{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "accelerator": "GPU", "colab": { "name": "Jeelab_Keras_Mouse_BodyTracking_Example_ver20210408b.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true, "machine_shape": "hm" }, "kernelspec": { "display_name": "Python 3", "name": "python3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "jhedaT2oXqXc" }, "source": [ "# Jeelab mouse body tracking example using U-Net\n", "## - written by 한효빈, HioBeen Han\n", "## - JEELAB, KIST\n", "## - version 2021-04-08b\n", "\n", "아래 Repo에서 자료 먼저 받고 시작하시고,\n", "\n", "https://gin.g-node.org/hiobeen/Tutorial_of_video_tracking_JEELAB\n", "\n", "하다가 모르겠거나 이해 안 가는 부분 있으면 자유롭게 문의하세요! hiobeen.han@kaist.ac.kr / 010-6207-8179" ] }, { "cell_type": "markdown", "metadata": { "id": "P6JrDIEkdxVh" }, "source": [ "# Part 1. 환경 설정 & 데이터 불러오기" ] }, { "cell_type": "code", "metadata": { "id": "ybHLZTCjP_V3", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "40aeeb3b-2821-45e8-c0e8-5fabb17afda2" }, "source": [ "\"\"\" SET ENVIRONMENT \"\"\"\n", "# Drive mount\n", "from google.colab import auth,drive,files\n", "drive.mount('/content/gdrive')\n", "\n", "\"\"\" Load modules \"\"\"\n", "import os, cv2\n", "import numpy as np\n", "from glob import glob\n", "from matplotlib import pyplot as plt; from matplotlib import cm; plt.style.use('ggplot')\n", "# Download U-net\n", "!pip install git+https://github.com/karolzak/keras-unet\n", "from keras_unet.models import custom_unet" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Mounted at /content/gdrive\n", "Collecting git+https://github.com/karolzak/keras-unet\n", " Cloning https://github.com/karolzak/keras-unet to /tmp/pip-req-build-mz2kxjun\n", " Running command git clone -q https://github.com/karolzak/keras-unet /tmp/pip-req-build-mz2kxjun\n", "Building wheels for collected packages: keras-unet\n", " Building wheel for keras-unet (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for keras-unet: filename=keras_unet-0.1.2-cp37-none-any.whl size=16992 sha256=f6143c7754510603006a8608f8ded95e26c1d8dcb325081dce16ab43f9895b25\n", " Stored in directory: /tmp/pip-ephem-wheel-cache-wzqyrl0j/wheels/b3/3a/85/c3df1c96b5d83dcd2c09b634e72a98cafcf12a52501ac5cd77\n", "Successfully built keras-unet\n", "Installing collected packages: keras-unet\n", "Successfully installed keras-unet-0.1.2\n", "-----------------------------------------\n", "keras-unet init: TF version is >= 2.0.0 - using `tf.keras` instead of `Keras`\n", "-----------------------------------------\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "KdXB261zFSvi" }, "source": [ "## 여기서부터는 실행 전에 Google drive에 데이터셋을 미리 업로드 해두어야 해요!!!" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YPUQHFr5U-Y2", "outputId": "d9e94be2-07ff-4c92-be72-78e41e7df91f" }, "source": [ "\"\"\" Google Drive 경로에 파일들 잘 있는지 확인하기 \"\"\"\n", "# COLAB에서 시스템(리눅스) 명령어 사용은 커맨드 앞에 느낌표(!)를 붙이고 작성\n", "# ls -> listdir의 약자로, directory 내 파일들을 listing 하는 기능을 수행함\n", "# \n", "!ls gdrive/MyDrive/'Colab Notebooks'/tutorial_data/" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "frames.zip trainset.zip\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "aR9tTFo1WjKR" }, "source": [ "\"\"\" 구글드라이브에 올라간 데이터를 Colab 가상환경으로 복사하기 \"\"\"\n", "# cp 명령어는 copy의 약자로, cp A B라고 쓰면 A를 B 경로로 복사함.\n", "# cp -r A B 라고 쓰면, A라는 디렉토리 내 파일들을 통째로 B에 복사함.\n", "# 이 예시에서는 tutorial_data/ 폴더 내의 파일들을 content/ 안으로 옮길 것. \n", "#\n", "!cp -r gdrive/MyDrive/'Colab Notebooks'/tutorial_data/ content/" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Xub95k8VXXK_", "outputId": "25621987-6541-4585-a350-42d50e1f4b8c" }, "source": [ "\"\"\" Zip 파일들 압축 해제하기 \"\"\"\n", "!unzip content/trainset.zip -d content/\n", 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array로 읽어오기 \"\"\"\n", "data_dir = 'content/data/trainset/'\n", "filename_x = glob( data_dir+'frame*.jpg' ); filename_x.sort()\n", "filename_y = glob( data_dir+'mask*.jpg' ); filename_y.sort()\n", "\n", "n_files = len( filename_x )\n", "shape = (448, 448)\n", "x_raw = np.zeros(shape=(n_files,shape[0],shape[1]), dtype='float32')\n", "y_raw = np.zeros(shape=(n_files,shape[0],shape[1]), dtype='bool') # 불리안 타입이 컴퓨팅코스트 측면에서 유리한 타입임\n", "for fileIdx in range(n_files):\n", " x_raw[fileIdx,] = cv2.imread( filename_x[fileIdx] )[:,:,0]\n", " y_raw[fileIdx,] = cv2.imread( filename_y[fileIdx] )[:,:,0]>0" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "967PfkZN2R9P", "outputId": "13acd9da-5ff7-4913-cbc1-487efb46ff86" }, "source": [ "\"\"\" Dataset augmentation \"\"\"\n", "# \n", "# 이미지를 가로/세로/가로세로 반전시켜서 4배로 뻥튀기하기\n", "# \n", "x_aug = np.zeros( (x_raw.shape[0]*4, x_raw.shape[1], x_raw.shape[2] ), dtype='float32')\n", "y_aug = np.zeros( (y_raw.shape[0]*4, y_raw.shape[1], y_raw.shape[2] ), dtype='bool')\n", "\n", "imgIdx = 0\n", "for fileIdx in range(x_raw.shape[0]):\n", " frame, mask = x_raw[fileIdx,], y_raw[fileIdx,]\n", " frame = frame/255 # 0-1 사이 값으로 스케일링\n", " # Appending original data\n", " x_aug[imgIdx,:,:] = frame; y_aug[imgIdx,:,:] = mask; imgIdx+=1\n", " # Flip x-axis \n", " x_aug[imgIdx,:,:] = frame[::-1,:]; y_aug[imgIdx,:,:] = mask[::-1,:]; imgIdx+=1\n", " # Flip y-axis \n", " x_aug[imgIdx,:,:] = frame[:,::-1]; y_aug[imgIdx,:,:] = mask[:,::-1]; imgIdx+=1\n", " # Flip x & y-axis\n", " x_aug[imgIdx,:,:] = frame[::-1,::-1]; y_aug[imgIdx,:,:] = mask[::-1,::-1]; imgIdx+=1\n", "print(x_aug.shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "(400, 448, 448)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 768 }, "id": "B330VYdITKeh", "outputId": "3a7e98c7-c56d-4036-f462-891a1d06eff2" }, "source": [ "\"\"\" 잘 import 되었는지 확인하기 위한 visualization \"\"\"\n", "plt.style.use('ggplot')\n", "np.random.seed(20210409)\n", "for fIdx in np.random.randint(0,x_aug.shape[0],3):\n", " print('Image number %s'%fIdx )\n", " plt.figure(figsize=(8,4))\n", " plt.subplot(121); plt.imshow(x_aug[fIdx,:,:], cmap=cm.gray); plt.axis('off')\n", " plt.title('Input (X)')\n", " plt.subplot(122); plt.imshow(y_aug[fIdx,:,:], cmap=cm.gray); plt.axis('off')\n", " plt.title('Mask (Y)')\n", " plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Image number 56\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "jQuYhWqZq5Gt" }, "source": [ "#Part 2. CNN 모델 빌드 & 훈련 진행하기\n", "\n", "\n", "세부적인 파라미터 튜닝 필요\n", "\n", "\n", "1. use_batch_norm => 각 레이어의 입/출력을 0-1 사이로 표준화.\n", "2. filters => 필터 사이즈 (클수록 sparse하게 봄).\n", "3. dropout => 랜덤하게 끊을 커넥션의 비율 (0-1).\n", "4. output_activation => 활성 함수의 종류 (*relu*, *sigmoid*, *tanh*, etc.).\n", "5. optimizer => *adam*으로 learning_rate = 1e-04 정도면 적당히 빨리 배움 \n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Iyy7vM21UFV1", "outputId": "394527c6-af92-4c14-9e20-62eb8991a5d7" }, "source": [ "\"\"\" Train/Test 세트 나누기 \"\"\"\n", "randseed = 20210408\n", "from sklearn.model_selection import train_test_split\n", "x_train, x_test, y_train, y_test = train_test_split(\n", " np.expand_dims( x_aug, 3 ), np.expand_dims( y_aug, 3 ),\n", " test_size=0.1, random_state=np.random.seed(randseed))\n", "\n", "print('Training set size => (%d,%d,%d,%d)'%x_train.shape)\n", "print(' Test set size => (%d,%d,%d,%d)'%x_test.shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Training set size => (360,448,448,1)\n", " Test set size => (40,448,448,1)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "pzt1sQAMF7Du" }, "source": [ "\"\"\" CNN 네트워크 빌드하기 \"\"\"\n", "from keras.callbacks import History; \n", "history = History(); histories = []\n", "from keras import backend as K; import gc\n", "gc.collect(); K.clear_session()\n", "from keras import optimizers\n", "\n", "model = custom_unet(input_shape=(shape[0],shape[1],1),\n", " use_batch_norm=1, num_classes=y_train.shape[-1],\n", " filters=16, dropout=0.20, output_activation='sigmoid')\n", "metric = 'binary_crossentropy'\n", "model.compile(optimizer = 'Adam', loss = metric, metrics = [metric])\n", "#model.summary()" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "GQcuKsinkSsc", "outputId": "96259cfa-ffbb-41a5-9081-2599ce622063" }, "source": [ "\"\"\" Training \"\"\"\n", "fitIdx, nFit = 1, 50\n", "while fitIdx < nFit:\n", " history = model.fit(x_train,y_train,epochs=1,verbose=2,batch_size=32, validation_data=(x_test,y_test) )\n", " \n", " # Sample visualization\n", " if np.mod(fitIdx,10)==1:\n", " print('Epoch => [~%3d] / %3d'%((fitIdx), nFit))\n", " pred = model.predict(x_test)\n", " for predIdx in range(3):\n", " plt.figure(figsize=(6,3))\n", " plt.subplot(1,3,1); plt.imshow(x_test[predIdx,:,:,0], cmap=cm.gray); plt.axis('off'); plt.title('input X')\n", " plt.subplot(1,3,2); plt.imshow(y_test[predIdx,:,:,0], cmap=cm.gray); plt.axis('off'); plt.title('actual Y')\n", " plt.subplot(1,3,3); plt.imshow(pred[predIdx,:,:,0], cmap=cm.gray); plt.axis('off'); plt.title('predicted Y')\n", " plt.clim(0,1); plt.show()\n", " fitIdx += 1\n", " " ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "12/12 - 30s - loss: 0.7318 - binary_crossentropy: 0.7318 - val_loss: 0.6498 - val_binary_crossentropy: 0.6498\n", "Epoch => [~ 1] / 50\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 23s - loss: 0.6567 - binary_crossentropy: 0.6567 - val_loss: 0.6541 - val_binary_crossentropy: 0.6541\n", "12/12 - 23s - loss: 0.6184 - binary_crossentropy: 0.6184 - val_loss: 0.6222 - val_binary_crossentropy: 0.6222\n", "12/12 - 23s - loss: 0.5839 - binary_crossentropy: 0.5839 - val_loss: 0.5867 - val_binary_crossentropy: 0.5867\n", "12/12 - 23s - loss: 0.5498 - binary_crossentropy: 0.5498 - val_loss: 0.5397 - val_binary_crossentropy: 0.5397\n", "12/12 - 23s - loss: 0.5151 - binary_crossentropy: 0.5151 - val_loss: 0.4809 - val_binary_crossentropy: 0.4809\n", "12/12 - 23s - loss: 0.4798 - binary_crossentropy: 0.4798 - val_loss: 0.4499 - val_binary_crossentropy: 0.4499\n", "12/12 - 23s - loss: 0.4443 - binary_crossentropy: 0.4443 - val_loss: 0.4051 - val_binary_crossentropy: 0.4051\n", "12/12 - 23s - loss: 0.4089 - binary_crossentropy: 0.4089 - val_loss: 0.3661 - val_binary_crossentropy: 0.3661\n", "12/12 - 23s - loss: 0.3722 - binary_crossentropy: 0.3722 - val_loss: 0.3751 - val_binary_crossentropy: 0.3751\n", "12/12 - 23s - loss: 0.3348 - binary_crossentropy: 0.3348 - val_loss: 0.7560 - val_binary_crossentropy: 0.7560\n", "Epoch => [~ 11] / 50\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 23s - loss: 0.2954 - binary_crossentropy: 0.2954 - val_loss: 0.2254 - val_binary_crossentropy: 0.2254\n", "12/12 - 23s - loss: 0.2572 - binary_crossentropy: 0.2572 - val_loss: 1.5861 - val_binary_crossentropy: 1.5861\n", "12/12 - 23s - loss: 0.2248 - binary_crossentropy: 0.2248 - val_loss: 0.1525 - val_binary_crossentropy: 0.1525\n", "12/12 - 23s - loss: 0.2011 - binary_crossentropy: 0.2011 - val_loss: 0.3351 - val_binary_crossentropy: 0.3351\n", "12/12 - 23s - loss: 0.1800 - binary_crossentropy: 0.1800 - val_loss: 0.4006 - val_binary_crossentropy: 0.4006\n", "12/12 - 23s - loss: 0.1623 - binary_crossentropy: 0.1623 - val_loss: 0.2614 - val_binary_crossentropy: 0.2614\n", "12/12 - 23s - loss: 0.1456 - binary_crossentropy: 0.1456 - val_loss: 0.1140 - val_binary_crossentropy: 0.1140\n", "12/12 - 23s - loss: 0.1320 - binary_crossentropy: 0.1320 - val_loss: 0.1139 - val_binary_crossentropy: 0.1139\n", "12/12 - 23s - loss: 0.1207 - binary_crossentropy: 0.1207 - val_loss: 0.0725 - val_binary_crossentropy: 0.0725\n", "12/12 - 23s - loss: 0.1103 - binary_crossentropy: 0.1103 - val_loss: 0.0986 - val_binary_crossentropy: 0.0986\n", "Epoch => [~ 21] / 50\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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ZBsSv8WIiUMkbDAZRr9et6/ngY0euVJtVffNj9Xp90bUHjfcHmiUE1XVOprjFbK9ufczrtc2WvVgDlyPpvvPOO1i/fj3279+PqampBo2Xwu6hcKHpA5Jkxo/Th2lX0arpuSQsLoOK1Gm5TqDnndJyIuV1xAlWyuTFrqyh4QfNEKDKbAc0zsrof1VaP+3WiRe8ythKNGPyXAgcSXdqagrlchlr165FW1sb9u/fj0gkgkql0mA74oQZCAQs55YbVKMJJ1+n0deJwCT4+VZXptNUixI9lWOxp38a709woqTHnK5RpfdL3n60Xp5mOWd2rSB7P/3ZMU63q6sLABCNRtHb2wvTNK39SfP5vBXZIDXHhZIIJ26pIarMDocbabk1Gt6o/WjZgI5eeK+i1WSTTqetPOmWmEeKuWqp5FzsPhAMBpHJZJTnXKMXAoEAisUi9u7di1WrVmHDhg3Yt28fDMNANptt2QvrVCO0/G9n811OqAYDJwQCAaUJxCm9LEdDwyv4bEq1F/FyTeO9YLnLl/DS75q1ZXsi3Xq9jkqlgrGxMRQKBfT29mJychKGYWB2dhbFYtEStNlK49oy16APN/KR5gIJN+2V2nK9XqOhsRAIIVCr1eaZtvygVX3PKbRKZd9tFq3qT4tpY3YNGaMkWKlUMDMzg0qlgr6+PpTLZRiGgUwmg0KhsCADvp0xX5ZNf9vdsN/ohIWAyuBHg+V5ODkLeTkaGm5QtScZeSOjcLy0O6f87K51Mvt5cUR7SbscsHP00/OA977qSrrUCy9XUxUKBQwODmL16tXo7u6GYRiYnJxEoVBwLVDl+PJDLDIUzevIaQdevl2F2slAy+ImEBr6ZXctL1uCxgQfbo1P48gDb2+hUGheZI1Tegov5LKcSoKfPszh5Z5aFeXgSLrUkSW/6/W6ZccdHh5GV1cXenp6EIlEMDY2hlwu58lJpCIseQM0DpYvruDHeXQABU3jJT9euaqFHaryabmqqRytPy5jvV63SLpWq2FsbMyqX63laiwEUkGRH9nvJPGqtF4npcVJ0VkM+MlXxSN+rm+GpP1EiFB4WpFGf8vvSqWCcDiMgwcPolQq4eijj0YkEsHw8DDq9ToMw7AEk0RECYt+AFh7Msj/PA0lRZmWf+R1EnRBA70nXkl05JdTMC+QjVjlIVZNmXi+kmxlB6hWq0tqItF4byMYDCIcDmP9+vVIpVLYtWsXZmdnrXDOYDBovXdsIVoixUIJuNnrl3pWaKc0eoGvF1Nyz6h8n1KxWMTw8DCOOuoo9PX14cCBA4hGo4hGow3EKsE3vaGkSjVIfsyLlqqSVcrL00jCo/lSB54KlDipqUSVD28IfHGJajTW2q1GqxAIBNDf348f//jHSKfT+Iu/+As8/PDDVhuUbU0621TKQ7PanBuWkiSdtF47U6eb+ZPO1v0qSo6pVSxO2T2RSKCrqwvpdBqBQACjo6OoVqtYvXo1isUiyuVyw/VycxpOpE5ONCfZVDJy+yrVtlV52GnUXEO309KDwaB1X/x6L6OgSgYNjVYgEAjgt37rt9DX14fOzk6cccYZCIfDVhulvge6+x0Fn821Aq0mXNWsl/dhVf9W8YQqT7sym4Wjpus01ZY3Eo1GEYvFUCgUUCgUMDMzg1gshlWrVmFqagq5XA6JRGKeBivzbyVUFWG3X4LqGlVQOdVmaRq7cmhZtLHSEZRqx/R6JwehhoZfCCEwNzeHWq0GwzAwMjJitU3eHnmbXwo7rddY2GZh199VM16VKdUJCwlt8xQy5qSaBwKHtldMJBIwTRO5XM5aqdbV1YVMJoN8Po9EIjFvJKG/+U34uSG7CqBEaEfwduYCmS/9pvl4Gf1lfjSkzIvm63RPGhpeUa/XsWPHDuzbtw8dHR347//+b6tvStgpF6pFFX7gJ9TMbz4q0vR6XNWvqMarKqPVA5DnOF0v6dra2iziLRaLyGazSKVSyGazmJ2dRSqVctzoHHjX+SUrx+9euRJ8YYXKVsPTcq2ePgw3kqXn6NaRfHcyKguNm6R7Vcjjmng1FgIhBMbHx7F161aEw2Fs27ZNqQBwp5Bs680Sb6uccl7y58clVKTZbF9qtebfFOnSY9wGGgqFEIlEkMvlkM/nUSgU0NbWhmKxiJmZGbS3tzfkxUOpuDOKTocogTlVJCU5GkUhj6nS2t0f1wQknHZac5oZyPNUo1BtFbmYUzyN9z5ke6pWq3jssccAzFdoKFTt3Oug7+YMXojZwo1g7eRz0nL9kLCTxt6sUuSbdN20X3k+mUxa5FssFhGJRKxNINLpNMLhsCPhuk0JvNy4aiMeTur0NydglR2Y2sC41uClQckwHZUmIPNVTXc0NJqFk1+Gara83fHjdrDrmxzNKBF2/c8uT6+y+CnTL9zK9OXJogSpujka6C/NDR0dHUgmkwAAwzAQj8eRyWRQKpXm5aNqHG7eU5WGKeWg1zvdj9+oAaql0vpQ5UHzpmnph8ukujcNjVZBpek5tUU/Gp1fR5lfuMnhhS/sPm552B3zK6Mj03BS8fNQ5AgaiUTQ3t6OdDoNwzAQDAaRTCatHcq8kqkkUkqoEnZ7H3jdE4GO6HZaMb0vlXnF6Rp53M004jZqa2h4hYog3Oyc8hrZb+j1bguG3IhrORQIO1K1O++WvlVwJN22tjaEw2FXcwIFfautVUgwiEQigfb2dkSjUSvaIZ/PWzuU8etVcKo8FRnTPO3iEOU98Kk9ld0NfkO9VOlVGoImXQ2/cCMLO+2Wko3sLyrlxq1MFdm69Ts7+VoNNzK1k73VJOzIKKFQaJ4jioPahVTC09VX0WgUqVQKsVgMhmEgkUigWCw27NdAY4NVD47nqxqReV52ZgspF78fTrSqhQs8qoLm4yXigt4PNcuooMlXo1Vw8tGotFWqrFD7rxP8ard2prbFgl8S9aN0esnXkXTpXpxOhXJCsrupYDAI0zSRSqUQj8cRDoeRTCZRrVaRzWYbyFQVHcCnPjQNNz/w8zSNlNsJXhqBn4fhdI7aov3mpaHB4cek5nSO9jOuFLgRazOa4XKYIOywmLZpR9KVr5swDMOxYLsIBDsYhoFkMolEIoFwOIxEIgEAmJubszVUU9uySpOmaeVvTsr0HJ828GmXnXNNHufkrYo8cCNe2qDlm5blNTR/TboaXuGnrXg1Y3GfCj3uNAM+3OFV4211H3RkSPnGCCdtl07l6bTaLtKBHmtra0M6nUYkEkEymUQ4HMbs7KytlsvNDCqNlmu7KhL3s+m43fJc1eY71DThNmVS2YpUq+O46UZDwwleyMEpjRebJ+0/KuK1i3BaiFyLCdU9L7QeneC6n26xWIRpmrbnuRB24VCqmFkAlokhn88fEsgwMDMzM2/1mny4fHSmU3O+RFfGxNINPrg8qrzktSp5qTxS4+V7VDjtWeEE1QBxJGgMGocPvJoW6G8/g7pM7zXksZkQyMNJ0VApjAuVzXVrRyFEw25hqik8nQrzbRs5uPYmNWTDMJDP51EqlRAKhTA3N2dFT1AytZND5km1TTldp4TMp+9ULqfplp3DQWVqoLLRYyqC5mVQaNLVaAZeNFkVcfglbKdyvYSnOaFVBHc4wtUAS7VGrh3aTePpVNtL3CpwyOPf1taGeDyOSCSCVCplvead25FUhn15TIa68OgGepw/SHlONeVXwYu9lptX+JRL1ajk9pA0Hw0NP1jsNkOVJpWpQZXWTiNezCm8X9j5kvySvhd5XffTBebH3HKhVBEFquk5feMDLUN+QqEQotGotWNZOp1GoVBAqVRyDP3iFcMjIOxkVV1D03mpG3mvXsLM5Lp3VXo6Q3gvju4aSwM78mg1OPHyvmbXx+3I14sSs9jwY/5YSB6eX9ejmupyAqMbasjrvVQqLS8QCMA0TcvcEAqFkMlkUK/XEYvF5g0AXC4pMzctcK3YTTZqu+LHZTn8TRCq+6H3pdKy5YyADlbagaaxWGhlm6LEC8zfq8Stz6v6gpv5YrH7hB+TnpMT0Qmu5gW7qbJdFIDKgeZ3b4NAIGDt0xCLxdDR0QEAlrPNDip7MyVFN/OBKiRGJRtvWHRTdtUevny3em5iUJWhobHYaCWB0b5l1884hzRjdljKvtGsicENrkzoRpiUqFRp6