sign-detection-gesture/CNN_Project/Untitled.ipynb
2025-12-22 11:30:58 -08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 55,
"id": "91e25d02",
"metadata": {},
"outputs": [],
"source": [
"from keras.models import Sequential\n",
"from keras.layers import Convolution2D\n",
"from keras.layers import MaxPooling2D\n",
"from keras.layers import Flatten\n",
"from keras.layers import Dense, Dropout\n",
"from sklearn import metrics\n",
"from keras import optimizers\n",
"import numpy as np\n",
"from keras.preprocessing.image import ImageDataGenerator\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "1be79149",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python 3.6.13 :: Anaconda, Inc.\r\n"
]
}
],
"source": [
"!python --version"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "2e4a9f0d",
"metadata": {},
"outputs": [],
"source": [
"def model_maker():\n",
"\n",
" # Initialing the CNN\n",
" classifier = Sequential()\n",
"\n",
" # Step 1 - Convolution Layer \n",
" classifier.add(Convolution2D(32, 3, 3, input_shape = (64, 64, 3), activation = 'relu'))\n",
" #classifier.add(Activation = 'relu')\n",
" #step 2 - Pooling\n",
" classifier.add(MaxPooling2D(pool_size =(2,2)))\n",
"\n",
" # Adding second convolution layer\n",
" classifier.add(Convolution2D(32, 3, 3, activation = 'relu'))\n",
" classifier.add(MaxPooling2D(pool_size =(2,2)))\n",
"\n",
" #Adding 3rd Concolution Layer\n",
" classifier.add(Convolution2D(64, 3, 3, activation = 'relu'))\n",
" classifier.add(MaxPooling2D(pool_size =(2,2)))\n",
"\n",
"\n",
" #Step 3 - Flattening\n",
" classifier.add(Flatten())\n",
"\n",
" #Step 4 - Full Connection\n",
" classifier.add(Dense(256, activation = 'relu'))\n",
" classifier.add(Dropout(0.5))\n",
" classifier.add(Dense(26, activation = 'softmax'))\n",
"\n",
" #Compiling The CNN\n",
" classifier.compile(\n",
" optimizer = optimizers.SGD(lr = 0.01),\n",
" loss = 'categorical_crossentropy',\n",
" metrics = ['accuracy'])\n",
" \n",
" return classifier\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "a1495543",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/priyatham/miniconda3/envs/tf1/lib/python3.6/site-packages/ipykernel_launcher.py:7: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(32, (3, 3), input_shape=(64, 64, 3..., activation=\"relu\")`\n",
" import sys\n",
"/home/priyatham/miniconda3/envs/tf1/lib/python3.6/site-packages/ipykernel_launcher.py:13: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(32, (3, 3), activation=\"relu\")`\n",
" del sys.path[0]\n",
"/home/priyatham/miniconda3/envs/tf1/lib/python3.6/site-packages/ipykernel_launcher.py:17: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(64, (3, 3), activation=\"relu\")`\n"
]
}
],
"source": [
"classifier = model_maker()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "717d49e1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 45500 images belonging to 26 classes.\n",
"Found 6500 images belonging to 26 classes.\n"
]
}
],
"source": [
"\n",
"train_datagen = ImageDataGenerator(\n",
" rescale=1./255,\n",
" shear_range=0.2,\n",
" zoom_range=0.2,\n",
" horizontal_flip=True)\n",
"\n",
"test_datagen = ImageDataGenerator(rescale=1./255)\n",
"\n",
"training_set = train_datagen.flow_from_directory(\n",
" 'mydata/training_set',\n",
" target_size=(64, 64),\n",
" batch_size=32,\n",
" class_mode='categorical')\n",
"\n",
"test_set = test_datagen.flow_from_directory(\n",
" 'mydata/test_set',\n",
" target_size=(64, 64),\n",
" batch_size=32,\n",
" class_mode='categorical')\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "5c65cbcf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/2\n",
"800/800 [==============================] - 595s 743ms/step - loss: 2.0503 - acc: 0.3796 - val_loss: 0.5859 - val_acc: 0.8481\n",
"Epoch 2/2\n",
"800/800 [==============================] - 626s 783ms/step - loss: 0.7068 - acc: 0.7628 - val_loss: 0.3196 - val_acc: 0.9162\n"
]
}
],
"source": [
"\n",
"model = classifier.fit_generator(\n",
" training_set,\n",
" steps_per_epoch=800,\n",
" epochs=2,\n",
" validation_data = test_set,\n",
" validation_steps = 6500\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "4b333146",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"keras.engine.sequential.Sequential"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(classifier)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "3307904e",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"# summarize history for accuracy\n",
"plt.plot(model.history['acc'])\n",
"plt.plot(model.history['val_acc'])\n",
"plt.title('model accuracy')\n",
"plt.ylabel('accuracy')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'test'], loc='upper left')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "b3fbf640",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(model.history['loss'])\n",
"plt.plot(model.history['val_loss'])\n",
"plt.title('model loss')\n",
"plt.ylabel('loss')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'test'], loc='upper left')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "985d5874",
"metadata": {},
"outputs": [],
"source": [
"test_steps_per_epoch = np.math.ceil(test_set.samples / test_set.batch_size)\n",
"predictions = classifier.predict_generator(test_set, steps=test_steps_per_epoch)\n"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "f20397c4",
"metadata": {},
"outputs": [],
"source": [
"true_classes = test_set.classes\n",
"class_labels = list(test_set.class_indices.keys())\n",
"predicted_classes = np.argmax(predictions, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "8c7ecda6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" A 0.03 0.03 0.03 250\n",
" B 0.04 0.04 0.04 250\n",
" C 0.03 0.03 0.03 250\n",
" D 0.03 0.03 0.03 250\n",
" E 0.01 0.01 0.01 250\n",
" F 0.02 0.02 0.02 250\n",
" G 0.04 0.04 0.04 250\n",
" H 0.03 0.02 0.02 250\n",
" I 0.04 0.04 0.04 250\n",
" J 0.01 0.01 0.01 250\n",
" K 0.05 0.05 0.05 250\n",
" L 0.04 0.04 0.04 250\n",
" M 0.03 0.02 0.03 250\n",
" N 0.04 0.04 0.04 250\n",
" O 0.04 0.04 0.04 250\n",
" P 0.02 0.02 0.02 250\n",
" Q 0.03 0.03 0.03 250\n",
" R 0.05 0.05 0.05 250\n",
" S 0.04 0.06 0.04 250\n",
" T 0.05 0.04 0.04 250\n",
" U 0.06 0.06 0.06 250\n",
" V 0.05 0.05 0.05 250\n",
" W 0.06 0.06 0.06 250\n",
" X 0.03 0.03 0.03 250\n",
" Y 0.04 0.04 0.04 250\n",
" Z 0.04 0.04 0.04 250\n",
"\n",
" accuracy 0.04 6500\n",
" macro avg 0.04 0.04 0.04 6500\n",
"weighted avg 0.04 0.04 0.04 6500\n",
"\n"
]
}
],
"source": [
"report = metrics.classification_report(true_classes, predicted_classes, target_names=class_labels)\n",
"print(report)"
]
},
{
"cell_type": "code",
"execution_count": 112,
"id": "d149d3b9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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+haFCzq+nrGVin0YZ173RKGNqvzzuHLuZvomV3PjWTL4u7R6gNRpxxNRy37zPyEirREp45g8T2Lm/42XEv1RC1Jaj+OMjKH+xLwAJTx8iorjxBIjw+JGOMMqf7xuwHmbaV0VdABZetpZJvfJx1tiZ/k5j29w3ZgOTexdQ7wujqDqehz6ejLsuuO17tmwSSr4ainZNT6nil7evOfnv1CQ3r60YxTtrWr92HyD51UJitlXji4vg0OKBJz+PW1VG3IflECY4NjIO55zUDq9L978ewLGjEl+sjcKHm5dJWHOY5PcKyXvyYvxdAs+zpCIena04HyoygoVfX9BnDiFEhhDCfL75JlzY3Ul21i5u+/0M5vzuBsYPLCAt0dVuueXbM7nz7eZ5V+aO28bG/J5Mf3UOG/N7Mnfs1qDIWbYzkzta5IDZX5HIPR9cRU5x4IGsKXffspHNuT35/gMzmf9QNgUlxjMmm5FRc3kCzkfTm31WdX8a5c/3pfz5vnjHxeIdF/gxSrPtq6IuAMv2ZDJ/ZfO22XAonen/mEX2P2eR74pn/ojgtu/ZtEko+Woo2rXoSALzFs5k3sKZzH/iOrx1EazfltFuOffERA4/2HywH/21m5gtLg49mcmhpwdSdU1yUOpSPTaJkrsGnvZ5RGUtMbtc1Hc1nvbAajw6m3E+VGRozHPODdUykivZcSiF2nobPn8YWw+mMnlw+6nstxalUt1idDyp/0FWbM8EYMX2TCYPOBgUOTklqbhayDhQ2ZX8KnMZXx32OoZlfsPKdQMAaPCF42kl+Z1qGXVDYpBdWrlvSErsn1VTMyHwoGa2fZtixR5bvkmlqrb5dzcUp5+8dvyr0hRSHJ42Zahu37Npk1Dy1VC0a1MuHlhCSVkcR5ztD+S9g7rgb9Fv4j6qwDU9BWyNvuaPD3yGxEpdvP3i8MWcPnmf9M8CyrPTweChGRXx6GzG+VCREQwk4CMsKD/BJJhPixBCvCGE2CWEeEcIYerKurzSREb0Pky83UuUrZ5LBxSSEt/2L5rW6OaoodzTeLtTuSeGbo6asyrHLD2S3bjc0Twwfz2/X7iMe+d9SnSUscv8VMhoSeTOGnwJEfhSA3/jU9G+HVGXE8zI3M36ol5KZAVKqNvkXNQD1MYSgCtG57Fms/mEgrZvvETvOUrqL/Zywa/2EZUX+EWYquviyHXSkBBJXZrx2+9UtHGoxflQkaEJjGAObDKBl6WUg4Bq4M6WXxBCzBdCbBFCbGmoObMT55d15fX1I3jpex/w4m0r2Xu4G34l5/AFahKdq5ITOOHhkv4ZFSxfM5A7HsnGWxvB7Gm5QZfRkuj1LrwT4gyVUdG+HVEXgAUjc/D5w1ixv79lWUYIZZsYJVT0ALWxJCLcx6XDC1iX08e0PsIHYUd9lPyqP845qXR/MZ9Ag4nKuog6H4mrSnBek2aqvIo2Du04HyoyrCMR+GRwfoJJMDcPF0kpPzv+978CPwKeafoFKeUSYAmAIzm91WZfnjOI5TmDALjzyo2UuszdqV3hsZPk8FDucZDk8OA8Zu6qclVyzFLmjKHM6WB3XuPmvE82ZRgOJCpkNMMnif7cTfmzxgO91fZVXhcge8BuJvUq4PsfTMPw3LwCQtEmZggVPU6gKpaMGVrEvsIkKt3mc6c0JNrwjI4HIajt5wABYW4f/rjAwrSqutjKaomoqKXXou0ARFTV0eupHRTdPwRfXPuzr6raOJTifKjI0ARGMGdsWg5UTI9Xux6fwkuJdzN58EH+k2vuDfrjfRlMG9aYrGTasD2s22fubUuVHLNUuhoDSdoFjZvrRg4poaDYWC4mFTKaEvWVh4a0KPxJge8TOIHV9lVdl/Fphfxg+Jfcueo7eH3G66OCULOJWUJFjxOoiiVWl6EAPFnx2HceBcB22ItokPhjA8+Xp6oudT1jOPjkKPJ/NZL8X42kISGSwgeHBjSoAXVtHEpxPlRkdAR+woLyE0yEDMJ8mBAiAzgIXCql/FwIsRTYJaV8trUyjuR0OfDan5zx/5bMW0Z8TC0NvjCe//c4Nh8485RpvePUm/Wia1eT1auEBLsXp8fOK+tHs3ZfHxZnf8gFcUcpcXXhgWVTqfZGt1kXs3KaJsFc/O3VjE4rISHaS8UxOy9vHI3LG8XPL/uURHsN7roodpclsaDFCZC2Ej5e2KuCe+d9ii3Cz+HSWBYvmcBRgxv2ApXRNAlmwrPFRO7wEFbtw58QgXt2MjVXJhD/Qgn1mXaOffvMGzvbSoIZaPtC60kfjdijaRLMZy5fzSWpp9rmtzmjuX3EViLDfVQdb9OvSlN4/NPLmskIb7JcbrZ920qCGahN2kqCGahNmibBNFsXaN1fjbSNCl1U2LWtJJjRkfX8fdGb3PjwbDze1n/5N02C2f2lfKJ3HSXc3YAv3kblzB64J3Ql+dUiogpqkBGCiptS8Q45fSNywkdnftM30m8qLj6VBLPH/+3Hvq+a8KMNNMRF4Lw6jepLTx3Nznh0G4UPDD3tuHefdxtalR9oG1dntG6vsxXnz6aM/W/9hmNHioI2JdxnWBf52LvGr44ww/cGfJ4jpcwKxrOCObD5D7AFGAXsBG6RUra6O66tgU2gNHX4s42a7N7WM1mrIJSye6vIZq0iu3e4gn2AnS27twp/VaGLCruGUnbv1gY2Rmg6sDFLWwObQGlrYBMooRTnrRLsgU3G0C7y0XdHBOVZP8j8LGgDm6DssZFS5gOnX5Sg0Wg0Go1Go5Bz8uZhjUaj0Wg0VhH4z8JhiI4mZAc2DVFQlWlNRsIe61PQtmNqlupsHutTv1GHqy3LKBuXZFlG/ZfWlwfCzB1wOI2KIdZ1aRhgfWmt6/K292YFggofUbGs1mBX4/Mqlhk8A1Qs31jXAwLfxNvRqFhuTHwtx7KMI//vUssyVCzRqyLCehig53sFlsoXVKpZrjzfOeduHtZoNBqNRqNpjZCdsdFoNBqNRtNxSDiZLqYz0flqpNFoNBqN5rxFz9hoNBqNRnOeEuwElcGg89VIo9FoNBrNecs5MWOzaNxaJqcVUOG1c82KWQDcM3wTV6TnI6WgwmvnwQ2TKa0J/KjN7HG5ZGftQgDLtgzizc+N3744a2Iu08buBgl5hxN54q1J1DUYM2l6ShW/vH3NyX+nJrl5bcUo3lkzzJCcsDDJCy+voaIimsceHm+o7AnM2GThZWuZ1CsfZ42d6e/MBuC+MRuY3LuAel8YRdXxPPTxZNx1rZ/WeezqtUzsl4/zmJ3rlzbKiIv2sjh7Nanxbkpcsdy/bCpub9snflTISX61kJht1fjiIji0+NTVS3Gryoj7sBzCBMdGxuGck9qubU5g1U/M+oiKtgmlvpfy2kEcuS58sREU/HooAN3eLyb+k3IaYhvtWTGjJ56LWr/88ddT1jKxT6OPXPdGo02m9svjzrGb6ZtYyY1vzeTr0u6tlldVn47wM0dMLffN+4yMtEqkhGf+MIGd+43V5ae/KWTMFDdV5REsuDzwY6kq+p6KtlEhQ1U8OoEt0sdTr36BLdJPeLjkszU9eOMPAwIq29FIhKLkoqHFOTFj825eJnPXXNPss6U7RzDtg+8y/V83sLa4N3dfFPjxxQu7O8nO2sVtv5/BnN/dwPiBBaQlugzplBTv4YYJO5j73Axufvq7hIVJpozMMyQDoOhIAvMWzmTewpnMf+I6vHURrN+WYVjOtTP2UVR4+vXrgWLWJsv2ZDJ/ZfMr7DccSmf6P2aR/c9Z5LvimT9ia5sylm/P5M63m8uYO24bG/N7Mv3VOWzM78ncsW3LUCXHPTGRww/2bfZZ9NduYra4OPRkJoeeHkjVNcnt6nICFX5i1kdUtE0o9b3qbyVR/JPT8wVVXplC4WNDKHxsSJuDGoBlOzO5o0XKhf0VidzzwVXkFAc+iDiB2fqo9jOAu2/ZyObcnnz/gZnMfyibgpJ4Q+UBPnw7kYdvMpG4VkHfU9E2KmSoikcnqK8L46E7x/D/bprA/7tpPKPGlZE5tDLg8hrjnBMDm82lqbhqm4+Oj9afupvCHlFvKAV8RnIlOw6lUFtvw+cPY+vBVCYPPmBYr/AwP1G2BsLD/ETbGih3WbuU4eKBJZSUxXHEaWyA0i3pGKPHHGbVSvNJ1czaZMs3qVS1aJsNxeknd9p/VZpCisPTpoytRalUt3j7mdT/ICu2N74xrtieyeQBB9vVRYUc76Au+Ls0v7Mk7qMKXNNTwNZYJ3+8sUSYKv3EiI+oaJtQ6ns1mbH4HNYmmXNKUnG18JEDlV3JrzpzTrP2MFsf1X7msNcxLPMbVq5rnAlo8IXjMZgrDmDHxi64K43bWEXfU9E2KmSoikenEHhrGm0aESEJj5AQQrMkPsKC8hNMgroUJYS4FbiPxlNmuVLKW6zI+8mIjVzXdy/u+khu+XB6wOXyShP54ZWbiLd78TaEc+mAQnYVG3s7Knc5eHPdcN77xRvU1kewaU8am/amG61CM8xmCF5w11e8tuQi7DH1pp+twiZnYkbmbv6d189wuW6OGso9jcsb5Z4YujnMJWNSIcf2jZfoPUfp+vfDSJvAeVNPai8MbHCi2k9UZJE+gdm2gbPb91qS8N9S4j6vwNs7hrJZ6fgtDn6MoLI+VvysR7IblzuaB+avp28vJ/vyk/jdX8bgrT072ehBXR8OBazWJSxM8sLrn3JB2jH+9U5v9nx99jLanw8EbRglhBgCPAJcLqUcDvz4DN+ZL4TYIoTY4ve0/SYJ8NyXY5j47i0sP9ifmzN3BKxLfllXXl8/gpe+9wEv3raSvYe7GV5njLXXMmFoPtcvnMP0x27GHtnAVaP2GpLRlIhwH5cOL2BdjrFZl0vGllBVGcX+febeOE+gwiYtWTAyB58/jBX7T18+MIYwNCugWo7wQdhRHyW/6o9zTirdX8wnUEEq/cSsj5wJq21zNvteU6omdefgk8Mo+OVgGhJsJL9dZFqWGVTWx4qfhYdL+mdUsHzNQO54JBtvbQSzp+Wa0qNjUNWHQwHjdfH7Bf/v5gnc9j+XM2BwFb37ujtGNYNIwC/DgvITTIL5tMuBf0gpywGklM6WX5BSLpFSZkkps8IcgW9GXH6gP1f1NraUtDxnELe+cj0Lll6L2xtFYbmx9eisAYcoccZS5bHj84ezbnsfhmUcMSSjKWOGFrGvMIlKt7FlisFDKhh76WH+742VPPjIRi4aUcZ9P99kSgerNmlK9oDdTOpVwP3/vQJM5CKp8NhJOr5MkuTw4DxmLqOxCjkNiTY8o+NBCGr7OUBAmDuwbM8q/cSsj7TEats05Wz0vab44m0QJiBM4JqYTPTB9l+IVKOqPlb8rMwZQ5nTwe68xo2xn2zKoH9GhSk9VKGqD4cCquriOWojN6cbo8aVqVRP04JzYo/NmegdW3Xy71PS8zngMjZj0fX4VGJKvJvJgw/yn1xjb65HKrswpHcpUbZ6QJLVv5j8I+ZnTcwuMfzpj8O4dfY1fP+mq3lq4Rhyv0zmmUWXmNLBqk1OMD6tkB8M/5I7V30Hr8/cVPjH+zKYNmwPANOG7WHdPnOzFCrkeLLise88CoDtsBfRIPHHBpY7SKWfqFiGUtE2Z7vvNSW86lRunS5bK6ntGfxfnqrqY8XPKl2NA5u0Cxo3Lo8cUkJB8dld7lDVh0MBK3WJS6jF0aVxm0BklI8RY8opKlCULM8yAl+QfoJaKxmk+cHjS1HvAeOklBVCiMQzzdqcICotXab9+CcAPDf+Iy5JKaFrtJeKGjsv5GYxKbWQPvFV+KWgxBPLo19M4EhNl2YyEva0rs+SecuIj6mlwRfG8/8ex+YDaWf8XltJMH9w1WamjDiAzy/YW5zEorcvo9535kDUVoLD6Mh6/r7oTW58eDYeb+sJ+xz7295JP2x4KTO/u7fN495tJcEM1CZHe51y0mcuX80lqSUkRHupOGbntzmjuX3EViLDfVR5GxNDflWawuOfXtZMRlSTl8lF164mq1cJCXYvTo+dV9aPZu2+PizO/pAL4o5S4urCA8umUu1tO9GkWTmecaey33V/KZ/oXUcJdzfgi7dRObMH7gldSX61iKiCGmSEoOKmVLxDmm/eTW4jCWagfqLCR0pHndpfYrZtmibBNNv3oPEwG0kAACAASURBVPX+F6ifAZR/69S+sR6vHiBmj5vwow00xEVQcW0qMbvdRBXVgID6bpEcubU3voTm9nHsPfXvxd9ezei0UzZ5eeNoXN4ofn7ZpyTaa3DXRbG7LIkFLU7W2MtajwOB1qdqyql9GWb9DKDX0jPHmAt7VXDvvE+xRfg5XBrL4iUTONrKBuKI/575JNvPXi7gonFHiU9soLLMxl+eTWHVm93O+N2mSTDN9r2mSTDNtk1TrMg4kQTTSjw6UxLMjH7V/PSXuYSFSUSY5NOPLuDNP5558Lvhmzdx1R0J2iggfWi8/PE/xgblWfcP/jBHSpkVjGcFbWADIIS4Dbgf8AHbpJTfa+27TQc2ZmlrYBMooZTdu72BTSCoyO7ddGBjlqizO0vejKYDG7O0NbAJFBU+0nRgYxZV2b1V9L+mAxuzNB3YmKWtgU2gNB3YWKG1gY0RWhvYGEFn9z4dq9m9gz2wSRsaL3/0d+vtGAgPDvlP0AY2QT0VJaX8M/DnYD5To9FoNBrN+cM5cfOwRqPRaDQa9QR7/0swOGc3D2s0Go1Go9G0JGRnbCKrJb1W1bX/xTY4Mtr4zZstqUi3vu8BoMen1seQnn7W7qoBqHdYH5133W3dJpUD1Yypa5MCOw7bFj0U7I+pj7Fu14jvWz8C2uXtHpZlxOVb63cnqBhivf/1fUPFfp9ayxJUxBKf07oMgOoM630n7vJRlmWo2JuW8JH1U2zdth+1LAOgYtjpG+CNUjq1l6XyDe9b3w9mBClF0O+YCQadr0YajUaj0WjOW/TARqPRaDQaTachZJeiNBqNRqPRdCw+vRSl0Wg0Go1GE7qckzM2jpha7pv3GRlplUgJz/xhAjv3d2+zzK+nrGVin3ycx+xc98ZsAKb2y+POsZvpm1jJjW/N5OvStmUAdP/rARw7KvHF2ih8+KJm/5ew5jDJ7xWS9+TF+LsEdl39rIm5TBu7GyTkHU7kibcmUddgrFnSU6r45e1rTv47NcnNaytG8c6aYW2We+zqtUzs12iT65c22iQu2svi7NWkxrspccVy/7KpuL2Bb3o0U5+Fl61lUq98nDV2pr/TqMd9YzYwuXcB9b4wiqrjeejjybjr2tYjFNsGYPa4XLKzdiGAZVsG8ebnF7VbxvZsGeEbjyETwqld0niTrcirJfLFCqiTEA51dychBwbeNmb0aImZvgcd42tmdbEqQ0UsUe2rcHbbN/nVQmK2VeOLi+DQ4oEnP49bVUbch+UQJjg2Mg7nnNSg1ufPS97jWI0Nv1/g8wt+dO/VhmWo0EOFjI5AAv5OeNz7rAxshBCPAUellM+YKX/3LRvZnNuTx1+8nIhwH1FRDe2WWbYzk799NZT/nXpqALC/IpF7PriKX17xScDPrh6bhOuyFFJez2v2eURlLTG7XNR3DXxXe1K8hxsm7GDO4u9SVx/Br29dzZSReazcnBmwDICiIwnMWzgTgDDh552n/sb6bRntllu+PZO3coaycNopm8wdt42N+T35vy8u5vtjtzJ37FZeWDeuQ+uzbE8mf9sxlCcnn9Jjw6F0nts0Fp8M495LPmf+iK08u6ltPUKxbS7s7iQ7axe3/X4GDb5wXrztX6zf05tDzrYTJfqmdqFhehyRT586KWVb6qT+5gT8o2MI23QM2x+d1D19QYfq0RIzfQ/U+5oVXazKUBFLVPoqnP32dU9MxDU1ie6vFJ78LPprNzFbXBx6MhNsYYS5Ar9FWlV9AB58ZArVbnMnH1XoobIumsA455aiHPY6hmV+w8p1AwBo8IXjaSUfSlNySlJxtXgbPFDZlfwqY0eovf3i8MWcPh5M+mcB5dnphpMlh4f5ibI1EB7mJ9rWQLnL2h3jFw8soaQsjiPO03PMtGRrUSrVLWwyqf9BVmxv/OW9YnsmkwccNPR8M/XZ8k0qVbXN9dhQnH5y7fer0hRSHO1nbQ7FtslIrmTHoRRq6234/GFsPZjK5MHtZ8P2D7NDbIvuKQTieNoF4fEjEwO/Wt+sHk0x2/dAva9Z0cWqDBWxRLWvnu329Q7qgr9Lc3+M+6gC1/QUsDX6sT8+8NknFfVRgQo9QqUuZ0bgk2FB+QkmQZuxEUI8DNwGlAJFgKlkJT2S3bjc0Twwfz19eznZl5/E7/4yBm+tuUzFKnDkOmlIiKQuzVjG1nKXgzfXDee9X7xBbX0Em/aksWlvuiVdrGaA7uaoodzTWI9yTwzdHIHnt+mI+gDMyNzNv/P6mSp7ttsmrzSRH165iXi7F29DOJcOKGRXcbJhOQD1dyQS+dA3RPzBiZBQ+1xgszWq9FDd96z4mgpdQi2WmPVVCM32tX3jJXrPUbr+/TDSJnDe1JPaCwN7OVDVbyTwv4+vQUrBylX9+feHxjKvq9BDZQzQBEZQhlFCiFHAbGAEcDUwupXvzRdCbBFCbKmvP/Mbeni4pH9GBcvXDOSOR7Lx1kYwe1puh+neHqLOR+KqEpzXtJ6huDVi7bVMGJrP9QvnMP2xm7FHNnDVqL2mdYkI93Hp8ALW5fQxLaM5AiM5UlXXB2DByBx8/jBW7DcWkCA02ia/rCuvrx/BS9/7gBdvW8new93wS3Nr2hEfuKlf0I3aN3pRvyAR22/Kg6pHx/Y9Y76mQpdQiiVWfBVCs32FD8KO+ij5VX+cc1Lp/mI+gTayqn5z78+u4u6fXsMjv7qcaVfvYejgI4bKq9BDZQxQjQT8UgTlJ5gEa35oAvCelPKYlLIaWH6mL0kpl0gps6SUWTbbmd9aypwxlDkd7M5r3ND2yaYM+mecvVTRtrJaIipq6bVoOxmPbiOiqo5eT+0gvLr921uzBhyixBlLlceOzx/Ouu19GJZhrOM1ZczQIvYVJlHpNr+cVeGxk3R82SfJ4cF5LPCbQVXXJ3vAbib1KuD+/16B4bl5QqdtlucM4tZXrmfB0mtxe6MoLDe3th6+2o1/fGPb+iY6CNtr7EZdq3qo7ntWfE2FLqEUS6z46glCrX0bEm14RseDENT2c4CAMHfgN4Wr6DcVzsb+4nJFs+GLdDIHGK+PCj1UxQBNYJxze2wqXY2dL+0CFwAjh5RQUJxw1vSp6xnDwSdHkf+rkeT/aiQNCZEUPjgUX1z7m/+OVHZhSO9Somz1gCSrfzH5R8ynTbC6DAXw8b4Mpg3bA8C0YXtYty/w2R+V9RmfVsgPhn/Jnau+g9dnbio8VNqm6/EllpR4N5MHH+Q/ucZnnwBktwjCcr0AhH3pRaYas4tVPVT3PSu+pkKXUIolVnz1BKHWvp6seOw7G9Md2A57EQ0Sf2zg+8Ks1icqqgG7vf7k3y8eeZj8AuP1UdF/VcWAjsBHWFB+gkmw9th8AvxJCLHo+DOnAa+aFfbSn8fy0A/XYYvwc7g0lsVLJrRbZvG3VzM6rYSEaC8fzX2dlzeOxuWN4ueXfUqivYaXr13J7rIkFiz7nzbl9Pi//dj3VRN+tIGMR7bivDqN6kuNHTE9wc7CFNZ+1Yc//fRdfH7B3uIk3v98kClZ0ZH1ZA0q5tm/tm+LEyy6djVZvUpIsHtZddfrvLJ+NK99cTGLsz/kuuG7KXF14YFlUwOWZ7Y+z1y+mktSG9tm7ZzX+W3OaG4fsZXIcB9/vHoF0LiB+PFPL2tTTqi2zVM3riI+ppYGXxiLV4znaABHmm2LSgnP9YLLR/RNhdTf0pX6e5KwvVIBPiBSUHdPUofr0RIzfQ/U+5oVXazKUBFLVPrqCc5m+3Z/KZ/oXUcJdzfQ6+6vqZzZA/ekRJJfLSLtgd3ICEHpD3uBCHzm1Wp9uibU8OjPPwYal9nWfpJBzrbAj5ur0kOVDE3gCGlkYdvKg5pvHi4EtrZ13Ds2Lk1mXXK3pWeqSFx3LN16kkWAHp9aX2O0eawnn3RlWB/LxpR1siSYCtpGRRJM+6xvLMuo6WRJMLt9bT2BpQpCKZZ026ogCaaCNi6cZ70+nS0JplV2v/8cnrKioG1I6TEkUd76tyuC8qynR7yTI6XMCsazgnYqSkr5BPBEsJ6n0Wg0Go3m/OOcvHlYo9FoNBqNdfzn3lbbdul8NdJoNBqNRnPeErIzNtImqOlu7aKsbjuNX7HekohjakxUH2N9L1PCyt0KNBnY/lfaoXSUdZuEB34XW5uo2G9wdHaVZRmpT1i3SQXW98eo2G+Qd72qvQbWfT4+P/BTNK1RMt66DMchyyKQdkV7bLYfsyxDxX6S5OXW27e6t/XtJN+Mbf+W9UDwpFmvT0SNtfr4jGXSsIyU4AuRO3VUomdsNBqNRqPRdBr0wEaj0Wg0Gk2nIWSXojQajUaj0XQsoZLeQSV6xkaj0Wg0Gk2n4ZycsZk1MZdpY3eDhLzDiTzx1iTqGgKvSnpKFb+8fc3Jf6cmuXltxSjeWTOs3bKPXb2Wif3ycR6zc/3S2QDERXtZnL2a1Hg3Ja5Y7l82FXeAN0vOHpdLdtYuBLBsyyDe/PyigOtxgqQetdz71B66dqtDSsF//t6D9//S05AMszZZeNlaJvXKx1ljZ/o7jfa4b8wGJvcuoN4XRlF1PA99PBl3Xev2+PWUtUzs02jT695olDG1Xx53jt1M38RKbnxrJl+XGruV1axd418qIWrLUfzxEZS/2BeAhKcPEVHceKGZ8PiRjjDKn+8bsC5/XvIex2ps+P0Cn1/wo3uvNlQXK/WxqseicWuZnFZAhdfONStmAXDP8E1ckZ6PlIIKr50HN0ymtKbtjNSq5JzArL+q0ENFDEh57SCOXBe+2AgKfj0UgG7vFxP/STkNsY2xrGJGTzwXBZ4CIFT8zGx8VhEHVLSNCh9REReDgUTgl51vfuOcq1FSvIcbJuxg7nMzuPnp7xIWJpkyMs+QjKIjCcxbOJN5C2cy/4nr8NZFsH5bRkBll2/P5M63m1+VPnfcNjbm92T6q3PYmN+TuWO3BiTrwu5OsrN2cdvvZzDndzcwfmABaYkuQ3UB8PkES5/qyx3/k8VPZw/nf246TPqFZ86O3hpmbbJsTybzVza3x4ZD6Uz/xyyy/zmLfFc880e0bY9lOzO5o8X18/srErnng6vIKTZ+BboVu9ZcnoDz0fRmn1Xdn0b5830pf74v3nGxeMcZP4Xx4CNTuOsn15j6ZaPKT8zo8W5eJnPXXNPss6U7RzDtg+8y/V83sLa4N3dflBM0OScw668q9FARA6q/lUTxT07PF1R5ZQqFjw2h8LEhhgY1JzjbfmYlPquIAyraRoWPqIiLGvOccwMbgPAwP1G2BsLD/ETbGih3mc9mffHAEkrK4jjiDOyX1daiVKpbjPYn9T/Iiu2ZAKzYnsnkAQcDkpWRXMmOQynU1tvw+cPYejCVyYMPGKsAUFkWSd7OxuObNZ4ICvPsJKWYvzLdiE22fJNKVW1ze2woTsd3/C3gq9IUUhxtD7JySlJxtbDpgcqu5FeZSzppxa51Q2KQXVo5Hiwl9s+qqZkQ3My8qvzEDJtLU3G1aN+j9afOpNoj6gkkK4sqOWfCiL+q0ENFDKjJjMXnCK0Jc1V+ZjY+q4gDKtpGhY+oiIvBwocIyk8wCVrPEkLcDPwIiAQ2AndKKQ1f7FDucvDmuuG894s3qK2PYNOeNDbtTW+/YCuoyIjdzVFDuadxWrLcE0M3R2CXtOSVJvLDKzcRb/fibQjn0gGF7CpOtqRL955eLhzkYfdX5u92UGGTE8zI3M2/8/opkRUoHWFXgMidNfgSIvClGrtsQgL/+/gapBSsXNWff39oLLOvqvpY1aMpPxmxkev67sVdH8ktH04/q3JU+KtVPczGgJYk/LeUuM8r8PaOoWxWOn4Dg59Q8DPV8VkFqtpGlc/D2YmL5xNBGdgIIQYBs4BvSSnrhRAvAzcBr7f43nxgPkBkzJlH6bH2WiYMzef6hXNw10TyxG0fcdWovazKGWBYr4hwH5cOL2DJe6MNl20dEfCbZ35ZV15fP4KXvvcBNfU29h7uZmmHenSMj4df3MWSRX2p8ZhrWpU2WTAyB58/jBX7zf8CNYNqu54ger0L74Q4w+Xu/dlVVDhjiI/3sujxjyg6FMeOnSkBl1dVH6t6NOW5L8fw3JdjWDB0Kzdn7uDFXHP+YlWOKn9VVZ9GAo8BTama1J2KaY1LLt2WFZP8dhFH5vYJuHwo+JnK+NwxmGsbUOcjZysungmJPhVlhSuAUcBmIcSXx/992u5LKeUSKWWWlDLLFn3mjVlZAw5R4oylymPH5w9n3fY+DMs4YkqpMUOL2FeYRKXb/FIWQIXHTtLxacUkhwfnscAz1i7PGcStr1zPgqXX4vZGUVhubpkjPMLPwy/uZN2KZDasTjIlA9TZJHvAbib1KuD+/14BQZ6GBHV2PYlPEv25m5rxxgc2Fc5GW7pc0Wz4Ip3MARWGZaiojwo9TtPrQH+u6m19WcysHFX+alUPKzHgBL54G4QJCBO4JiYTfdDYUkUo+JnK+KwKFW3TFCs+f7bj4vlCsAY2AvizlHLE8Z9MKeVjZgQdqezCkN6lRNnqAUlW/2Lyj5jbi6FqyeXjfRlMG7YHgGnD9rBuX+BvWV2PT4umxLuZPPgg/8k1M4qX3LNwH0V5Mbz3pzQT5U+hwibj0wr5wfAvuXPVd/D6rKXFMIsau54i6isPDWlR+JOM1ScqqgG7vf7k3y8eeZj8AuObQq3WR5UeAL1jT6WgmJKezwGXuf6nQo4Kf1Whh5UYcILwqlP74rpsraS2Z+C/gEPFz1TGZ1WoaBsVPhIKcfF0Gk9FBeOnXU2ESBdCrBVC7BRCfC2E+PHxzxOFEKuFEPuO/9mu8YO1x2YN8L4Q4jkpZakQIhGIlVIWGBW0szCFtV/14U8/fRefX7C3OIn3Px9kWKHoyHqyBhXz7F8nGCq36NrVZPUqIcHuZdVdr/PK+tG89sXFLM7+kOuG76bE1YUHlk0NWN5TN64iPqaWBl8Yi1eM52iAx8SbMvjiaq7ILuXgnhheeq9xp/2fn8tgyyeJhuSYsckzl6/mktQSEqK9rJ3zOr/NGc3tI7YSGe7jj1evABo3yj3+6WWtylj87dWMTmuU8dHc13l542hc3ih+ftmnJNprePnalewuS2JBixMTbWHWrgnPFhO5w0NYtY/uP9iHe3YyNVcmEL2+2tQyVNeEGh79+ccAhIdL1n6SQc424ye9rPqJWT2eG/8Rl6SU0DXay/oZf+GF3CwmpRbSJ74KvxSUeGJ59Iv2/UWVnKaY8VcVeqiIAT1ePUDMHjfhRxvoc99XVFybSsxuN1FFNSCgvlskR27tHXC9QsXPrMRnFXFARduo8BEVcfE8pAG4V0q5VQgRC+QIIVYD3wPWSCmfFEL8DPgZ8GBbgoQ0u+BoECHELODnNM4S1QN3SSm/aO37Xbqly6FX3WPpmTaP31J5AFeGmrGfzWPdzsnvfG1ZhueyzpUE015m3a6100MkCaaCxIShlQTTOqmfWk8cqSYJpvVlA9cI8ycVm5L5+1rLMlT4mu2YiiSY1hcNIqznBAVCIwlmwau/wVtcFLQ1quTBSfLa1wN/YbTCH0f/OUdKmRXo94UQ7wO/Pf4zSUp5WAhxAbBOSpnZVtmgnYqSUr4NvB2s52k0Go1GowkZkoQQW5r8e4mUcsmZviiEyABG0niCOkVKefj4f30DtLsjPrQuUtBoNBqNRhMUpARf8E5FlQcyYyOE6AL8E7hHSlktxCn9pJRSCNHu1No5eUGfRqPRaDSazoUQwkbjoOYNKeW7xz8+cnwJiuN/lrYnJ2RnbES9xF5ab0lGdYaxi9TORHx+g2UZoGavTtn1QyzLSP683LIMb7b1m3cvWK3G9epjrL9thK2xfmpj723W94L0edf6HozqCwPLtdQWVvcJnMCbbr0+x5Ktnx5RsU+n3mH9HdBTruYkTPWFoRG2Vexh9AywHl+TPlNj14Q91mVUXGzN1+RZaNpQyRUlGqdm/gjsklL+psl/LQduA548/uf77ckKjR6i0Wg0Go3mfOZbwC3A9uP33QE8ROOA5u9CiB8ABcB32xOkBzYajUaj0WjOKlLKT2n91sIrjMjSAxuNRqPRaM5DJEKnVNBoNBqNRqMJZc7JGRtHTC33zfuMjLRKpIRn/jCBnfu7G5Ixe1wu2Vm7EMCyLYN48/OLDJVPT6nil7evOfnv1CQ3r60YxTtrhrVb9rGr1zKxXz7OY3auXzobgLhoL4uzV5Ma76bEFcv9y6biNnDrp9X6nCAsTPLCy2uoqIjmsYfHt/v9lNcO4sh14YuNoODXQwHo9n4x8Z+U0xDb6F4VM3riuSjw691nTcxl2tjdICHvcCJPvDWJugZjrmrWHirapvtfD+DYUYkv1kbhw82fm7DmMMnvFZL35MX4uwS+6VGFz5ux68LL1jKpVz7OGjvT32m0x31jNjC5dwH1vjCKquN56OPJuOva9lXVfqLC36304aaYseuicWuZnFZAhdfONStmAXDP8E1ckZ6PlIIKr50HN0ymtCbwzeBns980xaxdOyKWqKiPGRkdEQM6Cn8nzFkV9IGNEOJHwA+BrVLKm8zIuPuWjWzO7cnjL15ORLiPqChjO+sv7O4kO2sXt/1+Bg2+cF687V+s39ObQ87AT/sUHUlg3sKZAIQJP+889TfWb8sIqOzy7Zm8lTOUhdNOdf6547axMb8n//fFxXx/7Fbmjt3KC+vGBa0+J7h2xj6KCmOJcQR2Iq36W0lUXdGdHksPNvu88soUKr/dw/Dzk+I93DBhB3MWf5e6+gh+fetqpozMY+XmNi+abIYVe6hom+qxSbguSyHl9bxmn0dU1hKzy0V9V+On9az6vFm7LtuTyd92DOXJyafsseFQOs9tGotPhnHvJZ8zf8RWnt3Utq+q9BNV/m6lD5/ArF3fzcvkL3uG8vS3/nvys6U7R/D8V5cAcOvA7dx9UQ6PbpzYoXo05WzbVXUsUVEfszI6IgZoAudsLEXdCVxpdlDjsNcxLPMbVq4bAECDLxzPMWP5TDKSK9lxKIXaehs+fxhbD6YyebD5DMUXDyyhpCyOI87YgL6/tSiV6hZv/JP6H2TF9sYgtGJ7JpMHHDxT0TOiqj7dko4xesxhVq0MPElcTWYsPofa8XF4mJ8oWwPhYX6ibQ2Uu4xlbrZiDxVt4+0Xhy/mdJsk/bOA8ux0w0l9Vfg8mLPrlm9Sqapt/qwNxen4jh8R/ao0hRRH+1moVfqJ6v4LxvtwU8zYdXNpKq4Wdj1af+qXnT2iHqPZbs5mv2kNI3ZVHUtU1MesDNUxoKOQgF+KoPwEk6DO2Aghfg/0Bf4thHhNSvmcURk9kt243NE8MH89fXs52ZefxO/+MgZvbeBTenmlifzwyk3E2714G8K5dEAhu4qTjapyEhUZhrs5aij3NE47l3ti6OYIPJmSqvosuOsrXltyEfYYa/cHAST8t5S4zyvw9o6hbFY6/gADVrnLwZvrhvPeL96gtj6CTXvS2LQ33dCzVbevlbY5gSPXSUNCJHVpxu+ZUeHzKux6JmZk7ubfef1MlzfjJ6rbF8z3YdV2/cmIjVzXdy/u+khu+XB6UPUIJbs2xWwsUVEflTaxEgM0xgjqwEZKeYcQ4tvAZCnlaTfFCSHmA/MBoqLPvI4aHi7pn1HBS6+PZXded+665QtmT8vlT++MCliP/LKuvL5+BC997wNq6m3sPdzN9IgyItzHpcMLWPLeaFPlz4ww9Lamoj6XjC2hqjKK/fu6Mmx4uxc7tknVpO5UTGvMLNxtWTHJbxdxZG5gs0Cx9lomDM3n+oVzcNdE8sRtH3HVqL2syhkQ8PNVtu/pGGsbAFHnI3FVCcV3m0tAqsLnVdi1JQtG5uDzh7Fif39T5c36ier2tdKHVdv1uS/H8NyXY1gwdCs3Z+7gxdzAdArFfqMiNlqJJSrqo8omVmNARxIqF/SpJKQ2Dx9PiLUEIDbuzKlWy5wxlDkd7M5r3Dj5yaYMZk/LNfys5TmDWJ4zCIA7r9xIqcvcKHrM0CL2FSZR6TY27duSCo+dJIeHco+DJIcH5zG7ofJW6zN4SAVjLz3M6DErsUX6iIlp4L6fb+KZRZcYkgPgiz81k+CamEzPF/YFXDZrwCFKnLFUeRrrv257H4ZlHDH8i0JV+4L1trGV1RJRUUuvRdsBiKiqo9dTOyi6fwi+uPbX2lX4vCq7niB7wG4m9Srg+x9Mw+y8uhU/Udm+VvqwarueYPmB/iy9YmXAA5tQ7DcqYqMVHwE19VEhw2oM0BjjnBuqVboag3zaBS4ARg4poaA48F3yJ+h6fDkhJd7N5MEH+U+uubdOFVOtAB/vy2DasMY7vacN28O6fYHvcwHr9fnTH4dx6+xr+P5NV/PUwjHkfplsalADEF516ir9Llsrqe0Z+EDgSGUXhvQuJcpWD0iy+heTf8R4ygNV7QvW26auZwwHnxxF/q9Gkv+rkTQkRFL44NCAA5oKn1dlV4DxaYX8YPiX3LnqO3h95k91WPETle1rpQ+rtGvv2KqTf5+Sns8BV+ByQrHfqIiNVnwE1NRHhQyrMaDDCNL+mk69x0YVL/15LA/9cB22CD+HS2NZvGSCYRlP3biK+JhaGnxhLF4xnqMGjlafIDqynqxBxTz7V2PPX3TtarJ6lZBg97Lqrtd5Zf1oXvviYhZnf8h1w3dT4urCA8umGpKpoj5m6PHqAWL2uAk/2kCf+76i4tpUYna7iSqqAQH13SI5cmvvgOXtLExh7Vd9+NNP38XnF+wtTuL9zwcZ1susPVS0TY//2499XzXhRxvIeGQrzqvTqL7U2NHsllj1ebN2feby1VySWkJCtJe1c17ntzmjuX3EViLDffzx6hVA4wbixz+9rE05qv1Elb+b7cMnMGvX58Z/xCUpJXSN9rJ+xl94ITeLSamF9Imvwi8FJZ5YHv0icJ3Odr9piRm7qvYRUFMfMzI6IgZoAkdIoxsGrD5QiHwg60x7bJoSG5cmsy6529KzVCTBjCmznkAPF93AxQAAIABJREFU1CTBtHmst5WKJJi77utcSTDrHdZlVGeqSIJpPSFgTXfr92JUDlQzkasiCaaKBIcq+rCKJJhlI9W8tSZvsx4HVPQbFXYtzLaeSFNVEkwVVFxsrT6Hn3qB2oKioE1vdB3YXV7+2vVBeda733olR0qZFYxnBX3GRkqZEexnajQajUajOT84J5eiNBqNRqPRWEfnitJoNBqNRqMJYUJ2xqbBITgy2toGWHtZcPcPtYWK/THdth+1LGPf95Isy4j/0voI/5vxavYuddtqXRclbbPV+jtCgyPcsgwVeye651jf6wPgeNtlWcbBWdYuiAOoSbYe5iKOWRaBPbPSuhDAvsra1RIAKNiLpWLfYPyXlkUQU6bGX48lW+9/af2t3QFWHmX9clQjnLh5uLOhZ2w0Go1Go9F0GvTARqPRaDQaTachZJeiNBqNRqPRdCx6KUqj0Wg0Go0mhDknZmx+PWUtE/vk4zxm57o3ZgMwtV8ed47dTN/ESm58ayZflxq71XH2uFyys3YhgGVbBvHm5xcZKp+eUsUvb19z8t+pSW5eWzGKd9YMC6oeJ/jzkvc4VmPD7xf4/IIf3Xt1u2UWjVvL5LQCKrx2rlkxC4B7hm/iivR8pBRUeO08uGEypTWt50Z57Oq1TOzX2DbXL21sm7hoL4uzV5Ma76bEFcv9y6bibuO2zu5/PYBjRyW+WBuFDzevf8KawyS/V0jekxfj7xL4hkcVdlXVNp3F11TpARAWJnnh5TVUVETz2MPjAyqz8LK1TOqVj7PGzvR3Gn3tvjEbmNy7gHpfGEXV8Tz08WTcda37mopYosLn418qIWrLUfzxEZS/2BeAhKcPEVHceKmh8PiRjjDKn+8bkG0AHDG13DfvMzLSKpESnvnDBHbuNxYXZ03MZdrY3SAh73AiT7w1ibqG9n9NqLCJChlNOZv9xvZsGeEbjyETwqldkgaAyKsl8sUKqJMQDnV3JyEHBueG+NaQBD/dQTA4J2Zslu3M5I5l/9Pss/0VidzzwVXkFKcalndhdyfZWbu47fczmPO7Gxg/sIC0RGMnOIqOJDBv4UzmLZzJ/Ceuw1sXwfptGUHXoykPPjKFu35yTUCDGoB38zKZu+aaZp8t3TmCaR98l+n/uoG1xb25+6KcNmUs357JnW83b5u547axMb8n01+dw8b8nswdu7VNGdVjkyi56/SstxGVtcTsclHf1dgN0irsqqptOpOvqdDjBNfO2EdRYayhMsv2ZDJ/ZXNf23Aonen/mEX2P2eR74pn/oi2fU1FLFHh8zWXJ+B8NL3ZZ1X3p1H+fF/Kn++Ld1ws3nHG7HP3LRvZnNuT7z8wk/kPZVNQYuyG8KR4DzdM2MHc52Zw89PfJSxMMmVkXkBlVdhEhYymnM1+45vahdonejT7zLbUSf3NCdS+0pP6W7ti+6PTkC6awDknBjY5Jam4WozSD1R2Jb/KXLK5jORKdhxKobbehs8fxtaDqUwefMC0fhcPLKGkLI4jTmOBSLUeRtlcmoqrtrldj9afGkTYI+ppL+PG1qJUqlu0zaT+B1mxPROAFdszmTzgYJsyvP3i8MWc/laY9M8CyrPTDSePVmFXVW3TWX3NrB4A3ZKOMXrMYVatNJZMdMs3qVS18NcNxen4ZGMY+6o0hRSHp00ZKmKJCp+vGxKD7NLK8WIpsX9WTc2EwAcmDnsdwzK/YeW6xmzeDb5wPMeMzwaEh/mJsjUQHuYn2tZAuSuwo+UqbKJCRmsEu9/4h9khtsWvVyEQnsaUC8LjRyZaP16uAj8iKD/BJGgDGyHEL4QQe4QQnwoh3hRC3BesZ7ckrzSREb0PE2/3EmWr59IBhaTEtx0Q28JsFluVekjgfx9fw0vPruQ7U/eZknGCn4zYyCcz/sL0Pvt44avRhst3c9RQ7mlcvir3xNDteHZcIzhynTQkRFKX1voyWGuosKuqtumMvmZFD4AFd33Fa0suwq/4mqkZmbtZX9RLrdAAUeHzJ4jcWYMvIQJfauAzlT2S3bjc0Twwfz2/X7iMe+d9SrTBO1HKXQ7eXDec937xBssf+wtHvZFs2pvefsFWUGETVXYNhX5Tf0ciEUudRN1UiO0PThrmmnsx17RPUPbYCCFGAzOB4YAN2AqctsYhhJgPzAeIiOu4Rs8v68rr60fw0vc+oKbext7D3UyvM0aE+7h0eAFL3jM+AFCpx70/u4oKZwzx8V4WPf4RRYfi2LEzxZSs574cw3NfjmHB0K3cnLmDF3ON1+0Uot1Zn9NK1PlIXFVC8d2nL08Fggq7qmqbzuhrVvS4ZGwJVZVR7N/XlWHDrV1m1pQFI3Pw+cNYsb+/MpnmMe7zTYle78I7Ic5QmfBwSf+MCl56fSy787