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@Melihemin
Created March 25, 2021 21:40
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VGG-16
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Copy of VGG16ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyO0erPTXLuP8peY+GX08EmY",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Melihemin/e1fe8743b9a34dd30dc56964db31510e/copy-of-vgg16ipynb.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "x0_bfBLgKudi"
},
"source": [
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"from keras.applications.vgg16 import VGG16\n",
"from keras.applications.vgg16 import preprocess_input, decode_predictions"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "7a_JirmbLW7-",
"outputId": "35170300-e388-4a28-9732-f7949170e510"
},
"source": [
"model = VGG16(weights = 'imagenet', include_top=True)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n",
"553467904/553467096 [==============================] - 3s 0us/step\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ooCKVMBhLfmN",
"outputId": "2fc14f7e-d30a-4a03-fb0d-eee934f54c05"
},
"source": [
"layers = dict([(layer.name, layer.output) for layer in model.layers])\n",
"layers"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'block1_conv1': <KerasTensor: shape=(None, 224, 224, 64) dtype=float32 (created by layer 'block1_conv1')>,\n",
" 'block1_conv2': <KerasTensor: shape=(None, 224, 224, 64) dtype=float32 (created by layer 'block1_conv2')>,\n",
" 'block1_pool': <KerasTensor: shape=(None, 112, 112, 64) dtype=float32 (created by layer 'block1_pool')>,\n",
" 'block2_conv1': <KerasTensor: shape=(None, 112, 112, 128) dtype=float32 (created by layer 'block2_conv1')>,\n",
" 'block2_conv2': <KerasTensor: shape=(None, 112, 112, 128) dtype=float32 (created by layer 'block2_conv2')>,\n",
" 'block2_pool': <KerasTensor: shape=(None, 56, 56, 128) dtype=float32 (created by layer 'block2_pool')>,\n",
" 'block3_conv1': <KerasTensor: shape=(None, 56, 56, 256) dtype=float32 (created by layer 'block3_conv1')>,\n",
" 'block3_conv2': <KerasTensor: shape=(None, 56, 56, 256) dtype=float32 (created by layer 'block3_conv2')>,\n",
" 'block3_conv3': <KerasTensor: shape=(None, 56, 56, 256) dtype=float32 (created by layer 'block3_conv3')>,\n",
" 'block3_pool': <KerasTensor: shape=(None, 28, 28, 256) dtype=float32 (created by layer 'block3_pool')>,\n",
" 'block4_conv1': <KerasTensor: shape=(None, 28, 28, 512) dtype=float32 (created by layer 'block4_conv1')>,\n",
" 'block4_conv2': <KerasTensor: shape=(None, 28, 28, 512) dtype=float32 (created by layer 'block4_conv2')>,\n",
" 'block4_conv3': <KerasTensor: shape=(None, 28, 28, 512) dtype=float32 (created by layer 'block4_conv3')>,\n",
" 'block4_pool': <KerasTensor: shape=(None, 14, 14, 512) dtype=float32 (created by layer 'block4_pool')>,\n",
" 'block5_conv1': <KerasTensor: shape=(None, 14, 14, 512) dtype=float32 (created by layer 'block5_conv1')>,\n",
" 'block5_conv2': <KerasTensor: shape=(None, 14, 14, 512) dtype=float32 (created by layer 'block5_conv2')>,\n",
" 'block5_conv3': <KerasTensor: shape=(None, 14, 14, 512) dtype=float32 (created by layer 'block5_conv3')>,\n",
" 'block5_pool': <KerasTensor: shape=(None, 7, 7, 512) dtype=float32 (created by layer 'block5_pool')>,\n",
" 'fc1': <KerasTensor: shape=(None, 4096) dtype=float32 (created by layer 'fc1')>,\n",
" 'fc2': <KerasTensor: shape=(None, 4096) dtype=float32 (created by layer 'fc2')>,\n",
" 'flatten': <KerasTensor: shape=(None, 25088) dtype=float32 (created by layer 'flatten')>,\n",
" 'input_1': <KerasTensor: shape=(None, 224, 224, 3) dtype=float32 (created by layer 'input_1')>,\n",
" 'predictions': <KerasTensor: shape=(None, 1000) dtype=float32 (created by layer 'predictions')>}"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lmIjva2rL-jp",
"outputId": "652a06e9-342a-4b3d-9bc7-5ea08ce4b112"
},
"source": [
"model.count_params()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"138357544"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Zthoe9xMMHcP",
"outputId": "2b1f1e4c-0d4e-40c4-8b1f-3d59ca185105"
},
"source": [
"from google.colab import drive\n",
"drive.mount('/drive')\n",
"%cd /drive\n",
"!ls\n",
"%cd MyDrive/"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Mounted at /drive\n",
"/drive\n",
"MyDrive Shareddrives\n",
"/drive/MyDrive\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Zlt4ndFoM_s1",
"outputId": "e5c129f4-7db7-47a6-8826-8796f9d2060c"
},
"source": [
"%cd VGG16/"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"/drive/My Drive/VGG16\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 241
},
"id": "sedpIfrCNmR3",
"outputId": "23d3ba2f-054b-46f0-8409-5dc0ed900761"
},
"source": [
"image_path = 'dog.png'\n",
"image = Image.open(image_path)\n",
"image = image.resize((224,224))\n",
"image"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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R0qbbGpiKOMeNNga22+7atvXOr7fbpqkhj8TEzHEcu67LWYioPIUP3jMXzBu+mqv2pcsNMc6XR1mkaup+u3Ped5vt08vLtnGz1gHRdtfF3TZK3qzXT59dWtJZaHnEm+u1qSIaAHrnHVEGna4sIgKaCSCq5JQjAgx979y5qiESIqoqMcUY99cFRZSQDmb9Fzmg5fsHIQY0M3PeA6CBefZqlrPshnHW1CH4CShxIeY0jEOKcbPZuTHOZw1kQGRER1SP4+Zm1Z+e33/lwRvoqpttN5ufnJ7zZpebpibinNMwDCIa2gUY1E0dQshZnj3D8b0fVlV1fHz8+PGlqnjvvXeIioBqtr65vrq8HGOfYpTcV/XsaDmrKo9ozAZmhKaSAKyIVJHOEpU754oDGkJAxD6ncmm997D35mEPGBffgNkpTN98aesO7pOaqhooDGkcxqEf+6UtASCDAhk4zCYCgIyGgJ6JHQeHiHXbVE3tnWulDSEUR5eYNbOpjsNQ9EXOyUyZyETKMRUUHH9x8uWQRyhf6N4ZdwB2dLTs+h5M33v/vXnbSOo//fSj4OGdt18zyJ9+9EG+ukTHnzx+tO267Xq7DLOFX6Q+I1XOOQQwVe98tqyqMSWcEGY1Q0k5gxHCzdWV92+qCiECU0qJiNabbVVV+zekzBxCOBzSQaO8+AxUzCsgMDOClLiEmRCwbmqwkliCo+Pl8WLJiHWo6lDtul0SGVbXTVMbMiOenZ9e36xzsl0XRXl5dPob737z9be+9uzZ6nqd1Nzx6Z1myQVsNrOlgYrEGNWsqkLwgYizDlVV3X3llfl8DgiqEkJV1XVKmVDW2+3l5ZNuvZ7NZ2g6KB8fL4+PlohKiPN5AyoqZqAV1moTCHpIVIYQdrtdzvn4+JiZH8Xx5OSkRNlt25Z0aHlvzjlVFdW2bQ0NzPQWkPySNDRtS0wGYIQxJ1/Xs8WiiLuIuBBizuDdfLFo6rqqa1BrqgoR57MZIhLAbD5DRI8AZsQcY9yuVymli/PTGEdTy3HMhJoigBFRSr1kQZwwlpcWABQY5wVTWQT0rbfePDs722zWaRy881VVjZJeffCqSH91deM93L37SnNycnl9nUBPTs+O50eYDAdUNjGwosMBEQj3YmRggIaABb0nE7YpSwL7twiACJBFFs1CREqy5AD7fekl+3KYyQARmbj89RIxhOCbCq+vnx3NF4DknHPByxZSFgAKnhVwjKnvyXHFZFl5fnT87m//3quvv7PrkphfHF+07XE0ZvTPn8sMEUUlp1xwPlGr2xkTrzfb09PzqqpUre87M9vsuuvrm+12Z6Z1WxtIlhRCaOpKLeck3jtVARUAMBMDNMMDulS+KFrwoFEKIF+eMaV08FAPHg4zI2EB+EpKDeCF7FRZY44MjrlkMhyrjjntTZYBIRJ771WtxAElca1ZwAwLPgOABpX3aAqqKBKYPPrGO1CxLCTCWZxoSolKaosI9x7LS+f6BWj7+XIpjcuj+fHRgpEDu67bhhBmsyVYWq+eiYyMITho6tbS0NSz2UkDoz756AkiolqRR0RAJEAEAyhGVw0BEJRMSYHBSNVMy17v3xCqSNM0N6uNqgIg0vNQ/aU9PdytLz4LIvrgi1fOnlV1uVg8fP3h40efZ83zecveD30/DEPf91nE+wrMxiHtCFWM2LGvj04u7j94M1RzAXZ18Oaqeu5d6ATgRVkhEYXRzAQwZjEkds7MRHNKyUwBbLvdXj69XK1uskgVGiIAMGauqhCCNzMRJQIAmXCPF2/e4dmfG2XVgjeN41iMTMHnC2BnZrc+q6kCFMUBZsCEcCvliAC7cSDhuq6LjQY057l4peUzIaWYo2RLSQ0kZ8y5qRskAjXYo2E6DibZALIIibDjPAz9ZmOS0xgj0jiOFBrvQ3FXDiHgQTJ/5XLXV5er62d11dRVU6xkFjUx733l6+043vTrcRwyiKg58svFiYX8WD8vWW8wM1NERuByaQ1QFRSVioCCogoBkBQvBHMW5smjL+as4CmHBNKvftdfENHionnvgw9FkXDgrHq9Wi3mMzW9Wa/W203X91nFmAUti44xZ1HnsGkXZxd3fT3LQHUzZ6NRtnU743qWur4kdmDv7WXRvNdJSbIhEnNRaeMwFOW3223Xq5sUIzGrZBENwTdNXVUByu1DE8kARvA8RfxLnrBQRoqYHgz37Zv8XJSziAjg/vtqHALRrawHoKQkKsE5MAVTE2FEx4RIPFEhCLMAmFMlyZKSmXLwiKQiJgoqZjZ0vaQkptlUht7X9e7menV1pSJ5iAyYUwpHp7PZnNkV+/brHq27evb4pz8hZj9vF2AW2G83uzQOdeUkp74fV9fXvLnhugKH88UxAqc0mhkClfDZTBAcgkOkkok32/uLamSKlgkQcxKZNCihlsxkgd8k5ylm3//FaSv34Sd8QaEeVsnFB+8RkZhDCJbzOI6X15dA+PnTq8WsmTf52fX1rutjSkk1Qw+ekVBFEFkR2vnR+d1XlBCJ6/kiCVRiVdu6ugkp55x1jy3knPuhhKtIxETIzEA0ptR1fcoZAFKKfd+L5BBCQcVTTt67tmmdZ1EBcDgRlwwm32hv1G8JXDnOya8QKRTEoodyzrdR0tsghoqqyO3XMREzurVjSGqARmqgBlkticZshoAiGQUQEStCInQIaAoqTkB2uxIEi4hlUbNhvckxJlVBizEGxO319ebZMxPVlEkBwMZhVFXvn/P9bt2uXx3eu8tnz+q6fu3Bw+D46eOnQzfUIUD2aRjjuEtJqmqWVpvVzVZYl8enNzer9ZNnqhCIpXD4VBHBiMFcSWeampowISdxJlnUQFGcFCUkIlBSR+ycK4qBmZmpuKcHH7mo2NvCOonkiwsRygVFACLKpr7yR8fH9+42P/3xz59cXj4aH4/j6JwnzxBtzCl4DiHEfrc4miF534bzOxejIrnaGMVscXyEzqcUybLGIQ59TkX4Uuw7U3NV8I4COQseENfrddM06AgAttttjENV16oax7G8t2wKjD54BFVTVDNQAgREIyAksBfyFHBLWIuADuPIk0/1QmxxuDnlMxPiXrLLZ8lZXpACrNk55yp0SaMT8wpejZKoFvutZuCYJOYSlsZhUOeGnDVLyVeVL3yKqhJFFMEQrAoAIMPAgE7NAXl2msUAiCZ19mUm/pfJqLu4OAneBe8cUV1VjlweIiEzIoELDr1jOrsLN1frYXN9tYr9ONysGwrosAStpEJIiA5xityLR1UMNpqiZgRFiYedLZLqnHPOxTHeeqcvpItu//H5yf2Cx2F2pqqmZhBj/Pizy6N5owYGNsQBySFz7YPRICk6F5yn3RrmYICZvWuXc4zq69ni+BSJfaiHPnbdrkmco6EmyWOxsI4M0LzDyhMRD7tyT3W1Wo9jLPow5zyOIxVzQea8U7MxxXbWOvamWWyivCECERGaKto+GXaQv8NTi0gcR4cQUyo7UKAomYi2kwYVkcCe/EsCKvbitfbsmZgVcjZnEJAwq4GZiqiKiKnthiH1AzEVAXXOEVLxdixPj8wmQMimCICOWIVVULJHR2AM1rLLMD2m7oMQACgsjIMm/SXOjau8i2N/ffPMU02Is6a56UZVc+y8qzVHNDg5PgNkXVO3Hfrt1qs1VcDJmVJTLfsMQCXCK34/MRAYmaFmAgXhEkAYgKkCwCFRxESqoqqOnf2yd/sLl5k55/L+tAAgpvF6NbSzWdPWOWUER8Q+hAyaDJz3SFo1brZoLq9uXOBmXtuo8+Pjh2+8UddtErm6vK7WhBpz4qEztGSSwYxA1VSSRUuItN2sRLViWq1W290OiQpwluLgfUAEMEVCFU0xAQASZVE2BCRARCocLtCEX2Id9qv4oK4Kh+t6EMrDDsDeHyDAktwsnxUUXnKQkmqShCmNo8XMCsNmV5RxkXg1q/s+DwMVdkiMwFT5CsGwOAZgqkYmBMQEGQwIGMwhOFUmJQCy7GBKasOtHOGvtdzq5irGvFqta9eeX9ydBwSAnISREUgVJImr29lsnhmePnvSd31VNTbdCgCbAncwAkAAPBBCEbAofgRBMNwnmktcBQerjVByyjln7729CDPdNnm/JIQyM2ZKOZmomYUQXrl/tttsz06OQaydzWIUBAIEJHbOIWHO8uDV09ffePjBf/jcVzxfzLHW0/OTh288bGbLJ48f9+PgSLqbS0cKEiX2OaUseRzGmGIRjhzzanslpoi42WyGfpi1rfeemRGhwOyAE6FdDQwg56xmjnhSI0RIRMRY+F5f9oDlGseUlrO2CgGJci6IweSDAgARASIzm6q8qIBTjC9JRhqi5WxgJQvAzm2Gm3EYi3YrR1qDsSiDEDEpMKIrqLth8UyAIcdIDFiyNYBkFpg9EQGwqiYBL0RIiGaQcy6kjC9QJn8ZzuSyyhjjdtO1Yby4uAeIi+USDSWmOI7ecTNvh34YxrFu2rPz89UlOAUzJYBC2tZDDgAIgKbAqRCYzAgEQMkMTAGxZCq1EGZLKIBIzDnvGXf6HFi5HfTdgnC/IJ0AooJIkkXNCDGldHxyXNd1G5onjx43oTbLKeYYo6gCUcqSxuFrX/vm7/zu7/7Rv/9TdnR293wu5EKjqCmn6/XqenVD47i+vry6fHb55PHN9XWMsev6m5ub3W5XMo2r9erk7BgJ+3EchsE7R0QlmmnaeRVCiomp1AaZD15N4xhDcM55sEyHkJkIcbq3X3y6ki4TkZxyyZsjoHe+MBUn0RQBRHZeU5SUEND2WnWzXscYb197GpOmZGY5ZWaqm0ZFUoxMxMxMhEiQosUEzsiBZkFAFZsgYZyW5UyMSEzl/qXchqquKmdoY8qWGdCoBO8TyRVvieNXgpnmvm7nIfEoOa2efKLz+Z3ze1mhl943NYdqm1KLzqoWkJisqiWnmBDXSoNYBqqAKKsPIjAoyoA+kznfmBhBY+jUVSMB1x66Hk2Q0Zy7jpvmaBY/GC5Oj7vNFVpWUAEIjkHFESJSStGzyzntj8oAQA0ABAmRUIu1FZkt5s1sxkRJNY3jnTvnMq7GrXawk1H7NKYkxQ0wgNp7Jlr38PrDd998+LVguHr09PK999bbrh/iT//8T4cknz95GrOmcfzzP/sv69W663ZFaY3jGMcoKiklQKyrCgFbblXUox/7MbgwDqOqAUKU7JtARAZaBUbQGHsyyEmzQ+/22k5UUNTMc7l8yGRomc1MDMYemCqkheMhDze5r0FzGn3myvnKsY4jqPos3W6nxAEtpzjGWGq8vHMQoxMp5m5/3QFUkJCcmomnwN5p7r0nRFONkgW89z4gkhGSc4BUWJGlsKbw+DI4ZTRCJVZHgqZ1WKWxYt+0lTFedtu5WgZyhlXdhFAVg48ApmIiBOrQ6FaYgYiFWlBcDueBOfgM0G93m+snqV/Xnl2Y+dohuz4nBUyI7CoE9J7mCxfzaKKqWUWIwBM7A2Y1iIKagASB2FtMCB6R0VXmCWoHMaEZEoKjXRp8E3LOgVljBJOCNDIhmBEiE0ZV5/ElLtME8O3dbAAT1VBX7D0CGOCYhcilQYbtKKZ11fZ975zbdR0AmCoxo9rxYum4+cmP3pvV9eVnj/7VP/3nm82mG8Yk0qd8tdrMFyfk3H/5iz81UUAsucdiuNmxD66q6tPTE80wdiMSOnRd7jTpMMScSzUhOB9yjiLZOQ8qJjlUFSECqBmZqgHqxNUEngIIANWSajNRyFkzOOdZbTRJoAQyxiEBmvPoXeoGzJnU+usbM2trLzn2/SA5O+81BERgAzQ4yKh6NlRHzko+GS14IjRHZYdEcsoekQsBDYAATNBhIZ7nkgs0MEZAUDAgUjRTGcB6UwRzTMrcSa7NRA3RnPNIdMhGFC8awQifx8G4574UUMLMHCBIKVlhlpw3m90nnzw6v3v/7isPuiFv1pvl8TGqEKL3nshDXYk2aRxFMplmkVJosdfZBx9eCx6KCN6ReUeO96WeAAYEqAeSfDHcVmzZLdP2ZWTsydbDASItLwopJXbsnGOiYRx2Q9fFAZmP2+WQxtl8frNeZcmenQwDmD18/fUnTx7/+Z/9ad00q83mn/2Lf5nUDGA+a0LTPrtZHZ9uL+7crULVtm0hZzjnmqapqsrMqqqq6zqE8PjR4+u+K79T17WajuMompCoJCFjTJKieq29d9h47yvv1cSyHjYCCU00Wkm/TXEuiJlZSoW2DGPKGILDkjdkAkCkMaY4jiCCIkNKakZspqIIhSqe1ZgQShLluXCQFRa5AQAZkIgVAB6Ly+VAxEoa9rCquibEQxRlqui41O+amhEawjCOznt2PsZUSkEQEfZk6pTSwXV+Seu8BH4/N/EnZ2ciajmnZrbbbHa7Xdd3wzDsun42Pz4G3u26k+WCiRCBTDMAWuHRoJmllBAAR4dIhEUZoIFKiRwNECdKKzKqPK+pNQMiLkAM7BneRM9534f3+kWgHhHLI01CrMrMIjmjMTMhiunnT59s+ug9DTmagRFxFWI/MJFEMbAY46NHjz7++JPAdP+VO++89TCmmLOd37u3OD7px0yuOj49PT49XiwWItL3/Z6VwuM4FmZD3/ez2ax6tXHOGch6vX7y9Gnfd+xZc0bE8mygBmqSJaUUB7YsRCVzZKhoAKioKR+yqQBARNv1OqUkOTt2TdMQYYwpDmMTqsVs0dTVsm1lGHdhLUNM4zAMg6acckmfEjIhkakBOwIsgl921gXPYFN0lTnUFRP54H0IxZ8MAK1z/FLixwwRPR0cVRpzMjAlUgJDNMYxC7MDduPYWZamronI9uUoknOBk78on18qnQDg6maWxqhEzGxiIjrE/Nnnj4TCP/o73wLn/+xP/2wcRueIiRgREdkxogFaKcN2zvl9/eEt+TPAcrvUFEQEs6noIWNi+9zmgYVlZre5dgdlefutf2mQa2aFja9ZnXMAiESDSkYjsu3Qz2bNbtiNY4zZABMRBB9c5d94440qhD/5T/9xPp/9t//N/wUAQtWEpl1td7s+PrtZjzHVdV1VFewTNgVwQMSUUs55u91qkhzlZuyziIk6x03bFD0aY2TvnPfIFJiD9w5oAnKowHJoaAhIiP12N4zD5LkUdFANmYg5VKHwj1hS7ava16bqiFXBh9DOF9n1SFjHkeLozLgA4/tMVFVVhUwzWXmAaJolUxFQM2IuxTlGUL4JRIb4UshmU5BvRWED4q7r1EwJFKFY6+PjY2CXzWLJGrKbaCL7kxLVL4Jp9gukEwCcGuWskpWJXAhV3Q5xO4xDCPXde/d83X7++ZPLn//ElJRIuQC3aKVys/QLIHLMhHQAD4ryJCJBVdGUJFoGQJlMxsS9cI6IKEsGomI0iOi2BP6qNNjzVWRdVMgxAIiJOrQECoCMouKZua29U0Ktgm+auq7CnTt3zs9O//N/+k+bzbZt2xjHtm3ZV93u6ZikIF8xxqurq4N50n0bhecIeZKx65NITIkIq7qu6hBjKr+AhOScI/ZEDpkAsPAscE/lBYPiyYiS3lImBszsq0BEoap8XQFCjOCIESDF1KU09kNghpJ+RHN1jY4tRlQtaWQCUFE1g4LvlF0FSJJjTqwKADlnnxIzjykboioQEbKlX4BZ2oGqqZpLapBAwATBABaASpzGmAwcczIrjGbcn9FXP9NJQPsu9v2QU6q9IyQfqhivT07O3njzTSIW0a997WurD38OBqZaeKyEKJIk52KAjMgMCeiAHJWFSIgmIlHTmMAUVAvStOf/1VVJKxczfVCEcJu7hPhFPQoHRjMUeAsB0Dmfh774DCpa1T4lI6J5G8ZxPDo5bZsmjnHs+6qqmrp27G6ur1XFED/86JP/5f/7vzy9vFwuj45Oz59eXRt7XzXLo+Obm5v1er3b7WKMwzAMwwAmJWpg509PT3OMw3a3PD5mR+M4qmR2gfeceC4gp4EDZgAwICUEkawAIgWqQ1OA4ELtKyuuS0G2wdg7QgTCLJJExjEO/eDJjcMAoGhgKiWsRFPnPYfQjTGmxFmmeLKUK6kdBBQAjFH2Nc05ZyT2IfTjkEWYEzMzc/4FWQMtKhDBzOq2QSQELfi2glEIiryLkYiYXJ+lZCIQgJmI2Tn+IuiJ+Nyde0mI3bbbjcOoOaqEJngil8WOT07ni0VW9Z6qulnM5qXkQCQVsC6Og4jEYZCcGZBinE4ECiJmaoZc5FVUJUG2BDnng4kvIAgR5SzMnLPovlj+QGv6ouP8ZSbeysVsmnq124loznk2n7/28LXtasdMBIAGra+aphGf1gp1VdW+iv34l3/1V323m7c1aP72d77bj+n4aHG+65vFMqbUDTGm/IMf/CCnBAC+qgjROUc0VVM0TXNx5w4b9JvdfDEnotV28/TpUwQ8Ozubz+e2L+El1QDOMyOBqZqipCFnIQLdhy8qaUp1IhoBIBqC14ocSQZVE5XtaoOGnhgBSvulcRwAkAkIoG4aItjdXI8xTXkmNQCrJuz8uWCIWTZVQwDIYBmMARQwmYoCIzgCc+ElbVd4++SpSDAixpzVTA3ELIOqKrqgzH2S2gdhjmOcomVERHLMhyLpl0T0cL4vB0nbbQ+mCChJIqJ3/uj4uOv6Tz/97Gtf/0ZdNz/44Y+6XaemZuqYnXOOuUOTnHOMCYy4eCzTC9ue3WgGhgY4AShGoLZPhAJkycU7yTkTYgEES8T30nv9Uk/0dhSPBGBW182NmYrmnBw7UnBEDnG32h4vl6tnV1tAJlZVQEb2cRwfPXm6225mTV1X1TiMCFrM+vHxcVa4Xm8Xi8X5+XkJ49i5ktE5FEyWIN05xw6fXV3uyfDOTIvGPbiqmPKoxERmmiWJRM8cXBAxxOlZnvcNIgAFQ0BHznkOjszYBwJzzjGSw9I1BLMIkavqgAiFCQ8I1WxmCmmMKSVEI6KsCofSOQMw4NqTA2I2NWJGIl8FF/y0pYRIlL6gDkr7FjUTMyvBOKKYaaHbqZoqsCMfEkBx+PqcU86HTYNDAvIl8cTnuvMlJeoYXd1U3iNkYcYQwv3ZYtuNXdd9/PHH7snlBx9+mMYezIiQvGfmELxIJYgDcwJQFRWhF9wnKKCmASChQ6oI1ePthFtJFBGRxMjsbYri6W+QiS8PX9e1gYlkEZEU+9W63/WBKG26BGS7Pokpc13X2g1jykpTIzXnfDtr26YhQl81dbtARLWCErvlclkwpgNlveSKiou52247lTQMXd91fU9Ii+XSMY/9sO12ZhZCAEIYMiZlBCQCsCwjeO+QSmitoAjI4KCcIqGAAYJzoa5b8GwpKqCqMfvgKyaXco4xiWZAKBQqUfGmpoDs2IVxjNkMzNyUaZ1y8zhloUEBS7ZJDMQAiKFU3pWUn1pG2xPL9yqjeGhqe1qqInHhriURVRUVIGbvFTGpomo0izmnlEpFypfGuF8Q1hc16PLoaD6bV5XTNBa8pmnaoxPMht/93ne7Mc5ny4bRRFQgE4nknKeUl6qKJNAC9tIex5iqQBSk2F9HKIzKaFOXM0MElSmTaWC077R4UJlE9EuqjV+EmQAAgch7p1pqe2HouuF6FbuBvJ+To264aBel6Uhd1+M4Stc3x8fH914Z+36zvmnb9u7FRdM05PyY5Ga7u1qth6jNbNf3fWGwl/dT8uzlbRTsaXVzVSFeXJw3TfPs6irF2M5mKWUVEVUiaucLy5HR2rb2PjACEeSUYhzKxS4ZbgAlQ6ASNRESel855wVR1ERSTClnMYMs2vdDP3YiIib9OAACEooZO2diSXTM0o8RzNipJ0YovQRBEQAgiggY6+ShepGkmtWKo0VEziwD6RR9T5pnGKcKRyx1j+SiSBHXnHNJ6SURct4MkxqoZYDCH8VbdXC/REhvW8tJQENVA4KpEbGojuPY9wM5b+Srpp0vT5q6liedMasCMZRucYw4SiKyKlTFBXTOE5KqIhggAGHOafLeVaJITqoT91Yr5yVn79w4jrMqVCFst1vvfYypqCvvfYyx0EcOvN09PgWqxSyWUNLMsneudEU8ms0AwbJiF8/q2fnxaeXcsplpFM+EpaXWEkIVclPz3XM0/ZP//X9fztsHDx503Q6Qk9idO3eGJOjyOIzDMLRtu9lsuq5zzq3Xa0I0ABVR1Vfu39+xW8ybb/2933vw4MH/9h//0198+7tN226366ZugHC93rz64OFWVw/vvfLN3/7bOcerZ5enJycpDj/8wQ8/+vgDMGuquuu2YhDAA4KrqnYxr+czQNx2O3TsvEezJGnX9448Ij25fLLZbpxz7bzphoEcOud3XXd+5+JkeaTZlt5HeVp6CQ5jlJzruiZAESGkBJkIxdTMfAgUPAdP3g19NyUzvevGMZfahD3JHvZm2ibSGsihHRcRKBLC1bPrs/OzLkbnnCFms5LUKMzAlPNtuPA2zn2oCYGJ+sN7ciOAiYoZgqiIadHZxByOl8vZ/IgdP330kZkhGpNzznnmnBIRMjF4Q0RmmlCnfen6fhmUkgZVIz0IGSKpWeHVlk3cB/7THTrUg3+1ZUSkaipTd4TW14uLVyofjudLEm1chWgEOMRxvlyIqQ9+jfDdH/w1ZCm1kX/2539+s+nU4O233nTDKDmnMQ7juFqtNptNjLHQ/s2kWAkAWCyOlsujPHRvvvHam2+++e67X3vzzTfvvfLvPv/8saheXd288eabp6cX9x88uPitbzy4c/edt98GxO1mXYfw9PLJbtdVTVUFf7RYphxVoNsNn3z6ydXN9W4c2zHWs0bAomZmNsAhDVXVMPPls2fr7UZEiW2z6RSsqr3zuWmbzW4HY561zTAMYqBgwXuNiatAzo/jWI5cRBWp1H6iaMoZiMh5IC6+vyGSZzIzAzHNWWDvShUdMRHRPINO/iMgTPURBdIiyqquCn8zdOkgRK7yAQEQFIGIOTj23g8xGxqapTh0fRYRACu0PgRARNVsOkkkMTEh2fRTmx7BbN/FFqBk8Az2TFAAUN0/M07+aOnigi82XvyKz3PYuyxiAHUI904vwKD1IafRRSHA4JxjP3ehTyNEGW386c9+NmZ9cHosUv385x+sFBjg9OTYVTWQQ8LdZptzrqvq+PhYRYrPWmIFMLtz9y6z21y5uxfnr7/+2r17r/zWb53MZvO/+vZ3z89+/lff+e69e6/cv//g9Oz06+/85tnRyWI+D1WlksZhODo9Pj466rqubeuj5QIATXC13n7w4QeffvbZzXqtaEAoOHE5+2G4Xt1EHWJK267Poo49EKWUVMXAnGq7mPf9GFPX3n8QswiApMTOk3OusD0KnwjRijo0FDNUHbMYErJDdmBqAAJ71pGZWSnjNDNDKHhj0QPgHR3crRKvltobMyMmUYW9xrG9/vq1xBQA3Kydac5mmcAI1TsOVZXXmzGlodttdpuuH5YTRx5yzgyoOZc2GCICJmhYYAR6HiSZghrCc/Yxlj8VyTNEKPBnWaKKRCnn4tvcFtAvOiVfXGZGzIgFFhREZIQFe8kSsmhMDsjM6mVYzOcx59LqRDUfHZ8M/TCOI+Di7Oz42LBtqlKbf/fBaz9//0NVOz8/f/vtt4+Ojrquq6qqqqrSXK68vQ8//iimGDzff+XeYjFT1d/+7W+cnJ69+eZb7XzB7P7et761WC5fu//q0XwhKlUIBLDZrM4uLt79+rs5pSq4uq4QSQRyhjiOq8366bPLq5ubq+urqFI3LRJcXl999MknH/7kZ9vtVonTlQKoiLFzIJBTVtAcBUnTEDfbbtN1QDyMQ1VDqBpTSyrITiUqEDBCyUCaZQMSFSQjMiLV6ZtjimJGtxo74p53jKBmYKU1LiIqHHQTMwfvJWUwc87FAxPtVl+Gr0hJL2LgTFWymEQFdY4U4Gp7NcSRQjWbVaGdZdX+448L/pJiTDASoeSYc04poqmpISBXbmoZAsU1MQA0LO6KYokMwUSVDKA4Q4TsHACYKu6RUS7cwn017Vd7EiBE5xgBtRQ0JrFu0CzAnpKU1CyLyRBXu009ny2Wy+qofe2//oPjxeJf/PN/Cpr/H//D//D6m29Klp++9wGF6r/57/5v/8//1//7/Pzitddf++Y3v9l13ePHj0tC+fPPP3/y5EnJZK43G+fYeSI077gfxsWieuutN8/PL46OTr7/gx8+uP/g4s4dyaKICrYd+lLkSZCyEYCmYdx0vVkmqp0P5HhxctIeLV/RLCV5weRDyCqb3RaSfvbxp//63/6b//gf/7ddtwIBdsE5Z87llC4fP20WzbJdPr687Lq+qesM0C6WbdOsblbSJQqVpgzEWbOljEgpJTDLqinngh+pmYrknKMk3SefD+WNZocQ3oo2JgRUKNWSpnpzfXNxcWGqKablSUuZcZ98KdnXSYN95eVMFCybZAAFImBoau+DUySVlMbx0L8zpaQ5IwCSoYGq0FS/IWBCEAhLF5BDKolK7hbAEEtvVlARNEOEtK/kNCtlhpPyO7ikX91xKYBcVVVT62sABAjACBaAmVzjaybSrMlk3s4ohL7r2lfOZhcX42632WxmTaWqm/UaAMdxvHz85J/8k3+SUyrcpU8//fTx48fX19fFGb2+vi4tT8xst+sWDc/nc++95NzUTd93s/myqurfeOedMSbnXVM3u77r0ohmwzhITsEFUckqzjGAZhUEMAJRlRQBkB37EDxiSa4i4mw2n80X3a7zIfzf//v//vf/qz/4yU9+/Kd/+qeffvrJMHTEFEIQEYkyuhjH0QffzmZ107z9G++kMYaqevz557vdrpQIGyGSo1JFr2qISSTuC/AKe8qVBu1mmksCEaq6RkRFNKKiQpJmUSAoYHehVedZ08xnbZ/ibrvzVbh9oF8IUX7pmRa6HZqgHco1DFTGcUTmDLjbbjjE4MIwDIWKgmalOQQXBnipnTUFBCLGW+n4W6S5wwcAgKoyGAAUj9Mxa4rMrgTFheFwgEt/Lc+6rhvvvPdTe6NZVQ2AgTgTB2YiGlJ0wXFdbXN8dnO1PFtcfvTBk88epZStDt/73veImYi3/fj06vqzz58aOxH54IMPNuv1zWpVBn2YWYwRTHyoF4uF8w7Rjo6Wzrmu2y6XfhxH72NWmM8Xb7z+Rl8Ac6ZuHMksSgYAYFIAAkPHyOiYiNDIqxIiFFgxDeJDUICsilkgJjMT1WY+f+fk5Dfe/c2v/9bX79y9+xd/8ec//tEPnz55Yjx1GNhut0fHJ2+8/vqsnTV1/bWvf+3Jo8fnd+7sdt2Tp5eIACLo0BOXFoyWMzInldIls7QINcSShHuODZnpAfjbg6mFe+wQGYgRUa2tKst53s5wpH4cnefbxdP4Ej3qKyynOYHqBOGqyRgvnzzh4MG5qpnXbcbK+r4vIbYn9sF5ZiI05dJTVXOyMsAAAacuy1OQ9LwZwT57W7K2JcWCSMQcBw2eCkG1PIOm9FI64VcuM2vbNoTStwMYsalrE90zvXLOZmhNU9303c2wW3eb7eefffDpB6urq7quDeAv/+qvcsoK4EItSFUzu1pvb25uPvjog6HfATIRmWqoqhCC5EyIy+VSVGcBTo6ORPIwjN5P9MfSPerk9ASu133fU+2ziYkikfcOPTMwl84AaGxAhFmJiL1vzazvh263c1UVqqq0UhCRcRja+ZIcr1fXqnp6cfHf/l//u4dvvP7v//2/+0//4X+9ubkOGHJKYPDmW2///h/8AQPOZ7OLiws0mrXtez9/v4+xrmpR05SBAB0BYfmQgtGX7m1YqFta/Mgii0hYqkOLI4cAxOTIA4JHckAOkQ3bqrm+vqqraraYX95ch1AVnw2+ckRx+0wBwK1WK0ZwaIBqkg1y21QCIGaOwFTHsQcARGCcBp0EV+rfS5WXKIDqIUZDhKkjzouuhk7MhX2CSUWIiIlEMjuX9rfzUAFYsr1f2Q21iTJcVWZ64E1LFslZiRXMGDfb7cePH1Vny/uvvrr29OkP37tZb8/m7cXZcYxxN6oDuBm2AqCrtSP/5MmToe8BoFTzsffMXNf1fD5vmub8/PyTTz59883X79y5uLy8bNtZCMGQ1bRp2q4fc5Kmafqu64ehFIM6duS9EXokJCiNxg0AsoELgJhTNFXyfHx6AgD9riud8Nu2nc9m6922DEyQcRz6ARHeeuutxXxWOf+v/tW/GvodAFzcu/f7/9UffPO3f1tFvfeBXUm3iikz11UAwO3YA+gh6Jl2nkq475xz7JzE3gyc40O3iP1i5gmz3A49mjkkj+yQHFC322y7TV1VR+dn86M5B1f6Ah3g/V9LOgHAaRL2jExY0Fe15fFR1/dJtK5rII45h6pCMzRgYpxS4VNIrpIlpwRkuKcxwgQpFUYZQiEWWkEcdP9Plz6MgGimTNhHQZwqcWGf6b79Rn/lA5XpVSXrA3stzkhM5JmruupivNysXn3wymtf+43r7SqOwx/8/h80Vf1n/+VPxnH8h//wH56cnQ99P1+e7MaRQr3Z9uR4u9uYWs7ZAAhx13VmVvp8XN/cjDGeX5yHEEw1pTgMg/PVGEdAt1lvVQ3ZI2JKmWfBOQ9gCsZEyE40ZcmOyXmHZkqsQKZgU+suL5J9qI58cM47ZomJnSPnVJW9d0xxjER05+69f/yP//H52dn3v/+966urt7/+9W996/eD9zlldlz78Oqr4cc/+tH11WrWLuqmFZGZN1e5pmkKgBlCCFU9jsn5qgoBAJ13UHmw52OAEHEcRzMrSqpg6bO2ZWKHWKHzSEy0Xq+Ojo+PTk8GSc672WzOxAeY6cs0zpcSfA8+KDjvjCY4rBjCXIIaYjJTSTkO46wOKUbNogCihKgIJb2LIqhGxFwjIFsGUULNxkqMzgASakYmYBLNY0Y1AkVLptE0eeclg3OVDp1aVo3Oub7vyxa8JKA4FXsUJjQePgBIDZp2JiqG4Lwz1UV1pAFiSv6o0iqsUJ+OOzmeuztnHw27T54+8SdHDx8+XMxmf/3976bYHR8vH756v53N2sXRs+uVAn/66PN6Nl9tl6q66zokMLNqPgPVvuv0Rkzzsq1fuXOBCERgJsOwqwxz1q7vxhRVwDCX4IEUmafeL4zETIiMzpfmOSVwnDoYILpSkQHmvWPmwnHJKt4xMokq7tM7puq9f/Ott09OTl97+PqzZ8/uvnLv9OR0t9s6x0zsnIPKAPT8/Mw7FlXJ2TfHVVO1TYtoXd8PQ993XZakKmMUVaHEniZM6KA5EUsz8lCFqgTAs7oiYgRzQK78Ww5CE+ZHs+7y0nnHCCV2n2rjJ1rdVLRjBoiMoAcOSZFjZvLeq4qZOO9VRFLSnHNWNdPVZisAzvE49iKSx0hzLxpjTsgVgRNTU3DEhqDgidmFAGjENmIE5yWZT85TGAF7hmzmzDDFYTOQGKOQ9aC9pKHxtWb0rgbrRIYsXWmZXtd13/cAcJsIs19KKIRoxXtCRgAxaNr5MA7LxSzUXiUf12dAzaeb61y5LsCj3eqJDa8+fPuD9fV3/uJPhnH8r//BH85SXH12w96p+ffef68f+m/+9m9//PEHTy+vVzebzy+f3Ln/5uc3uxxTsoQMBtY2VR2Cc9TU4Xw5z+Pw4O4FoqiaQ45xdK5i52MayTkxTTmlpD4ESAJqzrkyKIMBg6/Ah9JCzAAY1aFO3Dszk4RGgJZznpqGgZEx5MwIqKBZPDt0BGApS90ufvtv/10zy3ncbVeIxI4dkqn03XaxmH3rW3/3g/fev1mtzPT05O5sNq+qkHP86JOPnn72SCB5T0ljPw4iERAb1xSTGEJomib4etYuqqoqvr6qppSqMJVfZsuADhmxpk46gcwOqsCWB6yX7JFxGm1HhABYECozYPKmgkCEXMBH5uJJYUq9WXJxyMCIyFVwdWlqaiaSUbTmsJg3iLB6eilZgvchVIyUczY1sqnrbLHnVgqxsNR5PAcTSjLpQCXbK29EpDL2AAlL0Z7si+V/vbUf5plzZufOzs5yThmss0yzJnc33/7h929S1949a44Xz55dfvjJx4Ed1zRvZ1/72td269V3v/NXV1dXv/97v/O3fuu3lkdHzXzZzpa78+H4/HRxcs+1q5jGmCNQ4Q8qmCBhdLxZb85PT0oOTBUByflsAKAmajmbiAGiY8d8qICnKZ6cjN3eStiLzsy0RwCF/wQMk38EX3B5DuzEqWWNmhHdrpwxH/x8Pr93715wIabIzPfvPazbRlVubq6zpdX6WZRRcpZOmbiu5u2snVWz8q5KMWAIoVjqcRwLR8KVUGSfVSnIKBjsp77sBwXuuZHTL5nBy8/6wiOVXxFRkSyizvuqZFFLS3QkdD64NAJAVdVV1ezFAIlK/b1oymZmDkG1uPhThnOvxJ8H8i9l5aenKXJJh0FphdlUuEi/royaWQiByJ48edx1nfMODDZ99zP57MMnn2vgcLLwI3U5jn23udp1ux0gOsRSz8Xs2qYtB9D3/Xa3Q/YK5JxbLBalIiXnwuBSUXGMwbEBOOLR5MGDB6GqxnE0IyidQw3UtLBAVYGYXfDOO3Z7EZ1qMcrm6PMtMXheF1wIoTANftjnEln1yyTUJscAEItFBnieV0QA791isWCks9NzIgrBN82sNDX3nh4/PT4+Pv7s0SeGtlgsjtyR946IKhfKgfF+jF3f9wd0ZdLpjAcSXRFQxBe+83yV8z9cyOfi+oIjd/hCNYuoiLgqNLofxlrEsAoVIBsAoo9jzjnPmnYcBxFNMQJAzkIIqlR69Ezid9imF4Xyha0s1QIGUNrQ5VSQ+UMu/tcSzcNCQgBbzOd379wZ+gHMtrG/rtOGRUATY4+63nU27nZ9XzTB2enZ+dlZ3Hc3AABVHcax73tywYUakUU1jaOqSk4ppTJcuQ6OTCVGVW1n7f3795mo70fm4HxBKTSbphhFCYCd9yF45z1NxR+TKt136H5xA5/TZQ2MpkwcAAOUfjNQ6mLh5UuMpQYFAKZetYaIe2qtEVJd18F5AGPnQmGNmDnnF4v29PT4zp2L9eYm5ujLLCTvzIzskJqeqIY558OMh2LZwUrLEEMARZUsUKqgSh2U6FePcl9aB8F2RB4RmB0RYinbBGSuikYdhnEc+vuni7XZdruNORPg1JRmEv4y9VGL24v7QvVp7/cjo/ZG7HCfgInSHu+clEm5ebfKUw6ff5l0AqYYwfTrX/+tx59+9OMf/sDMBhU8Xz64e/T+Jx//7P33VsM2Azh2xDybz8Dg6+++++qrr/axzzmPMXZdV8xWSgmnSp3U9Z2REdGhRz2oquiu79IwgMhr9++dnp6OYz+OsW08IgFQyikrpJQAmJiozLtwHnECi6lkB23PqNlvzJ4WcnC4J6gEp1uPAGA4NU56vinTiwDdmtZlt8uPYIqgneOS8NGc0tgbmgtV3dTn52e77kFM47Prq91uF8fkDNjxVA5+K2lyOCbdTxWj0tkADBBVzFTAULKqmKmJyL7d+yTqB5UJX2bZb+mz6QkQ0Y0xETEh+BB8COwcINYI3rtQ11ny2PdONo6ZkdR0GiZMVFrSYWGGGJsqTC26CaxkmKxss06Ivck+jVsMR85TB5vynclq7LfjK141wEIPtRACMaecwAwcfbR59p2//t52GJMKEIqar/1ytgDEo8Xi937ndy/Oz3/2wc+fPn2aU2rqpuQwc0roA5KPSXZDL5C7Qbp+O8RBVLKkkXG7WsV+1/pw8Xe+iYib9dYgQ0OOGQBSSklAVYldqRFzjtlN8fst0oWpKqDuDaLuGzMdpGvvhk7VNIbIh+8fknO3jryUHIIUS7afx4CoKgqgVMjwKecczYwdE1qo/cnRcrx77/r6arPdbXUn2covBp76mtm+jV4xPsMwAEAIwXtfErO3Sx0RsdQ0HA50L6MGU+dw2Ast3BLaW7JpZgYHkopDYERGJDMCQ1WIcUwizrlWMYQQQj1eP7NCO0VSlRyj884TZVDE8u6l9GjgqcbygNQ/d7D0lgaFwhfMGaYZOlM1iNkLvPqvIp9mxs4R6gcffPDDH/6wrmtC2o3Dh1dPtppm58cxpb7v2aAfItjWAeSUPvjww48++fj7P/7B088/X99cM8NPf/rTH/3oR3VVNfNFqGeqECUDN6tB+qEb45hNVAUhX18+sxQfPrh/9/yizHlCKgkBySmJoiiUjlkFmnWOcapZO2iPqcX7XsD0IHD7z4WmC4RW5kmWhjhfRA2f7+cBsLTpSMonMFXJiFBKogpJWSSKAoD4UDWz5vz8tExrIWLv2XmnaqoJCPbj0w+qtAywsYKuiAgiAEwplaKqs2TdNyuVQ0vDvcGdAsBDGG3PHwSfq1Wb8PQyxKz0XBXJY1QkTFnGGIkIHRIjAaSUEbAKwZfZe2DOMSODKRUNb1M1PsG+2v+l8Gja3YOSACKSW07nwb/+gn/1lWQUCXdd9/TJ07fefEhE2XSXIlZhdrSE3W5IY1PVu5tt1/fLtt3tdt/+zrdTSp8+fTRsd95xTe7q6mq324UQjk7OqqbLYlnFuLlc7fpxkJwUSrFqHoeO1JbL5dHRUQlDRHQYRuZODZxXIEeBnXN1HULwdGhbAABqpaW2qZY52VOXeIPnaeGJUotm2ZARFaj0xfiSlge3oqtC1SWdhFBV1STrJKBG4EqtKBGlnFUyknrPbVOHEF65d+/6+ma93g5jJGJEljwYgVGh/4KIShZAJGIwU7UYk4kwU1HeOgXvJX6y8kXOciuqe0FT/sozPfigBmQGKUsqFSvEjtiYjdkAxMCc98WvJCLHDrz3zk0FHiXOPHhUeIvmerBVuB+BfEudT01v9spyL6BTtdPtBMYvfxJEzCkR8snJSdM0hMjOMXPV1PlKdrtd3/cqGnyQOqQY27ZJY/zo448NINRhdlar5BwH78NiQSJSVRUR5XGMkjXTerUe4wiWJx2GMF/MSfTha69671KKzC7nsdt1OUvKOpujq4gRQ/AhhEJegQPWYWawV5+HTZvUyu3DUyitxUrdgQERGdGB3YDPFa4dcJxiY8tLlq5/qmJqOScERVXivZ4DM8giaCB1NWMffvM3f3O13n726edd16laFWYiajQ50qalwSuUTo+AZmqigmWQFz3/RwFw79yhKuhta74//RdN+u1Y/vBH0H1pnhuGHpmY2XvHTIA4Dj0whVBVVUA0yXm5PN6u1kPfmyYiZHbeVwiWcy7mHIoDWsTucBAFI70lYIeKZDDDibU0adMSeP0NNKiZhSoEzzmllGLRguOwOz5a5jFdPnpSDvKyfxqCE5XLZ1enpyeqhgZt26ZhYKIE9uzZFSKcnp5UdcVcARBLni/OXb2IaVQTZESwnNPJ0TwNwxsPX88579ab4isOwzCMUQ1D3bA3BHCOSh5IRNUUpxEo+xkx+zByOh48zO44aJzJPSVw+wdFeC6he3OPU9NqmkYUgIGqqKmWGKX0sQARU4Fk5VWJs0qWLKP3VagKdDNv2/l80XUjIqWUS4qrFAmSkCp770VkGAZV9d5XVZXicLDstmfxHsKM20HFZN6nL5/HSb+IvVz6OOWcnQ9sBAgqmiRlAEAC51k0xTg0bescQ87sHLGzaSwxpZxKJgyJucy/MatDDd0mpTQjX4XAzIyGJjC1ykDNU7AvqjBNjfeIuN6sc85d19VVle35xM4J6YUpAzbFEy+aCQQUNSszMRB9CIgQXAjkTufL4+Oji4s73nsVKR1puq5DwuVymcc0jn1H1He7nPM4KjOoat/3RJKyjDk53xc2VEwRyJCw22267WreNKdnZ3GM3vH1tgMQMwjBt7NZUzdN2/q6sjJrC1GyIkxkh4PHVTKHMWaRBAhEpWvcNFuCiEuzfUQsZWtTtSxAyRMeDvgAg5iZmhbKAzMbgmjOY0pxLOUSKGCmAGoGDIkIiAjBUk4GeHp68sYbb3z62eNnz242m00IjW8Y9pWrbdsOw1DA+UI8tYl2CDrNAJ/yDn0/VFU1DMNUZwe23W6PTo6Dr0pcUn7TO5dTKSWajKSI4F6Dlj5Dk4lHlNsWFQDYOfYokrKMRDUQjruUtXTrQwAm4sJGLrCeGRUz5J0DAM0ZKZRqzH2ufE8SlUmZq1mBqkuPuDhOPQ6cc8pTY8jbAvorlaiWLkhE3nkz8MxerGE3c2HuAxJFVRBTUUDoh8GHkFO2nPph6IchhCBVFpFhGJF3yFHExpyMqk0fd32vYCIjAIxjJ0Nydy+auoIsXTekFHHfs5SIQqjruqbgrUzeIFQxJjbTvZd50JRl9m02BAQuRHYr1euApXUooeNSnFiqaOzl3SgRpRaQTibDhYBluFrBiRhLOY6ClQmAAKBE6JxjQjOVnGate/Dg1b/9twfJ9sMf/ejq2SrlVMBaZp7NZiISY3TOl8fMWVLKVfDlfPZxGpfCmM1mW8ipJe20j4APthyYCREPBWpQghAD4tKbTEoZHAC4mAakwjksNxVFUyEdIRmgAuAwppRySkpozhCJHXlEy6KGoGoGhm5/s/c6z25r83L1n8dupSeoTcWAzKWbUcq/qCPQL1uHQ8N9RSikzEnytvvsZvPow4+HOI6gCJAAFIp90MqH1+7dvbq6EpFX7pyi5t1u6PsR2ZFTURhTJD+uVpuu34WmHrst7JuTHR3NvWNi/vjDZ967nJKqGgzjMBJgqbgt2BAYIBeZs1s2DkzLNCMFKErtAHkW4K7owudVh3ukbvrAFzcXD/1poXhvU9DtvScEQgNUNFETAAU1A9lbtSk90/dd285/5+/83YvzO7PZ/E/+5L9k2apJjHE+b3NWRO660qlj6k3E7PbFt9OrAIAZxphLRxUzS0mqqipj1l7wQm8d3wsO6V5XHn7XMXkFy1lVRVTULObUtI1zzocKkZlczDbR/h0ZOQXa7baMmFKMKatoifZKFyTcpyufY8V7on0BeMvVKSCF25e8hKYu4Q6D//UlFAsEW4aEMHPqs46Zs0nOCRRAPUDdtOT4arudz+cKdrI8Oj+/GPt+7LvScF5ES29fAhKFmBINo+RkUzW2AYKahYrffffd+Xx+ffksxchIKUlMsSF27J13zGxcxgKpamZfBmgeQnkEhAJ1l9km+7OQomL33ynTEYqOKY497vEX2ze0vx34TxXqZqYiJQhjZk8IJGhqRmqIJqYmxojGU2NELAFrHPu6mb391punZ2ff+nvfytIx46NHn//oRz/6kz/5k8IKLVau2Hoi2u22BQmqqqpMqH/ttdewENGnnsYwm7XOOZuYG/tu33pLXJ9DUJMt3IuKiogbx3jInhkSgjF6yTYM/TDm7a5HwAaXaqiGoJjVaDL3ltVSFslChhMFbn+Xnv83FSqj7RO4eGvksnOhMAFCVQFAysm5gLfWVxDPgp8BInrviklKhXOJCHv9hWAgys6bWd/1i+PlG2+8aTG2bas5AUDdNKvd1ouIdcgpZ9ukPMtI5ENVOebq6Kiq/dWzZ/PF4uT4eBzH3W5zcnw0jlEkp5hOz9qzs/OmaWzaCjgEEDhlgG/F3malx9H+D2qgJd+sqiJTa8vnMg0GqLc7UB+885e2g4kMoUBNBIZUQmkxUNCS2lEqnUH2vXcAgNmp6jj0bu7v3bm4c37RDSt29O67X3/33Xd3u+17772v+xaZvF/L5ZKZS7Ppuq6LjO4TBJP3nJMhYgHnCyf6eVLxhej+OVZqB5Bf1aVUEo9cJvsVWQJCAjSjwgVTh6IQs6KAQmGaGBaboSAGYFOoCQfF+aJolV0sDvWhEF5EXF1KiNAxTz918Dde5eGnqeveZVMFY+TinJdBFrXzwxgdu2984xuPP/3k8aPPCMlMF/P5yfHZbNYYkiHnpNfbbVXPyNcxpayZPXtPR8v5b7zzzp07d1KKOeXgXdf3ZhhCdXpydnFxUTXVkBKAOHYGqiaEAade5sUFglJ4VFqpwT6rZKBEXH5UOv59wdmxl7f1SzeBCYEsioCVWFhzVBPATKXTnKn3zMxlCGORBk9ARGo2jj0ChFBVVUXM8/n87Oz8G9/45s9//h4zAxQmKu9TkaWPmsQYi+zWdV2ib0QsihbBqZbJbcBFQH/VKnn8SUCbamE4ZYmBpjvugoca6rY+OjoCwM1Vb4CYxUxUMYnZJMNI7AwQXYmHDr2pbuWKi/9V6PRmubTpMSPEQj44mKm9N/1rA/WIaKCI6LwvgZcCqqPeoqEFFySrIxKwFONs1qadgOibDx9enBx//zvfKdX0IYR/9I/+TxcX50lAgVKSq9VKwW37tN1utt2mG7pxHN54+Orv/e7vzOsaARy73WaVc3bOL5fLO3fuLJeLrJq6DkjYO9gb4v3WFDx9IqGVLBrtu4HudWGJWjI+B5xe8OQPabYv6s6yygTRLBkTjDGmNOQ0mgmRMGIZ2eBcPSX9DUoomnMKofbsY8qbtHbO1W2jZqvVum2bu3fv9v0wn88PdTg5Z1VKcdhPZSqgrZZ26SUGDyE4x/fvP8xZSmP3on1fYGX8Qg06+T/uzTfftf0Mm+KDOufIuZgSO66rFgBO33xlHId+6E2SY2TG3XaHKOOwM4TDDJ69VT60mtiTxPeOtN7qI1U06NSCRzSmRDkfeunfNvG/6CRgf3rlfwjo2JkpM2eQDnNv5gldW7F4iQlFDC0NI5publY/+8lP/8//+B/9+O/+3f/1P/wxmG63u7Ztj46OxyxIXg3AcUyw3j0Zx5GIdtvtttsgyB//0R/94d//+3R8XEhzTd1mtVdeeeXk5ERL4Uc/KGKoa+edTQDmrfC7tK4yYECgvdlWNVEyZWDLIpKZiMCojDgwAADVvVl/fi1B9wnE/WtPKftC0copdV2X4oiYHKNjmtofKZqaAJQuuICQ+y5nCaFSwKaZnZ6e9MNAzJvNxkxPT0/v3LlTsvC6J1QAwLxtS8ZI9hqPyYORliSDogoWOInIlTt6y+f+ohtq++DZVGUandU2S5h4doSEhth3HYfQqlZNvVguCbEKdUzjMPRg4hx6ppRizuP11WXMKU5D4vhLVd9B4sqbUBHcz/cQEaSp4e04jlxXexf211Oih3+CHWsS55yaJcZMIKLroSdRNJg1LcW4jT0Dakr/+t/+2wev3n/99df7vj8/PYlj/z//z//m5OQoqYWqZReu1yuk6tnNZrtdh7q+WT1LOW5ursdh/D/8gz+sqmq3WgGAcy64cHx8XFVV3/fr7Wa9XrsqqB7dYiUckDzbx7yAiMRIhvYi3DtFOc7sOar0C437F1QpTizbkmMTGYchpZFZEdg5JEbHhICmZiBggFpSicisZsrsco6r1TW7UBo3HB0dpZQKPn/bQJvZOMbD1+VtFEktTvMhIw/7wRiSZYzPR7bCcxf88LC3gn0zVXXPnq1hr3uJGRBijBxMRKoEZg4RnR9TijFGIguBK++IUa2kaC2Lqoj/CkKle/qWmSGSSgmY1FRTjD4lPPQH/TXtvB0yUmBMpGDZkQWWPnVxdAaND+WndahyFiP46JNP/uiP/uj+3btlRoKqvP/++0+fNAI0Wxw1zWK12zjfdEPedbvd0HXdTiR1223pkctMOecyWm42m3nvy5Vbrzfr7WZBy4O02f6BXkJTcM8VKqphn+20yZSp4PMo8/am4Je93vM19RQqExrMUkoimQlxX7cZfOG/TvtWuCUhVCV1VFVVNt3ttrP5EZrVdQ2If/2DH5SmGBO2jVgCwQJuPH/Aw9f03Ls1mwjxAJBy7Pte9ZeYxHKBcSJBmbkP3v/5JLbF9oMtFgtkHocBiArDqm58mSDimEJwoWLPBJaHoe92O80CBqDF2ywK8FawefjYh7WHH4gUuh2ZmeRsZWjudPu+EhxaHF8DmMiWxAaAhAYACC6EFJMpELELYUzjkOPZ8emu2xnCeVN/+9vf/kkIR0fH69UVg969e3F0dITsl8ens9myG3oj30Vbr6+eXT9jxmHot5stE9ysbtK9u4WloIa+Dmradd3V9dWnn346xJGdE8k4PUqJh2iyIwAlVMESqSMICkEJqWkyZWW6gpVstpbfBFPEaXrN3ol9OYUPACLZAL2jAr3u5/sQETt2wQfnWBRVzLIqackCMDtERIK69gUKMoDgHAD85Ec//v/9yZ8cHx2X8mXaUwYR0RFN9nhv4gtcY2a6B20MS79ThBK0xTR5ObfKCabW25OJhykHbmamLm1/WjCtcttyzruhKrM8mCgjAUDuW+9d7rbElExHS6omBrPFcu4Ds2Ux6UaP7JC9IwZOKWVDcOaQamQTZEU1Icmo2fkgkLs0YKAwryQLGNZNlVPyC++cH7q+NGQTEdgTsWjCpwmQCBmRdeJEKqLDoOyD9Jidc+hnnS2z22YyUEHZjZ1jpkCrfj11HrB41LZ1Ve02m9JfaLPrFkdLz+CdjsMNqfY5UrUMTevWa1OsqxYN1+v1zXo3GmNoV9uNC85D1Np9/2c//Bf/9J+t1+t33n77jc2bZ8fL+axWUck6IqhyCM4Rm5iKDDGC2CJURASlwVW7BNZ5NcNkNEoVmtXN9fz0SFNXBz/nwCm7us0AhmDOVDRNg6cASzd6VAMljzFlVMgoMUUzBUB2tWNmDLWfpxQp0Cj9drtlx8vFsmkbwAxo4yg70uXRcj73abB75xd/+Rd/+f/5H//HuO0q5IpdFdxBhwMCTxkrBp4oQ33fT+gEoQEZQp/6KMl7RwzB8bytPRrk7BylNArmMUeHnC0jIJEDlO12haRoWfLgHINpylKSmOgC9/0GALz31Xx+dDRvmrbvk0rud+tes4kCqfdBDKq6IuYSYSEUPj68VJyPz22S7a/FAZnUgo1lEGYCM90r0a+uQQlJTMuAm0LREdUCgB2SK0SkpjEVVy9P9S1mjCMTFXtdrmgWqQi1zL5mErE4jGW4R9/3iKCSAeC9997/+m/9LSBCpG4cXpnN1pv1H/27P/rOX/94VrGKVFWVcx6Gkb1r6kaBdMpAFmMDU4eOMp6ImJDAVLINNuRxrL3XLCnFy8vLk9NjSeBC3YZ2F5MClr72AIVG9NwmFW0EBcUC3HfFQkQSEXMOAGPKYCA5AUKogpmlHGkkM1ss5k1T1U1FRJIiGP7zf/bP//N//s9Pnz4t48tg4vBNk55MjVCeH3ZhhjIz0eRcMphpyWbbpMhxqrI6vOFC1rR9LnTvGOw9U3FmkLOU6otCXZn6gmRJWbJMnaFzSjHlqZHTLU6XyIQHOH4B3/rSQGcPJBTT9DwsAJgmcuth3O+v44MW/qyaIOI0SESVmdkV1oUxkprJHvEpJ6qicYzeOQRkInasInGM89msdPzzzExcUL39VKTpPD777LOh7z2Rc24YRyb+5OOPv/Pt74LaYrFYrzfPnj3LOccxVoSEReVPiZIS3+4rPPFQ7il5FJM+Rk2pCfXV6ubZ06fq2TleNO3oYxVo8sxKWgqJiadKyoOd1+e9W3Cy7JRTHsexrSvn3TiOiJBSYu/adiaSVS3nMkHPlaqV3a77/PGjx49W//Jf/sv333//zp07haNU9uH5EVPR/C+okhAC3equZap1XR++U4qxftlR2hTk72FQcCU6KwVr+waIUw/2ruvGcQRAponXWFc1IZiV44ID3G+q8KXTRV6Uo0MKoQhowa5Ljaz3PqW/IQ56CPpKp34AAIQQQgiB2YEUbfy83OKQ2qFSS8BMUKZKMyNVPnh2mZJnB1wNxD74uq7bti0EdckpxiwiqMqOa6h22+3HH3202+wuTk/OT08ff365Wq23q9XZ2ZkkHobOhbZ0a4IJphFEdKXvJjM5RkSVbCgmwMgI8PTx45/9/Gfz85O+7+/fvYsxadXUiyObCiZK72DCPTqzj3v3AfIUhxEz55RKORsi5RyZWBEccgiViMs5E/N8vkwpPnt2Xdf9brf7/l9//y//7PuXl5fz+dzMYoxlQmnRYgWBZ2bN44sYAtzWl+Vt1W2LOM1w26v85+sQWU2fdAoTy2WQbC7G6L2fzWZEE+sOys1jIiSDMpgUC8/KOZacskhhieMLqwD0JQv/5UJW+oOWd1YUiMHUc4KZR8kq8muL5yR8hMBVVZVcfC5zs2PMkrIKqUBJmwCYAREYgGNu6yYEr2plos75+dm7735tNmsNbHVzIzk55+bVDMEs5xLsj0PXNvViMS+b7pirEHbbLRpUntHs6vIqj8N2tfr4409eff11p9p3/YwqYi7hREk3lnRhyd4Zc5mGxYSBGVlW11fv//xnH37wQfrw/dOL8261poevHz94VVWZWaHQSxGmYYowlctMLF9QMwdG+2Tj2dnpOA5936WUZk19985dDZgki2QVBSIkvry6evLkyWp107YzM/3k00dDP7z11luqOgzDYrEoZNASwx1a2jaVe8lUHnghsAewb9KAiBOTs2Se7EsWTGA8TNV2hdEk2YEaAQbnpyk4Kl3XSxYwCLWfzdrgq10XzTSlZJLIrMBSarDvsC+leHsP0U9/+IJ0AkzvwnDfjv6Ww4oq8hVdzxdedp/2BbTSbMiHIGqiEzeAsJSslb5PCGVkLSKXN6wIUMjnmsa4ul6BajubLRdL1Zy4MQ2aEy6XbdsiAuHZfDa1V2bnrp49a9p6vpjVoXLMD+4/uLlZXT69ypI/fP+Dv/WNv3WneYVKWXRRbjLlqcntW5kiIqICIBqaxjHH9fa9937205/85INPPny82t65e/rqnVc+/vDjcbX9zW/8tp/PEJGZxLCYV9w7S6ZmogYIpgAlzMXC8KiqCqsKVNj5fui3m/Gzzx99+ulnXbcr7ljbtjnnzXaLgFUVum6898or3vmU89Hx8fHRUQmwi4AW6SREkPQS47hkyw9aHABIItwCSr9UNvffF1WwMnU2SUo5pexms1kZalv6xxYZyjnnlBCgCsGRK7IcYwQmz8Sl1ZlNLg7Ry71pfskqLgGZFvFk5iKUqvKVpuh82UIERELiuq6hdKJDdD64EJCpVE/u9btN2BQCGOSUiIh4AkRiTJeXlzGOi2EIIcQ4jDTsoOq22xxHACQCJuwJYxw/e/TonTffKE0dHFHZqJOjIxP7SD5JY7p+9uzq8tn5xYXDuhQJWelGXQacskOkYtKApom6Esf10+vLzx794Hvf/+jDDy8vL1f9eOfOyaNPP+WLu7GePbt8dhq8C56JzDDfGpdt5dVVFbD4eYToiJxzKkLE281ms7pZLBcpp0Hkk08efe97399sNiEEMJvN523bxnEcxrGua+99E5rNZquqbduamewnAx6a3TGzxOElAXXMLwlozInI4Z7c9YsOuTgoqqhSxqlJ6Zfh7ty5GMex7/th6HUqDJrSoF0nw9Azs0Hwnq2QvZ/Prn1ZSvYm/heKmT3vv19aX5BzU5OwlNKvn0K6/a8jERbUlokMMVTBhYDEYmMWIESPU4+uAiOIWlJFooD1nsiK4zhut9T3HQCsbq6zb3O93KxWmhMRM2GMwzj0MY79MHztnbeXyyWAEWJT17O22aw3TRWO5w0754h3220cx7Ztc0o2gYNYvDQiKihGOWAxNdU4DJ9+8tF7P/rJz3/849WzK0l53lT37t79q7/4y/N/+H+8e/fu5eWlm7fL5dIFjxMWup8dWGKwokjBDIARmIiZm7qOcfzk008//OD9s7PTh6+91h4dj2PquyGOOfgKkVc363GIqjqO4zhEIhp2n8E+ZVo8++J3Hlo0EhVy7AurrmtEfG7gzaCtvK94XxNi+/TYF9WoTVHNwQdVEXHn5+dd1zHzer0WkSxSQuAyr0hEYkrOOcehqirvnUoex1hgJhGh4iqokbuVhf8FsoaHVKxa8TuZuczlSClTFb7EM/gKy8xEFNBoP/5Lc9o7uwgwzcPcV+0YERmAD65Gds5VlU+ZCygxjnE2mxWXOoQqNO3gKu99tlJtI3Vdt019fX119ezZZr2p67rrtpLy3Tt37r3yyve/+72333rrN37jN1T14uKiaVtTHYeBkcmhqToiBCinq6VZWykVFYlxHPvu8WePPn7/g/VqBWCzWfVo1f35n36bLf+bf/OvX7tz7/Tevc8/e8TMoa7QM06Q9xRfFK4ymhIYF6CAmZljHFNKdV2z8x9/8tnTp5cXr7z66NHn6/VWREMQ76nrxnHMVG4hupTSbD5nxO1ul3NumuZQ1xFjyQapmTl++ZwPCvJg0M9eu7+YL73zapZzfp7MnH6t/KclcC/6UWQqWRYx1213WTIheudSjJqyD97UTNUx121LzGrOOx7Hwrn0AV1MSfW5gKo+59sh4i/Qoc/5fzi1EALnnIggQMqpriv8CuyQlxZi4VpIwdcmPEjMudC27RkAwmmoypCxXHxPIjQAD4hjRkLHPI5jQUm9D7PZrISQ3nvXNFHogHKkFJmwrgIiPr28/Oyzz9555+0Yh67rzk/P/vDv/4Pz5fHXvvY1Rnr/g/dPTk7uXdytqkok+2KAS5/fUuvNXGC1iZCsmoYxxbhZrTarlWNuqqqzfHF6fHVzM1u0q5v1H/3xH//BH/7h/Ox4jKOWHPRePA5KdA8076P4kpdyzjn38LXXdrvd48ePnz550iVbrzfjmLNkpM45N8bUNF4N4hBVkZi3XUeI7BhNN7ttKRPYU42sEKJF5KWAeCrzuSWmBSaa8oUit374XCpe+nORX1MwRbde3yCiqjJh8A7BqqoS0ZxTGerlOJCrTQULvaOAyma0p0wj4sSMQSi/AzRxbZ6L0S1+vRkwUdd1zvmccwi+73rEqYOFmha//lfae9xTqIgIkc2KDKWJ0GAwny+I2TFXVSjWo+S2iRDQUAxcKnGv805UVI2ZS8+MMUYwNWIQqKpqajg0Fdpi0zTjavWzn/3s4cPX5rPZZnWz2+3eefvt+3fu3r9//8mjz588fTJr23k7c+wMTXJWAdo3D5wwFJECBahmZFbNaFpVHrHMpbDgfKir7S4sl8teN9/57vdC27729puz+ezo5MRXtWQpcZLkPLHRpMyTmbgaZb/VLPgwjuPFxcWdO3e+9/gxPLuKKVGh7KulLCXRXuQj5RxKQwqEuq6RSFS5AJ9TndQ+l6T5JY+ukDAnLwqAlMoOl0YPhcBQ0gc6FR7t8fq9dZVcIGcog6tdjOP+mLFp6rZtClIwjuNutxPJIqlqluMo3vs8DjkpoCISOVZTQHDOZVWbOqpRSgNUDU4kaoNDbD8V2KCZMbvr6+t79x4MwzCbzTbrbT2rZY9+hRC6rsNbzSq+VDoPAuqcA6DCNM0ptW0LCEMc67rOm23Oedd1BlLXDaLuJVvZwBuW3kyASI5jSlk1ZWlnjYKZaSeC6GfzWeVdSqkKAdGY0TSo6vvvv//RR2+/9ebr3vvVanW8WD548GA+m300jmZWVZWopJTa+bzrRyBtmrq0ou26zsxKP2gRSSm7KjjvyPuz05OmqbbrDYLN2vp6GJz3VaiyH7p198Mf/vDp6rpp23sPHswWy3EcJ4lPOccsKYkII3pmMBNJZSzAOI4A9Ojzx03TvPHmW9//6x8Mw2AAVVXv9ZnxPs9SVXURmdJdsVj2EicVMugL2k5e5gLooSp+klBkZjNLcSx+4zhGMyu9DVPOh4iq6NcYo2lhIFqMKcboSvq//OXyxcXFBRHlnIdhYGYX/GabJaddziklBGPGTb8G5GqIixOo63ldNyoHUtnBTL+c8wQA0UK+mkSMmCbeLhEQ3S7z+6JE3jb9e+mcNuqgSm0PuMRxTCldX1/nnHJOSDift2Y29WZH9EgVcc4pp5xSTJKIqM55iBGZxhjHOGYKQP45hREMAXJKxQHod9t//8d/fPnNv/WN3/qtdj5XsMtnz7z3KSdVXRwdkecsGcCc9wbknPfOIUDUaQar7RF1QpzPF9mySHJED+6/gsF9cnkJYEdHbcypH8eL8/Pl6cnnnz366KOP/iBnESkhZ85ZskrOU463DEZ7XmiPTd1kkbOzs08//fTy6dPFYrHeDUj+lrUtzY5pf1BTpvAgjUVN5JReChKYXi4zLXmj52e0p6s+9zhvhUd7wovtqUvPcSiRyZ664Dzsg8pCE7y+uvbeMxEiBB/quolptPmcGUCyd+w8DcM4pKRAzgU1TVkJ3YGmjIgvexblDcOhtn16AOccTG6Zz/By3gz2mvIgmred1Fv/CpYAmUrPPTMkJC7x3JhzlpyQcGAqaX4kAMAMmAxFS2QoakKIY5yKjFNKKY6D5c6ySpIYU0qSM+5xcQAYhuFmtRn+7K+2m80f/v2/H0I1pG4cx5vVahjjfD4HwH4YjDD41ntX2Ep2EPf9Khe1rqo0OJPsvDs7OR1UjyW3dPLWO+989umj1tcn7eLs7p27D+7ff3BfsozDYKopS85ZxQ4bayplisR+lAWEKkg/LBaLmPPjy2ehbnQ74DRqYtJ0U6wyccMAAKwQB/BW99mDiO0XGbwkoPZiQzwobY33gviLl5aOeBP/CTBnSUlSElc0ORS02hQAhr5zzhEzAsRxjHEcExXiavAU2DlPANiNcUySRHfDOMREZV7Jc8f9y9ftfkyA4PY5CeeKF/jLErW/fO1tfdluFNWcJaZUiD6MIDpVppcB6qqWpIyNkNI0Ssz6Ydzsdrl0jclxEOwkq6TSkVZyBlAwLeQSAPDerzebjz/+WFVLq+ib9Xocx/lisVgu2TnMNKbkWM0spzSd/Z4bUfoDABE756vgmoqZ6jrcvXe3zzIQDKaz+ayq6/liebQ8fvvtt0/vXBydHMcYr6+ujbAknAucOsEnJRWNcBDQQgNl52bz+a7rSrG4mRJMhY3lLAwUYSJ67rdx+qpI5b7I+PkqM15urzHGQ80gABpY01a/6MhKUAcFBdd9+l0VgXLOqXQWUZsaJRSvEQDYsaHGmIZh2O7I+0qpnbXNYtEG7xlRVUKoWubKcEg5qXX9YPtMw3Ml96KgIgIaxpRsMh6HtMT0BfxiAcV9IehBd774o1JtiM65gxEZYkwxJcllZ4FQDCbU0AAnIv++mR5NxV9dHGjnkmZAVMlRWUormQlMM1NRzSLova+rujTdnC8XdduMcRxT2uy2VdPceeXefDFHx03bZtBCA48xutE579lPDdumxyEkpFB7L5Xzvq6re/fuubaVyn929ezR48diVrfN+Z2Lhw9fe/DwITv3+Opyd3VVt01VJnVgYcEiIqlmVf3/c/ZnvZYkSZogJouq2nLOuatv4eGRGbnUklVd00mgG0POAOTwlcSA4AN/IsnfQWAIEAR6uqdnumuyujIzMlYP3+5yNjNVFRE+iJnd4x4eWZG09PC8fpdzj6mJiop88sknUmFRBq2lep7w9Omztm1vbm4RQVVsGrw2nVIA3jGC/jfMK7ks+A9jUJlm0z1ctdYPnlF74icnq/6Y//QcdPag6szPWiXsdrtph011S/IkKUN25+rWo2bDMNRxqDlXzTFGRaKQjDiPudZKFF2CgSZq4A/PeETCWouDoFNhx2Duw5oaoX9IFjm1zsX6T5Mk/5HJQP04mUc2TW3oSKriLTWICwQDDJPaGZE5R61KORwPBsqBVSULZVUzsVpFVLUSQmB2MAtjOBwOhhabmNo214qEqvrk6dPPfv4zYBzz2PSdCzSXYykqzNyvV5u4WR62+xunJYhKKbmqnF+effbLX3/+m7/9T7//Zwhcsq5S+/knn6nK3e1tSKlvW8tlvV6HlEqu3pyHYkBQalYtImYAKlVEci7dagVIl5dXn//iV1/86asqPsh9yntOd/6y1GYG8LDgH3UcP7zCPBVpebUfHu7TQW7O7XroDKlVRKqKIZCI1iq16kT/WWhUqppz9l42AAghdm2XVhcqtdYxl6y1ApmZZVHDEUOs1aHveTq3P/wPPeiUGJVap206lxaYGREWLcmP3vZHM6TTF7dJRDj4itDc3srsPa8iWj0DWwwUACqAiw5PuIyBChzHAowJIpjlIkOpZgZSRdRUQiBOERGGYSzDqCICMJbKMRBzahtmXq9W6836OA4GVlXe3ryzQVGwqsYUY4pgECj4AWs2SalVFVEJKfZ937Tt2fkZifzNb35zu92u+nXDabjbtykejgdR6VO7Ojtfn58NpSKMoKBinhiJsVlV1Sri9ZhxLLFp2n5lgH/zN3/z7/7dv/vu1Xc8r9W0GnM16sGDInzQUHXKtVtW/oOodKHCTTb6UYf5I0Ho4kFhBhxVNHjFCBHV1KrhrJG0bCZiatvWuTB1HAkhhgBO6Afz0leDWMUAgf58DIpQ5T0hehFxS8q5lFJ+9Af/pcvMACaNYwBQe+je0ilGU1ziqSkQdIYoAALKVKIHhCLKpXJgnLKh6XaI0NCl2xQRa5WY4vXVZX+2+vnPf971PRiqarfq274DBGJG0OMwvH37th5riw0FJlq5TRARuj4RTM+QEWMMjx5f21h9foPUkprEY4xNihj3ZqLaNA2nCICb9SalVKqmmLSqTGqjwERGJFKkukCcVim11hBCLvLpp5++ePHZt6++FWd4Ac0CkD98Vh9ePzRQRv0gr38vQ5qSrh8vvk/P40FscTZQ9HtxACSehghm5rRlm4nTroNXSimlqAqHQITqfDniECNQ0IK1Zn9fSy3rh7eMPlDIPF9E/xXeSFRK9mbqH7Puxe5P9zTiw+fxYXYyiMrheKCZjeHnOS5N+/MHXl5YlpAJEUGqyYwmEFGMyUynPiewkkenTTRNePHpp3/7t3/z6c9ePHv+tF+txsOx1Lrqe0DMpQCiqN7c3t5vt+VQMjabs43XstHnqTBP56iZmvYxNNg9e/pklbrLy0sxDSG8vb81tNv7+3Xqz8/Ph/2267rQpCFnA8uleMGvumgIgKoSOi/YZ5RKrWI21bE8fvv1r3/97//n/5DLeErysfcDx8mv/8izePgp+DCvX4x4eSknW0zmZjaBSx/zoDbzuec3gQAYaqleFqcQXC7meDw6u5c4NDE1qfHfGkIAAkJU0SxVAZlDqeVw3O/2h/X63LNIwKkjYXFYBlNjOCKKp304CYmpqPNBS67VG79/4IB/eL7bQ8D0sFSISJMHRdeJCsxOwFPTcRyGfMT5vqfv8jmnD6/iTPWJeY+EWjSXjACodQHpVIHInj599m/+zb/51//VP4QmHPLxeDis+97zYql1fzyK6qt3b755+XLMI1SzquuzTUwxxehLwURVxczU28R4kq7o2ibFgAAx8tXV5f3hWEbp2mZ/d+ibJucxtc3F5bmX2mMEVRciMlNREQ4u9Yg2yT8pACHRMIybs4vDMDz/9EXbtsfh4G4IHnS/pjvED86a6Uvmycm0dm6OM2F5AUxPS6/zk5pjhTlJevCec2FTZ01oW5DG+RUDqCARgjGYD65rUvSUxcDKaAdTbkLbxBjb3f3tOI4hECKbmkTmJjbUWssUAwylL7avFUPMJGA1augtFcERMMNogigIgzQVqIlayihZCEaT9dk6jHnc74fhmGI0M6mViXSGo+Fhs5qnAwbiWu6IyIFrFTPQLMf9kc3YoG/bHdM45lxzVWF6rynFQMHk9Hwz9a0EaKwVDRGNUyBTVZsmq6vrzImlpg9tj6HlzSrvQJpmVF31LZZy8+13kvNXX/zp5atXzAGQ9rvh2dMXdnZGQBAi9WttWmoSl0IlkwiKBEpGl2n9rKQMm0fcteNuO5asGoDwYKqrlDFy7MJ61a5WiKQgWrSIiEk1qSAVhUTBAJiB2HemmZUcuzaR5YbtxbPrRxdn97dvUVSsaKkjIiG1XY/ExCRVETHFJFJKrgCWUmyb9sG4bApODTmL1CLqEqgchmEkhhCJGAlVQLuCctTV2RqVmCIR5ZwJNDHqcGjAxpotpDILNJupiJRaqhSREnBybzYD/hYIq4BbvUrNoyXKEBlE6jDWcYxtA+i4Yg0REwfkUMg0j0kgqAJaIUPRaJgggEEGLVDAAAWhCFcIQD6rSQkFtOkaNJU8llJijB4m//g8WTv5Mx3uqsUMTazkQmaoGpgRoJSc6whAH6gdGdjUe4YP1DDPqxHQfEQZYiSqZvZw9k2lAA5RDO92h7NNT20ngBwCm92+ef3u268Pt3c3376EY+42Z/v9Yff29g5Tv+6f//znRexYFQAD+uAfiqABkDUKp2Z1WfGgTc9dz1kCUFRUKIMIM1fgpulD21NsEFHraA7MmimqoqkXkByIZHYgQ6SWPKCtQUoiCin1bWOqhho4IOKQcwjJx84Qh5wLAHAKMLWdCXMIIR0Oh1KK57Ke+1OiplutNk2tKIocmtjmIR+O4z4fj0gVyTZUchbCUAUMiDgAACEykUoNYAxWJ8aPW75ObFCpovU9oQi/psm+S1MHMaEOwz4PQ60jBwyBi1RDVw8VNXDFNEO0RbPWliPefdRDQGMPn5yRUwAwKC5I9H4z3Z9LuX5wEaHP0zBX1FlqiYvoyul3z4WvZQN88Ltw3rXvfxJVJKTAzE6lq+OYEuuYz87Odm9ef/fl13I4bm/vnj19dnF2Uap89913Y9F3N+/s6/j5b34TDvsBjBKjGas0YEjspXBEcCF2EwGz9XrdWrfb72230zJKrW1qY5jaJv3yUEFn8AQRGclARQARY4x933tjWZ1wXC3DMPk3U+cDKABzdNIWMlWptVQUTjEgYq31eDyGEMZxHIbB89rNZtP3fWj52SefXl49KtmGsXJokPDtu9fffPvVm3evai0IOJZaRXOtuZRSqxpwTOpFKKSqZsQnxbWHmqdfgWDS+AEwQFMVqXLKlDeDMQ8qKmUAVGJWqAZiYAAyTUd2dGMCTT3ZWOKYScLCgU+dmj587OQsMohIiD5E4tQUPojcT7bSh/82M4SpBUfVOMRpE86UmdMgaLZP+IB5ffobEfGHGIp/aXnqNzc3P/vss4D07s3bz548tly2b951Ia0vm16tb/r1ej2O5exXv3r0aP8ff/dPb1+/+vrLP30SOdWLs4vzQ5WWOIZAgZiCqDBh13Vjzs6MjCGAYdM0a7AkSVRbbJvYOFw9YbFzD4Zf7O3bHuMyN03jkzb9zfuP7Ha7J0+ePHv77NWr18sw+t3u0HDwXX15cbk/HNZNIMT9fj+O4263++6773796197//GLFy9++9vf/uZvf1MgV9VS7HgoqsixcTT3eNy/fff9d99/++7d29uvX6uYk6Nr0e39fjjmPBYwYgxSVYpowDkjn/qRFv/yoQeFeSLMkliJSLYRwZgwJgbVMR+RSMzIWG0qWah6JQNde/I9zzPPTvLDdIFpF70aN4haq/vSD7Kin3QZgEuSE5lZalKtxay67uYP/OByy+/d+Ilpzv/6mAdFohDCfr9/+fLlL3/5y4uriy7wOrXvvvu+7A/nXb9m2jwKq7YLIW5h3/Wrrt28fPvuD9988/WXX14//7Q9x1oqisVIymjACmgGxNx2q3gYRMFHGZphjIlCXPnRlI0NOfDp28b3LwIf1gKI6E3A4A0L8w7MOd/f3zPz1dVVHkut1URCCDElJOq6zsyGYXjz3RsmevTo0W9/+9tnz54R0W9+8xt3nBcXF48ePdpsNtnG7W538257d7c/HvJQFAGb1PR9f35+9ujR491hl3+9L7lIrcdc3t3d7Xa7wzgOJTep4ZTGUnMVJdL3ryW1D/OZCgAwQdkw6T6Bgdf4CmFAiByYsWYpdeTUmKlOBoqmJhgMwYeT4YzKvP9sJ0tyCHb5dJhdtaj8GGb2L17OM/JWBFVt20a3O+cfwEcO6unyM9/eL1P9i5cfhbXWm5ubly9fnq37508f6XF48+23j/q+B+gAQh9WbUdIJNZ1vSJdnK35W7t7+zYgNiFo1RC9mESqWA18snnTNDElb9rgGKJSoGQASAiIggJVcJq4oDqVHh6u99Yb0VEtm6jssFQKLy8vIXAt9fbmbrfbAZEqALGq7ne7/X7YbDaf/6t/aJv4s5/9/N/+23/7q1/9ioiePn3qs7i9jiMih7IHgDzqdnssJdesSMEAA0AI6fLy8eXlNT6V/XZfalmfX2zOL96+fQsAHJuQWgpxLNUxMl9SM/NS7XIF8phx6Y3wTtaZDea9bDElLx2LqqEaTfqraGrTHCrzyBmQpwb0GRF1fQsfleTYpy5bH9DMeC4KqC6THd8zmg/t5mPwnJkhQWDmGM2sbZvD/XbGKx5gpVP02U5O8B867FPk5YNLavWRF7XWN2/fXp9v/uazF29ffre7ufnV9TUcjxERatUxc0qbVd/EZpvHFBhEynBktIAEorFhokBIaljEfE8777GaVtVVjJG9BKpFanU5MabTcA0+LNW4dIMt4RMRlVJUbe53i+t1+e1vf3t/2L95/ebbb767u7vjlO7v7m/utsfjccgjU/ztb3/7f/u//l/Wq261Wr948WKz2SzaizlnmAkoqppS6ruWANS0SYljo2padKxKTMxsVUNqN2eXn3zy4vPPf3U8Dr/7p9+FEMAMKI5ZDB7cp4hIVbdUv8I8ARJsyvOBKExaGmaIlCK3m00tpeQx58wEITWlSjUgMwFANTETUwVC9qYWnhIfnGGwGVSbB/iIB6xe6uRZeULnrtxl6T/mwn5onZNRMTOHIGZt2+7n7J6ZTeaa8vsGavqhgX7oij6IVbxSMn81pXR5cdl13e27d/vtVkt9+/rtVZdiasd6vNvv27Y/P79Y9d0VQ2Ku41DM3r56vbp6kvpV4BA4UAgmICrMqKaARIGtqkgFhMBBfaKCgIqwTS1ss9LJhB2enIxaa1WZADhVUAWikJK305AZIPJms0l913d923R/+tOfvnn5EhFzzsMw/B/+j//d//n/9N9/9tlnqya2Teq6jpldIfX+/j6E0Pc9M+ecD4dDapKqcTjGFIi4FgESV1CoIofD8XDYX15tuvU6xDjWWgFi1/7N3//98XC4vbuDEAYRZnLG43xNPfGTB3Viz+S3nLVFqAaigMRN2zRt2/RrqfWAu7FmUUshCFgFDUaiTiXR+pCWL6QsL9jMFS18jzcA88gcDgGR9MEu38vfP+JB4Yc9T34DSEQcgmhJKZ1aGxGDa1q8b6A4J0nLWfnwOxBPbf/08pY3RGya5ur66tnTpybVqhwP+3//P375r375C7u4gFISx2Ec7r/88nA4NBfnbdukGO+2uz/98Ytnn/8aPUmjQJQQXP1uYtFQCChSqo5jFUOc0BRmDADL9AVd4pMPordaqqnO4tw6jrlpkuuCiIhXBPu+D1JN7frqOjXp088+U7VPP/t5COGT55/83d/9QwiBrXZtG0JwXSp37WbmzQ4hhK7rICgCxidPAjeIX3377eucc61GpETUNF3TdFWOVQ1EcikGGEJYn52FGEsVJCy1qvEiUnOayE8eVJGW4tM0TQGpGlSAFELTr9ebdSVq+86QdsfjMI5KVhWLoiqhIgIWxYKKRuDMiwle9D8PmOVybvpz9znHROQkIDvhui4e9C+EmYiIqvj4JfB42MUMwYUCZzQTAHAa2KynDvvPz6y3mZKylA1rLYFDk8Lt3e27d++++Kd/uuzaLoWg1myat69f/y//+LvPXrz4xd/8DYJdXpy/vL3/7rvvCDEQg78tDkyghoQgvj+JDbBWGXNRMI6RkHzmoNoDaXJ5zx8aaC2m3rAxzWsLgRf50lKKqhJASmm1gsDx0ZNHm7NzIv78l79er9dIaEZqFnjSPFxSsZSSqi4jtoh4HI8pNauu10sahhy4+e7l61xMqhhZbJqUmvv9MZdSqqgIMZUqoYoBNl1PRCJW6pjiQ1K+zNCZDLQiOvPDYOJTIIAgKjGlFPsudp1pSG0S4NDuQbAiY0ISo5Ao9khMYhwMY6yonrSTKRqg2SQedJI06VyOd5ETD1nNzMP5vzR998v97OJumdlM/UxD8nLTNIjEv30yUF46xR7gi4/57Iff4mnH4XBwa7i9ub27uz1/9vj1zbvb3e5uf/j+3ZufvXguIhnkj19/9T/8h//pN/d38XwtFC4uL/nLbw67valqVS3ipWefRAkg1QoBIhEyTdVgjygJJmra+97loyx1r2U7OxfmlM5dvkduRDQMQ7vqz87Oa1fbtn3y7Fnfr3aHYb/fX15f3d/t2q4zE+/58UZCT4x8WwJAKSXn8XA4eKm4lnJxcfH40ScGdHe3PxxzzrWMpWZB5iqmWogIDHPOuYqqhtQEDiJ1zJVPsnibyp4yG6i5eq0XTkjV8lhCiMQQux443h+Gf/1v/tuX3317f8xXT15cMxpYbBpQAmTXBxDAQyOC9sV334haYGRmrGKqVYt6QZaxjrVaHfPoiJKfHWfnFzHEQPzk8WMkqnXS2VvC8MVmJ58BxswApjrNAI8xqlKpgzfem2ps4jgMZpbHXErxl1h4W1OD/MwPP/XWXm52liQzo1ktMjfUIwAQkTeJH4/Hd+/e/df/9f8WAn3z+vunL55rHV9+/eWbu3f3h0PD2Ev96u27O4Av3737u5zPLtYeRqjIH37/+2z8+BPEEIdhPFutY4giFbAScQjh7OyMmEMIfgCJCJgRUdHqTY+eUTjZ3HeUTZTK2jQtzyyQGGPbdjNfLOdcHBUuqjAMRNw23Wq1CiHUKjFGDmEcxq7rQgjsO3q+bBLzfjhGEJHiGQCIaAwhMBrizz578Q1/X16+sRgBqOQKkRGBSMEr1FOLEZuZs1ZDbPaHuzIWJym7HHPO2aGxgG0XmNN8MdM4jsyhbdtxHEXk7Oz893/6tmnjo+efffXVn4jYQI+D+OkZKbpsX2ptNx5FLYRISLXmxIGMEIBACZB8vIWhqXma77HpxKmZYz6be+iWk+UDp/pR74beRAoKk8a7zmc4MfM05htnXYmFCbV05JyABjSz/AGAZmumOY1zELHvexF5/erVP/7jPz59+t8cS3l9d7s9Hg413+7DdjweEVZ2cSwDAoQmVoMsQswKqAC73f7t6zfri6uNSEoREMXECWKGCOTyLT4azddkanZYgm+cSm542inh4dskz3uyMp5ULaNhECkghCa2bds2bdu1TdOYIaMPNjYgUFV+Hyn8wVNARAzEqqoARACGApCa0LZN00TVWtQWvBFncb/3Hpkv+/z6k+NU5IdKmYV0dsZEMcYQI8VIzJvNmah2XRdFSs7cdv/jf/inp0+ePP/s0/7ymlLIZawCREwYkSJgAETDQdQUUEFrVRShEGeOJSICEhAR6fS8/W+cWWcAMObSte8Pb/zJAahHMFWLE5pqrYFddJ+DK/4AAD4Y94+98Ae/kZBCmGIA/1Lbtt6zz8zDMPz+9//lf//f/bfG/MVXX7355pvb/bBK7WhyGPJ5zrFvzrokoK9uboSCGPTrdbs5z6W6eyCilCIxqYqCkXdUThX/KUNTBZvmWttDBflklU7kS6ez8IO78G/wcH+CihFCk1JMS4QTY1QgRHTrNLPAP6HObK5+CoZgagRGBF2X+lWXx20RJZp4Hn/+Wiph5tKeC98RIGweP1aRKnKstR4OanZ1dVVVj4fD1eVle3Hx7t27m8N+ePlKUvy7f/iNEeyPBwM0IxR04VhVO8rRM+WcMyv0xB4jAToX46HmYfMu976MpUmg5OxA6PJt/o7/DCQ5rZJvPjOnWhtAlUrk6sU4q/pOzhnA0B8h4gNEekIqfe8iJJt/FsDMNptN0zS73c5FiFJKFCIx3N7ff/ndq9Yo9UmZd8OwPRyunjx9Xur3r958+/oVctrnenZxuXn0JMR4fnnZ932MkQgXWMI++DP9UnWCz5KvLLfs29JzeptpbycoynTNKn/kam1LAAMIKlpLzTmn1DAxOBI3E2LspKp3cvKcfhAAdBrBTkYGKdJ61R42/W67w1wJg86k7NMVhh9A3fNDB1WR+hBqh+e//rVI9XdZvCuklvXV1WG/f3M8NqpHpL//1/+bpmv3w35bxjc3b1LXApAqgBAImBCYHut4e3e/Px4BsG3bFUXZHhTIEKpp1SpaA7MHww6C+IzkhQZfazlFmBey/akNTab+AXK/ZLIizDyxz3yNF7jK8Vi3uikGxcU0lp3wnnESObo/YQ6IALDf7z/77LN/+Id/uLq6qrU+evTo8urq5v72l3/9GxnzWYwXfcpZ9sdhP46fff6L62fP/8sffn9xdr0/5u9ev8XQrJF+/eu/+vXf/M364jI1DTMaCAdToXky53QtyMYEfJrhyYGuOsuBzn1j3m7BxITvEQtj5OAcIFNT1ArNukldwxQA0KkTnoUgOaN1ErGCk6PjoxuYmW2GC43UzGIK63U/DOPbJuwP4jPpcKYH/PAF/Vr64RBRZNJJmQz09f1u3qmAFIwChjQYQtsP2+3d3TZwvLt9d8EX3MaXN28EjQIO4xgwpjYlbprQMpG829999eVuu+u6jkMYjzn5GDW/Kx/ZLYCAk76XWYBpJiIuMbjZYiiuDPOB+5z+CR9eyy6fkk2YZ+nZQ46Fc67z4AA+1qD3wYa2969a6263u7q6ur6+fvLkSQzh5rBDDjHEYRg3MfbdBikcx7rbjY+fNmft6vNfQor97/7pnw85d6lLbXtxdX15dcUpucazgx1AYDO12xAMfY60+8gqUqsoqsudy2KgMKd9IUxpJQMT0Ac3NcneKaF36M1xtsjUsVprRQZ2VqI39Gn15pbT5T29AICQDchQzMQnKkekEGK/apwFgKQI8yzhmYr8EX3jE8oLTIfG7EG3Y8ZJ3sjHMFKM8XA4pKZdp4aPRybOuVLLZ9cXBWrqW0XDkhI3KTRNaNvYEtLNNg7jWGpZ8UrNJI9dbBkIAAIIo4kIVAADB9I853Dc0QFROCHaLUkJ/iBJ+rGLCJkjEdVam8STdv5Db/EJFEVzlvSDzfzBA4ATToZ/wMyuFGfzsPuaq4DGkNq2U4FxLGZYi2y3+/vdjkM0hbvdbnscqGnb9fry0SMgKiJaC0WOoZn5M04LXEZrew6kqlar1qpVBNXApqJLrVWtnjp+ZjIz1HnGwsnu9cM6hInx5BKwCCqiaso8hhDJwMyih0TEoH8OEp7XnMFMwSusfkQBMjdNSImZAVDQcKIJAcA0GfMH17THwuJHF88QVpcXcFK2cStOhA52MPMwHJ9/8nSsY+hSs+6K1fv9rtn0ZAwCRavkvYne3e+qCKcIAM6OISZyXQIAQsGZ3D8ZaK0esC6xCPEkzuvLrSeEklNz+djdTW++aRIR1VLjem2gBrIUCNBbkSaWwGKY/4IH9d95ukm6rmvb9sWLF2Z2e3vb933Xdm/f3fTd6tnT5/u3b9+8eXvRr6TKbrd7/eq1Id3d3b/dHoZqm4vLzfnFo6fPqur9/X1sm27VrdadZwZziDz/QceRp/nvIqpFwUS1LAYqWohcYcOpg+6oPlwfPy5nRxtijFmy5EzIk4GW0ooYTlMqRQQmBOHBdy6L8/4qEaJO4xrnY5wIQsSUOEYsVZewFnF5tSXknv+e35tfUh/KAeHs0ePTX2xmh8Ph2dNn+/3+9nDou045DmVLib97/S3chTe3b2LXHA+DFKuj1KHUUaxqubsfclmtNiFwY7hu1/nmDo0AoVKtWqpU0EX5ce4zr9XMiEiLBA5+D/5+liP+1D4QP0aTmsH5lAIiitSU0qLQPvlj79rBBxwUkCZe2o8YKBEZAJ/4dTNzMPXm5uZnP/vZ8+fP7+7ufEL0cBx397vbd+9wHN716/1uj4C3b285NW9ev70dcnd+nZq2mgHh5eVViMHPbnBIARXJCSwPBiYPofW0aOZDlryPsVbRukSBRNMxiPRh2ryY3QKfxRgxshtoiKFtmiWdr1IBSFQT6ulEoSV2fG+JvM8cTIHMdMqvVBAtRg6BS60+Sdhdj/+9SDctn1EAj83cQCvLElqF3TiKqJdocym1lN1uV+s/5zzu9/txzGaywrGYCMnt/Z2QmEEhIOAAMVpk4ADMeSTi1WoNJsPtFmXUw6BGhjZQPWrJWhszBa1VVEFc+Eqqb7z5/hFmgZKfeLI/GChR0yR/Ek1KzBQ4LBlrNa2LKoTTV5b/YIrhf5hpInGaB6BPFETAzWbz/cuXm/X66uoqxqBFm5geX11/2/YH4vv94Zuvv4Za+qb90x+/CKk5jtm61dnV5ersPPUrpJBLuV6tkUmsqAqiMKMp6A9GSNhksOhCSVLVdCJWuIGqKpFXzibkjk7hNAAAaFIyg5yz9yGLCCUOgZZjFAAQJ9hVVYsWQIwpTGs1+VFcjPOD/TwfRA48OPVdKSDxEnc+/O1dF9NrzvyI2XVMPoWnZhUws/Af/8f/j4qoVp08FuRx3O62YFZrPRz2pnoIUKR2m1XebdtVV0uJgZhjE7GNIUUKFDBRriUEExHBsq0ZsERiIMwgWWuF2gQOQGIFUBDUpEg2NGGAqtq0DSI4cQ88lj6RuDi9T0+UTgMtRHTaX2qaokIhFFFBCqlRrSqV0JsHpiDUe+OQwKdlzJUZJeIYgycnRKxWx3JkJmcTWxUzBoTjOO4Oh93+cLZZe9rBKb74xS/WffcH5Hfv3pIIHvLN3YHDGELT9BgDgtazTR/Jjrt7hGeEJAJ5rByIQ1NqrrWEGE98lqpJtZLLcRxH9X9p9Q0zD85hnNsylxoygqeD8ysxISAZg/dCqkRFrdXrGgSIPhcODA0WNqQGJKZZ6oAeOJQPzcbm4tWIxBa8SdjbhgOGxCERH02JfK6Dw1YAgEUKzNVmRARCwgQGZBiixFilWsnV1Ago/Of/7/8LAJoETRMuzs67rmlB22QIgB3yWURElUjEFEJ6eh2YkWkcMzKhK0YzIXEp4XDYD8PBVOKKjgw5Wo0YYjRhHI0rIFqLUakgSiC1OqoKWmUEM1mtz7w+byaIhgjMWIrY+6OfcNZd09liDQyJapFcyvpsU02N6FjkqBjaTut42B5j4BAQAQ0JkBXBFAmBmYlJRPKYxYSRuyYdh8FUAzVFxv3h9arvRTS1vagA8n6/ffrJ89g0yKFUE9OKuh2Oz3/9q08+/xz6zb//d//u7es3h/tj025ialJqYuJ83DHoWfeij0hQhv09ccLQHA+laVvANI5HlczMODtMs6pQq+Zj3h+GPSIFADBFBA4UKRBNSPtpJIDso1wfzoGsgohKiJGJUUQIAaoaaIixYY5IaK7ah2g0m6DYRKrBEJgexnMtWSMACEwdegEgogN3ZoW047ZhDqDVxynPgL0CHMcBkJk4IDEzMJGymZFxEEwNmFIZihWLyOEf/uGvVc1HnzcxIdlhtwMwtEmoF5HW/dnynoqK1ZpLISFgYmUSQlQFDwSJCFU1cOjOupii19PzmMs41O29zQSZeV86O2IqITgAsWBP8+HyUy6PEGya+TLxqCb7fch5DHFGvgiRwMKk4oTKFLkFABNZ991utzMp674T2/RdvzscQKyJoe26vm9Wq361WsUY1CyXnGK6urra73ZPHz3+zW/+9ss//vH7777pODYx/vzzn/exaTZpKPtH19dd210/fvT8xc9zFfCil1QbhmEcwarbARH5ABBEZhZmZooxJmIOAPR+5WLRC1rOxxDTBKgBnn7nAtycrNhJ8xhMMTfOtT9T05O0yT6GX6p61WNafLN5lhwCMREzvj8AxubTfDF0MyM1r6s5v4eZU4xd190ejiAaztZrr1TnPJhZzYWJwYz4oRt/t7unSZA/+JlYSiYmVDKd1lQMECzGgOCjbjBGioFCIFUwJa3kc6JPsGX0ASVuoH7K+hs/JRn9JPOc4GJwiwdE57k6lEkezC+G6zbpE4a9vEgYeFLZE6maJcZAhKUURjAVMiDCEOOqa8/Pzi8vzjebdUrRR85xCM0qphhF5P7+/vknz29ev71YbY67fS1lUFhd9uOu3N7d2xdfXj1+9rPPf21IFJNC0CmBAGIODDTLW/kWJgrMFmNUazjECIamLrjgci+eZfI8IIaIHM6fjG5Oa04N1K2UlsF7MGPViDBBcC6+N9WulpozvQ8kzw/o47jKgr1PABSAwzhoD3vCZpzZeQLuq0JgstSvVm9fv0a1UMYMnkOJqkjJOUV2yW7wOMYg8tQHJ7VCNUUwqWYE7IE2qbFoAYTIgYhEuGRUqUroshkq1aahPhO2B/M8O4RJ11NVa/3/00CXy7X1CBE5zD9uTp9AAAewbf4YPYpCRABiJMSYYs46DGPfdzGGcTxYlapjCtz1K6LQ9/311dXl5cVq1YXAOefUpDGPORcT/cOf/vTq25ebfvXk8aMXz56//O67nMeb7TtMpmh399vDkL/77uWnr15fXl8zBaYIxEYASoiFSZmCD4/3MjcSBrIUo6nFGAkETWOcRJ8dpDtJdHyrz7rG77PAPrJWU+IPE34JSwcjIaKqmD0wIhZ0ZTFB9LQSVaclnCzYv+rjEono/erYh5ea4UJYm7EBZlivVmamKmG33RFR27QmCqKgBupDu5efoavLSxEZ/aqjVHUa8OKswMy0EnEgZKZKxIi5FAJAr4WUIrX4Hq1V53EXThefJNEMbMHwTzf9T7PMCQYKIfiRHaIbqE2+yJlLkxCJJ54KVl1n2N8IEaWIjLGWkdBSJBDWjKCwOVtfXl2r6GrVX11fnG3WTQqIhgx91263N/d322F/+M//6X+uuaZPX1DA68fXMfLbN69fv3r17u3bq2ePhqEg1jdv3v3pyz+tNmfIDUeLTMAMxmAQUKdD0dBMQYGQGJExBNLABKpTXARgNp2Mp7KdZhZidDLbDDzMw4nfu2bYe7EzgEn4Byf2gqfXMFeS3U8/WBGiH1mnDvTh1X0aTEohBJD64aNcoBSnX5m93y0GZrZerTiEIZegtVIIYMqGQGykWgURyVVeAQDx/vadH50pUEorAzgMR0TPjjwkx1qFAAiNyZgsMIA9HPGgpIIZABFFqk7jfie7nFQqAUV8opX6WvxY6PMR8zRwqbBpEV0rVIUBqxkTh7m7w6l+hoSmaBUWaJSI0MbjIYSw7tvdbkeo55tNGzlwOru82GzOsuhqs9ls1k2KLroRmcdxRKCnT54etruf//zz+5u7YRj2u/3r168vz89XP/v5+fri/nh/2B+PQ+lXuN/tS661iMIxGRgCSVAtMSClgOjyIKpaJ1FhnUp/rp6HoLWi6iTxumC9ODUe/rA+jPqDy2bRYGImJBcaQyKaZigCEpBbzgnetzyXZcFMJ9P6IJZw1N1pznAyCWSKLmAS30Qzn1EdOJBHvSqiYiKpaVLTHHb7EDgQkKmpqIGC6LylPKsDMmiaqKpVai6lSlW11DWTgZIrOwGRgYlpMVUEJdTA5n8UTUh5Zr86j9w/1tkclyU2eE/05icbqLnm3oPofQxgE75xwpBEh/OmYx1tkTUNjBxIRExz23YpnSEio12fX6a2DSENhyPGkAKnEJh9ukpFRqzWNGl7f3d3c7Na900Ib1+/2e23X3zxh9vz865tA/Knz5/f7na7/aFpWg6RiIZhXKWGPHASqSKBE6IfOaaipfpUX6wipUgu1QzBhNCFfiXnvBjo6SqpinkWMOf25vj5dDj6H5rtbPJdqorqHRWLwCfh+8y9Uy+4ONEPrBPmYGAaiuxMoDlJc5+8oIT+eoYWOZz23BoAcej7/u2bN6HvVqZKhILqkbpOFuZPEggsIFYEAiDwOrExACD43fn3EfvU9gzVRxapmZjRtE9MzB40cmctWfCC+Skd8HSn/mUxKCIsWxwghEm6DcCIppB6ervgmDZGIjWfCkwpeeNOGnNe9c3l5dVxOB63h7PVOqR0OA63t7frzcYRnSnNVQGCEIgADvv9OBw9Vri5fXd/fz/sDzc375qUXNZ7Pxxzzv1q3a/6GJO3YfgJpIAIMlOrTM1qlVoE0AixlpLHMo5j5RqDMXl1vp725tqi0QIwse0mK9AJpDPzwVgPfzx3JJoNVEDZU1hCA7I5PP2xxfbA6KHX4NRtO6PD2yIejO6jl5qiT1oAcBk+JEMFhPV6o2Zh3a9qKeqZDjOYjcOR5noZIoFpydkAA3FouO9IwcY8ToI5NJE+A2EWlapG4oKxopUUUUHV56OI34UrWU4e1ERNPTJnnpR2TpOkvyQG9eHeUxNkIEdqCMw8QYel2I0ACEzYhCiiy3kUQmCiGMKq76+vLvf7pENpYyNqx8PhsN2uVisVycMAZkSsZrVIjG0t1UyZw3A8vnn1+uuvvxrHEaLmcYT1ejwcv/nuu2Mu2+22iD599snxOFSppZQYGyJiJDIjRA89p44lETBQ1JLLOIzjMBAR9QHDNOHKZr5sKWWp6DJz5IBTXQirARrIMlll9qX+3+IEzftapSpGVTVSMKR5XNfpI1iysTmDoA+cqFPVcG7emmEmAwCcoOtJAH9O7gx0ugWax2mggYqsNmsACCaiPttLgaOPsM2A6NkXEoKRWjbTKg8sKEUgAwVgRTBApkBcrYgIMrgOTiSOxIFYXdIJKZuCB5qeuAC6B/VgfS6RPySMf5EHXQrFvn5MNE0mV8NAhKBm4MNk0cDca0Yf/xUCt10zDMPrNzcXFxfE65fff+fzKtuuu9tuVTVy6PseAIbhSAhEqGoiNWBtUnjz6uW7t+9ijF9+/SeVenV1cTwc+nX/3/7v/pvz87Nnzz87jPX/8f/8v/9P//E/Djm/vb3ZXJwTRzNjppAaD/w8q9OHhneDaZxAyTkDYNfxElN61qInDdNLZ3B9uESkLsfRbBJL4XIp1zn2J4JERGo+yjqewpUfW3CkOUQ4NVB/fIvBgT3oxeDC5kWX9DZ/KL7f0jRbBhHgWEvTtqYaSpYJ6CEGM6k1xoTzeTONdiIS0yr+PwGAFEJRlVJUtWkaIhxKIUT29lbEZJZLcfgWAJio6zoCGHLZbDalFJEaU5TdUVRijKWUGFMIYRwGh1F8C/q92Hu4yaSN91DNmHJbBp+2K4p+goe47ps2hDIcShlWqx4Mq6oCxqZvEpTh3TCOTdt2scs555K9g2y327mQRjxPt7f3N/e3wzienV8+e/Z8c3EeY9zt9pvzM1NFADPZ77ciNbWJAECrm7tqXa26/WH72WfPu66rkJ88ebI77F+9egWIf/zj75umiZFXq56Eci4WI2ITAovIcTiMeTTTvu+8t6SU0rTtOI7jKKfHuvuetm27rvPe4u12a2AxBFUikhgbp6K76JCIqAqkeOLbDBFjioikYKqiymSLnIctXvPU0B/86En+7Z9fNLu7rlutVu3dYbs7cgheh1VvVFITEWeXoQ/1QbRZWRFMY4x73T969jSIqE//JoJai4kwB5+JAAAMBgAhcjUFRFCfvuPYDDECku9pUAMOcYr8RAxAxwzIHCOpiSiSNU0ccmnbxpUjmHkalRl4GngX2AN/pzL5mXXKu5vt8z0DNX2A6FxbdBHhZ+LUtYNVQo0xqhgAis/TEjWFGFKgUGsdx6wqq36FiMNxGIYBifaHw3Y8HocBCFfn0Ye8PxAoRGjiOul6ver7roz56vIyD0OV2nVt13Vv37397rvv9kO53w9mtlltqsj9/f0XX/zx6uoaEZo2tW0PYEJQC6rQfre7vbvJZWzbtk3RZZcBDMFyLgDTyiy3DLPoEkyiI5Ud3/fUHLGUXPKE8ZmKqRLCLFoxObcQAiKVuRPhA5ubA85FdWf+5Me4nSEEp/nGGNu2CTGq7uecd6okTWMyTcmDE2acDw1/rIRkYNePHwf3zY5XzkmEZxdOB/DCIaMCQUA0QlTQKsohhBRcKkjFYmomMqwZoIhCNWgpxNSq2pBrqZnN5koS+GpOVOX5QKf5A3ygifyEazaYJa5yBdRhGHIbm4B912DXSK1iNXDgwIfjcJThYt2s1+tSyna7FRFiHscSdZL6RcTjkIe9ABpD2B+OL79/xTe3n7x4/vjZMwQyNUBDs/Vq9fjx45LzeBzgZz87HPZvXr9etT0AjHn83X/5Xeq+2Q/lzds3bdc1TVNUXr99/cc//kGkANjF5cX5xQURDsNhHMf7+7v9/oCofdsej4fj8Zgig7FK5QALtRxnrMc/9hNdVV0b1tEpqfV4OAzH43TsEk/cDPQKhZ+39v7qzfn4/FzgJEP/F+Ouj3/DBCq5dU5eBecGl1k84eFhGoCopJTW69WJ/OKU+OHJt00oIRITAE+Wi2LmKUgVZcCpnxrBYTUzQxQzahtBZM81Q0gAoQ7TuPAlzGJiFeVZ8JImf6x0omnxEy8zBS91MokIAqqJQ2BI2MSoIaSkHJIhAtAwVCAmDlDFEFPbEnEpBUXEAIgAGYg5RlEZax3vtkNVkTrW8uz5i6urjoiGPBpqE+PV5eXxeMwprVc9gP1Pw/DdN9/dpXT96Hq7vR8FObZXl1e/+MUvuq67vbu9v7//wx//eRwPajUmOj9fg8nt7c2bN69KkYuL80ePrwHg+++/y7mcna2JklQhBifXLXbpTXzOlhzH0Yepqoh/vN1u7+/vl6KOMczHKZ5Sk+YPDNFbbc1A1NT7cBfrXEzwox//8DMTc47Y4YDZMSEsCjc/HuAqGMewPtsEAzJE55T6Bw9injPm7xVaxLl+bcAh5JqtFEPkEGJqqjM8iEx8rKzG2ABCqQoGSCFGqENdXKMbqIveMIXJQHk6p9wT/0QDRXT3P6f/RGrKTJGx73sZhnE4aq1m0DTJzKpICLTZnKcIh6HkXJibpu1MNRcRQwD2B6hAQlBEiwggcq0qur3f3d3fn19cIKBVzSYeIaUYGTAEvry4XPX9P/3TP331py/zmPuuvz67ePrJi08//fTRo2vm8ObNm++/fznm8d3t64t3Z88/eTIO+9ub25cvXxvoo+tHT589SSnd3Lw7HPZmhrju+laqAE50iuUSkd1u5wZaaxXVNoaqteQCYEuiMnPzK1mAk+frPcoTh2MWDfDMxpbm2xlRWbwjnlw/ZqBzhDYJWU0vODUhPsQJpg8Y0weXd4CESR/x5Av23h0s+CEBARrTpGKDRBwiUmAgFkBDNiTwBioRERQjnvI40AWQm7lhMLOWqtY2JU8AXQnbP78syk+xUZjFPr3VxMyaJoFJ33aHmo/7jBA96hIptWqIsV+vmezdu3elWpMa4pglG7BM8q9sBipWgYqBIDGzIfXrfnN2bmJlLIgYKA7jMcvgDJsYuW3bFNOnn37adu2q71T06vKiW58/fvb8+vq61pqaRAwx4f39/fcvv3/35tWrV1cIchjq/pAfXV9dXF20bbPf7w6HLTMiEaDGFLyiObN2Jic6DIM7y7n5HSpaybmUHGNsmwYvzqfOI5fdt4/IRgPA0he+qE6bGjAsBvphJvAj1+kRT/OMUDqlsE1H8wNKD2pzceDk/Zg5zS0YGhjBPN8CpqatObADAPOyPDoCCwpgVkrFQKnxuSRYShWK/oOikKvVaqUqcYwxmVkdx1IqzjcgU41YiUhFQ2A30MAJTiSef6KBIqKrlAIAEzMxGrRNs9tvmTnGwIH7vmVmADIRDuxTnIkwpAMgh5jErAoYss6DWc2kmholY0NkJB6rnrfd00+er7pVHnLbtimkw2GXh6PvjRh7Ztrttrvd/dXlxepf/1dd151t1rvDGNoOGQ7bXdtdrlaN2XmM/Ob7l+/evv7ii7Tf3683V5vN1eXFOSHc3r7b7ba1lvOLs6m1HwwRFvR7ZuXhQhyZIKUqVi2Po2vItKlp1huXkXFmide/YW4t8Yc86QbAwxy2xcktudFH/eVHn8XyASLGODU1zC7Tsx+d4G6D+f18xEDdYwfw/BAJQA1BEWjqIgGb5cSqGACooU1cNQMGNTA1ImBgZhyVTB0psCpWxYijKI7Zm4yZOHh9U1SlipmJCIckIstp1TbTWMTTPfcvLsp8R2oe9xAbQIi83+1EpW0a3Jw9fnTFRNvdvqhySIhUayWOm82l/6JSCkCAcax1UsuuFasgBuaEYFBrPWx3hHw8jBwbEWOkKrnm4vZBPj7LtGma1Wp1OByapun7/ub27m63X5+fp6ZBgvV6tdtBrbeM2HXNbr+/v79dr/tPnn/26SdPN5v1/f3tbnff96uLs9VqvSHC/X5PAGbKxCnFDzygqrqM/N3d3X6/f3x1mWJQ1ZzzYRKtnfQiZxR94tt7rXBBzQGVKMz+cmq79R/XWW7u1Ph+zGSXB7fEIeRkZ5sQ0YURYIt+zHJeLzdlBqpIFJYhNDid9csUrmWHgehCbXFdDuCQcsl1yMzcdjFwAp0RgKm+RIFDrXXMGRFDiMxJZw+6RKGInhJNeaiv3V+axeNcxLdZzNHMAPBwPDLRpl0nptVqpbXGGNmQU6xVpYghrFcbYpr1U+vxOIx5dNwq57EcxlGVCZkoRAqpGYbhy6++evLk6dNHjxCp5moi4KNeCtY6loxg1vctEozDcHPztl+tHnePUt/3XU9Eq/Vqv9+K1qYJT54+2hzX6/X6yZNHKbBIcXcDYCmF1Xq1XvdERAQiVSqGQADkXTG+OA6RElFKqW1b39vOJIIJChM3TXkYurAY1oPan80iF8uXHg7l+ToNQ+eVhw8t6wS0R0TmcCrSNpUnbX5cizXDe3GHAThLwGAZojDbH8xB52lroOpDA5Ab8Vz6JwOcCHoUEX1aiAIwmImAKKgiAupUYvS3BEuA7Htr2d8Tv+knyN380EptXh2cWpaxVmmbtF6vTIq//fV6ZcCGUMVCVKOmbTtv+TA1Ylqtq0srIuJwOGbcG1DNuaoxEnGMTG/f3nz77befPn2GgCAWQqhlBLBS8vHoD8O6rm+79u7u7vb29ur6ql1tKKaubYlwHIcq1UchXlycn5+f9X1/vlkD2P39PSIMw8BMDqMiYgh8drYZhkFVDEgmBoi41sjxeHREuWnaWkXVDocDmJ6dbfyUMLNSainZj3iaeTkfrB6crN70dB6i0g91v/7cYzh55SUQeYgXEWbk4OH64WsbQIjRRMsyJ+kkT0JP7ebWNJxeYn7+BmBguRQiCilN5eBcMTQzYkZOjs65EFOKjYGpaJUS0fVF5uhDpwlKhAvnYFHAgj97tv/wawa+YxAZSUVdJK7tuq5bHQ77qhpiXK9WhCHXYkCGnJW8+oaBVK1JiZlDiqpqYCEGaZoV8t3t7XA4iFYDXW8u8nD8/uX3OZcUIyKmlPbDvfuqcRw85Ao8NuvN2dkm58xEZgKm4zColu39rpSMoDkPYJraRIy7ww5sBNvfvHsdYri+vm6axIFEaozctK2oEtpYtAxFZ7U6n6OqKgBaa1WthHZ/f1dL7vs+pSn1yHnMeZxo9mY/JIHgB//v1mkP1uOWBn+JopvNmHSY6p3z+T4b+8n5aHDqAA0QgJmrmVULimhqqBUQ0YiYkHnK4uciKoYTf2aGgIGDqVoRYOAYEWl3PHIkYLKAwIzBgA2JCAlU0RSMi51RGIiOCpVBtdQ6KNcYqTHTzUU6DDer7tKgxkAPjOype30uzSF4TYGme1NVBS1MgCFEji13dVDitu/PIPSausef/TyXoYkBEQlxBR0gi0rQ4/xUPMHNqtp00xTrdqWpa9TiRbTdPhwOhyOJ1gOz3e1u/vGff/dXf/VrYh5z9Ri0SQkJ83gcD8dX49C3bdOkrm9JK5YBQY7HoUo5Hve3t3fDeCi1jGPu16uqOYR0//rm6eXTdtV/8uwTrW0phzxijI0i3e8P45g5sFUMGIGZgFCt1NIGkCL73e327g7Izs/O2ufPKLR9vwYAKUVUb9++Cczr9cpUI2qfQgzsw1m9NCZaY4hIWqV4YxAxgmIpknMh4q5ru2613+9FqqtA1KqIEmGiMzlebk54IDP05nI1thgpUs1YkbEaDCWbzpOZURktEJn3JC1mjFBFFTQiB1jYEwCz15rcMD74zanKv/xNhLK8LyIiCgGYGQKrBxtEMSVCikigqrGI2OFQEFWkTmjDxKRGmnTYTaRM2wA/nLL18T0/bzsEQ6DFg9aqORcXQ1MEjjGAhBgRjJkZmTgCaIvhPbdhJiqm5pwDr0qL0HrVnp+fOZozjnm32xOymlSpgQhm3CfGCGAw9Qzp4bBXFWa611tRCzGWWofheL+73+33olVNqki36onYQPa73T03QACgOY/DcEwpEQWemCGmanMdBed6r4nqOA7b7d3d3U2MvF51fX/JoQWA43E47HYeDPhwuhg5hoDvuS5YHjvC3C/7g/I6wDyOwuyENuln3ccfk80kkQ++7toCc4A7/94JgpyyHJurBmYQppB2guER3Y37ay23wPweOmowU4+AiCgQE7cxEpMbKKkGlRCCGyiaaa5SReUooiCFiBzN8ZlU/h5cxurBBhE/CkB8/FrCcEQgVNVac85jLdljDmYmQiaOIQYOzkqD2M1knOlVptY9UReGzUXzOLEPRBTADofh3bt3CNR1jQ9h8ix1AcQRoe97AD0ejh7/HI/HMdfUNsx8PB63u53z4dWUAocQmAnQYkyAU9Pffn94+/YNcwBkjsndgAMVXpFwpoFO2gWH+/vt/f2265pxHLtVCCGM47DfbXfbrRc/icgAYkyuMz9n5cvy0byIP+oUbBrAPrU32slAgb/oOkl2fuQXzV/3vbIY6MxUO4FkbUk9llc/0U5yEw0T3h8abk4NVG2aLxOR0cxYpEqtVoqhVJdhBIB5RiUC4EJzdIc9J/I/6a7xxEARp7bGiZIy6RISETJziNzEJoQYEnGDU6vSSd6gujx9HcY6DAJgptO4hbbtHHps2qRaERLhND3HJra1tF2PuJYqXmMcRRxgTykxByJq2+b+voJBSg35gFGkmFKMsWkaADgej/X1665fh9iElDikKYzTCcWcxOvVtNRxHA/7w/F45IClFN9j45iH4yHnDGY+cpMJ/P3oiRdYkveJKbtkS/CROH/pbXwPY/kJIekHgIzN/14AnQfwHhZ23vT/AXFSSZye0I8YxAf4wgLezlBXoOY9A61SRcQ9LiEZGQTsuj4EIFHn7dvMaPT34FrBCzDGzLVK+EuQJgcEmFiwppR8BTz3Qu8+ZPMKXAwxRKTw0J7v+3ReMT9WNcZ2vWYnVpZSZSKPUq1qZqIVSU2t1FJKmZThTXLOohXmIRsq4gm1A4qMgTnEGBvmftUjMgCGGFVNDZq2DTGGmIC4lHIcjpxSC2ygomoyGegs1+TkQeAwjeUExOF4RNJaMoARERMG5hCC6zN6GdcrfO5KiX2HTE/fqbmA9ENL8CM+hLAoe/2UR7Nc9nBN/1Y4MVCDeeDGiYH6Ee/u4+GwE4D3gVB0gdOPAF5ehQ7MAUJYDNTDpVKK4dyHCogITdMgCaosyIWrPCDixFCQ9zzoTNr9qQbqx5DfTtO0ZpbzWGs5HgugOlodg8w44vSz87SaaV7UzF91AYJA2JRSwIZaTVWIoQ2pFKmlwsSueDgZcR7Z5xR9AKu1+tbPOauLHiKqQkptSimEmFLTtk1MkYhT027Ozpqm6fqVw0k553EcmAIu02P9iBcvX1ZEiyFu1ps2paaNKYRxzEhAoCGElKI/gBg4pWRmUmsKgV09wKYzipbOjTkJ+ehBvEQyC9I5GdKfdaLvW+XJZ2BSZXow0B96UINArjY1uXiEpT//PR+/hJ/TpXN0OOdI9IE8zWQx8/cAIxsBsUFESLToqJjVKv5LFd6zyPl7flBk+NiFM1/G11AAUooAOo5DzmM2IYY2JZppaUwVA/GsrbrwJJbfbmYTyqsCqECGZMQIE1iNYE6gUWSKMfpoa0Qw1RhjiEzgkGdBQGYuIt4lHFNCxNhF5mCI6/Xm8eNHqta27Xqzvri4jDGuN5tSSi5SS8nDEDiEEFVVq4uvmKiou0+AFNPZZgOwDoEQbChCIBQwhCC1eCNBYGKiWgoBtPOE2bnaiEtr2ceP9h8s9XR+vq8a8hddfqIvv8omFuiDgS42Hx42xGKgTAtD5PRtfbAJ4P3YwklqSKi+fCczh5AQgcDQFJkIKc6maN7/hVND0kn93QAfGHc/CXiDhxiUADBGBrCccylVJYdIMbAIeTOQ95qzsM/VYEYAJZqkDGFeoCpaawYwZmyaFKNJlZwLswMGYCBMsW1bJGybBgDAJMVEjBokZ1RVNPQz3U95RgTAmIKaIdHlxeVnn/58f9j3/arvVpv1RsybFEKVg6qMw8ghuDvxGUgIPnFVfCgnE4Wui8yIMIxHfmhsNzBT08DkDrjmzMwA6Cf44sjmRQOwudD0MZnL5XF7aLeUiH7ydeJKp18NS0UJfhCD+n/BWVa0VKg8CDlB7WFGz+FE0LGKOES5zJaqtZKZ0zbqHCIRkiIpAJqh4iT5wSwwYSeiiiIwZUteRppicPegNoMRf+byO/BuGM/WEaFpG19oZvYOJDA1O5G8rop50k0F8A6TaQLTydaipbjlCoHHw1HuxVRdtEdNyDjEUOfWHwQSke12Pw5DKdnnH1SR1LYwIVnmHJ/EdHZ++ejR04uLSySmEI/joOg0s5hSW2rNOec88pGZeCaiA/iMqOmFRbUyEEXPryecpZSSx8G3RErRVPMwzERbIQTvTFfxXU0zmXJpwsQf+oXlfJvYqETwE/zHZIknoMHDoX9qoB/EoHNTcvDIw5ZSrE0p8XuH+gn92U1bxLxn0gwByQBLqQEA0NyD+uKCQQA09EYsZgJEJGbRCe9cIA94XzgFfrrb/NBY0QCYyXt0UpOaNmkFDuhn4jy8TUqRisKT3qLPlmx4muhgy9FPjGbTHkUwZoyRnR2KgGMZq5aZ/TCpCWuth+NhOBxjDE3TeCMXM5uaiJpUZkagFLtPnn16cXEJSIDUdb1D5wAwjmMME2+jlBJjMa0+YWeieEyPWaXWWrJyiIEBQKuCoYrmPIzDgIgphdQ0OE8pbppoc8PAwv2YUZDTmO4jxPhTDzrZqMhHyXunP3JapfzgMZ1+22lX/GSrCAgwjYBZaIA228fpznBbXOI8AHMugsciUgUAVaHUAkbINAEhqqVkNkgh+vEkAGaZQJXU0UMAG4YBEZu22R8P7jXHcbS58xgesOI/dy3mLiIxxnzcxRAAgJkuLi7yuCcCrdXxT560YqblFlHEulDHl9V37HBif7sAgqmIEYE3p5ipy0TiNJDXYgxeJy+1LEZfsMSUACClpGpIFGO6OL86v7i4vn7c9+sYmxBS23agisSBeRjH/X5vZhxCCFryeNh7njlB9N6h7dGTiJRc0DQENpVcRDQPhz0SpRSZKBDd39+b6apfBSZAkCqTm8IJU8OqIQZHsWIM5qDSMuT1hKG7LLiIoH18NjrMBhAmQj3WWh2mgEmEq6CZU1xVXUR8avJ0VW4zE1MTCKoa5uzM3ME8wNbTb1RVhzv9+alq13WiKhMXoYgqhlRLAePIaUn3apViJYWAxFIlj0fVEYvELngdk4gO2z0irtfrm7vvnXS33W4fP35M/NBYOO+dH70c4fczqO+6d69eilRPnK+vr3dbRITABJO6GgEARgiJZnkiBADXi6NZLN1PMZ1GR5o48igGYEST5BQTBg44IWXUNG0tYwYgJAcdQwgisl5v7na7pm0BEJhCaD799MXjJ0+6vieO69WmFmmaNo8DAKSmGe7vb29vVfXxo0dtSvfb7TgOORf2sWJqXd92bRuZLYbD3objUWsJgVXlcKxjLuM4Pnv2tGsbN6M3b970XXtxfubT93IuRsLMMI19qWYUIngXMDNXkRRjzmXpX553NSz4lM4yGcuzsdnL4jy2JcYYYiCikktVqEYUvEVxZEKXbC85h8CqWlUMgCkQsE2THTUYgqI5xeWDcM9wtlGm6Q9MyZQi6ORH0AiByVs0zaODqeFkiRAeEkbfXAsdxzFUM1MR9zf+E86xmGONn3Th3O2FiKqSS3bDnV9WfWIWAqMhIilWNUHTU7bO4kc98CAA5+cTAYoBc0XxmxPxc2oO3F1MdT4Bm9RULMy8Wq8cgIwheFswp3RxfrnZnKXUNKmrqmbYdauLi6v99h6RS5Fcsqre3d2B2WazUa0AUGsmsKbrmEMITIAc6XiUWishDcdxu70vdeTYi0Lbtqu+U9U2JZzwjWkuBRMWqTY9cwohBI7EXEr1AaGlFCT2JVna25dbWxb5J2ZIp2KLNleh/MnOOfCPv47ZFIM+BAAnST3MO4PQdZQZEMEEJq6Tg2cOIzLHaGAyA0ynoYnHw/72pveo4KjeojXgendd1/u3DsMwE8P+fJBzei8TMsUcSi0lFwBQrSkyYWdWwXRSnDZEoGqYrc5txB6B06yOBGYgoqfSLjEyIiFW04da37R2aKdPDgCIiYQAoG1bUKhzl1XTtKvN5vr6cd+vYkghpJpHFUuxXa3OqhQFqCKgQETjOG6329TEgMRMllJkbtsmplRLPQ4HIvLZZVZlGIa7u3smZOV+tbk4XzNTKSUyVxHV6ouDprNMlwvNInnvDmLOJRIRYckSEvsQJmeXutfEk2u503/ZQOfvn54/PgzFW3L6jz3NuZIELpQJ77uqh4AUAICI/Q8izvC9Q9RAfoMcOASdFX8c6iciWcq1J/Y5G6iqip+nZuZ6d33flaO5ga7XG/oLkTZ/Bt6XrSoAUKuEEJhBBGcDdRslUBOZqOYnfy+BL5iBqvG8xH44gpd0VM2EiLymiossyvuuJYQQQ5QoWoq/ctd1Z2fn6/WaOUyCNEbujGNMIUSvaoWYYq1EVGstOVOMMfC679UUCZiwqByHoxZlphSjlVprNTUgVpXz87Ozs03OxURc8xXMmNlcZ3Aa64tzCX7anbOxTMmTu1uPUtxAlwMdP5ZC/fhDeVgcT2CWtFjtA3n3j1zhYU+8vz/gxGKXMWDw3tRAT6jQa0kxRlFRm+qWOM3J06lE9T7EcBp6n1SVqGmafDAAyDmf1sd/yjUfHBBjKKUyEzGoKjGDmRk7ggaABIRGRlFJTg30dK/rzJiZb9ajVQrBK16qWlQVdZoGtnTe4KTAgYDYtq0fEd7WEkJYrVZd3xGRiKrmmAoamcE4ZgVjDjGkED3flxijSsljRlVm6vtuGIfheEBVkWoq4zgy86rtMpGZdV3rlc+zs3VKzdu3b/umUVVnqYYQPMZE8IlnTIQGIGK1Vg6RAyOiKbDDwjq1cbvv11ly8AM/+i9ep6sq6nqgE8xufx6lMjCAAPRgmjb//VCgdMwUEcjpbP7Ccz8L+JyJsDQZGhAQMhozuxNnIGYmA1JzbMHAVEFVFhnbKpVpGnXqo4NEBE7c0k8yUJjKxCFEUUlNk1JUBWZUwQXdhAlAAobQpnb2jg9tCTYnoQAw4YOzLDcCIUFKTc6FWUUCoi5GOZXzp6iO0Wy9XiNijKHU0DRwcX5xfn6OyB5zi0JTpWmbGMP9/d4MU9ukJjWxURFXEau1lnEAiwAQQxiHYymldrVt277rEXC/3RXmMWcV6ft+GAaKUUSOx6OpNk3jOVCMMcVpDJWZhRiAgj9akZozJqTUJJfcaJrGQGtVnoiED+Iup9bpQPi/+FyIGQkBQb0XjbzJB9F7KBDDg/7uydO0CSYNH/rO06f4ANQ/gFkOqi7QGXk13jWf/NjgEBA1GqmLHyAzoxmJERkZLanYgzcV9VdQndiiizf6acaJ/s68G8nZRiklj269ZRHmKQtLuM0BMSTEaXQlLrXZBR5ENFAgm9gkU5UheNlBxEqpCBMplniajI5z26o/2mEYCNEMNuvN48dP+n51vzsgMnHIZVSxEBJRqEVCiDFBiNFbUA6Hg5dGQwgpRpU6HA/ecqtaiZFDlFqPBKWUw+FQcr64uLi8vDSi4XgkIq9s5ZxFpO/6lAJMOLjGEI3Y3a2IAgoApJiKKBjEGKsoYv1g9fEkPTo1kn/h2cyGNaF1aqpAXndw3Al/xA1NHhTmJOHHf6H5OD73MapLbIq4HP7kFVQPOAKhk6bRgAFDCChmDERARoaENBmf8yeW48P7u+mjkkw/4aKZAShSQ2CPmYjIpvGpOPOaaQ5bwnILy5Y49RAGoiA4QRMAgCFERFIF5krILpmK/lumeBTAx96FgIillBQjIbZt23V90zS23fv7dB1aEQWrUjXGCAiqlrXknA+Ho6qG4G2ZMQ/HkkvbN0TO/BL/RU1qahGt0/Cki4uLavb6zZtV3zcpDcNQckaE1bpPITgMaaqMKO9lORMrzYVtmRmQZR5osQRgJ9Hd5EF+0kPBKQefIjvzeu1Un1Mz+GFX/Mnlft5gdp4fA17fI6QsQBc8ZA9EiHpSYwCCCNHMELzvgx3NITYysomcgogzIc0shmhm45hrEUSMaWr3/vNRygdvcnk/Xt/3TxITQFCr5NEJ+jDgUwbk9MczNpylA4kYUBTqzPoxMz/KQ62CSF5MAgBAJCR1F4xERJv1um2apmkQoW3bnCsRjeOQUnIZ1JJzKTXnejgcwNBVIKvoMBxNdRxHkQozmlhr9VIqIXmgNQ4jAIBA0zRgQ9u2x2G4ubnZnG2KaCll1fdEdDweAxMzd10XQpRJjlLJVNUAieb8IqVks1iNmXcb88JzPY2CTvcw/ASQZbJmmE9Lc31nBPSQ+ONPd65+mvNBH3zsbDnzUTjnN6pTD4YqzN1p/nUiCkRBzIfLuOo5TjwFUTLwR0IViZAdO5wxS3UZvrlQkUv2uDRwcOz9L+Aczq/JzCJONUQzYyaEoEKzHvRkoFMDzZyuIqLXDiZ+awhEjKQKwXEln+jqubzDVf6CCsZIRgjir28ppcur81W3Uq2ltGdnm9vbbS7l3bt3KTXejX04jjlLzkXgIFUIGQyGcfRTr1ZlDggwDsNdrSlG0xrPQx4HQMAQpFQE6JqeEIn56vKqSP1P//k/v72/jRwvr6/XZ2fb29sqcnlxvttt2yYiEoGC1MnoDYmAA/NcmFDRmGJKqRRJkT3rd6viWT3vA8v7SY9ljgcMPf0wmAB3fEhFf2il84MPqoKCAqCArpGySg0CwlRCMQAgRg6BQ3CSkYhW1RhCTCmEYIhVNaZo4CMKyIOCUkqphQHJg+0WE4pSDQbAWAWQUeTQ9cgsbYpYGQxiUrOSUui79c272xCSa/kBGKDOdsgOo3r+5twIIso5zxsdixKFFGOTuC1lH2OrVj3VMQAFBFXy0WEGiAwGIGYEVYoSkaXUtoRBNACashqbBSVmM4xN1xQsggnicBh2h2NKkZtuv9+ft/3l1eZ8s+natm2bYTgCwNO42t8f3rx9c39zd35xiUxWSwxYyu7m7nsACDEB6ZgPw1HaJtVa+3W33d4M46AWqtbt/Z2BaU5NTI9id1YpIomOx4Df371+dvVYX71d//PLze7r+59fPvv1rzqiN/u95dzG5l7uVUkQu26jZsIRKCIFIuKYOLWpaWJqCHlGFVG1InAMIcQEgCIuNGuqMk10QEEA8jYsFfCJFKoBsYqAVKvFzBDZjIehlrHKkMkEpMSUULOfbcwsDv8x8zyLTkRMgQ2JY5iePagqiogaErFzliaWBCLMJwEgohGSGFhMqWkaR0zE1Oub01DhqbNHaq1KGCAyExOZAmkgQGRU9fMhp5QQNRCBMiHGWA0qEbZtq2pEDPNU7YmwgoQn1Hev4Dhi5Se7F8d1wg+4jZ2OQ4psRkYACHUmBaHOoeUk5O7zipCc0SYVjBAigCEhgnq1yocLIzFSRDLDUqqEmCJHA+TY9JszCtEQQ2qoVANbt20fVnnIw37o27w+W/ddGnLOeS8ymOlY9jHFWsaSM6OqatOkpk31XZWhbDabYRi++ubr2refPnl2UbkcatetDGC73zHT3bu3+++/799tH91b81fPnz56hCJaSt+1piZVFMgMQtN7CGcUyDHXEDlECtFJ97M+MpgqQiTmQBFgKkEtUPb0ONCQEwBAVRBDE1AhQjQBqaY6azFRKaJVtVQEQ5WAhiYAxoF99MXMV5noUaY6TZ73OoEfZzMVHZzL7W/UP6meJYE5G48C96tV23UcAhIZPlAK/BK1h8LDgguYmYfHzAtq6MGfq6D4ceAgojoKNQe+7zv/9+gjp0ml/xKYdqPXSzSEwJEDh9Q0MSYOgTm4hBN5TvegZYCI6BIdzJxzHvM43bvfluM+Jec85jKWnHMenaHsoULbtilGMCvjuN/vb29v7+7uEFFU12fr558+TymNeeQQNmdnqjqO+Wxz1q5WCxWViUW11lpLaduWiff7PTOnlF6+/P7m+9dsMNby8u7dXR2EaH97/2xz+eoPX+5u7zND8+njX//d361W6+M4EtH19aNcspqGEBCBmOIsg/Oe8MDsVN4/mn946tr7/3Sy0vLJ04D+g7PaptoOLDymJQfwUGHByR+a5mCCDpndO4oqqQGoSEUgQwqOwACV2dqWPM6L5uYD+XJWVSfkKgEjOlfx4VY9iQPwchEzIiNOnAPjSfQGEYGYPU0TqSre+HuyZWeka1m7+S09tHHZnKvlPCKAVFFTJo4pGFQ0RSBkiGRSRKwskevyDHTen7VWYiISAO+0MABTsFK1Vqm1lpp9fIJDEADW933TNBMxR2oeR489DsMxUNxcnH/CmJoGCUutISU97BWs7/rNejOMRwOFmETkkA+H/Z6Z+r6/u7sZj0cA2Gw211ePLtq15Vwb1i4WrX1I919+d/unb+1m16TYPL385Oc/K6XevHtXpK5Xm+/fviYOzFzVvL2x1orE8+zH6dJZkWHZ7cuO/SDW/PPJu52Igs2f0dPn8vD6P7D+Gft8YJmaWSDfUnMqj4iixrO2iN+D+zw6mbzhbVMi4sqUjju6gRpiBXWWxsOuWNJ/Qg7h4Yg2Q8RaKnn6HBh1bmx9UJnS+UzRaZ/ikl3Ccts2R8z+8eF4AAC1CVhNqVFjAzUCJKbAVjWHwWzJBMw9i5m5WgFzJGbvLbb5DZh5rOozmE1BYBa9VrWUUkpRqjQxkaK5YLtq1/dN27oaf9u1tdYxl77vq0pMcbVejzmbWooJAaoI7fHm/v7sbPPpp5+KCKOdn58/ffr0qt0kikMD3aML7VMZ8iqk3/37/8B3h3wYqO/Of/kina32OR+OhxCTAdRam7YNIRRRYo4hACJEdl7MUkI7BWemJYX3VMbdaGxBcv4suWwx1hME6H2uyfw9y+G60DVOOfaIFICnqMvJFv44ll/v3RoxJgdeFgczDIPOlKS5EWwyJVT1yTPgCbJ/aQoTJsnJReUMwIio1NqluLjDKcCYx1mIzDEoCkxQ0cKfx8VM3RxhBh5yLnPlH7wohRaqVc/uwYgDt63fkY8Wm2hN84RWdTD5xHk72m84V/SnP0Qu3TNVbpnHMa9Xa5M6jgPPZ46ojHksVepuR4jIGFNEojHn3t+8qktyB6I2tQAwDuPj60fr9Xp3f9d1bdO2URBq5nWyJg0ECUF2x+1X32+AtNrq8uLyr35eAkIBANhsznLJUqVbrykEquJvLxBBCIATSEzv825n9zmPtf1z8hk/6ZrPwJ96vf+tFmB+woRITKfF+1n1DlIKzsnVk9mPC065QLgP+wDMJhlbMUSptdoChZmJGD1sFyIqpfTYu4HmPJHteZ6GWGt930DfUxKkmXC0bFOYsXepHkmTVDscDog45GMuuRogc5tSF5M3dcQ4haEiDnCSTaUJm8Y1wqyaikRkE9hEM8sE/GzRWUXWArOCjuOYQjSD3W63sz0HFtH7N9u+7y+uLlV1f9jv93tRXa1WAFhqFamRQ9O0m/Xm9vZmu906aI+I725vjmN4dH0Nm2ZAYFRGfPfyVZ8tiVBqn3z2onvx5K4WIoqpubq63h12YpZSIh/PjmiIgQOECEh6QlAye9iii1s9De8flncxD7OPdTSeukw8/TecHvGnZ/0sgHDyjQ+vFZyLCsxA3r5DporTWGDwejnBw218EKkwsaNIs/U/KCG68zPX/gOvBJqIlGpAwNFtWolQal3q3U6PJWIObPYRAwUgfFCXeJgloHOnHhgE5pSS1mpmtdTddvvmsCt13B32291uKFXNVl13dX7Z9d3Z5uz8/Lzve28G6tppY5RSqsg8rHounhECIIcH8UtQlKI+SPJ4ODYpNU30GsThcBiRzi/Obu/u9vvj9fV10zTb3W6720IgJ0Dv9vtXr19/+umnfd+rWsm1Wg4hNG1LSOOYeX5+NZc81IA0qowCF+t1vb0d7nadMRzHZ5/97Fd//ze3UA55lLGqQtd1t7v7EIIhMAUOomYiGlIidt2sh8tDsofoc5rTQJPe7ORfT4zvx4qO75uXAyyqelpAhh854k8+ODniS60wZRv+sBdpu8knKSBIZWAmRqIQAzo0IKimiMQhhMAzDc/DFwSAydQQa61k6PP1tNYMiGSxmSaT4EOShDD3jzuLzL9USvnQQB+CENcddhrEwyHlkteOjH7z7Tfb27d3N2/ut3e7w2672w25KEDfthebs9VqdXl5eXV1tV5vVqt+tVp1Xdd1XQihbdostdYRnDUzyad+pHbih4ma7Xa7pknr9XQapBj3+/0wDJuzMw4p11KlHofj7rCHwOfn5+fn56XWV69e/ed//MfHjx5dnl8wccm11sEUVO3u5jaPw/39vYnGlM7jKsVmL0ocum6V4a7lNIg1TfPixWcXTx79r8fbBOmw3ccYqkkptes7UfPpulVVa+2QQghicOosT33k++7zISv/wPj+3MH9ARv45JtxzhseWB9zd9TJNz7wNYIbx1TZc4kRQzBcpsqBQS4QwYiIAjEwm5WcAcDEpr689/eEq+LPHejkHpQACamqQlEXFAPfKogyzegFN1Cbx+XCXKz/gYHC3C0LPldkOU0AgAgdAGKmYci///3v9/c3++3tu3fv9sf9YRiqGoeQYnz7+nWTGrfIpmm6rjs/Pz87O3/06Pr6+vr8/Lxp25SSOsMKFWBWnDEwj6mXWNlUVQ+H/Xq98opUjPHy8nK/34/j+OjxOcdmHAdVjSnef79NTeNE4KZpHj169Kcvv/zTH7/gX/zi6ePHtZSSs5k2qbm7eTeOYx7zGMb12ablvpiKYkRmxXXXD01rbXu+Wl1/8uxYy6B11W2I+fL6qpSSc7k+P7/fH5y1W6uAxyfMKgagJ1b4gYXBxLE5gYD+4muy++k5n3z6I+73xIjf+32hSkVCJnIxXGYn4XotyV2oSBYEYJrFpFWV2OYJdjq7K6JlwsLDjvSDXpEB0KYasKC59/VuUjQxJJx/ygsVEwNDxER0kiXFmfQFanNfsoio8lRLm3+v1DoMR2IehvEPv//DcX+PVu/ubseScxXkwCHUKsP+eKdbfw3Hqtq2Ozs7e/bs6Wefffbs2bPnz58/efYECZDRSTcICqa2iKzbVJTw4yznPA4DeMcZU9u2r1+/9hl2yHF9fkaIuZavv/0257zb7bbb7Xq1+uzFCynlf/6P/8ub12+ff/JJ13ZaJZehbdpbg1proMDMKaasmocDrjesILtjjyxV0np1/vRJPOu/vrnpPznr2x7O69Xjx4fdXkHbrt8ejgo+LtDAgyoiOtnVOpea37eh2bN+xEL/XOZkE/Dhpy/NaS7AgxgHwFwr/5ixPuyJKQb1bAaQVqu+je14GKuI62GMtY5jFrNcitk0bbaKpJSccAoGIYVAgRBjiodxqLX4SN4JvhaptQakEBs1JcSqpqJM3DTNcRiYqUrt2o6Jpda2bT11H3Numma/P8YYZlm3iXhPGMZxAACRWmvxbFpVm6Yxs7u7+/XZWamS2rYMhzdv3tzdvGtTEMkCwMSGVHJBAIYYGIGRGvRwIo/l9mZ72I9ff/2SmZ8+ffKv/qvffP6LXzz95HHTJGJgDEjedkymKAplGGvODgMj4na3u7u7e/b4yTgeAWC9Xm+392/evHn05FktJTXNkydP/vqv//qLP/5x2B+ePHr0zdffHA/Hru2ur65ubm7M8OmTJ3dN88UXf7i7uWnbTmu9u729Slcmss0lcHzUr47HASz+r//hP9189x3e7T/5q1/sTQTt8aNHuq/EvN8dOIaz8/MQ4tWj6/3hGJvUtF1MTSk5tX3TpKZpvKuEmTebDQA4sRomdMw4kNRatQaOzGw+2z0EM5NJxN7zxWgIWkTmNKuWomrH44jEPquJmUOMIUUAyKX0fR9TOg5D27YAgBjNTFTEjUNt7jLGwCH4h6JaqxQSDBSJjCelJFXDQGqWa01SQ4gIJqaOBAJaVQWoDaepNXnyoThR5iYuDBKhybQrbd5PDq+WIlM0jRBjAoBSPFV6OH0QQedIRbR6gd5ZZ6XECW+iaaJAlYdhwLM8O9kkgUoPk3nQ+1Sn/IwIAwMhidg4ZET69tuXVfPt3d3zN59cXV1dX1+sNmtAdrBLRGuuC6aRUkwpHY/H169fP330JARs2/bs7Gwch7v7+9T2fdehATP98vPPD7sdqH3y9JPxOO52W69CEXHfdm3bDcNwcXaxu9+WnGNMBJjHUaVPXcchjsehT4mO5Xi/e/zJJ0N7Gx+fa9+EzjQXpuCdk8BIHIBo3a1v73ccYtN2pRSFOK+DubO3mRHiR8JD6DmHbji1mj0k3+qD46bSHZw6WoOJKwUT3peXQozTlpdfsWTeczBpP3TPITWN86JNNedsCl3ThhDMII8Tz4pidMZXVYmUAsdaK+DU8ahmVaSZ+1UchqGlP2SCZAIRqUzDb2BGs5qUiKhKrlVEBScZWKi1VJEficLnoY7zJVLd+GiuGkuRk6jcK6s07wuEWZLpg+Ug4tQs6DURUa3lu2+/PxyPX3/z9dX11bNnTz797LNHj5/47Gon3oZgVmWJmw+13tzcvHn7ZrPuYwjr9Xq/3233h+39fRnHs81ZSimF9PPPfn53e1PG8fry8rDb73e7Vdf3HSKiqsUQr66uxnF48+qVMXddx8wxprTuAbDkUnfHptp4PD66fkJN4Muz2nDqUh1K3/c5jEUrVHIELKUmppxSiqkZcobZNL3a0ratfwAPICie5un4/lp5MPNwNNuHMYDpJF7LzAqY82jzcGtTHxc7hWccwvIEYYnuTiQ8ACB4x4zL5ZZSVKzveufMmVlMuVR9gOhFvbq9ALxTFCgKC7Z1wmM2p4QSebnfUBARCXFmWYUQALDWMgWyjD6OdsJQH4wMZojTW2pcTzDMMbDWKszMIRJRSnFaJoCJPkDsIsy4dK0AgXne81BBXtq7lrwBkVT1zet3L79/ldKX683qr/76r3/z93+/6jdgDIZN09ZStFTmacASEdVa7+/vETSGcHV5tV6v7++3w+F43B+6pksp3bx7d3lxYbV+9dVXj66vI3EZx9T1Brjf71NKBNS13bOnn9Sch+NxtVpvNuuu65pVV6o2iv/8n//LVdfnXF5vbzeXF7puB7RV26pRiomYpZZgwF6DJW7alkNCwhAjTqin+IHuqneLddrc1U4nj3PBZ8zmdlbytXWTnJLpOSifHCISWRFXoFheVkRgbv115w2zrMHy25fwFwCDr6nMsz6dopFraWPT972qji6krZMkbClFRNq2dTNV1VKKlAknIiJAAmbWSUkBzHia1sNWjYHJrGKdbmV6zWpm3joqEy99AjtLKehqcoCEqObsjuS3hwgi8/zPuU3WZThdy9PzLZrVGWbOAs0x+gf0CFwekl8cuE1tqXUsx1LGt2/eDfl/ubvf/epXf319/RQxIKEppBRDiIfDoda63mxi5FrLfr8HgKl5CLGUcnF2bqqH3R5Ud7d35+fnTx4/OWx3n37yiZTyxdffhKa5vbltQlRV0ZpC2GzOGSmGhMB1GK9fPO/6VRjqf9wfzmJ6/MnTr775unt6BX0zat00MRAp+C0zx4hEVew4Dk3TGmLO42q1cuVux1hcn+JUlOH0A6SFkO0cPFxSQ1hGBYHZyXRDnVNGVWMKxzocj8elIqCTcRMRVdUwU07nssvDNZ9sOE1OBpzOQEQUkVwKGvZ93/f94TAcd1s186rd6NSQlFCVeCIEuabDbKNIgcSCm8jDJ+eD04zICADUY0mpUqvjMkA0jhmc8RSCmeacXWYHAPRBidIWF26mIi6mLLOcDrjeOE61YyOmpWgPRoYEQOC9VRPJ2HFf1Nnvmv9kEQMkwiZ1IYScx/u73VdffXt+9rjrzppmTQymGpljjMyhaZq+6wB0HLO3e97f3z96dN20LdzvROSw31+cnzOHb19/+8Uf/phCTCmNh6OWykRd1z26vn706NHxeKy5jHk4Pz8/W69fvXoltYrGYXfsu/Wq63/9V3+1f3fz7ubtvpaLx9dx3UnOsW2Gw1F2BwAMPiqJWFRzzrHpvFcxpqSqxOQ7/7R0tPhROynHLAejr57ZhA/aqYHOXAt3YaqKs8kej8fj8Th9P9FSnn8IQOG9a3bZi24UhFwKE3EIQEQGvteH40DAAJBSSil5dEzMBlByHsfRPaiXH8TrBAhOr58bgKY7d1NaFGYITwxUtZbiivAcODAXVT/uvVUUAGuti4F6dqVmWopbf63VS6PjeDQzA22mRgs8oVOhNyA/HO4PMejysfeDnHYpIvjANZMQKTYpxkgUAINUe/PmXYzdxZVuNhcOcRFR1zVNijGE/XGbxzEw5py3223XtW3TBApv3rzRUvjnPyfA/Xb77dffHPf7vusePXoUQ+ybJoVoasyhbdsMWKWsV2fH46HWyogxJjakammVPv/1L//5H3/38o//XEDPH10rITcpNs3rN29Mj+vVJsQUYzRiyVkVSikhBgoREDmGQKHkQrPO8vIBzG3lRPRjHev+/f6MVD78qiekAGRWXcVoHMclpvS0uKq4i3Gr97rMkoF9AGoFB8kDzMC+wVh8uHsexzGE4PMhDcwlrmutOWcnKfqXvI36wTkvpXD58O0vBupHq6shevRC8yyvCfMCW/b3EiPixKK2PI6eJ43jOI6DSN3ttgBGjCml9XrdNE2tfvQjeMc0zsKz4Hc5IaczK9E96EMt6uG4R4/PgTlEg5gaA3z58vvDYXyRtWs3oWGzAgBt2wYOeRxrmVrYaik+injV92D28ttv37x+vd/uwUUQVL/805+Gw/Hv/+7vnz192oQ4juOXX35JROv1SkqNIaSUvvn6q/u7u8uLi6ZpHl1cImAVwRSbi/URlCO3q34cc+oaDvHusINK6/VZCOzHVogBKYhqIPIJCiGmpZHV36d3Yj14zcWZvedBT8qSsMSUMHnQ+Yj3FkiHCIrUu7s7JxyKCJiRqwRkNbMQ4+KwQ4j24IVP3wY+CDdMXkcBQZGwqtzvdn3bhhjWm7WHnjPjGn1b+D+bpgnzLASadJoCOybw3uUMLzBglDkeh7lDDUlE/Ec8KhXVEDiEMJdl/YifaA02lwA8AyUif4dEtFqtmtS4i4U5KzQR77NCp8QDed/H6bWkkA9pPLMqGAjT1KKUS7m/393ebS/PD2dn16XUppnqF/6gXC6l73sA2+12RHR/f9emFoFA7csv/vS7f/zdquseXV2PxyEPIwL8v/+H/+FnP/v5b//rf3s8Hu9ub0MIj66v+65LMd68e/e7//V3t+9uVn0/DMN5v3n77t3vv/327d07Yjp/fOX4YqnF+6IKKDs/nVDUdXdbpw6EmIjI5VMdpfYjaAquZqO0GZ6juWj+cBxPRgRShRiXNfuhgRIHA5Ba7+7uRDSl5Br+7tTGkkU0tey/HQDYiSymKjYnIbOBEiHObW6qKlUJMHFjALvtFkQ3Z+ebzWa3200zAon8cIe5Bs3MKTVQZbmfJaZ5sM0pqJvjmsk0jIhc0AJcoc8MEGuVMWdR9WTdf2YJSpzg5t0gvpQppauri9vbOw8G1ExEXKFwfksARgC6hN4+EWieRI7LdwIAIYZJjIKJQqlSsgzH4f5+ePP2TS5ipkDx8ur6+fNPN5sLpJwSpdTcb+9wBAJcrVarvt/e3d7d3yPCH//4R6vat6uUkprdvH33ehxfffdys1p3TbNarYjw1cvv/vjHLyCl1ap/8/btzc3Np8+fr1crkXI4HEOIPgJlv90et7txzD/7xee3u/vV5fknj5+cX1zUMgITIIaUvLHI1ErJFEPbtgrYrVeiWqWu2nUVK6X2XVdrHYYhzbPQAYDoZCAnzc/q5AD0p6aqIbLNtI6HrwOqTHokCKZSj4e9P2U3A5qVjswsMM8Z8OTCRaqZgoCZIk6wZWCKhGxGaABIzlzyruVqkjUXycTR50YOx2MdBreJPI5g1nUdIZopBALCqgoCVgssQxTt4XQHUkMTcQAMEdkMa5EmNQxQSn75zdfPnz8Hrc6qCkyR2RbfhmSgCkqMzMgMMYa2bfz2UopeGnCOKqdmruYDIBerikDBhbErBSBEUJ/Cg4ZogBxCjFFUi0Gthiqqejgcj4dDrkMueX84AmDbpadPnn3y/NPN2QbQCJUZVMaaBxFd9etVt47Mw2GouZrqbrvDsR7lvlv1IFJkLJK3b/aiYnDGFPtuc/f29k///MX66nz1sxflcBhVtn0HWsfhEAN8/ovP1uuViNzu7o5lXG1Wv/jlL1+9fbO9v3/+9GmIKTBTCqCwbtdFs8eSCiaiYuaadayAUJlYpBIxIjFz07Suc4GIIcRxHIlstQpzwH/6Z/FHIedjTJHIdbmNEA3VIFcdsxyRgkqtiodRdwfBmdfn/jbE0LWdS5IjIrr/NpgrU16pmpIBBAoEERVd4XaGElGlAkCIrKzb4T5Rv16vV31/e3t7PB6l1u7sbDgcfMaK1FpKWV+cG3NWMalqxswzAWgSxcfAZtVUs9SUkhkSxlotD7lrGgIwKV/84b/81ecvqkgXKKAmRtc3LlWBkAOrQrVK5FrdGhNx6Mc8vnn7mpkBzWMdMAuGq9S8BaxqRCHDQIwhkapALRw1cCM1OkTlm5ZjCl03Hof9/jjmLCI5y/7+cBwOoKXp+8vrT2KMfdd8/vnnZ+fnw3gM+9uriwZAhuMerYIoI3ap3d9v72+2TWjH4djFriO7fflqezxgLbWO/cXq+O5uWw54jGWws/4s7/Ttd6/H4/6ibS8vL9o+jdu7AOV+t12vmr/+218z01dffrmvxxzs2fXFqutePH12vN+mlMZSQghd04vIebN5N9xVs4YDIeRSdbvrV+taamq6EJIVi8iYWESZw/n5xswOh2NKqev6+/utN12rqpnMmh+TjS5dA7XuVCCGiKCMwGxiInAY6i7XLTerPOgo8W4r+yMhca0VmQxBRGKKm/MzNculhBCAsO27fPRinCJyjIEoDcPR0a2wBMVTcApTQuGoPKkgwFjGEELXdX3fn5+f39/fl1Katq21Ho9Hh9OaVc/M3qtEM4mLTuQ255LjdE2lJsSUUs651Np23fNPnqsBE+lEizZVQToZWPgDaoGqBg6r1SrnnHM+HA5mxiGUWsQ5JUye3YfAohmJKUCpUmsJHDwmYSQgyjnvD4cqut8fb29v8/GAFJFSiKHr+rMzx3xWfd9PlXegi4vLs7Nouq0UTLO/PyISUz/OxjzEGI+H7THndt2+ePbpF9983YTUt814GDOOFxfnADCW8bCtu/E+pbDdbQH16ZPHzV3TrfrPPntOhN99913TJBEBo5SSR9t93wOAL3vOmZmbJrXtJDiFhCXnw/FYqpxfnBPhcBxXq1XTNsfjCDNig4ht29DM/F9KFR8u9DwnaUleVSeZ5hkBnTpkpYoImoZxHOyUZTe9OLoE5JR4TUf/0kTpA2Rk2hcIp3plp2RkMDOtCgZChtUQMaXU972/0H6/92TCe5JCCN249llSS4VpyTZgoszIA/tpiU0RU5N2u12ptW3bFy9emJnPodO5uNW0cUJop/f4kOUt8XvbtmZ2OByOx6OoxhDMpvgGEeb2ZahVYwhN11QpaKGJXS1lKDkPtZQy5Hw8HIpOcfr67CKmNnBsmqbrm7ZtmcNqtXrx4sWzZ8+ury+bpuEQPYUyyzLB0YAAVdW1F3cAKcWCENtYpf7d3/7mm5ffffvy5afPnr79/h2CImrXd6vzzd3uXSnl5vamSJVatrvti589P7s4iykNQ3795s3jx4/G47Ht1n6zRLTZbBYq7Ti68bUbBZmzPeaAte73u8P+EFMDALWUpm1gFhRxFLzrOjjJEReLtPflsWia2TflUiLiEvJ60mkIiDPzwfb7/RKjEs4twp5KL38jAkAIJOJcp4kGhTNWHz5oFvX9oUrefmxmCISiAJhz7vu+6zoRccc5p3Xm3mseKDO119F8uVF66cLmm1lWxBt8TTWl9OjRo+Nh7/iAu9tSa/PDvfz+5es4Fz+ri+aZTBqYzOyy1maKwBMgL2CqBHUYxt3hcDwch2GozutESjF2Xde0fd+vu9QaWNs2Z+dnZ2ebp0+ffv75zx4/ftx1zTAM292+looMRWop1UnWYia1cghMREwppWMIyLg/HNbr1b/6u9/84Z9/33/ytKz6/f5wPO6vLq7bdXu7t/V6par39/dd16hpTA1zOA5DCOF4PI4ll1pXm3MHen1b+jMahsHdBACs12EYRwAIzHHdNF377ubm5uamW62cvkTHI+GEPDgOs5CYFhP86LU8SvQDVtBTeZ2mm6o7glr+f729Wa8cWXImaHY2XyPibiQzmSuVWSWputUYqDHSYICB+qH1MoL+uR66B4XBtBrqqtyYSV7ee2Px7Wxm82DufuOSmVnV8zAOgggGPTZ3O3Zs+b7PGBiIqO87XErxChUs2B+1KrMsVqi1YZ4ldnlBrkj3xCxjAM590qzjOn8bIMxGqTxN0zAMRVGImZ5OJ+nLM3MQhLD38kvEj667/Pqp64Oz7B6AQdYxKuWcG/pOfr/glFNcwfaP9bn3POiSgSrrbM4ZARhYqk6oUBuNCo2xKUVjXEphHIfgfUyEdAwpTpMXyKa1rm43rizrqrHWMsCmbXfbC+kQfv755199/erTTz/d7bYh+OPxcDqdUsqKM+cYQowxOutk3yQiZU1OyRhji8I4E3OKKX7//Xe/+Yu/aKwbD6fKmqDUMAwxR1ZEQC8++iildDwerq6unn/8/OryKqV8OvWbbauN9SGics7a1QVIlzKEcDweZURJzrmsCp5ng9h2s9XGpkzH03Ecxt1HF33f932/abfS25NYJYQgsDcBOby3+NdDrjbRIzZDaxBjTDOoi402IYrOVJqmcd248UykbdZ3Wf0nw6ontDpsaQ8Bozm/0+sbiTLWQq4FRCTmYRwz0cVu17TtdrcDgFPXAQAT4TKdQ9ClEqWdxzQAsKCQZ7sHmf3FtPbcKOcQAi1rWrK8x2r/mUrkaqnr+y/OXi66UVpNyccUpFyntaHMx0PHzOM49kNPOYcQ/eSNtUbroiybdgsKjXV11W62bVk21hpr3e7y4tWrV69evXr27KYsnLEmpfTDj69/fP06Ez1//gIUTmMIIaVZwwinqWcmrfU0TdYUzhSmLNHpy+Lq97//v/7q67/4P/63v/v973+/vdhURT2lbJxGp8u6+uSTT8qyeHt7227bzWYTUow5lm3tnGuaFkE1TVsUhTiYaZrk4milp2mavaNSiDgPFSmKsqy0MS9evPAhjOPIzFVVTd7HmQSG0meR/5KwYd3E4YMtXp7POZ9pkDAwpbW/kkkrqxQD6hi890EpyLMCyCyAhIho5iIqnb3tejeZGVFZa4AVEf+MgT49GxAQSSOqEFLO5FxRVnVV1cZYpc1+v5evJfHitEyLWv3l2aeKMGJeK7yUiYklupcnJz/lM0