classification_mobilenet.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "sufficient-michigan",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"import os\n",
"import pathlib\n",
"import pandas as pd\n",
"import pydot\n",
"import tensorflow as tf\n",
"from tensorflow.keras.preprocessing.image import ImageDataGenerator,load_img\n",
"from tensorflow.keras import regularizers\n",
"from tensorflow.keras.optimizers import SGD, Adam\n",
"from tensorflow.keras.models import load_model, Sequential, Model\n",
"from tensorflow import keras\n",
"from tensorflow.keras.layers import Dense,Dropout,Activation,Flatten,GlobalAveragePooling2D,BatchNormalization"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "alert-phone",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" angry fear surprise sad neutral happy\n",
"train 22393 5739 12681 22912 67386 120973\n",
" angry fear surprise sad neutral happy\n",
"test 2489 639 1409 2547 7488 13442\n"
]
}
],
"source": [
"train_dir = './fer2013/train/'\n",
"test_dir = './fer2013/test/'\n",
"\n",
"row, col = 48, 48\n",
"classes = 7\n",
"\n",
"def count_exp(path, set_):\n",
" dict_={}\n",
" for expression in os.listdir(path):\n",
" dir_ = path + expression\n",
" dict_[expression] = len(os.listdir(dir_))\n",
" df = pd.DataFrame(dict_, index=[set_])\n",
" return df\n",
"train_count = count_exp(train_dir, 'train')\n",
"test_count = count_exp(test_dir, 'test')\n",
"print(train_count)\n",
"print(test_count)\n",
" "
]
},
{
"cell_type": "markdown",
"id": "ranking-today",
"metadata": {},
"source": [
"### Plot of number of images in train set"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "induced-journal",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0Is4BfgacnnabDtyelhelddL2n0ZEpPaz0uynscA44H7gAWBcmi01LD3Hot7Wa2ZmPTd0x7v02JeAmyRdAjwIzE/t84EbJLUDGyje9ImIlZJuAR4HtgKzIuItAEkXAEuAIcCCiFjZB/WamVlGTUIiIu4B7knLz1LMTOq6zxbgjMzxlwKXdtO+GFhcixrNzKzn/I1rMzPLckiYmVmWQ8LMzLIcEmZmluWQMDOzLIeEmZllOSTMzCzLIWFmZlkOCTMzy3JImJlZlkPCzMyyHBJmZpblkDAzsyyHhJmZZTkkzMwsyyFhZmZZDgkzM8tySJiZWZZDwszMshwSZmaW5ZAwM7Msh4SZmWU5JMzMLMshYWZmWUPLLsDMtq9l9h11fb7Vl51c1+ez/q3XISHpAOB6YAwQwLyIuErSPsDNQAuwGjgzIjZKEnAVcBLwGvCpiFiRHms68HfpoS+JiIWp/SjgOmA3YDHwhYiI3ta8Pf5DNDPbVjXdTVuBv4mI8cAUYJak8cBs4O6IGAfcndYBTgTGpZ+ZwDUAKVTmAMcAk4E5kkalY64Bzqs4rrWKes3MrId6HRIR8ULnmUBEvAo8AewPTAMWpt0WAqel5WnA9VFYBoyUtB9wArA0IjZExEZgKdCatu0VEcvS2cP1FY9lZmZ1UJOBa0ktwBHAfcCYiHghbXqRojsKigBZU3FYR2rbXntHN+1mZlYnVYeEpPcAtwF/FRGvVG5LZwB9MobQpYaZktokta1bt66vn87MbNCoKiQk7UoREDdGxA9T869TVxHp90upfS1wQMXhzalte+3N3bRvIyLmRcSkiJjU1NRUzUsyM7MKvQ6JNFtpPvBERHyjYtMiYHpang7cXtF+rgpTgM2pW2oJMFXSqDRgPRVYkra9ImlKeq5zKx7LzMzqoJrvSRwLfBJ4VNJDqe3LwGXALZJmAM8DZ6Ztiymmv7ZTTIH9NEBEbJB0MfBA2u+iiNiQls/nnSmwd6YfMzOrk16HRET8O6DM5uO72T+AWZnHWgAs6Ka9DZjY2xrNzKw6viyHmZllOSTMzCzLIWFmZlkOCTMzy3JImJlZlkPCzMyyHBJmZpblkDAzsyzfmc4aQj1vGuUbRtlg4jMJMzPLckiYmVmWQ8LMzLIcEmZmluWQMDOzLIeEmZllOSTMzCzLIWFmZlkOCTMzy3JImJlZlkPCzMyyfO2mQaKe1zYCX9/IrFH4TMLMzLIcEmZmluWQMDOzLIeEmZllOSTMzCyr34eEpFZJT0lqlzS77HrMzAaTfh0SkoYA3wJOBMYDZ0saX25VZmaDR78OCWAy0B4Rz0bEG8BNwLSSazIzGzQUEWXXkCXpdKA1Iv4yrX8SOCYiLuiy30xgZlo9GHiqjmXuC7xcx+ert0Z+fY382sCvb6Cr9+t7X0Q0dW1siG9cR8Q8YF4Zzy2pLSImlfHc9dDIr6+RXxv49Q10/eX19ffuprXAARXrzanNzMzqoL+HxAPAOEljJQ0DzgIWlVyTmdmg0a+7myJiq6QLgCXAEGBBRKwsuayuSunmqqNGfn2N/NrAr2+g6xevr18PXJuZWbn6e3eTmZmVyCFhZmZZDgkzM8tySJiZWZZDoockfU7SqLLr6AuShkh6suw6+pKkMZLmS7ozrY+XNKPsuqol6VFJj+R+yq7Pdk5/fH/p11Ng+6kxwAOSVgALgCXRIFPEIuKtdMXd34+IX5VdTx+5DrgW+Nu0/jRwMzC/rIJq5JT0e1b6fUP6fU4JtdScpFeB7v7OBERE7FXnkvpKv3t/8RTYXpAkYCrwaWAScAswPyKeKbWwGpB0L3AEcD/wm872iDi1tKJqSNIDEXG0pAcj4ojU9lBEHF5yaTVR+boq2lZExJFl1WQ909/eX3wm0QsREZJeBF4EtgKjgFslLY2IL5ZbXdW+UnYBfew3kkaTPpVKmgJsLrekmpKkYyPi52nlD2nAbmVJvweM6FxvpDPf/vb+4jOJHpL0BeBciqszfg/4UUS8KWkXYFVEHFhqgbZdko4EvglMBB4DmoDTI6Ih+u0lHUXRTbE3RVfMRuAzEbGi1MJqRNKpwP8B3gu8BLwPeCIiJpRaWI30x/cXn0n03Cjg4xHxfGVjRPxO0imZYwaM9Mn6m8AhwDCKy6H8plH6fCNihaSPUFxSXsBTEfFmyWXVTEQsBw6TtHdab6SzJICLgSnAXRFxhKSPAX9Rck21tA/97P3FZxI9kO6UtzIiPlB2LX1FUhvFhRT/kaI/9FzgDyLiwlILqxFJZwA/iYhXJf0dcCRwSaN80gaQdDIwgXd3x1xUXkW103n5bEkPA0ekN8+HI+KwsmurlXS2+yGKLtGfl/1/s+H6KvtSRLwFPCXp98uupS9FRDswJCLeiohrgdaya6qhr6SA+BBwPMWspmtKrqlmJH0b+ATwOYozpTMoumQaxSZJ7wHuBW6UdBUVEywGOklfARYCoyluOnRt+jBTXk0+k+iZQTD7517gjyj6Q18EXgA+1Sif1Dpn/0j6B+DRiPh+dzOCBipJj0TEoRW/3wPcGREfLru2WpC0B/Bbig+451CMvdwYEetLLaxGJD0FHBYRW9L6bsBDEXFwWTV5TKLnGn32zycp/gAvAP6a4qZPf1ZqRbW1VtJ3gD8Gvi5pOI11Rr0l/X5N0nuBDcB+JdZTM6m798cR8THgdxSfuBvNf1B0E3b+Ow6n5ButOSR6KCL+tewa+lJEPJ8+vewXEX9fdj194EyK7rMrImKTpP2A/1VyTbX0z5JGApcDKyj6tb9bakU1kr7s+TtJezfggHynzcBKSUsp/u3+GLhf0lyAiPh8vQtySPRQ5pufm4E24G8i4tn6V1U7kv4EuIJiZtNYSYcDFw307jRJe0XEKxSf0u5JbfsAr1P82zWKJ4G3IuI2SeMpBuZ/VG5JNfWfwKPpTbSyu7fub5595J/ST6d7SqrjbR6T6CFJFwMdwPcpBgbPAg6k+NT22Yj4aHnVVU/ScuA44J6KbyQ/GhEfLLey6kj6cUScIuk5ipBXxeaIiPeXVFpNVYxFfIhiuugVwFcj4piSS6sJSdO7aY6IuL7uxfSRdKvmD1D8P30qIt4osx6fSfTcqV0Gceelyzp8SdKXS6uqdt6MiM3FlQHeNuA/SaSAEPCRRvp2bjfeSr9PBr4bEXdIuqTMgmpsZERcVdmQvoDWECSdBHwHeIbig8xYSf89Iu4sq6ZGGrCrl9cknSlpl/RzJu8MMg34N1OK/tA/B4ZIGifpm8Avyi6qFtKF0u4ou44+1jkw/wlgcQMOzHd3JvGpehfRh74BfCwiPhoRHwE+BlxZZkGN9J+nXs6hmAH0EvDrtPwXabD3gjILq4akzquGPkPxRazXgR8ArwB/VVJZfWGFpKPLLqIPnQksAU6IiE0U3+Ad8APzks6W9M8Un6wXVfz8jGIGV6N4NX1PqdOzwKtlFQMek7BE0uMU34+4k+LTy7tEREP8Iaq4X8ZBwPMUA5+dl5o+tNTCbLskvQ8YC/wDMLti06vAIxGxtZTCakzSNRRffryFomfiDOBXwF0AEfHDutfkkOgZSU3AeUALFWM6EfGZsmqqBUmfBz4LvJ93z8vufBNtlIHdbr993PVaOWZlkHTtdjZHGe8zDokekvQL4N+A5bwzSEhE3FZaUTUk6ZqI+GzZdfSl/nZtHNt5XaagDwN2pYEuQNkfOSR6qJFuUDMYSfoqxSl852n7acA/RkQjzQAaFNJstWnAlIiYvaP9BwJJI4AZbHuBxtJ6Kjxw3XM/TtPUbGA6Bzg6IuZExByKy05/suSarBei8CPghLJrqaEbgP9C8Zr+FWim5IFrf0+i574AfFnS68CbNN49dhtdv7s2ju08SR+vWN2F4nL2WzK7D0QHRcQZkqZFxEJJ36fo3i6NQ6KHImLPdDmHcVScDtqA0e+ujWM98icVy1uB1RRdTo2i8wZYmyRNpLgS8++VWI/HJHpK0l9SnE00Aw9RdFf8IiKOL7Mu2zmZyzq8LSIa8cqiNkCk95fbgA8C1wHvobgHyndKq8kh0TOSHgWOBpZFxOGSPgD874j4+A4OtZKlS01fHxHnlF2L9Y6kP6C4SdSYiJgo6VCKS+U0xMSD9A35P6OYYr9rao4y7yzogeue21JxQ5DhEfEkxf2SrZ9LdxZ8X7qAmg1M3wUuJHXLRMQjFBfZbBS3U3SfbaW44u1/UvKd9zwm0XMd6Xr9PwKWStpI8e1dGxieBX4uaRHvvtT0N8oryXpg94i4v8sFKBvi29ZJc0T0q9sFOyR6KCL+NC1+LV03Zm/gJyWWZD3zTPrZBdiz5Fqs516WdCDpC3WSTqe4xW6j+IWkD0bEo2UX0sljEmY2YEh6PzAP+ENgI/AccM5Av6xKGusMig/u4yjOeF+nH1xbzCFhg0o6+9vmP31EHFdCOdZDaWD3dIqB3X0orlJc6sBuLeSuKdapzBB0d5MNNv+zYnkExUySRurTbnS3A5so7gT5H+WWUjv9+UzIZxI26Em6PyIml12H7ZikxyJiYtl1DCY+k7BBJX1bvlPnZR32Lqkc67l+N7Db6HwmYYOKpOcoxiREMdd+NXBRRPx7mXXZzkk3xzqIYsC6XwzsNjqfSdhg8yXgJxHxiqSvAEcCr5Vck+28E8suYLDxmYQNKpIeiYhDJX0IuBi4AvhqRBxTcmlm/ZIvy2GDTefdBE8GvhsRd1Dc4czMuuGQsMFmraTvAJ8AFqd59/47MMtwd5MNKpJ2B1qBRyNilaT9gA9GxL+UXJpZv+SQMDOzLJ9mm5lZlkPCzMyyHBJmZpblkDAzsyyHhJmZZf1/3pM2kQqXSKIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"train_count.transpose().plot(kind='bar')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "multiple-paraguay",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1584 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1, 6, figsize=(14, 22))\n",
"i = 0\n",
"for expression in os.listdir(train_dir):\n",
" img = load_img((train_dir + expression + '/' + os.listdir(train_dir + expression)[1]))\n",
" axs[i].imshow(img)\n",
" axs[i].set_title(expression)\n",
" axs[i].axis('off')\n",
" print(np.array(img).shape) ## (48, 48, 3)\n",
" i += 1\n",
"plt.show() \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 데이터 불균형에 따른 클래스 가중치\n",
"\n",
"train set에 해당하는 클래스의 샘플이 불균형하기 때문에 클래스에 가중치를 두어 Keras 가중치를 전달하려고 한다. 이로 인해 모델이 덜 표현된 클래스의 예에 \"더 주의를 기울이도록 학습과정에서 가중치를 조금 더 주려고 한다.\""
]
},
{
"cell_type": "markdown",
"id": "charming-submission",
"metadata": {},
"source": [
"### Creating Training and test sets\n",
"\n",
"ImageDataGenerator를 만들 시 rescale, shear_range, zoom_range, horizontal_flip를 설정해줌으로써 해당 데이터의 전처리를 어떻게 할지를 정해준다."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fossil-jungle",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 201670 images belonging to 6 classes.\n",
"Found 50414 images belonging to 6 classes.\n",
"Found 28014 images belonging to 6 classes.\n",
"{'angry': 0, 'fear': 1, 'happy': 2, 'neutral': 3, 'sad': 4, 'surprise': 5}\n"
]
}
],
"source": [
"np.random.seed(3)\n",
"train_generator = ImageDataGenerator(rescale=1./255, \n",
" validation_split=0.2) \n",
"test_generator = ImageDataGenerator(rescale=1./255)\n",
"\n",
"train_dir = './fer2013/train'\n",
"test_dir = './fer2013/test'\n",
"\n",
"\n",
"train_set = train_generator.flow_from_directory(train_dir,\n",
" batch_size=32,\n",
" shuffle=True,\n",
" target_size=(224, 224), \n",
" subset=\"training\",\n",
" color_mode='rgb', \n",
" class_mode='categorical')\n",
"\n",
"validation_set = train_generator.flow_from_directory(train_dir,\n",
" batch_size=32,\n",
" shuffle=True,\n",
" target_size=(224, 224), \n",
" subset=\"validation\",\n",
" color_mode='rgb',\n",
" class_mode='categorical')\n",
"\n",
"test_set = test_generator.flow_from_directory(test_dir,\n",
" batch_size=32,\n",
" shuffle=True,\n",
" target_size=(224, 224),\n",
" color_mode='rgb',\n",
" class_mode='categorical')\n",
"\n",
"print(train_set.class_indices)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "extensive-ocean",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Weight for class 0 angry : 4.50\n",
"Weight for class 1 fear : 17.57\n",
"Weight for class 2 happy : 0.83\n",
"Weight for class 3 neutral : 1.50\n",
"Weight for class 4 sad : 4.40\n",
"Weight for class 5 surprise : 7.95\n"
]
}
],
"source": [
"total = 201670\n",
"weight_for_0 = (1/train_count['angry'][0])*total / 2.0\n",
"weight_for_1 = (1/train_count['fear'][0])*total / 2.0\n",
"weight_for_2 = (1/train_count['happy'][0])*total / 2.0\n",
"weight_for_3 = (1/train_count['neutral'][0])*total / 2.0\n",
"weight_for_4 = (1/train_count['sad'][0])*total / 2.0\n",
"weight_for_5 = (1/train_count['surprise'][0])*total / 2.0\n",
"\n",
"class_weight = {0: weight_for_0, 1: weight_for_1, 2: weight_for_2, 3: weight_for_3, 4: weight_for_4, 5: weight_for_5}\n",
"print('Weight for class 0 angry : {:.2f}'.format(weight_for_0))\n",
"print('Weight for class 1 fear : {:.2f}'.format(weight_for_1))\n",
"print('Weight for class 2 happy : {:.2f}'.format(weight_for_2))\n",
"print('Weight for class 3 neutral : {:.2f}'.format(weight_for_3))\n",
"print('Weight for class 4 sad : {:.2f}'.format(weight_for_4))\n",
"print('Weight for class 5 surprise : {:.2f}'.format(weight_for_5))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### MobileNet"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 InputLayer True\n",
"1 Conv2D True\n",
"2 BatchNormalization True\n",
"3 ReLU True\n",
"4 DepthwiseConv2D True\n",
"5 BatchNormalization True\n",
"6 ReLU True\n",
"7 Conv2D True\n",
"8 BatchNormalization True\n",
"9 ReLU True\n",
"10 ZeroPadding2D True\n",
"11 DepthwiseConv2D True\n",
"12 BatchNormalization True\n",
"13 ReLU True\n",
"14 Conv2D True\n",
"15 BatchNormalization True\n",
"16 ReLU True\n",
"17 DepthwiseConv2D True\n",
"18 BatchNormalization True\n",
"19 ReLU True\n",
"20 Conv2D True\n",
"21 BatchNormalization True\n",
"22 ReLU True\n",
"23 ZeroPadding2D True\n",
"24 DepthwiseConv2D True\n",
"25 BatchNormalization True\n",
"26 ReLU True\n",
"27 Conv2D True\n",
"28 BatchNormalization True\n",
"29 ReLU True\n",
"30 DepthwiseConv2D True\n",
"31 BatchNormalization True\n",
"32 ReLU True\n",
"33 Conv2D True\n",
"34 BatchNormalization True\n",
"35 ReLU True\n",
"36 ZeroPadding2D True\n",
"37 DepthwiseConv2D True\n",
"38 BatchNormalization True\n",
"39 ReLU True\n",