WhgN+W2A7Xzyr0bcrlcA5mqtG0nZx8/5kTCTuf4w1eFldmN/G4PUWu4GkuNZtucysFMPyqHNf/tl0gXm3gX0v+8XOu6Is1O27My+P/oAxrPard9okoLpt9KAYNBy86bTCYRi8VQLBYdTQKcdFUNwIl4KUm7LSPm+wmrHIjNNiqt8Wr4RbORC60ql/Yr2ofseMBJ4/VS3mLDS535rU9PjjTVcVppbuTJK1wSNa1wJ+INBAJWPG8ikUBbWxsKhYKVtxMp8v+qtF40Xn7v1LarWonG74kPSH7MLRoaiwmVkmJ33k+eKtMeRTP20GbTL5WD0Qt8vYKdQ2VKoFCRKSUt+iCkY6pWqynLonZeSdrZbBamaTpqvXbTfh77q/K6qkA1XHq9dJTJPLiRXZZZq9UQCoVQqVRsy9BONI3DEbSPODmRuHbIzWwqNNvmvV7nl9Dp/VGOaIWG7ahuOdkzKcnQSubhI7TCKUHZaXpuO3RJO28ikUA6nUapVLIITDWquoWIORn/VU41PlDQY3QGQM0O8j89zgcDmq8mXI3FhJOGaUcqXBtW/aZ58L7B4+DtNN9mSG2xTA2L1Q8dNV0nAqSVWq1WrbAstykEHS24Zsu1SLtQLGnnleQl922YmppCsVhUarGqB8PDybid1k5uu8bBbbF8tJTnVLuf8YFCmx80moEXJy3XWPlvL/l4TUPz5aGa3GxHv/kM1E85bjJ7mc16IfJmyd71zRFuN0KN5dLxxld+0Qfrxesv04VCoXmrtGga0zRRqVQwNzeHQCCA7u5u69VAfLSlsqqOOY3AXF6+8IPbuHkZ/DhteFTrV+2EpqHRSti1z1bATuFSzehoBBJv6ypHW6tl83rOC/zK57qJOeDO/HxqbKehqohE2mcludqRE42SoOeTySTm5uYwOjqKer2OlStXIpVKKU0FfJ8Ieo7L6GeEVR2TMlOS5vG8djJoaCwmnBzkzcBLf1H5ceS1qigiTraLZUKwA1cYWzlANfViSpUHn2uV/DpKNF7SqLRBlT3YNE2sWrUK5XIZw8PDyGazOProo9HT0zNPU5cPWBUK14pdwVT3xOX3GkrmVqcaGs2iVZqdXyJUadnymBPxcq13IYOGH5lV9eT1mBMcSbdYLNoSpB2cRigVmaqupVov1xg5eQUCh8LJuru7IYTA/v37MT4+jp6eHqxZswaRSGQe8dpp3G73Jq/3Ct5YnBaH8PvT0GgGXtuv3xmdUzl+TABUkeDkyomX+1Hsym8V7OrCyfbcDFw3MfdqVObCAY32Wi+aJNdyVaDkRc0N4XDY0m6Hh4fxzjvvIJVKob+/v4F4VflSm6pbQ+TXe9F2aVpufqHmjlbZrzQ0moGfdq867qft8lkcnT3TmaidX2SxwOtgMWaZrosj7DRSu/R25+kuWk7EJ4mUa7sqcwMPvzIMAz09PYjH4zhw4AAGBwcRiUSwceNGy8HmJD81f6icb6q68QIn7d5NJrdzGhrNwK5NedH27NAMYdG+RmeBdLtVL3J7hR8labHgae8FO3AbpTzGryuXy64RAZSUpGPNMAzHTdGpKUJeEw6H0dnZiXQ6jfHxcezatQvlchkbN25EV1cXALUHlcouoTJL+Nl3VyWvHexk0NBYDHj1R9D/Tvn4NUPSNNyc4Dbz5GY7P2UeDv3L9XU9tVpNqaHSaYEd8UrQUYueo1sa0uto5TuZJ+QDk1ss0gfX2dmJer2OyclJlEolrF+/Hv39/QiHwxgdHbXyVMUiqx4MX23G5bW7jufL6zIYDFqLO7zmo6GxHKBtH3B2Kvk1NXAzguQGGrPOB4Fm/Ct+zKVe5fULV9KVBm5OTioHEN9PQSIej9tqrHzlFgXXmilxy4diNxoHg0HE43EUi0Xkcjns3r0b1WoVXV1dCIVCGBsbswYDmRdfNSbBQ8roe9f82mGldk4fmvyvyVZjqdCKtuZEPnbkK9s5b+92xCtnl1wJ8yqHKq3fc3Yy28FNFtfFESvVMiMAAB0eSURBVOFweB7hBgKHIgYMw3DcUUs1RaFE6kZa8iZpHC/9TcmefuQ1Mpxs5cqVyOVyeOuttzA9PY1kMom+vj6Ew+F5lcSdXXZmBC/LGlXgA4Nf0tbQ8ApVu1alcTrnF0592al8fi2f7co+qZoZe5XBD+xMjU793Gt9eV4cwQVSmRpUIxXQqDm65SWPzRM0GLRsvHS6Qe3AkoDlQJFKpRCPx1Gv1xGPx2EYBnbt2oV9+/bBMIwG4qXgK+rocf7fL/HaOQPpfWgS1mgWdiTWTD7NpFE50+wcbHaDAu9PnHhV9+jXtttsWqfrvObjaF6QO2KppgL1eh3VahXVahX1eh3hcFhJVHZCyem8Fy2Zfts9KK41U426s7MTnZ2dCAaDGBsbw+TkJPL5PPr6+tDX14d33nlnHqFS+7D8L+VW3ZeXJdP8Pnn8MY3GsNttTUPDCbQPePH826VdSPlc+fKbt6rfyfuSxCv7Gz2uKpvmweV0ugcuu5Npwa9p0NWmW6lU5hGaJFxq36QE7VUYP9qvHfjmNvx6IQRisZhFoqtWrUIoFML09DSGhobQ09ODjo4OTE9Pz8ubx9CqZKU2YSqP0wOi6eSmP3pRhEarsVCHTzOw02qbuV5lSqDE69W+28p6cJpFtMS84EQctVqtQRvzO2JSkuEaqhtRUzODnJLLYyr7M9Uk5eq1VCqFXC6H0dFR1Go19PX1IZFIKG05Xqda9ONmeuD360TsGhoLhRtJeB3wnXw2/JjKp+MVTvZo2k+8xvK6+Y/soDKjeknrBNe3AVPt1m6rR04q9Le0s0qoFjx4Uc+5Jivz4nLK/3x6HgqFrAdkmiZWr14NwzDQ1tYGAJiamkJvby/GxsaQyWTmPXQeukLvVZ6zM384kSq17xqGAcNY0L7yGhoNsNPy/E6JVbDT+hZDafBSlopP7EwLrZTRb16OPTyRSKBaraJcLtsWwjU7CruHahfXqxoVuW2V207t7LiyYqXZQ6aTZGwYBlavXm2lyeVy2Lt3LzZs2IBYLGbtWkbvU8Ysc/nl/XP5VA+X3o/ea0Gj1VisWZLXabXdb4mFTMtVpkvZx6TDTVVeq+vEqS68wNG8kMvlUKvVEIvFYJqmFSZGC3SafvPRplarYXx8HLlcTjnScm2ZHq9UKigWi/N2CVNNb4B3lxMbhtFAylLrpmQtY3oNw8DOnTvR2dmJdevWzUvL30Ks2rGMvzlDfvPVb3ybSdXgoaGxULSCcFSzNC/5ep3O+5n2qziC909V/gsp00taP/Xs+rqecrmMbDaLcrlsabzRaBTRaBSAmmTkb27bnJubw4EDB5DP5y3CkufL5TJmZ2cxMzNj7W4m01SrVYyNjWHv3r0oFotWuU43L7/5HryGYVghZTK8TGqbsVgM0WgUb7zxBtra2nDiiSc2DDJ2m7OrNH2nl2U62dLcXlekodEM7GaHXsBnY34Ipllbqldw4qWKjTxOz6vkW2q4Ri/Ib+ktrFQq1k1JgqARBNITLyMZ5HetVkMmk7G053K5bE2v6/U6ZmdnMTc3h1gsBgCoVCqYmZlBrVaDaZqYmppCIpGwNEunaYrqPNfMpRlAyitt1tFoFEIIvPbaa9i8eTPOPPNMvPTSSygUCg33yU0I1GRA7eAqyPLsZgnakabRLPh02qvPxCk/uxBGrgHzKT/9LdNzOCkgfs0O3NxACZfLoKqjpYLnTcyp5io/bm+0pZUoybJYLKJcLmNqago7d+7E6OgostkshBDWCrdCoYCZmRns2bMH09PTKJVKmJiYsPKVFaR65Qf9cFlUji75TSMhYrEYEokEXnvtNYyOjuK8885DOp2eVxf0Q7VyGr8stXleJv+tobHccNJIqcNXtaiHnpc+lKX0V9C+KMvmx1Q+I35/TvK2yvzn21XORwxJLKrVa3JKLr/lCywzmQyKxSKKxSLS6TQqlQoqlQqq1SoCgUMhYdKUIc0aUsssl8swTdMqQ2qqEqpFCrQyKUHT66itVWq8ALBr1y5UKhVccMEFeOqppzAyMqKsD/qfDgqqqRk1U9g9wIVoJxoadvBqi1VdI5US7ouQbdXOT+O1LFW/pXm7gXOPYRioVqsNx7jW62YDtuuHKi3aK3yTriRQusS3VquhUqlYTitKctRGWSgUUCgUMDU1ZT24iYkJdHd3IxgMIhaLWcRcLpeRy+UwNzdn2XmHhoYQCASQSCTmrWRTjWJ8KkFHX0p6/Lw0O0hyHxoaQqFQwEc+8hE888wz2LNnT8N0iy+I4NosNYnQQUiWzYmZO9X0+9M0FgNuWp3KB0FNcyrioZqlk4nBK1H5VTyowgMAkUgElUplnglCpnUjTTsz5ULg+z3fKjtkJBIBAMzNzTWMLMC7o2M4HLYWH2QyGczNzSGXy1laLF3NJhcxxGIxlMtly7Emj3Fyt5sqSHm93IssU5o45BTJNE0kEgmMjY3hkUcewdlnn42TTjpJ6fDiZdGBgZpBJAnb2XTlPWhotBrNkIideY7DznQmy+BL3VXKkt0U3umcSg7Z36rVKkzTbDA3NItW9UnX6AW76bO8KYloNIpkMol6vW5FO1BhA4EA2trarA1mAoEA4vE4uru7EQqFUK1WUSgUUC6XUa1WYRgGurq6GjQ90zStxQwq47wdEfMRm9qe+IIHuo0cJd5UKoXp6Wncf//92Lx5M8444wxEIhFrukVDyGgD5bZw1TGq9XJZ+c5KGhqtgpONk7ZF3q+cfCiqzfjtFAxKol5sqSo57dLS/lUqlayIJW7n9ZKnXxnc4Lq1oyrgmJ4HGu268XgcqVQKwKE4X7lHQygUQltbm2UakE61kZERTE5OIpPJYGZmxjIpTE9PW84z4JA23d/fj3g8bt24atRSRQXYVZLUwlWryfiILHctKxaL+MlPfoKjjjoKZ5999jwtHWgkd0qalHhVjdNJVg2NVkM1I7QzkfHr7NKoyImbHlR5qvJvBjxfGpIqw0TdZpmLDVfSBdSqPRWYaozS5tPW1oZUKoVKpYJMJoN8Pg/DMNDR0WFNzev1OorFIiYmJjA6OopMJoPp6WlMTk5idnYWtVoNkUgEwWAQ0WjU+m23D60XjVBFyPIjF1PI43TQkedSqRSEEPjZz36GSCSCD3/4w4jFYg2krYpaUI3AvB414WosJpzaFyci2r9UO/BxqDZ64rM3r5qtF/jRjmm0Fe3jreh7qsHGDa7mBaebkxogt9HI9KFQCMlkEu3t7TAMA/V6HclkErFYDJFIxIoQkCaFQqGAXC6HbDaLfD5vkXcgcMgTWSwWlZvs0P8qWVVTioZKILJzopS2Xgl5T4Zh4NFHH8Xc3BwuvPBCxOPxhrxlLK4kbj7ac5ODneZrJ7OGRrPw0k9U51Rw6lsq0ySVwSua0YpVZdMwV7u9wv2U0Sw8OdJUhaqW3NEYPgmp+UajUZimiUKhgHq9jkgkghUrVlg2WknKcnSUdt5sNot6vY58Po9SqWQtzlDZaWmZVHbuCFDZV6mxX0I61eRxmUcoFEIikUA0GsWTTz6J3bt34/d///fR3t7eYHLhGoLKVCMda1xubjPX0FgMeCFTp3ReQGd5TsSu4hmVj6aZsmn51ORJjy+VcrOgLa1U2hm/Sfq/Vqshm81aGmulUkE0GkVnZydM00Q2m0UymUS1WsXs7CwikQgKhQIAWKFmqVTK0pBl/jyERZ7jMbsyaoDH59pdLx8OzYdubBOPxyGEwMsvv4xcLodzzjkHTzzxBDKZTENoGA9vU0GWv1x2Jo33F7y2M2p642RJ+4yqv6n6lFO5dhr2QvsFvZ72Yzq79VPGQgl6QaRrtyeuKgSsXq9b+zhwzS6RSFhT9vb2dmSzWczNzTWUVa/XkcvlrPAxWq6dZ9RJi6Xlc83YMAyLdCXknr1ysJANUZo/3njjDeRyOZx99tl4/vnnG5yAfFtIas9Vya3JV2MpYOcs40qUamWZHxOEahmxyjfkBNoneP9wyovPhJ24QmWP9mIH94sFkS51NtGpt8rGS7Xcer1u2WiFEJidnbVWqc3MzAAAOjo6MDs7CyEO7X9br9eRyWQwPj6Ozs5OKzbYTi5g/ohkN32Raek1KucBdbZRLVi+mWLPnj3I5/M44YQTAGAe8fK85AhL02iy1VhMqNo2Py9BfTpOZgF5nZ2pT6VIuP12Ivlm+oid1s2XC9vNSv1o7G5YMOlK8KW4kqDohjcAUK1W0dnZCeDQpjadnZ0IBAIolUpIJBJWaFY6nbYWR/T29mJ6ehqZTAZr1qxBJBKZ5/hSTSHsZJaVVqlUlC+mlPZU/uDlPVBtWELapkdHR1EoFHDKKacgFAphdHS0QSY6vaEPXbVNpIZGq6EiL7cpPyUZ2ef4tF9lZrAjMW6W8CrnQqEqly7Vl34YN3OgnabtdA1FS226qrAR+d8wDCQSCcTjcbS3tyOVSmH//v3o6OjAUUcdZdlppbYsnWaGYVjvNQNgrUZzumkJu2mEPEdJm0cYUIcYz0deGw6HLY23Xq9bO6TNzMzgxRdfxIknnggAFvHKa6Xpgk67OBlraCwmvNolqQJCXwhA86CkTL/leaedAXlZC4EXk4VKDhplRImXmjBbJSPQxDJgDmrL5b/psWAwaK3gkvGu0WgUmUwGkUikYbNxANYrdU466SSk02l0dHSgXC43vL3BycDPHz790K0pZX78OmD+i/FM07QaGY1OoCaWWCxmvX/t5ZdfRjqdRk9PT8N1ktTpijRKtl7sZxoafuHVDqqCTM9XT/IoIJmnSuHhsvDPUoJyFZVHtX0rv45+U3iZOQAL1HRl4XxNtTwuQ66oXdcwDMRiMbS3t+MDH/gAACAcDs+7YWkrlRECciWbNAnY2Yio/Yi+ZdcurSzby3LbarXaYALgpCv/yz15Z2Zm8L//+7/YtGkTuru7laYG2njpngxcVg2NxYIXOy1N6zQbU5kf5IzOi2bdCtg5olXHVVq7altIVT7N3s+CNF26f4HUYOVv7lALhUIwTRN9fX2WIy0ajSIWi1lp5Bt9ZT6UsJPJJDZv3ox8Pj+PmOgCBJXWSElNrhRTjdBAY3wsjcCgFa1yRnDN3jRNJJNJVCoV7NixA8FgEN3d3UqNQRV3TPNdqsaqceTDzyDtJS0lUXmNk3LCNV4atdBK7VZ1vVdNUwUVsTrNBhbSJ5vSdOmCAbmDmNxQQr7RlgolCTgUCqG3txfFYtGKPqD2YKop02ulLWnlypXWBjkSNPxKatNU65QVRo/J46rGQ0mRPlhqJpE2H162PCZ/Sxvv7Owsdu/ejb6+PnR2dmJiYmLeKMpNH+8FyMFXbuiucfiAanaq4xRcoXAiTFWeKmf3YoDK2YpyVI5Cu7z9lOdZ0+X2D/kAJNmqtmyjpgcZahWNRpFOp60OSfNWjYJyL0w5YtpdA6hXfEmoYmO5xsvP8/u2Ko0Y2XlaLl80GkUqlUIgEMDQ0FBDxAaXRWXTXQ57V6uwefNmfOxjH0NfX99yi/K+hZtt1e0aSrT0WtrH6YeW4ddu7EV+P/fhNS+7dFQJbGUf9EW6lFTthKIPSf5X2TBVRMkfEt2di5sOqG1V5sffIqGy1dLGUa/XregDrtXSwYPeIz/G60iCju6maSKdTsMwDOzbtw/FYhGdnZ3K9d/vJW03Go1iYGDA2mBE4/CEE6GoTHYcnIz5MS/l2MGJXN3OOZ334jehM1gvJhE++NjBM+nSZa2qB1AqlRqm1lwQOn2mD5KGa9gRtMpGK2WStlo5haUkS8vl9h6plVJC4DuDUVBZqAONV7DMX8oky4pEIkgmk4hEIjhw4AByuRy6urqUS4xpeUc6Vq5c2fB6JY0jA6r+Z+cLURGY