pz1y1fMHtaLn96Z1TAMmLttUwYms/1C+fgronkids+4qpRe1mVM8BoFc6ANZtYkREy/eYDN/ULuuGf4CD846PYflNO3VMXmJKlDNk5T0UFa/Pwt4D3pZRewCuEWHGmL0kplwBLAOwXpHfotcHLcwaxPGcQAHdeuZFSl/GZAYAxQ4vYV5hEpdvcbaCq9KhwNj7f5YpmwxfpZA6oMD2wOanbgf4svWKl4YFNhcdOksNDucdBksOD85jdUHlbWS0RFbX0WrQdgIiqOno9tYOi+4fgiwvsLVaFXVW1TWfzNSt6DB5SwdhLDzN6zEpskT5iYhq47+ebeGbRJaZ0AcgesJtJvQr4/gfTMLxuqQirPn8SnyT6czflzxpbpitzxlDmdLA7r3Gz8CebMpg9LdeQjKwBhyhxxlLladR93fY+DMs4Ynpgo8ImKmSESr8JX+2m/oeJAPgmOrA9X25KjqZ9zok9Nh1B1+NTminxbiYPPsh/cs296VmZklelR1RUw/9n78zDo6zOxn2/M5kkk5CVhGBIICAQ2WQxCPgDBDdaKBhwAXFrUaEuXz/3rdatWJTqZ9VWKy5V1Gq/jyoFxSIiIBRlCUtA9kASSJDsk3Ums5zfH0MgREje5STEeO7rmiszkznP+5znPOe85z3bg9PpPfF+2NCj5ObFmtKnR1TFifeXpeZy0GV85GzN/jQmD9oLwORBe1m931gjXd8tgkPPXkDu00PJfXoovthQ8h8aqLtTA3LsKstHOpKvWdXjnbcGcdOMSfzq+ok8N3cE2dsSLXVqRqfkc8vgbdyx/Oe4/dbDBJjFqs83ELa9Bl9KGIEEY3kpdwU7NinnBBe2Dh1QSF6BsTbgWHknBvQoIszhBQQZfQrIPWZ+5FyGTWTIaC/1RnQOwZbtBsC2zY1IPnv+2kBDSIW2eLUlbTVi8x/gdU3T5h2/5i84PjKjh/k/W8HwlEJiw918OWshr24YjssdxiMXryPeWcerVy5jT3ECc5rsdmiO565bTkyEB5/fxvylo6nWuYWwMeGhXjL6FfDC+2MMp5WpR1xsHY8/sgYIDkmv+jqNrK0t7/B4cfSXXJhUSFy4m7XT3uOl7AzGJefTM6aCgNAorIni8W+bz9u8K1eQ0b2QWKeb5Xcu5LW1w3n722HMz/yCqYP3UOjqxIOLr2hWRte/HcC5vxJ7tY+0x7ZQNjGFyouMbVNtigy7ypAhS0578TUZepjl+UtWcGFysB1YNXMhf84azm1DthBq9/PWxOAg8PaiJJ5ad/EZZchoS2T4fOwLBYTurMFW6afLLfupmpFI3eWxhK+tNDwN1cAr747k0dtX4wgJcLQoivkLjJXRrvwkVm3vyTv3fow/oLGvIIF/fdNPV1oZNpEhoylnq9445hVhz3aDy0/49fl4b4zDe3cCjtdKwQ+EatTfbT1un+L0aML6xKe+C2nak8BM4BhQBPxbCPHGmX7vPCdV9PzlvZauKSMIZkSxnGCNMgKsyQiCmXN1J8syIo9Y731XpssKgtlxBh1l+JoMP5Pl85EHrAd9lBEE025+He8JZATBDFwqJwhm4svWg2DWSQiCWZvYPupeTG77CYLpnP69pfTb7lxI9b7v22x4Izo9SQz/6/Vtcq2vLnkxSwiR0RbXakvPfF4I0ReYAPTgNIuHFQqFQqFQKKzQlicPL9A0rT8QDrwrhNB/0pJCoVAoFAqpdNSTh9usYyOEmNlW11IoFAqFQvHTpN3GitICcua12wsVl1mf6O+8w7oeYWXWe+edv/NIkGFZBADHhluPtSJjLZaj1roMGXP8MvQo7S+rWbB+FlWPz6osy6jranLrdSNklM0tfb+2LAPgrwOutCzD09m6Hu7Uessyen1g3V9ltAEgpx0o+8rauTT+qrbfKSU64IhN+1j9pVAoFAqFQiEB1bFRKBQKhULRYWi3U1EKhUKhUChal7YOUNkWqBEbhUKhUCgUHQY1YqNQKBQKxU8QoYJgnj2enLiKsb1zKat1cvWbMwCIDnczP3MFyTFVFLqieGDxFVQZOCJ+xqhsMjN2owGLN/fjw2/ON6RTalIFT9y28sTn5IQq3l56AYtWDmoxbeLr+URsrcQfHcKR+ScjWEcvLyb6ixKwadQOjaZsZsthERp4d8En1NY5CAQ0/AGN39w3scU0v79sFWN7Bu069YOgXa/oncMdIzfRK76c6z66iu+KjIU2iIzwcP+t/yEtpRwh4Pk3xrDrQNvIkJ0fqz7SwPSx2UweuQcE5ByN55mPxlHvM1b1ZOhiRg/ZNrVSb5pixudbQxczZVN71EbWI1F4SmygQdq1bnrfWMeOP0by/epQbA6ITPUz7JkqQqNPv1tHVrs49+JVjOueS1mdkymLgnLuH7Ge8T3y8PptHK6M4dE146mqP7OcpLcPEZntwh8VQt7vBwLQ+V8FxHxdgi8q6GOl07pRc77++FVm2oHWaNPMlG9r6KHQT5t0bDRNSwM+FUIMNJN+yY50PsoayNzJJxuhWaO2siG3G3/7dhi/GrmFWSO38NLqUbrknduljMyM3dz812n4/HZevvkz1u7twZGyGN06HT4Wy61zrwLApgVY9NzfWbs1TVfaqrHxuK5IoMtr+Se+C/+uiojNLo48mw4OGzaXV7cuDTz02GVUVoXr/v3iXen8fftA/nDFSbseKI3n7k8n8MSl5ram3nXjBjZld+Oply8hxO4nLMz4cedmZcjMjwwfAUiIqeGaMTuZOf9a6r0h/P6mFVw2NIdlm9LbVBezesj2ESv15nQY9XnZupgtG1sIDHqwhtj+Prw1GquujqXLqHq6XFTPgHtqsIXAzhci2fdGBAPvqzmtDFnt4uK96fx950CeHX9Szvojqby4cSR+YeO+C79h9pAtvLDxzHIq/18CFZd2oeubh075vvzyJMp/1rXZ658JM+2AbH81W76t0ba2Fmq791liy+FkKps8dYzrc4ilO4KN8tId6Yzve+h0SU9LWmI5O48k4fE68AdsbDmUzPj+B03rN+y8QgqLozlWFqXr9+5+nQh0OvVcjOgvS3FNSQJHsEgCMa1/nkFWYTKuJnY9WB5HboW580cinfUMSv+eZav7AuDz26mpNXbGhBUZMvMj00fstgBhDh92W4Bwh48Sl7FYP7J0MaOHbB9pjNF605qY1cVs2YQnBojtH7xROyIFUb38uItsJP0/L7bjj5vxg73UfX/mJlpWu7j5+2QqPKfKWV+Qil8Er729KImkyNN3rhqoS4/CHynvOdlsOyDbX82Wb2vWG0XLtOVUlF3TtDeAi4AC4EohhOlT6zpH1lFSEwlASU0EnSP1i8opiuf2yzcS43Tj9tm5qG8+uwvMB9u7dHgOKzedazo9gON7N+F7q4n736MIh0bZ9d3wnKv/BiiAPzy1EiE0li3vw+df9LGkjxm6Jlbhqgrnwdlr6dW9jP25CfzlvRG4Pfo7aTJkyECWj5S4Ivlw9WA++d0HeLwhbNybwsZ9qW2uiww9ZGO13sj0ebO6yCibmgIbrt0hxJ1/6ohE3sfhdPuZscMwrbSLZ2Ja+h4+z+ltKm3sV0VEf1OKu0cExdNTCejs/HS0dqD9okIqWKUPcJ0Q4jZN0/4XuAp4v/EPNE2bDcwGcEQZ6dlqGAlSnlscx8K1Q3jll59S53Ww72hn04UbYvdz0eA8Fnwy3FT6BjQ/2Kr9FD7dh7CcWrq8nMvhP/UDTZ9e9z08gdKyCGJi3Mx76ksOH4lm564kSzoZxW4X9Ekr5ZWFI9mT04U7b/yWGZOzeWfRBW0qQwayfCTK6WHMwFyunjuTqrpQnrn5SyZcsI/lWX3bVBcZeshERr2R5fNWdLFaNr4a2Pjf0Qx6pBpHp5ON2N6/RqDZIXWylVO+jbWLp2PO0Cz8ARtLDxjvNFaM60Lp5OA6wc6LC0j8x2GOzeqpK21HawcUbUtbTkUdEkJsO/4+C0hr+gMhxAIhRIYQIiPEGdmssNIaJwnHh0cTImsoqzV2bPqSrH7c9NrVzHnzSqrcYeSXGFs70cCIgYfZn59AeZWx6YWm+OId1AyPAU3D0zsSNLBV+XWnLy0LXt/lCmf9t6mk9y21pI8ZissiKC6LZE9OcFHc1xvT6JNmTA8ZMmQhw0cy+h6hsCyKihon/oCd1Tt6MijtWJvrIksPWcioN7J83qouZssm4IUNd8eQ8gsP3S4/GZ4g75Mwjq4JJWN+pd7nmhNYbRcbk9l3D+O65/HAV5eCibNO/DEOsGlg03CNTST8UPPTWY3paO1Ae0YIrU1ebUlbdmwaP3r4sThatGZ/GpMH7QVg8qC9rN6v70mggbjjQ7RJMVWM73+If2ebG8aWMQ0FUJMRg3NXNQCOo240nyAQpS8+TViYD6fTe+L9sKFHyc3Tv/tAFuWuYGOUco4LgKEDCskrMKaHDBmykOEjx8o7MaBHEWEOLyDI6FNA7jHj8+xWdZGlhyys1huZPm9VFzNlIwRs+V0UUb189PnlyemiY2sd7H8rglF/cRFiok9itV1sYHRKPrcM3sYdy3+O229u+sdecbKz1mlLOZ5u+jPU0doBRdvyo9juPe/KFWR0LyTW6Wb5nQt5be1w3v52GPMzv2Dq4D0Uujrx4OIrDMl87rrlxER48PltzF86mmoDW8UbCA/1ktGvgBfeH2MoXZdXcgnfXY29ykf3u76j/KquVI2LJ/H1w6Q8uAcRolF0e3fd01BxsXU8/sgaIDiEu+rrNLK2trxVfP7PVjA8pZDYcDdfzlrIqxuG43KH8cjF64h31vHqlcvYU5zAnMW/0J23V94dyaO3r8YREuBoURTzFxizjRUZsvMjw0d25SexantP3rn3Y/wBjX0FCfzrm36G5VjVxawereEjZutNY8z6fGvoYqZsSreEcHhJONF9fXw1NRSA/nfXkP2HTgS88J9bgjfxuMFehj5ZfVoZstrF5y9ZwYXJwTJeNXMhf84azm1DthBq9/PWxKVAcAHxU+suPqOMrq8fJGJvFfZqHz3v307plclE7Kki7HAdaODtHMqxm3q0qEtjzLQDreGvZsq3NfRoDQQd8xwbTVidhNVzkSbbvTVNux/oJIR48kxpIpJSRe8Z91q6rqPGet4iivVPBzVH4XXWI+Ge+6J1XY5cYn0HStIm69G9ZdGRont7I6w3MDL0qOwhZyC38y7jW/2b4vze+uLXdhPd+/4llmUA/PU1Fd27Me0punddorU6fOid/6Hu6OE262lE9j1HDHj5V21yrU0/n5clhMhoi2u1yYiNECIXGNjo8/NtcV2FQqFQKBRnQGB5gXl75Edxjo1CoVAoFAqFHn4Ua2wUCoVCoVDIpyNG9263HRthA5+1HdSY2aLYFJek0zQjv7Eux340z7KM2lTLRqXQaX1OO/nr9rNOR8Y6KhlrMKq7W/fX5K+tr3uo7CFnzULhaOs2Sdza/LEPeigeat2u5y46/QJeI2RVpVmWAdD5O+t1x1Fl3U9KB3WyLOPYcOtlI2NtDIA38uzrYrO+LE2BmopSKBQKhULRgWi3IzYKhUKhUChaD4EKgqlQKBQKhULRrlEjNgqFQqFQ/CRRQTDPGr+/bBVje+ZSVutk6gczALiidw53jNxEr/hyrvvoKr4r6tKsjCcnrmJs76CMq98MyogOdzM/cwXJMVUUuqJ4YPEVVLVwqqQMObJ0acAR6ue517/FERrAbhf8Z2VXPnij5eCGXd4/SOTOcvxRDvJ/e/4p/4tdeZTET/LJeXYYgU5nPlJ97sWrGNc9l7I6J1MWBfNy/4j1jO+Rh9dv43BlDI+uGU9Vvf4FqZERHu6/9T+kpZQjBDz/xhh2HWi+fEGOnzQmNamCJ25beeJzckIVby+9gEUrB+mWATBjVDaZGbvRgMWb+/HhN+e3mKa92FWWTeeNWsX4lDxK3U4mLZ0OwN2DN3Jpai5CaJS6nTy0fjxFdfoWC08fm83kkXtAQM7ReJ75aBz1vpabM9l6ALy74BNq6xwEAhr+gMZv7pvYYhrfsQClT3rwlwk0DSIzHUTPcOB3CUofc+MrFIQkayQ8E44tWt+Nx2y9sZqXppjxd5Bff83qIrt9NquHwjxnZSpK07T1Rn6/eFc6v25y9PSB0nju/nQCWQX6jlFfsiOdO/5xqoxZo7ayIbcbU16fyYbcbswauaVN5MjSpQFvvY1H7xjBf10/hv+6fjQXjComfWB5i+kqRyZQeOd5P/g+pNxDxG4X3rjQFmUs3pvO7GWn5mX9kVSm/N90Mv85nVxXDLOH6M8LwF03bmBTdjd+9eBVzH40k7xCfUHnZPhJYw4fi+XWuVdx69yrmP3MVNz1IazdmmZIxrldysjM2M3Nf53GzL9cw+jz8kiJd7WYrr3YVZZNP85JZ9bKSad89+auIUz+9FqmfHYNqwp6cNf5WbpkJcTUcM2Yncx6cRo3/PFabDbBZUNz2lyPxjz02GXcec8k3R0BzQ5x/x1K8j8iSHrLSfUiL96DASoXegnLsJP8zwjCMuy4Fnp162C23ljNS2PM+jvIr79mdZHdPluxSVsgRNu82pKz0rERQlxk5PdZhcm4mvSOD5bHkVuhP4jflsPJVDaRMa7PIZbuSAdg6Y50xvc91CZyZOlyEg13XfBpNSREYA8RoGN40d07Gn/ED59yE/6ZR0lmqq7d8pu/T6bCc2pe1hek4hdB19pelERSpP6ovpHOegalf8+y1cERJ5/fTk2tvicjGX5yJoadV0hhcTTHyoyFpEhLLGfnkSQ8Xgf+gI0th5IZ3/9gi+nai11l2XRTUTKuJvmp9p7sODtDvIYaP7stQJjDh90WINzho8Sl7xgD2XqYxZ5gI/S84HZ4W6SGI82Gr1hQ97WPTpOCdbLTpBDq1ujb/2ul3sjErL+D/PprVhfZ7bMVmyjMcVamojRNqxZCWD8EwSKdI+soqQkOOZfURNA50lxcGhlyrMqw2QQvLVzHOSm1fLaoB3u/MxcJNzK7DF9sKPUp1s8PAZiWvofPc3rr/n3XxCpcVeE8OHstvbqXsT83gb+8NwK3x1yEYVmYjQCdUxTP7ZdvJMbpxu2zc1HffHYXJFrWp6PY9Z4hG5jaax9V3lBu/GKKrjQlrkg+XD2YT373AR5vCBv3prBxX2qb69GAAP7w1EqE0Fi2vA+ff2Es+rOvMED9vgBhA2z4ywT2hGDn1dZZw1+mr5clq3yt5qW1/N0MMnWx0j63J5ucDrUrqpXRNG22pmmbNU3b7KvV/zQq6eqSntRkyDEuIxDQ+K8bxnDzLy6hb/8KevSqMn7Vej/xywspm5RiOO3pmDM0C3/AxtID+htHu13QJ62UJSvP49ePZeL2hDBjcrYUfcwSYvdz0eA8Vmf1NJw2tziOhWuH8MovP+Xlm5ex72hny4v1OopdAV7cNoKxH9/IkkN9uCF9p640UU4PYwbmcvXcmUx58gacoT4mXLCvzfVo4L6HJ3DXvZN47OlLmDxxLwP7H9OdNlArKH7YQ9w9odg6neoXmqbpPmNUVvlayQu0jr+bpfV0MdY+tyeb/FRoVx0bIcQCIUSGECIjJELOiEFzlNY4STg+nJ8QWUNZrbkowDLkyNKlptpBdlZnLhhVbDito9hDSKmH7vN2kPb4VkIq6un+3E7slcZPKc3su4dx3fN44KtLMXICdHFZBMVlkezJCS4S/HpjGn3SSg1fXyYjBh5mf34C5VXmTm1ektWPm167mjlvXkmVO4z8EnNrH6Bj2bUxSw72YUIPfcPzGX2PUFgWRUWNE3/AzuodPRmUZuwGLEOPBkrLgn7hcoWz/ttU0vvqs6vwCUoe9hD5sxAixgcHz+3xGv6SAAD+kgD2OH1lLKt8zealMTL93SqydLHaPrcnmzQmuP5Fa5NXW9KuOjZtzZr9aUwetBeAyYP2snq/8SdyWXKsyIiO9RDZKbjIMDTMz5ARJRzOM94xrO8WwaFnLyD36aHkPj0UX2wo+Q8NxB/d8iLixoxOyeeWwdu4Y/nPcfuNDYWXu4INdMo5wcV1QwcUkldgblpNFmanoRqIOz5snRRTxfj+h/h3trHh/QY6ml17RFWceH9Zai4HXfrWUhwr78SAHkWEObyAIKNPAbnHzK+jMqsHQFiYD6fTe+L9sKFHyc1r2a5CCErn1uNI04ieebIsnWNCqP4suK6m+jMfzrH6VgvIKF+zeWmKLH+XgSxdrLbx7ckmPwU0cRZilutZY+M8J1X0/OW9AMz/2QqGpxQSG+6mtNbJqxuG43KH8cjF64h31lFVH8ae4gTmNFlRH1J78v28K1eQ0b2QWKebshonr60dzqr9PZmf+QXnRFdT6OrEg4uvoNId3qzuMuSYldHtk9PHikrrXcm9T2Rjswk0m2Ddl+fw4Vunrzi7Hz45zdT1bwdw7q/EXu3DFx1C2cQUKi86uZ0y7fGt5D848AfbvcNKTsYAev6SFVyYfLJs/pw1nNuGbCHU7qfiuP7bi5J4at3Fp8hoLlbUud1Lue/WdThCAhwtimL+gjFUn2Eh5LHhJ7836yedd515gWZ4qJf/nfch1/12BjXuM3fwmosVteDWxcREePD5bfzp81FsOngNZ+zPAAAgAElEQVT6qb7GsaLOpl1l2BTAE3+ybXlx9JdcmFRIXLib0jonL2VnMC45n54xFQSERmFNFI9/O4Zjdac2C4lbT98+3TJhE5cNOYg/oLGvIIF5/7gYr//0ZdA4VpRZPc4UK6prUhWPP7IGCE4Hrfo6jY/+7/THAaT++eRIkHubn6I5bhy9NdCC+sXe7iB0oJ2SR934vxfYzwlu97bHnPq0e/CRH+5kBGP15nSxoozkBc4cK0qvvwPUJZ7Mm1lfay4+kxFdGmJFWWnjHTWn10WvHnv+9SI1xYfbbHjD2TtZ9Hphdptca1fmU1lCiIy2uNaPomNjlsYdm47AmTo2RmjcsTFL446NWWQFwWx8EzZLcx0bvbSfIJjW7SrDpnBqx8YsZ+rYGKG9BMFs3LGxwpk6NkZoL0EwG3dszNKegmCeqWOjF9WxkcNZ2RXVHnZEKRQKhULxU+csjG20Oj/pNTYKhUKhUCg6Fj+KkAoKhUKhUCjk0xHPsWm3HRthA7+5Hc8niM4LyFFGAuXnWR8cE5XGz6ZpSs+Pra8nOTTNsgh8kdbXpICcdVSRa/ZYluG6eaBlGZ3yrY8JV6YZ28F2OmSsjQE562NqE63Xm+R11n2+8lzrx0+szpGzE6a7BBmFv7VuE+826zdEGT7vmVLR8o90YFtp/YRyR621/Gjt55b1o0ZNRSkUCoVCoegwtNsRG4VCoVAoFK2HoO0Pz2sL1IiNQqFQKBSKDoMasVEoFAqF4idKB9zt/ePo2My9eBXjuudSVudkyqIZANw/Yj3je+Th9ds4XBnDo2vGU1Wv/2Cx6WOzmTxyDwjIORrPMx+No95nzBxmZcjOT0JXD/c9t5e4zvUIofHv/+3Kv97rZigvAJERHu6/9T+kpZQjBDz/xhh2HejSbJou7x8kcmc5/igH+b89/5T/xa48SuIn+eQ8O+wHpxefidSkCp64beWJz8kJVby99AIWrTzzCagNPDlxFWN751JW6+TqN4N2jQ53Mz9zBckxVRS6onhg8RVUuVu2qxWbytSjgRmjssnM2I0GLN7cjw+/Ob/FNDJkzBu1ivEpeZS6nUxaOh2Auwdv5NLUXITQKHU7eWj9eIrq9C+uNVtvZNvViq9ZzU/i6/lEbK3EHx3CkfknD9yLXl5M9BclYNOoHRpN2cxk3XqYqb8AMa8UEra5mkBMCCUv9wIg9o9HCCkIHuKn1QQQkTZK/tTrjDJao402468y8tIa9VfG/Uahn7M2FaVp2nq9v128N53Zy049Rnv9kVSm/N90Mv85nVxXDLOHbNF97YSYGq4Zs5NZL07jhj9ei80muGxojn7lLcqQnR+/X+PN53rx619kcO+Mwfzi+qOknms8OvpdN25gU3Y3fvXgVcx+NJO8wpYDtVWOTKDwzh+ehBpS7iFitwtvnLFdOoePxXLr3Ku4de5VzH5mKu76ENZuTdOVdsmOdO74x6l2nTVqKxtyuzHl9ZlsyO3GrJH67GrFpjL1ADi3SxmZGbu5+a/TmPmXaxh9Xh4p8S7d6a3I+DgnnVkrJ53y3Zu7hjD502uZ8tk1rCrowV3nZ+nWw0q9kW1XK77WgNn8VI2N5+hDp95cw7+rImKziyPPpnPkj+dRMSnRkC5m6i9A3SWxlD2eesp3FQ+kUPKnXpT8qRfuUVG4R0U1K0N2m2bWX2XkRbafybjftBoqCKZchBAX6f3t5u+TqfCc2jteX5CKXwTV316URFKksRu53RYgzOHDbgsQ7vBR4jIeudmsDNn5KS8OJWdX8DDnupoQ8nOcJCQZOzI90lnPoPTvWba6LwA+v52aM8SZaYy7dzT+iB8+eST8M4+SzFQjAah/wLDzCiksjuZYWfMNUQNbDidT2eQpalyfQyzdkQ7A0h3pjO97SJcsKzaVqQdAWmI5O48k4fE68AdsbDmUzPj+xo7nNytjU1Eyria+Wu092Vl1hngNn1xqtt7ItmtjjPpaY8zkx92vE4FOpx55EP1lKa4pSeAItgOBGP2BTs3WX4D6ARGITmc4fkEInP+ppG5M850k2W2aWX+VkZfW8DMZ9xuFfs7aWJieeFF6mZa+h89zeuv+fYkrkg9XD+aT332AxxvCxr0pbNyX2nJCyTLOhNH8NKZLNzfn9qthz3ZjDXTXxCpcVeE8OHstvbqXsT83gb+8NwK3x1gUaYDI7DJ8saHUp1g7+8NqVG2AzpF1lNQE9SipiaDz8Si7RjBrU1l65BTFc/vlG4lxunH77FzUN5/dBcae5mXIaMw9QzYwtdc+qryh3PjFFN3pZNcbGeUL5n1NZn4c37sJ31tN3P8eRTg0yq7vhudcfTdAmfW3MaG76vDHhuBPtnY+ktE2Tba/grW8WPGz1rxXSKEDLrJpV7uiNE2brWnaZk3TNvtr9PXu5wzNwh+wsfSA/sOvopwexgzM5eq5M5ny5A04Q31MuGCfIV1lyDgdZvLTQHiEn9++vJsF83pRV2Osz2q3C/qklbJk5Xn8+rFM3J4QZkzONqyDVu8nfnkhZZOsBdsMsfu5aHAeq7N6WpJzKprh0QUrNpWlR25xHAvXDuGVX37KyzcvY9/RzgQMDu3KkNGYF7eNYOzHN7LkUB9uSN+pO11r1ZsgxssXrPmazPxofrBV+yl8ug9lM5Pp8nKu7kA+supvU8LXunCPibYkw0ybJttfQU5eghjzs9b1ecXpaFcdGyHEAiFEhhAiwx7Z8tN+Zt89jOuexwNfXYqROY+MvkcoLIuiosaJP2Bn9Y6eDEo7ZkhXGTKaYjY/APaQAL99eRerlyayfkWC4WsXl0VQXBbJnpzgYsOvN6bRJ63UsBxHsYeQUg/d5+0g7fGthFTU0/25ndgrjU2NjRh4mP35CZRXWRuyLa1xknB8CDwhsoayWv3HWVu1qSw9AJZk9eOm165mzptXUuUOI79E3/oJ2TJ+IPNgHyb00D8tJrveWLUrWPM1mfnxxTuoGR4DmoandyRoYKvy60orq/6egl8Q/k0VdaPNdwastGlS/dViXqz4WWvcK2Si1ti0I0an5HPL4G3csfznuP3GhluPlXdiQI8iwhxeQJDRp4DcY8aO05YhozFW8gOCu+fu53BOBJ+8Y26kpNwVbBhTzgku0Bs6oJC8gljDcuq7RXDo2QvIfXoouU8PxRcbSv5DA/FHGxv+lTENBbBmfxqTB+0FYPKgvazer/ep3LpN5egRJO740HdSTBXj+x/i39nGR/RkyADoEXXyCPvLUnM56NLv97LrjVW7gjVfk5mfmowYnLuqAXAcdaP5BIEofaFHZNXfxoRtr8GXEkYgwdx0lrU2TZ6/gvW8WPEz2T6vaJkfxX6z5y9ZwYXJhcSGu1k1cyF/zhrObUO2EGr389bEpUBwcdpT6y7WJW9XfhKrtvfknXs/xh/Q2FeQwL++6WdIJysyZOen/7BKLs0s4tDeCF75JLha/90X09j8dbyhPL3y7kgevX01jpAAR4uimL9gTItpuv7tAM79ldirfaQ9toWyiSlUXtTyFtPmCA/1ktGvgBfeb/n6jZl35QoyuhcS63Sz/M6FvLZ2OG9/O4z5mV8wdfAeCl2deHDxFbpkWbGpTD0aeO665cREePD5bcxfOppqA1tNrch4cfSXXJhUSFy4m7XT3uOl7AzGJefTM6aCgNAorIni8W/1l5OVetMadjXraw2YzU+XV3IJ312NvcpH97u+o/yqrlSNiyfx9cOkPLgHEaJRdHt30PQ/6ZqpvwCxLxQQurMGW6WfLrfsp2pGInWXxxK+tlL31I3sNg3M+auMvMj2Mxn3m9bEzPRte0cTZylXmqZVCSHOuBozvFuq6DHnXkvXiNvTfiKKyQiC2fN/9K9lOBOeDOuB+A5Ns94fTl0ux+9cadZ1SX7Xul0LJQTBdNS0jxamIl2OnPYSBDMmV0LAx0jrehRPcVuWAdD9TesBZIt/Yz16rHeb9VGHjhYEM6LY2j1n5/I/UV16uM3mbcLP7SZS5t3eJtfKmf67LCFERltc66yM2Gia1hkoOxvXVigUCoVCEdwQpWJFSUDTtGTgG+D5tr62QqFQKBSKjk2bj9gIIQqBvm19XYVCoVAoFI0QQAccsflRLB7uCEhZ79MtybKI/AnWDtoC6LrO+ry4N1JOZfJJOMCz5uIfhoQwiqezBD2sb74idq91GecM+d66EKCs7BzLMjrvsr4+pjbR+poUR611nx937n7LMgAOYt1fO31kfau/o8Z62chYIydjrQ9Aj2+rLMuoPNfaoaQKOfxot3srFAqFQqFQNEWN2CgUCoVC8ROlI273ViM2CoVCoVAoOgxqxEahUCgUip8qHXDE5kfRsZl78SrGdc+lrM7JlEUzALh/xHrG98jD67dxuDKGR9eMp6pe/2ms08dmM3nkHhCQczSeZz4aR73PmDnaiwwAm03w0qsrKS0N58nfjtaVZt6oVYxPyaPU7WTS0ukA3D14I5em5iKERqnbyUPrx1NUp39B3Nm0ye8vW8XYnrmU1TqZ+kHQT67oncMdIzfRK76c6z66iu+K9J+KnJpUwRO3rTzxOTmhireXXsCilYOaTSfDX1ujbGaMyiYzYzcasHhzPz785vwW0zheKMa+oRYRa8ezILi6WcvxEPpyKdQLsEP9XQmI85qve+2lbJpixiZNMeOvvmMBSp/04C8TaBpEZjqInuHA7xKUPubGVygISdZIeCYcW7S+hfaRER7uv/U/pKWUIwQ8/8YYdh0wdgq4jPprtmyenLiKsb2DPnL1m0EfiQ53Mz9zBckxVRS6onhg8RVUNXMCcWvcK95d8Am1dQ4CAQ1/QOM3903UnbYBWe28Qh9tNhWlaVqapmmmjnhdvDed2ct+ccp364+kMuX/ppP5z+nkumKYPWSLbnkJMTVcM2Yns16cxg1/vBabTXDZ0BxDOrUXGQ1cOW0/h/PPeJDzafk4J51ZKyed8t2bu4Yw+dNrmfLZNawq6MFd52fplne2bbJ4Vzq/XnyqnxwojefuTyeQVZBsSA+Aw8diuXXuVdw69ypmPzMVd30Ia7emtayHBH+VXTbndikjM2M3N/91GjP/cg2jz8sjJd7VYjr/FZ3wPNP1lO8cb5bhvSEWz2vd8N4Uh+Otls/abC9l0xizNmmMWX/V7BD336Ek/yOCpLecVC/y4j0YoHKhl7AMO8n/jCAsw45roVe3LnfduIFN2d341YNXMfvRTPIKje18ktUemS2bJTvSueMfp/rIrFFb2ZDbjSmvz2RDbjdmjWy+3si+VzTw0GOXcec9k0x1amS28/JpmwCYKgjmadj8fTIVnlN72OsLUvGLoPrbi5JIOh55VS92W4Awhw+7LUC4w0eJy/i+4fYio3NCLcNHHGX5MmMBADcVJeNqYtdq78nt4M4Qr+GFZWfTJlmFybiaPM0dLI8jt8L6dtBh5xVSWBzNsbKWO48y/FV22aQllrPzSBIerwN/wMaWQ8mM799yVO7AICdENWkmNA2tJnh8gVYTQMS3vJ26vZRNY8zapClm/NWeYCP0vKDdbJEajjQbvmJB3dc+Ok0KPsl3mhRC3Rp9W6ojnfUMSv+eZauDR4T5/HZqao3HE5NRfxtjpGy2HE6msomPjOtziKU7gjE+lu5IZ3zfQ83KaI17hQxk21XRPGcrpEIv4J/AbCHEJqvypqXv4fOc3rp/X+KK5MPVg/nkdx/g8YawcW8KG/elGrpme5EBMOfO7by94HycEfqf7prjniEbmNprH1XeUG78YorudO3JJrKRFW0cjPtrY8yWTU5RPLdfvpEYpxu3z85FffPZXZBoSgfvr+MJffR7Qt4oQxPgedH6eTVWMFs2Mmwiw199hQHq9wUIG2DDXyawJwRvwrbOGv4yfb3XrolVuKrCeXD2Wnp1L2N/bgJ/eW8Ebo/+aNatUfes1pvOkXWU1ASnW0tqIuh8POK3WczUPQH84amVCKGxbHkfPv/CWLy99tqmnaADrrE5GyEV0gl2an7ZtFOjadpsTdM2a5q22V+jr1c9Z2gW/oCNpQf0O1uU08OYgblcPXcmU568AWeojwkX7DOSjXYj48KRhVSUh3Fgv5xDqgBe3DaCsR/fyJJDfbghXf/sYXuxiWxC7H4uGpzH6ixjI2Knw4y/NsZs2eQWx7Fw7RBe+eWnvHzzMvYd7UzA5PBwyKdVeOd0xvNBd7xz4nH8T4kpOTKwUjYybGLVXwO1guKHPcTdE4qt06nX1jQNdKpjtwv6pJWyZOV5/PqxTNyeEGZMzjaSFel1T2a9CaJZ2ppstu7d9/AE7rp3Eo89fQmTJ+5lYP9jhtK3xzato9PWHZtE4F/A9UKI7U3/KYRYIITIEEJk2CNbXhSZ2XcP47rn8cBXl6K7BQAy+h6hsCyKihon/oCd1Tt6MijNmLO2Fxn9B5Qy8qKj/O2DZTz02AbOH1LM/Y9sNCTjTCw52IcJPfQPzbcXm8hmxMDD7M9PoLzK2vCxWX89HUbLBmBJVj9ueu1q5rx5JVXuMPJLzJ0+a19RRWB00Bb+sZHY9nlMyZGB1bKxahMr/ip8gpKHPUT+LISI8cHBc3u8hr8kOM3nLwlgj9PnJ8VlERSXRbInJ7hY+OuNafRJK22zvJwOGfWmtMZJwvGpo4TIGspqnabkWKl7pWVB/V2ucNZ/m0p637NrV6kI1BobCbiAfEDftp1mGJ2Szy2Dt3HH8p/j9usfbgU4Vt6JAT2KCHN4AUFGnwJyjxkb8WgvMt55axA3zZjEr66fyHNzR5C9LZHn511oSEZjekRVnHh/WWouB1369WkvNpGNjGkoK/7agJWyAYg7PoyfFFPF+P6H+He2uVEj0TkEW7YbANs2NyLZXH5kYLVsrNrErL8KISidW48jTSN65kn7OceEUP1ZcF1N9Wc+nGP1rRYodwU7NinnBBc/Dx1QSF5BbJvk5UzIqDdr9qcxeVAwTsjkQXtZvd/46I+VuhcW5sPp9J54P2zoUXLzzq5dFS3T1mts6oGpwHJN06qFEH/Xk+j5S1ZwYXIhseFuVs1cyJ+zhnPbkC2E2v28NXEpEFwU9tS6i3UpsSs/iVXbe/LOvR/jD2jsK0jgX9/0M5SR9iLDCi+O/pILkwqJC3ezdtp7vJSdwbjkfHrGVBAQGoU1UTz+7Rjd8s62Teb/bAXDU4J+8uWshby6YTgudxiPXLyOeGcdr165jD3FCcxpsjunOcJDvWT0K+CF9/XbQYa/yi4bgOeuW05MhAef38b8paOpbmbbbAOOeUXYs93g8hN+fT7eG+Pw3p2A47VS8AOhGvV3J7Qop72UTVPM2KQxZv3Vsz1A7ec+HL01jt4Q7FzF3u4g+mYHJY+6qVlSi/2c4HZvvbzy7kgevX01jpAAR4uimL/AmF1ktkdmymbelSvI6F5IrNPN8jsX8tra4bz97TDmZ37B1MF7KHR14sHFVzQrQ/a9Ii62jscfWQMEp/tWfZ1G1lZju/jOdjvfIh1wjY0m2ug8ZU3T0oBPhRADNU2LBVYAvxdCLDnd78O7pYoec+61dE0pgSfbEbHbjQ2Bno79v2z5JtQSiVvbT02o7GF90FFGoMWiC6w/I/ic1u0qIwimc7qkIJhfqSCYjRlwzw7LMgAOPmI9CGZdF+ujbI4a6+2rjCCYMgLQAvT47OwHwdy5/E9Ulx5us3mbsJ4p4pyn7mqTa+Xd/EiWECKjLa7VZiM2QohcYODx9xXA8La6tkKhUCgUitPRtutf2oIfxTk2CoVCoVAoFHpQHRuFQqFQKH6qiDZ6tYCmaW9rmlbUOEKBpmlPappWoGnatuMvXUc/t9tgFY4aQZcsa/Prpf0lzN/Gy1lP0ucd62d91PS2vpI+8oj1YUdnUb1lGY4q6zIAvh9t/QRPj46Tc1si8ohlEdgjrJdNly/yLMsoiOxhWQZA51zr62MOT7Buk+i91mVUd28/w/Uy1scUD7Wen8gj7eP2IWstZV1Xc1vJG2N13ZHmbz/rF88C7wB/BhY2+f5FIcTzRgSpERuFQqFQKBRnFSHE10DLged0oDo2CoVCoVD8VGm7qaiEhsgCx1+zdWp4l6Zp2cenqnRNW6iOjUKhUCgUitampCGywPHXAh1pXgPOBYYAR4EX9FyofUySKhQKhUKhaFsE0MbhDowghDgRe0LTtDeAT/Wk+9F1bFKTKnjitpUnPicnVPH20gtYtHJQs+l+f9kqxvbMpazWydQPZgBwRe8c7hi5iV7x5Vz30VV8V9SlxevPG7WK8Sl5lLqdTFo6HYC7B2/k0tRchNAodTt5aP14iur0H9RkswleenUlpaXhPPlb49EmzNrkyYmrGNs7aJOr3wzaJDrczfzMFSTHVFHoiuKBxVdQZeA01sgID/ff+h/SUsoRAp5/Ywy7DrRs18a8u+ATauscBAIa/oDGb+7TtRCeLu8fJHJnOf4oB/m/Pf+U/8WuPEriJ/nkPDuMQKczL76UUb4y7CrLXxtwhPp57vVvcYQGsNsF/1nZlQ/e6NtiOtk+YtZXQU75ysjP3ItXMa57LmV1TqYsCsq4f8R6xvfIw+u3cbgyhkfXjKeq/swyfMcClD7pwV8m0DSIzHQQPcOB3yUofcyNr1AQkhw8edgWre/GM31sNpNH7gEBOUfjeeajcdT7Wm7i24vPt0Z7ZNYmDVjxV5kyfqpomnaOEOLo8Y9TAV2Rf8/KVJSmadVm0x4+Fsutc6/i1rlXMfuZqbjrQ1i7Na3FdIt3pfPrJse1HyiN5+5PJ5BVoP+I7I9z0pm1ctIp3725awiTP72WKZ9dw6qCHtx1fpZueQBXTtvP4fwoQ2kaY9YmS3akc8c/TrXJrFFb2ZDbjSmvz2RDbjdmjdxiSJe7btzApuxu/OrBq5j9aCZ5heYCLT702GXcec8k3Z0agMqRCRTe+cNTWUPKPUTsduGNC21RhozylWFXWf7agLfexqN3jOC/rh/Df10/mgtGFZM+sLzFdLJ9xKyvgpzylVI2e9OZvexUGeuPpDLl/6aT+c/p5LpimD2keRmaHeL+O5Tkf0SQ9JaT6kVevAcDVC70EpZhJ/mfEYRl2HEt9LaYJ4CEmBquGbOTWS9O44Y/XovNJrhsaI6utO3F52X7mhWbNGDFX2XKaE2EaJtXS2ia9iHwDZCuadoRTdNuAeZrmrZD07RsYDxwj548/ajX2Aw7r5DC4miOlbXcKcgqTMbVpKd/sDyO3ApjW6g3FSXj8pwqp9p7skF1hnh1FWIDnRNqGT7iKMuXGQ/udjqM2GTL4WQqm9hkXJ9DLN2RDsDSHemM73tI97UjnfUMSv+eZauDIwE+v52aWmOxd6zg7h2NP+KHT2MJ/8yjJDNV1wGbMspXhl1l+etJNNx1QduEhAjsIULXELRsH2mMEV8FOeUrIz+bv0+moomPrC9IxS+Czen2oiSSjkekPhP2BBuh5wWPGbBFajjSbPiKBXVf++g0KZjHTpNCqFujf8u83RYgzOHDbgsQ7vBR4tJ3FEJ78fnW8DWzNjkdRv21tWR0VIQQ1wkhzhFCOIQQKUKIt4QQNwohBgkhzhdCTGk0etMsP7qpqMbIiB4ri3uGbGBqr31UeUO58YsputPNuXM7by84H2eEviezlrBqk86RdZTUBIecS2oi6Hw8+rEeuiZW4aoK58HZa+nVvYz9uQn85b0RuD3Gzt0QwB+eWokQGsuW9+HzL8xFoQaIzC7DFxtKfYq1GC5my7cBK3aVhc0meGnhOs5JqeWzRT3Y+52xKMUNyMqLjPoro3xll8209D18ntNb9+99hQHq9wUIG2DDXyawJwQ7SLbOGv4yfU9JJa5IPlw9mE9+9wEebwgb96awcV+qKf0baA8+b0WGbJvI8Nf2dM86QQc8Oqddjdhomja7YSuYt775J54Qu5+LBuexOkvOSIdVXtw2grEf38iSQ324IV3XNCAXjiykojyMA/vlhLCXbxPN0OiT3S7ok1bKkpXn8evHMnF7QpgxOdvwVe97eAJ33TuJx56+hMkT9zKw/7GWE50Grd5P/PJCyialmErfGDPl24xmhuwqi0BA479uGMPNv7iEvv0r6NHLetA/s3mR4asyy7eRVEtlM2doFv6AjaUH9HXGA7WC4oc9xN0Tiq3TqUNOmqbpDuMT5fQwZmAuV8+dyZQnb8AZ6mPCBfuMqn8K7c/njcmQaRMZ/tre7lkdmXbVsRFCLGjYCuYIbf4JbMTAw+zPT6C8yvrJszJZcrAPE3oc1PXb/gNKGXnRUf72wTIeemwD5w8p5v5HNpq+tgyblNY4STg+jJ4QWUNZrf7TOIvLIigui2RPTnBR69cb0+iTZjwieWlZUH+XK5z136aS3tdcVHNHsYeQUg/d5+0g7fGthFTU0/25ndgrzZ96bKR8G2PFrrKpqXaQndWZC0YVm0ovIy8yfFVW+coqm8y+exjXPY8HvroUPT0S4ROUPOwh8mchRIwPDp7b4zX8JcHTa/0lAexx+no2GX2PUFgWRUWNE3/AzuodPRmUZu6BoCln0+etyJBpExn+2l7vWQitbV5tSLvq2BihPQ3p9YiqOPH+stRcDrr0jcC889YgbpoxiV9dP5Hn5o4ge1siz8+70LQeMmyyZn8akwftBWDyoL2s3q//6aLcFezYpJzjAmDogELyCoxNd4SF+XA6vSfeDxt6lNw8c1Mm9d0iOPTsBeQ+PZTcp4fiiw0l/6GB+KNbXmTaGLPl2xgrdpVBdKyHyE5Bu4aG+RkyooTDeeamb2TkRYavyipfGfkZnZLPLYO3ccfyn+P2tzz1KoSgdG49jjSN6Jknf+8cE0L1Z8F1NdWf+XCO1bda4Fh5Jwb0KCLM4QUEGX0KyD1mfiS4vfi8FRkybdJhp6E6KD/KNTbhoV4y+hXwwvtjdKeZ/7MVDE8pJDbczZezFvLqhuG43GE8cvE64p11vHrlMvYUJzCnyU6Uprw4+ksuTCokLtzN2mnv8VJ2BuOS8+kZU0FAaLWaKKAAACAASURBVBTWRPH4t/r1koUZm8y7cgUZ3QuJdbpZfudCXls7nLe/Hcb8zC+YOngPha5OPLj4CkN6vPLuSB69fTWOkABHi6KYv8CYLeJi63j8kTVAcGpr1ddpZG3Vtwuo698O4Nxfib3aR9pjWyibmELlRca2mssoXxl2leWvDcQneLj3iWxsNoFmE6z78hw2rUtqMV1r+IgZXwU55SsjP89fsoILk4Nls2rmQv6cNZzbhmwh1O7nrYlLgeAC4qfWXXxGGZ7tAWo/9+HorXH0huC6kdjbHUTf7KDkUTc1S2qxnxPc7q2HXflJrNrek3fu/Rh/QGNfQQL/+qafrrTtxedl+5oVmzTGrL/KltFaaB1wjY0mzjBpqWnaKzSzrEgI8RvTF9W0aiFEp+Z+ExWbIoZc/N9mLwGoIJinw5Vm3Sadv/NYliErCOa+m60P69prrA9cyggu6pMwQt3jAwlBMKfKCYIZ026CYFoPcurpbFkEo3++3boQ4LsXrZ9/IicIZvs42C2iWE4QTKsBLGWwbc1LVFW0nWHD0lLEOb+1dp/VS97sB7OEEBltca3m7nKbW+uiLXVqFAqFQqFQtDIn4zh1KM7YsRFCvNv4s6ZpEUKI2tZXSaFQKBQKhcIcLY7Ba5o2StO0XcCe458Ha5r2aqtrplAoFAqFohVpox1RbbwrSs+Ciz8BE4AlAEKI7ZqmjW1VrQBfQoDyW6ydsxH9kbnj/BtT7pSzcUzG+pjaROtrBWTgi5Shh7GdK2ei77vWBxFLB1mfGa1Itz6em7zOb1mGu29XyzLSrjZ27PyZcN9vbGHv6ei6ztrBigDFQ62XzbmLTEeBOcFq5/kt/0gHiRLmDnwJEg4EPWK9DstYryenPZKzJrM21Vodrt/WPtYt/djRddcWQhxu8pX1FlihUCgUCoVCMnq6qIc1TbsIEJqmOYD/Bna3rloKhUKhUChanQ64eFjPiM2vgTuBbkAhMOT4Z4VCoVAoFIp2RYsjNkKIEuD6NtBFoVAoFApFW9IBR2xa7NhomtYLeAkYSdAE3wD3CCGMBw8xScwrhYRtriYQE0LJy70AiP3jEUIKgoe8aTUBRKSNkj/10i1z+thsJo/cAwJyjsbzzEfjqPc1b465F69iXPdcyuqcTFk0A4D7R6xnfI88vH4bhytjeHTNeKrqw3TrkZpUwRO3rTzxOTmhireXXsCilcYO4ZoxKpvMjN1owOLN/fjwm5YXKj45cRVje+dSVuvk6jeD+YkOdzM/cwXJMVUUuqJ4YPEVVLn15UdWXiIjPNx/639ISylHCHj+jTHsOmBsIeq7Cz6hts5BIKDhD2j85r6JhtKDOZsCzBu1ivEpeZS6nUxaOh2Auwdv5NLUXITQKHU7eWj9eIrq9C2MPZt2rX/Whf8bD1qcjfB3EgAIHPBS/0IV1Am0rjZCfxeDFql/kb2MsjFTf0F+2ZjNT2voYdYmSW8fIjLbhT8qhLzfDwSg878KiPm6BF9UMH3ptG7UnH/m0Cay2xKw3g6YrTe/v2wVY3sG8zL1g2Beruidwx0jN9ErvpzrPrqK74qa16PL+weJ3FmOP8pB/m9PbTdiVx4l8ZN8cp4dRqBTy+E3FMbRs8bm78BfgKnHP88APgRGtJZSTam7JJaaiXHEvnT0xHcVD5yM6Bv19jGEgYY1IaaGa8bsZOb8a6n3hvD7m1Zw2dAclm1Kbzbd4r3p/H3nQJ4df7KyrD+SyosbR+IXNu678BtmD9nCCxtH6dbl8LFYbp17FQA2LcCi5/7O2q1putMDnNuljMyM3dz812n4/HZevvkz1u7twZGy5neFLdmRzkdZA5k7+WR+Zo3ayobcbvzt22H8auQWZo3cwkur9eVHRl4A7rpxA5uyu/HUy5cQYvcTFmbuBNuHHruMyip9R9I3xaxNAT7OSee9vQP54//76sR3b+4awp+2B+OA3XTeDu46P4vHN+jbXHg27Wr/uZOQaRHU/8F14rv6+ZU47ojCPiQU32d1+D6qxXGLsZ1lVsrGbP0F+WXTgNH8yNbDik0q/18CFZd2oeubh075vvzyJMp/pm+Xney2BKy3A2brzeJd6fx9+0D+cMXJvBwojefuTyfwxKVf67p25cgEXBcnkbTw1B2GIeUeIna78MbJ2RUqhQ44YqOnNxAhhHhPCOE7/nofMNcimaR+QASi0xm29AmB8z+V1I0xtrXbbgsQ5vBhtwUId/gocbV8nv3m75Op8Jz6xLG+IBW/CJpxe1ESSccj0Zph2HmFFBZHc6wsylC6tMRydh5JwuN14A/Y2HIomfH9Wx5Q23I4mcomT1Dj+hxi6Y5gY7h0Rzrj+x46XdIWMZuXSGc9g9K/Z9nqvgD4/HZqavU/5cnCrE0BNhUl42riJ9Xekw2ZM8TLGSKZtEhb29U+OBSiTm0mxBE/tsHBJ03b8FD8a9yGdJGBmfoLrVs2RmgNPczapC49Cn+kta3OstsS2e2AkXqTVZiMq0leDpbHkVuh/8gOd+9o/BE/tGnCP/MoyUzVE/xdYYEzerOmafHH336uadrDwEcE+3bTgWUtCdY0LQ34N/AtcBGwCfgb8BTQBbheCLHRgu4AhO6qwx8bgj9Zfw+4xBXJh6sH88nvPsDjDWHj3hQ27ku1qgrT0vfweU5v0+nNRn/NKYrn9ss3EuN04/bZuahvPrsLEk3p0DmyjpKa4PB3SU0EnSPrTMkxm5euiVW4qsJ5cPZaenUvY39uAn95bwRuj7EhWwH84amVCKGxbHkfPv+ij6H0Mm3awD1DNjC11z6qvKHc+MUUUzLOtl0BbGkhBNZ5sI8Jx7/KjSgyFmPHatm0Rv21UjZW8yNDj9awSexXRUR/U4q7RwTF01MJGOz8WGlLZPortI/I2pHZZfhiQ6lPsX42kzQEbX54XlvQ3IhNFsF4UdcCc4BVwGrgdoKdGz30Bl4Azjv+mgmMBu4HHm36Y03TZmuatlnTtM3+Sn0Hr4WvdeEeE61TnSBRTg9jBuZy9dyZTHnyBpyhPiZcsM+QjKbMGZqFP2Bj6QFzjVqI3c9Fg/NYndXTcNrc4jgWrh3CK7/8lJdvXsa+o50JSHFWzdTTq5W82O2CPmmlLFl5Hr9+LBO3J4QZk7MNy7nv4Qncde8kHnv6EiZP3MvA/scMpW8Nm764bQRjP76RJYf6cEP6TsPp24NdARwPReNbXIf7tlKoE2DwXmO1bFqj/lopG6v5kaGHbJtUjOvCoWcHkfdEf3yxDhL/0fQoM6MYa0tk+quVeiMLrd5P/PJCyialtPxjhWXO2LERQvQUQvQ6/rfpS+8q3UNCiB1CiADwHbBSBMOJ7wDSTnPNBUKIDCFEhj1axzCqXxD+TRV1o411bDL6HqGwLIqKGif+gJ3VO3oyKM18Y5TZdw/juufxwFeXYnaMccTAw+zPT6C8ylyI5yVZ/bjptauZ8+aVVLnDyC8xd+pyaY2ThOPTaQmRNZTVOg3LsJKX4rIIissi2ZMTXJz39cY0+qSVGpZTWha8tssVzvpvU0nva1yGLJv+QO7BPkzoYXztfXuwK4CtRwhhL8QR/kZn7JeGoyUbO/nVatnIrr+NMVM2MnzNqh6ybeKPcYBNA5uGa2wi4YeMT7FbaUtk+qvVtlUGjmIPIaUeus/bQdrjWwmpqKf7czuxV9afNZ0a0ETbvNoSXStuNU0bqGnatZqm3dTw0im/8XnZgUafA+hbuNwsYdtr8KWEEUgw9sh4rLwTA3oUEebwAoKMPgXkHjMX8mB0Sj63DN7GHct/jttvfoW71aHSuOPDvEkxVYzvf4h/Z5sbOVqzP43Jg/YCMHnQXlbvN/6UYyUv5a5gg5ZyTnCx6tABheQVnHk3xukIC/PhdHpPvB829Ci5ecZkgDybAvSIqjjx/rLUXA66jPvb2bZrA6I8OPUkAgLfwhpCpui/YcgoG5n1F6yVjSxfs6qHbJvYK07ecDttKcfTzfgDjpW2RKa/todpqPpuERx69gJynx5K7tND8cWGkv/QQPzR7WgRcQdCz3bvJ4BxQH+Ca2t+DqwDFraqZo2IfaGA0J012Cr9dLllP1UzEqm7PJbwtZWGp6EAduUnsWp7T96592P8AY19BQn865t+LaZ7/pIVXJhcSGy4m1UzF/LnrOHcNmQLoXY/b01cCgQXED+17mJD+oSHesnoV8AL748xnJcGnrtuOTERHnx+G/OXjqZax7bKeVeuIKN7IbFON8vvXMhra4fz9rfDmJ/5BVMH76HQ1YkHF19hSA8ZeXnl3ZE8evtqHCEBjhZFMX+BMVlxsXU8/sgaIDikverrNLK2JhvWw4xNAV4c/SUXJhUSF+5m7bT3eCk7g3HJ+fSMqSAgNApronj8W2N5Olt2rX+qAv82L7gC1F1djONXnaBO4PskOFVsHxuGfaL+vQQyysZs/QX5ZWM2P7L1sGKTrq8fJGJvFfZqHz3v307plclE7Kki7HAdaODtHMqxm3o0K6M12hKr7QCYqzfzf7aC4SnBdv7LWQt5dcNwXO4wHrl4HfHOOl69chl7ihOYs/gXZ5TR9W8HcO6vxF7tI+2xLZRNTKHyIuux01qFDrgrShMtTHxqmrYDGAxsFUIM1jQtCXhfCHF5C+nSgE+FEAOPf37n+OdFTf93Opy9k8W5/3Or/pychk4ygmCeJycIZpcsc1uWGyMjCKY30vram5hc63kJqZETbsxRZX0oV04QTMsipATBlGHXqCeOWJYBcoJgVp4rIwimdZ+XEQQz52rrfgaQuNX6nejo5dbrcMw2FQSzKVaDYB597iU8eYfbbDVvWPdUkfzA3W1yrdzf3J8lhMhoi2vpKck6IURA0zSfpmnRQBHQ4nJ7IUQuMLDR51+e6X8KhUKhUCgUMtDTsdmsaVos8AbBnVLVBE8fVigUCoVCoWhX6IkVdcfxt3/VNO3fQLQQwty+O4VCoVAoFO2Gtt6x1BY0d0DfsOb+J4TY0joqBQkpsRH3lrHTVZvilXAOks8pp9RlrI9JXPSdZRnFVw+wLENGXipGy5kXjzzS9qcSn45ICctSCqXYxLqMsGVydpAkRVlfP1GbaH2Nmy/B+jqsuq7GdwX9gFRzh102Je6VYssyahObXwysB0eN9baxdID1+luTIqeNTl5nfd1R513W0pe6OmAv4yzQ3IjNC838TwCXSNZFoVAoFApFW9IBTx4+Y8dGCDG+LRVRKBQKhUKhsIqcvcwKhUKhUCgU7QDrG/cVCoVCoVD8+BB0yAP61IiNQqFQKBSKDoOekAoacD3QSwjxtKZp3YGuQoiNra7daUhNquCJ21ae+JycUMXbSy9g0cpBhuRMH5vN5JF7QEDO0Xie+Wgc9b6WB7DmjVrF+JQ8St1OJi0NBjm/e/BGLk3NRQiNUreTh9aPp6hO35asGaOyyczYjQYs3tyPD78531A+ABK6erjvub3Eda5HCI1//29X/vVeN8NyZOhiRoYsmz45cRVje+dSVuvk6jdnABAd7mZ+5gqSY6oodEXxwOIrqGomNEJ7kSHDJv+fvTOPj6o6G//3zmSSTEIWshAMCQQEwiqgQcACgiK0UBZBBXFrqUWrvu/P3brUFYui1qqvWim1amvV1ioFxSJSUBRkCUJA9pCNJJJ9GCaZJDNzfn8MgSSQZO69J5NAz/fzyYeZy5znPuc5zzn33LM9MmQ8NWkd43v783Llu/68TO6bzW2jt9InrpJr35/D9yX6ThiOjKjl3pu/IS2lEiHg+T+OY8+htmXIsGvSmzlEZjnwRoWQ95T/jND4fxUS81UZnih//S+f3QPXBYHFJTLaHiW+kU/Ed8fwRodwZMmAk9ejV5cS/XkZWDSqR0RTMT+wcBO2UC/PvvEttlAfVqvgm7XdefeP/QNKK8OujTHajnSWetMYGc8bWc+sduO/dMTmNWAMcO2J707g1XbTqA0KjsZy86I53LxoDgufvhJ3XQgbvkvTJSMhxsXV43az4MXZXP/cNVgsgkkjsgNK+1F2OgvWTmtybdme4Uz/5BpmfHo16wp7cccFmQHJOr9bBbMy9nLTH2Yz/9WrGTsgj5Q4h668AHi9Gsue7cOtP83g7nnD+Ol1xaSery8arwxdjMqQZdMVu9K57YOm8VsWjPmOzbk9mPHGfDbn9mDB6NZPKegsMmTYRIaM5XvSubVZTJxD5XHc+ckUMgv1x98CuOOGzWzN6sHP75/DwodmkVcUWOgTGXY99qMECu86PZhp5RVJ5D8+mPzHBwfcqQHj7ZFzfBzFD/Rpci38eycR2xwceSadI88NoGpaYsB61NdZeOi2UfzPdeP4n+vGctGYUtKHVAaUVoZdGzDTjnSWetMYGc8bGTIU+gikYzNKCHE74AYQQlQCnSIk6YUDiigqjeZohf7zbqwWH2E2D1aLj3CbhzJHYBGKt5Yk46ht+sZwvP6UOewh9bQRfuskaYmV7D6SRG29Da/PwvacZCYOOhxwHhqoLA0le48/Dk2NK4T8bDsJSfrO7pChi1EZsmy6vSCZY83e5ib0y2HlLn8gp5W70pnYP+eskCHDJjJkZBYl42iWl8OVXcmtMhY5OtJex9D0H1i13j+a4PFacVUHNhIgw6416VF4I9tnaaGe9sg9sAu+Lk3PHIr+ohzHjCSw+ZtlX4xNx9013DX+fIWECKwhIuBtvDLs2oCZdqSz1JuWMPO8kSlDNpoIzl8wCaSG12uaZuXEgJWmaYmAT89NTgS9/Ax/VPBLgEJgphDC1IlVRsPRlzkieW/9MD7+zbvU1oewZX8KWw60Gf6qVe4avpkr+xzAWR/KDZ/PCChNdkkcv7piCzF2N26PlUv657O3MPC3tDPRrYeb8we62LdTX8WRoYvs/BixaXPiI2soc/mHnctcEcRH6ne5ziID5NhEhgyjdE904nCGc//CDfTpWcHB3ARe/cso3LV6HuKnkGXX2P+UEL2pHHevCErnpuIz0Pkx2h41YPvBTfj+43T9ezHCplFxXQ9qzw/shQvAYhG89M7XnJdSzacf9mL/94GPPDXHqF1ltwGdqd6YLV9ZMhRtE8iIzcvAx0A3TdOext85+a2Be/UDXhVCDAaqgDnNf6Bp2kJN07Zpmratvq71qZQQq5dLhuWxPrO3bkWi7LWMG5LLVYvmM+Px67GHephy0QHdchrz4o5RjP/oBlbk9OP69N0Bpckt7co7G4bzys8+4eWbVnGgOB6ficOSwiO8PPzyXpYu7kONS1/DLEMX2fkxYtPW0Qy/rXUWGTJsIt+ugWO1CvqllbNi7QBufWQW7toQ5k2XFaHFmF2rJnQj55mh5D02CE+sjcQPCnTLMNMeNaB5wXLcS9GT/aiYn0y3l3PRkyGfT+N/rh/HTT+9jP6DqujVx2lYl2aaBayG7DbAqB7NMevzMspXhox2QQTpL4i02bERQrwL3A8sBoqBWUKIfxi4V44QYseJz5lA2hnutVQIkSGEyLCFtr64a9SQAg7mJ1DpDPyNpoGM/kcoqoiiymXH67OyfldvhqYd1S3nTKw43I8pvQKfwlmROZAbX7+KW5bNxOkOI78ssPUGzbGG+Hj45T2sX5nIxjUJhmTI0EVWfprI1GnTxpS77CRE+jvJCZEuKqr1H43fWWQ0xoxNZMrQS2lFBKUVkezL9i8W/mpLGv3Syg3Lk2FXb4wNLBpYNBzjEwnP0bc+Dcy1Rw144my4RsaAplHbNxI0sDi9uuW4jtvIyoznojHGQy+YsavMNqCz1BsZ5StDhiIw2uzYnNgFVQ2sBFYArhPX9NI4cIwXk2fomBnSO1rZhcG9Sgiz1QOCjH6F5B41tmYAoFdU1cnPk1JzOewIXFbXE0OrSTFOJg7K4d9Zpy9sbBvBnYsOUpAdwcdvpRhIL08XOfkxZ9PGfHkwjelD9wMwfeh+1h/U/7bUWWTIsIksuxql0uHv2KSc519QOmJwEXmFxqdMZNjVWnVqPVqX7ZXU9tD/8JQxxeDKiMG+5zgAtmI3mkfgiwos9ld0bC2RXeoBCA3zMnxUGQV5xoPlmbGrrDbArB4NyPD5c3oa6hwcsQmkc/EpfrU0IBzoDewHzEdTNEh4aD0ZAwt54a/jDKXfk5/Eup29eevuj/D6NA4UJvCvTQMDSvvi2C+4OKmIruFuNsz+Cy9lZTAhOZ/eMVX4hEaRK4pHvw1cr2evXU1MRC0er4UlK8dyPMAtlY0ZdOExLp9VQs7+CF752L9r4O0X09j2VZwuOTJ0MSJDlk0Xz1xDRs8iYu1uVt/+Dq9vGMmb317Iklmfc+WwfRQ5unD/8slnhQwZNpEhY8mP1zAypYjYcDdfLHiH1zaPxOEO48FLvybOXsNrM1exrzSBW5rtnGqNV94ezUO/Wo8txEdxSRRLlgZWX2TYtfsbh4nY78R63EPve3dSPjOZiH1OwgpqQIP6+FCO3qgvQKSR9qjbK7mE7z2O1emh5x3fUzmnO84JcSS+UUDK/fsQIRolv+oJWmDTOHEJtdz9WBYWi0CzCL7+4jy2fp0UUFoZdm2M0Xaks9Sb5ph93siSoQgcTeictDwR9fs2IcTNOtKkAZ8IIYac+H4v0EUI8XhLaaJiU8TwS/+fLt2aUx9p/vzB0hFy5odj95uX0Vmie8ugKl2OnMgj504AN1lRis0SViHHpklbzUf3lhH92THcfHTvnsvNtyVF15rXA6D//eajexde2Tmie9dHmvc1edG99U/7yWbHly/hrApeoxaekipS/t9dQblX9v33ZAohMoJxL93TQUKI7ZqmjdKZJhcY0uj783rvq1AoFAqFQtEWgZw8fHejrxbgQqCo3TRSKBQKhUIRHKTtWus8BDJi0/hAFA/+NTf/bB91FAqFQqFQKIzTasfmxMF8UUKIe4Okz0k8do3yQeZOCI3f4zGvSKqcefGaCvNb/LRo86dV2qolzItHmO/hy5rPlrGOyl5Sb1qGJzKw3SutEf+9eZuEFR8zLePIYjkn8x4rNb7bSSbhBeYPSrf/YP5MGHuEhPYI2PPEeaZlaDXmfU3Yzcs4b415X4vJ1XVebItUJ5qvw2bx2Tpg9KRzLO2TSotPBU3TQoQQXuBHQdRHoVAoFAqFwjCtdZe34F9Ps0PTtBXAP4CTJ1cJIT5qZ90UCoVCoVAodBHIOGA4UA5cxqnzbASgOjYKhUKhUJzFBDtAZTBorWPT7cSOqN2c6tA0cA6aQqFQKBQKxdlOax0bK9CFph2aBoLasXlq0jrG986lotrOle/OA2By32xuG72VPnGVXPv+HL4v6RawvNSkKh775dqT35MTnLy58iI+XDu01XSJb+QT8d0xvNEhHFky4OT16NWlRH9eBhaN6hHRVMxPDmp+bKFenn3jW2yhPqxWwTdru/PuH/sHnL6BueOzmD56HwjILo7j6fcnUOfRt7hv3pgsZmXsRQOWbxvIe5su0JXeaNk0R0ZeIiNquffmb0hLqUQIeP6P49hzKPByAXn5kaELnIgA/dpaysvDefzhsW3+PuaVIsK2HccXE0LZy30AiH3uCCGF/kX1msuHiLRQ9vs+Aetg1Ecen7qO8X399eaqZf56Ex3uZsmsNSTHOClyRHHf8sk4WznpdtGl65jQM5eKGjszPvTLuHfURib2yqPea6HgWAwPfTkRZ13gBwO+vfRjqmts+HwaXp/G/94ztc00Muya9GYOkVkOvFEh5D3lPyYs/l+FxHxVhifK7+vls3vguqD1Rdzd/nqYyN2VeKNs5D/ctCxi1xaT+HE+2c9ciK9LyxHYZenSGLN1WFbdM9umyZLRbpyDwxSteUmxEOLJoGnSCsv3pPO3nUP47eRTTnqoPI47P5nCY5d/pVtewdFYbl7kDy5u0Xx8+Ozf2PBdWpvpnOPjcExOoNvr+SevhX/vJGKbgyPPpIPNgsXR9g4b2fmpr7Pw0G2jcNeEYLX6eO6Pm9i2KZH9uwOPiZIQ4+LqcbuZv+Qa6upDeOrGNUwakc2qrYEfEXx+twpmZezlpj/MxuO18vJNn7Jhfy+OVAQeBM9o2cjOC8AdN2xma1YPnnj5MkKsXsLC9O9qkZEfWboAzJx9kIL8KCIiA9sJVnNZLK6pXYl9qfjktar7TsUji3rzKELHzjQzPrJiVzrvZw5h0fRT9WbBmO/YnNuDP397IT8fvZ0Fo7fz0voxLcpYvj+dv+0ewjMTT8nYeCSVF7eMxiss3HPxJhYO384LW1qWcSYeeGQSx5zhAf9ehl2P/SiBqsu70X1ZTpPrlVckUfnj7gHrcmx0Ao5Lk0h6J7vJ9ZDKWiL2Oqjv2vauMlm6NCCjDsuoezLaNBkyFPporeZ0mlN7MouScTR7Cztc2ZXcKvMB/C4cUERRaTRHK9reSu0e2AVfl6ZbAqO/KMcxIwlsflP6Ylp+q2lAfn403DX+PmpIiMAaIgwdumS1+AizebBafITbPJQ59G1RT0usZPeRJGrrbXh9FrbnJDNxkPHo0XrKpjlm8xJpr2No+g+sWu8f+fJ4rbiqzR3vbzQ/snSJT6hm5KhiVq8KPJBg3eAIRJcWtsEKgf2bY9SMC7yBNuMj2wuSOdas3kzol8PKXf6H3cpd6Uzsn3OmpCfZ9kMyVbVNZWwsTMUr/PV3Z0kSSZH6o3vrRYZda9Kj8Eaa3y7t7huNN+J0OQn/zKNsVmpATwJZujTGbB1ujNG6J6NNk90uSkX419gE4y+YtOaJl8u80Yn1OgtOfF0mhPi9TPlGMRtx1faDm/D9x+n692KETaPiuh7Unh/8sPQWi+Cld77mvJRqPv2wF/u/13eGSJkjkvfWD+Pj37xLbX0IW/ansOVAqi4Z2SVx/OqKLcTY3bg9Vi7pn8/ewkRdMhpjtGxk5KV7ohOHM5z7F26gT88KDuYm8OpfRuGubbvj2hJG8yNLl1tu38mbSy/AHmH+3B6A0D01eGND8CYHfk6MbB+Jj6yhzOWPYl3miiD+RGRpo8xO38dn2X11pRHAdmp7aAAAIABJREFUb59YixAaq1b347PPjUezBmN2bUzsf0qI3lSOu1cEpXNT8RnocERmVeCJDaUuxXiEcDO6yKjDjTFa92T4q2yfV7RNiyM2QogKWTfRNO0i4OfAKGA08EtN00ac4XcLNU3bpmnaNk91+781hVi9XDIsj/WZgb/BNkfzguW4l6In+1ExP5luL+eCzsCiMvD5NP7n+nHc9NPL6D+oil599B0oFmWvZdyQXK5aNJ8Zj1+PPdTDlIsO6JKRW9qVdzYM55WffcLLN63iQHE8PoPHdZspGxl5sVoF/dLKWbF2ALc+Mgt3bQjzpmfp1qUBM/mRocvFo4uoqgzj0EHzo5wNhG9w4B4XrSuNTB85Hc1U1btlRCZen4WVh/R1TO759RTuuHsajzx5GdOn7mfIoKPGlcCYXRuomtCNnGeGkvfYIDyxNhI/KNAtQ6vzEre6iIppKW3/uJ10kVGHGzBT92T4a/v6vAREkP6CiPljWwNjLPCxEMIlhDiOf6v4afHbhRBLhRAZQoiMkAhzbwqBMGpIAQfzE6h0Gh9h8cTZcI2MAU2jtm8kaGBxdlyUWNdxG1mZ8Vw0Rl8E4Iz+RyiqiKLKZcfrs7J+V2+GpulvoFdkDuTG16/ilmUzcbrDyC8zNo9spmxk5KW0IoLSikj2ZfsX6H61JY1+aeW6dWnATH5k6DJocDmjLynmz++u4oFHNnPB8FLufXCLbl1O4hWEb3JSM1b/A1iWjwCUu+wknJg6Soh0UVFtNyRnVv99TOiZx33/uRy9s/DlJ04VdzjC2fhtKun9jfuJGbsCeGNsYNHAouEYn0h4jv4XRFtpLSHltfRcvIu0R78jpKqOns/uxnpM3ynsZnSR1R6B+XZehr/K9HlF2wSrY9MpMTsNBeDKiMG+5zgAtmI3mkfgiwru0dzRsbVEdvFPL4SGeRk+qoyCPH0dw6OVXRjcq4QwWz0gyOhXSO5R/W/3XU9MBSTFOJk4KId/ZxkbljdTNjLyUunwdyZSznMAMGJwEXmFxkMEmMmPDF3e+tNQbpw3jZ9fN5VnF40ia0cizy++2JA+AGE7XXhSwvAl6J+ak+UjAF8eTGP60P0ATB+6n/UH9b+Vj03J5xfDdnDb6p/g9urLT1iYB7u9/uTnC0cUk5tn3E/M2BXAWnWq89FleyW1PfR39Op6RJDzzEXkPjmC3CdH4IkNJf+BIXij9U2NmdFFVnsE5tt5Gf4q0+elcw6O2Mhd7dUyG4C3NE17Bv/r0JXADYEmXvLjNYxMKSI23M0XC97htc0jcbjDePDSr4mz1/DazFXsK03gluU/DVih8NB6MgYW8sJfTxs4apFur+QSvvc4VqeHnnd8T+Wc7jgnxJH4RgEp9+9DhGiU/KonaK2/8cnOT1xCLXc/loXFItAsgq+/OI+tXycFnC+APflJrNvZm7fu/givT+NAYQL/2jRQlwyAZ69dTUxELR6vhSUrx3K8la23LWGkbBojKy+vvD2ah361HluIj+KSKJYsNaaP2fzI1EUvsS8UErrbheWYl26/OIhzXiI1V8QSvuGY4ekSoz6yeOYaMnoWEWt3s/r2d3h9w0je/PZClsz6nCuH7aPI0YX7l09uVcbzl63h4mR/3Vs3/x3+L3Mkvxy+nVCrlz9NXQn4FxA/8fWlAenUNbaGRx/8EvBPGa77Ko3M71o/7gHk2LX7G4eJ2O/EetxD73t3Uj4zmYh9TsIKakCD+vhQjt7Yq205fz6E/eAxrMc9pD2ynYqpKRy7RN9RArJ0aUBWHZZR92S0aTJkKAJHE0FaD6J38bD9vFTR+2d3m7qnjCCYRdfKCYIZttP8guJe7+aZllE51vgCvAZkBMGMKFVBMJsT4jq3gmCGrTAfBLM+0ryv1cabFkGvT80HwSx6WE4QTGe5+Wl6rca8v3aWIJg217kTBHPfv17EVVoQtAU44T1SRa9bzT1nA+XAo3dnCiEygnGvYI3YIIT4HfC7YN1PoVAoFArFfx//1WtsFAqFQqFQnFuojo1CoVAoFIpzhqBNRXUEBVPMT1VaC4xtH21ObZz5tUzu/vqPJm9O8RXm5/ljdhg7OKwx9dVy+tQy1sfUdDN+6J5MZKwX8kSaP6fGslZOs1CVbt7ne66uNS1DxvqnAzdJOHTziHkRAD1Xm7dr5CHzx5S5+pr3tZKLzPt8t0w5a2yO9zT/vAgzsdMfQHTEUMM5GCtKjdgoFAqFQqE4Z1AdG4VCoVAoFOcM5/RUlEKhUCgUihbogACVwUCN2CgUCoVCoThnOCtGbJ6atI7xvXOpqLZz5bvzAJjcN5vbRm+lT1wl174/h+9LWj8ps9tfDxO5uxJvlI38hy9o8n+xa4tJ/Dif7GcuxNel9YWki8esY2JKHuVuO9NWzgXgzmFbuDw1FyE0yt12Htg4kZKalg/RkiGjOZERtdx78zekpVQiBDz/x3HsOdS6TZLezCEyy4E3KoS8p4YAEP+vQmK+KsMT5XeN8tk9cF3Q8kFrj09dx/i+/rK5apm/bKLD3SyZtYbkGCdFjijuWz4Zp46TNueOz2L66H0gILs4jqffn0CdR5+rGrFHe+ghS45ZGalJVTz2y7UnvycnOHlz5UV8uHZoq+lklW9n8fnGGLWJjLZEVntkNi9nwmIRvPTaWsrLw3n84bG60xvVZdGl65jQM5eKGjszPvT72r2jNjKxVx71XgsFx2J46MuJOOsCa0s6Uo/2aBfbDTVi0zEs35POrc3CCxwqj+POT6aQWdj28eUAx0YnUHT7gNOuh1TWErHXQX3XwHb6fJSdzoK105pcW7ZnONM/uYYZn17NusJe3HFBZrvLaM4dN2xma1YPfn7/HBY+NIu8oraDrB37UQKFd50es6TyiiTyHx9M/uODW+3UAKzYlc5tHzQtmwVjvmNzbg9mvDGfzbk9WDB6e8D5SIhxcfW43Sx4cTbXP3cNFotg0ojsgNM3YMQe7aGHDDkyZBQcjeXmRXO4edEcFj59Je66EDZ8l9ZmOlnl21l8vjFGbSKjLZHVHjVgNC9nYubsgxTkRxlKa0aX5fvTWbiqqa9tPJLKjH/MZdY/55LriGHh8MDbko7UQ3a7qNDHWdGxySxKxtGsZ3u4siu5VYFvN3T3jcYbcfobbsI/8yiblRpwQN+tJck4apvqcrz+VCNkD6mnrSgVMmQ0JtJex9D0H1i1vj8AHq8VV3XbbwI16VF4I80N2m0vSOZYs7KZ0C+HlbvSAVi5K52J/XN0ybRafITZPFgtPsJtHsoc+rbaGrWHbD1kypGlC8CFA4ooKo3maEXbDy9Z5dtZfL4l9NhERlsiqz06E3ry0pz4hGpGjipm9Sr9wUTN6rLth2SqmvnIxsJUvCf2QO8sSSIpUn+08o7Qoz3axXZDBcE0hqZpacC/gUzgQuB74EYhRHUw7t8SkVkVeGJDqUsxH3vlruGbubLPAZz1odzw+Yygyuie6MThDOf+hRvo07OCg7kJvPqXUbhrjZ3PEvufEqI3lePuFUHp3FR8Ojs/8ZE1lLn8Ni1zRRB/IrJtIJQ5Inlv/TA+/s271NaHsGV/ClsO6ItvJcMeMvSQJUeWLg2YjXZspnyb01l83qxNZLQlstojM3m55fadvLn0AuwR5s+HMqtLc2an7+Oz7L5nrR4y642idYI5YpMOvCaEGAgcA25r/gNN0xZqmrZN07RtnmpjPfNA0eq8xK0uomJaihR5L+4YxfiPbmBFTj+uT98dVBlWq6BfWjkr1g7g1kdm4a4NYd70LEM6VE3oRs4zQ8l7bBCeWBuJHxQYknMKTdebeJS9lnFDcrlq0XxmPH499lAPUy46oOuOMuwhQw9ZcmTpAhBi9XLJsDzWZ8p5I9dbvs3pDD5v1iYy2hJZ7ZGZvFw8uoiqyjAOHTR/8J5ZXZpzy4hMvD4LKw+dPnV+tujRFHP1RhYa/l1RwfgLJsHs2BQIIb458fmvwGmr0oQQS4UQGUKIjJAI86MorWErrSWkvJaei3eR9uh3hFTV0fPZ3ViPmYvmveJwP6b0OhxUGaUVEZRWRLIv279w8qstafRLM3YEpjfGBhYNLBqO8YmE5+jvYJa77CScGKpNiHRRUR346c0Z/Y9QVBFFlcuO12dl/a7eDE07quv+MuwhQw9ZcmTpAjBqSAEH8xOodBqfyjJTvi3RkT5v1iYy2hJZ7ZGZvAwaXM7oS4r587ureOCRzVwwvJR7H9yiW44MXRozq/8+JvTM477/XI6RObrOokd71BvFmQlmx6Z5n61D+6t1PSLIeeYicp8cQe6TI/DEhpL/wBC80frDBfSKqjr5eVJqLocd+t94zMiodPgb+ZTzHACMGFxEXmHri35bwlp1qiHtsr2S2h76K9+XB9OYPnQ/ANOH7mf9wcDflI5WdmFwrxLCbPWAIKNfIblH9dlThj1k6CFLjixdQM6QvJnybUxn8XmzNpHRlshqj8zk5a0/DeXGedP4+XVTeXbRKLJ2JPL84osNyTKrSwNjU/L5xbAd3Lb6J7i9HTPNKEsPWfVGOmqNjSl6apo2RgixCZgPfB1owiU/XsPIlCJiw918seAdXts8Eoc7jAcv/Zo4ew2vzVzFvtIEbmm2c6ox3f98CPvBY1iPe0h7ZDsVU1M4dom+7b8AL479gouTiuga7mbD7L/wUlYGE5Lz6R1ThU9oFLmiePTbce0uozmvvD2ah361HluIj+KSKJYsbTt99zcOE7HfifW4h9737qR8ZjIR+5yEFdSABvXxoRy9sVerMhbPXENGzyJi7W5W3/4Or28YyZvfXsiSWZ9z5bB9FDm6cP/yyQHnY09+Eut29uatuz/C69M4UJjAvzYNDDh9A0bs0R56yJAjS5fw0HoyBhbywl8Dt4Ws8u0sPt8cIzaR0ZbIao8aYyQv7YURXZ6/bA0XJ/vb+XXz3+H/Mkfyy+HbCbV6+dPUlYB/4e4TX1/a6fWQ3S4q9KGJIEz0NVo8vA24CNgD3NDa4mH7eami98/uNnXf6lSvqfQAVlfn2TjWc7W5aTKAw9eZD/QmIwhmRKmcwHXnUhBMGdhc5u3qSJPzvuNKkREE07zPywiCKSOgrixSpQTBrDQtQ04QTPO+1i3TfGBfkKOL2SCYh97/HdVHC4LmbPbzUkXvX5h7zgbK3qfvzhRCZATjXsEcsfEIIa4P4v0UCoVCoVD8l3FWnDysUCgUCoWiHegEu7NkE5SOjRAiFxgSjHspFAqFQqH476XTjthY6yA6z9x6gZBq83PrMbly5m9lIGMtSMI35qdvqyZJOFdxk7mtlw1UJ5qPtVIbb14Ps3PrsvSQsdHRY5fzChe737yMoyPNl6/ZdgSge8BbHVqmPkLO0okQl/l1R74u4aZlyFiT0iXfvK/VR8pZBymjDntMNmuiI5Z0noMjNp1nZaxCoVAoFAqFSVTHRqFQKBQKxTlDp52KUigUCoVC0b4EO9xBMFAjNgqFQqFQKM4ZzsoRm7njs5g+eh8IyC6O4+n3J1DnaT0rj09dx/i+uVRU27lq2TwAosPdLJm1huQYJ0WOKO5bPhmnO7DFiqlJVTz2y7UnvycnOHlz5UV8uHaorrzIkmPEJs2ZNyaLWRl70YDl2wby3qYL2kyT+EY+Ed8dwxsdwpElA05ej15dSvTnZWDRqB4RTcX85BZlyCobGXIWXbqOCT1zqaixM+NDv4x7R21kYq886r0WCo7F8NCXE3HWtSyjs+ghQ8biMeuYmJJHudvOtJVzAbhz2BYuT81FCI1yt50HNk6kpCbw2G5G/AzgqUnrGN/bb9cr3/XnZ3LfbG4bvZU+cZVc+/4cvi/Rd3qvjHrTUXWvOZERtdx78zekpVQiBDz/x3HsOaTPHm8v/ZjqGhs+n4bXp/G/90wNKJ0MX2uODJt01LOiPXy13VAjNh1PQoyLq8ftZsGLs7n+uWuwWASTRmS3mW7FrnRu+6BpyIUFY75jc24PZrwxn825PVgwenvAehQcjeXmRXO4edEcFj59Je66EDZ8l6Y3O1LkGLVJY87vVsGsjL3c9IfZzH/1asYOyCMlztFmOuf4OIof6NPkWvj3TiK2OTjyTDpHnhtA1bTEVmXIKhsZcpbvT2fhqqYyNh5JZcY/5jLrn3PJdcSwcHjrMjqLHjJkfJSdzoK105pcW7ZnONM/uYYZn17NusJe3HFBZqsyGmPUzwCW70nn1mZhUw6Vx3HnJ1PILGy549wSMupNR9a95txxw2a2ZvXg5/fPYeFDs8gritEtA+CBRyZx+13TAu7UgBxfa4wMm3Tks0K2ryr0cdZ1bACsFh9hNg9Wi49wm4cyR9t77LYXJHOsWQ97Qr8cVu5KB2DlrnQm9s8xpM+FA4ooKo3maEWUofQy5BixSWPSEivZfSSJ2nobXp+F7TnJTBzUdrRl98Au+Lo03VYf/UU5jhlJYPO7ly+m9W3qsspGhpxtPyRTVdtUxsbCVLwn9mHuLEkiKbL1iOedRQ8ZMraWJONoJuN4/amQGvaQevREZTHqZwCZRck4mtn1cGVXcquMH+1vtt7IkGHGJg1E2usYmv4Dq9b3B8DjteKqNr9VPlBk+FpjZNgEOu5Z0R6+2i4EKwDmuRoEU9O0h4GbgBKgAMgUQjyvV06ZI5L31g/j49+8S219CFv2p7DlQKohneIjayhz+YfQy1wRxEfWGJIjI3qsGTkybJJdEsevrthCjN2N22Plkv757C1sfaSlJWw/uAnff5yufy9G2DQqrutB7fn6GntZZSNLTgOz0/fxWXbfs1YPWTLuGr6ZK/scwFkfyg2fzwg4nUw/M4uMetNZ6l73RCcOZzj3L9xAn54VHMxN4NW/jMJdq+/sKwH89om1CKGxanU/Pvu8n670LaHX12TYpDM+KxTBISgjNpqmXQTMA4YDU4GRLfxuoaZp2zRN21bvPnPvPspey7ghuVy1aD4zHr8ee6iHKRcdkKGlrjfPBkKsXi4Zlsf6THMh6M3IkWGT3NKuvLNhOK/87BNevmkVB4rj8QljB4ppXrAc91L0ZD8q5ifT7eVcDBn3lERzySXJuWVEJl6fhZWHzDb2Ha+HWRkv7hjF+I9uYEVOP65P3x1wOpl+ZhYZ9aaz1D2rVdAvrZwVawdw6yOzcNeGMG96li4ZAPf8egp33D2NR568jOlT9zNk0FHdMppjxNdk2KSzPSs6K5oIzl8wCdZU1DjgYyFEtRDiGLDiTD8SQiwVQmQIITJs4WdejJjR/whFFVFUuex4fVbW7+rN0DRjla/cZSfhxPBoQqSLimq7bhmjhhRwMD+BSqe5IyfNyJFlkxWZA7nx9au4ZdlMnO4w8suMzdF74my4RsaAplHbNxI0sDj1RVqXUTYy5czqv48JPfO47z+XA/ofxJ1FD1kyGlhxuB9TeumbIpDlZ2aRUW86S90rrYigtCKSfdn+BalfbUmjX5r+o3TLK/ztj8MRzsZvU0nvb+44XjO+ZtYmne1ZoQgeZ90am6OVXRjcq4QwWz0gyOhXSO5RY/OWXx5MY/pQ/7nv04fuZ/1B/aMlHT0NBfJs0vXE8GpSjJOJg3L4d5axt3lXRgz2PccBsBW70TwCX5S+8BYyykaWnLEp+fxi2A5uW/0T3F5jYS06ix4yZPSKqjr5eVJqLocd+nxNlp+ZRUa96Sx1r9Lh79iknOdfYDticBF5hbG6ZISFebDb609+vnBEMbl5+mQ0xqyvmbVJZ3tWdFrOwTU2mgjCmJqmaRcCbwGj8K/r2Q680doamy7xqWLIlDvP+H+/mLKVScMP4/VpHChMYPEHl1LvPf3BWZ14qt+2eOYaMnoWEWt3U+Gy8/qGkaw72Jslsz7nvOjjFDm6cP/yyRxzN42h0lqsqPDQev6++D2ufXgeLndoi79ri0DltBYTJVCbtBavZunNy4mJqMXjtfD7z8aw9XDKGX9XNenU/HK3V3IJ33scq9ODN8ZG5ZzuOMd1JfGNAsLyahAhGuXXJeMe3HRBdGSjWFFGy6Y5RuU0jtH0/GVruDi5iNhwN+XVdv4vcyS/HL6dUKuXqhPpdpYk8cTXlzaR0TjOTEfq0RijMhrHinpx7BdcnFRE13A35TV2XsrKYEJyPr1jqvAJjSJXFI9+O46jNV1Ou39LsaIC9TOAmsRT/rrkx2sYmXIqP69tHonDHcaDl35NnL0GZ10Y+0oTuKXZbpTWYkUFWm9aI5h1DyA698yxos7vWc49N3+NLcRHcUkUS5aO43gLC4htztNldE9y8uiDXwL+qa11X6Xx/j9aPnYib9qpOm3U11qLFRWoTWzVLcvQU74Nzwsz7VFDrCijvprz1u+oKS4I2tysvXuqOP+Gu4Nyr++fvztTCJERjHsFpWMDpy0ezge2G+3YBErjjo1ROlMQTBnB3mQE4mvcsTFKpKQgmDI4t4JgmqczBcFs3LExiowgmDKQFQSzpY6NHs7UsdFL446NUWQEwWytY6MHGc8Ls0EwO6Jj0/f64HRsdr8QvI5N0KaihBBPCyH6CyHGAjJWcCkUCoVCoVA04aw8eVihUCgUCoUEzqEdXg10SMdGCPF4R9xXoVAoFArFuU2nHbERFnlz0mZwpMkxke/yStMyUm4sNC1j328HmpbRe5m+xZVnonywaREARJSaXz9RG29+RtbmMv/aE1FqXoaMdQLJ35tffwFwLM34gvoGauPM2yR2hfkFUAd/lmBahieh3rQMgPhd5svn2PmBx/ZqCRnrymSsFzo6Us4Jy67+5nWJ2WHO57VgLwfrgB1LweCs2+6tUCgUCoVC0RKqY6NQKBQKheKcodNORSkUCoVCoWg/NMyePd45USM2CoVCoVAozhnOyhGbeWOymJWxFw1Yvm0g7226oM00j09dx/i+uVRU27lq2TwAosPdLJm1huQYJ0WOKO5bPhmnu/WFaDLkxLxSRNi24/hiQih7uQ8Asc8dIaTQv3hNc/kQkRbKft8nEHOQ0L2We57dT9f4OoTQ+Pffu/Ovv/RoM123vx4mcncl3igb+Q83tWHs2mISP84n+5kL8XUJ/Dj0yIha7r35G9JSKhECnv/jOPYc6tZqGlll05i547OYPnofCMgujuPp9ydQ52nb3Rdduo4JPXOpqLEz40O/LveO2sjEXnnUey0UHIvhoS8n4qwLXBcj/iojP+1hVyPl2xyj9lg8Zh0TU/Iod9uZtnIuAHcO28LlqbkIoVHutvPAxomU1AS+MNZiEbz02lrKy8N5/OGxQdMj6c0cIrMceKNCyHtqCADx/yok5qsyPFH+ci2f3QPXBYGHNHh76cdU19jw+TS8Po3/vWdqwGkbMFpvOouvPTVpHeN7+/W48l2/HpP7ZnPb6K30iavk2vfn8H1J6zJklE172KPd6CSLhzVNexP4KVAihBhy4loc8AGQBuQC1wgh2tyJc9aN2JzfrYJZGXu56Q+zmf/q1YwdkEdKnKPNdCt2pXPbB02Pr14w5js25/Zgxhvz2ZzbgwWjtwdFTs1lsVQ8mtrkWtV9KZT9vg9lv++De0wU7jGBn+rp9Wose7YPt/40g7vnDeOn1xWTev6Zo6M35tjoBIpuH3Da9ZDKWiL2Oqjvqn+F/x03bGZrVg9+fv8cFj40i7yitgPXySqbBhJiXFw9bjcLXpzN9c9dg8UimDQiO6C0y/ens3BVU102Hkllxj/mMuufc8l1xLBweOC6GPVXGfmRbVcwVr6NMWOPj7LTWbB2WpNry/YMZ/on1zDj06tZV9iLOy7I1KXPzNkHKcjXd4KuDD2O/SiBwrtOj31UeUUS+Y8PJv/xwbo6NQ088Mgkbr9rmqFOjZl601l8bfmedG5tFqbgUHkcd34yhczC5IDuK6Ns2sMe/wW8Bfy42bVfA2uFEP2AtSe+t0mHdmw0P7p0SEusZPeRJGrrbXh9FrbnJDNxUNvRhbcXJHOsWe94Qr8cVu5KB2DlrnQm9s8Jipy6wRGILi1smRYC+zfHqBkX+AOjsjSU7D3+WD01rhDys+0kJLW9ddHdNxpvxOlvYwn/zKNsVqruyddIex1D039g1fr+AHi8VlwtxKppjKyyaYzV4iPM5sFq8RFu81DmCOys820/JFNV21SXjYWpeIXfTXeWJJEU2XansQGj/tocI/mRbVej5dsYM/bYWpKMo1nZHK8/1fm2h9SjJ0JMfEI1I0cVs3qVvoCGMvSoSY/CG9n5BsyN1pvO4muZRck4mulxuLIruVWBB7+UUTbt0aa1F5oIzl9bCCG+AiqaXZ4JvH3i89vArEDyFPSapWlaGrAa2AxcBEwF8gJNn10Sx6+u2EKM3Y3bY+WS/vnsLUw0pEt8ZA1lLv9wcZkrgvhIYzGQZMkBCN1Tgzc2BG+ysfMQuvVwc/5AF/t2GovjEplVgSc2lLoU/edcdE904nCGc//CDfTpWcHB3ARe/cso3LX6I/uasWmZI5L31g/j49+8S219CFv2p7DlQGrbCQNgdvo+PsvuG/DvZfirzPyYsauM8pVZfxu4a/hmruxzAGd9KDd8PiPgdLfcvpM3l16APULO+TJG9WhM7H9KiN5UjrtXBKVzU/HpeMAK4LdPrEUIjVWr+/HZ5/qiYcuuNx3ta7IxUzYg9zlxlpKgadq2Rt+XCiGWtpEmSQhRfOLzD0BSIDfqqBGbfsBrQojBQoiTnRpN0xZqmrZN07RtnpozvxXnlnblnQ3DeeVnn/DyTas4UByPT8hY163pettrLznhGxy4x0UbSxvh5eGX97J0cR9qXPr7rFqdl7jVRVRMazmycGtYrYJ+aeWsWDuAWx+Zhbs2hHnTswzJaqaZLptG2WsZNySXqxbNZ8bj12MP9TDlIvPhyW4ZkYnXZ2HlocAfGDL8tb3yo9euMsq3PerviztGMf6jG1iR04/r03cHlObi0UVUVYZx6GDgb/LtoUdjqiZ0I+eZoeQ9NghPrI3EDwp0pb/n11O44+5pPPLkZUyfup8hg47qSt9+fgYd4WumS/DzAAAgAElEQVQyMVs2pyPreSMBEaQ/KBNCZDT6a6tT01RNf8TugKzWUR2bPCHEt80vCiGWNmQ6xN7yiMGKzIHc+PpV3LJsJk53GPll+ub5Gyh32Uk4Ma2QEOmiotreoXLwCsI3OakZq79jYw3x8fDLe1i/MpGNa4ydkmorrSWkvJaei3eR9uh3hFTV0fPZ3ViPBXYiZ2lFBKUVkezL9i/O+2pLGv3SjB1PasamGf2PUFQRRZXLjtdnZf2u3gxN09fIN2dW/31M6JnHff+5HL1zdGb9VWZ+zNhVVvnKqr+nyT3cjym9ApvWGjS4nNGXFPPnd1fxwCObuWB4Kfc+uCXoejTGG2MDiwYWDcf4RMJzAp/yBCiv8E8bORzhbPw2lfT++spGdr3pDL4mC7NlAxKfE/9dHNU07TyAE/+WBJKoozo2+r2iEV1PDOElxTiZOCiHf2fpG3Jt4MuDaUwfuh+A6UP3s/6gvrl22XLCdrrwpIThS9A73Cq4c9FBCrIj+PgtY6MtAHU9Ish55iJynxxB7pMj8MSGkv/AELzRgU2LVTr8jVHKef7FoCMGF5FXqH8BJJiz6dHKLgzuVUKYrR4QZPQrJPeo8TfzsSn5/GLYDm5b/RPcXv1D4Wb9VWZ+zNhVVvnKqr8AvaKqTn6elJrLYUdgdnnrT0O5cd40fn7dVJ5dNIqsHYk8v/jioOvRGGvVqReILtsrqe0R+IMvLMyD3V5/8vOFI4rJzdNXNrLrTWfwNVmYKZsGZD0npBO8ERsjrABuOvH5JuBfgSTSRJDHw06ssfmkYTtXS0QmpooBM+864/8tvXk5MRG1eLwWfv/ZGLYePvPDvD7y1Jv14plryOhZRKzdTYXLzusbRrLuYG+WzPqc86KPU+Towv3LJ3PMHd6q/kblNI4VFftCIaG7XViOefHFhuCcl0jNFbHEvFREfbqd6h+fuTFpKVbUoAsdPP+3LHL2R+Dz+fP89otpbPsq7rTfNo4V1f3Ph7AfPIb1uAdPdAgVU1M4dsmprZBpj35H/v1DTtvu3fsjT4v2Ob9nOffc/DW2EB/FJVEsWTqO42dY9Fc++NQ1M2XTUqyoX0zZyqThh/H6NA4UJrD4g0up9555wXblgFP9++cvW8PFyUXEhrspr7bzf5kj+eXw7YRavVSduP/OkiSe+PrSJjK65LdcjwL1V1t1yzICzU/jWFFG7Rr/fW2LegRavtByrKhA7QFQlX7q84tjv+DipCK6hrspr7HzUlYGE5Lz6R1ThU9oFLmiePTbcRyt6dJERr+3ylqUDzB0WAlzrjnQ6nbvxrGijOrROFZU9zcOE7HfebLulc9MJmKfk7CCGtCgPj6Uozf2wht7ug3T/3B6+XRPcvLog18C/mmcdV+l8f4/hraYn5ZiRempN53F1xrHilry4zWMTDlVf1/bPBKHO4wHL/2aOHsNzrow9pUmcEuznVNwKlaUmbJpiBVl1B6H3v8d1UcLgnZmXkRSqug39+6g3CvrlbszhRAZLf2/pmnvAROABOAo8BiwHPg70BP/WtxrhBDNFxifLuts7NgESuOOTUdzTgXBbKVjEyiNOzZmkBEEs3HHxiitdWwCpbWOTaDICILZ2sNGDzKCYDbu2BilrY5NIHSmIJhn6tjoRUYQzM7ia+dSEMygd2y6pYr+QerY7Py/1js2Mgn6righRC7QaqdGoVAoFAqFwgid7yAFhUKhUCgUwaGz7M6SyFl38rBCoVAoFApFS3TaERutaz32uT+YknF803mm9ej1qdO0DIC8ePPnZZReZX5XQLyEU7w9kS2cmqxHD0nrOA5fZ346+rw15qtBdLapjX4A5E0zdqhiY2T4a/Zd5ssXoOcy82sWIkrN65Iz19wBgADJX5tfV5Yf0JmpbXPkMvN+Ep1nfm1abbxpEZ0KGWuXjlxmbo2N6IChhkBOBT7bUCM2CoVCoVAozhlUx0ahUCgUCsU5Q6edilIoFAqFQtHOqKkohUKhUCgUis7LWTFiY3uhFOvmakSsldql/lNKtexaQl8uhzoBVqi7IwExoOWDmhZduo4JPXOpqLEz48N5ANw7aiMTe+VR77VQcCyGh76ciLMu8MOe3l76MdU1Nnw+Da9P43/vmRpQuvbQZd6YLGZl7EUDlm8byHubLgg4rSwZqUlVPPbLtSe/Jyc4eXPlRXy4tuUTUM9EZEQt9978DWkplQgBz/9xHHsOdWszXdKbOURmOfBGhZD3lP+opPh/FRLzVRmeKL+rl8/ugeuCwBZhzx2fxfTR+0BAdnEcT78/gTqP/ipjxE86i78mvpFPxHfH8EaHcGTJgJPXo1eXEv15GVg0qkdEUzE/OWA9jJZvY4z6mmy7GtVDhq8+NWkd43vnUlFt58p3/XmZ3Deb20ZvpU9cJde+P4fvS/TZ1ajPt4e/GvGT9rCJkXrTHnq0F+fi4uGzomPjndwFz4xoQp8rPXnNtqyC+utj8Y2MwLKlGtufKqh7ruVdUMv3p/O33UN4ZuKpRmjjkVRe3DIar7Bwz8WbWDh8Oy9sGaNLtwcemcQxZ+thGNpbl/O7VTArYy83/WE2Hq+Vl2/6lA37e3GkIvDggjJkFByN5eZFcwCwaD4+fPZvbPguLeD0Ddxxw2a2ZvXgiZcvI8TqJSwssB0px36UQNXl3ei+LKfJ9corkqj8cXddOiTEuLh63G7mL7mGuvoQnrpxDZNGZLNqq7GjcPX6SWfxV+f4OByTE+j2ev7Ja+HfO4nY5uDIM+lgs2Bx6DtR12j5Nsaor8m2q1E9ZPjq8j3p/G3nEH47+VReDpXHcecnU3js8q8CktEYMz7fHv5qxE9k26QB3fW3nfRQBMZZMRXlG2qHqGaqahqay79lUXP5EHGtbwvd9kMyVbVN3xY2FqbiPbG/bmdJEkmR5rfsBoJsXdISK9l9JInaehten4XtOclMHKQvurAMGY25cEARRaXRHK3QtzU10l7H0PQfWLW+PwAerxVXC7GImlOTHoU3Ul5f3WrxEWbzYLX4CLd5KHNESJPdFp3FX90Du+Dr0rRuRX9RjmNGEtj8uvhiAg8MaqZ8W0KPr7WnXfXoIcNXM4uScbib5uVwZVdyq4wfLWHU52Xb1aiftIdNjNBZ9GiTYAXADPKoUNBGbDRNi8QfzCoFsAJPCSE+MCqv/tY4Qh/6gZA/VqAJqH3R3Jk1s9P38Vl2X11pBPDbJ9YihMaq1f347HPjUYrN6JJdEsevrthCjN2N22Plkv757C3Ud3aHDBmNuXxkNmu3nq87XfdEJw5nOPcv3ECfnhUczE3g1b+Mwl2rP6p2A7H/KSF6UznuXhGUzk3FF8ADpcwRyXvrh/Hxb96ltj6ELftT2HIg1dD928NPOtJfbT+4Cd9/nK5/L0bYNCqu60Ht+YE9ANujfI362pkwYleZehjxVVnI9Pnm6LVre/iJUdqrnVe0H8GcivoxUCSEmAagadppcxyapi0EFgKEdYtuVVjIJ07qb4nHNy4S65fHsf2ujLpnjXVubhmRiddnYeUhfQ57z6+nUF4RQUyMm8VPfEHBkWh270kypIMZXXJLu/LOhuG88rNPqKm3caA4Hp/Qd3CdDBkNhFi9XDIsj6Ufj9Sd1moV9Esr55V3RrMvuxu33/At86Zn8daHFxnSpWpCN8qn+9d/xC8vJPGDAo4u6N1muih7LeOG5HLVovk4a0J5+qYvmHLRAVZn9tetg2w/6Wh/1bxgOe6l6Ml+hGVX0+3lXAp+PxC0tv1Fdvma8bXmGLWrLD2M+qosZPp8Y4zYVbafmKE92vlOxTm4xiaYU1G7gCs0TXtW07RxQghH8x8IIZYKITKEEBkhMfZWhVnXOPGN9b8lesdHYjlg7NTIWf33MaFnHvf953JA34O8vMJ/f4cjnI3fppLev9yQDjJ0WZE5kBtfv4pbls3E6Q4jvyzwtTEyZQCMGlLAwfwEKp36p25KKyIorYhkX7Z/Yd1XW9Lol2bcrt4YG1g0sGg4xicSnhPYcHhG/yMUVURR5bLj9VlZv6s3Q9OOGtJBpp90Bn/1xNlwjYwBTaO2byRoYHF6A0oru3zN+FpjzNhVlh5GfVUWMn2+AaN2le0nZpDdzivan6B1bIQQB4AL8XdwFmma9qgpefEhWLLcAFh2uBHJ+ocox6bk84thO7ht9U9we/WlDwvzYLfXn/x84YhicvOMhzwwowtA18gaAJJinEwclMO/s/S/dcqQAeaG5Csd/gYt5Tx/v3fE4CLyCo3b1Vp16lj/Ltsrqe3Reoe5gaOVXRjcq4QwWz0gyOhXSO5R/fPjMv2ks/irKyMG+57jANiK3WgegS8qsNAHsstXxvSP2bonSw+jvioLWT7fgBm7yvYTo8hu5zsbGv5dUcH4C2q+hAjOHTVNSwYqhBBuTdN+CtwshGgxekqX/t3F8FdvBMC2uARrlhscXuhqpf6GrogUG7bXy8ELhGrU/U88ol/TxVqljWJFPX/ZGi5OLiI23E15tZ3/yxzJL4dvJ9TqpcrtX+2+sySJJ76+tImMlmLvdE9y8uiDXwL+YdN1X6Xx/j9a3uLZOA6QUV265LdcVktvXk5MRC0er4XffzaGrYdTWvytWRkRpS2/nYeH1vP3xe9x7cPzcLlbjpsS4mpZxvk9y7nn5q+xhfgoLoliydJxHG9h4WDjWFHd3zhMxH4n1uMePNEhlM9MJmKfk7CCGtCgPj6Uozf2whvbVK+WYkX9YspWJg0/jNencaAwgcUfXEq998wP8JZiRenxExk+IsNfG8eK6vZKLuF7j2N1evDG2Kic0x3nuK4kvlFAWF4NIkSj/Lpk3INPXzDbc9mZbaWnfFuLSxaor5VcdKp8jdq1W2bLO3IC1SN/1qn4TEZ9FSDygP/akh+vYWTKqby8tnkkDncYD176NXH2Gpx1YewrTeCW5T89TUZLsaL0+HzlgFPvxUbtmvxVyyPtgfrJ0ZGnrpmxScp/Tq87etv5hjheRvXIeet31BQXmA+AFyCRialiwJV3B+Ve2/94d6YQIiMY9wpmx2YK8BzgA+qBXwkhtrX0+8YdG6OUdqYgmBICHLbWsQkmrXVsAqW1jo0eVBDMpnSuIJjm5cgIuNq4Y2OU1jo2gdK4Y2OGho6NGWQEwWzcsTFKax2bQGncsTHDmTo2ejEboLRDOjazgtSxWRa8jk3QFg8LIVYDq4N1P4VCoVAoFP99nBUH9CkUCoVCoZCPFqRZm2ByVhzQp1AoFAqFQhEIasRGoVAoFIr/RjrgVOBg0Gk7NvXVNop36Ivv05zBE7NN63GoRs6JpmESjj5I3FRmWkb+DOOnCZ/C/ILO+jQ5rtdzuflFndWJ5tfq/TDa/MJfGT4ig9gv5GwzLh9s3q7dvzW/oDOs3HzZVCea9/nUlNK2fxQANd+YaxcBbC7zi4d7fWp+wXz50C6mZdhL5TyZzS78VXQe1FSUQqFQKBSKc4ZOO2KjUCgUCoWifQn24XnBQI3YKBQKhUKhOGdQIzYKhUKhUPy3cg6O2JwVHZvFY9YxMSWPcredaSvnAnDnsC1cnpqLEBrlbjsPbJxISU1kizLqnnHg3VSL1tVC+FsJAPgO1VP3ghNqBFp3C6G/iUGLbHkQ66lJ6xjfO5eKajtXvjsPgMl9s7lt9Fb6xFVy7ftz+L6kW5v5eXzqOsb39cu5aplfTnS4myWz1pAc46TIEcV9yyfjdAd+oqbFInjptbWUl4fz+MNjA0ojKz+NmTcmi1kZe9GA5dsG8t6mC9pMI9seqUlVPPbLtSe/Jyc4eXPlRXy4tuWj0GXlRVZ+2sNH3l76MdU1Nnw+Da9P43/vmRpw2gY60iYy8tMeehixie2FUqybqxGxVmqX+kOXaNm1hL5cDnUCrFB3RwJiQPvq0RhZ9QY61tfMypDRLrZH26oInKBORWmaFqtp2m16032Unc6CtdOaXFu2ZzjTP7mGGZ9ezbrCXtxxQWarMqw/sRP2XNOAbnVLjmG7pQvhb8VjHReO5/3qVmUs35POrc1iexwqj+POT6aQWZgccH5W7Erntg+aylkw5js25/Zgxhvz2ZzbgwWjtwcsD2Dm7IMU5Otb1S8rPw2c362CWRl7uekPs5n/6tWMHZBHStxpQdxPQ7Y9Co7GcvOiOdy8aA4Ln74Sd10IG75LC0peQE5+2sNHAB54ZBK33zXN0IOmo21yJvTmR7YeRm3indyF2qeb7m6yLaug/vpYal/vQf2NXbH9qaLd9WiMjHrTmI7yNbMyZLSLstvW9uRcDIIZ7DU2sYDujs3WkmQctU3fXI7Xn4qXYg+pp63DE63DQiGqaXbFES+WYf6os5aRoXi/dLcqI7MoGUezN7nDlV3JrdIXAXd7QTLHmsmZ0C+HlbvSAVi5K52J/XMClhefUM3IUcWsXtVblx6y8tNAWmIlu48kUVtvw+uzsD0nmYmDDreZTrY9GnPhgCKKSqM5WqGv02c0LyAnP+1pE6N0tE1kIFsPozbxDbWf1h6haWgntmFrLh8iLvAt5mbK5kwYrTeykJEfozJktIuy21aFPoLdsXkGOF/TtB2apj1nVthdwzfz1ey/MKP3QV7aOVJ3ektaCL6v/UHYvOvciBI5QeqMEB9ZQ5nLP5VW5oogPrIm4LS33L6TN5degK+D50qzS+IY3quYGLubMFs9l/TPJynG2FkXZuzRmMtHZrN2q/6ziGTmBeTkx6wMAfz2ibW88sIqfjL5oO77dzabmM2PDD1k2qT+1jhCllUQdl0+tj9W4FkQ+ENQdtkYrTcNdAZfk22TcxYRpL8gEuw1Nr8Ghgghhp/pPzVNWwgsBAiJbbtSv7hjFC/uGMUtQ7ZzffpuXs7S17mxPRBN/ctO6t9xYf1RGNh0JW9HtDZHoBq4eHQRVZVhHDrYlaHDStpXrTbILe3KOxuG88rPPqGm3saB4nh8Qkag2sDt0ZgQq5dLhuWx9GP9nd72ywsYzY9ZGff8egrlFRHExLhZ/MQXFByJZveepIDTdzabmM2PDD1k2iTkEyf1t8TjGxeJ9cvj2H5XRt2z5wVfDxP1poHO4Gvt66+KzkynWjwshFgKLAUIS0kNuHlZcbgfyy5fpbtjY+kVQtgL/g6Ur8CDd1OtrvQyKXfZSYh0UeaKJCHSRUV1YKe/DhpczuhLihk5ahW2UC8RER7ufXALzy++uJ01PjMrMgeyInMgALddsZkSR8sLulvDqD0aM2pIAQfzE6h0RhjSQVZeQE5+zMoor/DbweEIZ+O3qaT3L9fdEehMNpGRHxl6yLKJdY2T+l/FAeAdH4nt9/pOGpelh9l6A53H12T66zlJB6x/CQZn7Tk2vaKqTn6elJrLYYf+uUtR6Z96Ej6B5x0XITOMV2SzfHkwjelD9wMwfeh+1h8MbL3MW38ayo3zpvHz66by7KJRZO1I7LBODUDXE8P4STFOJg7K4d9Z/QzJMWqPxpgdTpeVF5CTHzMywsI82O31Jz9fOKKY3LxY3Tp0FpvIyo9ZPUCeTUR8CJYs/zo/yw43IlnfELIsPczWm87kazL9VXH2EOwRGyegezXai2O/4OKkIrqGu9kw+y+8lJXBhOR8esdU4RMaRa4oHv12XKsy6p6owrujHhw+aq4qxfbzLlAj8Hzs3wllHR+GdWp4qzKW/HgNI1OKiA1388WCd3ht80gc7jAevPRr4uw1vDZzFftKE7il2Wr45iyeuYaMnkXE2t2svv0dXt8wkje/vZAlsz7nymH7KHJ04f7lk/UZyQCy8tOYZ69dTUxELR6vhSUrx3I8gG2z7WGP8NB6MgYW8sJfW/eL1jCSF5CTH9k26Rpbw6MPfgmA1SpY91Uamd/p353RkTaRkZ/28DUjNrEtLsGa5QaHl/Dr8qm/oSv1dyZge70cvECoRt2dCe2uR3Nk1JuO9jWzMmS0i+3RtrYb5+CIjSbMT/bru6Gm/Q24APhMCHFfS78LS0kVKf/vLlP3Gjza+K6ABg6tkhMEM6T1neQBkfyF+SB6MoJgygg6Vx8pZ647JldGEEwJQT0l5ccsMoJGyghMCHJsIiM/MgKU2lzmfd4+9wfTMgBqPjAfBDOi1Gtahv0HYwv6GyPL12RQIyEYrlly3vodNcUFQVMkMj5VDJlq7jkbKFv+ek+mECIjGPcK+hobIcT8YN9ToVAoFApFUzTUGhuFQqFQKBSKTk2n2hWlUCgUCoUiiAR5OUow6LQdG4sXwirMTTW67zUfiyNktGkR0nD1NX9qpYz1MTLmouP3mF8bA1DfSmyvQJGx3iAk17yMsG3GD5lroDbD/K6Psh/Vm5YB0HO5+bLJvsv8+qfYL8z7vAybhOwwvzYGILHafH7yZ5k/jDQq3nwddpabt2ufd+U8mG3V5g8ys7nM2bWg5tzrZHQEaipKoVAoFArFOUOnHbFRKBQKhULRvqjFwwqFQqFQKBSdGDVio1AoFArFfyMdEKAyGJwVHZunJq1jfO9cKqrtXPnuPAAm983mttFb6RNXybXvz+H7En0Lhd9e+jHVNTZ8Pg2vT+N/75kaULrHp65jfF+/Llct8+sSHe5myaw1JMc4KXJEcd/yyThbOeFShozGpCZV8dgv1578npzg5M2VF/Hh2qEBpW9g3pgsZmXsRQOWbxvIe5suaDON7LKRlZe547OYPnofCMj+/+ydeXhURdq378reCVnIQjAkEBAIIMhikGUAQVEcHBBBBRlXBnH95nV3XMYVR0EdRn3VERlHUUd9xwXBYUREEBBlCcgie8hGgmTvhJDO0l3fH93BEJb0OafSaWLd15WL7qbrd56qeqq6TlWdeg7F8syHo6mtN+buqmyJCK/hvpnfkZpchpTwwpsj2bnf+zKJ71jDvXP20D6uFikFX/5fRz5/t5MhG8zakfhWFhHb7Dgjg8h5ui8AcZ/nE726mPpId3mWTO5E1bneHZlvpUwT3sglfEsFzqggDs7tdezzqGVFRH1VDAGCowOjKJ3u/Sm3ZnxeRZk8O2wlY5JzKHHYuGzJVADu6r+Bi1KykVJQ4rDx4LoxFFZ7H9vIrM+ryE/0KwWEbjqCKzqI4pe7ARDz/EGC8msBEFUuZEQAxX/r1qJ2NMVq2wPrfYmqfkTjPWfEwGbRzjT+tbUvf7nkF+fYXxLLXV+M4/GLVpvWffDRsVRUnj6MQlMWb0/jw4y+zJ7wiy0zhm1hfXYn/vnDIG4aupkZQzfz0qphLarRmLzDMcycPQWAAOHi4zn/Ys2WVEP5OrtDKZPSd3HD3ydT7wzk5Rv+w5o9XThYGn3adKrrRkVe4qOruGrkDqbPvZrauiCevn45YwdmsnRjms9tAbjzuvVs3NaJJ1++kKBAJ6Ghxp4mcToFC+Z0I3NnO2wR9bz8yY9sXhdDXqaxgH5m7Kj4TTzlF3Wg44Ks4z4vuziRskuNP+VjpUwrR8VivySeDq/nHvss7KdKwjfZOfhcGgQHEGD3/ikbsz6vokw+zUzj3T19ef433xz7bMHOAfxtqzvO2/W9tnPnuRk8tn6UV3pWfF5FfqovjKFqfHtiXjp07LPy+5OPvY586zCymScYVfsaWG97KvoSVf1ISyGsPyDnd5wRe2wyCpKwN5m9OFDWnuxy648/G2VzXhIVTWwZ3SOLJdvdjr5kexpjemadLKlSjVMxqFcBBUVRHC41dox8akIZOw4mUlMXjNMVwOasJMb0aT4kRUvWjdm8AAQGuAgNricwwEVYcD3FdmsBTs3aEmGrpV/azyxd1ROAemcgVUeNxbwpKwohc6f76PnqqiByM23EJ9b6xI7qtEicES1z/2O0TB292+Fqd/zj31Ffl2CfmAjB7q7MFe39I7tmfV5FmWwsTMJec3z5H6kLOfbaFlRn+HgRsz6vIj+154Qj253i0XwpsX1XQfXI0w8YVfuairYHavsSK32axnt8MmMjhEgFvpBS9vW8vw9oJ6V8whfXPxkS+MuTK5BSsHRZD/77lfnzP+Iiqimuct89F1eFExdhPIaKCg0wH5k3szCW2y7eQLTNgaM+kOE9c9mVbz2ulBXM5qXYHsEHq/rz2Z/fp6YuiA17ktmwN6VVbOmYUIm9MowHZq2hW+dS9mXH8+q7Q3DUmDszo0MnB2f3rmL3VmMdo2o7Yr4pJOr7EhxdwimamoLLxA+S1SjSAME/Owjbc4T2/3cIGSwo/X0nas727odHtc+rKJO7B6znim57qawL4bqvJnqdriV8XkV+AEJ2VuOMCcKZFNL8lxXaocLnVZerCp9XThvcY+NXMzZCiFlCiE1CiE31R6ta9Fr3/mkcd95zGY8+dSETxu+hb5/DipSFgoMczWkEBToZ3j+HVRldDafNLmrPwjUDeOXGL3j5hqXsPRSHS7ZeUDgreYm01TCybzZXzp7OxCeuxRZSz7jz9raKLYGBkh6pJSxe0YtbH52EoyaIaRO2mbIjLNzJIy/vYv6z3aiuMvYjo9KO8tEdyHquHzmP96E+JpiEj/IMa1gp08YIJwQccVLwVA9KpyfR4eVsr09SVenzKsoEYN6PQxj16XUszurBtWk7vE6n2udV5QcgbI0dx8gon9uhwudVlqsqn9c0j18NbKSU86WU6VLK9KBwY/sHjFJS6r6rs9vDWPdDCmk9S8xrVdmIj3APxOIjqig9amsVjSF989iXG09Zpbmp0sUZvbn+9Su5ZcHlVDpCyS0+/dRxS2IlL+k9D1JQGkl5lQ2nK5BV27vSL9X8wNWKLUWl4RSVRrA7071hcfWGVHqkGve1wCAXj7y8k1VLEli3PL7V7ABwRgdDgIAAgX1UAmFZxm9CrPpqA/WxwVQNjgYhqOkeAQICKr0/BVqVz6sok+PsOtCDcV2aXxZrQLXPK8uPUxL2fSXVI8wNbKzYocLnVZarKp9XjZC++fMlvhrY1De5lrEdu4oJDa3HZqs79nrQwENk53i/074p3+5LZUK/PQBM6LeHVfuMj8hVaFid5mzvWf5KjK5kTAGrgP8AACAASURBVJ8svtxm/Xh+s1jJy+GydpzTpZDQ4DpAkt4jn+zD5vf8WLGlzO7uXJPPsgMw8JwCcvKN+prkrtn7yMsM57O3k5v/eovZ4Saw/Jf9Pe02l1HTyfggXNWUfFV6NLadRwAIPuRA1Etckd6HYVDl8yrKpEtk+bHXY1OyOWD33mdV+7yK/ACEbq2iPjkUV7y5JU8rdqjweZXl6pfLUG0UXz0VdRjoIISIA44AvwO+9Dbx3EuXMzi5gJgwB1/PWMhr6wdjd4Ty0AVribVV89rlS9ldFM8ti37nlV77mGoee+hbwD1duXJ1KhlbvHtE9NnLl5PeuYAYm4Nldyzk9TWDeeuHQcyd9BVX9N9Ngb0dDyy6pMU1mhIWUkd673xefG+koXSNmXPNMqLDa6h3BjB3yQiOePG4ueq6UZGXnbmJrNzalbfv+RSnS7A3P57Pv+9tSktFub7yzlAevm0VwUEuDhVGMne+Ma0+gyq4aFIhWXvCeeWzzQC8My+VTatjW9yOjm8cIHxPJYFH6ul631ZKLk8ifHcloXnVIKAuLoTD13cxZIfZMu3wSjZhu44QWFlP5zt/omxKRypHx5LwRh7JD+xGBgkKb+sMwvvlJDM+r6JM5o34mvMTC2gf5mDN5Hd5aVs6o5Ny6RpdjksKCqoieewH78vHis+ryE/Mi/mE7KgioMJJhz/so3JaAtUXxxC2psLrZaiW8DWrbU9VX6KiH2kRJG0yCKaQPsqUEOKPwP8A+cABIPt0m4dtZ6XIrjfeY+mayd9UWkoP8PNQ/9m9Hp1tPejc0QTrQQXbWhBMq4HrAIKq2k4QzAO/V7O3SkUQzIJrjD39dTJivjY329AYJUEwi60HWQRI2GK9zz50sfX2FxlnfR9kZYn1LQeqgmBWd2j9IJg/fvsSleUHfba5sV37FNn/ov/xybXWfXJ/hpQy3RfX8tk5NlLKl4GXfXU9jUaj0Wg0p0fHitJoNBqNRqPxY86Ik4c1Go1Go9G0AG1wxkYPbJpBxb4WULO3xfazuUP7GhOx32FZo6q79VOFVZQHQF2EguXoBBX7dBTU74Nx1u2YY1mClGTzRx80Jm+csZg8J6PnPOt7lw5eaN1HRLX1+g0tVbN1wlZofd9R50XW81N4nvV+wOQ5pMdxeLB1DVXYiqzVsSu49c4Oa0vopSiNRqPRaDRtBj1jo9FoNBrNrxCB3jys0Wg0Go1G49foGRuNRqPRaH6NSNkmD+g7IwY2T49dyaiu2ZQetXHF+9MAuKR7JrcP3Ui32DKu+XAKPxUa26j4zvzPOFodjMslcLoEf7x3vKH0KYnlPH7zimPvk+IreWvJeXy8op8hnWnDtjEpfRcCWLSpNx98f66h9A1YzU8DAQGSl15bQUlJGE88MsJQ2tYukyfGr2RUd7efXLnA7SdRYQ7mTlpOUnQlBfZI7l90CZWnOV1WhYaK/AS/WETg+qPImEBq5rvDKIjMGkJeLoFaCYFQe2c8spf3dkSE13DfzO9ITS5DSnjhzZHs3H/6dqPKjg7vHSBiRxnOyGByHzk+/zErDpHwWS6Zzw3C1c77Q9LM+LyKvkRFXlqiTzNTv42x0n5nX7CS0Z2zKa22MfFjd37uG7KOMV1yqHMGkFcRzcPfjqGy9tR+oqJM/EWjKar6eY13nBFLUYt2pnFrkyP595fEctcX48jI9y4Uwsl48NGx3HH3ZaYGAXmHY5g5ewozZ09h1jNX4KgNYs2WVEMaZ3coZVL6Lm74+2Smv3oVI3rlkBxrN2xLA1by08Dlk/eRl2vutOXWLpPF29O4/aPj/WTGsC2sz+7ExDemsz67EzOGbm5xDRX5cV7SjppnOh73WfCCUuqujaHm9U7UXd+e4H+Uem0HwJ3XrWfjtk7c9MAUZj08iZyC5gM+qrKjYmg8BXf0OuHzoLIawnfZqWsf4n1GGmHU51X0JSry0hJ9mpn6bYyV9rtoTxqzlh6fn3UHU5j476lM+mQq2fZoZg04fbtRUSb+otEY1f28anQQzFYioyAJe5M75ANl7ckut/64oQoG9SqgoCiKw6XGBgSpCWXsOJhITV0wTlcAm7OSGNPH+4i+qomLP8rgIYdYttR4AM6mtEaZbM5LoqKJn4zukcWS7WkALNmexpieWS2u0Riz+XH1s0Fkk+YpBMJzZLuociFjvX9kN8JWS7+0n1m6qicA9c5Aqo42P9ujyg5H9yic4SdOEMd/kkPxpBT3LkYfoKIvUZEX1X2a2fo9FUbb76afkyivOf566/JTcEq372wtTCQx4vQhGFSUib9oNMbf+vlfAz5ZihJCPAfkSSlf9bx/AjgipXzBF9c/GRL4y5MrkFKwdFkP/vuV+Rg7ZqO2ZhbGctvFG4i2OXDUBzK8Zy678hNM2aAiP7fcsZW35p+LLdx6XBx/KBOAuIhqiqvc8WiKq8KJM3FwhhUNlfmpuzWWkId/JujNUoSEmnlneZ22Y0Il9sowHpi1hm6dS9mXHc+r7w7BUWM8Po4VOxoTsa2U+pgQapPNxQtS2YatYjUvVlFZv6A+EvXktN38N7O7Mr0zCdV9mnLa3hYbn+2x+Qj4G/Cq5/3VwLimXxJCzAJmAQRFtexszL1/GkdJaTjR0Q6effJr8g5GsWNnomGdoEAnw/vnMP8z46dEZRe1Z+GaAbxy4xdU1wWz91AcLmnu1tVqfs4fWkB5WSj797WnX/9CUzY04C9lciJCwT45Yxoq8xP0RSV1t8ThGhlB4LdHCP5rMbVzvBtUBAZKeqSW8MrCoezO7MAd1/3AtAnbePvj83xqRwOi1knssgLy7zxxScdbVLVhq6jIi1WU1q+F9nsybhmYgdMVwJL9rTfwbE1atk/TnAyfDGyklFuEEB2EEElAAlAmpcw7yffmA/PBHd27JW0qKQ0HwG4PY90PKaT1LDHVKQ7pm8e+3HjKKsNN2bE4ozeLM3oDcPvF6ym0m7vjs5qfPueUMHT4IQYPWUpwiJPw8Hrue2gDLzx7vmFb/KVMAEqqbMRHVFFcFUF8RBWlR41HeraqoSo/gcsrqbstFgDnqAiC/1bsddqi0nCKSiPYnene9Lh6QyrTJmzzuR0NBBfVEFRSQ+dntwMQVF5L5zk7yLv/HJxR3u23UdWGraIiL1ZRWb9W229jJvXczejOOdz0xQR8tt7oh6js01Sjz7Gxxr+BK4GpuGdwWo3Q0HpstrpjrwcNPER2TowpLatTtu09yxqJ0ZWM6ZPFl9uM39WoyM/b/+jH9dMu46bfj2fO7CFs+zHB1KAG/KNMGvh2XyoT+u0BYEK/PazaZ3z/kFUNVfmRcUEEbHOHxAj40YFM8n6Zoczu/uFLPsu9aXHgOQXk5JvzeSt2NFDbKZys584j+6mBZD81kPqYEHIf7Ov1QEBlG7aK1byoQGX9qlqGGpGcyx/6/8jty36Lw2luSaytoLJP0zSPLx/3/gh4E4gHLjCScO6lyxmcXEBMmIOvZyzktfWDsTtCeeiCtcTaqnnt8qXsLornliY72U9F+5hqHnvoW8A9hbtydSoZW4zvdg8LqSO9dz4vvjfScNoG5lyzjOjwGuqdAcxdMoIjBh4jbkBVflTQmmXy7OXLSe9cQIzNwbI7FvL6msG89cMg5k76iiv676bA3o4HFl3S4hoq8hP8bCGB2xxgdxL2+1zqrmtP3V3xBL9eAk4gRFB7V7whO155ZygP37aK4CAXhwojmTu/+TpSZUfHf+7Htq+CwCP1pD66mdLxyVQMNx9LyqzPq+hLVORFdZ8G5uq3KWbb7wsXLuf8JHd+Vk5fyP9mDObmAZsJCXTyj/FLAPcG4ifXnrrrV1Em/qLRFBX9fIsgAVfbm7IR0oeH8wghtgPFUsoxzX3XdlaK7HrjPZaul/xNpaX0ANUdjS9dnAwVQR/jth+xrBFwRAfBbAmCq6y3I9vUn63bMSfWskbdg8YeIz8VB/cpCIL5zlHrdlxo7viCxhxNsR6MMzxPjc8nbqyxrFEfoSIIpvX74kAFQTD9CVuRtX5g9+fzqCrK81mnFhmdLAeN+KNPrrV66YMZUsp0X1zLpwf0SSmNndSm0Wg0Go2m5Wh7EzZnxjk2Go1Go9FoNN5wRoRU0Gg0Go1Go562+FRUmx7Y5FxmfW29/W6XAksg+Kh17ynp186yRnWC9TKxuo4MEJVda1lDFVmTrTeDXq9a35dSk219f0xFqvUnccp/7Nj8l7wgZa31fSk/D7XuryqI2mN9T4rrojIFlkDo4nrLGhXDjG08Pxkq+safRyjoSxTUDUBFmnV/DTpqzRap11CUoItRo9FoNBpNm6FNz9hoNBqNRqM5DT58MtpX6BkbjUaj0Wg0bQY9Y6PRaDQaza8UvXm4lXh67EpGdc2m9KiNK96fBsAl3TO5fehGusWWcc2HU/ip8PSHgc2+YCWjO2dTWm1j4sdujfuGrGNMlxzqnAHkVUTz8LdjqKz1/kTIqaO2MWHobpCQeSiWZz4cTW29sSJVoQEwbdg2JqXvQgCLNvXmg+/PbTaNinJVYUdTIsJruG/md6QmlyElvPDmSHbuN2aHWY0O7x0gYkcZzshgch853vaYFYdI+CyXzOcG4Wrn/RHxAQGSl15bQUlJGE88MsJQPhpQUSZm6ubZYSsZk5xDicPGZUumAnBX/w1clJKNlIISh40H142hsNq72DcpieU8fvOKY++T4it5a8l5fLyi+SOunhi/klHd3f565QK3v0aFOZg7aTlJ0ZUU2CO5f9ElVJ7mVFcVPq/CjuhXCgjddARXdBDFL3cDIOb5gwTluzfViyoXMiKA4r91a7ZcGmPV11S0X7N9moq2p6Ju/MUOjXnOiKWoRTvTuLXJ8dX7S2K564txZOR7Fzpg0Z40Zi09XmPdwRQm/nsqkz6ZSrY9mlkDNnttU3x0FVeN3MGMeZO59vmrCQiQjB2Y6XV6VRoAZ3coZVL6Lm74+2Smv3oVI3rlkBxrbzadinJVYUdT7rxuPRu3deKmB6Yw6+FJ5BRE+0yjYmg8BXecGKU5qKyG8F126tobf+ro8sn7yMu19nSP1TIxWzefZqYxY8Vlx322YOcAJnxxNRP/cxUr87tw57kZXtuRdziGmbOnMHP2FGY9cwWO2iDWbEn1Ku3i7Wnc/tHx/jpj2BbWZ3di4hvTWZ/diRlDT9+GVfi8CjuqL4yh9LGU4z4rvz+Z4r91o/hv3XAMi8QxzLjPWPE1Fe3XSp+mou2pqBt/scMnSB/++ZAzYmCTUZCEvcnI9kBZe7LLvT/af9PPSZTXHK+xLj8Fp+f5uq2FiSRGVBmyKzDARWhwPYEBLsKC6ym2G4+Gq0IjNaGMHQcTqakLxukKYHNWEmP6HGg2nYpyVWFHYyJstfRL+5mlq3oCUO8MpOqosbsaKxqO7lE4w0+8u4z/JIfiSSmGAxTHxR9l8JBDLFtqPPhmAyrKxGzdbCxMwt6k3Ryp+6VjtwXVmd57OKhXAQVFURwu9e6HeHNeEhVN/HV0jyyWbE8DYMn2NMb0zDqthgqfV2FH7TnhyHaneDRYSmzfVVA90tjg1aqvqWi/YL5PU9H2VNSNv9ihMU+LLkUJIe4HaqSULwsh5gH9pZQXCiEuBP4gpfx9S17fCJPTdvPfzO5ef7/YHsEHq/rz2Z/fp6YuiA17ktmwN6X5hIo1ADILY7nt4g1E2xw46gMZ3jOXXfkJhnWsosKOjgmV2CvDeGDWGrp1LmVfdjyvvjsER433Sz8qNBoTsa2U+pgQapO9W25pzC13bOWt+ediC68zdW1Qkx/VPnL3gPVc0W0vlXUhXPfVRFMaKqJIx0VUU1zlrpfiqnDiIlon+JBKO0J2VuOMCcKZZGx20KqvqfARVX1aA1baXgMq6sZf7FCNAIR+Ksowa4CGMLHpQDshRLDns9VNvyyEmCWE2CSE2FR/1NjsiRVuGZiB0xXAkv3eh5KPtNUwsm82V86ezsQnrsUWUs+48/Yauq4KDYDsovYsXDOAV278gpdvWMreQ3G4pO+DQ6qwIzBQ0iO1hMUrenHro5Nw1AQxbcI2n2s0IGqdxC4roPSyZMNpzx9aQHlZKPv3WQsaqiI/qn1k3o9DGPXpdSzO6sG1aTsMpw8KdDK8fw6rMszPZJ2I8JMnV63ZEbbGjmNklKE0KnxNhY+o6tPAWts7jarhuvEXOzTe09IDmwzgPCFEFFADfI97gDMS96DnOKSU86WU6VLK9KBw8yNjI0zquZvRnXO4/5uLMLLOkN7zIAWlkZRX2XC6Alm1vSv9Ug8burYKjQYWZ/Tm+tev5JYFl1PpCCW32Pi+FBVYtaOoNJyi0gh2Z7o3cK7ekEqP1BKfazQQXFRDUEkNnZ/dTupjWwgqr6XznB0EVjR/cnKfc0oYOvwQ/3x/KQ8+up5zBxRx30MbDNugKj8t4SOLD/RgXBfjyxVD+uaxLzeeskrjS6+NKamyEe9ZQo6PqKL0qM2SXqvb4ZSEfV9J9QhjAxtVvmbVR1T2aVbaXmOs1o2/2NFiuHz050NadGAjpawDsoAbgXW4BzNjgO7Arpa8tjeMSM7lD/1/5PZlv8XhNLZMcbisHed0KSQ0uA6QpPfIJ/uwsbslFRoNtPdMayZGVzKmTxZfbvN+9kklVu0os7t/xJPPcm9aHHhOATn5MT7XaKC2UzhZz51H9lMDyX5qIPUxIeQ+2BdnVPPLBG//ox/XT7uMm34/njmzh7DtxwReePZ8wzaoyo8qH+kSWX7s9diUbA7YjfusimUogG/3pTKh3x4AJvTbw6p9KmeAfG9H6NYq6pNDccUb649U+ZpVH1HZp1lpe42xWjf+YofGe3zxuPca4D5gBrAd+CuQIaX3E3FzL13O4OQCYsIcfD1jIa+tH4zdEcpDF6wl1lbNa5cvZXdRPLc0edqhMS9cuJzzk9waK6cv5H8zBnPzgM2EBDr5x/glgHsD8ZNrL/DKpp25iazc2pW37/kUp0uwNz+ez7/v7W2WlGk0MOeaZUSH11DvDGDukhEc8eIxQhXlqsKOprzyzlAevm0VwUEuDhVGMnf+yOYTKdLo+M/92PZVEHikntRHN1M6PpmK4cYeq24JVJSJmbqZN+Jrzk8soH2YgzWT3+WlbemMTsqla3Q5LikoqIrksR+M2RIWUkd673xefM9YumcvX0565wJibA6W3bGQ19cM5q0fBjF30ldc0X83BfZ2PLDoktNqqPB5FXbEvJhPyI4qAiqcdPjDPiqnJVB9cQxhayoML0OpxGr7tdKnqWh7KurGX+zwFW1xj40wML4wdwEhLgK+BGKklFVCiL3A36WUfz1dOttZKbLrjfdYurZTwUyfqiCYKqgLt75vpjrBuoYOgnkiSoJgnmX9B01JEMw0yxIAJCkIgmlPtV439dZWuwAIOmpdQ1UQzOSHrAfBLFIQBFNFYN+2FgTTqi37P/wrRw/n+WyDZFRUshycfodPrvXNyoczpJTpvrhWi8/YSClXAMGN3vds6WtqNBqNRqNphlY4Y8YXnBHn2Gg0Go1Go9F4wxkRUkGj0Wg0Go1qZJuM7u23A5uAeut7OeK2H1FkjXUOXmjtSH2ALu/nWNY4MrCTZY3cSdb3HZWnWd8LAmr2cahYo1exZ0EFKvY9JGxRYIgi4n6qsaxRMMo/4vHsOP8DJToXdJ9lWUPFPqqgausT/uF51u0IL1KzDzLuJ+t7lwpGWetLXH77i3xmoYtRo9FoNJpfKW0xurfeY6PRaDQajabNoAc2Go1Go9Fo2gx6KUqj0Wg0ml8revOwfzBt2DYmpe9CAIs29eaD7881rPHO/M84Wh2MyyVwugR/vHe8zzSeHruSUV2zKT1q44r3pwFwSfdMbh+6kW6xZVzz4RR+KvT+pMvgECdz3viB4BAXgYGS71Z05P03jR0XlJJYzuM3rzj2Pim+kreWnMfHK/qdNl3iW1lEbLPjjAwi5+m+AMR9nk/06mLqI93uVTK5E1XnnjoEwLPDVjImOYcSh43LlkwF4K7+G7goJRspBSUOGw+uG0NhtXfxw8zmBeCJ8SsZ1d1dN1cucNdNVJiDuZOWkxRdSYE9kvsXXUKlgRNZVfirCo2po7YxYehukJB5KJZnPhxNbb2xLsCqhpW6aUpEeA33zfyO1OQypIQX3hzJzv2nbzezL1jJ6M7ZlFbbmPixu37vG7KOMV1yqHMGkFcRzcPfjqGy9tT1q6L9FuYH8/z/dKa8KBiEZPy1JVwxsxiAz/8Rz+K34wkIlAy5qIKZfz7UbFlYKVcV7c9fyrUpKny+tfxMY54zbmBzdodSJqXv4oa/T6beGcjLN/yHNXu6cLDUeEC/Bx8dS0VlmCV7zGgs2pnGv7b25S+X/NIR7S+J5a4vxvH4RScEPW+WutoAHr59CI7qIAIDXTz/5vds+j6BPTu8j9GSdziGmbOnABAgXHw851+s2ZLabLqK38RTflEHOi7IOu7zsosTKbu0o1fX/jQzjXf39OX533xz7LMFOwfwt63uWDfX99rOnedm8Nj6US2aF4DF29P4MKMvsyf8Ujczhm1hfXYn/vnDIG4aupkZQzfz0qphXump8FcVGvHRVVw1cgfT515NbV0QT1+/nLEDM1m60fvHY1RoWKmbptx53Xo2buvEky9fSFCgk9DQ5p9qWbQnjX/t6MtzY36p33UHU5i3YShOGcC953/PrAGbeXHDqetXRfsNDJLMeqyAHudWc/RIAHde2pNBoyopKwpm3bJoXv96DyGhkvJi77poK+Wqov35S7k2RoW/Quv5mU+QIPzncH1lnHF7bFITythxMJGaumCcrgA2ZyUxpo/x6MKtSUZBEvYmd/wHytqTXW4uWBwIHNXuDjAoSBIYJEGaP5V7UK8CCoqiOFza/CPq1WmROCOsjY83FiZhrzm+PI7U/fI4uC2ozvRsqZG8AGzOS6KiSd2M7pHFku3uznDJ9jTG9Mw6WdKTosJfVfl8YICL0OB6AgNchAXXU2w3HmtAhUYDRuumMRG2Wvql/czSVe6ZyXpnIFVHm7/73fRzEuVNfG1dfgpO6e4KtxYmkuiJwHwqVLTfuMR6epzrDjgZ3s5FSvcaig8F88XCOKbeeZiQULfDx8QbfwTZaLmqaH/+Uq5NseqvrelnGvP4ZMZGCDEY+AdwPhAIbACmSil3GNXKLIzltos3EG1z4KgPZHjPXHblJxi2SQJ/eXIFUgqWLuvBf78yHulYhYYqAgIkLy1cy1nJR/nPx13Y85O5aNagJvJyzDeFRH1fgqNLOEVTU3CZGPzcPWA9V3TbS2VdCNd9NdGUHSryEhdRTXGVexq+uCqcOE8EZG9Q4a8qNIrtEXywqj+f/fl9auqC2LAnmQ17U3yu0RgrddMxoRJ7ZRgPzFpDt86l7MuO59V3h+CoMRYVuymT03bz38zuljSM8nNeCJk7bPQadJQFT3dix/p2vD3nLEJCJTc/lk/aAO/9DdRFTlfR/hpojXJV4a9tyc9OSRvcY+OTGRsp5UZgMTAbmAu8d7JBjRBilhBikxBiU331yUez2UXtWbhmAK/c+AUv37CUvYficJmYnbj3T+O4857LePSpC5kwfg99+xxuFQ1VuFyC/3ftSG743YX07FNOl26VpnSCAp0M75/Dqoyupm0pH92BrOf6kfN4H+pjgkn4yNwpXPN+HMKoT69jcVYPrk0zPAZWkpcTEYb6ARX+qkIj0lbDyL7ZXDl7OhOfuBZbSD3jztvrc40GrNZNYKCkR2oJi1f04tZHJ+GoCWLahG2mtBq4ZWAGTlcAS/b77galuiqAp2emcutT+UREunA6obI8kJe+2MfMPxfwzC2phvxNpc9bbX8NtEa5ghp/bSt+9mvDl0tRTwEXA+m4BzcnIKWcL6VMl1KmB9lOvVFtcUZvrn/9Sm5ZcDmVjlByi43vrykpdU9J2u1hrPshhbSeJa2ioZqqI8Fsy4jjvGFFptIP6ZvHvtx4yirNLzE4o4MhQECAwD4qgbAsa1Ouiw/0YFwX40svKvICUFJlI94zbRwfUUXpUWNh41X4q1WN9J4HKSiNpLzKhtMVyKrtXemXamwgrkKjAat1U1QaTlFpBLsz3Zs4V29IpUeq+fY3qeduRnfO4f5vLgJ8E1y5vg6enpnKhZPLGDHeDkD8WXX8ZrwdIaDXwKMEBIC91PvTbFX5fGPMtj9onXJtQIW/tgU/axbpoz8f4suBTRzQDogELO3Ybe9ZCkiMrmRMnyy+3GZs5BsaWo/NVnfs9aCBh8jOMbZ0o0JDFVExNUS0c9sSEupkwJBi8nK8e4KoKSqmsQPLa4+9bre5jJpOxgYCAF0iy4+9HpuSzQG78XV2VVPy3+5LZUK/PQBM6LeHVfuM3Q1b9VcVGofL2nFOl0JCg+sASXqPfLIPGytTFRoNWK2bMrv7Byf5LPeAYOA5BeTkm2t/I5Jz+UP/H7l92W9xOK0tMXiLlPDXezuT0qOGKbf8chMy/FI7W79rB8DBzFDqagXRsd6HDVHl8yraX2uUa2NU+OuZ7mdnGkKIbCHEdiHEj0KITWZ1fPlU1BvAn4GuwBzgTrNCc65ZRnR4DfXOAOYuGcERA4/eArSPqeaxh74F3FONK1enkrElyWcacy9dzuDkAmLCHHw9YyGvrR+M3RHKQxesJdZWzWuXL2V3UTy3LPqdV3qx8TXc8/g2AgIkIkCy9uuz2Lg20VB+AMJC6kjvnc+L7430Ok3HNw4QvqeSwCP1dL1vKyWXJxG+u5LQvGoQUBcXwuHru5xWY96Irzk/sYD2YQ7WTH6Xl7alMzopl67R5bikoKAqksd+8N4ms3kBePby5aR3LiDG5mDZHQt5fc1g3vphEHMnfcUV/XdTYG/HA4suMaRp1V9VaOzMTWTl1q68fc+nOF2CvfnxfP59b59rgPm6acor7wzl4dtWERzk4lBhJHPnN6/3woXLOT/J3fZWTl/I/2YM5uYBmwkJdPKP8UsA98bOH/Y4IgAAIABJREFUJ9decEoNFe33pw0RrPg4lq69q7ltrHtj+k0PFTBuWil/vSeFWWPSCA6W3P9SLsLLG3uz5aqi/flLuTZGlb+2lp/5CuF/e2zGSCmLrQgI6YNMCSGuBy6XUk4RQgQC64CHpJTfnCpNREKK7HX53Zauq4Ngnoi/BMEMKlZzx6IiCKY91fr4PrjKPzoHFUEwVRFcpcBPqqzXr4ogmIHG9u+elB3/85p1EeCCW6wHwSwYYT3wa1C19aUUFeUalaPmeWVbYZ1lDau+lvPGX3Hk5/lsjSqqXSc5tN+tPrnW8h8ey5BSpp/uO0KIbCDd6sDGJzM2UsqFwELPaycwxBfX1Wg0Go1Gcxp8N2MT32R5ab6Ucn5Ta4CvhBASeOMk/+8VZ9wBfRqNRqPRaM44ipubsQFGSCnzhRAdgOVCiN1SSsOnM55xB/RpNBqNRqNRgARcPvrzxhwp8z3/FgKf4T77zjB6YKPRaDQajaZVEUJECCEiG14DlwCmDlDy26WogBpJVHZt8188DSX92lm2ozpBzT6uoKPWNVRs/C3pY73Kz1pufbNe0UDLEoCa/KjYfFg00WFZI+J762eP1EVY99ekr82dgdSU3XfEWtYIz7O+8bdDhvGwBE1R4Wdd/zvTsgZA7/1lljWc46zXTcIW676mYoO5Kg4Pbn1fK/DxQwgC6U9PRSUCnwn3Y4BBwL+klF+aEfLbgY1Go9FoNJpfB1LKA0B/FVp6KUqj0Wg0Gk2bQc/YaDQajUbza8V/lqKUcUYObCLCa7hv5nekJpchJbzw5kh27u9gSGPasG1MSt+FABZt6s0H35/bbJqnx65kVNdsSo/auOL9aQBc0j2T24dupFtsGdd8OIWfCpu344nxKxnV3a1z5QK3TlSYg7mTlpMUXUmBPZL7F11CpZeny6YklvP4zSuOvU+Kr+StJefx8Yp+PslPY6aO2saEobtBQuahWJ75cDS19ad3s2eHrWRMcg4lDhuXLZkKwF39N3BRSjZSCkocNh5cN4bC6tOHiVCdHzN5AUh4I5fwLRU4o4I4OLfXsc+jlhUR9VUxBAiODoyidPqpT6pW4SOq/ayBgADJS6+toKQkjCceGeFVmg7vHSBiRxnOyGByHzm+rcWsOETCZ7lkPjcIV7tTH9youn5bs90kvpVFxDY7zsggcp7uC0Dc5/lEry6mPtLtYyWTO1F1rrHj+1urbhpjtt00xmzdqNDwFz/TmOeMXIq687r1bNzWiZsemMKshyeRU2AsIODZHUqZlL6LG/4+memvXsWIXjkkx9qbTbdoZxq3NjnOe39JLHd9MY6MfO9DMizensbtHx2vM2PYFtZnd2LiG9NZn92JGUM3e62XdziGmbOnMHP2FGY9cwWO2iDWbEltNp2q/DQQH13FVSN3MGPeZK59/moCAiRjB2Y2m+7TzDRmrLjsuM8W7BzAhC+uZuJ/rmJlfhfuPDejWR2V+TGbF4DKUbEcerDbcZ+F/VRJ+CY7B59L4+DzvSi/LOG0Gip8RLWfNXD55H3k5Ro7SbtiaDwFd/Q64fOgshrCd9mpax/SrIZqf23NdlPxm3jy7z4x3lfZxYnkPnEOuU+cY3hQA61XNw1YaTeNMVs3KjT8xc98hpS++fMhZ9zAJsJWS7+0n1m6qicA9c5Aqo4au+NMTShjx8FEauqCcboC2JyVxJg+zUevzShIwt7k7vZAWXuyy40FVtucl0RFE53RPbJYst0dM2bJ9jTG9MwypNnAoF4FFBRFcbi0+c5NVX4aExjgIjS4nsAAF2HB9RTbm3/SZ2NhEvaa4+04UvdLZ2oLqvOqXajOj5m8ADh6t8PV7vgj66O+LsE+MRGC3U3OFX36u18VPtISfhYXf5TBQw6xbKmxQKCO7lE4w0+8a4//JIfiSSleBTpuCX9twNftpjotEmeE2gnz1qybxphtN6fCSN2o0PAXP9OYxydLUUKIp4BSKeXfPO+fAQqllC8Z1eqYUIm9MowHZq2hW+dS9mXH8+q7Q3DUeB97KLMwltsu3kC0zYGjPpDhPXPZlX/6O+iWJi6imuIq91JLcVU4cRHmgqioiu5rhmJ7BB+s6s9nf36fmrogNuxJZsPeFNN6dw9YzxXd9lJZF8J1X01UaGnzqM5L8M8OwvYcof3/HUIGC0p/34mas411+Cp8xKrGLXds5a3552ILtx5XJ2JbKfUxIdQmm4tEr5LWbDeNifmmkKjvS3B0CadoagouA4Mff6gb1e0G1NSNv9Svv9hxjIYD+toYvpqxeQu4HkAIEQBMA95r+iUhxCwhxCYhxKa6uqqTCgUGSnqklrB4RS9ufXQSjpogpk3YZsiY7KL2LFwzgFdu/IKXb1jK3kNxuKTP4o55gTA1cxcU6GR4/xxWZRi7Y1NFpK2GkX2zuXL2dCY+cS22kHrGnbfXtN68H4cw6tPrWJzVg2vTTJ3TZBrVeRFOCDjipOCpHpROT6LDy9kWp2fN+YgVjfOHFlBeFsr+fdbvXEWtk9hlBZRelmxZyyqt3W4aKB/dgazn+pHzeB/qY4JJ+CjP67T+Ujeq242KuvGX+vUXO34N+GRgI6XMBkqEEANxnya4RUpZcpLvzZdSpksp04ODT36nUFQaTlFpBLsz3Zu3Vm9IpUfqCVLNsjijN9e/fiW3LLicSkcoucXG9umopqTKRnyEezAXH1FF6VGbYY0hffPYlxtPWaX1g97MkN7zIAWlkZRX2XC6Alm1vSv9Ug9b1l18oAfjujS/VKgS1Xmpjw2manA0CEFN9wgQEFBpLHK1Ch+xotHnnBKGDj/EP99fyoOPrufcAUXc99AGwzYABBfVEFRSQ+dnt5P62BaCymvpPGcHgRXWDuU0Q2u3mwac0cEQICBAYB+VQFjWyW/uToa/1I3qdqOibvylfv3FjqYIKX3y50t8+VTUAuBGoCPuGRxTlNndA5vks+wcPBTNwHMKyMk3vsmufUQ1ZVU2EqMrGdMni5veuMKsSUr4dl8qE/rt4Z8/DGJCvz2s2md8VN/a05yHy9pxTpdCQoPrqKkLIr1HPrvzzC3xdYksJ6fSXa9jU7I5YLd+J2oElXkBqEqPxrbzCI5zIgk+5EDUS1yRgc0nbIQKH7Gi8fY/+vH2P9xPcvTrX8iUq/fywrOmQrlQ2ymcrOfOO/Y+9bEt5D7Q1+snb1TS2u2mgcDyWpwx7r1l7TaXUdPJ+0Gnv9SN6najl6E0ZvDlwOYz4CkgGJhuReiVd4by8G2rCA5ycagwkrnzRxrWmHPNMqLDa6h3BjB3yQiOePHI69xLlzM4uYCYMAdfz1jIa+sHY3eE8tAFa4m1VfPa5UvZXRTPLU121Dfl2cuXk965gBibg2V3LOT1NYN564dBzJ30FVf0302BvR0PLLrEUH7CQupI753Pi+95Xxaq8tPAztxEVm7tytv3fIrTJdibH8/n3/duNt28EV9zfmIB7cMcrJn8Li9tS2d0Ui5do8txSUFBVSSP/dB8vlTmx2xeADq8kk3YriMEVtbT+c6fKJvSkcrRsSS8kUfyA7uRQYLC2zqDOPXypwofaQk/M0vHf+7Htq+CwCP1pD66mdLxyVQMN3aUgGp/hdZrNx3fOED4nkoCj9TT9b6tlFyeRPjuSkLzqkFAXVwIh6/v4rVNVlBRNw1YaTdNMVM3KjT8xc98Rhs8x0ZIH2ZKCPF3oFxK+afmvhsZlSzTz7/T0vUqUr1/TPFU+FOsqOhs/4h5oyS20kA15Rpaal2nLcWKUoF/xYoyNqt1MuJ2+ke7qeqpZpmt9wvNH03RHCrqpuPathUrSkUdW/W1H799icrygz7b8BkdniSH9fiDT661bNvsDCllui+u5bMZG8+m4aHAVb66pkaj0Wg0mlPh+zNmfIFPNg8LIfoA+4EVUsp9vrimRqPRaDSaXx8+mbGRUu4EujX7RY1Go9FoNL5BomdsNBqNRqPRaPwZvw2CKYMF1R2sPfpZnmbdjqS11jceAtRF+McYUsVGSnuqdbcJLbUsAUBNrPW7DdtGBSe1Ktj4W69g73DyN5WWNcr7x1k3BAgttu7zTuNH9ZxAwQjrG5BV+Gv/7t4fuHc6CvtbP+Ct66fWfd5q/wwQ8e1uyxq7/2LuqaumRO2xrmF1A3L9hlY4KNZ/9m8rwz9+bTUajUaj0WgUoAc2Go1Go9Fo2gx+uxSl0Wg0Go2mZfF1uANfoGdsNBqNRqPRtBnOyBmbqaO2MWHobpCQeSiWZz4cTW396bPy7LCVjEnOocRh47IlUwG4q/8GLkrJRkpBicPGg+vGUFh98uCbTUlJLOfxm1cce58UX8lbS87j4xX9WjwvLWGLWY0nxq9kVPdsSo/auHLBNACiwhzMnbScpOhKCuyR3L/oEipPE7Li6bErGdXVrXHF+26NS7pncvvQjXSLLeOaD6fwU2HzR7yrruOI8Brum/kdqcllSAkvvDmSnfubt8OfyqQx78z/jKPVwbhcAqdL8Md7xxtKD+b9dfYFKxndOZvSahsTP3bn574h6xjTJYc6ZwB5FdE8/O0YKmtPXSYqNFT4iIq6qX3OjvP7GkT7AMLejgfAtb+O2hcroVoiOgYQ8udohIGHDlT0JWZ9XrUd8R1ruHfOHtrH1SKl4Mv/68jn73ZqNl2H9w4QsaMMZ2QwuY+ce9z/xaw4RMJnuWQ+N+i0ca/8tf22GHrGpvWJj67iqpE7mDFvMtc+fzUBAZKxAzObTfdpZhozVlx23GcLdg5gwhdXM/E/V7Eyvwt3npvhtR15h2OYOXsKM2dPYdYzV+CoDWLNllSf5KUlbDGrsXh7Grd/dHzMlBnDtrA+uxMT35jO+uxOzBi6+bQai3amcWuTuCv7S2K564txZOQneZ0H1XV853Xr2bitEzc9MIVZD08ip8C7CPD+VCZNefDRsdxx92WmBjVW/HXRnjRmLT0+P+sOpjDx31OZ9MlUsu3RzBrQTJko0FDhIyrqJvC3NkKfPz6wa+3cCoJvaUfY23EEjgyj/kPv47Co6kvM+rxqO5xOwYI53bj1d+ncM60/v/v9IVLObj7aecXQeAru6HXC50FlNYTvslPXvvkwO/7cfjXeccYNbAACA1yEBtcTGOAiLLieYnvzz8luLEzCXnP8CPtI3S9ObguqMz1wHdSrgIKiKA6XRhpOayYvLWWLGY3NeUlUNLlzGd0jiyXb3c/aL9mexpieWafVyChIwt5E40BZe7LLjUX0VlnHEbZa+qX9zNJVPQGodwZSdbT5QKngX2WiGrP+uunnJMqb1M26/BSc0t0FbS1MJDHi9D9cKjRU+IiKugnsHwKRx3e/8qCTgP7umYSAwSE4vzUWf8xqX2LF51XaAVBWFELmznYAVFcFkZtpIz6x+Vhbju5ROMNPnB2K/ySH4kkp4MXT1G25/Z6ABFzSN38+xJexom4FbvW8jQaypZRjjOoU2yP4YFV/Pvvz+9TUBbFhTzIb9qaYtuvuAeu5otteKutCuO6riaY0zIajV50XK7ao1IiLqKa4yj2VX1wVTlxEtSV7rGKmjjsmVGKvDOOBWWvo1rmUfdnxvPruEBw15s7u8IcykcBfnlyBlIKly3rw3696GErfEv7awOS03fw3s3uraajoB6wSkBqEa20NgSPDcK50IAu9P2BERd2o8PmW8JEOnRyc3buK3VvN3axFbCulPiaE2mTvlqBPhj+0X433+GzGRkr5dynlAGAwcBD4a9PvCCFmCSE2CSE21TlOfucVaathZN9srpw9nYlPXIstpJ5x5+01bde8H4cw6tPrWJzVg2vTdhhOHxToZHj/HFZlGD80S3VerNiiUuN4RKsv4Zqp48BASY/UEhav6MWtj07CURPEtAnbFFnUOmVy75/Gcec9l/HoUxcyYfwe+vY5bCi9an9t4JaBGThdASzZb2ygpVLDaj+gguAHo6hfVI3j5hKolmBgDK2iblT4vGofCQt38sjLu5j/bDeqq4zfh4taJ7HLCii9LNm0DSdRbfU+TR2eIJi++PMhrbEU9RLwjZRySdP/kFLOl1KmSynTg8NOPrpO73mQgtJIyqtsOF2BrNrelX6pxjrok7H4QA/GdTlgON2Qvnnsy42nrNL4dKvqvFixRaVGSZWNeM+SQHxEFaVHFRwfqwAjdVxUGk5RaQS7M90b/FZvSKVHaonpa/tDmZSUuuvUbg9j3Q8ppPU0lp+WaHuTeu5mdOcc7v/mIrxaJ2ghjQbM9gMqCOgSROiL7Ql7M47Ai8IQSd6fmKyiblT4vEofCQxy8cjLO1m1JIF1y+NNaQQX1RBUUkPnZ7eT+tgWgspr6TxnB4EVzS9rNcYf2q/Ge3w6sBFC3Ah0AZ40q3G4rB3ndCkkNLgOkKT3yCf7sLl1yy6R5cdej03J5oDduI6VZRuVebFqi0qNb/elMqGf+3zyCf32sGqfqtkf45it4zK7u5NPPssOwMBzCsjJjzFtR2uXSWhoPTZb3bHXgwYeIjvHWH5U++uI5Fz+0P9Hbl/2WxxOc0t8KjRU9AMqkGXupSfpktQvrCJoovc3FyrqRoXPq/MRyV2z95GXGc5nb5ufbantFE7Wc+eR/dRAsp8aSH1MCLkP9sUZ1fwm4sa0dvttUdrgjI2QPrqgEOI84B1gpJSyrLnvt4tLkX3H3XXS//vDuI2MHXAAp0uwNz+eZz+6gDrniXc3RQN/uXubN+Jrzk8soH2Yg5JqGy9tS2d0Ui5do8txSUFBVSSP/TCSw9XtjtNIWus8pY1hIXX837MfcM0j06hynL6hnCpWlLd5AQiuOvWauxFbrGo0jhX17OXLSe9cQIzNQWmVjdfXDGblvq7MnfQVZ0UdocDejgcWXUKFI+w4jcZxkeZeupzByQXEhDkoOWrjtfWDsTtCeeiCtcTaqqmsDWV3UTy3NHnKAI6PFWW2jjsvO/nd29mdS7h35lqCg1wcKoxk7vyRHDnFZsqSc375vDXL5FSxojomVvLYQ98C7iWHlatT+fDfJ3+Uv+LsU+9FMOKvZb1+8fkXLlzO+Um/5Od/MwZz84DNhAQ6KfeUw9bCRJ5ce8Epr21Wo95m3UdCS3/pS8zWTffxvzwdVPtkOc4f68DugtgAgm9qB9WS+s/cT0IFjgolaFY7hDhxBqrw9ZP/qBqpG1vhyWNFGfH5U8WKMmJHzNKdJ/28zyA7L/xrG1l7wnG53GXwzrxUNq2OPeG7jWNFdfznfmz7Kgg8Uk99VBCl45OpGP7LY9Wpj20h94G+J33cO2qP20az7Rd+acNmfSTr7b9SfSjPZwGjosM6yuEp1/vkWl/ufz5DSpnui2v5cmDzT2AcUOj5aJOUcuapvn+6gY23NB7YmOV0AxsjqAiCebqBjS9REQRTRcBHUBME81QDGyM0HtiYxV+CYJ5uYGOExgOb1qTxwMYsjQc2Zmk8sLHCqQY2RjjVwMYIKoJgnmpgYwR1QTCtB0u12oZbZWCTfJ1PrvVl5gs+G9j47KkoKeVNvrqWRqPRaDSaXydn5MnDGo1Go9FoLNJwjk0bwz/mijUajUaj0WgU4LM9NkYRQhQBOaf5SjxQrOBSKnS0hnoNf7JFa/ivLVrDf23RGsZ1ukgpExRcxyuiQxPl8KTf++RaX2bPa3t7bIzSXOUKITapKCQVOlpDvYY/2aI1/NcWreG/tmiNltPRnB69FKXRaDQajabN4LczNhqNRqPRaFoYP92OYoUzecZmvh/paA31Gqp0tIZ6DVU6WkO9hiodraFeQ6WO5jT47eZhjUaj0Wg0LUd0SKIc3vEan1zry7yXfLZ5+EyesdFoNBqNRqM5Dr3HRqPRaDSaXyttcNXmVzljI4RIFULsaG07miKEeEIIcV8r2/BHIcQuIcT7rXR9ZXUjhFjX2jqK83NEhY6mbSKEiBFC3N7admg0rY2esdE05XZgrJTyYGsbYhUp5XB/0tG0fYQ7HLeQUrZGxNoY3O33tVa4tuZMRc/Y+AdCiEVCiAwhxE9CiFkmZYKEEO97Zic+FkIYjssqhLheCLFNCLFVCPGuGSOEEI8IIfYKIdYCaWY0PDrXCiE2CCF+FEK8IYQwHKpWCPF3oBvwXyHE3Sbt+LMQYo8QYq0Q4gOTM1CBQog3PfX7lRDCZtIWJTMcCnW6CSG2CCEGq9AzcN1UIcRuIcTbHl97XwgxVgjxnRBinxDifAM6u6zWjRDiHiHEDs/fXcZzdFyeTLfhxm3Pgq822LJHCLEQ2AGkGEwfIYT4j6cf2SGEmGrGDuA54GxPH/C80cRNZxeFEPcJIZ4wqPGcEOKORu8NzUILIe4XQvzR83qeEOIbz+sLjc4iCyEGe/rnME8Z/ySE6GtQ46nGPiqEeEYI8T8GNW711MmPQogsIcRKI+k1xjkjBzbADCnleUA68EchRJwJjTTgNSllb6AC952O1wghzgEeBS6UUvYHDDm7R+M8YBowABgPmPrBE0L0BqYCv5FSDgCcgOFzsqWUtwIFwBgp5TwTdgwGpgD9gd/irh8z9ABelVKeA5R7NM9ohBBpwCfAjVLKja1gQnfgRaCX5286MAK4D3jYgI6luvH4/E3AEGAocLMQYqARjUaYbsOq2l4jenhsOUdKebpQMCfjUqBAStlfStkX+NKkDX8CMqWUA6SU95vUsMpHwNWN3l/t+cxb1gAjPa/TgXZCiGDPZ6uNGOJpZ4uB2cBc4D0ppdFl4beA6wGEEAG4feY9g3b83dMvDwYOAn81aEMLIt0zNr748yFn6sDmj0KIrcAPuO+OepjQyJNSfud5/R7uTt4IFwL/llIWA0gpS03YMBL4TEp5VEpZgbsRmuEi4DxgoxDiR8/7bia1rPAb4HMppUNKWQksMamTJaX80fM6A0hVYVwrkgB8DvxeSrm1lWzIklJu9yyR/ASskO6zHrZjrHyt1s0I3D5fJaU8AnzKLz9kRrHShlW1vQZypJQ/mEy7HbhYCDFHCDFSSmm3aEurIaXcAnQQQiQJIfoDZVLKPAMSGcB5QogooAb4HvcAZyTuQY9RngIu9mjMNZpYSpkNlHgG35cAW6SUJSbsAHgJ+EZKabZf1HjJGbfHRggxGhgLDJNSHhVCrALCTEg1HUKeyQuNAnhHSvlQaxuiiJpGr52AqaUoP8IO5OL+4d3ZSjY0LlNXo/cujPUD/lQ3/tSGq8wmlFLuFUIMwj1zNFsIsUJK+ZQ607ymnuNvds30qwD/Bq4EOmJstgYpZZ0QIgu4EVgHbAPG4J5x3GXCljigHRCMOz9m6mmBx56OuGdwDCOEuBHoAtxpJn2LIQFXa2wHa1nOxBmbaNx3AUeFEL1wT2ebobMQYpjn9XRgrcH03wBXNSyDCSFiTdiwGpgkhLAJISKBCSY0AFYAVwohOjTYIoToYlLLCt8BEzxr2u2A37WCDf5ILXAFcL0QYnprG9PKrMHt8+FCiAjc5WLmThystWFVbc8yQogk4KiU8j3geWCQSalKINKCKYdxz7bECSFCMd9+P8K9ZHMl7kGOUdbgXiJd7Xl9K+6ZEjMD1zeAPwPvA3NMpAf4DPdy4WBgmdHEnmXP+4BrW2lT+a+OM27GBvf6861CiF3AHtzLUWbYA9whhHgL913060YSSyl/EkI8A3wrhHACW3CP6o1obBZCfARsBQoBU3svpJQ7hRCPAl951oHrgDsAo2v9lpBSbhRCLMZ9l3UY9xT7GTut3gjLMwFSyiohxO+A5UKII1JKq0sfZyQen38b2OD5aIFn+cIMptuwqraniH7A80IIF+62e5sZESlliWdD+A7gv0b32XhmS57CXTf5wG6TdvzkGSzmSykPmZBYAzwCfO9pNw5MDH6FENcDdVLKfwn3wxTrhBAXSim/MaIjpaz1bPgtl1I6jdqBe5YmFlgphADYJKWcaUKnZWiDT0XpkAoapQgh2kkpj3ieUFkNzJJSbm5tu8zimZHbLKVsjRkwzSkQQqQCX3g226rQewI4IqV8QYWepu3guVncDFwlpdzX2vaoJDq4gxwed6VPrvXl4dd9FlLhTJyx0fg384UQfXCvZ79zhg9qkoBVgP6x02h+hXj6si9wbzRvU4OaY7TByQ09sNEoRUrZZvaQSCkLgJ6tbYfmRDxPqyiZrfHoPaFKS9N2kFLupHWeMNVY4EzcPKzRaDQajUZzUvSMjUaj0Wg0v0okuNreUpSesdFoNBqNRtNm0AMbjaaVEUI4PXFkdggh/i1MxC1rpPW2EOJKz+sFns2Pp/ruaCGE4QCfQohsIUS8t583+Y6huFtGYw1pNBoDSJDS5ZM/X6IHNhpN61Ptie/TF/dhfrc2/k8hhKklYynlTM/mx1MxGtCRyzUaTZtCD2w0Gv9iDdDdM5uyxnPg4U4hRKAQ4nkhxEZPxOJbAISb/xXu6NJfAx0ahIQQq4QQ6Z7XlwohNgt3BOkVnnNgbgXu9swWjRRCJAghPvFcY6MQ4jeetHHCHcn7JyHEAtwhPE6LEGKRECLDk2ZWk/+b5/l8hRAiwfPZ2UKILz1p1nhOFddoNC2NS/rmz4fozcMajZ/gmZn5Lb9Edx4E9JVSZnkGB3Yp5WDPcfffCSG+AgbijnLdB0jEfQLvW010E4A3gVEerVgpZakQ4u80OpROCPEvYJ6Ucq0QojPu4+N7A48Da6WUTwkhLgP+4EV2ZniuYcMdnPUTT/DACNwnr94thHjMo30nMB+4VUq5TwgxBHgNd6BZjUajMYQe2Gg0rY9NuKOyg3vG5h+4l4g2SCmzPJ9fApzbsH8Gd8y0HsAo4APPUe8FQoiTHRc/FFjdoHWaSPRjgT6eY98Bojwxv0YBkz1p/yOEKPMiT38UQlzheZ3isbUEd9DNhsCI7wGfeq4xHPh3o2uHenENjUZjFX1An0ajaQGqpZQDGn/g+YFvHIlYAP9PSrmsyffGK7QjABgqpXScxBavEUKMxj1IGuYJVruKU0eKlp7rljctA41GozGD3mOj0ZwZLANuE0IEAwi6N6ddAAAB1klEQVQhegp3dOzVwFTPHpyzgDEnSfsDMEoI0dWTtiESfdNo0F8B/6/hjRCiYaCxGnf0bIQQvwXaN2NrNFDmGdT0wj1j1EAA7qjPeDTXSin/f3t3rBpFFIUB+L/ELoVN3sNGhLRWNhIsUlkKlr5DrHwFIYX4AhY28QnshBTRwkKw1cpgm2MxEwIRjCBcxnu/D7bZZbkzWx3+c2bPjyRfWmuH6xmttXbnhjOAf1WVXFz0eXWksIH/w3GW+ZkP6/bml1kS1zdJPq+fvU7y/voXq+pbkqdZ2j6nuWoFvU3y6HJ4OMmzJHfX4eSPuXo66yhLYXSWpSX19YZrPUlyq7X2KcmLLIXVpZ9J7q33cD/J8/X9x0merNd3luTgL34TgN/Y7g0AE7q9s1f7uw+7nPXu/FW37d4SGwBgGIaHAWBS1Xn+pQeJDQAwDIkNAEyphvwfG4kNADAMhQ0AMAytKACYUaX7gsoeJDYAwDAkNgAwq/K4NwDAZklsAGBClaTM2AAAbJfEBgBmVGXGBgBgyyQ2ADApMzYAABsmsQGAWZmxAQDYrlYDriwHAP6stXaSZK/Tcd+r6kGPgxQ2AMAwtKIAgGEobACAYShsAIBhKGwAgGEobACAYfwCYuTCjlgkk0YAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
" cm = metrics.confusion_matrix(y_true=true_classes, y_pred=predicted_classes) \n",
"cmd = metrics.ConfusionMatrixDisplay(cm, display_labels=['a','b','c','d','e','f','g','h','i','j','k','l','m','n','o','p','q','r','s','t','u','v','w','x','y','z'])\n",
"fig, ax = plt.subplots(figsize=(10,10))\n",
"cx = cmd.plot(ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "9b3238aa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(10,10))\n",
"labels=['a','b','c','d','e','f','g','h','i','j','k','l','m','n','o','p','q','r','s','t','u','v','w','x','y','z']\n",
"cx=ax.matshow(cm)\n",
"ax.set_xticklabels(labels)\n",
"ax.set_yticklabels(labels)\n",
"for i in range(cm.shape[0]):\n",
" for j in range(cm.shape[1]):\n",
" ax.text(x=j, y=i,s=cm[i, j], va='center', ha='center', size='large')\n",
"plt.colorbar(cx)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "5b134cca",
"metadata": {},
"outputs": [],
"source": [
"def plot_confusion_matrix(cm,\n",
" target_names,\n",
" title='Confusion matrix',\n",
" cmap=None,\n",
" normalize=True):\n",
" \"\"\"\n",
" given a sklearn confusion matrix (cm), make a nice plot\n",
"\n",
" Arguments\n",
" ---------\n",
" cm: confusion matrix from sklearn.metrics.confusion_matrix\n",
"\n",
" target_names: given classification classes such as [0, 1, 2]\n",
" the class names, for example: ['high', 'medium', 'low']\n",
"\n",
" title: the text to display at the top of the matrix\n",
"\n",
" cmap: the gradient of the values displayed from matplotlib.pyplot.cm\n",
" see http://matplotlib.org/examples/color/colormaps_reference.html\n",
" plt.get_cmap('jet') or plt.cm.Blues\n",
"\n",
" normalize: If False, plot the raw numbers\n",
" If True, plot the proportions\n",
"\n",
" Usage\n",
" -----\n",
" plot_confusion_matrix(cm = cm, # confusion matrix created by\n",
" # sklearn.metrics.confusion_matrix\n",
" normalize = True, # show proportions\n",
" target_names = y_labels_vals, # list of names of the classes\n",
" title = best_estimator_name) # title of graph\n",
"\n",
" Citiation\n",
" ---------\n",
" http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html\n",
"\n",
" \"\"\"\n",
" import matplotlib.pyplot as plt\n",
" import numpy as np\n",
" import itertools\n",
"\n",
" accuracy = np.trace(cm) / np.sum(cm).astype('float')\n",
" misclass = 1 - accuracy\n",
"\n",
" if cmap is None:\n",
" cmap = plt.get_cmap('Blues')\n",
"\n",
" plt.figure(figsize=(10, 10))\n",
" plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
" plt.title(title)\n",
" plt.colorbar()\n",
"\n",
" if target_names is not None:\n",
" tick_marks = np.arange(len(target_names))\n",
" plt.xticks(tick_marks, target_names, rotation=45)\n",
" plt.yticks(tick_marks, target_names)\n",
"\n",
" if normalize:\n",
" cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
"\n",
"\n",
" thresh = cm.max() / 1.5 if normalize else cm.max() / 2\n",
" for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
" if normalize:\n",
" plt.text(j, i, \"{:0.4f}\".format(cm[i, j]),\n",
" horizontalalignment=\"center\",\n",
" color=\"white\" if cm[i, j] > thresh else \"black\")\n",
" else:\n",
" plt.text(j, i, \"{:,}\".format(cm[i, j]),\n",
" horizontalalignment=\"center\",\n",
" color=\"white\" if cm[i, j] > thresh else \"black\")\n",
"\n",
"\n",
" plt.tight_layout()\n",
" plt.ylabel('True label')\n",
" plt.xlabel('Predicted label\\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "0a14c2c5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_confusion_matrix(cm,labels)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "tf1",
"language": "python",
"name": "tf1"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}