"40 Conv2D True\n",
"41 BatchNormalization True\n",
"42 ReLU True\n",
"43 DepthwiseConv2D True\n",
"44 BatchNormalization True\n",
"45 ReLU True\n",
"46 Conv2D True\n",
"47 BatchNormalization True\n",
"48 ReLU True\n",
"49 DepthwiseConv2D True\n",
"50 BatchNormalization True\n",
"51 ReLU True\n",
"52 Conv2D True\n",
"53 BatchNormalization True\n",
"54 ReLU True\n",
"55 DepthwiseConv2D True\n",
"56 BatchNormalization True\n",
"57 ReLU True\n",
"58 Conv2D True\n",
"59 BatchNormalization True\n",
"60 ReLU True\n",
"61 DepthwiseConv2D True\n",
"62 BatchNormalization True\n",
"63 ReLU True\n",
"64 Conv2D True\n",
"65 BatchNormalization True\n",
"66 ReLU True\n",
"67 DepthwiseConv2D True\n",
"68 BatchNormalization True\n",
"69 ReLU True\n",
"70 Conv2D True\n",
"71 BatchNormalization True\n",
"72 ReLU True\n",
"73 ZeroPadding2D True\n",
"74 DepthwiseConv2D True\n",
"75 BatchNormalization True\n",
"76 ReLU True\n",
"77 Conv2D True\n",
"78 BatchNormalization True\n",
"79 ReLU True\n",
"80 DepthwiseConv2D True\n",
"81 BatchNormalization True\n",
"82 ReLU True\n",
"83 Conv2D True\n",
"84 BatchNormalization True\n",
"85 ReLU True\n",
"Model: \"model\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"input_1 (InputLayer) [(None, 224, 224, 3)] 0 \n",
"_________________________________________________________________\n",
"conv1 (Conv2D) (None, 112, 112, 32) 864 \n",
"_________________________________________________________________\n",
"conv1_bn (BatchNormalization (None, 112, 112, 32) 128 \n",
"_________________________________________________________________\n",
"conv1_relu (ReLU) (None, 112, 112, 32) 0 \n",
"_________________________________________________________________\n",
"conv_dw_1 (DepthwiseConv2D) (None, 112, 112, 32) 288 \n",
"_________________________________________________________________\n",
"conv_dw_1_bn (BatchNormaliza (None, 112, 112, 32) 128 \n",
"_________________________________________________________________\n",
"conv_dw_1_relu (ReLU) (None, 112, 112, 32) 0 \n",
"_________________________________________________________________\n",
"conv_pw_1 (Conv2D) (None, 112, 112, 64) 2048 \n",
"_________________________________________________________________\n",
"conv_pw_1_bn (BatchNormaliza (None, 112, 112, 64) 256 \n",
"_________________________________________________________________\n",
"conv_pw_1_relu (ReLU) (None, 112, 112, 64) 0 \n",
"_________________________________________________________________\n",
"conv_pad_2 (ZeroPadding2D) (None, 113, 113, 64) 0 \n",
"_________________________________________________________________\n",
"conv_dw_2 (DepthwiseConv2D) (None, 56, 56, 64) 576 \n",
"_________________________________________________________________\n",
"conv_dw_2_bn (BatchNormaliza (None, 56, 56, 64) 256 \n",
"_________________________________________________________________\n",
"conv_dw_2_relu (ReLU) (None, 56, 56, 64) 0 \n",
"_________________________________________________________________\n",
"conv_pw_2 (Conv2D) (None, 56, 56, 128) 8192 \n",
"_________________________________________________________________\n",
"conv_pw_2_bn (BatchNormaliza (None, 56, 56, 128) 512 \n",
"_________________________________________________________________\n",
"conv_pw_2_relu (ReLU) (None, 56, 56, 128) 0 \n",
"_________________________________________________________________\n",
"conv_dw_3 (DepthwiseConv2D) (None, 56, 56, 128) 1152 \n",
"_________________________________________________________________\n",
"conv_dw_3_bn (BatchNormaliza (None, 56, 56, 128) 512 \n",
"_________________________________________________________________\n",
"conv_dw_3_relu (ReLU) (None, 56, 56, 128) 0 \n",
"_________________________________________________________________\n",
"conv_pw_3 (Conv2D) (None, 56, 56, 128) 16384 \n",
"_________________________________________________________________\n",
"conv_pw_3_bn (BatchNormaliza (None, 56, 56, 128) 512 \n",
"_________________________________________________________________\n",
"conv_pw_3_relu (ReLU) (None, 56, 56, 128) 0 \n",
"_________________________________________________________________\n",
"conv_pad_4 (ZeroPadding2D) (None, 57, 57, 128) 0 \n",
"_________________________________________________________________\n",
"conv_dw_4 (DepthwiseConv2D) (None, 28, 28, 128) 1152 \n",
"_________________________________________________________________\n",
"conv_dw_4_bn (BatchNormaliza (None, 28, 28, 128) 512 \n",
"_________________________________________________________________\n",
"conv_dw_4_relu (ReLU) (None, 28, 28, 128) 0 \n",
"_________________________________________________________________\n",
"conv_pw_4 (Conv2D) (None, 28, 28, 256) 32768 \n",
"_________________________________________________________________\n",
"conv_pw_4_bn (BatchNormaliza (None, 28, 28, 256) 1024 \n",
"_________________________________________________________________\n",
"conv_pw_4_relu (ReLU) (None, 28, 28, 256) 0 \n",
"_________________________________________________________________\n",
"conv_dw_5 (DepthwiseConv2D) (None, 28, 28, 256) 2304 \n",
"_________________________________________________________________\n",
"conv_dw_5_bn (BatchNormaliza (None, 28, 28, 256) 1024 \n",
"_________________________________________________________________\n",
"conv_dw_5_relu (ReLU) (None, 28, 28, 256) 0 \n",
"_________________________________________________________________\n",
"conv_pw_5 (Conv2D) (None, 28, 28, 256) 65536 \n",
"_________________________________________________________________\n",
"conv_pw_5_bn (BatchNormaliza (None, 28, 28, 256) 1024 \n",
"_________________________________________________________________\n",
"conv_pw_5_relu (ReLU) (None, 28, 28, 256) 0 \n",