3exRda2TrdcLOdqV7USmTjLS/7SvO8nATTBOxOv6NmCV9qa6MflGBy64tOdK76XMU17LbSR8uk3tx1Qm1bScn1d5JmkZdECg90Y1ZrspEq8bnoZGRUhEo1GLZEdGRtDd3Y3u7m6MjY2hVCopyzncsX79ehx99NEADtXbW2+9ZW1Af9JJJyGRSBxx9/RewELrXNXeAXd7qV1/dsrTTQa7/i3L85OnG3i+sg9zrlCRqsrUooIj6YZCIaTTaUxPTyuF46MD1TwBWG/FldNouqJLCGG9dFKIQ0t9pUZE85WLCKj2St9CzOMG5TFecZyMuSlBhrVwjZ5WIvXEckcdP27ndAiHw0ilUqhWqxgbG0OlUkFPTw9GRkYsbb0Ze9VyYeXKldiyZQui0Sh6e3sxNzcHIQSOPvpoHH300Q0vGdVYOqjIUWUGsLvOzj4LqBdA8HOLCVUZXgcFv+Xw/FR9mptb4/H4vNeWUTiSbjB46HXoUuNUEQKfbtRqNeu9Z7VaDaVSCZFIZF7IVqVSwfT0NIrFIlKpVMO2iBzyLcHyxqgcXPvmUFUSPc61cJqnytTgZ7S2G6kNw0A6nYYQAhMTE6hWqxbxlkqlI0Iz7Ovrwx/90R/h4osvxjHHHINUKmUtgAkGg9YA+o1vfAPDw8PLLO37C07Tak68ThqtaZr47d/+bRx77LGIRqMYHR3F9u3bcfDgQVQqlXmb2CzFPbila3XfUc3MOffwOv3ABz5g7Y6ogqt5oVwuWyvJisViw/l6/dCbH+SUWe7CJU0KQhxa7hoOh5HL5bB//37r5ZVy+e/Q0BCCwSASicS8dc9OUIWF8d+0grhmbufss6sHL+RK5aELHejAJDVouRl6tVrFxMQEKpUKVq9ejX379nm6/+VGMBjEySefjIGBAcdnNjY2Nq/daCwunKbcqt+8L0jCveGGG/DFL34RiUQCwKGZ6uDgIL75zW/isccesxSy9xrcHHBSCZUcxIl5eHjYMheq4Ei60gEktzOkx2UBMo5WCiTjMiVqtRqmpqYwPDxsvSECOKS9FotF5HI5HDx40Nrshjq27DygrZx+UzOGKppAVRbVtLntmBMtJWLuiJCDTblcxuTkJCqVCnp7e5HNZjE+Pt6ye1wM1Go1rF692nWQ/NCHPoQHHnigYf8JjcWHk7armvXRNhwMBnH22WfjS1/6kkW4wKF9TzZt2oSvfvWreP7551EsFls6nfeLpTDD8TK4j4dGNshZ+NDQkGOerqQrTQKSdGkly+PS8USjEIB3NeEDBw4gn883TNvla9jlwopCoWCRrhOxykbBZVFVEK0ceZ4bxSVUUwWuGaumGZyAaTk8rI1rvPJcPB5HpVLBwYMHUa1WsWHDBgA4rIm3ra0NyWTS9ny9XsdvfvMb/OY3v9HRC8sANwcTbZd8emwYBn7nd36ngXB53tzf8V6Gm+bLQ8rkTNYOruYFSR7cNiqEsOyywLukJZfyStNEuVy29tDlWmG9Xkc4HIZhGMjn8w0vuOS70PNKaOZB+zEpNJMnz5uGl/GHAsCKEa7VaohGoyiVSg3EGwwGMTY2dljG7dZqNWvFHUe9Xsfzzz+P2267DQ899NCi2v40/IG2UfpNUa/XsWfPHsu0SFGr1fCTn/wEMzMzLZ91HomQA5DkK7toJwpH0lXFx9LM+K5fUrOlsW2GYaCtrc16txkV1jRNJBIJa5pCQZfbUqdXMw+Z5sXvz247SifCV51XhbGotFtZLl3kAcAyu0hzTK1Ww4YNGxAOhw9LR1Q2m8UzzzyDbdu2WcdmZ2ct2V9//XVs3769wSylsfTgMzcv7VwIgV/84hd45JFHcNFFFzW8Pfc///M/cffddzt651sBaielWApzhhPH2IWKeSVcAAgIhxTd3d0AYE35uV0XaNwUxgk8nlYSNf3meXMS8wMvjYvbZe0iHeyu8QOeL9eOuaPPMAwkk0kce+yxGBkZwf/8z//4Ks8J73ft5HBCqwmkvb19nnLDy3Elhf/vC11dXfjYxz6GCy+8EN3d3Xj22Wdx++23Y3x83DZk8v3Stuz4hc4g5Ftw5l3rRLpdXV0IBN59BU+5XJ7H6hR8Ca7qWyW0kwbrdG6h0xuqScv8VHG2duXyhuxFFqcVb/S33EwokUhg48aNeOyxx3zdmxPeLx3jSMBiki7vO3Z2XJmWyyWvl/tdFwoF/XYTF8h6CwaDyGQyyjSuNl3g3QUK3G7B09JzTuQsz6t+2+VrlwcnQD8mCJWGbad1S1nkdfR/M1qvqtFzU061WsXc3BzefPNNX/lraDiBOsCcZoSy7znFnMr8vOBwI2u3gYfC60zBS1247kQiCYJPJ9yIlz/QVmtXNH8ns4BTuSpnnZNW7aa9LwbkCz01NLzAyYSlSuvU3lXXLqWN1YsZhCpdXmRRKVF25ky7Ge1C0ZIXU/KpON3IXGqOhUKh5V54rlmrjkvYhYqp4MUE4EfGhT4o7f3XaBZOhKs6b6f92SlbixnB4ER+VCaathWytJpkOVyXAfOHQ28qHA7DNE3L9EAF5fsU0Ov5rmJON0b3VpCkSaMOuHYty+DOBGoakedVXkc7h55XwqZ1oGoUTuntoG2wGq2EHYG6EZfbTHIh7dRJU/VKqG6+H7v+6Mc84uZI98IRrpquW0VUKhXL0SbJDZj/SnYZ0ykdc/LV53RLRg6+CMKPDcYr+PSEHuNLjVUyUOcbMF9LpnXH96mgxMzfCqyhsRDYEYydFkf7uZPzWHWtVzns5JH/VQuU/OTr5m/ympedEublnr2k8eRI46Dkym+I7z/plDe9Iaf0tDG45ctfy8P/87LsNq2g5+QxO3uQDJvjGwKp7pGTtGzsUqbDcSGExpEFNzusCqp256S1cW3ZySHnV76FKB5ey3Wahfo1L/hV/nztp0uPqTQ/lVZHt3OkexvI4/V63TbQmk7rVURo3YRhNGyITs0PKi3UbpEEJ2unNHZ1Y2d8p4MTH6jsNA4NjWawWKYsO41Q5TTnbV6Vl1Nbd5OjGa3bbznNpPMCR7VROsKoY4weA94lULllI33brtzasVwuN2xmI9+qUK1W0d7eboWkJBIJJJNJy97b0dGBcDiMbDYLwzAQiUSQSqVQKpUQjUZRLpcxPT0N0zQxNTWFeDyOSCSCdDqNbDaLbDZrvfa9VCphamrKyieZTCKfzyMWiyGRSCAWi2F6ehrxeNxaRZfJZBCNRhGJRKz/iUQChmGgWq0im81ibm7Oqgc+PVMRq6wbvvmNhCZdjVaCD/ROJKfSWu3IRmXqkzNgTsb8vYn8I9PS/VuAd9/yzfOT//nLbHl6fg33J3mxEXtJ5xeOmm44HLYEDYVCaG9vh2maDVNkIQRKpRKKxSKi0agVRG2apkVOkuiEEMhmsw320kgkgp6eHmsPhs7OTkxPT2NmZgbFYhEnnHACtm/fjq6uLvT392NwcBDpdBqJRALpdBptbW04ePAgwuEwYrEYisWitTH4/v37sXHjRgCHbM87d+7EunXrYJomRkdHkUgkEI/HARwiw0Qiga6uLszNzWFqagqxWAwrVqxApVLB3NwcSqUSDMPAqlWrEI1GsXfvXpRKJUtTV02TuFNPNny5fFr1QBfjZXga7y+oTH4cKtulahZGz9HtDGUeso3zEEx53Ck/qoxQYpR9hDvc6eyXv+HFTnmh11MToBOZNuNc8wpH0pUr0GKxGFatWmVtZhMMBlGpVBAOhxEMBhveECHJVZoScrmcdbxYLKKnpweGYVgVu2fPHpimiUwmg7a2NszOzmJ2dhahUAixWAzbt2/H8PAwarUaJicnrc2UV65cidnZWczMzCCdTiOXyyGbzVokL/d9eOutt6yd3CuVCnbv3o1IJIJIJILJycmGgWF6ehoTExPWw8xms9i+fTtqtRoikQhKpRJ27NhhaeGpVAptbW2o1WqIx+MNDahYLFqDjSRmGelBN4CW9VStVlEulxveniFJ3mnHIg0NJ3idSamIUWVO4LM4eoy/DIDn5eTvoGlo5JOdr8TJzEnzVN2HHDxaocF6nQk0nBNandLQ0NBYMnh+G7CGhoaGxsKhSVdDQ0NjCaFJV0NDQ2MJoUlXQ0NDYwmhSVdDQ0NjCaFJV0NDQ2MJ8X+gIRmTE79YoQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 23s - loss: 0.0998 - binary_crossentropy: 0.0998 - val_loss: 0.5262 - val_binary_crossentropy: 0.5262\n", "12/12 - 23s - loss: 0.0914 - binary_crossentropy: 0.0914 - val_loss: 0.4410 - val_binary_crossentropy: 0.4410\n", "12/12 - 23s - loss: 0.0842 - binary_crossentropy: 0.0842 - val_loss: 0.3564 - val_binary_crossentropy: 0.3564\n", "12/12 - 23s - loss: 0.0772 - binary_crossentropy: 0.0772 - val_loss: 0.1535 - val_binary_crossentropy: 0.1535\n", "12/12 - 23s - loss: 0.0715 - binary_crossentropy: 0.0715 - val_loss: 0.0427 - val_binary_crossentropy: 0.0427\n", "12/12 - 23s - loss: 0.0665 - binary_crossentropy: 0.0665 - val_loss: 0.0406 - val_binary_crossentropy: 0.0406\n", "12/12 - 23s - loss: 0.0618 - binary_crossentropy: 0.0618 - val_loss: 0.0390 - val_binary_crossentropy: 0.0390\n", "12/12 - 23s - loss: 0.0573 - binary_crossentropy: 0.0573 - val_loss: 0.0378 - val_binary_crossentropy: 0.0378\n", "12/12 - 23s - loss: 0.0534 - binary_crossentropy: 0.0534 - val_loss: 0.0358 - val_binary_crossentropy: 0.0358\n", "12/12 - 23s - loss: 0.0497 - binary_crossentropy: 0.0497 - val_loss: 0.0343 - val_binary_crossentropy: 0.0343\n", "Epoch => [~ 31] / 50\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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mWZi0b/wi8TYoMVJr1oqMnQ7l5D7ZnQ9HS0sLFi5ciNOnTztqQ0NDY+Yg+5ysYEu6ssVmRYpW1qrciWKxKOqj1mctUFmVlEi5Ze4GVnqwbOXytpyCWrn0MyV/YCKzUXt7O2KxGLq6ujA8POyq/xoaGtOLSo59ioqWrpOKKBFR8lVZsPWWEuyG5pw4qcThRF7gRG3VbzcWrgryNaD1BYNBXHLJJSiVSujq6sL4+HjV7WhoaEwtVJJiXeQFu0pkq4/rvU7qVL0danHI2dUhE6UVCcsvCqvwNBUpy1awE1CZIx6PY8WKFejr60NPTw+y2azzk9bQ0JhWqEJYnaDm6AWqhTqBnaYLVGdFyha2ylklw2k7KumEWs7VWLzyTfJ4PGhtbUVbWxvOnDmDwcFB5HI5EX6mQ4A0NGYXZEPMjaHliHQrVVxJ61VZw4Ba162GyKxCv9w4uZxID6r2VBe+0jnQ6+Lz+bBkyRLEYjEcP34c4+PjYuIGL6tjfDU0ZheqJVygSkuXxtVaNapywNViHcqwq0cmetofK5IEMGlSQy0k7OQ8TdPEypUrkc/ncfz4ceRyOeTzeTELD5jQpacypE5DQ8MdaiFcoApNNxAIoLW1FYZhlIWBqWAVVkatXX4CNNaVf1dFEZRKpbJt/DPdZjUhwqqsHE0gtyU75uRzkfc7eakkEgksX74c/f396O3tRaFQQC6XK2tP9fLQ0KgW9TJ4LmbUSrhAFZau1+tFIBCAaZrwer1lpCtP4+UdlGUEqgNXitGVpQJZT5W1UVqW1mEXa8ujFSgp8/KFQgHAxAuEb+ehb5zYOTnTbVb7gQnCnTdvHs6cOYORkRFBuKpzsbs2GhpuMBdkKifPulNfTD3al6XReow8qyJdSrSlUqksPwKgnommmuqrclJRqOqk/VAdW6lOK9BYYg6ZhCmJ0u0qS53Ww4nb6/WKVVNPnz6NTCYD0zRhmiYGBgaU562hUQ/MFQu3Xv2sth6VFSuPzPn/attwTbp25MflBvp24DppJaKVzXa5jCpKgg6/5c9OYXXh3FxQ1Yw3n88niJdnMmtsbMTQ0BC6u7sFAYfDYWQyGbEIo4xqXyIaGio4fZbmCkm7hd35yyGh8ud6/Q5rJl3ZouXbuEVMCbhS/K5qvzx1mBKr/LZRkT4/hu+Xt1ULejzvo6wjc006GAwiHo/j/PnzGBwcRDAYRCQSQTgcBgBkMhnLdvg5aWjUCjekUS3BzBRZq2SBSmWs9tsRbj3Oz3XCG/rZSqulUQB2jjZal2w90/ZUVrKdFqx6Cciw0nf5fzsLWHUjrG5yNBpFKBRCd3c3MpkMwuEwYrGYSC3JHYbayaExlZjq0dJUPbtOHMl2I+dqzlv2F1mR8bQ40niCcm7FqnRaq6Q2KqjKUMKuVI+sr9TyYLmRGWSrWwWv14t4PA7GGM6cOQPGGKLRKBKJhJAeaC4KK2hpQaMemMoomFoI18mxdn2finNSzSOo50vFMelaWWJ0qK9yqFnVVckpZjWklvVbDk7WXF9VHW8V0sW/24V8qULKrF4Ifr8fyWQSY2Nj6O7uht/vR0NDA6LRqKiDSw9OnIlaXtCYCtSiVU410VLUaky50bF5eZrcqpo67fY7npFGLVh5uC83UIlEVGRpRdZO3nCUtFX1Ac7y6KrIWI5OsDvG6/UKwh0YGMCFCxeEdRsMBgFM6LfpdBqlUgmGYTjOU6GhMVVwQ761RgVUe6zdSNeuPbfnRNPIyoaW7OyvFo4tXVXsqxuTX2UVyuZ7tdqmHXGpQrqsJlzImo0cvyvXKyMUCiEajaK/vx/pdBrJZBKxWAx+/8RlHh0dRX9/PyKRCLxeL8bHx4XMYAdNurMfdPRF/88VTCXhuq3PjRHnpA2r41WcJm/3+Xzw+/1l8flWxzuF4xlp9CHiHVBNjLByWtlJCnYXmV4ImVx5MphK5r4V4VJCtrJynVjIHo8HkUgEpmmip6cHjDE0NDQgHA6L61YsFjE8PIxEIgHTNMEYQzAYRCaTmbToJD0fLS/MfjQ0NOC2225DT08PwuEwWltbMTIygv/+7//G4ODgTHevJtSDaO3kOhlOCbeW4b2qfZlwDcNAJBJBa2sr5s+fD8YYhoeHxd/IyAiy2WxV18cR6VpZoFSTtCMGVZSD7HjjkAnUipi5fuzkLaZKZi5LA6p9KotYboPH2xYKBfT09MDv9yMWiwk5gb4UGGNIp9PI5XLw+/3w+/0IBAIikkG+XowxGIaBUCikPEeNmUMoFBLPXkNDA9auXYtPfepTWLJkCTweD773ve9h586dc5J062WpuyFbwLlFW2+HuRyFFAgEsHDhQlx66aX4nd/5HSxduhSlUgn9/f3YuXMnTp8+jUOHDqGnpwf5fN51H1yvHCETqBNLzCo6QV6Gx45EeVnVDDgryLPLqKVOidUuFwPdTv8D5Q6zkZERBINBEQ7m8XjKpgTn83mMjo5iYGBAnEM8HkdLSwsMwxDl5BGAYRh1WWlZo7649dZb0d7ejssvvxw33ngjFi9eLO5jqVRCMpm0jb+e7ZgKR5lbwnWr49baL/6y4S/Rhx56CKtWrSoj5VtuuQW/+MUv8Oyzz2J0dBRDQ0Pu5VC7nbIFyiFPf1XNyFI2JuVmsGqLf6fbeDtOCJcP5+lxMuFyLVWWHuy0XYpAIIDGxkYx1IhGo0gmkyInhdxef38/hoaGUCqVkM/nMT4+jt7eXgwMDNgOtTweT1VvU42pxYkTJzA8PIx169bhkksuEYQLTDznqVRKTP+eDZguv4BbwrVyxE8l4VpJicDEvWttbcX111+PSy65ZNKomxNyR0cHGhoaqupTRdLl1i4l2UKhoCQzfoxch2hMkRBHdQy39pxYeKooBZVFS0lVJYjLx1mRNddvE4kEzp8/j3w+j2QyiXg8LjKvyRgeHkZvb28ZyfNyY2Njlj9O7oDTa6TNPrz99tt48cUXsXXrVqXu39TUdNFp8dVYuDKsyLaehCvLCfJoPhKJYMGCBeL3JyORSCCVSqG5ubmqftnKC3IHKeTl13mH5e92ei0voyrPH9hKuXtV5Cl/5t/pcF9FpnaONd52IpGA1+vF+fPn4fV6EYvFJlm3tJ+MMYyOjiKZTIoXVqFQQCaTAWMM2WwWhULBsj2a0FxjdoFbtCpyXblyZZn1O5OwMojsylZTf6311du6ldtXEa6qPI+vz2azME1zUhmeR8U0TceRERRVZRlTVWw1TOCdpN9lgqLludOLSwn0OLmsne6qIlzZKuflaISBlZ7r8/mQSCRQLBbR19cn9Fv+NrR6QXm9XsyfPx+lUgnxeBzFYhE+nw8HDhwAYxOpI+28oNV6SDWmHl6vVzhMZdDJMHMJbh1o1Vq3TqIU6kG4Ho+nzOEv67cqY/LcuXN49dVX0dDQgMsuuwytra0IBAKijM/nQ3t7O/x+f/0tXdp5t/sqhXrYXXSnui0FlQNU8gI9Tt6mOpbCMAzhMEun04jFYgiHw+KlYPXG5OcVCARQKpUQi8XQ29srohz4aIGXk19i2sqdu7B6lmYjrHw3lWBl9NTSfj0g/7ZVxpBqxMx/g0NDQ/jf//1fnDt3DjfddBPuuOMOLFu2rEzuzGQyYrTqFq6nAdNoBauO031yLgVaTraO3URByORKSZNulyUFFQnbTQ8OBoNIJBIYGBhAoVAQs8vsJA++jUZc8POLx+Po7+8Xx5imKbRgStT1CNnRmDn09PRgfHx8prshIP/2KFTbKqFawp1qC7eSnKBqX+57oVDAhQsX8PbbbyOXy+E3f/M3MW/ePJELO5/P4/DhwxgZGZla0uUd5GRCTWuZLKiMIBMrJWUrr6WdBiWfpCwb2H22Ilwrq4TH254/fx4ejweNjY1KZ5mVVMKHNrQtwzAwf/585HI5ZLNZJJNJsSYavb607unyPGu4Q6FQwN69e9HY2IjLLrsMbW1tYt+OHTswNDQ0g737GFZ+GRlOCMRuVOe0H1bfrbY5hYpwZUmx0vFUakyn0zh69Cj+/d//HV6vF2vXroVhGNi/fz/27NkjJkK5RU2arh1kC1el/1qFkFVz4VWWrx2hWmm3VL/1eDzo7e1FKBRCPB53HC/LNWveBzmkLhgMoqOjA9lsFl6vFyMjI2KfJti5g0KhgIMHD2J4eBjbtm3D9ddfjz/4gz9AsVjEO++8M2scaYCzSQHV1FFPwq0FlDDlz5XatBpVMsYwMjKC119/HUNDQ9ixYwdCoRAOHjyI48ePT6+lq9qmkgvkE5KJluaSdUK6suUqL5FD/2Syk49XyQ4ez0SYWjKZRC6Xw/DwMKLRKKLRqCNnHp25p5I6uJPQ6/WKZDdct6WjA7kNjdmJUqmE7du3i5fsvn37RE6NpUuXKj3fcxX10m+B6qf2WkG2ZlWEy/c7aYOWKZVKGBgYwBtvvIFdu3bB7/ejWCwik8k4Ss2qgivSddqA1dI6sn5r5VRz0g8rDVclGcjDDCu5IRAIIJFIoL+/H/l8Ho2NjZb6rarv8nRjGhkhnzc/zm5iiaqMxuwCfYF3d3fjmWeeQTqdRltbG9Lp9Az3rjKqsXDdEo1bonMKO/220jFunIelUgnZbBbZbBbA5Jm0buFqCXYrEd5O05Q/805bDaUrWbnUgpUJl85Cs+qrKiyMD/ljsRjOnDmDwcFBMbvMidOBJyXv7e1FJBKZlEtBBj1/u1l6qheDxuzFuXPncO7cOQDA3r17Z7g3zlDJYVtvwq2XjqsiXJWMaXcMLyMfp/qNUw6sdUVg1/KCnTbESUQmXDrRoVL9MlQXSiaiStotUL6EutxmNBpFIBDAyZMnAUwkMxkfH0c+ny9znGUyGeRyOXGM3+8X4W3c49nf34/29nYEAgFh+fJ2+LXgN0229p04DjU0qkElclVhLhCumzoq8ZfVMU7qcIOq10izgky6lGhVi0aqPludlB0By4Qq6zLyZAleJplMApiwUniymp6eHpHMIpPJoKmpCX6/H+Pj4xgfHxfToBOJhDifQqEAn8+H7u5uNDc3i6WNeDvV3iit6WrUE3bWn9W2erz460G4VoQpj3it2rHTdO2caW6kCCdwHb0AQBAMtd5UGicl3koWXaUbQC3WSoRLj6H5Dvg23ofGxkbkcjlcuHABLS0t8Pv9SKfTokw+n8eJEyeEvktnh2UyGXi9XgwODmJkZETs93g8ykQ6cv/HxsYwOjoqckGoZjbRPBcaGtONqXCWOd3vpC9WDjOZZFWkqSJZt1KLHezOr2pHmqyJcM8/30YlBTfZxeza5uTF41qtHGK0vIqw/H4/mpqaMDY2hrGxMaRSKRiGIeofGhqC1+sVGnE6nYZpmmVSAc+fAEwkpAkEAhgdHUU+n0c2m0UoFJoUb8vJmBNtoVBAKBQq05rplEWfz1eWt1VDoxqoyMeuLP1fD1T7m5f7xD9bOaHtDD8n/apHX53AccIbuRM0N4LcOZWFa1VGbk/+Tq1ZSro0UsCKcFU3KxwOI5lM4sKFCygWi0I64OeUyWQwNjYGxiYSjmcyGQwPDyMWi5Xd1FKphHQ6jZGREZHAnBMnX+LD6/WKZDaccPnLIhKJwO/3Y2xsDPl8HrlcTplsXUOjVrgxbOj/erRXC4mpjDz5s1wv/31ZySjUmnUrG7iRCe3K2ZKuXWgEDQvjnVdJDqq3T6VO2skHjH0c72q1dhm3JCm48ysej6Ovrw8ez0RuTL6kPG3PMAwhM/j9frS0tIg2OeHzF046nUY6nRYEG4vFRJtyNAU/B/rdSc7Viy1FoMb0wOo3VwummnBV21Sx7Vbnw/nDqq5q++sGjvLpclhFCFA5AbDWcKkUQWF1USnhym2rjuEJwunEB96fZDKJxYsXi4iERCIhVmXgfTIMA42NjUgmk6KP3GLlAdHj4+NIp9PI5/Pw+/1obm5GJBIRb9dIJDJpqR5VXt5CoYCxsTGRFlJDY6pQiUing3DdQP6tVGrLqZVqVb6SA99NO07g2pGmcpzxP/kt4uQmWBGp1UXiJKaqh5bz+/3CimxqakJTU5MY6vNwL9WQJBwOo7GxUSS44fG3gUAA+XwehUIBHs9E5jDDMETmMY/HA7/fj4aGBrFcj+qh4S+GkZER5dpn/FrSc5xNKxBoaFSDqZA4ZItW5k9lbEgAABe2SURBVBsrH5RbyMfWSr6us4zZLSpptzKE2w5zHZR+V8kGfB//4ws+csdYNBrF2NgYTp48KRZ55NYr7xvtMzCRypHnz0wkEmINNGpB80gGbiEzxhAOh4Xjy0o3Ghsbw/j4uJAh6DTgSnqUhkY1cONAk49z+uzVw8qlRopV26rfh5M+OWnXzs9UT6nBlnStclGqnFscPFqhkpBdSSSnRMr/KOHSerhV6PP5YBiGIM1QKITh4WH09fUhmUwiHA4LwpW1Zo9nItSLr1+WzWbFuXENl1ugtG1OlsViUZCvPKmiUCggnU4jm82K3Lw8HIz2Qe6P3fBKQ8MpanmROyHeSoTk1J/jRsetVF89SHIqCBdwEL1Qb9gRiexsottUyWvodp5EJhAIwDRNBINBDA0NwTAMLFy4UFi/djkfOLGPjo6K+Nh0Oo1gMCiSkPPldaLRKEZGRpDNZhEIBNDQ0CDmaBuGgUKhgHw+L/oXCoUQjUbLyNbn8wlSpwnN+floWUFjJuGEvCo5y5wQrlsttVK/3EoZ8nenzv9qUdWMNKv4OLmc07Aw/l9eMp1vpxdZpeFQCzcYDMIwDAwMDMA0TRGdwC1VK6cVd5b19PRgcHCwTK7gy7LEYjGEQiEUCgWYpol8Pg+fzycIOpPJCLmB5xw2TbPMUufnmM/nK0Z3cAtaQ2OmYEeItUQn8Lrr4bxy6pznZe222+nE9ULVjrRaIQ8lVKkWZfh8PrEcOR/m+3w+BAIB+P1+hMNheL1eDAwMiOxg3IK006J5u4VCAblcDrlcDj6fD6VSCcPDw2Uz13i/crmciJRIp9NilQBOtHwyhZzXl05+4P3iLwU5TpdPm9bEqzFVqHY0Ox2E66TtShavk5cG7YvKaVZv4q0YMkY7wrfRN4scrys7jmSNVq6PkooqJaOqHJUgOKnGYjGR+5JmB+MWJyU42ldKfowxjI+Po1gsorGxEdFoFF6vF+FwWCy3zEmZJ77h1i0nzJ6enjInm2zJ0hl6/KXh9/vLFr6j15pbzRoaUwU35Cf/xlVWppP2nLRZDSmrfDVO+if7UOphgVuhqtwLnGRkMuP7nHSQb7NLBEytXqvJEB6PB/F4HPl8Hn19fYhEImVESjOB+f1+5ZuLfzdNE6lUCul0GsuXL8fg4CDOnDmD9vZ2xONxkfSG1zcwMICenh5kMhnEYjGcPXsWpVKprB1KyHbnRxOgy/3iM+Y0NOqBmbJuedtOohLs+qgqS6VPKxmU1iu/OGRDcKr0XMBlPl05jwIfFjtdxgYoj7NVrd6rAi1H31yBQADz589Hb28vTp8+Lab08j9OtHYJefgfJfZgMIhoNIp8Po9QKIRQKCT0YW6RlkolkQIyFAohFoshEomgubkZgUBAOMlom7RtOquOa8JcH6bXCoCWFzSmBG4tXLvvTo6RCZeSnVPClSH7e/h3mVOs2qG/f6ft1QrHJhTtNNUg5T+5rPwGsXKk0f3ytFwVeYVCIbS1tcEwDIyOjgprlL8AONHS5dxVDw7d5vP5MDw8LGaJpVIpNDQ0iNhbLmXQxDepVArNzc0iszy/PqobSYldTn6Ty+WERUtfAvQlpaFRDWq12molXJXEaPX7cArZAJP32VnUtch1vN+1XFNXkyP4H40EoENouSOUnKgOy2F3YWTHE68HAKLRKObPny9mhAFAY2Nj2TBc1lPpG011s3w+H0zTRCgUQiqVQjAYFDIB75OMhoYGsSwzX0+NJ7LhN9Yq1E3+TOUTqi9N9VBHQ0MFq2euFv1WNYSvxXKUf8t2ZCsfR4+vVH+9UdVqwNQhRclFZeFZmfwq8qUXz2pInUwmsXDhQpw6dQp+v19IAUB5ZAV3jMnDGSuNlb5AEolEmYVMYfWm5NETPImOFWRtiV4L1cug1gdTQ4PC7lmqRDBuLFwr61beVys4b7jJzmdnYVtJHvVE1aRLrUd5KEGJRCV6W0kOlGzl47xeL1pbW9HS0oLDhw8LwqVDcrkv1NKllrjq5pRKJRiGgVWrVikdVyrJg8oNXF+WF7LkdVudv9xPq/5paNQCN44qFepNuPVErXU6sY7riard4irxWp5VRYmXQnVT5HIy4S5ZsgSJRAKHDh1CIBBAOBwuyxBmpe9wwpUTisvgfeGOskpvOznuNxgMoqWlpezc+IQLWeaw6wN9a/PvOmRMo96ws+iqsfBminBrrVcl/9HPs0JeAMrFZKo/ApWXC1fdFPlYxphYX94wDKxevRo+nw9vv/22SCpDHWXiZEjicA5V7kxZFpH7Y3eh6QMkD/1VOi6d4ktXIlbptvS6Ui1bQ2O6UCvhyr/puTp6m0pfSlWka2WR8ovO9VTZCUaH5TxESp7wQMknGAzi2muvxfDwMPbv349wOFwmKdBIBWDy0uvyS4FKAirIw3z+WX6RqCQM1XVR9UVlldv1SUNjqiATohuSkcuqDAi6T+NjuIpeACanb6RWKrfmKFT5FOg++WbxeuPxONauXYvjx4/jnXfeQSKRKMtTSy1c6sSjfaWkS8vJliiFyuknW7QqaYV/p3XS7/IkEKp7yw5IO6FfQ6MaOBm9VVuP6jdM92mUo+ol2FVvMtVkB6uZWLwO1U1sbW3F+vXrsWfPHhw7dgyJRELEzso6LiUslcNM1ljl6AVVYh03D4rdNaHnJ78AeD/knMEy8eqHVqNWqEaRleCUiCnh8hGu3K5GOVwvTGk3nZWSCCVcSiayQ0smxWXLlmHdunV49dVXcfr0aSSTSQQCgbIJGaqhOV3rjEMmObthlEpasJJR7LbJx6n6JG+THY524r6Ghlu41SbdEi6ATzTh1lvfdUy6KtIEMCnEi7HJKz7IdapuiNfrxRVXXIFrr70WL7/8Mvr6+oSkQEmVTzu2WkGCW7G8LzSCgBIvn6armp/NP9vpubIDUe4HPydqYXPC5Uv+AOUTSKxyS2iHmsZ0wM1zJhOuHBapYY2K8oLM8irHGYdKt+THWM3QAiaWx7n22muxcuVKbN26FWNjY4jH4zAMo6xdOe8D/0/3yS8K1SQIK7KkZSgZWkGlw9KXDyVaObZZrls/qBpTBbvfcLX1acKtHhVJ10o4lz9baTpWGivwccKcG2+8EQsWLMCWLVtQKBRERi85fwJ/ePgy6HI0gMoqpdtl61Q+N7sXg0oLkx9mO1nBCipHnn5wNeqNegyRZQPDanT2SUG9ZQWOquN0ZahmoKmG4NQCDIVCuPnmm+H1evHiiy/C5/MpCVeedkzrp+FpMuykDTl6gJ6D6nxVRGhF4vQlQ18OPIuYbHXocDGN2Q7qb5Cjc+TPnyRMBfFW/LXbaZaUcGj4l1xWjmoAgHA4jNtvvx3pdBqvvPIKvN6JROQ8JSPNzyvLBTRSQe4HP0b+rrpwcg5gFfnJmrbVw0WHW1ZkLEc0cNB545/Uh1djdqCa50sezcr16GfWHRxpulbb7KIB+H55COLz+RCNRvG7v/u7OHbsGHbv3i3WH6N5FGhiHb/fPymmVRUPKEdQ2GmmVAqRZQFZo7KzRqnsIZe3SsJBLXb5PNyGrGloTCVkC1dlVGm4gyN5gTqHrD5zWIWYcUJMJBJYv349Dhw4gAMHDiASiSAajZbJCLQuxpgYkvMhOq1bvul8CjB/QGRLmddLtxeLRVGvXB8lUNon+lmOjLAKT6Nt0tl61LmnH2KNqYbTITN9Jq18GhcL6ikzuE5iTr9z4qATDVQWISe0xsZG3HTTTdi9ezeOHTuGWCyGaDRaRkZ8ZV95BQXudKMPAYXKO0v7bOdhlSMf5KQ9nOz5OfNFK3lbKi1XJmJ+DQqFgjgXOb/CxfQQa8xuyISrUT+4dqSpnE2UdGnib+Bjqy+VSmH16tXYvn07zp07V0a43Mqlyb8BtQZaSftUWZZyLG6l/LUUqty4VOpQORC5ZU6tbR5bLFvZvD4rS9dKj9bQcAq3klWlUdfFZByo/DK1oqroBZquECi3cPk+Krq3tLRgxYoV2LVrFy5cuIB4PI5wOFxGuIZhCEKkJyqHnKkIuFAolEU8yBaufJyVVUw1K7keOUJC5cWlGcWohesmwbIMTboa0wmZcPWzV39UnJEGqDMKFQoFBAKBsugFOvznBDhv3jy0tbVh165dGB0dRSKREIQLfByry+ulBKma8ku3c4Kzmhhhd060PRlyNAMlUPmFQsvz/tHrQMGteRpnbNU2/6wfeo16w87xLROuVSTOxYh6WfiuLV1KjKq8sfR7KpVCU1MT3nrrLWQyGSQSCbHIo8fjgWEYgnA5EXm9XpimiVwuZ6knUSuTa6SUbFUWqpwYRwad4cahco7R85fJlsLKgpYfYH7+ssPxYn64NeqPSs+TlaylCbf+cE26xWJRSAjc2cV1XKphNjc3IxKJ4P/+7/9QKBTKCBcojwqQvaM0WoGCkq3KyqX/6TH0P+0j7wf9z8tw8JeL3E/+J0+woG1RpxztL9+uIleqBWto1Bsq4pR/O7ITmB6nn8vaUXUSc5rdi27nFm4gEMC7774LAIjH4wgGg2WEI4doUdLiVi/37vNoBtquVWQChSqSghK3HE5GrV3Z+SZHL8j9lh9YLrfQEDZ67owxcZ6qDGkaGvWCXQSCnbxW6diLBSpnWi3XpOo10mhCcGotNjc3w+Px4PDhw/B6vUgmk2WEq7L+aLiYHLLFGEM+n58kGciharx9qsfazQtXhXdxcEueW6NySJxs5VLLgJenEz04fD5f2UQPbkHLC2Fqa0JjOqD6TdHv+jmcGrgiXavYPU42zc3NKBQKOHPmDPx+vyBcupy51Y2luXJVs8VkJ5mskcoWpyxFAOXRBbSs6lhK6pRoVWQuW65ym5TE6YuHO9U0NKYbKsJVhZZd7FYuRz2t3aocaZSUOKE2NTUhl8vhww8/hGEYgnCBj/MycIuuVCqJtI2ylanSWqleLBMjnWyg6if/TKMdZOmAnhMlczm3A3XEyQ4vXic/V1qWngvVsnV0gsZMwM5pptqv8THq4VSsenIEJyrDMJBKpZBOp/HRRx8hGAyWES4/hjEmEpLLhMSH8VbDdpWFy8urJlTwY+VICznigtcjr9wg1yUTsqpPqtllKicZf1FkMhmYpim2q6B/BBpTCWpY0G0c2iAoh2okUA0c515QfeeEOzg4iN7eXoRCISSTSZimWabT8v9OktbQZDUygVLI0QCc2OVEM/IbXEXKVP6Q99F25WgD3pZVXoZAIIBisYhMJlNm/fp8PoTD4UkrIVtdZ026GvWCaiRHt9PPmnTLUa/fYVXyQrFYhGmaaG1tRX9/P3p7exGJRNDU1CQsXGrp0RUg5JvLiUdlgVKLmEMOOeNWJnVOqSxOlSYj94fWSWUH3h9ZS6b9pn3hbeRyOeTzeRHBIL8MqIUt18fbDwQCyOfz9jdFQ8MF7AhXLqeJV41p13RN08T8+fPR3d2NgYEBhMNhJJNJZTSDVQcp+VBnEi/Ht9HwLl4PdVapdFoOu5Ax2kcqPciOLSoJ0H7QB5Ums6GShsfjQT6fRy6XK5sOTP9kS5n3i7+85FwWGhrVQOWQptspZMNEtc9q/ycFsv9GJRVWOt4Krkk3FAph4cKFOHv2LPr7+xGPx5FIJAQ5FAqFsuE6JUo5N4KsjdLP8tRgWkbWhOVhOq+bWqoU1MKU44ytHjR6A1QOMjl2lxN4JpMRnznpFgoFFItF5PN5jI+Pl1m5vG7DMBAIBGzD3jQ0nEB29gKVE0Y5seSqtfRUjrxK/aoVskSp+q46Rv4/bZouRzKZRHt7O06dOoX+/n5Eo1FEIhF4vd6y6bg06J86y1Q6rmyNyg8ItQI5uCzBk+Tw/U6cADK5UxKXCY7WTZP85PP5SdOGaTRCPp8vuw7UeqfWNHXQyYRfKBRgmqYmXo2qQZ9vWXarBDtrt1bY9WMq5Qy31qqqnBPirbTfsSOtpaUFv/Ebv4EPPvgAAwMDCAaDCIfDAD4mIWrJ0mXS+Y2npKuKZ+XfqdVI5QB5aC9PF1ZZxPS7lcVM+8H7y7erEpzLEkSpVJqku/KH3O/3TzofurQRn1Yta93j4+PK2XcaGk5AjQv6cleRhp2l6YYEVQ44O+tyujFd+nSldhytBtza2ooVK1agq6sLAwMDME0TwWAQpVIJuVxODK/5f+BjIuaivWpCAiVQWgYoJ1uVBUtvsN1Qie6zctapJijYRQ7I1rdMqPSiZ7PZSS8Y/plrxZSE6bG5XA6BQEB5bhoadlDJBHajv3q2abdtNjrmrPxNTsu7hS3pejweLFy4EEuWLMGRI0cwODgoOpXL5cry2FJLl3eKarvy1F+7k7ES+60IVnamWTnQ7CDXa2UVqGJ6VZqsqm5VnfzFRSUGaoXryAUNt5B9Dxx6xFTun7ErI6Oe186WdBctWoS2tja8//77GB4eFjkQ8vk8RkdHlW9Quk2l17oZvjgR8ykh25Gum4vmRLOR5QoKldxhV5dKt6bXT/9YNJzCinD5Po3qroPbY+x+s7ak297ejvfeew+jo6MoFAqTZnWpLDpZu7WDrKvK9ajKWp0UfYOp5AI3epKVlU37RmNunUgdKthFS9C4Xw0Np7AiXI3ZA1vSPXDgAMbHx0X8qcqipVBZt3agROr2IbGa+mtXVz0eRFqHSqt1SrxWhMv3Wem8Ghoacxu2pMsJF3BOWG5IghKPTEBWoWROhuz1hGz1qr7zTGIyZCcG7bus88pwElOpoaEx92BLunQZdCdQEaKd1CBbe1RuUOWqnW1Wn11fvF6vCKmj8bky4dI/DQ2NTz6qTmJup7vSfZXkBrswE9UCj068j07aUIWh1Qu8zzzm2DAMMMbKVojg039LpRKy2Szy+XxZ9MNse8FoaGjUB1WTLo3J5WRLZ2nJ64xxEqHTbq1IheZbAJwHWNtZ1HaeXCdWppvyct4IoJxkab4Fmn/XKrpDk6+GxicHFeN0VduoTil/tnKO2ZGelX6ratOqX5XgNi6vmrroRA+r/VQ6oeQr120Vs6yhoTG3UbWlK0PWKmVLl4NbgXRqrez9txtey5EKTvumOoZOVaZl7Zxncn10zTOKYrEopinzZECqEDAn0Q46bExD45ODuixBS7NocTgZgheLRQwPD4uJF4ZhIBaL4cKFCwiFQvD7/QgGgxgcHEQ4HIbP50MoFEJ/f7/I/RAMBjE2NoZoNCpWpuAz56LRqMiLYBgGcrkcRkZGYJom+vr6YBgG+vr6xCoO6XQasVgMuVwOAwMDyOVyiEaj8Pv9KBQKGB4eBjCRaW1kZATj4+OIx+PiXPg1MAwDPp8P2WwWY2NjyGazZVnGSqWSmP7L5QUuyfh8PqH90j8NjdkEp3H4qhh8t/XXc6Q3G0aNFeUFOeyJghOIytkFYFKWLZXVyIlzyZIlyGQyGB0dRTabBQA0NTXBMAwMDQ1hdHQUjY2NiMViGBoaQiQSEXVlMhkEg0EsXrwY2WwWuVwOa9aswYEDBxAOh9Hb24uVK1fi/PnzaGhogGEYGBgYgN/vx1VXXYXR0VHRf9M0kUqlRL+CwSBaWlrQ09ODaDSKVatWCZLP5XLw+/2IRqPiWhWLRSQSCXg8HsTjcZHqslgsIpfLIRwOI5fLIZfLwTRNscoGJV5O+vKLTENjtkAenXLQ3ziNzKGJm1QZz6wIWnbKq34Psqxn5wOym7VaT9jKmczm1bNy5UqR9zUYDIoT4Em5TdMUuiSXBXgqwkwmIyzVfD6PfD4vQqg4MpmMuJAjIyMYGBgQVnMikRDtMMaQSqXg9/vh9/tx4sQJLF68GPl8Hn6/H93d3Vi0aJEg3A8//BALFy6Ez+dDJpNBNptFQ0MDgI+T3HR1daGxsRFDQ0NIJBKIx+Po6elBe3s70uk0fD4fhoaG0NzcDADo6enByMgIFi1aJEg7EAjANE0sW7YMwMTN5hZsMBgU+Smi0SiAj5d25ytKBAIBIT1ks1nxuVQqYXx8HGfPnkU2m4VhGDh37lxtTwG96bPgba8xgXqHCobD4SkNP6REWsnJS40xOcGVbIhRcuT75Jmvds5sK1nQSr5zOonJDWh7Pp8PY2Nj6nJ2pKuhoaGhUV9osVBDQ0NjGqFJV0NDQ2MaoUlXQ0NDYxqhSVdDQ0NjGqFJV0NDQ2MaoUlXQ0NDYxrx/w6DqUX1soQnAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 23s - loss: 0.0466 - binary_crossentropy: 0.0466 - val_loss: 0.0325 - val_binary_crossentropy: 0.0325\n", "12/12 - 23s - loss: 0.0438 - binary_crossentropy: 0.0438 - val_loss: 0.0312 - val_binary_crossentropy: 0.0312\n", "12/12 - 23s - loss: 0.0413 - binary_crossentropy: 0.0413 - val_loss: 0.0294 - val_binary_crossentropy: 0.0294\n", "12/12 - 23s - loss: 0.0390 - binary_crossentropy: 0.0390 - val_loss: 0.0288 - val_binary_crossentropy: 0.0288\n", "12/12 - 23s - loss: 0.0367 - binary_crossentropy: 0.0367 - val_loss: 0.0273 - val_binary_crossentropy: 0.0273\n", "12/12 - 23s - loss: 0.0347 - binary_crossentropy: 0.0347 - val_loss: 0.0266 - val_binary_crossentropy: 0.0266\n", "12/12 - 23s - loss: 0.0329 - binary_crossentropy: 0.0329 - val_loss: 0.0258 - val_binary_crossentropy: 0.0258\n", "12/12 - 23s - loss: 0.0313 - binary_crossentropy: 0.0313 - val_loss: 0.0250 - val_binary_crossentropy: 0.0250\n", "12/12 - 23s - loss: 0.0299 - binary_crossentropy: 0.0299 - val_loss: 0.0240 - val_binary_crossentropy: 0.0240\n", "12/12 - 23s - loss: 0.0285 - binary_crossentropy: 0.0285 - val_loss: 0.0237 - val_binary_crossentropy: 0.0237\n", "Epoch => [~ 41] / 50\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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OKJTSUKgF5kOoqu9Zg3LeQkartkr3o48+Qnd3N86ePYvJyckSxSs2RgRXcuLbltp3RbODOHy3ezuL+w3DkA6dROIGUHJeO9D9dmX5Ptoueo9oW/k1Wild1ekVFgKZv4A+A3b9+ELve0ul+m1Jd3JyErlcDuvXr0cwGMTZs2fh8/mQz+dRKBTKhsqU3LhzywkyG5JIvrJ66Lmdhuri/lp3LkqosnMDMJW7SL4KCosJ2bMJlAudhfoYlLmsctjG6TY3NwOY84h2dHRA13UzP2kqlTIjG+iQeyEQOwfvCDL7b72RllOHExV/NSobUNEL5ytqTVTzXXfMzgZcidOZkq4i4Ll7YJVK1tHA6XK5kMlkMDAwgOnpaWzatAm6riMajULX9apspHYQlSs9v2jn5duXE3amDKs/bnaopEPOx4atoEBRjXq162tWtkzRbEbLK1jDMWTM5XLBMAzk83mMjIwgnU6jo6MD4+Pj0DQNMzMzyGQyABY2ZBbVsqig6+2HpC8AwLmDi7a1So5RUJgPRL+BaOe1OuZCQjWcYmeerLkjTTTA5/N5TE9PI5/Po7OzE7lcDpqmIR6PI51OV90AqxAy8bv4FrXqPLVS3ZWAtqFS9SqrwymUR6ldhflANtSXOdkuVFRz7WLZhd43R9KlXnge2pROp9HX14f29na0tLRA0zSMj48jnU47nlDm+KqGWEQzg4hK1bZ4ftF559QGei4xQoKTsFWInPhdjMKQbVdQmC9kfUkmalSfqw2c+MeWdKkji/83DMNc82pwcBDNzc1obW2Fz+fDyMgIkslkRU4iGWHxBtNYVXFyhbhdjA6gEGNqneqzCi2j22Tnp+cVoxR4GZl5AYAZx8vYXJzuyMiIeX+VylWYD2RRMjJhIfbTWhFuJdFE5xuquXcVzUijn/n/fD4Pr9eLiYkJZLNZrF27Fj6fD4ODgzAMA5qmlTnAKGHRPwBmTgZxIgL948fzsuIfP47DMAzLCRoydcmPr3TuejXOBDF2l5+Xb+c5F5bSRKJwYUDWL8Vnu9Y4H4m1UjiNtqtamFJ8g/L1lDKZDAYHB7FmzRp0dnbi3Llz8Pv98Pv90llgYtIbSqpUQYrbKlGpsrZa3QhOeLRe6sCTgRKnGJUg1iMSrzi5xGnYp6BQa6j+tfyoyJEms7+6XC6Ew2H4/X6k02lks1kMDw9j1apVaG9vx7lz5+B2u0sWJuTTiDmRcqKyc6LZtY22UXas+FlGcCLB2pGiHSHbeTSdhlqyacYKCrXGQv0gCrWBLenaDbU5Wfj9fgQCAaTTaaTTaUxPTyMQCKCtrQ2Tk5NIJpMIh8NlCpbXX0vIOg4/h1VOAxlZut3usrhhmQlBdh56Llm4DjXRiGYNOwehgkI1qMYpJtp7FRYXVStd2X6Px4NwOAxd15FMJs2Zas3NzYjH40ilUgiHw44q1Gq/E6w6DCVCK4K3Mhfweul/Wk8lMba8PhpS5nRdIjkrKMwH8w2JUqGKiw9bqSnztluVc7vdCAaDWLVqFcLhMAAgkUggGo3C7XZjZmamopy8onNpvhCjG+yuxWpYTx2BVIlaOfE4PB5PSZ1ut7vEji06GK0iMVT4jsJSwCq6QWFxMC/SlYVIcfLw+XxobGxENBqF1+tFOp1GMBiEz+fD9PS0pb1TFn3AyZeXscrcVXZRgknBjjTtyFZU3nb1yK7Jql5aRpa3QqlcheUAFQWAIt7FQsUz0uy2yfZHIhH4fD4kk0lkMhn4fD643W7E43HEYjF4vd6y2FWrhOdWkQdW+zhkhCaSOv0sErDMDszPx+3d1QaWu93ukgxsopOynvJLKFy4UGauxUNVnixKkDIyooH+LpcLwWAQjY2NiEQiAABN0xAKhRCPx831g2g9MnOCGAsr2y9+pqYJu2NF80GloCqV3g9ZHWLic3peq5ea7NoUFJYDokN4KeH07K9U2DKNSCpWBCF7G/Ify+fzoaGhAbFYDJqmwe12IxKJIJFIIJfLVUymnEhltl6r3AeV5kQQZ8jR6xchK+N0DN8uJk93MksohaFQD6iHfng+EbAt6QaDQXi9XkdzAgVd1dY8iduNcDiMhoYG+P1+M9ohlUqZGcrE42WwuulOjje+XE4lile8nkoUcLWhXrLyyoOsUAsslmmqnuy8K52AbRnF4/GUTOeVQQyzAuTL1rhcLvj9fkSjUQQCAWiahnA4jEwmU5KvgcYGU7ut+NnKfEDVLa/LymzB2yVej0i04pRlfm/E46z2yUCvh5plZFDkq1AvWMqomkqjp1YabEm3WCw6qjiZTdTqLeR2u80E6KFQCF6vF5FIBIVCAYlEooRMZeuw0WgGcXKBaH4Q99MyvN12qOQHr2YEYLdPFp1RaV0KChRLQYj1FM64EhWvLenG43EAcw4wp6mssggEK2iahkgkgnA4DK/Xa8b1zs7OOoaUUcO+SKwyOzCHLNxMNmOMf7ZyrvHtInnLIg+ciJeq3EKhUBItQetXpKtQK9SKoJayT1byDKwk4rVlSL5ihFP+WuDjCQAcVpEOdFswGEQsFoPP50MkEoHX65VOopCRJFW9VopX9hYUY3+dYDU9V5Z8h5omrKITZNdE2y6rcyV1KIX6xkp+gTuR70pRvbakyxhDJpOxVK8ybzsnXyuvvhguxU0MPp8PgUAAwWAQ09PTKBaL0nOJN9ZK8dIcteIsN0rITnWJ7ZWpepkNeD6wUvkKCtWiVvG19UhklZBvPcMxtSNjDLlcTuq9FKMGXC5XWdpGEaJ64yStaRpSqRSy2Sw8Hg9mZ2fN6AkaamXVDl4nVZt8uE7TLorDd9ouu6gB+kPTjigzNdC20W28HZXabmv14ChcmFgo+cgiaoD6U8uy0WA9RwBVRLqMfTxbiytQTmayYXwl9l0xZtXj8SAYDJrkG41GMTMzIyVeekMpicpMALwsdQqKb0q+j6KaF4fVft5eK/MKvX5+D6xm5Sko1AvqhdDE58oqnHS52ynCMfcCUB5zC5SHPIlDc9kUXLriAz0H//N4PPD7/WbGslgsZubqtQv9Em+2GAFh1VbZMbRcJfeGX2slYWb8JSArT0cI9T48Ujj/UUkfrEfTgwz11s6Kl+uRvTFEAuPDZ1GJVuqB5+V0XTcVr8fjQTweh2EYCAQCZS8AmZLkpElNC6LDyqlt/Lqswrv4S8KOoMVIBpkDj5tD6MtKOdAUlhPV9rt6UZMr5Zlx9PiIxEQJwYpEZCqwGueSy+Uy8zQEAgE0NjYCAFKplO1xMnszJUWZ84xCVNOycjKlTh1qshy+VlnJrDpqPXRgBYVqUC9qciVENzgyoRNhUqKSlaVvQashtxW4nTcUCpm5G5LJZFk0gqi27Zx94ja7H8Jun8x+LBsJyOy5Tj98PXQMhZWN+b64a+l8q1csdxttzQvFYlEajSCLPqDxrFbpE0XSoUrQaojudrvNfA0ulwvpdBqZTAbBYLCsrN25aPQA/y62Q7Rh83aJ1yReA41eoOeg26v5oZ2UsIKCE5aTWJbb3FDJ87acbazIkSbbTonBKl6VQyRDTtR0uG2neF2uj+N5w+EwgsEg0um0WbddbgXxu6xsJYpXvHZq25XNRBOvSXwhzTeWV0FhJWC5h/KVEGot21gNgVe1BLsIK/VHGyILxeKkJYZ/eTyeskkR9Dhu5+WknUgkoOu6rSPMatgvxv5WGgYjqmN+PFe5vA7xTcrPyUcP+Xze8hwrxSGgUL8QR3rLpeqWW/VWgqVuo+OMNBlEkhGH8HQ7tWtSgrJSek4ZuridNxwOIxaLIZvNmgQmyzzmFCJGyV8sJ3OqiS8Kuo2OAKjzjH+n28WXAa1XEa7CQiHrp8vZluVANde9UNVbzbG2SteOACnhFAoFMyxLpnbFxvFtorIVVaSTnZeTF8/bMDk5WTJtmapY2Q8ghpPR89u12yrMTLTF0mPoA2CVhF0MvVNQOF+wEhQvMP92VjM6dVw5wqkiOhGBJwoX88NSwqnE68/LeTyesllatIyu68jn85idnYXL5UJLS4u5NBA9l8yeK26zUruyeyI63qzCwGSOPVpeVP2yTGgKCucLZKPKeuzji90mxyTmvBGVxr9ZObbEcmYD/r99VpYkRyQm2TTZSCSC2dlZDA8PwzAMrF69GtFoVGoqsMqna5X2sRJYKV7eZkrSYjyvVRsUFM5nWI0ULxTMa2FKmQffLgaVEpCVDBfLyNSgzB6s6zra2tqQy+UwODiIRCKBtWvXorW1tUyp8xeCbOme+ZCeEzHL2l9pbgWne6qg4IR6JTcrn0g9YTHbY0u6mUzGkiCtIP7QdsNqO7OCSLL0j5KXyzUXTtbS0gLGGM6ePYvR0VG0trZi3bp18Pl8ZcRrpbidro0fXylE84Pd5BDx+hQUzmfInHwXCvE6JjGvxrAsIzJ+bCVK0ioLGAUlL2pu8Hq9prodHBzERx99hGg0iq6urhLildVLbapOb12Zg80OsggF2YoWTtetoHC+wWqkXG/kW2s4To6wUqRW5a3205ltdsTHiVRUuzJzgxh+pWkaWltbEQqFcO7cOfT19cHn82Hz5s2mg82u/dT8IXO+ye5NJbBT905tctqnoLCSIYa2XQgmtYpyL1hBtFHybeJxuVzOMSKAkhJ3rGmaZpsUnZoi+DFerxdNTU2IxWIYHR3FiRMnkMvlsHnzZjQ3NwMoVZxUedqpWPGY+byR7ciz0gUzFRQqwUrrR7JIn3og3sVog22cLmNzy93YhUPZES8HXTKH7hNzLtCbTRUsIFecXJXyFIt0kkJTUxMMw8D4+Diy2Sy6u7vR1dUFr9eL4eFhs05ZLLKsw8ryKIidw6mj0zc5fTnxyR31EsyusPKx0LhYK4f3YkKMhafP83yxHNfhBEfSdblcUnKSOYDEfAocoVDIUrGKM7coRNVMiZsmoxHL82NCoRAymQySySROnjyJQqGA5uZmeDwejIyMmC8DXpc4a4xDDCmzW4XCCVyd047AvyuyVagF5tuXxJHdckAkXnHbfFBvxGtLum63G16vVzrLzOv1QtO0Mm+8LFpB9l1MEiMDv9kiYcvqFWNyPR6PGU6WzWYxNDSEU6dOYdOmTYhEItB1HYODg8jn82Uzx7gZgYaciW20mjVWidrlsHvhKCjMF+dbf+LP90KJF5jfy6TWgqjiyREUIlGIM894GZlydKqLbytrqNtt2nhpeBe1A3O17fV64fF4EI1GEQqFYBgGQqEQNE3DiRMncObMGWiahs7OTni93rJziTPq6Hbxe7UzbKycgfQ6zreHRkGhGlg9S7WIbKiHZ6uifLoi03OTQ6FQQKFQgGEY8Hq9UqKiEIfslapk0c7DIfN8ymymTU1NaGpqgtvtxsjICMbHx5FKpdDZ2YnOzk589NFHZYQq2pPsohk4gVY7i02MP6bRGFbZ1hQULhRQhSs++wsxGSy3ucExy1g+ny8jU8MwzGE5Jwf+vxq7UDXq1/ICLHIhUCILBALw+/3wer1oa2tDQ0MDkskk+vv7EY/H0djYKDUVyBSvqGrtVrGQge8TY43VpAiFWqOe7JjzgTiCFk2AC8FymvXmlcScky1VY9XaTESbruyzVZuomYEPyfk20eEnEjCfvRaNRpFMJjE8PIxisYjOzk6Ew+Gyc1f6A1uRsZXpQbxeet0r/WFRqA+cTy9xcURbq0kUy3GPHFcD5o2yCq8Cym0w9DNXcxyyCQ+VGKplXk3RtkvbLQ7PPR6PSYS6rqO9vR2appnL/kxOTqKjowMjIyOIx+Nl6pY6zujwhO6zMn/YkSq172qaBk1bUF55BQUA1hnuVjJkPFGLMMtKzA21dKbZPuHhcBiFQgG5XK6sAfQzVXYUVo20iusViZPWT4lWRlr0GEqAdJ03SsaapqG9vd0sk0wmMTAwgE2bNiEQCJhZy+h18phlsf38+sX2yX5Mej3KrKCwWFhuu+ViQcYxtYrntTqHuH+hsDUvJJNJFItFBAIB6LpuhonRRtjJfFHZFYtFjI6OIplMWr61ZJEQ3LacyWTKsoRZRT5w84OmaSWkzFU3JWse06tpGnp7e9HU1IQNGzaUlRXtt7KMZeLKGfy/OPtNTDMpe3koKCwEtbJb1nN/lDm7F4rFtvc6OtJyuRwSiQRyuZypeP1+P5M/ZDgAABaGSURBVPx+PwA5yfDPom1zdnYW586dQyqVMgmL78/lcpiZmcH09LSZ3YyXKRQKGBkZwcDAADKZjHleqzbT/2IOXk3TzJAyHl7G1SZ3uB07dgzBYBDbtm0reclYJWeXKX27xTLthn5OyxUpKCw1FqIil4KwxQiHeidfxxlp/D+f/cWjGYCPCYKTGh+CczsuYx9P0S0Wi4jH46Z6zuVy5vDaMAzMzMxgdnYWgUAAAJDP5zE9PY1isQhd1zE5OYlwOGwqS9nNoO21UsD8R+FmAN5ebrP2+/1gjOHo0aPYsmULrrrqKhw8eBDpdLrkOkUTAjUZUDu4DPx8Vh3kfBwWKiw9amHvXCmgxEu/1wK1vn8VJzGnypX/Oa1oSxvLyTKTySCXy2FychK9vb0YHh5GIpEAY8yc4ZZOpzE9PY3Tp09jamoK2WwWY2NjZr28M9Ehu1OkgCzWj5I0jYQIBAIIh8M4evQohoeHcf311yMWi5XdCzFagatyGr/M1bx4TvGzgkItUct+JouRpZ/rhdTFNtbr81X16ofi25MTi7ifl6HEyBewjMfjOHv2LOLxuEne2WzWdNoZhmGaMrhZg6tMMWOZGKUgc0zJnFacaGWxslzxRiIRnDhxAu+//z5uuukmrFmzRno/ZJEO/HpljjSrGW+y+6ygMB/InNJA9f1KFsppV4fVeZcKtG12GRKXE1XHJ3EipVN8i8Ui8vm86bSiPxC1UabTaaTTaUxOTprqb2xsDC0tLeYkBk7MuVwOyWQSs7Ozpp23v78fLpcL4XC4bCab7McWOwkd/tPkOeJ+bnbQdR0A0N/fj3Q6jU9/+tM4cOAATp8+XUL24uQMkYSpSYSbafh/qrJl18PLKihUA7EP1spJW6mCFIf5SykiROKtt+dnXkpXvIE+nw8AMDs7i0KhULKPK0ev12tOPojH45idnUUymTRVLM28xScxBAIB5HI507HGt4nkLlO2lbyV6bXwc3ITBw8z03Ud4XAYIyMjeOGFF3DNNddg+/btUoeXeC76YqBmEE7ClUR+KCjMB9X0n0qcT7S/is+XaD+tVRjXQsGfuXpTvI7RC7LhMbVjcvDhuGEYZrQDB/+RgsGgmWDG5XIhFAqhpaUFHo8HhUIB6XQauVwOhUIBmqahubm5ROnpum5OZpA5CayIWIwa4IpWTJ5DHYYi8UajUUxNTeHpp5/Gli1bcOWVV8Ln85mTLmgImehJFU0KMvu46Hmldut6e1Mr1D+sSFS2vVJitLPf1qs5jBJvvQgZW9IVE9LI9gMf23U9Hg9CoRCi0SiAuThfbtf0eDwIBoOmaYA71YaGhjA+Po54PI7p6WnTpDA1NWU6z4A5Nd3V1YVQKATAepgjiwqwutlchctmk4lLAfGsZZlMBv/5n/+JNWvW4JprrilT6UApuVPSpMRrtVJEvXQMhfMTds+CjFTtHHJWAof2/3pwaFExVQ/PlyPpAvJZX/RGUsXIbZTBYBDRaBT5fB7xeBypVAqapqGxsdEcmhuGgUwmg7GxMQwPDyMej2Nqagrj4+OYmZlBsViEz+eD2+2G3+83P1vloa1EEdpFNvDJFHw7fenwfdFoFIwx/OxnP4PP58ONN96IQCBQFlUhRi3Q+2YV21wPHULhwoSV+YDDyVwnjjLrrS/bCZ2lhqN5we4GcgVIFaHoRItEImhoaICmaTAMA5FIBIFAAD6fz5xgwU0K6XQayWQSiUQCqVTKJG+Xay7JTSaTkSbZod9lbRU7VNlNIG0XiZLbejn4NWmahhdffBGzs7O4+eabEQqFSuqmq1HQqcFWJgerDrHcdjGFCw9W5DsfMl1ulUshqvDlQkUWZlkDZSFPNJsXB1e+fr8fuq4jnU7DMAz4fD6sWrXKtNFyUuaKkdt5E4kEDMNAKpVCNpstSzUpu4lWSpbabUX7Kj9enL0mJmLnL5pwOAy/349XXnkFJ0+exG//9m+joaGhxOQiKm+ZqYY71sR2izZzBYWFYD7kV42DbaXASYAtBRaU0kqmzkTyo9+LxSISiYSpWPP5PPx+P5qamqDrOhKJBCKRCAqFAmZmZuDz+ZBOpwHADDWLRqOmQub1cyUpnltMjsOjBij5cTUqO57bo2k9NLFNKBQCYwyHDh1CMpnEtddei5dfftmMP+bK2SpRO8VyhNYoKCwUVnZbMUytnvr1cj9rCyJdq5y4shAwPuEhkUiUKbtwOGwO2RsaGpBIJDA7O1tyLsMwkEwmzfAx8QeVGfntVCw9v6iMNU0zSZeD5+zlLwtO9tz8cezYMSSTSVxzzTX41a9+VeIEFNNCUnuulXOinjqpwvkNu75GbblWpq/lVo7zwYpVutTZRIfeMhsvVbmGYZg2WsYYZmZmEI/HkclkMD09DQBobGzEzMwMGJvLf2sYBuLxOEZHR9HU1GTGBlu1Cyi/sbKbLDoI+DGy5Xuos42q4EAgAMYYTp8+jVQqha1btwJAGfGKdXE1TMsoslWoV8j6ptU2O7KuF4jtBJbG1rtg0uWgKpKGW9GENwBQKBTQ1NQEYC6pTVNTE1wuF7LZLMLhsBmaFYvFzMkRHR0dmJqaQjwex7p16+Dz+cocX1QdOr25+Zs5n89LF6akISYU/BqoGubgtunh4WGk02ns2LEDHo8Hw8PDJW2iZgpqupCliVRQqBc4OXitonDqfeRGyXapFHtNbbridFgOTlLhcBihUAgNDQ2IRqM4e/YsGhsbsWbNGtNOy9Uyd5ppmoa2tjYzzIzPRqsk1MrK5MD3UdIWIwyoQ8zKXuX1ek3FaxiGmSFtenoa77zzDrZt2wYAJvHyY7npgk+hpm1ValehnmCnBmXPhbi/ngmXg7dxqdq64Plx1JYrfqbb3G63OYOLx7v6/X7E43H4fL6SZOMAzCV1tm/fjlgshsbGRuRyuZLVG6gTTfT8y0K0+B9NTcnrE48DSk0CLtfczDQxAgJAiYklEAiY668dOnQIsVgMra2tJcdxUqcz0ijZylSFgsJyw8lUR1HJqLNeQAl3KYh3wQtyiXZdqnZ5yBW162qahkAggIaGBvzGb/wGAMDr9ZaoS2or5RECfCYbNwmIN4cSFt/Hc+XaleXnrmS6baFQKDEBiKTLv/OcvNPT0/i///s/XHTRRWhpaZGaGuiLgOZkENuqoLBcoCKBbrMrv9Igc84vlplhQUqX5i/gCpZ/Fh1qHo8Huq6js7PTdKT5/X4EAgGzDF/Rl9dDCTsSiWDLli1IpVJlxEQnIMhUIyU1PlNMjNPlEJWwWI9oS+YQlb2u64hEIsjn8/jggw/gdrvR0tJilqMxybK4Y1pvvToiFFYm5vNSv9CEgDhiryXmpXTphAGeQYwvgcNXtKWN5QTs8XjQ0dGBTCZjRh9QezBVyvRYntdh9erVZoIcDhp+xdU0fSvzDiJ7U8uULSVFSsjUTMJDwMRz8238M7fxzszM4OTJk+js7ERTUxPGxsbKjPai6eN8AH/58oTuChcmVgpJy9TtYrS9YqUreio5CXGyFRPEUJLif1zdxmIx84GkdYu2V2AuwoFGP1gdA9gnLZbFxoqKV9wvXrd509ylydBpWbF9fr8f0WgULpcL/f39JREbYltkNl2xPSsJW7Zswe/8zu+gs7NzuZuiQGDlCLPDSu2D9YiqSJeSKt9G7bC0nDgs52VEUpXN1hJtpjQ/gZiTltbLVS6HzFZLh+t0dQdR1dKXB71GcZt4jzhoZIeu64jFYtA0DWfOnEEmk0FTU5NJ0FbmjZUOv9+Pnp4eM4mQwtJBFkGk4Iy6il6g01plYU3ZbLZkaM1BSZjaL6nXntpvrZxMMhKnOWz5EJaSLD2vaDPlqpQSgpgZjIK2hTrQrIYjvE38XD6fD5FIBD6fD+fOnUMymURzc7N0ijE930rH6tWrzRU4FJYO4ghsvn2JjlqVf6E2cFwNWKbe+D5KDHxFB1G1cXsuD82iYRn0Mz2Gn4t7TQGUqU3ZsFzcbxUvKFPl9NqoYrYaijnZf2hUBIff7zdJdmhoCC0tLWhpacHIyAiy2az0PPWO7u5urF27FsDcfTt16pSZgH779u0Ih8Mr7ppWOmR9tRrITINUFHGHtCxRk4IzbEnX4/EgFothamqqbJ/M80+VJwBzVVw+jKYzuhhj5qKTjM1N9eWKiNbLJxFQ9UpXIaZRAKJiFO2