lstm_stock_price_prediction.ipynb 364 KB
{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"lstm_stock_price_prediction.ipynb의 사본","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyMIXZyPKfEEfxyNNngGVsRA"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"-k3h10dE6uxG","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1622289553458,"user_tz":-540,"elapsed":426,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"4fd8e69f-2147-456b-fedc-407fab76f47c"},"source":["from google.colab import drive\n","\n","drive.mount('/content/gdrive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":204},"id":"gsIwSTBVzPev","executionInfo":{"status":"ok","timestamp":1622286347791,"user_tz":-540,"elapsed":276,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"7bcd17f8-bb5b-4617-b9c0-1b82329e6b92"},"source":["from __future__ import absolute_import, division, print_function, unicode_literals\n","try:\n","    %tensorflow_version 2.x\n","except Exception:\n","    pass\n","import tensorflow as tf\n","from keras.models import Model\n","from keras.layers import Input, Dense, LSTM, Bidirectional\n","from keras import backend as K\n","import numpy as np\n","import matplotlib as mpl\n","import matplotlib.pyplot as plt\n","import pandas as pd\n","import datetime\n","import os\n","\n","data = pd.read_csv('/content/gdrive/My Drive/capstone2/data/2021/oneik.csv')\n","data.head()"],"execution_count":null,"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>date</th>\n","      <th>close</th>\n","      <th>open</th>\n","      <th>high</th>\n","      <th>low</th>\n","      <th>vol</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2000-04-24</td>\n","      <td>5940</td>\n","      <td>6070</td>\n","      <td>6100</td>\n","      <td>5800</td>\n","      <td>409179</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2000-04-25</td>\n","      <td>5870</td>\n","      <td>5700</td>\n","      <td>6000</td>\n","      <td>5610</td>\n","      <td>249685</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2000-04-26</td>\n","      <td>5800</td>\n","      <td>6150</td>\n","      <td>6260</td>\n","      <td>5650</td>\n","      <td>391259</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2000-04-27</td>\n","      <td>5600</td>\n","      <td>5650</td>\n","      <td>5900</td>\n","      <td>5400</td>\n","      <td>205318</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2000-04-28</td>\n","      <td>5660</td>\n","      <td>5700</td>\n","      <td>5730</td>\n","      <td>5570</td>\n","      <td>224748</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["         date  close  open  high   low     vol\n","0  2000-04-24   5940  6070  6100  5800  409179\n","1  2000-04-25   5870  5700  6000  5610  249685\n","2  2000-04-26   5800  6150  6260  5650  391259\n","3  2000-04-27   5600  5650  5900  5400  205318\n","4  2000-04-28   5660  5700  5730  5570  224748"]},"metadata":{"tags":[]},"execution_count":182}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":235},"id":"fYt-X6WP0HB7","executionInfo":{"status":"ok","timestamp":1622286349517,"user_tz":-540,"elapsed":288,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"b75e163c-e353-4a8f-f832-f6fe8ba78161"},"source":["features = ['close', 'open', 'high', 'low', 'vol']\n","stockPrice = data[features]\n","stockPrice.index = data['date']\n","stockPrice.head()"],"execution_count":null,"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>close</th>\n","      <th>open</th>\n","      <th>high</th>\n","      <th>low</th>\n","      <th>vol</th>\n","    </tr>\n","    <tr>\n","      <th>date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2000-04-24</th>\n","      <td>5940</td>\n","      <td>6070</td>\n","      <td>6100</td>\n","      <td>5800</td>\n","      <td>409179</td>\n","    </tr>\n","    <tr>\n","      <th>2000-04-25</th>\n","      <td>5870</td>\n","      <td>5700</td>\n","      <td>6000</td>\n","      <td>5610</td>\n","      <td>249685</td>\n","    </tr>\n","    <tr>\n","      <th>2000-04-26</th>\n","      <td>5800</td>\n","      <td>6150</td>\n","      <td>6260</td>\n","      <td>5650</td>\n","      <td>391259</td>\n","    </tr>\n","    <tr>\n","      <th>2000-04-27</th>\n","      <td>5600</td>\n","      <td>5650</td>\n","      <td>5900</td>\n","      <td>5400</td>\n","      <td>205318</td>\n","    </tr>\n","    <tr>\n","      <th>2000-04-28</th>\n","      <td>5660</td>\n","      <td>5700</td>\n","      <td>5730</td>\n","      <td>5570</td>\n","      <td>224748</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            close  open  high   low     vol\n","date                                       \n","2000-04-24   5940  6070  6100  5800  409179\n","2000-04-25   5870  5700  6000  5610  249685\n","2000-04-26   5800  6150  6260  5650  391259\n","2000-04-27   5600  5650  5900  5400  205318\n","2000-04-28   5660  5700  5730  5570  224748"]},"metadata":{"tags":[]},"execution_count":183}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":599},"id":"3Nty6sdWzl5N","executionInfo":{"status":"ok","timestamp":1622286351584,"user_tz":-540,"elapsed":1773,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"8674b35a-3fb0-4ef4-e126-57db56921864"},"source":["plt.figure(figsize = (18,9))\n","df = stockPrice.copy()\n","plt.plot(df.index,df['close'])\n","plt.xticks(df.iloc[::50,:].index,rotation=45)\n","plt.xlabel('datetime',fontsize=18)\n","plt.ylabel('Mid Price',fontsize=18)\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1296x648 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":538},"id":"BC5_N82NzxCW","executionInfo":{"status":"ok","timestamp":1622286388546,"user_tz":-540,"elapsed":36966,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"7670dcae-11b6-4416-a448-83d861a4112e"},"source":["stockPriceClose=stockPrice[['close']]\n","# 학습용 데이터와 테스트용 데이터로 분리\n","train_data=pd.DataFrame(stockPriceClose.loc[:'2016-04-01',['close']])\n","test_data=pd.DataFrame(stockPriceClose.loc['2016-04-01':,['close']])\n","# 분리된 데이터 \n","plt.figure(figsize = (18,9))\n","plt.plot(train_data)\n","plt.plot(test_data)\n","plt.legend(['train', 'test'])\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1296x648 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"vis63lbk0Cfo","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1622286388942,"user_tz":-540,"elapsed":406,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"f586d495-0b39-4f47-faa0-04f0e8720b4e"},"source":["# 학습 데이터와 테스트 데이터(ndarray)를 데이터프레임으로 변형한다.\n","from sklearn.preprocessing import MinMaxScaler\n","total_data=pd.DataFrame(stockPriceClose.loc[:,['close']])\n","\n","scaler = MinMaxScaler() \n","total_data_sc=scaler.fit_transform(total_data)\n","\n","total_sc_df=pd.DataFrame(total_data_sc, columns=['Scaled_0'], index=total_data.index)\n","\n","# LSTM은 과거의 데이터를 기반으로 미래을 예측하는 모델이다. \n","# 따라서, 과거 데이터를 몇 개 사용해서 예측할 지 정해야 한다. 여기서는 250개(1년)를 사용한다. 그리고 60개(3개월)을 예측한다.  \n","past_data = 120\n","pred_data = 60\n","for i in range(1, past_data + pred_data):\n","    total_sc_df['Scaled_{}'.format(i)]=total_sc_df['Scaled_0'].shift(i)\n","\n","train_sc_df=pd.DataFrame(total_sc_df.loc[:'2016-04-01',:])\n","test_sc_df=pd.DataFrame(total_sc_df.loc['2016-04-01':,:])\n","print(test_sc_df)\n","#nan 값이 있는 로우를 삭제하고 X값과 Y값을 생성한다.\n","x_train=train_sc_df.dropna().drop([f'Scaled_{i}' for i in range(pred_data)], axis=1).loc[:,::-1]\n","y_train=train_sc_df.dropna()[[f'Scaled_{i}' for i in range(pred_data)]].loc[:,::-1]\n","print(x_train)\n","x_test=test_sc_df.dropna().drop([f'Scaled_{i}' for i in range(pred_data)], axis=1).loc[:,::-1]\n","y_test=test_sc_df.dropna()[[f'Scaled_{i}' for i in range(pred_data)]].loc[:,::-1]\n","print(y_test)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["            Scaled_0  Scaled_1  Scaled_2  ...  Scaled_177  Scaled_178  Scaled_179\n","date                                      ...                                    \n","2016-04-01  0.379752  0.386955  0.387755  ...    0.470188    0.475790    0.445378\n","2016-04-04  0.378952  0.379752  0.386955  ...    0.458183    0.470188    0.475790\n","2016-04-05  0.382953  0.378952  0.379752  ...    0.459784    0.458183    0.470188\n","2016-04-06  0.382953  0.382953  0.378952  ...    0.457383    0.459784    0.458183\n","2016-04-07  0.399760  0.382953  0.382953  ...    0.488595    0.457383    0.459784\n","...              ...       ...       ...  ...         ...         ...         ...\n","2021-04-19  0.349340  0.348539  0.340536  ...    0.220088    0.222489    0.206883\n","2021-04-20  0.354142  0.349340  0.348539  ...    0.219288    0.220088    0.222489\n","2021-04-21  0.359744  0.354142  0.349340  ...    0.213685    0.219288    0.220088\n","2021-04-22  0.354942  0.359744  0.354142  ...    0.210884    0.213685    0.219288\n","2021-04-23  0.359744  0.354942  0.359744  ...    0.225290    0.210884    0.213685\n","\n","[1244 rows x 180 columns]\n","            Scaled_179  Scaled_178  Scaled_177  ...  Scaled_62  Scaled_61  Scaled_60\n","date                                            ...                                 \n","2001-01-19    0.398960    0.393357    0.387755  ...   0.162865   0.155662   0.167667\n","2001-01-22    0.393357    0.387755    0.371749  ...   0.155662   0.167667   0.150860\n","2001-01-26    0.387755    0.371749    0.376551  ...   0.167667   0.150860   0.162865\n","2001-01-29    0.371749    0.376551    0.399760  ...   0.150860   0.162865   0.150860\n","2001-01-30    0.376551    0.399760    0.405362  ...   0.162865   0.150860   0.138055\n","...                ...         ...         ...  ...        ...        ...        ...\n","2016-03-28    0.486995    0.486194    0.482993  ...   0.501401   0.483794   0.459784\n","2016-03-29    0.486194    0.482993    0.427771  ...   0.483794   0.459784   0.434974\n","2016-03-30    0.482993    0.427771    0.445378  ...   0.459784   0.434974   0.443778\n","2016-03-31    0.427771    0.445378    0.475790  ...   0.434974   0.443778   0.442977\n","2016-04-01    0.445378    0.475790    0.470188  ...   0.443778   0.442977   0.419768\n","\n","[3764 rows x 120 columns]\n","            Scaled_59  Scaled_58  Scaled_57  ...  Scaled_2  Scaled_1  Scaled_0\n","date                                         ...                              \n","2016-04-01   0.426170   0.418167   0.467787  ...  0.387755  0.386955  0.379752\n","2016-04-04   0.418167   0.467787   0.503001  ...  0.386955  0.379752  0.378952\n","2016-04-05   0.467787   0.503001   0.513405  ...  0.379752  0.378952  0.382953\n","2016-04-06   0.503001   0.513405   0.552621  ...  0.378952  0.382953  0.382953\n","2016-04-07   0.513405   0.552621   0.543017  ...  0.382953  0.382953  0.399760\n","...               ...        ...        ...  ...       ...       ...       ...\n","2021-04-19   0.298519   0.308924   0.314526  ...  0.340536  0.348539  0.349340\n","2021-04-20   0.308924   0.314526   0.335734  ...  0.348539  0.349340  0.354142\n","2021-04-21   0.314526   0.335734   0.321329  ...  0.349340  0.354142  0.359744\n","2021-04-22   0.335734   0.321329   0.312925  ...  0.354142  0.359744  0.354942\n","2021-04-23   0.321329   0.312925   0.299320  ...  0.359744  0.354942  0.359744\n","\n","[1244 rows x 60 columns]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tXJGwJxK-YIP","executionInfo":{"status":"ok","timestamp":1622286388942,"user_tz":-540,"elapsed":8,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"01d038f3-2f65-4420-d5bb-d92aee7464b0"},"source":["print(test_sc_df.iloc[253,:])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Scaled_0      0.371749\n","Scaled_1      0.371749\n","Scaled_2      0.371749\n","Scaled_3      0.375750\n","Scaled_4      0.368547\n","                ...   \n","Scaled_175    0.467787\n","Scaled_176    0.490996\n","Scaled_177    0.483794\n","Scaled_178    0.486995\n","Scaled_179    0.453381\n","Name: 2017-04-10, Length: 180, dtype: float64\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"seRlsqPd5IU-"},"source":["# 대부분의 기계학습 모델은 데이터프레임 대신 ndarray구조를 입력 값으로 사용한다.\n","# ndarray로 변환한다.\n","x_train=x_train.values\n","x_test=x_test.values\n","\n","y_train=y_train.values\n","y_test=y_test.values\n","\n","# LSTM 모델에 맞게 데이터 셋 변형\n","x_train_t = x_train.reshape(x_train.shape[0], past_data,1)\n","x_test_t = x_test.reshape(x_test.shape[0], past_data, 1)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ob1QjNDr5ISX","executionInfo":{"status":"ok","timestamp":1622286787423,"user_tz":-540,"elapsed":385,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"32a69c8d-9a22-411a-9638-9d428ddeaec8"},"source":["from keras.layers import LSTM \n","from keras.models import Sequential \n","from keras.layers import Dense \n","import keras.backend as K \n","from keras.callbacks import EarlyStopping \n","\n","\n","with tf.device('/device:GPU:0'):\n","    K.clear_session() \n","    # Sequeatial Model\n","    model = Sequential() \n","    # 첫번째 LSTM 레이어\n","    model.add(LSTM(past_data,return_sequences=False, input_shape=(past_data, 1))) \n","    # 예측값 60개\n","    model.add(Dense(pred_data, activation='linear')) \n","    # 손실함수 지정 - 예측 값과 실제 값의 차이를 계산한다. MSE가 사용된다. \n","    # 최적화기 지정 - adam을 사용한다.\n","    model.compile(loss='mean_squared_error', optimizer='adam') \n","model.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Model: \"sequential\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","lstm (LSTM)                  (None, 120)               58560     \n","_________________________________________________________________\n","dense (Dense)                (None, 60)                7260      \n","=================================================================\n","Total params: 65,820\n","Trainable params: 65,820\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"P-8K6YbI5IJS","executionInfo":{"status":"ok","timestamp":1622286813533,"user_tz":-540,"elapsed":26112,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"4ee93fbe-4ff8-4966-f40a-81d7ff5f003c"},"source":["# 손실 값(loss)를 모니터링해서 성능이 더이상 좋아지지 않으면 epoch를 중단한다.\n","# vervose=1은 화면에 출력\n","early_stop = EarlyStopping(monitor='loss', patience=10, verbose=1)\n","\n","#epochs는 훈련 반복 횟수를 지정하고 batch_size는 한 번 훈련할 때 입력되는 데이터 크기를 지정한다.\n","model.fit(x_train_t, y_train, epochs=500,\n","          batch_size=64, verbose=1, callbacks=[early_stop])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Epoch 1/500\n","59/59 [==============================] - 2s 8ms/step - loss: 0.0329\n","Epoch 2/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0074\n","Epoch 3/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0068\n","Epoch 4/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0069\n","Epoch 5/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0066\n","Epoch 6/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0072\n","Epoch 7/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0066\n","Epoch 8/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0061\n","Epoch 9/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0063\n","Epoch 10/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0062\n","Epoch 11/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0064\n","Epoch 12/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0061\n","Epoch 13/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0060\n","Epoch 14/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0063\n","Epoch 15/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0062\n","Epoch 16/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0057\n","Epoch 17/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0062\n","Epoch 18/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0058\n","Epoch 19/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0057\n","Epoch 20/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0060\n","Epoch 21/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0056\n","Epoch 22/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0050\n","Epoch 23/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0056\n","Epoch 24/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0055\n","Epoch 25/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0052\n","Epoch 26/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0053\n","Epoch 27/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0049\n","Epoch 28/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0049\n","Epoch 29/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0047\n","Epoch 30/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0054\n","Epoch 31/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0050\n","Epoch 32/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0049\n","Epoch 33/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0047\n","Epoch 34/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0050\n","Epoch 35/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0051\n","Epoch 36/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0048\n","Epoch 37/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0045\n","Epoch 38/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0061\n","Epoch 39/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0051\n","Epoch 40/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0049\n","Epoch 41/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0043\n","Epoch 42/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0045\n","Epoch 43/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0045\n","Epoch 44/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0042\n","Epoch 45/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0056\n","Epoch 46/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0062\n","Epoch 47/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0058\n","Epoch 48/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0059\n","Epoch 49/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0057\n","Epoch 50/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0060\n","Epoch 51/500\n","59/59 [==============================] - 0s 7ms/step - loss: 0.0056\n","Epoch 52/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0060\n","Epoch 53/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0052\n","Epoch 54/500\n","59/59 [==============================] - 0s 8ms/step - loss: 0.0049\n","Epoch 00054: early stopping\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["<keras.callbacks.History at 0x7f07eb443bd0>"]},"metadata":{"tags":[]},"execution_count":238}]},{"cell_type":"code","metadata":{"id":"787HVf0wiqna","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1622291063231,"user_tz":-540,"elapsed":1789,"user":{"displayName":"장유진","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GisNnu-OVl9PwsFlIOaVRNqVzdlpVXh9wjtIPobug=s64","userId":"18109271255176588241"}},"outputId":"e3909022-c3d3-48f2-ce04-3a2e7f2b6d66"},"source":["from random import randint\n","#테스트의 Y값(실측값) 과 예측값을 비교한다.\n","y_pred = model.predict(x_test_t)\n","t_df=test_sc_df.dropna()\n","\n","y_test_df=pd.DataFrame([y_test][0], index=t_df.index)\n","y_pred_df=pd.DataFrame([y_pred][0], index=t_df.index)\n","# print(y_test_df)\n","correct = 0\n","real_up = 0\n","real_down = 0\n","correct_up = 0\n","correct_down = 0\n","size = len(y_test_df)\n","for i in range(size):\n","    test = y_test_df.iloc[i][pred_data - 1] - y_test_df.iloc[i][0]\n","    pred = y_pred_df.iloc[i][pred_data - 1] - y_pred_df.iloc[i][0]\n","    if test <= 0:\n","        real_down += 1\n","        if pred <= 0:\n","            correct += 1\n","            correct_down += 1\n","    else:\n","        real_up += 1\n","        if pred > 0:\n","            correct += 1\n","            correct_up += 1\n","print('acc:', round(correct / size * 100, 2), '%')\n","print('up_acc:   ', round(correct_up / real_up * 100, 2), '%', f' {correct_up} / {real_up}')\n","print('down_acc: ', round(correct_down / real_down * 100, 2), '%', f' {correct_down} / {real_down}')\n","for i in range(5):\n","    index = randint(0, 1000)\n","    plt.figure(figsize = (9,4))\n","    plt.plot(y_test_df.iloc[index])\n","    plt.plot(y_pred_df.iloc[index])\n","    plt.legend(['test','pred'])\n","    plt.show()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["acc: 62.3 %\n","up_acc:    68.85 %  400 / 581\n","down_acc:  56.56 %  375 / 663\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure 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rg5O/Dyz/uZtfEoYzo2pG/LusX36/xJmDsKXGrBuB8LX1YLNK5Tg25NPJm//SS5N1jF9LvNx/jX/F209XNn4aQu1HDOy9Vp1NUYedr8CWQXMcKiNWycBkseBL9O0On6/dDKW4XbwI4/XoSEfZZts14bGPheiZcdOXKEb775hm7dunH//ffzxRdfAEZJ98jISJKSkhg2bBhr1qyhevXqvP/++0ybNo3nn3+ehx56iLVr19KkSRPuvvtuy/ZfCCFuhjP7jSCjWu3Czzs4wS1PwbJnYN9iWPeOMcJwzxKoWb/we4piZweDPoRZvWDdf4r+Pzor3Qh6/DpBs4HXn28QYtTZWDzRmBIZMuPKipmdR47xgct3BP66Gmp4w7CvjcRQMJJct043Rlg2fESNdmOY3KYfH0RcoLFXdV65o4TK1hkpMGcEZGcYy2xL+PzjOzVi8txIvttynIld/bGzK36KR2vNByuPMGN9DP1b1eWT0e1xcSwwpdTjWfhhCOyeCx0euPZcbg788RxEzIbWw40/l1ImxJaFjITcAD8/P7p16wbA+PHj2bRpE8CVoCI8PJyDBw/SrVs32rVrx/fff8+JEyc4fPgwAQEBBAUFoZRi/PjxVvsMQghRamcOFD4Vc7X294Cbj/HT9cUEGLsIvIKKv6coPu0hbCJs//KfUZiCts+Ci/Fw2+tFL8dtPQxufclYDrz5EzCZ0Lvm8NThMYxgDarTIzBlBwSPNNpQysjfGP8TPBpuBCa75vLo/tH8XOsTvu18BldVTP5EzmVYMN4YCRo9x1hNVILbWtalnV8t3vr9ILd/upGVBxIoaluV7FwTz/y4hxnrYxjXqSFfjAu9PgABaHwr+HaATR8bU1b5LqfBgrFGANLtSSP4skIAAhVxJMSMEYvyUjD5KP999erGhkdaa/r27cv8+fOvuW737t03p4NCCFFeci5D0t/Q7Pbir3Nwhl4vwbJnYdT34NehbM/t/Qoc+MVYWTLxj2sDjYwU2DQNgvoZ0w/F6fmCUW5+zeuw/ydUwl6OmYJI7PENA2/rV/R93i2MeiN9XoUd39A+YjasmQQbn4OWd0KbUUZdk/xpIJPJmMo5scn45h7Qw6yP6Whvx0+Tu/L73tN8vCaKh3/YSZsG7jzdrym3Nq1z5fvNpcs5PDo3kr/+PsszfZsypXeTohNjlYIez8O8kUZuTcg9xtTU3JFGldtBHxlJslYkIyE34OTJk2zduhWAefPm0b1792vOd+7cmc2bNxMdHQ3ApUuX+Pvvv2nevDnHjx8nJiYG4LogRQghbN7Zw2DKKTof5Goh98KLJ0ouXGYOVw+47TU4uRX2Lrr23OZPjXyRPq+W3I5SMOQLaBAKF06xqeXrjMh6jdYh3Uu+F4zpml4vwdOHYPwSY8O+A7/C/wbDtJaw4t9wKhL+fB32/2SMzASPvKGPam+nuKtdA1Y/1YOpI4JJSc9i4rc7GD5jC1uik0hOu8zYr8LZGHWW94a14V99gkpemRPU11gltPEjSDxk5L4k/W1sOmjlAAQkCLkhzZo1Y/r06bRo0YKUlBQmT558zfk6derw3XffMWbMGIKDg+nSpQuHDx/GxcWFWbNmMWjQIEJCQvD29rbSJxBCiFIqWK69JI7VLPfs9vcawcPqVyDzgnHsQjyEzzA20buRPk38A546yLfp3WnkWcOszeauYe8ATfrA0BnwXJSx4sU3DHZ8BV/1MqZ7wh4wpjlKycHejpFhfqx95lbeGdqa+NRMxn69jR4frOPImYvMuieM0R0bmteYUtDjOUg5BjNvMXJUJvxeeP6MFVS86RgrcnBwYM6cOdccO378+DXve/fuzY4dO667d8CAARw+fPi640IIUSGcOQAO1cCj8c1/tp0d3P4hfNXbqMo64F3Y8IGxkV6vf99YWw5OZOeaCD+azJD2he3FegMcq0GrIcYrIwUO/WbkwXR/usRy8eZwcrBjXKdGDA/xZf72kyzfF8+LA1sQ2qiIxOCiNBtk5NdcvgjjFoNHQJn7ZikShAghhCjZmX1GIbGiCo2VtwYhEHofbJtp5H/s/N5IWi1FULQ79jyXsnK5JajwUu2lUq22MQ1VDlwc7ZnYLYCJ3UoZPNjZGSNAdo7Xltu3ATIdYyZ/f3/27y8iO1sIISqzosq132x9XjNqbSy6x0iA7fF8qZrZGJWEnYIugRYMQmydYzWbC0CgAgUhRS1VqkyqwmcUQlRAF+Mh41zh5dpvJlcPIwlVm6Dzo+BWQrGwImyKOkuwby3cq11fvVTcXLYXFhXCxcWF5ORkPD09rbLL382gtSY5ORkXFzNKGgshxM2Uv/dKSTVCboaQCVCrEfjfUqrbL2RmsyculUdvDbRsv0SpVIggxNfXl7i4OM6evb72f2Xi4uKCr6+vtbshhBDXyq9Sbe3pGDDyG5r0KfXt4THJ5Jo03ZpUoakYG1YhghBHR0cCAmwnm1cIIaqUM/vBvSG4uFu7J2W2KToJVyd7Qhre4AoTUS4qTE6IEEIIK0nYbxtTMRZwOOEirXxq4uQg3/5sgXwVhBBCFC07E5KjoG7lCELiUzPwqWXBQmqiTMwKQpRSA5RSR5RS0UqpF4u5brhSSiulwvLeOyqlvldK7VNKHVJKvWSpjgshRIWWdhaWPwcLxl23xbxNOXvIWI1iC/kgZWQyac6kXqaeuywAsBUl5oQopeyB6UBfIA7YoZRaqrU+WOA6N+AJYNtVh0cCzlrrNkopV+CgUmq+1vq4pT6AEEJUKFnpxhbxmz82SmjrXGO7+H5vWbtnhbvRcu02LPlSFlm5JnzcZSTEVpgzEtIRiNZaH9VaZwELgLsKue4t4H0g86pjGqiulHIAqgFZwIWydVkIISogUy5E/g8+C4F1bxvbrD+2DcLuhy2fwbENN6cfWsPR9cYIzPwxkFvMlvRgJKU6VofaFX9xQEKq8e1JRkJshzlBSAMg9qr3cXnHrlBKhQB+WutlBe5dDFwC4oGTwIda63MFH6CUmqSUilBKRVT2ZbhCiCpGa4haDTO7w9J/gbsvTFwBo+eCVxD0exs8A+HnyZBxvvz6cfkibP8KpneC/90FxzbCkeWw/cvi7ztzIK9ce8VPITydmgEgIyE2pMx/q5RSdsA04JlCTncEcgEfIAB4Ril1XaF/rfUsrXWY1jqsTp06Ze2SEELYhvRzxjf8uSOMqZeR38MDq6FRl3+ucaoOw76CtARY/qzl+5AUDX+8YGw3v/xZcHKFITPh2b8hqD+sfQfOxxZ+r9ZGjZBKkA8CMhJii8ypE3IK8LvqvW/esXxuQGtgfV4103rAUqXUYGAssEJrnQ0kKqU2A2HAUQv0XQghbNtf78PxTTDgfWPaxcGp8OsahMCtLxq5IUH9IXhk2Z6bP+Wy5TOI+dPYuKzVUOj0sLHtfL5BHxojI8ufhTELrt/59cIpyDxfaVbGnE7NwMneDs/qRXwdxE1nzkjIDiBIKRWglHICRgNL809qrVO11l5aa3+ttT8QDgzWWkdgTMH0BlBKVQc6A7KfvRCi8kuNg4jZ0G4sdH6k6AAkX/enwa8zLHum6JGJkphMxnbyX/WGH4YYUym9/g+ePgjDv7o2AAGo1RB6/Rv+XgEHf72+vUqUlArGSEhdd2fs7Crn9h8VUYlBiNY6B5gCrAQOAYu01geUUm/mjXYUZzpQQyl1ACOY+VZrvbesnRZCCJu34UNjRKKnmTu92tnDsC+N1TI/P2IksporNxt2z4cvOsPC8ZCRAnd+Ak/uNZ5fw7voeztNhnrBxpRNZuq1587kBSHeLc3viw2LP59JfckHsSlmlW3XWi8Hlhc49moR19561e/TMJbpCiFE1ZFyHHb9AKETjNEGc9X2h4EfwK+PwtbPodsTxV+fnQGRPxjTLqknjWmT4d9AyyHmb9tu72AELF/3gT/fhEEf/XPuzH5jsziXmuZ/BhsWfyFDyrXbmAqxd4wQQlQof30Ayh5uKSxfvwTtxhrTI3++BY17Qf3ga8+fj4Wj6yBmHcSsNXI2/Dob+R1B/a7P6zBHgxDo+DBsmwnBd4NfR+N4wv5KMxVjMmkSUmUkxNZIECKEEJaUFA175hvTHDV9bvx+pYyRidjtsOQhuO93OBVhBBwx64wS6gA16kGzgRByLzTqWvZ+9/4/OLQUfnsCHt5gTPGci4HWw8vetg1IvpRFdq6mvqyMsSkShAghhCWt/w84uED3p0rfhqsHDPkC5gyDD5sYxxyqgX93CJsIgb2hTvPSjXoUxdkNbv8QFowxpnca96w05drhn+W5EoTYFglChBDCUs4chP0/QfcnoUYZax416QODpkFqrDEt07AzODhbpp9FaX47NL/DWFp8+aJxrJLsnptfqEymY2yLBCFCCGEp698FpxrQ9XHLtNfhAcu0cyNunwqfd4RN04zPUsv/5vehHFwZCaklIyG2pOLX4RVCiLK6keWwRYnfY9To6PKoMZ1SUdX0gT55ix/rtqoU5drhn0JlHq5SqMyWyEiIEKJq+2uqkcdRpznUb5v3CjZWhTi7md/OunfBpRZ0frT8+nqzdHgAjv0FjbpZuycWk5CaST13FylUZmMkCBFCVF3JMbDhA2OJarXaEL0G9szLO6mMjeXqt4WAHtBqWNH1MmJ3GMtqe78C1WrdtO6XGzt7Y4O9SiT+fKbsGWODJAgRQlRdK14CeycY9QPUrG8cu5hgTK3kv06GG8mmK14yApGQe406GlevTFn3Drh6QqdHrPM5RImkUJltkiBECFE1HfkDolZCv7f/CUAA3OoZr6b9jfdaw6mdEPk97F8Cu+eAV1MjGAkeDUl/G8XD+r0NzjWs81lEsaRQme2SIEQIYX2nd8H2ryB4FAT0tGz9i8JkZxh7pXg1K3n0Qilj4zffMOj/HzjwM0T+D1a9DGteh2oeUKMuhFlhJYswixQqs10ShAghrEtr+ONFiA2H3XONBNFODxvlw52ql3z/5TRjj5O6rcxPJN38KZw/AfcuBXtH8/vqXANC7jFeiYeN/WEO/Ay9XwYnV/PbETdV/JUaIRKE2BoJQoQQ1nV8kxGA9HvHWNoaPgN+f8oYZQi5Fzo8BLUb/XP95TSI3Wbcd3wTnI4EU44RvNzzc8ml0lOOGzUwWg01qoKWlndz6P+O8RI2Lf5KtVSZjrE1EoQIIaxrw1RjOqPDg+DoAm3HGEHGtpmw9QvYOh2a3Q5eQXB88z9Bh50D+IQYhcFqN4KVL8Ps/nDvr+DRuOjnrfg3KDsj6BFVQvz5vJEQKVRmcyQIEUJYT+x2ox5Fv3eMAASMHIyGnY1Xahzs+AZ2fmcsgW0Qamxv798d/DpdO11TLxjmDIfZA4wRkcL2PIlaDUeWQZ/XwL3BTfmIwvriL2RKoTIbZVYpPKXUAKXUEaVUtFLqxWKuG66U0kqpsKuOBSultiqlDiil9imlJBQVQhg2TDUSO8MmFn7e3Rduew2eOQIvxsIDq4xqnoG9r88XaRACE/8wRjm+vR3iIq49n3MZ/ngePJtAlynl83mETcqvESKFymxPiUGIUsoemA4MBFoCY5RSLQu5zg14Ath21TEHYA7wiNa6FXArkG2RngshKrbTuyFqFXR5rOQEVAcn8xI/vZvD/SuMwmPfD4aj6/85t+UzOHcUBn5gtCeqjPxqqcL2mDMS0hGI1lof1VpnAQuAuwq57i3gfSDzqmP9gL1a6z0AWutkrbUFNmkQQlR4G6aCizt0nGTZdmv7G4FI7UYwdyQc+h3Ox8KGD40dYpv0sezzhM07nZqBjwQhNsmcIKQBEHvV+7i8Y1copUIAP631sgL3NgW0UmqlUipSKfV8mXorhKgczhyEw78bNTqKKoVeFm71YMIyI09k0b0wf7RxfMB/LP8sYdNMJs2ZC5nUk5UxNqnM2yMqpeyAacAzhZx2ALoD4/J+HaqUuu7HEKXUJKVUhFIq4uzZs2XtkhDC1m38yNgmvjzLnLt6GCtl/LsbdURueQZqNSy/5wmblHTpMtm5Gh9ZGWOTzFkdcwrwu+q9b96xfG5Aa2C9Mqoc1gOWKqUGY4yabNBaJwEopZYDIcCfVz9Aaz0LmAUQFhamS/VJhBAVQ1I0HFgCXf9V/lveO9eAsYsg5k8I6le+zxI2KSGvRki9mhKE2CJzRkJ2AEFKqQCllBMwGliaf1Jrnaq19tJa+2ut/YFwYLDWOgJYCbRRSrnmJan2BA5a/FMIISqOTdPA3vnmrVBxdIHmg26sMqqoNClWLjAAACAASURBVE6fN4IQn1oyHWOLSgxCtNY5wBSMgOIQsEhrfUAp9WbeaEdx96ZgTNXsAHYDkYXkjQghqoqUE7BnAYROgBre1u6NqAIS8kq2y+oY22RWsTKt9XJgeYFjrxZx7a0F3s/BWKYrhKjqNn8MdvbGVIwQN0F8qlGozLO6LMu2RWVOTBVCVCK55VjG58Jp2DUH2o2TaqXiponPqxGiyntnZlEqEoQIIQybP4UPGkPczvJr35QL3Z8sn/aFKER8aobsnmvDJAgRQkDsDmPX2ssXYeF4uHjGcm2nnTV2xt35HQTfbRQTE+ImiU/NlCDEhkkQIkRVl5kKPz1gTJFMWAYZKUaBr5ys0reZnQn7l8C8u+GjZrDiRaOkeq+XLNdvIUqQX6isvqyMsVmyi64QVZnW8PtTxm61968Evw4wZDosvt/Y7O3Oj2+srZPhsGc+HPgFLqeCm4+RhNp2NHi3KL/PIUQh8guVyUiI7ZIgRIiqbPc82P8T9H7FCEAAWg+HhH2w6b9QPxjC7i+5ndO74OfJcPYQOLpCi8FG4BHQw1gNI4QVxOfVCKkvJdttlgQhQlR0l9PgzAFI2AuJB8Gvk5F7UdJqgKQoWP4c+N8C3Z+69lzvV4xAZPnz4N0SGnYuvA1TrrHsdt27UN0bhswwAhDnGpb5bEKUQXxqfhAiIyG2SoIQIWxN4mHIvlTg4FUBRXqyEXDE7zUChXNHgbzdDhxdIWK2Mbpx56dQs37hz8i5bEy5ODjDsFnXj1bY2cPwr+Gr3rDwHpi0/vpltSkn4OeH4eRWaDUUBk0r/zLsQtyA+LxCZRKE2C4JQoSwJeEzYcUL5l1bq5ExXdJ2NNRrY7zcfGDHV7D6NfiiM9w+FdqMvH5UZM0bRiAzZgHU9Cm8/Wq1YfR8+LqPsWJm4h9GCXStYe9CWPas0e7QWRA8quSRFyFusoTUTJwc7PCQQmU2S4IQIWzFpSRjWiOgx7X7qugCezo6u0HdVlCtVuHtdHoYmtwGv0yGJQ/BwV/hjv/+UyY9ajWET4eOk6DZwOL75N0chn4JC8cZCaz934FlT8OBn6FhVxg6E2o3Kv1nFqIcnc5bniuFymyXBCFC2Ir1/4GsNLj9Q6jTrGxteQYaIxdbp8Pat41RkUEfGYHDz4+Adyvo+5Z5bbW4A3q+CH+9B4eXGVNFfV6Dbk9I0qmwaQmpGbJ7ro2TIEQIW5B4GCK+NVailDUAyWdnD90eN7aw/2Uy/DjBSB7NugQjZhtTK+bq+QIkR0PiIWMJr097y/RRiHJ0+nwmHQMkT8mWSRAihC1Y9TI41YBby6GYl3dzeGA1bP4vbPjIyBPxbn5jbdjZwYhvLN83IcpJfqEy2T3XtkkQIoS1Ra+B6NXQ7x2o7lk+z7B3gB7PQfenZQpFVAlJaZfJMWl8JAixaVK2XQhrys2Blf8HtQOg40Pl/zwJQEQVkV8jpJ4UKrNpMhIihDVFfgdnD8Pdc4yaHUIIi5AaIRWDWSMhSqkBSqkjSqlopdSLxVw3XCmllVJhBY43VEqlKaWeLWuHhag0Ms4bS3IbdYfmd1i7N0JUKlIttWIoMQhRStkD04GBQEtgjFKqZSHXuQFPANsKaWYa8EfZuipEJbPxQ0g/BwPelUJfQlhYvBQqqxDMGQnpCERrrY9qrbOABcBdhVz3FvA+kHn1QaXUEOAYcKCMfRWi8jh31KiO2m4c1G9r7d4IUenES6GyCsGcIKQBEHvV+7i8Y1copUIAP631sgLHawAvAG8U9wCl1CSlVIRSKuLs2bNmdVyICm31q2DvBH1esXZPhKiU4s9LobKKoMyrY5RSdhjTLc8Ucvp14L9a67Ti2tBaz9Jah2mtw+rUqVPWLglh245vgkO/GTvXutWzdm+EqJTiUzPxqSUrY2ydOatjTgF+V733zTuWzw1oDazPG/aqByxVSg0GOgEjlFIfALUAk1IqU2v9uSU6L0SFYzLByn9DTV/oOqXk64UQNyxXCpVVGOYEITuAIKVUAEbwMRoYm39Sa50KeOW/V0qtB57VWkcAt1x1/HUgTQIQUWElRcHBX4wN4ZQ9PLDqxpfV7vsR4vfAsK/AUX5KE6I8JEuhsgqjxCBEa52jlJoCrATsgdla6wNKqTeBCK310vLupBBWk3j4n8Aj8aBxrF4wxO+G8BnQ/Unz28rOhLVvQf120HpE+fRXCMFpKVRWYZhVrExrvRxYXuDYq0Vce2sRx1+/wb4JYR05WbDpv7D/J0g6Aiho2AUGvA8tB0NNH5g3GjZ8CO3GQg1v89rd/iWkxsKQL4y9WIQQ5SJBCpVVGFIxVYiCIr+H9e+C/y1GKfUWd16fQNrvbfiiE6x9GwZ/WnKb6eeMzeOC+kNAj/LptxACMHbPBQlCKgIJQoQo6OCv4NUUJvxe9DVeTaDjwxD+BXR4EOoHF9/mhg8h6yL0LXa1uhDCAhIuSKGyikLGhIW42qUkOLEZWgwu+dqez0G12sZqF62Lvu7cMdg+C9qPB+8WluurEKJQp89nSKGyCkKCECGudngZaJOR+1GSarWh17/h+EY4XMyoydq3wN4Rbv235fophChSQl61VGH7JAgR4mqHlkKtRsYKGHOEToQ6zWHVy5Bz+frzp3YaCa5dpkDN+pbtq6jyzqdnoYsbhauijJLtsjKmIpAgRIh8Gefh6F/GKIi5w7j2DtD/XUg5DttmXntOa1j1KlSvA90et3h3RdV1LOkSTy7YRfu3VvOv+bu4nJNr7S7ZjPxCZTISUjFIYqoQ+f5eAaZsaFHY/ozFaNLHWPXy11RoO+afJbt/r4ATm2DQR+DsZvn+iion9lw6n62N4qfIUzjaK/q3rMfve+M5dymLL+8Jxc3F0dpdtLqkvEJlEoRUDDISIkS+g0vBzQcahN74vf3fgZwMWPeO8T43B1a/Bp5NIOQ+y/azCsrMzuViZra1u2E1CamZvPzLPnp/tJ5fdp/m3i6N2PB8L2beE8p/727L9mPnGPVlOIkXMkturJKLT81fnivTMRWBjIQIAXA5DWL+NAKG0hQS8wqCjpOMKZkOD0JchFHo7O65RlKqKDWtNRO+3U7kifP0a1WXUWF+dG/ihZ2deVNmuSZN4sWKmSOQlHaZL9bFMGfbCUwmzd0d/JjSu8k1n2Voe188qzvzyJydDJuxhe/v70hgnRpW7LV15Rcqk31jKgYJQoQAiFoFOZnmrYopSs/nYc98WP48nIsBv87QfJDl+lhFhR89R/jRc3QN9GRTdBK/742nQa1qDA/1ZWSoL34ertdcr7Xm7zNpbIlJYmtMMuFHk7mQmcP0sSEMCq44ycFaa8Z/vY2oxDSGtW/A432Crvus+Xo0rcOCSZ2Z+O0ORszYwuwJHWjfsPZN7rFtWH/kLAC+tSte0FkVSRAiBBirYly9jPLspVWtNvT6P1j+rPH+7rnmJ7iKIn22Noo6bs7MntABgDWHzrBwRyyfrY3is7VRdAv0YnhoA9Kzcq8EHUlpWQA09HBlYOv67IpN4a3fD3JrszpUd64Y/+1tjUnmcMJFPhgezKgOfiVeH+xbi58md+Xe2dsZ+9U2po9rT+/mdW9CTy0v5VIW1Z0dcHK4sVHJn3fFsWBHLA92D6CWqxQqqwgqxr9GIcpTdgb8vQrajAA7+7K1FToR9i40lu36dbBM/6qwnSfOsSUmmZcHtcDF0fja3BHswx3BPpw6n8HiiDh+3BnLUwv3AFC3pjM9gurQOdCTLo09r4wc7DyRwvAZW/h0bRQvDawYBePmbDuBezVHBrfzMfsef6/q/DS5KxO/285D/9vJ20NaMyrMD3szp66ulpCaSXVn+5ue7PrLrlO8tGQfzeu78cMDnahhZtB4KP4CLy3ZR8cAD14Y2LyceyksRdnaGvOwsDAdERFh7W6IquTwMlgwFsb/BE1uK3t7JpMxAiKjIGU24dvt7I1LZdMLvXB1Kvybkcmk2RV7ntqujgR4VS+ySuZzP+7h512nWPHkLTTxtu3VSokXMun63lomdPXn5Tta3vD9aZdzmDxnJxujkqjp4kDnxp50CfSka6AXTevWKPTPKPFiJltjktkak8yWmGROnkvHxdGO21vXZ1QHPzoFeJRrBdLLObm89ftB5oSfpJVPTQ4nXCSkYS2+v79jkV/7fKkZ2dz1+SbSs3L5/fHueLtJPoitUUrt1FqHFTwuIyFCHFwKLu7gb6GN5WSHXIvYG3ee9UfO8lz/ZsV+E7KzU4Q2Kjn/4YWBzVl5IIHXlh5gzgOdbLqk94IdseSYNOM6NyrV/TWcHfjmvg6sOJDAlugktsQks+rgGQC8ajhdCUpquzoRftQIOqIT0wBwywta7u3SiJizl/htz2mW7DqFv6crI8P8GB7ia/Gkz7iUdB6bG8meuFQm9WjMc/2bsfJAAo/P38WD30cwe0KHKyNhBZlMmmcW7SEuJYP5kzpLAFLBSBAiqracLDjyBzS/HRxkDtmWfL42mpouDtzbpXTfiAvyquHMs/2b8eqvB1i+L8Fmk1Rzck3M336S7k28CPCqXup2nBzsGNzWh8Ftjemc2HPpbD2aP9JhJPgCuDrZ08Hfg5GhvnQN9KKlT81rpm9euaMFf+xLYGFELFNXHuGjVUe4tZk3o8J86dG0TomjFCVZfySRJxfuJjdXM3N8KANaGztW3xHsQ3auiacX7WHSDzuZdU9ooYHIjL9iWHPoDK/e0ZIO/h5l6ou4+SQIEVXb8Q1wOdW8DevETXMo/gKrDp7hiT5BFs1JGNepEQu2x9p0kuraw4nEp2by2p03Pg1THD8PV/w8XBkV5ofWmqNJl7iQkU3rBu442hc9eufq5MDwUF+Gh/pyLOkSP0bEsnhnHGsPJ+Jor2jvV5vOgZ50DfSkfcNaODuYl1eVa9J88qeRXNysrhszxodeF3QNbe9Ldo7m+Z/28tjcSGaMD70mWXVTVBIfrTrCHcH1mdjNv1R/LsK6zMoJUUoNAD4B7IGvtdbvFXHdcGAx0EFrHaGU6gu8BzgBWcBzWuu1xT1LckLETbX0cWNvl+diwFGGcW3FY/Mi+evIWTa/0Bt3V8smRu48cY7hM7bySM9AXrTBBMZ7Z2/nSMIFNr/QG4diggNrysk1sfVoMpujk9kak8S+U6mYNDg72NHB34MugZ6096uFs2Ph/c81GaueNkYlMTzEl7eHtKaaU9HBy5zwE7z8y376t6rL52NDcLS34/T5DO74bBOe1Z345bFuNhlQin+UOidEKWUPTAf6AnHADqXUUq31wQLXuQFPANuuOpwE3Km1Pq2Uag2sBBqU/mMIYUGmXCMpNaifBCA2JDoxjeX74pncM9DiAQhAaCMPRoT68s2mo4wI9aWJt+0U9jqRfIkNf5/liT5BNhuAADjY23FLUB1uCaoDGImh24+du1KbZerKIyW24eRgx3+GtWF0B78S83PGd25Edq6JN347yFMLdzN1RFsmz40kK8fEzHtCJQCpwMz5ynUEorXWRwGUUguAu4CDBa57C3gfeC7/gNZ611XnDwDVlFLOWutCthsV4iY7sQXSk8pWoExY3BfronFxsOeB7gHl9owX85JUX196gB8e6GgzSarztp/E3k4xpmNDa3flhrhXc6Rvy7r0bWnUJUlOu8yh+IuYihlpD/CqXmTxtcJM7BZAdq6Jd5cfJvJECqdTM5k5PqRKV4etDMwJQhoAsVe9jwM6XX2BUioE8NNaL1NKPUfhhgORhQUgSqlJwCSAhg0r1j8+UYEdWgoOLtCkr7V7IvKcSL7Er3tOM7GrP541nMvtOV41nHm2XzNeW3qAP/YncHsb6yepXs7J5ceIOG5r4V3hS4571nCme5Dlv36TegSSnauZuvIID/dozIDW1v+6ibIp8xiWUsoOmAZMKOaaVhijJP0KO6+1ngXMAiMnpKx9EoL8n8CK+gnXZIJDvxl1QZzlJylbMWN9DPZ2ikk9Gpf7s8Z1asiCHUaSas+m1k9S/WNfAucuZTG+lMtyq4rHejXh9jb18fc0fxRF2C5zJh1PAVfXDPbNO5bPDWgNrFdKHQc6A0uVUmEASilf4GfgXq11jCU6LUSxcrLgm77wYRD89gRE/wm5BXZgPRUBF+NlVYwNOXU+g58i4xjdwQ/vmuU/EuBgb8dbd7UiPjWTz9dFl/vzSjIn/AT+nq50C/SydldsXnFF6UTFYk4QsgMIUkoFKKWcgNHA0vyTWutUrbWX1tpfa+0PhAOD81bH1AKWAS9qrTeXQ/+FuN66dyBuB9QLhr0/wpxhMDUQfn7ESETNzoCDv4KdIzTtb+3eijwz1xs/ozzSM/CmPTPM34PhIb58+VcM87efvGnPLehwwgUiTqQwrlMjs3cHFqIyKHH8UWudo5SagrGyxR6YrbU+oJR6E4jQWi8t5vYpQBPgVaXUq3nH+mmtE8vacSEKdWwjbP4EQu6DwZ8aAUfMOmPq5chyY5dbx+qg7KDxrVCtlrV7XOWlXc7h7zMXWRgRy4hQX3xq3dzdT98a0orkS5d5ack+Ei9c5vE+TW76T9lzwk/g5GDHiFDfm/pcIaxN9o4RlUdGCszoDg7O8MhGcCpQbTI3G45vNAKSo+uh3ztGpVRR7i5mZrM79jzHk9OJO5dObEo6secyiE1J53y6MVXm5GDHmqd60tAKc/3ZuSZeWrKPxTvjGNupIW/d1bpUm76VRtrlHDq9s4b+resxbVS7m/JMIW422TtGVG5aw+9PQ1oCPLDq+gAEwN4RAnsbL1GuMrJy2XkihS0xxr4l+06lkmsyfuBxsrfDt3Y1fD1cCfZ1Nyp51v7n99bgaG/H1BHB1K3pzPR1MSRdvMynY9oXuV+JJf2y6xSXsnIlIVVUSRKEiMph70I4sAR6vwwNQq3dmyop6sxFlu2LZ0tMMrtPnicr14SDnaKtXy0evTWQTgGeNPGugbebs03mPSileK5/c+rUcOaN3w8y/uttfH1fGLVcy29PIa01c8JP0LJ+Tdr7ydSgqHokCBEVX8pxWPYsNOwC3Z+2dm+qpJRLWQyZvpn07Fxa+7gzsZs/nQM96eDvQY0KVs1yQrcA6ri58NTC3YycuZXv7+9YbnkqkSdTOJxwkXeHtpHVHqJKqlj/OwhRUG4OLHnYqAcybBbYlf/wubjeD+EnuJSVy7LHu9PKx93a3SmzQcH18ajuxKT/RTDsiy3874GONK3rZrH2tdb8uvs0b/5+EPdqjtzVzsdibQtRkdju5gRCmGPTfyE2HAZ9BLWk2q41ZGbn8v2W4/RqVqdSBCD5ugR6suiRLpi05p5vtnH2omV2m4hLSWfCtzt4cuFuGnq4sujhLlYvlCaEtUgQIiquuJ2w/j/QegQEj7J2b6qsxTvjSL6UxaQeN6++x83Son5Nvp3YgfPp2fxrfiQ5uaZSt5Vr0ny7+Rj9/ruBHcfP8dqdLflpclea1bPcCIsQFY0EIaJiykiBJQ9CTR9jFERYRa5J8/XGo7T1dadzYw9rd6dctPJx592hbQg/eo6pq0reHbYwf5+5yIiZW3jjt4OE+Xuw8skeTOwWcNOWAQthq2QMUNiu1DhIioLzJyDlxLW/XjoLKJiwTAqOWdHqgwkcT05n+tiQSp1YOTzUl8iTKXz511Ha+9Uye+O0rBwTn6+LZsb6aGo4O/Dx3e24q51Ppf6zEuJGSBAibE9uNqx6BbbN+OeYnQO4+0KtRtBsoPFro67GS1iF1pqZfx2loYcrA1rXs3Z3yt2rd7Zk/+kLPPvjXoLqupW4hXx8agaPzY0k8uR5hrTz4ZU7WpbrzsBCVEQShAjbciEefpxgJJt2eAha3gW1G4GbD9jLX1dbsuN4Crtjz/PWXa2qxLSCs4M9M8aFcMdnm5g8Zyc/P9qtyITSTVFJPL5gF5ezc/l8bHvuCJbVL0IURnJChO04vgm+7AEJ+2D4NzDoQwi4xVj1IgGIWfafSmXXyZQyJVCaa9aGGDyqOzEi1K/kiysJn1rV+GxMe6IT03hxyT4KbnthMmk++zOKe2Zvw7O6E79O6S4BiBDFkP/ZhfVpDVs+gzWvg0djuG8peLewdq/KzY7j52jlUxNXJ8v98zufnsXbyw6xeGccADWcHegY4EHXQE+6BHrSol5Ni1YpjU68yJpDiTzRJ4hqTlWrNku3Jl48068ZU1ceIaRhLSZ2CwCMr8FTC3ez7shZ7mrnw7tD28jSWyFKIP9ChHVlXoBfHzU2lWsxGO6aDi41rd2rcrNg+0leXLKPDv61+W5ixzJ/k9Ja8/veeN747QDn07N59NZAWvm4syUmia1Hk1l72NiwuparI50DPOnaxJMBrevh7eZSpufO2nAUF0c77u1SNfc7mdwzkF0nz/POskO0aeCOk4Mdk+dEkngxk7fuasX4zo0k+VQIM8guusJ6Eg/BwvFw7hj0fQO6TDEqn1ZS++JSGT5zCwGe1YlKvEinAE9mT+hQ6pGE+NQMXvllP2sOJRLs6857w4Jp6XNtAJeQmsnWo0lsiU5mS0wyp85nYG+n6NXMm1FhvvRq7o2j/Y3NyiZeyKT7++u4u4Mfbw1pXaq+VwapGdnc9fkmUjOyuXQ5lzpuzkwfF0I72QNGiOsUtYuuBCHCOo5vgnl3g6MrjPwO/LtZu0flKuVSFnd8tskYuXj8Fjb8fZanFu2mexMvvro37IZ2azWZNHO3neD9FUfIMZl4tl8zJnT1x8GMYCI6MY3FO+P4KTKOsxcv41XDmeGhDRgZ6kcT7+JXe+R7f8VhvvwrhnXP3kojz0J2K65CDidcYMSMrYQ0qs3Hd7fDo3r5bXYnREUmQYiwHdFrYME4Y5ntvb8YBccqsVyTZuJ3OwiPSWbRI12u/KS8KCKW5xfvpXdzb2aOD8XJoeQg4nDCBV7+eT8RJ1Lo3sSLd4e2oaGn6w33KSfXxPojZ1kYEcvaw4nkmjRhjWozKsyPQcH1i5wmSrucQ5f//EmPoDpMHxdyw8+tjNKzcqjmaC/TL0IUo6ggxKxxWKXUAKXUEaVUtFLqxWKuG66U0kqpsKuOvZR33xGlVP/SdV9UGoeXwfwx4BUEE5dX+gAE4JM/o9jw91leG9zymqH6UWF+vDO0NWsPJzJlXiTZxaxoOXo2jcfn72LgJxuJSkzjw5Ft+eGBjqUKQAAc7O24rWVdvro3jK0v9ealgc05l57F8z/tpcM7a3h+8R52njh33eqPBdtPcjEzh0k9GpfquZWRq5ODBCBClFKJWXFKKXtgOtAXiAN2KKWWaq0PFrjODXgC2HbVsZbAaKAV4AOsUUo11VrnWu4jiApj32JYMgl82sP4xVCttrV7VKjLObms2J9AbVcn/Dxc8anlgrND6fI21h4+w6d/RjEi1JexHa/fYG9cp0Zk55h4/beDPLlwN5/c3e6aaZXYc+l88mcUSyLjcHaw55GegUy6pTG1LTjs7+3mwsM9A5nUozE7T6SwKCKW3/fGsygijsA61RkV5sewEF9quTryzaZjdArwoK3kPQghLMCc1PyOQLTW+iiAUmoBcBdwsMB1bwHvA89ddewuYIHW+jJwTCkVndfe1rJ2XFQwu+bAr1OMCqdjF4Kz7W7a9fXGY0xd+c8eIUpBXTcX/Dyq4VfbFV8PV1rWd6NXc+9ig5OTyek8uWA3LevX5O0hrYv8aXlCtwCyczXvLD+Ek70dH45sS+LFTD5bG82iHbHY2Skmdgtg8q2BeJVjxU2lFGH+HoT5e/Dana1YtjeehRGx/OePw0xdeYRWPjWJT83k3aFtyq0PQoiqxZwgpAEQe9X7OKDT1RcopUIAP631MqXUcwXuDS9wb4OCD1BKTQImATRsKNuxVzrbv4Llz0Jgb7h7LjiVbgrhZkjPyuGbTce4JciLKb2aEJuSQey5dGJT0olLySD8aDLxu0+htbHsdUi7BowK87tuVUpmdi6PzNkJwMzxoSUmnj7UozFZuSamrjzC8eRLHDh9Aa01Yzo25LFeTajnXrYltTequrMDozr4MaqDH9GJafwYEctPkXG0aeDOrc3q3NS+CCEqrzLXCVFK2QHTgAmlbUNrPQuYBUZialn7JMyUkwW/PQ7+t0D7ceXzjM2fwOpXodkgGPktONj23hlzw09y7lIWT97WlNBGta+NtvNk5ZjYdiyZhTtimbftJN9tOU6bBu6MCvNlcLsG1HRx4OVf9nMw/gKzJ4SZnbfxWK8mZOea+HxtNCNCfZnSuwm+ta0fsDXxrsFLt7fg+QHN0VpL/oMQwmLMCUJOAVfXZfbNO5bPDWgNrM/7z6kesFQpNdiMe4U1rX0T9sw3XtoEIfeUrb3sDEiOgeRo4xW/Bw4thdbDYeiXYO9omX6Xk8zsXGZtPErXQE9CGxWdr+LkYMctQXW4JagOKZey+HX3KRZGxPHKrwd4e9khQhvVZktMMo/3CaJ387o31Icnb2vK5FsDS52DUp6M/WEkABFCWI45QcgOIEgpFYARQIwGxuaf1FqnAl7575VS64FntdYRSqkMYJ5SahpGYmoQsN1y3RelFrXaKJUeci+knoKl/wIHFwgeaX4bCfth53eQHGUEH6mx155384HOj0K/t8HO9r6pFrRwRyxnL17m09Htzb6ndnUnJnQL4L6u/uw/dYFFEbH8svsUvZt780SfoFL1wxYDECGEKA8lBiFa6xyl1BRgJWAPzNZaH1BKvQlEaK2XFnPvAaXUIowk1hzgMVkZYwMuJsDPj4B3Kxj4gbF3y7xR8PPDxmhFqyHF36817PgaVv4f2DlAnWbQsAt43QuegeDZBDwCwdm84le2ICvHxMy/YujgX5vOjT1u+H6lFG183Wnj685rd7bETimL7tUihBCVkVk5IVrr5cDyAsdeLeLaWwu8fwd4p5T9E5ZmMhnLZLMuGTkajtWM42MWwJzh8NMDRt5Gs4GF359xHpZOMfZ6adIXhs6E6l6FX1uB/BQZR3xqJu8NDy5zzoM5lUuFEEKYWaxMVCKbr+TgvwAAFdhJREFU/wvH/oKB7xsjGPmca8C4RVAvGBbda1Q1LSh2B8y8BY78AX3fhLGLKkUAkp1r4ov10bT1dadHUMX/PEIIUVFIEFKVxG6Hte9Aq2FGLkhBLu5wzxIjOFkwDo5tMI6bTLD5U/h2gPF+4gro9gTYVY6/Pkt3nyb2XAZTegfJyg8hhLiJKsd3EVGyjPOw+AFw94U7Py56t9pqteGeX6B2AMwb/f/t3Xl4VeW1x/HvIhBImANhShjDrEDEgIA4AXqRwXlCr1JKtbZOtVqvWm9bvbW9eltbB26rdeI6gIpWURywokUKUuYxRBIEEuYpgATItO4f+1gDJpBAwj4hv8/z5MnZ7353zjrrYYeV/b773bDq/WC+yMf/GQzR3DwT2vY7sbFXoaJiZ8KnmfRo3YhhPVqEHY6ISI2iIqS6mzMB/tALpt0N6+cGk0YP5x6sB7J3I1zxfHDF40jqN4cb3oFGrWHymGD4ZsTv4KqXonap9WM1bdkm1mzfx21DOusqiIjICXbci5VJSNzh74/AZ78N7nJZ9BLM+ws0aResy9HrSmh5StB3wYuw8h0Y9iAkf+chhqVr2BJumAozH4W08dC6d5V9lLAUFzsTZmTSuUUDhp/SKuxwRERqHBUh1ZF7sArp7Ccg9Tq46EkoyAueULvsjWD+xqw/QGIP6D4iuFqSMgQG3V6x92mcBKMfr5rPEAWmr9xCxpa9/PHqVN1OKyISAhUh1U1xMXzws2Cdjn43But81KoVPBCuzzXB19fbYOXbwVNrP/891E+ES/580kwkrQzuzpMzVtOhWTyjercOOxwRkRpJRUh1UlQYrGy65NXg7pRhD5Y+wbRBIvS/MfjKzQ5WK21YseXDT3afZWxjxcY9PHp5b63rISISEhUh1UVhPrx1Y3CF47yfw9k/K/sOl5KatD16nxrG3XlixmqSmsRxad/vPNRZREROEP0JWB0UHIDXrw8KkAt+DefcU74CREr1zMw1LFqfy21DOlNHV0FEREKjKyHRbnsmTLszWDhs5GPQb3zYEVVrc7J28MiHqxjRqxVX99NVIhGRMKkIiUbusPZzmPO/8OUHEFM3mFiaOibsyKq1zbsPcNukhXRsXp9Hr+ijdUFEREKmIiSaFObDirdgzlOweRnEN4dz7g2ufjTQap7HI7+wmB+/soD9+UVMvmkADerqn76ISNj0mzga5O2EBS/A3Gfg683QvBuMfgJ6X/XtU27luPzm/XQWrs9lwrV96dyiYdjhiIgIKkLCt3k5vHQJ7NsWLCh28QToPFQTTyvR24s28OLstYwf3JGRWhNERCRqqAgJ08ZF8NKlUDsObvo7tEkNO6KTTsbmvdz31jL6d0jg3gu7hx2OiIiUUK77E81suJllmFmmmd1byv6bzWyZmS02s1lm1jPSXsfMJkb2pZvZfZX9Aaqt7Hkw8WKIbQjj3lcBUgX2HCjg5pcX0KBebZ669jTdjisiEmWO+lvZzGKACcCFQE9gzDdFRgmvunsvd08FHgUei7RfCdR1917A6cAPzaxDJcVefa2bHQzBxCcEBUhCx7AjOum4O3e/voT1O/OYcG1fWjSqF3ZIIiJymPL8adgfyHT3Ne6eD0wGLi7Zwd33lNisD3zzPHkH6ptZbSAOyAdK9q151nwGL18OjdrAuA+0omkVeWpGJtNXbuH+ET3o3zEh7HBERKQU5ZkTkgRkl9jOAc44vJOZ3QL8FIgFhkSapxAULJuAeOBOd99ZyrE3ATcBtGvXrgLhVzOrP4bJ10GzFLjhHd12WwXcnd9Nz2DCp1lcktqG75/ZIeyQRESkDJU2SO7uE9w9BfgP4IFIc3+gCGgDdATuMrNOpRz7jLunuXtaYmJiZYUUXVZNg8nXQmI3GPueCpAqUFBUzM+mLGXCp1mM6d+O312pBclERKJZea6EbABKjhkkR9rKMhn4U+T1tcCH7l4AbDWzfwBpwJpjiLX6WvIavPNjaN0H/v1NiGsadkQnnbz8Qn78ykI+y9jGncO6cvvQzipARESiXHmuhMwDuphZRzOLBa4BppbsYGZdSmyOBFZHXq8nMjRjZvWBAcCq4w262sjPg6m3w19vgrZnwPVvqwCpAju+PsiYv8xl5pfb+O1lvbhjWBcVICIi1cBRr4S4e6GZ3Qp8BMQAz7v7CjN7CJjv7lOBW81sGFAA7ALGRg6fALxgZisAA15w96VV8UGiztZVMGUcbF0Jg++E834OMXXCjuoQ7s5zs74iJbEB53WvnsND2TvzuOH5f7Ixdz9PX5/G+T1bhh2SiIiUk7n70XudQGlpaT5//vywwzh27rD4FXj/Z1AnHi57GjoPCzuqUv1+egZPzsgEYHSfNvxydE+aN6gbclSB7V8f5C+fryGuTgxtm8bTNiGetglxtGxYj1q1gqscyzfsZtyL88gvLOb576VxenvdBSMiEo3MbIG7px3erhVTK9PBvTDtLlj6GnQ4Cy5/Fhq2CjuqUr0+P5snZ2Ry5enJtE2I56kZmXy+ehsPjOzJ5X2TQh3O2J9fxPgX57Fsw26KD6uRY2NqkdQ0juSmcSxan0ujerWZ9KOBeh6MiEg1pCKksmxaGgy/7FwD594PZ98NtWLCjqpUs1Zv5/63ljG4c3N+c1kv6sTUYkSvVtz75jLufmMJ7yzewG8u7UXbhPgTHltRsXPH5EUs3bCbZ65P46wuzdmYu5/sXfvJ3plH9q48cnbuJ3tXHn3aNub3V6bSqrEWIhMRqY40HFMZ1s+FiaODFVAvfxY6DA47ojJlbN7LFX+aTZsmcbzxo4E0qvftPJXiYueVf67nkQ9WUVTs3HVBV743qAO1T+By5//13kqem/UVvxzdk3FnaiVZEZGTgYZjqtKCF6F2Pbh5FtRvHnY0Zdq65wDff3Ee9WJjeH5cv0MKEIBatYzrB7RnaPcW/Ofby/n1tHTeXLiBbi0bHPN79kpuwg0D25fruS0TZ6/luVlfMe7MDipARERqABUhx6uoADLeh24XRnUBkpdfyPiJ89mVl8/rPxxIUpO4Mvu2aRLHs2PTmLZsE0/NyGRRdu4xvWdhkfP24o28uSCHRy7vTa/kxmX2/dvKLTz47grO79mSB0Ye/mgiERE5GakIOV5rP4cDudDzorAjKVNRsXP7pEWs2Libv9yQxqlJZRcD3zAzRvVuw6jebY7rvT9cvplfvLOciyfM4gdndeLOYV2Jiz10rsyynN3cNmkRpyY15vFrUomppTU+RERqAj3b/Hilvwt16kPKkKP3Dcl/vbeSv6Vv5VcXncLQHid2HY3hp7bi45+ew9X92vHMzDX82x9n8o/M7f/an7Mrj+9PnEdC/VieHZtGfKzqYhGRmkK/8Y9HcRGkvwddzoc6ZQ9vnCjuzravD5K9cz85u/LI2bWflZv2MG3pJsYP7sgNAzuEElfjuDr89rJeXJzahvveWsZ1z87lytOTuX1oF8ZPnMeBgiJe/cEZtGiou1xERGoSFSHHI3su7NsKPUaf8LfOLyxmSU4uc7J2sDg7l/U788jZlceBguJD+jVvEMu1Z7Tj/hE9TniMhxvQqRkf3HEWT3yymqdnrmHKwhxizPi/7/enS0ut8yEiUtOoCDke6e9CTCx0/bcqf6uiYmf5ht3MztrBnDU7mPfVTvYXFGEGXVs0JCWxPud2TaRtQjzJTeP+9T3ahjfq1YnhnuHdGdm7Nf/zUQaX9U1mUOfondArIiJVJ7r+h6pO3IMiJGUI1C37r/h9Bwt56Yt1rNuRxxkdExiY0oyWjY4+7FBc7GRs2RsUHVnbmfvVTvYeKASga8sGXN2vLQM6NWNApwSaxMdW2sc6UU5p05gXx/UPOwwREQmRipBjtXER7M6Gc+8rdfeBgiJe/mIdf/osix378mlQtzaT/rkegJTE+gxKac7AlGYM6NSMhPqxuDtrtu9jdtYOvohc7di5Lx+A9s3iGdW7DYMi/RMbRsfzXURERI6HihCAbRnw15uh0zkw7FflOyZ9KlhMsD5ICQcLi3htXjZPzchk696DnNWlOXee35U+yU1I37SHOVk7mJ21nbcW5vDSF+sA6N6qIbvy8tmy5yAArRvX47xuLRiU0oyBKc1oc4Q1PURERKorFSHLpsDU26EgDzYtgT5jILHbkY9xh5VToeNZwVLtQEFRMW8uyOHJGZlsyN1P/w4JPDHmNAZ0avavw05NasypSY258exOFBQVszRn97+GWjq3aMCglOYMSmlG+2bxoT5ATkRE5ESouUVI4UH46H6Y9yy0Gwgj/gdeGAF/+xWMmXTkY7emw84sGHgLAKs27+GHLy1g3Y48Uts24b8v78Xgzs2PWEjUianF6e2bcnr7ptxaiR9LRESkuqiZRciudfDG2GBex6DbYOgvIaYODP4JfPIQrP0HdDiz7OPTpwIG3UdRUFTMna8tYd/BIp4bm8aQ7i10FUNERKQcyrViqpkNN7MMM8s0s3tL2X+zmS0zs8VmNsvMepbY19vM5pjZikifcFekyvgQnj4bdqyBq1+BC34dFCAAA34MjZJg+gPBkEtZ0t+FdgOgYUue/nsW6Zv28JtLT2Voj5YqQERERMrpqEWImcUAE4ALgZ7AmJJFRsSr7t7L3VOBR4HHIsfWBl4Gbnb3U4BzgYLKC78Cigrhbw/CpKuhSTv44WfQY9ShferEwXk/h40LYcVbpf+cHVmwZTn0GE3m1r088UkmI3u35oJTWlX5RxARETmZlOdKSH8g093XuHs+MBm4uGQHd99TYrM+8M1lhAuApe6+JNJvh7sXHX/Yx2DqrTDrMTj9ezD+Y0joVHq/PtdAy1ODgqXw4Hf3p78LQFG3UdwzZSnxdWP41ehTqi5uERGRk1R5ipAkILvEdk6k7RBmdouZZRFcCbk90twVcDP7yMwWmtk9pb2Bmd1kZvPNbP62bdsq9gnKq/9NcMmfYfTjUOcII0K1YuD8hyB3Hcx77rv706dCm9N4Kb2Yhetz+cWonlq3Q0RE5BhU2lN03X2Cu6cA/wE8EGmuDQwGrot8v9TMhpZy7DPunubuaYmJiZUV0qGS+kLqmPL17TwUOp0HMx+F/bnftu/OgQ0LyG0/nEc/yuDcbolcetp36jEREREph/IUIRuAtiW2kyNtZZkMXBJ5nQPMdPft7p4HvA/0PZZAT7jzHwoKkFmPfduW/h4AD3/VBQMevrSXJqKKiIgco/IUIfOALmbW0cxigWuAqSU7mFmXEpsjgdWR1x8BvcwsPjJJ9Rxg5fGHfQK07h3MD/niz5AbLLdO+lR2N+zMG2vrce+F3UnSSqYiIiLH7KhFiLsXArcSFBTpwOvuvsLMHjKziyLdbo3cgrsY+CkwNnLsLoI7ZeYBi4GF7j6tCj5H1RgSGVWa8TB8vRVfN5tJe1Pp16Ep153RPtzYREREqrlyLVbm7u8TDKWUbPtFidd3HOHYlwlu061+GifDgB/BPx6H2PoYzvuF/fjD5b2pVUvDMCIiIsej0iamnrTO+inENYX5z7G2uCUXDh1GSmKDsKMSERGp9lSEHIXXbUR6tx8BMD9+MDeeXcb6IiIiIlIhNfPZMeXg7nz25TYem/4lqzZ04+cNr+bsK++idozqNhERkcqgIqQUszO387vpGSxcn0tSkzgevqIvl502WgWIiIhIJVIRUsK8tTv5/fQMvlizk1aN6vHrS07lqrS2xNZW8SEiIlLZanQRkl9YzJKcXGZn7mDm6m0sWLeL5g3q8otRPbn2jHbUqxMTdogiIiInrRpVhBQWFbN84x7mZO1gdtZ25q/dxf6CIsygZ+tG3Hdhd64f2J742BqVFhERkVDUmP9tH/v4S16Y9RV7DxYC0LVlA65KS2ZgSnMGdEqgSXxsyBGKiIjULDWmCGnTuB6j+rRhYEozBnRKoEXDIzxJV0RERKpcjSlCrunfjmv6hx2FiIiIfEO3fYiIiEgoVISIiIhIKFSEiIiISChUhIiIiEgoVISIiIhIKFSEiIiISChUhIiIiEgoVISIiIhIKMzdw47hEGa2DVhXRT++ObC9in72yUx5qzjlrOKUs2OjvFWcclZxx5uz9u6eeHhj1BUhVcnM5rt7WthxVDfKW8UpZxWnnB0b5a3ilLOKq6qcaThGREREQqEiREREREJR04qQZ8IOoJpS3ipOOas45ezYKG8Vp5xVXJXkrEbNCREREZHoUdOuhIiIiEiUUBEiIiIioagxRYiZDTezDDPLNLN7w44nGpnZ82a21cyWl2hLMLOPzWx15HvTMGOMNmbW1sw+NbOVZrbCzO6ItCtvR2Bm9czsn2a2JJK3ByPtHc1sbuQ8fc3MYsOONdqYWYyZLTKz9yLbytlRmNlaM1tmZovNbH6kTefoEZhZEzObYmarzCzdzAZWRc5qRBFiZjHABOBCoCcwxsx6hhtVVHoRGH5Y273AJ+7eBfgksi3fKgTucveewADglsi/LeXtyA4CQ9y9D5AKDDezAcAjwB/cvTOwCxgfYozR6g4gvcS2clY+57l7aom1LnSOHtnjwIfu3h3oQ/BvrtJzViOKEKA/kOnua9w9H5gMXBxyTFHH3WcCOw9rvhiYGHk9EbjkhAYV5dx9k7svjLzeS3CiJqG8HZEHvo5s1ol8OTAEmBJpV94OY2bJwEjg2ci2oZwdK52jZTCzxsDZwHMA7p7v7rlUQc5qShGSBGSX2M6JtMnRtXT3TZHXm4GWYQYTzcysA3AaMBfl7agiwwqLga3Ax0AWkOvuhZEuOk+/64/APUBxZLsZyll5ODDdzBaY2U2RNp2jZesIbANeiAz9PWtm9amCnNWUIkQqgQf3c+ue7lKYWQPgTeAn7r6n5D7lrXTuXuTuqUAywdXK7iGHFNXMbBSw1d0XhB1LNTTY3fsSDMnfYmZnl9ypc/Q7agN9gT+5+2nAPg4beqmsnNWUImQD0LbEdnKkTY5ui5m1Boh83xpyPFHHzOoQFCCvuPtbkWblrZwil3k/BQYCTcysdmSXztNDnQlcZGZrCYaUhxCM2ytnR+HuGyLftwJ/JSh6dY6WLQfIcfe5ke0pBEVJpeesphQh84AukVnkscA1wNSQY6oupgJjI6/HAu+EGEvUiYzJPweku/tjJXYpb0dgZolm1iTyOg44n2A+zafAFZFuylsJ7n6fuye7eweC32Ez3P06lLMjMrP6Ztbwm9fABcBydI6Wyd03A9lm1i3SNBRYSRXkrMasmGpmIwjGU2OA59394ZBDijpmNgk4l+CRzVuAXwJvA68D7YB1wFXufvjk1RrLzAYDnwPL+Hac/n6CeSHKWxnMrDfBxLYYgj+GXnf3h8ysE8Ff+QnAIuDf3f1geJFGJzM7F7jb3UcpZ0cWyc9fI5u1gVfd/WEza4bO0TKZWSrBBOhYYA0wjsi5SiXmrMYUISIiIhJdaspwjIiIiEQZFSEiIiISChUhIiIiEgoVISIiIhIKFSEiIiISChUhIiIiEgoVISIiIhKK/wdvUNQH4/GYkAAAAABJRU5ErkJggg==\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 648x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"W2Jsxc58PwJl"},"source":[""],"execution_count":null,"outputs":[]}]}