"_________________________________________________________________\n",
"conv_pad_6 (ZeroPadding2D) (None, 29, 29, 256) 0 \n",
"_________________________________________________________________\n",
"conv_dw_6 (DepthwiseConv2D) (None, 14, 14, 256) 2304 \n",
"_________________________________________________________________\n",
"conv_dw_6_bn (BatchNormaliza (None, 14, 14, 256) 1024 \n",
"_________________________________________________________________\n",
"conv_dw_6_relu (ReLU) (None, 14, 14, 256) 0 \n",
"_________________________________________________________________\n",
"conv_pw_6 (Conv2D) (None, 14, 14, 512) 131072 \n",
"_________________________________________________________________\n",
"conv_pw_6_bn (BatchNormaliza (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_pw_6_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_dw_7 (DepthwiseConv2D) (None, 14, 14, 512) 4608 \n",
"_________________________________________________________________\n",
"conv_dw_7_bn (BatchNormaliza (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_dw_7_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_pw_7 (Conv2D) (None, 14, 14, 512) 262144 \n",
"_________________________________________________________________\n",
"conv_pw_7_bn (BatchNormaliza (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_pw_7_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_dw_8 (DepthwiseConv2D) (None, 14, 14, 512) 4608 \n",
"_________________________________________________________________\n",
"conv_dw_8_bn (BatchNormaliza (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_dw_8_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_pw_8 (Conv2D) (None, 14, 14, 512) 262144 \n",
"_________________________________________________________________\n",
"conv_pw_8_bn (BatchNormaliza (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_pw_8_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_dw_9 (DepthwiseConv2D) (None, 14, 14, 512) 4608 \n",
"_________________________________________________________________\n",
"conv_dw_9_bn (BatchNormaliza (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_dw_9_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_pw_9 (Conv2D) (None, 14, 14, 512) 262144 \n",
"_________________________________________________________________\n",
"conv_pw_9_bn (BatchNormaliza (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_pw_9_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_dw_10 (DepthwiseConv2D) (None, 14, 14, 512) 4608 \n",
"_________________________________________________________________\n",
"conv_dw_10_bn (BatchNormaliz (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_dw_10_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_pw_10 (Conv2D) (None, 14, 14, 512) 262144 \n",
"_________________________________________________________________\n",
"conv_pw_10_bn (BatchNormaliz (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_pw_10_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_dw_11 (DepthwiseConv2D) (None, 14, 14, 512) 4608 \n",
"_________________________________________________________________\n",
"conv_dw_11_bn (BatchNormaliz (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_dw_11_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_pw_11 (Conv2D) (None, 14, 14, 512) 262144 \n",
"_________________________________________________________________\n",
"conv_pw_11_bn (BatchNormaliz (None, 14, 14, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_pw_11_relu (ReLU) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"conv_pad_12 (ZeroPadding2D) (None, 15, 15, 512) 0 \n",
"_________________________________________________________________\n",
"conv_dw_12 (DepthwiseConv2D) (None, 7, 7, 512) 4608 \n",
"_________________________________________________________________\n",
"conv_dw_12_bn (BatchNormaliz (None, 7, 7, 512) 2048 \n",
"_________________________________________________________________\n",
"conv_dw_12_relu (ReLU) (None, 7, 7, 512) 0 \n",
"_________________________________________________________________\n",
"conv_pw_12 (Conv2D) (None, 7, 7, 1024) 524288 \n",
"_________________________________________________________________\n",
"conv_pw_12_bn (BatchNormaliz (None, 7, 7, 1024) 4096 \n",
"_________________________________________________________________\n",
"conv_pw_12_relu (ReLU) (None, 7, 7, 1024) 0 \n",
"_________________________________________________________________\n",
"conv_dw_13 (DepthwiseConv2D) (None, 7, 7, 1024) 9216 \n",
"_________________________________________________________________\n",
"conv_dw_13_bn (BatchNormaliz (None, 7, 7, 1024) 4096 \n",
"_________________________________________________________________\n",
"conv_dw_13_relu (ReLU) (None, 7, 7, 1024) 0 \n",
"_________________________________________________________________\n",
"conv_pw_13 (Conv2D) (None, 7, 7, 1024) 1048576 \n",
"_________________________________________________________________\n",
"conv_pw_13_bn (BatchNormaliz (None, 7, 7, 1024) 4096 \n",
"_________________________________________________________________\n",
"conv_pw_13_relu (ReLU) (None, 7, 7, 1024) 0 \n",
"_________________________________________________________________\n",
"global_average_pooling2d (Gl (None, 1024) 0 \n",
"_________________________________________________________________\n",
"batch_normalization (BatchNo (None, 1024) 4096 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 1024) 1049600 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 512) 524800 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 6) 3078 \n",
"=================================================================\n",
"Total params: 4,810,438\n",
"Trainable params: 4,786,502\n",