+slg82rm40qWKnr7haVpJWT5c8dxiu4A5Mo5GoygUChgZGUE+n0drayuGhoZMtb6S1MTq1auxc+dO+P1+dHR0YHZ2FowxrF27FmvXroWmaSWriCgsLkR/gAwywUCPd7vdZvRNNBo149O5aJicnDRniIoLw57PkPlc5gNb0nW755ZD54pTRghi6FWxWDTXPSsWi8hms/D5fGUhW/l8HlNTU8hkMohGoyVpEUUUCoUSOzJth1PsoIz46HZRhdM6ZaaGalSEqKz5Z03TEIvFwBjD2NgYCoWCSbzZbHZFKIfOzk78/u//Pm655RZs3LgR0WjUnADDH1oA+M53voPBwcFlbu2FA9rnxFGaSLbiKJMLhXA4jK1bt2LHjh3Ytm0bWlpaSpamOnv2LH7+85/jpZdeMhcbuBAgjtApqnlmHc0LuVzOvOGZTKZkv2HMrfzAh8w8Cxc3KTA2N93V6/UimUzi7Nmz5uKVfPpvf38/3G43wuFwWRpEO8jCwsTP1AYlc5bJPlvdh0rIlbaHTnSgLyauoHky9EKhgLGxMeTzebS3t+PMmTMVXf9yw+1249JLL0VPT4/tbzYyMlLWbxQWH5WqMbHve71ebNy4EbfeeituvvlmtLe3l/2+fKR56NChsmyAKx1O982KeKuxm9uSLncA8XSGshPzOFrgYxsuTYlYLBYxOTmJwcFBc4UIYE69ZjIZJJNJTExMmMluqGNLdgPshkbzATVjyKIJZOeiSltUFDKHId8nhqjxl00ul8P4+Djy+Tw6OjqQSCQwOjpas2tcDBSLRekDKeJTn/oUnnnmmZL8EwpLh0qIgBKGruvo7u7GDTfcgHXr1knLe71eNDQ0mOsVng+ohlPsTDOV3G9H0uUmAU66tGK+nTueqMEd+FgJnzt3DqlUqmTYzpdh5xMr0um0Sbp2xEqda7Lhkaw83U/ttKI9WqxDVMbiW040ddCyYtYwmeLl+0KhEPL5PCYmJlAoFLBp0yYAqGviDQaDiEQilvsNw8Cvf/1r/PrXv1bRC8sIKyKwIgev14v29na0tLRY1jk7O4tjx46ZCwysBMhE0mKdx4l4Hc0LnDxE2yhjzLTLAh+TFp/KSx1lPIeuqAoNw4DX64WmaUilUiULXIqrPogXNp8bV41JYT51inXT8DJRBQMwY4SLxSL8fj+y2WwJ8brdboyMjNRl3G6xWDRn3IkwDAO/+tWv8Mgjj+C55567YGx+9Qq7vi4OkYE5UrVyfiYSCTz33HN47bXXMDY2VhYDX+9YijY6ncOWdGXxsfTHE7N+cWVL41g1TUMwGDTXNqMN03Ud4XAYmUymrKF0ui11es3nptG6xOuzSkfp1EmtHHNiGVHd8vPSSR4ATLMLN8cUi0Vs2rQJXq+3Lh1RiUQCBw4cwJEjR8xtMzMzZtvff/99vPfeeyVmKYXlgV1fFZFKpXD8+HHs378fN954I9ra2gDMLZd19OhRvPHGG3j11Vdx+vRpk5hXAtkuNezuiYvZyD0+xOBDftGuC5QmhbGDGE/LiZr+F+teSIhGJSQqDjmsIh2sjqkGYr2iOhYdfZqmIRKJ4BOf+ASGhobwv//7v1Wdzw7qIakf1DpShSfl531aRrh2cLnmkkt1dnbisssuw4YNG5DNZvHhhx+it7cXo6OjmJiYKFuZeynhFD1gZ5oUIXJAteYHK45yuVyWo4WKJkfQhog/JL3x4hRc2X8KqvzsjNN2N3EhBEKVNK9PFmdrdV6RRCtpi92MN/qZL87Z29uLzZs3V3VdCgr0ua1GvDDGkEwmcfr0aYyMjMDr9cIwDGSzWeRyOeTzedsERtW8RKyer2pMf9XYq52Ot+OqajFvpcsTswAf21itinMHl+iIkn0WGzVf4pS9CKoxQVi9MZ3elLL4x0p/KNG2LaufwuPxIBQKob+/v6L6K4FSuvWDxVK6sroX43evdftXOignzUvpAh+TkBgTa0UadKheC2K1Aq3fzixgd16Zs86OcCtR77UGX9BTQaEaVKIAnRTlfE1pFzIquVc1WZhSHIrTROZc/abT6Zp74UWzh2w7h1WomAy1GDrRYxbaaZX3X2ExMF876IUIKzPNfO6P4zRgWTgUh9frha7rZnwubYiYp4AeLybQsGs4za1AY2NpAhwxsoEqc3pOsQ7RXi2StZWjrRKI1+Wk9CtRHAoKC8VC+lI1prj5QGa+s3o2rY5dLMzHf2MFR6VrZ+wG5qYE8mm/nNyA8iXZeUyny+UyV5sAUJKSUYQ4CULmIVwoZM5C/lmcamxlA6ZtF6+D3jsxTwUlZpWxSWGxUYsooIXWV825qjFPLpUwqYVp0TF6QQZKrqKiozG6TnXTG2VXnl6oU73isjzid/Fcsplo/LNV8nPaJv4S4eRrZ+ag67jReul11eNECIXzA9VEMSgsHqrKp0u3yZSfTNXRdI40twHfzldvsDs/JTwZKWmaVpIQnZofZCrUapKESNZ2ZazujVU4meiIs4rsqMaEoaAgQy36T7VDaEro9U7u821frZ5LW9nIHWHUMUa38YbQlI10tV2e2jGXy5Uks+GrKhQKBTQ0NJhzuMPhMCKRiGnvbWxshNfrRSKRgKZp8Pl8iEajyGaz8Pv9yOVymJqagq7rmJycRCgUgs/nQywWQyKRQCKRMJd9z2azmJycNOuJRCJIpVIIBAIIh8MIBAKYmppCKBQyZ9HF43H4/X74fD7zezgchqZpKBQKSCQSZpYlp+gG/pmubkHNDRyKdBWWClbCwCnyQfSfiKZF2X4RogPczpQgK+NURyXbq0Etn0lbpev1es2b6fF40NDQAF3XS4bIjDFks1lkMhn4/X5omoZ0Og1d101y4kTHGEMikSixl/p8PrS2tpo5GJqamjA1NYXp6WlkMhls3boV7733Hpqbm9HV1YW+vj7EYjGEw2HEYjEEg0FMTEzA6/UiEAggk8mYicHPnj1rTizI5/Po7e3Fhg0boOs6hoeHEQ6HzUxJhmEgHA6jubkZs7OzmJycRCAQwKpVq5DP5zE7O4tsNgtN09DW1ga/34+BgQFks1lTqYs/jBhux7fxF5VVhxTXnVNQqAZWPhBZOdlnp7Iyp5KV09mqD4sjQjtTpp2YEffb1SmqcKvR6mLDcRqwy+VCIBBAe3u7mczG7XYjn8/D6/XC7XaXrBDByZWbEpLJpLk9k8mY5Mrtm6dPn4au60gmkwgGg+ZMLI/Hg0AgAMYYBgcHsWbNGnM14cHBQaxevRozMzOYnp5GLBbD9PQ0Ojs7TZLXNA0jIyPm5IJCoYDx8XEzIbPP58Pg4CDa2trMYz766COsX7/ezJ42MTEBYE6Z+3w+s11chUejUXN/KBQqUbOZTMZ82XBi5pEePDMb8PHqxoVCAblcrmT1DE7yHo8Hp06dqt2PXqfDvgsRtX7I+fO3ENgRtp3JUfa91hEO4kiw2pFhrdtjBbfbbS7BJcKWdBUUFBQUaouKVwNWUFBQUFg4FOkqKCgoLCEU6SooKCgsIRTpKigoKCwhFOkqKCgoLCEU6SooKCgsIf4f844EJ8+dmUsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 23s - loss: 0.0272 - binary_crossentropy: 0.0272 - val_loss: 0.0234 - val_binary_crossentropy: 0.0234\n", "12/12 - 23s - loss: 0.0260 - binary_crossentropy: 0.0260 - val_loss: 0.0225 - val_binary_crossentropy: 0.0225\n", "12/12 - 23s - loss: 0.0248 - binary_crossentropy: 0.0248 - val_loss: 0.0214 - val_binary_crossentropy: 0.0214\n", "12/12 - 23s - loss: 0.0238 - binary_crossentropy: 0.0238 - val_loss: 0.0209 - val_binary_crossentropy: 0.0209\n", "12/12 - 23s - loss: 0.0228 - binary_crossentropy: 0.0228 - val_loss: 0.0200 - val_binary_crossentropy: 0.0200\n", "12/12 - 23s - loss: 0.0222 - binary_crossentropy: 0.0222 - val_loss: 0.0203 - val_binary_crossentropy: 0.0203\n", "12/12 - 23s - loss: 0.0213 - binary_crossentropy: 0.0213 - val_loss: 0.0196 - val_binary_crossentropy: 0.0196\n", "12/12 - 23s - loss: 0.0204 - binary_crossentropy: 0.0204 - val_loss: 0.0183 - val_binary_crossentropy: 0.0183\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "8W5FHWlSk1__" }, "source": [ "# Part 3. Non-training frames (Full video) 에 대해 모델 prediction 적용하기" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 83 }, "id": "Fat1YWimWtM8", "outputId": "0a505c85-4f47-40a4-a6f7-8329fbb6dc91" }, "source": [ "\"\"\" Video frame 읽어온 후 predict 하기 + 그림 파일로 save 하기 \"\"\"\n", "from datetime import datetime, timedelta\n", "datestr = (datetime.now()+timedelta(hours=9)).strftime(\"%Y%m%d-%H%M%S\")\n", "\n", "dir_import = 'content/data/frames/'\n", "dirList = glob(dir_import+'*sample*'); dirList.sort() \n", "writedir = 'content/data/predicts/'\n", "#!rm -r content/data/predicts/\n", "os.system('mkdir %s'%writedir);\n", "for dirName in dirList:\n", " print('Now processing [%s]..'%dirName)\n", " predicts, frames = [], []\n", "\n", " # set directory\n", " dir_export = writedir+dirName.split('/')[-1]+'/'\n", " if not os.path.isdir(dir_export): os.mkdir(dir_export)\n", " \n", " # Get files\n", " fileList = glob(dirName+'/frame*.jpg'); fileList.sort()\n", " for fileName_load in fileList:\n", " fileName_save = dir_export+'mask'+fileName_load.split('/')[-1][5:]\n", " exist = len( glob(fileName_save) )>0\n", " if not exist:\n", " # Load raw frame\n", " frame = cv2.imread(fileName_load)[:,:,0]/255\n", " frame = np.swapaxes(np.expand_dims(np.array(frame),2),0,2)\n", " # Predict\n", " pred = np.squeeze(model.predict(frame))\n", " #plt.imshow(255*pred); plt.show()\n", " # Save mask\n", " fileName_save = dir_export+'pred'+fileName_load.split('/')[-1][5:]\n", " cv2.imwrite(fileName_save,pred*255)\n", "# 저장하기\n", "os.system('zip -r content/predicts-%s.zip content/data/predicts/'%datestr)\n", "files.download('content/predicts-%s.zip'%datestr)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Now processing [content/data/frames/sample_01]..\n", "Now processing [content/data/frames/sample_02]..\n", "Now processing [content/data/frames/sample_03]..\n", "Now processing [content/data/frames/sample_04]..\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "download(\"download_b717d154-c539-457d-9246-9ea88b2acd4b\", \"predicts-20210408-152817.zip\", 34421003)" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 16 }, "id": "rHI_Yd7-LnfK", "outputId": "7f6abf37-50b9-48e8-f720-dc0ac6dae0eb" }, "source": [ "\"\"\" 저장하기 \"\"\"\n", "# 모델 파일 저장하기\n", "model_fname = 'content/model-%s.h5'%datestr\n", "model.save_weights(model_fname)\n", "\n", "# 구글드라이브에 백업하기\n", "os.system('zip -r content/predicts-%s.zip content/data/predicts/'%datestr)\n", "os.system(\"cp content/predicts-%s.zip content/gdrive/MyDrive/'Colab Notebooks'/tutorial_data/\"%datestr)\n", "os.system(\"cp content/model-%s.h5 content/gdrive/MyDrive/'Colab Notebooks'/tutorial_data/\"%datestr)\n", "\n", "# 로컬 컴퓨터에 다운로드 받기\n", "files.download('content/predicts-%s.zip'%datestr)\n", "#files.download('content/model-%s.h5'%datestr)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "download(\"download_f87a6576-9a95-4558-ad3d-fb43c9ef7161\", \"predicts-20210408-152817.zip\", 34421003)" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "download(\"download_04fe4cf1-6585-4a9b-a3ce-712231bbca05\", \"model-20210408-152817.h5\", 7925080)" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "b8aInPsBFzpE" }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }