjAaHk0uhAMJ17b61CRACJwgttyXL7Pt8n2WakA7+xBR+\nY/LAvo79Xn3UKAcg2+rgRD7Ccchb/SP9ke823lbJvygSOjs30McIWAnhUCpPI6VLu3X9yPY87dHa\neh2l9pshw946w97GCZ39ey726J5rFEPdHevrjL59PGvRjATbjkC2IM7bZCqmGsyMBdN0v49TjvAW\n5wCBLEUUG9sWMue6R3xREQJZLmGybCQzPCJ7TE+hul1MmiGiyBqex/H4gTBGM0h32Inv0AgX7vsg\n3i+EEKTFkJudvwQBs5VHWOp880iDTYYeTjVCDVL0MEVGPjLyKXb79no58gAiSePN1ClOeIBzFXNp\n6kMU+iap6mOMJt/sYDC49RLCleS7g0MEl7wTj6Qf7j8CZO3hoZm+KfRbgoMGU2WKfsbg1mHjDaTA\nq5eOfF4IePFzXWqTLlML/h6A7Eg4nmD6TMDytSF+ZJ+B6y92ifvqwLEkqsgscc4L9xnTRUbcWccv\nT6CLDBlW7DOZ9ok7Ci+qobIUL6zh+CFFsl+DXr42oLOd8d6PT9PbyTj3ZBUvkLhuh2xr89h6tcky\nkrt3CM+dxymXrUDhfa57c97nJ//zM7zrh5o4ruRbn2/x/O9vsHipxDs/2uTaVzp87rfX+dDPzvL4\nhyZ442tdvvTJTT72y4s88mydL/8/m1x/sccv/veXCUuSP/+/V+lsZ/yt//ER0qHiC/9inYtP1Xj0\nuQZ3rw744u+t854fmaTa9EgGCqUMnc2Mu6/3QEirczXiBek0YXDreGnm0plLBM37l30Gt984dlu0\neI5wZvHkfVXBcOk6w6WjuSucXSRaPHfkOTFZQZ7k4wmQN1klW39rpbf7xdsq+UvpElXmjkf7aEWe\nD3HckGrjDH5QG29zHI9ydZ7axJlj+gXmoUogwrHyBtooeuZ4VT2fyNbSOZ4h2E7WWGq/yHz1Mbtq\ncF3b8IoTkFYD32QZIgxwZH3fROLgNaiUccol8tUN6ygkQJYivNlpTJ6jkpRifQM8DxMn9sHGksl2\nhre50foy55rvQ3/HxWKBI1wqIylcIeSRgcSpRYSnpjDGECx6xDc3kJGHP9tAdWOiy/O2saU0apCQ\nbbQJz0wz6CfHJ3+d2nPfeYEzjadQOkf4rp35R7a8cdDMBcCfLONWw/v6Kggp8OvR2FBDF5qsEx8p\n+5y4vyuRnj2PMaJnFDpXhwy8R5eOIJI88lSZsOKgCkNrI0cdM9gIKZg+HXLlmTqX31tj8UqZr/3R\n1qEav8pilB8hhCAbtHGDEnsZwivVEUJSJH28sILAQgn98gQqHaJVNlYHPRTGmp58+K/PsXxtYMtO\nGxnCaOLlpRNVZlW/R3Lrpn1mH/A+XXq6xvTpkNdeaLNwuUxUcZg5HdFcCHFcQVh2aM75lOouQlom\nc2PWJ6paCGa16dGY8fFDietLqpOWZOa41si8ueBTbbrjYzVmfapNjyc+NMFIUombL/dYfXOIkSFO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Gp9VMwxWFIrEpydl+6S+XiFH6zbG+5Jxks75Ju9UnWOxSDjGiuRhFn43qq8Bwq5yYZ3N6h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\nqWGr6uzWd47882e+FyME9Z9+MEPxVK+OsEXJ4FdfzK2lrC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fI0fRS4L+I4qhnOf84tfO8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\nqFDhGuL/AA0pvgv39r7nAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Q2WRFw1zBT5K","colab_type":"code","outputId":"ccd891c2-1d4f-4c9c-b0fa-53009b5aa65c","executionInfo":{"status":"ok","timestamp":1560439748319,"user_tz":-540,"elapsed":45213,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":243}},"source":["fig, axe = plt.subplots(ncols=1)\n","fig.set_size_inches(6, 3)\n","sns.countplot(train_data['label'])"],"execution_count":24,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7fa12045f8d0>"]},"metadata":{"tags":[]},"execution_count":24},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZIAAADRCAYAAADmOTSMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTQwSSVITg0SS1MQgkSQ1+R87WaWk6js9TQAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x216 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"amDb0RAcBYzy","colab_type":"code","outputId":"24e8e29b-0500-4832-c4db-d0c2eaf5e003","executionInfo":{"status":"ok","timestamp":1560439748320,"user_tz":-540,"elapsed":45009,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["print(\"긍정 리뷰 개수: {}\".format(train_data['label'].value_counts()[1]))\n","print(\"부정 리뷰 개수: {}\".format(train_data['label'].value_counts()[0]))"],"execution_count":25,"outputs":[{"output_type":"stream","text":["긍정 리뷰 개수: 74827\n","부정 리뷰 개수: 75173\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"lDgw0LC5B_8g","colab_type":"code","colab":{}},"source":["train_word_counts = train_data['document'].astype(str).apply(lambda x:len(x.split(' ')))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"66g0AOi3CYbO","colab_type":"code","outputId":"61f5e02d-3d5e-40eb-ff88-e5cb4bf050d2","executionInfo":{"status":"ok","timestamp":1560439749409,"user_tz":-540,"elapsed":45307,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":644}},"source":["\n","plt.figure(figsize=(15, 10))\n","plt.hist(train_word_counts, bins=40, facecolor='r',label='train')\n","plt.title('Log-Histogram of word count in review', fontsize=15)\n","plt.yscale('log', nonposy='clip')\n","plt.legend()\n","plt.xlabel('Number of words', fontsize=15)\n","plt.ylabel('Number of reviews', fontsize=15)"],"execution_count":27,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Number of reviews')"]},"metadata":{"tags":[]},"execution_count":27},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA4MAAAJiCAYAAAB9+BdpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n","text/plain":["<Figure size 1080x720 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"17wqAnePCaiu","colab_type":"code","outputId":"b234a997-5b69-419a-e943-b1c32cc4b974","executionInfo":{"status":"ok","timestamp":1560439749410,"user_tz":-540,"elapsed":45093,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":136}},"source":["print('리뷰 단어 개수 최대 값: {}'.format(np.max(train_word_counts)))\n","print('리뷰 단어 개수 최소 값: {}'.format(np.min(train_word_counts)))\n","print('리뷰 단어 개수 평균 값: {:.2f}'.format(np.mean(train_word_counts)))\n","print('리뷰 단어 개수 표준편차: {:.2f}'.format(np.std(train_word_counts)))\n","print('리뷰 단어 개수 중간 값: {}'.format(np.median(train_word_counts)))\n","# 사분위의 대한 경우는 0~100 스케일로 되어있음\n","print('리뷰 단어 개수 제 1 사분위: {}'.format(np.percentile(train_word_counts, 25)))\n","print('리뷰 단어 개수 제 3 사분위: {}'.format(np.percentile(train_word_counts, 75)))"],"execution_count":28,"outputs":[{"output_type":"stream","text":["리뷰 단어 개수 최대 값: 41\n","리뷰 단어 개수 최소 값: 1\n","리뷰 단어 개수 평균 값: 7.58\n","리뷰 단어 개수 표준편차: 6.51\n","리뷰 단어 개수 중간 값: 6.0\n","리뷰 단어 개수 제 1 사분위: 3.0\n","리뷰 단어 개수 제 3 사분위: 9.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"72f4xyJdCeNY","colab_type":"code","outputId":"43b83212-5ad8-437c-cade-4a2213873b9f","executionInfo":{"status":"ok","timestamp":1560439749411,"user_tz":-540,"elapsed":44861,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["qmarks = np.mean(train_data['document'].astype(str).apply(lambda x: '?' in x)) # 물음표가 구두점으로 쓰임\n","fullstop = np.mean(train_data['document'].astype(str).apply(lambda x: '.' in x)) # 마침표\n","                  \n","print('물음표가있는 질문: {:.2f}%'.format(qmarks * 100))\n","print('마침표가 있는 질문: {:.2f}%'.format(fullstop * 100))"],"execution_count":29,"outputs":[{"output_type":"stream","text":["물음표가있는 질문: 8.25%\n","마침표가 있는 질문: 51.76%\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Z3biBYlxCyo0","colab_type":"text"},"source":["# Naver Movie Review PreProcessing"]},{"cell_type":"markdown","metadata":{"id":"oyxpTeYKDHBQ","colab_type":"text"},"source":["### okt 인스톨 해야 한다."]},{"cell_type":"code","metadata":{"id":"kPwGPN4CW_vD","colab_type":"code","outputId":"6ca0dc18-e814-44cc-a596-75a17438c1c1","executionInfo":{"status":"ok","timestamp":1560439797260,"user_tz":-540,"elapsed":91622,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":221}},"source":["!pip install konlpy"],"execution_count":30,"outputs":[{"output_type":"stream","text":["Collecting konlpy\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/e5/3d/4e983cd98d87b50b2ab0387d73fa946f745aa8164e8888a714d5129f9765/konlpy-0.5.1-py2.py3-none-any.whl (19.4MB)\n","\u001b[K     |████████████████████████████████| 19.4MB 2.5MB/s \n","\u001b[?25hCollecting JPype1>=0.5.7 (from konlpy)\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/c4/4b/60a3e63d51714d4d7ef1b1efdf84315d118a0a80a5b085bb52a7e2428cdc/JPype1-0.6.3.tar.gz (168kB)\n","\u001b[K     |████████████████████████████████| 174kB 41.1MB/s \n","\u001b[?25hBuilding wheels for collected packages: JPype1\n","  Building wheel for JPype1 (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Stored in directory: /root/.cache/pip/wheels/0e/2b/e8/c0b818ac4b3d35104d35e48cdc7afe27fc06ea277feed2831a\n","Successfully built JPype1\n","Installing collected packages: JPype1, konlpy\n","Successfully installed JPype1-0.6.3 konlpy-0.5.1\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ni7Hmt9iCg7X","colab_type":"code","colab":{}},"source":["import numpy as np\n","import pandas as pd\n","import re\n","import json\n","from konlpy.tag import Okt\n","from tensorflow.python.keras.preprocessing.sequence import pad_sequences\n","from tensorflow.python.keras.preprocessing.text import Tokenizer"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"6pi77SS_C-Ny","colab_type":"code","outputId":"c0bee058-f0a9-4e94-c66a-9f5e8a9bad6f","executionInfo":{"status":"ok","timestamp":1560439799023,"user_tz":-540,"elapsed":92528,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":119}},"source":["DATA_IN_PATH ='./data_in/'\n","\n","train_data = pd.read_csv(DATA_IN_PATH + 'ratings_train.txt', header=0, delimiter='\\t', quoting=3 )\n","\n","print(train_data.head())"],"execution_count":32,"outputs":[{"output_type":"stream","text":["         id                                           document  label\n","0   9976970                                아 더빙.. 진짜 짜증나네요 목소리      0\n","1   3819312                  흠...포스터보고 초딩영화줄....오버연기조차 가볍지 않구나      1\n","2  10265843                                  너무재밓었다그래서보는것을추천한다      0\n","3   9045019                      교도소 이야기구먼 ..솔직히 재미는 없다..평점 조정      0\n","4   6483659  사이몬페그의 익살스런 연기가 돋보였던 영화!스파이더맨에서 늙어보이기만 했던 커스틴 ...      1\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gs1gfx3HXT27","colab_type":"code","outputId":"cc6f580e-6a4e-445d-8fbf-bebd92f338b2","executionInfo":{"status":"ok","timestamp":1560439799024,"user_tz":-540,"elapsed":91767,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["review_text = re.sub(\"[^가-힣ㄱ-ㅎㅏ-ㅣ\\\\s]\", \"\", train_data['document'][4]) \n","print(review_text)"],"execution_count":33,"outputs":[{"output_type":"stream","text":["사이몬페그의 익살스런 연기가 돋보였던 영화스파이더맨에서 늙어보이기만 했던 커스틴 던스트가 너무나도 이뻐보였다\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"BFWqnUOBXiu1","colab_type":"code","outputId":"90d73885-5c75-4393-ae44-5fc63eff2e68","executionInfo":{"status":"ok","timestamp":1560439806771,"user_tz":-540,"elapsed":99006,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["okt=Okt()\n","review_text = okt.morphs(review_text, stem=True)\n","print(review_text)"],"execution_count":34,"outputs":[{"output_type":"stream","text":["['사이', '몬페', '그', '의', '익살스럽다', '연기', '가', '돋보이다', '영화', '스파이더맨', '에서', '늙다', '보이다', '하다', '커스틴', '던스트', '가', '너무나도', '이쁘다', '보이다']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"x1XqwUDbXvGb","colab_type":"code","outputId":"8b1f595a-2832-4830-9fe1-0f9afdb0fa6a","executionInfo":{"status":"ok","timestamp":1560439806772,"user_tz":-540,"elapsed":98580,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["stop_words = set(['은', '는', '이', '가', '하', '아', '것', '들','의', '있', '되', '수', '보', '주', '등', '한'])\n","clean_review = [token for token in review_text if not token in stop_words]\n","print(clean_review)"],"execution_count":35,"outputs":[{"output_type":"stream","text":["['사이', '몬페', '그', '익살스럽다', '연기', '돋보이다', '영화', '스파이더맨', '에서', '늙다', '보이다', '하다', '커스틴', '던스트', '너무나도', '이쁘다', '보이다']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"s8EeHP8JYCMa","colab_type":"code","colab":{}},"source":["def preprocessing(review, okt, remove_stopwords = False, stop_words = []):\n","    # 함수의 인자는 다음과 같다.\n","    # review : 전처리할 텍스트\n","    # okt : okt 객체를 반복적으로 생성하지 않고 미리 생성후 인자로 받는다.\n","    # remove_stopword : 불용어를 제거할지 선택 기본값은 False\n","    # stop_word : 불용어 사전은 사용자가 직접 입력해야함 기본값은 비어있는 리스트\n","    \n","    # 1. 한글 및 공백을 제외한 문자 모두 제거.\n","    review_text = re.sub(\"[^가-힣ㄱ-ㅎㅏ-ㅣ\\\\s]\", \"\", review)\n","    \n","    # 2. okt 객체를 활용해서 형태소 단위로 나눈다.\n","    word_review = okt.morphs(review_text, stem=True)\n","    \n","    if remove_stopwords:\n","        \n","        # 불용어 제거(선택적)\n","        word_review = [token for token in word_review if not token in stop_words]\n","        \n","   \n","    return word_review"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"r11Q0fyWYe1J","colab_type":"text"},"source":["### 아래 루틴 시간 오래 걸림 (8분 14초 걸림)"]},{"cell_type":"code","metadata":{"id":"wC6FKGBgZJ9A","colab_type":"code","outputId":"2151ceef-7de1-49bc-db05-3c0290d8ccbd","executionInfo":{"status":"ok","timestamp":1560439810112,"user_tz":-540,"elapsed":100271,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["!pip install tqdm"],"execution_count":37,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (4.28.1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"wVKIM-g5YQ4W","colab_type":"code","outputId":"3a5edfd6-0c0f-4027-aaa8-8be5fd64c576","executionInfo":{"status":"ok","timestamp":1560440267051,"user_tz":-540,"elapsed":556628,"user":{"displayName":"조중현","photoUrl":"","userId":"04275587646849861321"}},"colab":{"resources":{"http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css":{"data":"/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0idXRmLTgiPz4KPCEtLSBHZW5lcmF0b3I6IEFkb2JlIElsbHVzdHJhdG9yIDE5LjIuMSwgU1ZHIEV4cG9ydCBQbHVnLUluIC4gU1ZHIFZlcnNpb246IDYuMDAgQnVpbGQgMCkgIC0tPgo8c3ZnIHZlcnNpb249IjEuMSIgaWQ9IkxheWVyXzEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgeG1sbnM6eGxpbms9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkveGxpbmsiIHg9IjBweCIgeT0iMHB4IgoJIHZpZXdCb3g9IjAgMCAxOCAxOCIgc3R5bGU9ImVuYWJsZS1iYWNrZ3JvdW5kOm5ldyAwIDAgMTggMTg7IiB4bWw6c3BhY2U9InByZXNlcnZlIj4KPHN0eWxlIHR5cGU9InRleHQvY3NzIj4KCS5zdDB7ZmlsbDpub25lO30KPC9zdHlsZT4KPHBhdGggZD0iTTUuMiw1LjlMOSw5LjdsMy44LTMuOGwxLjIsMS4ybC00LjksNWwtNC45LTVMNS4yLDUuOXoiLz4KPHBhdGggY2xhc3M9InN0MCIgZD0iTTAtMC42aDE4djE4SDBWLTAuNnoiLz4KPC9zdmc+Cg");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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 */","ok":true,"headers":[["content-type","text/css"]],"status":200,"status_text":""}},"base_uri":"https://localhost:8080/","height":66}},"source":["from tqdm import tqdm_notebook\n","\n","clean_train_review = []\n","\n","for review in tqdm_notebook(train_data['document']):\n","    # 비어있는 데이터에서 멈추지 않도록 string인 경우만 진행\n","    if type(review) == str:\n","        clean_train_review.append(preprocessing(review, okt, remove_stopwords = True, stop_words=stop_words))\n","    else:\n","        clean_train_review.append([])  #string이 아니면 비어있는 값 추가"],"execution_count":38,"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"aa51d8e5e9d3451f81f9bd1a91642a3c","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=150000), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ZS_jhmuxYVRH","colab_type":"code","colab":{}},"source":["test_data = pd.read_csv(DATA_IN_PATH + 'ratings_test.txt', header=0, delimiter='\\t', quoting=3 )\n","\n","clean_test_review = []\n","\n","for review in test_data['document']:\n","    # 비어있는 데이터에서 멈추지 않도록 string인 경우만 진행\n","    if type(review) == str:\n","        clean_test_review.append(preprocessing(review, okt, remove_stopwords = True, stop_words=stop_words))\n","    else:\n","        clean_test_review.append([])  #string이 아니면 비어있는 값 추가"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"R-kUAFMbYYp3","colab_type":"code","colab":{}},"source":["tokenizer = Tokenizer()\n","tokenizer.fit_on_texts(clean_train_review)\n","train_sequences = tokenizer.texts_to_sequences(clean_train_review)\n","test_sequences = tokenizer.texts_to_sequences(clean_test_review)\n","\n","word_vocab = tokenizer.word_index # 단어 사전 형태"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"r7_WULNYYa1n","colab_type":"code","colab":{}},"source":["MAX_SEQUENCE_LENGTH = 8 # 문장 최대 길이\n","\n","train_inputs = pad_sequences(train_sequences, maxlen=MAX_SEQUENCE_LENGTH, padding='post') # 학습 데이터를 벡터화\n","train_labels = np.array(train_data['label']) # 학습 데이터의 라벨\n","\n","test_inputs = pad_sequences(test_sequences, maxlen=MAX_SEQUENCE_LENGTH, padding='post') # 테스트 데이터를 벡터화\n","test_labels = np.array(test_data['label']) # 테스트 데이터의 라벨"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"iKKkIg_qYdyn","colab_type":"code","colab":{}},"source":["DATA_IN_PATH = './data_in/'\n","TRAIN_INPUT_DATA = 'nsmc_train_input.npy'\n","TRAIN_LABEL_DATA = 'nsmc_train_label.npy'\n","TEST_INPUT_DATA = 'nsmc_test_input.npy'\n","TEST_LABEL_DATA = 'nsmc_test_label.npy'\n","DATA_CONFIGS = 'data_configs.json'\n","\n","data_configs = {}\n","\n","data_configs['vocab'] = word_vocab\n","data_configs['vocab_size'] = len(word_vocab) + 1 # vocab size 추가\n","\n","import os\n","# 저장하는 디렉토리가 존재하지 않으면 생성\n","if not os.path.exists(DATA_IN_PATH):\n","    os.makedirs(DATA_IN_PATH)\n","\n","# 전처리 된 학습 데이터를 넘파이 형태로 저장\n","np.save(open(DATA_IN_PATH + TRAIN_INPUT_DATA, 'wb'), train_inputs)\n","np.save(open(DATA_IN_PATH + TRAIN_LABEL_DATA, 'wb'), train_labels)\n","# 전처리 된 테스트 데이터를 넘파이 형태로 저장\n","np.save(open(DATA_IN_PATH + TEST_INPUT_DATA, 'wb'), test_inputs)\n","np.save(open(DATA_IN_PATH + TEST_LABEL_DATA, 'wb'), test_labels)\n","\n","# 데이터 사전을 json 형태로 저장\n","json.dump(data_configs, open(DATA_IN_PATH + DATA_CONFIGS, 'w'), ensure_ascii=False)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"yOrSam2zoVQd","colab_type":"code","colab":{}},"source":[""],"execution_count":0,"outputs":[]}]}