"Non-trainable params: 23,936\n",
"_________________________________________________________________\n",
"None\n"
]
}
],
"source": [
"from tensorflow.keras.applications import MobileNet\n",
"\n",
"MobileNet = MobileNet(include_top=False, input_shape=(224, 224, 3), weights='imagenet')\n",
"for layer in MobileNet.layers:\n",
" layer.trainable = True\n",
"\n",
"for (i, layer) in enumerate(MobileNet.layers):\n",
" print(str(i), layer.__class__.__name__, layer.trainable)\n",
"\n",
"def TopModelMobileNet(MobileNetModel, num_classes):\n",
" topModel = MobileNetModel.output\n",
" topModel = GlobalAveragePooling2D()(topModel)\n",
" topModel = BatchNormalization()(topModel)\n",
" \n",
" topModel = Dense(1024, activation='relu')(topModel)\n",
" topModel = Dense(512, activation='relu')(topModel)\n",
" topModel = Dense(6, activation='softmax')(topModel)\n",
" \n",
" return topModel\n",
"\n",
"model = Model(MobileNet.input, outputs=TopModelMobileNet(MobileNet, 6))\n",
"print(model.summary())\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "judicial-fleece",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/25\n",
"6303/6303 [==============================] - 856s 134ms/step - loss: 3.1309 - accuracy: 0.5858 - val_loss: 0.8928 - val_accuracy: 0.6490\n",
"Epoch 2/25\n",
"6303/6303 [==============================] - 853s 135ms/step - loss: 2.4955 - accuracy: 0.6683 - val_loss: 0.7168 - val_accuracy: 0.7394\n",
"Epoch 3/25\n",
"6303/6303 [==============================] - 853s 135ms/step - loss: 2.2392 - accuracy: 0.6977 - val_loss: 0.8487 - val_accuracy: 0.6703\n",
"Epoch 4/25\n",
"6303/6303 [==============================] - 857s 136ms/step - loss: 2.0637 - accuracy: 0.7127 - val_loss: 0.8468 - val_accuracy: 0.6743\n",
"Epoch 5/25\n",
"6303/6303 [==============================] - 854s 136ms/step - loss: 1.9163 - accuracy: 0.7257 - val_loss: 0.7380 - val_accuracy: 0.7205\n",
"Epoch 6/25\n",
"6303/6303 [==============================] - 853s 135ms/step - loss: 1.7953 - accuracy: 0.7344 - val_loss: 0.7620 - val_accuracy: 0.7099\n",
"Epoch 7/25\n",
"6303/6303 [==============================] - 854s 135ms/step - loss: 1.6463 - accuracy: 0.7426 - val_loss: 0.7571 - val_accuracy: 0.7071\n",
"Epoch 8/25\n",
"6303/6303 [==============================] - 854s 135ms/step - loss: 1.3270 - accuracy: 0.7735 - val_loss: 0.7204 - val_accuracy: 0.7385\n",
"Epoch 9/25\n",
"6303/6303 [==============================] - 853s 135ms/step - loss: 1.0599 - accuracy: 0.8008 - val_loss: 0.7808 - val_accuracy: 0.7276\n",
"Epoch 10/25\n",
"6303/6303 [==============================] - 854s 136ms/step - loss: 0.9218 - accuracy: 0.8160 - val_loss: 0.8477 - val_accuracy: 0.7130\n",
"Epoch 11/25\n",
"6303/6303 [==============================] - 855s 136ms/step - loss: 0.8135 - accuracy: 0.8308 - val_loss: 0.8788 - val_accuracy: 0.7173\n",
"Epoch 12/25\n",
"6303/6303 [==============================] - 853s 135ms/step - loss: 0.7206 - accuracy: 0.8439 - val_loss: 0.9122 - val_accuracy: 0.7231\n"
]
}
],
"source": [
"# model = load_model('./checkpoint/er-best-mobilenet2-bt32-model-adam.h5')\n",
"# model = load_model('./checkpoint/er-best-efficientNet1-bt32-model-SGD.h5')\n",
"\n",
"# sgd = SGD(lr=0.01, decay=1e-6, momentum=0.9, nesterov=True)\n",
"adam = Adam(lr = 0.001)\n",
"\n",
"model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n",
"checkpoint_cb = keras.callbacks.ModelCheckpoint('./checkpoint/er-best-mobilenet1-bt32-model-classweight-adam.h5', monitor='val_loss', save_best_only=True)\n",
"earlystopping_cb = keras.callbacks.EarlyStopping(patience=10, restore_best_weights=True)\n",
"lrreduction_cb = keras.callbacks.ReduceLROnPlateau(patience =5, factor=0.2, min_lr = 0.0001)\n",
"history = model.fit(train_set, epochs=25, validation_data= validation_set, callbacks=[checkpoint_cb, earlystopping_cb, lrreduction_cb], class_weight = class_weight)\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"876/876 [==============================] - 40s 45ms/step - loss: 0.5870 - accuracy: 0.7808\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1584 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = load_model('./checkpoint/er-best-mobilenet2-bt32-model-adam.h5')\n",
"train_dir = './fer2013/train/'\n",
"test_dir = './fer2013/test/'\n",
"model.evaluate(test_set)\n",
"\n",
"fig, axs = plt.subplots(1, 6, figsize=(14, 22))\n",
"i = 0\n",
"for expression in os.listdir(test_dir):\n",
" img = load_img((test_dir + expression + '/' + os.listdir(test_dir + expression)[1]))\n",
" imgarr = np.array(img.resize((224, 224))).reshape(1, 224, 224, 3)\n",
" axs[i].imshow(img)\n",
" axs[i].set_title(expression)\n",
" axs[i].axis('off')\n",
" print(np.array(img).shape)\n",
" i += 1\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"876/876 [==============================] - 39s 45ms/step - loss: 0.7159 - accuracy: 0.7374\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n",
"(224, 224, 3)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1584 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = load_model('./checkpoint/er-best-mobilenet1-bt32-model-classweight-adam.h5')\n",
"train_dir = './fer2013/train/'\n",
"test_dir = './fer2013/test/'\n",
"model.evaluate(test_set)\n",
"\n",
"fig, axs = plt.subplots(1, 6, figsize=(14, 22))\n",
"i = 0\n",
"for expression in os.listdir(test_dir):\n",
" img = load_img((test_dir + expression + '/' + os.listdir(test_dir + expression)[1]))\n",
" imgarr = np.array(img.resize((224, 224))).reshape(1, 224, 224, 3)\n",
" axs[i].imshow(img)\n",
" axs[i].set_title(expression)\n",
" axs[i].axis('off')\n",
" print(np.array(img).shape)\n",
" i += 1\n",
"plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "prime-general",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mTZrgcrkYOnQoq1atokePHpU+z7Jly5g2bRppaWmUlpbSu3dv+vTpA8C4ceO48cYbAfjTn/7Eq6++yh133MGoUaMYMWIEl19++XHPVVhYyOTJk5k3bx5JSUlcc801vPDCC9x9992AM47T8uXLef7553nmmWd45ZVXTvlryMnJ4b777mPZsmXExsZy8cUXM2PGDNq2bUt2djarV68GKG8ue+qpp9i2bRv16tWrtAnNmOrmdivfbtzLmwu3M3/jXkJEGN61FVcPaE//xCZB0+l8unx5BJENtPV6HO9ZVk5Vc1R1nKr2Av7Xs+yg52e25+dWYD7Qy4e1+kxZMxM4zUsTJ04E4P3336d379706tWLNWvWHNdfUNH333/P2LFjiYqKolGjRowadaxLZvXq1QwcOJDu3bvzzjvvsGbNmpPWs2HDBhITE0lKSgLg2muv5bvvvitfP26cc0DXp08ftm/fXqX3uGTJEgYPHkzz5s0JCwtj0qRJfPfdd3To0IGtW7dyxx138MUXX5QPX96jRw8mTZrE22+/bcOLG586WFDMS99tYfAz87luyhJW5xzizgs7suD+C/nPpN6c06GphcNJ+PJ/5xKgo4gk4gTDBOA33huISDMgV1XdwAM4ZzQhIrFAgaoWebY5D6haw/2JnOSbvi+NHj2ae+65h+XLl1NQUECfPn3Ytm0bzzzzDEuWLCE2NpbJkyefcljuE5k8eTIzZswgJSWFKVOmlM8090vVq+d0xoWGhlJaWnpGzxUbG8vKlSuZM2cO//3vf3n//fd57bXX+PTTT/nuu+/45JNPeOKJJ0hPT7egMNUqPSuPNxduZ9bKHIpK3fRLaMIfftWJX3VtFVBXOvuaz35TqloK3A7MAdYB76vqGhF5VETKvgIPBjaIyEagJfCEZ3kXYKmIrMTpvH5KVU/8FbsWa9iwIUOGDOH6668vP3o4dOgQDRo0oHHjxuzevZvPP//8pM9xwQUXMGPGDI4ePUp+fj6ffPJJ+br8/Hxat25NSUkJ77zzTvny6Oho8vPzf/ZcnTp1Yvv27WzevBlwRnkdNGjQGb3Hfv368e2337Jv3z5cLhdTp05l0KBB7Nu3D7fbzfjx43n88cdZvnw5brebzMxMhgwZwl//+lfy8vI4fPjwGb2+MWW+2bCHsc//yMh//8Cn6TsZ3yeeL+4eyPu3DGBkShsLh9Pk069tqvoZ8FmFZQ953Z8OTK9kvwVAd1/WVpMmTpzI2LFjy5uaUlJS6NWrF507d6Zt27acd955J92/d+/eXHnllaSkpNCiRYvjhvF+7LHH6N+/P82bN6d///7loTBhwgRuvPFG/vWvf5V3ToMzwdDrr7/Or3/9a0pLS+nbty+33HLLab2fefPmER8fX/74gw8+4KmnnmLIkCGoKpdddhmjR49m5cqVXHfddeWTHT355JO4XC6uuuoq8vLyUFXuvPNOYmJiTuv1jalo/+EiHp29lplpOSQ0jeLhkcmM7xNPo1o6z0JdYcN9m1rJ/u1MVagqM9Ny+PMnazhcVMrtQzpy6+Cz7EjhNNhw38aYgJN98Cj/+3E68zfspVe7GP46vgdJLe0U1epkAWGMqVPcbuWtn3bw9BfrUeDhkclcMyCB0BA7G6m6BXxAqKqdxlbHBEqzp6l+m/fkc9+H6SzbcYALkprzxJhutG0S5e+yAlZAB0RkZCT79++naVM717muUFX2799PZGSkv0sxtUhxqZv/fruFf3+9mah6ofztihTG9oqz/9c+FtABER8fT1ZWFrVxGA5zYpGRkcedJWWCW1rmQe7/cBXrd+UzokdrHhnVlWYNg3PwvJoW0AERHh5OYmKiv8swxvwCBcWlPPvlRl7/cRstoiN55ZpUhiW39HdZQSWgA8IYUzf9sGkfD3y8iszco0zq3477Luls1zT4gQWEMabWyCso4fFP1/LBsiw6NGvAezedQ/8OTU+9o/EJCwhjTK3wefpO/t/MNRwoKOa2wWdx59CORIaH+rusoGYBYYzxq92HCnlo5mrmrNlNt7hGvHF9X7q2aezvsgwWEMYYP1FV3luSyROfraO41M39l3Tmt+cnEhZqw2TUFhYQxpgat33fER74KJ2FW/dzTocmPDmuB4nNGvi7LFOBBYQxpsaUuty8+sM2/vbVRiJCQ3hyXHeuTG1LiA2TUStZQBhjasSanDzu/zCd9Ow8Lk5uyWNjutGykV0xX5tZQBhjfKqwxMW/5m3ixe+2EhsVzvOTenNJt1Y2TEYdYAFhjPGZxdtyuf/DVWzdd4TL+8Tzp8u6EBMV4e+yTBVZQBhjql1+YQlPfb6edxZlEB9bn7du6MfAjs39XZY5TRYQxphqtWFXPtdPWcLOvKPccH4i916cRFSEfdTURfavZoypNgu27OPmt5YRFRHK9FvPpXe7WH+XZM6ABYQxplrMWpnD799fSfumUUy5vh9xMfX9XZI5QxYQxpgzoqq88v02nvhsHf0Sm/Dy1ak0jrKRVwOBBYQx5hdzuZXHP13L6z9u57IerXn21yk2wF4AsYAwxvwihSUu/uf9ND5L38UN5yfyv5d2sSuiA4wFhDHmtB0sKOamN5exeHsuf7qsC78d2MHfJRkfsIAwxpyW7INHufa1xWTsL+C5ib0YmdLG3yUZH7GAMMZU2dqcQ0x+fTFHS1y8cX0/Bpxls70FMgsIY0yV/LBpH7e8vYzoyDA+vPVcklpG+7sk42MWEMaYU/p4RRZ/+GAVZ7doyOvX9aV1Y7vGIRhYQBhjTkhVeeHbLTz9xQYGdGjKi9f0oVGkXeMQLCwgjDGVcrmVR2at4a2fdjAqpQ3/9+se1AuzaxyCiQWEMeZnCktc3Dl1BV+u3c3NF3TgvuGd7RqHIGQBYYw5zoEjxdzwxhJWZB7kkZHJTD4v0d8lGT+xgDDGlMvMLeDa1xeTdeAoz/+mN5d0b+3vkowfWUAYYwBYnZ3H5NeXUOJy885v+9M3oYm/SzJ+ZgFhjOHbjXu57e1lxERFMO2m/pzdwq5xMBYQxgS9D5Zm8sBH6SS1jGbKdX1p0SjS3yWZWiLEl08uIsNFZIOIbBaR+ytZ315E5onIKhGZLyLxXuuuFZFNntu1vqzTmGCkqjw3bxN/mL6KAWc15b2bz7FwMMfxWUCISCjwH+ASIBmYKCLJFTZ7BnhTVXsAjwJPevZtAjwM9Af6AQ+LiM1daEw1KXW5efDj1Tz71UbG9Yrj1Wv7Em0XwJkKfHkE0Q/YrKpbVbUYmAaMrrBNMvC15/43Xut/BXylqrmqegD4Chjuw1qNCRoFxaXc/NYypi7O4LbBZ/HsFSlEhPm0McHUUb78q4gDMr0eZ3mWeVsJjPPcHwtEi0jTKu6LiNwkIktFZOnevXurrXBjAtX+w0VMfHkR32zYw2NjuvHH4Z0RsQvgTOX8/bXh98AgEVkBDAKyAVdVd1bVl1Q1VVVTmzdv7qsajQkIO/YfYfwLC1i/8xD/vaoPV5/T3t8lmVrOl2cxZQNtvR7He5aVU9UcPEcQItIQGK+qB0UkGxhcYd/5PqzVmIC2MvMg109ZgluVd288hz7trUvPnJovjyCWAB1FJFFEIoAJwCzvDUSkmYiU1fAA8Jrn/hzgYhGJ9XROX+xZZow5TV+v382El34iql4oH956roWDqTKfBYSqlgK343ywrwPeV9U1IvKoiIzybDYY2CAiG4GWwBOefXOBx3BCZgnwqGeZMeY0TFucwY1vLuPsFg356Nbz6NC8ob9LMnWIqKq/a6gWqampunTpUn+XYUyt8d6SDO77MJ1BSc15flJvGtSz62LNz4nIMlVNrWyd/cUYE4B25RXy+Ox1DOjQlFeuTSU81N/no5i6yP5qjAlAj8xaQ7HLzZPjuls4mF/M/nKMCTBfrtnFF2t2cdewjiQ0a+DvckwdZgFhTADJLyzhoZlr6NwqmhsHdvB3OaaOsz4IYwLIs19uZHd+IS9c1dualswZs78gYwLEiowDvLFwO9cOSKBXO7vWwZw5CwhjAkCJy80DH6XTqlEkv/9VJ3+XYwKENTEZEwBe/n4r63fl8/I1qTS06x1MNbEjCGPquO37jvDPuZsY3rUVFyW39Hc5JoBYQBhTh6kq/zsjnYjQEB4Z1dXf5ZgAc8qAEJGRXgPqGWNqkY+WZ/Pj5v388ZLOtGps04Wa6lWVD/4rgU0i8rSIdPZ1QcaYqsk9Uszjn66lT/tYJvVr5+9yTAA6ZUCo6lVAL2ALMEVEFnpmcov2eXXGmBN6/NO1HC4q5clx3QkJsVnhTPWrUtORqh4CpuPMK90aZ3rQ5SJyhw9rM8acwA+b9vHR8mxuGXQWSS3tu5rxjar0QYwSkY9xZnQLB/qp6iVACnCvb8szxlR0tNjFgx+nk9isAb8bcra/yzEBrConTI8H/q6q33kvVNUCEbnBN2UZY07kX19vIiO3gKk3nkNkeKi/yzEBrCoB8Qiws+yBiNQHWqrqdlWd56vCjDE/t27nIV76bitXpMYz4Kym/i7HBLiq9EF8ALi9Hrs8y4wxNcjlVu7/KJ2Y+uE8eGkXf5djgkBVAiJMVYvLHnjuR/iuJGNMZd5auJ2VmQd5aGQyMVH2X9D4XlUCYq+IjCp7ICKjgX2+K8kYU1HOwaP835wNXJDUnFEpbfxdjgkSVemDuAV4R0T+DQiQCVzj06qMMeVUlYdmrsGlyhNjuiFi1zyYmnHKgFDVLcA5ItLQ8/iwz6syxpSbs2YXc9ft5sFLO9O2SZS/yzFBpErjAovIZUBXILLs24uqPurDuowxwCHPFKLJrRtx/XmJ/i7HBJlTBoSI/BeIAoYArwCXA4t9XJcxBnj6i/XsO1zEK9emEmZTiJoaVpW/uHNV9RrggKr+GRgAJPm2LGPM0u25vP1TBtedl0iP+Bh/l2OCUFUCotDzs0BE2gAlOOMxGWN8pLjUmUI0LqY+/3ORfR8z/lGVPohPRCQG+D9gOaDAy74syphg9+K3W9i05zCvTU6lgU0havzkpH95nomC5qnqQeBDEZkNRKpqXk0UZ0ww2rL3MM99vZnLerTmws42hajxn5M2MamqG/iP1+MiCwdjfEdVefCjdOqFh/DwyGR/l2OCXFX6IOaJyHixq3OM8bkPlmaxaFsuD17ahRbRNoWo8a+qBMTNOIPzFYnIIRHJF5FDPq7LmKCz73ART3y2jn4JTbgyta2/yzGmSldS23RVxtSAx2av5Wixi7+M62ZTiJpaoSoXyl1Q2fKKEwgZY365+Rv2MDMth7uHdeTsFvadzNQOVTl/7g9e9yOBfsAy4EKfVGRMkCkoLuVPM1ZzVvMG3Dr4LH+XY0y5qjQxjfR+LCJtgX/4qiBjgs0/5m4i68BR3r95APXCbApRU3v8ksFdsgCbzsqYarA6O49Xvt/KxH5t6ZfYxN/lGHOcqvRBPIdz9TQ4gdIT54pqY8wZKHU5w2k0aVCP+4fbdy5T+1TlCGIpTp/DMmAhcJ+qXlWVJxeR4SKyQUQ2i8j9laxvJyLfiMgKEVklIpd6lieIyFERSfPc/nsa78mYOmHKgu2kZ+fxyKhkGkeF+7scY36mKp3U04FCVXUBiEioiESpasHJdhKRUJyrsC/CaZZaIiKzVHWt12Z/At5X1RdEJBn4DEjwrNuiqj1P690YU0dk5hbw7JcbubBzCy7rbmNfmtqpSldSA/W9HtcH5lZhv37AZlXdqqrFwDRgdIVtFGjkud8YyKnC8xpTp6kq/2/makTg0dFdbQpRU2tVJSAivacZ9dyvyryHcTjzV5fJ8izz9ghwlYhk4Rw93OG1LtHT9PStiAyswusZUyfMXrWT+Rv2cu/FnYiPtSlETe1VlYA4IiK9yx6ISB/gaDW9/kRgiqrGA5cCb3lGkN0JtFPVXsD/AO+KSKOKO4vITSKyVESW7t27t5pKMsZ38gpK+PMna+kR35jJ5yb4uxxjTqoqfRB3Ax+ISA4gQCvgyirslw14DygT71nm7QZgOICqLhSRSKCZqu4BijzLl4nIFpxZ7JZ676yqLwEvAaSmpirG1HJPfbGOAwXFTLmuL6E2nIap5apyodwSEekMdPIs2qCqJVV47iVARxFJxAmGCcBvKmyTAQwFpohIF5wrtfeKSHMgV1VdItIB6AhsrdI7MqaWWrR1P1MXZ3LzBR3oFtfY3+UYc0qnbGISkd8BDVR1taquBhqKyG2n2k9VS4HbgTnAOpyzldaIyKMiMsqz2b3AjSKyEpgKTFZVBS4AVolIGs5ZVLeoau4veH/G1ApFpS4e+Did+Nj63DWso7/LMaZKxPk8PskGImkVTzcVkRWe/oFaIzU1VZcuXXrqDY3xg79/tZF/ztvElOv6MrhTC3+XY0w5EVmmqqmVratKJ3Wo92RBnusbIqqrOGMC3eY9+Tw/fzOje7axcDB1SlU6qb8A3hORFz2PbwY+911JxgQGVWX+xr089dl6oiLC+H8jbApRU7dUJSDuA24CbvE8XoVzJpMxphKFJS5mpmXzyvfb2LTnMC0b1eNvV6TQrGE9f5dmzGmpyllMbhFZBJwFXAE0Az70dWHG1DW5R4p556cdvLFwB/sOF9GldSP+dkUKI3q0ISLslwycbIx/nTAgRCQJ50K2icA+4D0AVR1SM6UZUzds23eEV3/YyvRlWRSWuBmU1JybLujAuWc1tWE0TJ12siOI9cD3wAhV3QwgIvfUSFXG1HKqypLtB3j5+63MXbeb8JAQxvRqw28HdiCppU0ZagLDyQJiHM7Fbd+IyBc4g+3Z1yET1Epdbj5fvYtXvt/Kyqw8YqLCuX3I2Vw9oD0toiP9XZ4x1eqEAaGqM4AZItIAZxTWu4EWIvIC8LGqflkjFRpTCxwuKuW9JZm89sM2sg8eJbFZAx4b043Le8dTP8KmCTWBqSqd1EeAd3EGzIsFfo1zZpMFhAl4O/OOMuXH7by7OIP8wlL6JTTh4ZHJDOvSkhAbS8kEuKqc5lpOVQ/gDI73km/KMaZ2KJsrevaqnShwSbdW/HZgB3q2jfF3acbUmNMKCGMCmdutzN+4h5e/28bCrftpEBHKNQMSuO68BNo2sXkbTPCxgDBBr7DExccrsnn1h21s3nOY1o0jeeCSzkzo147G9W2uaBO8LCBM0Np/uIi3f8rgzYXb2X+kmK5tGvGPK3tyWY/WhIfahW3GWECYoLNl72Fe/WEbHy7LoqjUzYWdW/DbgYkM6GAXthnjzQLCBAVVZdG2XF75fitz1+0hIiyE8b3juOH8RM5uYRe2GVMZCwgT0PKOljBjRTbvLspgw+58mjSI4K6hHbl6QHsbPM+YU7CAMAFHVVmReZB3F2Uwe1UOhSVuesQ35qlx3RnTK47IcLuwzZiqsIAwAeNQYQkzV2TzzqIM1u/Kp0FEKGN7xTOpfzubA9qYX8ACwtRpqsrKrDzeXbSDT1bu5GiJi25xjfjL2O6M6tmGhvXsT9yYX8r+95g6Kb+whJlpOby7KIO1Ow8RFRHK6J5t+E3/dvSIj/F3ecYEBAsIU6esynL6FmatzKGg2EVy60Y8PqYbo3u2ITrSLmozpjpZQJha73BRKbPScnh38Q5WZx+ifngoI1Na85v+7UmJb2zXLhjjIxYQptZanZ3HO4symJWWzZFiF51bRfPo6K6M6RVHIztaMMbnLCBMrXKkqJRPVubw7uIMVmXlERkewogeTt9Cr7YxdrRgTA2ygDC1wpqcPN5dlMHMtBwOF5WS1LIhj4xMZmzveBswzxg/sYAwflNQXMrslTt5Z3EGKzMPUi8shMt6tOY3/drRp32sHS0Y42cWEKbGrdt5iHcXZTBjRTb5RaWc3aIhD41IZlzvOGKiIvxdnjHGwwLC1Ig9hwqZvWonM9OyWZmVR0RYCJd2a8Vv+renb4IdLRhTG1lAGJ/JO1rCnDW7mJWWw4It+3ArdG3TiD9d1oXxveOJbWBHC8bUZhYQploVlrj4Zv0eZqRl8836vRS73LRvGsXtQ85mVM82NrS2MXWIBYQ5Y6UuNwu37mdmWg5zVu8iv6iUZg3rMemcdozuGWcXsxlTR1lAmF9EVUnLPMjMtBxmr9rJvsNFRNcLY3i3VozuGceAs5oSGmKhYExdZgFhTsum3fnMTMth1socMnILiAgLYWjnFozu2YbBnVrYXAvGBBALCHNK2QeP8snKHGam5bBu5yFCBM47uxl3XHg2v+rWyoa9MCZAWUCYSuUeKeaz9J3MSsth8fZcAHq1i+GRkclc2qM1LaIj/VyhMcbXLCBMuYLiUr5au5tZaTl8u3EvpW7l7BYN+f3FSYxMaUP7pg38XaIxpgZZQAS54lI332/ay8y0HL5au5ujJS7aNI7khoGJjE6Jo0vraDsDyZggZQERhNxuZcn2XGauzOGz9J0cLCghJiqccb3jGN0zjtT2sYTYGUjGBD2fBoSIDAf+CYQCr6jqUxXWtwPeAGI829yvqp951j0A3AC4gDtVdY4vaw0Gm/fk8/GKbGasyCH74FHqh4dycdeWjO7ZhvPPbk5EWIi/SzTG1CI+CwgRCQX+A1wEZAFLRGSWqq712uxPwPuq+oKIJAOfAQme+xOArkAbYK6IJKmqy1f1Bqq9+UXMWpnDjBXZpGfnERoiDOzYjD8O78RFyS2JirCDSGNM5Xz56dAP2KyqWwFEZBowGvAOCAUaee43BnI890cD01S1CNgmIps9z7fQh/UGjLLO5o+WZ/PD5n243Er3uMY8NCKZkSltaB5dz98lGmPqAF8GRByQ6fU4C+hfYZtHgC9F5A6gATDMa9+fKuwbV/EFROQm4CaAdu3aVUvRdZXLrSzYso+PV2QzZ/UujhS7iIupzy2DOjC2V5yNgWSMOW3+bl+YCExR1WdFZADwloh0q+rOqvoS8BJAamqq+qjGWktVWbczn49XZDEzLYc9+UVER4YxMqUNY3vF0TehiXU2G2N+MV8GRDbQ1utxvGeZtxuA4QCqulBEIoFmVdw3aO3MO8rMtBw+Xp7Nht35hIcKgzu1YGyvOC7sbMNdGGOqhy8DYgnQUUQScT7cJwC/qbBNBjAUmCIiXYBIYC8wC3hXRP6G00ndEVjsw1prvfzCEj5fvYuPl2fz07b9qELvdjE8NqYbI7q3trkVjDHVzmcBoaqlInI7MAfnFNbXVHWNiDwKLFXVWcC9wMsicg9Oh/VkVVVgjYi8j9OhXQr8LhjPYCpxORexfbQ8m6/W7qao1E1C0yjuGtqRsb3i7MpmY4xPifN5XPelpqbq0qVL/V3GGVNVVmblMWNFNp+szGH/kWJio8IZmdKGMb3i6NU2xq5sNsZUGxFZpqqpla3zdye18cjMLfBcxJbN1n1HiAgL4aIuLRnTK45BSXYRmzGm5llA+NHBgmI+Td/Jx8uzWbrjAAD9E5tw86AODO/Wmsb1bRhtY4z/WEDUsEOFJXy5ZjezV+Xww6Z95SOm/uFXnRjTK464mPr+LtEYYwALiBpxpKiUuet2M3vVTr7dsJdil5u4mPrccH4iI1Pa0LVNI+tXMMbUOhYQPlJY4uKb9Xv4ZFUOX6/fQ2GJm5aN6jHpnHaMTGljnc3GmFrPAqIaFZW6+G7jPmavymHu2t0cKXbRrGEEv+7TlhE9WtuVzcaYOsUC4gyVuNz8uHkfs1ftZM6aXeQXlhLjOS11ZEob+ic2ISzUzkAyxtQ9FhC/gMutLNq6n09W5fDF6l0cKCghul4YF3dtxYiU1px/djPCLRSMMXWcBUQVud3K0h0HmL0qh8/Sd7HvcBFREaEM69KSET1ac0FScxsDyRgTUCwgTkJVScs8yOxVO/l01U52HSqkXlgIQ7u0YESPNgzp1IL6ERYKxpjAZAFRgaqyJucQn6zK4dNVO8k6cJSI0BAuSGrOA5d2ZmiXljSsZ782Y0zgs086VXAVs3FnHl+szuLL1Tlk7T9MRAgM6BDD/ee14oKOTWgUIeAuhPxtkOcCdYG77Ke7wuPKlle4X7ZNozhIGAgh1mdhjKldgj4gcnIyafNyd5KAJOBOcAYdB2ceuyxgro+LaHo29L0Rek6EyMY+frEg5nZbEBtzGoI+IFo0bcJHsdeT0CyapNYxNKxfDyQEJNT5MJFQCAmt8PNkyytbF1LJtqEgAllLYfFL8MV9MO9RSJkA/W6EFl38/aupe1ThyD44sA1yt0LutuPvFx6ENr0hcSAkXgBt+0O4DW1izInYcN+1RfZyWPwyrP4QXEXOB1i/myDpEggN+hw/xu2CQ9k///A/sM35WXzYa2OBxvEQmwBNEqFeI8hcDNnLnOa90AiI7+f8rhMvgLg+EGYTL5ngcrLhvi0gapsj+2D5m7D0NcjLhEbx0Pd66H0tNGjm7+pqRmkRHMyo/Cjg4A5wFR/bNiQcYttDkw4Qm+gEQdn92PYQVu/nz1+UDzsWwvbvYNt3sHMVoBAeBe3OORYYrVIsnE3As4Coi1ylsPELp/lp27fOt91u453mp7g+/q7uzBXlH//NP3er5/52Jxjx+ruMaOj58E/4eRA0inOa685EQS7s+BG2fe8Ext51zvJ6jaD9eccCo0Wy9WGYgGMBUdft3eA0P62c6jShxPVxmp+6jq38G3JtU1wAWUsgYyHsWAB71sKRvcdvE9W08qOAJonQoLnTX1NTDu9xgmK7JzBytzrL6zc51n+ROMg5uaA2D7jodjlHW9bPYk7CAiJQFB6CldOco4r9myCqGfS5FlKvd9raa4ujByBjEWQscAIhJw3cJYBAq27QuqcTAN5BENnIz0WfxMFMT1h87xzNHcp2ljdsdezoIvECp0nL11ShMM8JscO7Pbc9lf8s2OecUh2b6PzeW3aHVt2d+43b1u5wMzXGAiLQqMLW+c5RxcbPAYHOlzpHFQkDa/4/fv4uJwh2LHCOEnavAdTpH4jrA+0HOE01bfvV/dN4VZ0jCu8jjLKjoZh2x44uEgZCo9ZVf96So54P9ip88LuKfr5/SDg0bAkNWxz/MyQM9qyBXas9R0Ke/++RjY8PjJbdnDPn6sIRqalWFhCB7MAOp0N7+RvON/fmXZx+ih5XQr2G1f96qk5fwY4FTkfvjh+dxwDhDZwQaH+eEwpxfQK/eUMV9q53gqIsNArznHVNO3oCYyBERJ/8g78or/Lnj2pW+Qd/xWX1Y0/9xaDosNO8t2uVExi70p3HJQXO+pAwaJbkhEbLbp7w6B48J0cEKQuIYFByFFZ/BItfhJ0rnQ7WnpOg72+h2dm//HndbudDJMMTBjsWwuFdzrr6TaD9udBugBMIdtaP0+6/K/1YWOxYUOHUW5yw+NkHfiUf/A2aQaiP5yV3u5wji13psNsTGrtWQ37OsW2iW3sFhqepqulZZ35ygKkVLCCCieqxi+/WfOy0/Z811Gl+6njRqf9TlxY7AbPjRycUMhYe+0bcKM4rEM5zvm3aWT0n5ypxfp/uUueDv0EL3xzZVbcj+2F3+rEjjd2rnSMld6mzPqw+tEz2Otro4TyuF+3fus1ps4AIVof3wLI3YOmrkL8TYto7RxS9roKoJs42xUecM4x2LHQ6lTOXQOlRZ13Tjsf6D9oNcNrYrWMzeJUWOWfUHXe0ke5coV6mSYdjgRHXG+L71u4TEIwFRNBzlcD6T52jih0/QlgkdLrEOTtnZ5rzrVBCnP/YZf0H7QY433iNORlV56yusqapXauc8Cg7NVhCoGVX5++pbX/nQsTadMadsYAwXnathiUvw7rZznn87c91boFwhpGpPQoPQfZSyPjJuWUthZIjzrrGbY+FRbtzPBcgWn+Gv1hAGGP8y1Xq9GlkLHL6tTIXOc2e4JxQEd/XCYu2/SE+FSIa+LfeIGIBYYypXVSd8bYyfoJMz1HGnnWAOqMdt+5xfLNUdCt/VxywLCCMMbXf0YPHhmTJWOQ0UZUWOutiE6DtOceapZp1sjPoqsnJAiLIT1o3xtQa9WOcU7E7XuQ8Li12Or0zfnJCY8s8WDXNWRcZ4zm66O8cabTpFfgXZfqBBYQxpnYKi3D6I+JT4dzbjw1zUhYYmYtg0xxn25BwaNPzWKd3aITT8R0S5nU71eMqbhNEp3pbQBhj6gYR5wrupmdBr0nOsiP7naDI/Mlpllr04vHzhfikjpDKQyQ0Ahq1cZrDjrslOlej18EmMQsIY0zd1aCpM1Bl50udxyWFzjAhbpdzfU/5reLjypad4T6lRZCX5QTW6g+dkXTLhEY4F6pWDI8mic7yWnp1vQWEMSZwhEc6V3P7m6vEmfjqwPaf3zIX/3xwxgbNKzny8Nyi2/jt6MMCwhhjqltouGfOkxOE1dEDnhkVt/88PFZ/5MyZXv5cJzj6KLv58OjDAsIYY2pa/ViIi3XGq6rIVeI0VR3Y7gylX5Wjj8QL4PLXqr1MCwhjjKlNQsM9sy0mAkN+vv7ogZ8feUQ19UkpPg0IERkO/BMIBV5R1acqrP87x34DUUALVY3xrHMB6Z51Gao6ype1GmNMnVA/1rm16eXzl/JZQIhIKPAf4CIgC1giIrNUdW3ZNqp6j9f2dwDe7/ioqvb0VX3GGGNOzpdd4/2Azaq6VVWLgWnA6JNsPxGY6sN6jDHGnAZfBkQckOn1OMuz7GdEpD2QCHzttThSRJaKyE8iMsZnVRpjjKlUbemkngBMV/U+t4v2qpotIh2Ar0UkXVW3eO8kIjcBNwG0a9eu5qo1xpgg4MsjiGygrdfjeM+yykygQvOSqmZ7fm4F5nN8/0TZNi+paqqqpjZv3rw6ajbGGOPhy4BYAnQUkUQRicAJgVkVNxKRzkAssNBrWayI1PPcbwacB6ytuK8xxhjf8VkTk6qWisjtwByc01xfU9U1IvIosFRVy8JiAjBNj5+Yogvwooi4cULsKe+zn4wxxvieTRhkjDFBLChmlBORvcCOM3iKZsC+aiqnrgi29xxs7xfsPQeLM3nP7VW10k7cgAmIMyUiS0+UooEq2N5zsL1fsPccLHz1nuveDBbGGGNqhAWEMcaYSllAHPOSvwvwg2B7z8H2fsHec7DwyXu2PghjjDGVsiMIY4wxlbKAMMYYU6mgDwgRGS4iG0Rks4jc7+96fE1E2orINyKyVkTWiMhd/q6ppohIqIisEJHZ/q6lJohIjIhMF5H1IrJORAb4uyZfE5F7PH/Xq0VkqohE+rum6iYir4nIHhFZ7bWsiYh8JSKbPD9jq+O1gjogvCY1ugRIBiaKSLJ/q/K5UuBeVU0GzgF+FwTvucxdwDp/F1GD/gl8oaqdgRQC/L2LSBxwJ5Cqqt1whviZ4N+qfGIKMLzCsvuBearaEZjneXzGgjogOP1Jjeo8Vd2pqss99/NxPjQqnacjkIhIPHAZ8Iq/a6kJItIYuAB4FUBVi1X1oF+LqhlhQH0RCcOZxjjHz/VUO1X9DsitsHg08Ibn/hvAmOp4rWAPiCpPahSIRCQBZxj1RX4upSb8A/gj4PZzHTUlEdgLvO5pVntFRBr4uyhf8kwR8AyQAewE8lT1S/9WVWNaqupOz/1dQMvqeNJgD4igJSINgQ+Bu1X1kL/r8SURGQHsUdVl/q6lBoUBvYEXVLUXcIRqanaorTzt7qNxwrEN0EBErvJvVTXPMzJ2tVy/EOwBcTqTGgUMEQnHCYd3VPUjf9dTA84DRonIdpxmxAtF5G3/luRzWUCWqpYdHU7HCYxANgzYpqp7VbUE+Ag418811ZTdItIawPNzT3U8abAHRJUmNQokIiI47dLrVPVv/q6nJqjqA6oar6oJOP/GX6tqQH+zVNVdQKaIdPIsGkrgT7qVAZwjIlGev/OhBHjHvJdZwLWe+9cCM6vjSWvLnNR+caJJjfxclq+dB1wNpItImmfZg6r6mf9KMj5yB/CO58vPVuA6P9fjU6q6SESmA8txztZbQQAOuyEiU4HBQDMRyQIeBp4C3heRG3CmPbiiWl7LhtowxhhTmWBvYjLGGHMCFhDGGGMqZQFhjDGmUhYQxhhjKmUBYYwxplIWEMacBhFxiUia163ark4WkQTvETqN8begvg7CmF/gqKr29HcRxtQEO4IwphqIyHYReVpE0kVksYic7VmeICJfi8gqEZknIu08y1uKyMcistJzKxsSIlREXvbMafCliNT325syQc8CwpjTU79CE9OVXuvyVLU78G+c0WMBngPeUNUewDvAvzzL/wV8q6opOGMklV3B3xH4j6p2BQ4C4336bow5CbuS2pjTICKHVbVhJcu3Axeq6lbPYIi7VLWpiOwDWqtqiWf5TlVtJiJ7gXhVLfJ6jgTgK8+kL4jIfUC4qj5eA2/NmJ+xIwhjqo+e4P7pKPK678L6CY0fWUAYU32u9Pq50HN/AcemvZwEfO+5Pw+4Fcrnym5cU0UaU1X27cSY01PfaxRccOZ8LjvVNVZEVuEcBUz0LLsDZ1a3P+DM8FY2oupdwEue0TddOGGxE2NqEeuDMKYaePogUlV1n79rMaa6WBOTMcaYStkRhDHGmErZEYQxxphKWUAYY4yplAWEMcaYSllAGGOMqZQFhDHGmEr9fxVYi3iEIZo3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(history.history[\"accuracy\"])\n",
"plt.plot(history.history['val_accuracy'])\n",
"plt.title(\"model accuracy\")\n",
"plt.ylabel(\"Accuracy\")\n",
"plt.xlabel(\"Epoch\")\n",
"plt.legend([\"Accuracy\",\"Validation Loss\"])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3 2 3 ... 3 2 3]\n"
]
}
],
"source": [
"print(model.predict(test_set).argmax(axis=-1))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting scipy\n",
" Downloading scipy-1.5.4-cp36-cp36m-manylinux1_x86_64.whl (25.9 MB)\n",
"\u001b[K |████████████████████████████████| 25.9 MB 27.6 MB/s eta 0:00:01\n",
"\u001b[?25hCollecting pydot\n",
" Downloading pydot-1.4.2-py2.py3-none-any.whl (21 kB)\n",
"Collecting pandas\n",
" Downloading pandas-1.1.5-cp36-cp36m-manylinux1_x86_64.whl (9.5 MB)\n",
"\u001b[K |████████████████████████████████| 9.5 MB 19.2 MB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (3.3.3)\n",
"Requirement already satisfied: numpy>=1.14.5 in /usr/local/lib/python3.6/dist-packages (from scipy) (1.19.5)\n",
"Requirement already satisfied: pyparsing>=2.1.4 in /usr/local/lib/python3.6/dist-packages (from pydot) (2.4.7)\n",
"Collecting pytz>=2017.2\n",
" Downloading pytz-2021.1-py2.py3-none-any.whl (510 kB)\n",
"\u001b[K |████████████████████████████████| 510 kB 18.8 MB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas) (2.8.1)\n",
"Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.6/dist-packages (from matplotlib) (8.1.0)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib) (0.10.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib) (1.3.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n",
"Installing collected packages: scipy, pydot, pytz, pandas\n",
"Successfully installed pandas-1.1.5 pydot-1.4.2 pytz-2021.1 scipy-1.5.4\n",
"\u001b[33mWARNING: You are using pip version 20.2.4; however, version 21.1.1 is available.\n",
"You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"pip install scipy pydot pandas matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (1.5.4)\n",
"Requirement already satisfied: numpy>=1.14.5 in /usr/local/lib/python3.6/dist-packages (from scipy) (1.19.5)\n",
"\u001b[33mWARNING: You are using pip version 20.2.4; however, version 21.1.1 is available.\n",
"You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"pip install scipy"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}