eLMjDzfEEDAICG2ekzIDFoVFrjNHlKGYitsc7YXMj0du66E5OaJn93d1e4wocwTTL90lhHzrmiqIuyKFypjNHGNs3m+tnNxx9//Pz5i6Zpm7q5ur68uLiQ2ZsPD/e3t2/HcRDvPwxDjqSAgRBBKWMAYPIeFVqrR4SiKJxztnSXz244xtsffri/vf3f/+5/Hfb7/bFTgIWz+9MDIW8vtyGFxjZfff1Vu22Kohj9KEOjGVW72cQUN9ttUZWZKTOFFGXYTV3X2hpQOExTXZc5BAaUz2WmcRwvLi5CjF3XD8Ow3W7NOKaUQwgSJMxTE5YS/S950PWZtEzFlZsrg2FyTpmIRbGGEUAN4zh3aohQAJcCkUMwah5UdF6aXmxv3sOFvwnA67eZSXTn3lhrxaQAlGDVgIEyhxDHcbLW1nXDDMMw5syCkZNUPYQwjuM5WG41UIFJrz5PjhijIL60MTnl81BVMpsPj6V3PhfZhQI85kFKEMiAwK5wmSimdH//kBJP4zQMYypJhK1R2aKwxlTOFVXdVlVVONdsL66ur5u2vbl59uLFR9c3N1VZyURPP/nj8RiCf3h46LpjUZRVWfswDf3Apdq2zthkUtbGSnOrcE4KFNZYoR9tLnbd/V1Zlt9/8+3Xn33+v/z7f/9//+t/vz917NzQnXbXl199/kWhTYih3bbtptFao9XWivg/7y4v+q6vm6Yoq0w8Tj6mTAwxZaVNUVba2EwUU44haK3LdiM5UPDBGHN9fS1O9ObmBhUOwyTISYlczTI0TO77z15zOST0cs7NXeg5BhXII4sWQs7MyEKYTokFmzIfqFixWgyUl+by6oYW2zMAM03dnANKEN/zoBpQIaqYUgZSRklLs+97UXSqqmqz3SJionS+QcheLz/j8d0W165ihBkYL0TY7JzLRBJFrdRyZpahvHi2sqQ5zNJLx5nGhKLohGiNQcRxnMZxNBrGaZy8z/tDSpRS1sqmzM6VlbVGO2OwKFRdt7uLq4uLXVXVz1589PmXX9RN0zattgUxT97nmKSa1vWnvu+UwrpujHWIEFKiHLUyZdGIWIU1NqSQc7KupZSF7e6KwjhDaIi53bS3b9+++eH1X/7mt6jU//OHP2bnuC6effLpf/qH/zQd+v/23/9bpjSNU1EV2pirq6tImYkuLq8AlXNl4UpgHPpRQjetDIIqXOlsobUOPo7j6Jyrm3opv5sQgrWmqZuUsvfeFq5t25yy915upeQM74Vk8MEWv/qgeVcERpEKZCISXU6IKaWUGdPpeIwhxMSK6BFLgSDdIAYgkEE/TAxrViL2acw81pGIjPSOJSJZ0nvxUlohoFKIaoLIRIUtyqZihsFPNA7K6O1ud3l9BQqPx2PO0RgjcAQR55AWxdnqRJnXhEsjVAxxwcXkqiydc3keWMjMrLT+gLCFgMtYkmXN8aISX1WV9z7G8PDwYKWplJIoS8A861tt2urm5nnT1MPQ+dBvdxdffvnqL169+uiTl3XdEjBlSIkSRWNMTHQ8dcfjse+7nFNROEAcpylxBmbjina7aUtXVZoZUozaGO9HArJWR6BK1TFGbUzVbsJ+urq56W7vKkNv37z57JNPPvvkkzf7h+is3jSXL65jjtri5198Nk4jAVxdXf3w+jUAXl9dT9O0220l+JMtuO/7oiiETCc/3znX1PXr1z9O0wQAKaZkU1m6pm1PXW+drZt66Mfj8bi7uLi+vskp393d3d/fI+Jut5NN7NcNdN301m0QERYJBPGGmIIYKPX9EGOIiZyak6RlBvhSKQQkACJAAEmhzzyolmpMTmQ+//zzH3/8ad1nAdAYkzMBZKU0EaQU58INcQxZlAtCiCGmFHMmKlyx3e6mqZflZWY3NkrKv2zWylnrF+MTIU9rbUpRMsdxmsRe23ZTVtUcjFvXtq1aBLNFQmpJ/ea9QeOszFe4IoY4DqMzDhinKQCTtU6bIvhgbXFxcQ2MTbNxrrDWffHlq49fPiuLcru9KOsmhIzKW+uUsUapmCj4+PDwcPvuXcqBZQKs1sbYR7IDk/fBIBS2sLZo223KMeVkrD2eTgiwaS8QsSgKNWpblH13773fte3d/f3bt28/evnx17/5zR/fvJnC+NVXX7nS/fTmbdO2IkbU9z0gXD97lnOyZYHK2KJoN5uiLGMMRVm4oijLsu/6EEPd1MQ8TOP2Yte0Tdd18m0lDS2Kgpgkg+z7vqxK771W+uLioiiKYRikDiA3QkLMdbt/tL6lLFjXNZ+V37VRWhtrXU4hp6S1YUpVU+WcjbXdcBqnvnj+XEpaWuYVEjPOZId5gSkjCknMUkYVvwMAYK6vr7q+e7i/zzkty3FFnSkZjyiii0wQfFBaAUBOeegHrbRzzrnC2UJrkLxSz/LESjRLJLuT0l0IXhzechUeMYgxRolLyrJ0zoqB2kK5wj0aJM8DRlckstTvmciPXjoBCtEYLYxpQKVtUbhSa1eV9c2z5866tt217aaumxcvbj799CPKRIAx5f3DsajCdnuhCBCwH8budNrv913XaY3GWjWPhFZKARMxU2aiHClGyLFpSmudD9Fa6/349u7u6uKy3bbDaaRMGrUry0kbY21RVeF4+uHH17vrq8vrqzen46ioaqqcaAreBKe02u62b96+Latyu9s+PDwYY0Apa4uyrIy1xFRqLUhIbQwqbawbpzFEuri4LKyTHaxS6rzGJ1Ml+r7vus7ZUvqCgmna7/eCGjnPfuRYd7PVoa4UkcXhCXRPISATpERKGWKWGC+lOPa9KGgTsxHXu7x+xoPiLGQmpikG45yThMsw5Jubq2kcu64XamkIKcWVBSb9TwIABs6Uk9yXnA/HQ8755uZGSmi1rhFRlmNZlrPY3cKJ1tpYZ2OYYCkUkOhjy2ifmRy4FKHy2TAyeqQlrRcFGQHXnwk553EapfvXtu04jjFFVxZaW62tK6urZts2bbvZXFxcPX/20eXlZV23CrnrekRFC9IetRl9SP0wjuPheNwfjkzZOSfILYUJlULMSgHxzI5lpilGCgEAqsoqpV3hHh7e7Q/3z65vdttdmJIPwVqXOF3fPKtQF4XTDHfHw+vbt/XlRb1polWH/aG1ZVM34zi4smi3bTcOzKCM0c4yszUuF6KmgMY4nmUBoG03iJhSyokQMWcypWnbdhiGZtMWhQVA7ydAaDdOa3M8Hvf7g7Fu3U+ZWeB271UiPzwew7/HmyGGSynlmFJONE6+qrcPh6P3HoBFJ4aZFczlz7ncKGwGmFuERGcuWas5mWFUCoy1ZrfbdV03jmOMSSmVYpQ+uLXKGGeMM5aYKAn4MmcGBoUxxn7o67F2ZeGcrV2NgKfTSSpN8ptjjN57nMuZKDuIvL8oG+IyLEd2BJjFGuYm1oyTWo3y8VLBSm4Wp1tV1bu7u6HvEZFyNsZeXz9zrjJaW+suLi6ur59dXV1XZSNwZqVUppRZAisgZmL2KfejDyFMfhqGaRhHIewQMyMrUiqTSkkpRZCXxkN2WjvrgDGmnOIwjMeu75qmKetClFObdhOyn6ah3e0KQMfsmfvT6c3dXZXD7tnzQ/AU08XzC8ixf9MZ2wq1bbfbyUBaIjDG1FoboxHRPhLfSDrvtJCGU0r90F9dXQFADLEsOef87NmzGKM1tipt0zRvv/mjMdYoA/MA5vm1MzB36U7/OcdcziRKKQcvQjKmqqpvvvvJe78/9A/3D5VGWcpGm3Nms6QT8llhwYDiPJlSee+ZgQmMcwUi3Nxcd113f3dwzkkiJgvMWougCqUERGxMjClRJpWSMQ6A+2Eytt9sNqY0dV23bSvJ47LE5zr85Cc32aoo8sK/E/V/pXAlb0h5GRHFf4tPXeN0XqGkK6gTkWZ50TiOo0asylIhVmX50YuX2rrrq+uLi92m3VxcXjZNA4yIWgDO1jrBdRBRzpAoE1GeUsynlEho9aWrlMZMEvPMUiIkRREGFrMmUNa4snTOVbUmVtpwzkEjeu+/f/26sKVzxXSagEGBLqtaMaWcGq0i8HQ8XLz4yFpXFMXlxe5w/844026anDMqtb3YoVZKGUYCra3WUgI2zgnoOIQgl0UZ7cqCiENMRmsJ/cdpvHn2fBhHRMg5T6fTbndxcXHxfHhGBOM4rrdp9abnTvRDM/0Zw0WAGXsaQ0iU2BUlM5y6U0rp9vbt8XR0bZOjwOznnXO9rQhL6THDaqBKIYDKmYCBEIyUMC8udtfX191pkM+jTLKbaK21MrwMAtRaG5PF7KQkFGMchlFro1XRNM3FxYW0lGTm+4yvViqEME1jXTpE1MbgMvhx/cZpGRyjcGYh06ww+jPceHz6QIa8urIkotPpFGP84ssvURe73Xa3u6jrylmrlCLilDOkxExaK2MsoGHMgJkZcuaUKcaU8ox6dEWJwCmF9aOWJQ6LUhoCIDOkzDJJxxbWFeicSjGOo8/UX+yuUuLDfl+6mhmtK4ETOldULhONwbNSlxeXTdUw8eR93TQC/Syqqm4aYgaFwIoBURsmAFRaG61VSgkQUybFgKisdUQ8kc+UiagoiruH+2EYlNbjOE6THyfPDE1dv3z58vb2LsbH2eNriV4/nW38ZxyCPxKOKCEjEI6DPx5OMcbT6RRjoFymECQLn2/cKm2ECEoqiKLNo1YD1Vo00cEAZMnCLi+vjof+dDoJigoXhr5Syse0lnLES6uZSTyPGR2GQWFq27Zt25zzfr+XYFR6CRJ5LDp1IJC8POsqzizBJM0MYFRqNVBctvjz5YuLI+UF+22dqxEFrXJ/fz9N02effb67fJ5SQtQAdDh2ANy2LQEZo7VVyijJ9phnSDOAgGcLhpAzzyopZ80Lsc5z74KsECHG3J3GlKK1uLVOa1XXzdB3KfVV2xZVOY7eWtfW9dCfbGlzmriwytmysEUiUxTXV9eg9P7w4P14ffXMOhcTNU1trIk5MyKC4Kx5/SJKabmpaw4k/q9wLoVpHMerq6t393evX7/+4ssvp2mSTfbh4SGndP3spnBumoI4GlhGGi/F9F/c4n/meZ6hoiJupZT2PgYKx+NpHKecszhvAWoI2G3Jv5e+OiAopdUKV5t/H0v2wWBiTHVdEFHbNi9ffvzDD9z3o4jWrHUv2UrU6oIRZVPWWrdtG2OapnHAJHAngWb2fS+EaACQUjAASvlDqkhd10m3TS5xPgsMVtioQrXO85T6GZyR/nDZKYZh+P3vf386ncqy9N5vt5ubm2fjxNPklVJVVbXtRoy+KAqZ3RZjoEzWlMJPUqhAgWKmmWyQc+YY82PGKUN+RAgIgZfRXsBAxMM0DWMgGkMsGKbgx7u7uxhS9HQ6Dgh222wuN9s3zEXtJo8Gct3WSkEFqt1sm6bNMffj0Tlbb+tEmYAUGO89o1ZKA6BoU62B+PltFjtjZudcVVUPfXd/d/fxxx9/9OKjP/zxm2EYLi6vXOG6ftg/HMZpur29zZmsNWt6jmcq73K1f9aDfmigMlIaESTWMtqEHGMM3k9ddxK/k1Ly3o/DKITbc81bnCULlNaK59rq7DVSTETMBKJxkIjYGHd9fZVS/v77H4PP0mOlZdrGmkU/BoULWC5nAuCcs6gYG2Patg0hAIBAm3Ep/4qTU8bISlqLF7yAuHiWC81rKH1W0Xj8VedZPC7kJ+FzCi1p2bBSzimEiEouJRujjSlQCbl0Haw9f8Q8sUXUFYFTSogivCvgFSUQbgBYBTaIs2aZy+FD1AxFURQxzmliiPHubv/s2cvNZqu1Kcu63lRgEUtbNUXfddY4GX4MiFrpsqkBIKWYCZhzTMlYYbTNUN+ltfh4rWghSkuMVFVV09T7h4d37969+OijTLzf77WxF+ZCFMK01sM4sJB7AOQOOufOM6Q1DP2TNio1KFgKRs45Ypz2RyIaxymllBcHNw6D6IAgADGrc4AIojErsUd+kYiOABMYRJymSWltTFFW5cuXL3/66VZrnaT7T5wzr6y/80OEPbz3eZ6XQIJm3+12bdvCkiEeDgeR05by4eR9ZmqaRkz50R88igXMc3DmjzlrxP7sJQMAo/V2uwUA+Z7TNBElIlO4MqaUc4BE2i6D6Skzg9aKCVPMy4gZ+RprlCn1sYyIepkcoZTWepVtkVdl4myM0oiBiAGcs1WlieJut2XGHKW1pxSo4TRorauqJs2N20xxiESNc8oYa6yfPDMrY8ZxLFyZc1qqMWCMVsqcm9QSnc+xuxA7JYKKMRZFUZblu9vb7W774sWL4+n09u1bZq7qRjbZmGKMMsVvDj2FN/frpvkLx0ITBlConLUx0cPDXgbFSikUEaWYE0OUXfG8RKgQlUKNhufOotyIx5EjRis1eV8K+QHg8vKiqapp8NMUiBLljKhs4VZLWh2nJEnjOAKwtdZoCj7knMuyrOt6s92UZTmOY9d1MUWVtQGtlA5xnGJiBuucsKUYSBbWwnPFeWq3eNBH3t3CBD27PHNepXVdNylF7/00TUQZQAcf6rpUWntPRNFaV1VFziHlBImVcoAQKUl0QYvD1loxSDODUooKFZi5p0eUU1Yw8+sXA5U5OkoDoAB6tNabTeucGboxToygtcK+633fVxe10aYoi6IpuzdHlv0nZeeKicYYI1Puh6l+1qicAZQxhhi1NkobaWgzE+IsniYXRFp3hXMpRslNTVVcXV09PDzc3d3tLq8uLi6+/+H1/rAX6UNjdFmWOY+UaQ06z7GR6kzC80+b58KIFP44KB1jenf3kGkeMdA0DcrInhhzjsw8j7PDuXAgubh8KM7dI2aGlBIzMLExqLZ1o7WxGpFzGPrf/dXX/+W//Nd3bx+wqrLLKeLoy7KsJDo0xpZlpbWJIaVIStSd0G7qoh/603Hw/sec6frZtXV4cXP57uHd4XDQbFGpODlttzmO+2Pv7Pjs+bVSzDkGPyIoozTHZEtuC+e0yjkWlc2KYoqoGHOy6BAg5JQUCMldNB9AqZDS8XDUxqKyCk0i0I58GpiZMLMCH0OirLXS2mA2Mc3KAsCccmbihS2ViRiBrM4KGTErLSEaAAoh7zHUyTkDcD8mA07r5uHhZMxdXb+8urq0Wt3fvjvwCRg1qm6821y0m11F2VfGjvddw6W20N/3JZZTk6BwRS4xEmfIMReuQtbJQ1kWGlwMYIybBk9huLncBR8kHxpDNMStK7TSvQ+WgSfPpYuQm92WFY5+bDbNl68+l2o6EecMZWHHAZQxZVmqRaFS0D8CD83L5BZxsZJCyEo4D1uVUoiWgRLrkLVx5THQm30/EhyGKZIpyoaIOeeh67VGoqSQyrqMKaG22jijLaOKpKyQnAEzkoh8a6meIs0KSjBjVVJKWSl49uy677rD8dh3J+ucz8Qs04CiUlHCU4WmLMu6NlIJUYqN0swgUyk2Ichvfv7ieaY8xVCZim3BnELy4zQNQ3h4eHjx4jlIu0jYqwRCqOal28Y8i9YSARPh7GAfSfKS/kkYJ0gYZlYp57ls+dipI2aUSIMfgyea/5ZSvcSjzEyPlriI4c/vx49cg0czpYyKYkwhxuDD4XAAyoeHh/39YRxiinm33Xz25aciJ9HWdfQho9o0G43aGmusDTEloqZpvd8fDofPPn81jaHrOmtLYUhbbbKhnHXOWQFQShEwhlAWRQzBlNWzm5vb29txGF1TWlNoo4Qi4pwry4JnWo6gGS2zhOOPsh2rhNhqf+tj9XMAPLmqMYSYU4hJKW1dITUHUIrn0dGWmfPkNWpEFVOcwmTTXC7QSqHSvDZdZJ96fDjb5CweppRKSRBGjIDPn78ggn/91389nToG9ImVkoUVZai70aYs6qqsnCsBEJhy6JRSWqtMaZqm0/HUbjciwO69vz/stVKkMOe5RBRCXIDcjzs2ACAq6Y+J/iMQMLPSGkFlIpzVq+m9jX4RadM6EzOTYpnefn4sQOlZYu38Wv/MDXi0yuUBMasnX3dO8ohSCgxeFsM0Tl0/pjDFyU9+8j75yTd1ZY2VoNwVRVVX2uicc6vb7XYrpAuZMRJCyJm0VpnyOIVNjNpara0xpkRMEMWThRiJWV6Vcxbl8n4YhmE8no4NtGVZihdcxzSupLEQtLWtMTN15BwPSmeQog+vyXuHnBxjTDEqRGAO3ovAfggxhJByluclnIspDcNgC9s07dzBVwisQP1aRLEy2uYZP8K42G63L1682O12SqkQIszZPBFxjHEcx5RzTDGllHOSrtVKDGLmaZoOh0Pf9xKPXl1d3VzfCHxEQg1nbVEU85YxI7UAca6GhRAzkYTSMsBZsksBMq+dj9WO1uDp8UDF/L4x/fnHn/OS8xNSiiFK7RbGyfddH2M0xm42m4uL3W63Q6WGYZCaFzMXRSF26Zxrmma/34/j0LbbaZq6rrfWjdMUYkTAlBMwaWO0Uc456ywvlTjZiPf7PZHoqcXLy8uqrvquH6cxLSwhOXmaJolQ5RZIYmSXQ2wUl2lsLLIGZznTuUM9229Jmn9EjEqlnLuu6/pO8CgyPULqX9porVXONE2Tn6b1fuGCNXniGs4UsgDAOGelE4AIWluldIyp7wciuri4PB5P9/cPzXbnnDPGKqW89zI7PgQvK9i5QivN2a9vGmMcxgH3WFWF0mqz3bqyvL19G4cgcjxFWRSllar+Mm4QlVLihGKMOSWR4gEE4feg8FmNXuFuS76J6696z27OTez8+Xwml/qnTJUF+vUYbywJxHrKOt9ZcK4h+KKobq52VmvKPPbT/uFElA/7w2az2W63h8PBe19VlWTcIYSHhwfBcJ1Op3Ecr6+fdV3HrMqqRgUywV4J/QZBG8WQARkVG6vevLl1hbGTDnF6/vz5s2dXujTNdqO1Fn5cCKFtW/mq1tqmaZqm0boS+1w39wWb91gW5Uct8EcDXZ+Zrd/M6k5t2zCrru8pU0qZcgYGhWiMIQAC6YghImYiRFBL2whYgWKSwuKCKj27uWDKsh7HKQQPAFXpirLYbLYpUVEUX3/9ddM033///ZTM6pukLJxzzimHkBDRGGuMsSpL2Uh+g3QdU07PXzyrmwYQr69vdBpP3SF1Xu7vjJxfa2mopAA+Uz4WB7A4tNkslm//pJi8JOKPlNH3rG81qfMUFZ8KSP2sgcJ7Rv90g2MmXGq0iIiAzCiazqLJL/UqP40Pe7i6vtJaW2uFFWOtLYri9vY259w0zdD3MjVtGseyqrUxsskorQTozQxE2RpNRM5ZIirL0lq73+9TSpvN5nA41HVdRC+iqqJOg4j39/cC2RHOgrFm07bWOvGaa/SJT1f++T/fM9B1nVPOwzDkzFqZEEPfD8MwTJMPIWZpLhEBqhByDElYu6u/XHfA5cEcjvKCu5CI1FjrvA9ZxN9YStw2Z2+M2Wy2QlP88baTrUFSpZzTomrOOTORj8GTReZlqqJSiNj1/ak7WWe0MdqY7XYL3qXs++GYA8U4DcMgsH7xDQoVzPUFFuKsxFuwQI7kktHPhoyP6gHEi9ryz53GaxFRurXvGfEH5wMvHEBcftr8PkzAUrGTGqUCIGDU2sYY9vuDUUiJx2Eax2Hoe1c5rbUYirV2HEcxr9Pp5Jzb7XYP92+VUhI7GmOsK8qiMNZJiJgWnoFWWuCS3ntr7Wazub+/l2jh/v7eGFMUxRQiM2hlGDmEME1eCA4iyYQwC16vXfjVaP6c0HO9kiklBSqEkDMj5OPp9O7d/eFw7LteePpEDICG2Ycwen0BIIPQlwVPyAS8DMeAtXF6/jFg+LEzJLOBc9d1OWdrnYjLXV5enUYehnGaJkQ0xsSop0nG9TkmlB05JdZa41nsEmPMlN69u1VaX11fO2fLqhRULKLyfpapWWwDERUiSAsKeIYSWmNxZRWfRULwdIv/2Sv4ofHJg9WJqscRo7/gQOcewvtvtfjWxcvCvHkJ63Xoh3f9SQNQ5hRTDCmltNvu2rY9nU7itARwJF2csiybptk/KGNM0zRaGaVNURRFWcJMGVcAkUVAC59887Ztu66bpkkyTqN1fXHpbMHMKaa+H4/HU1WV283OOVfXTds2VVVaYz8seeJZHxvOHOe5Bz2/vESktQFQiBRDPJ1Ox+PheDxJXBGTIIeBiTIlZdDHQAtCTQ4kBniE6z9eTubVsZppmnKOCjUhp5TGcSrLuihKY0xK2Wh3sbt66DxxFmABgBZtIDFfJga2wKBUXp2/fB4CNE1zOp0YsKwqAFZYusK2m4Yh9f1BvPKyKYNSmhliinKVxK8LqiWlxESLSF9GrZYS8Vxm0lrUJ7UxktDxez97vb7nV3mNB94zvsfHNANyQbh6UoE6u0UAkCFxRhQ0d85a6bKogXOcvJ98ipEJNpvN8+fPEXG/31trpWku+g673U48WVmWKfqmVpvNFpSy1jpXCFxBa4WIWiMaI2Yty1gEiK6uro7Ho3Dl7u7v744nV5aiRggAVVU650Ruo21bmfJ43tWUXyNxuVxh/kA0/nx5w4JBIyJCUkoVrjA6F0XR1DXN6AtXlmUMmZljzpTJ+9id+nEcq6rIlFVOpBSslBKFgAyKIc9OFBGFumv8FJil7k8xphizqAMoVCEmZnZF0bTNNE2TnbTWRITz1FcSu2FEbZUGUIh5ucFaJktoZYw5HA5v3rx59epLV7i6rokTc3r3Ds+mnyhYrscqJeJDYGZZJ2LF8zrOhHqBhC3GNut5ai3UpZQJntri+dJ/78HP/nN9Zn7+g3dazycizqwVpxiDj4jaGAM8y0KVZVm6om2bvu/v7++Lovjyyy/FPniJN7bbrRhrXdcp5c1mE3K2xsnoKEF4zZAWg8iECOM4OGcPh31d19vtRil89+7W+ymlGBmb7c4YLVmzUkp2raqqmqaR4vwiTnC+1ugcKbL+c7XI9fH5q1KKMSZgNQzj4XA8HI7DOEyTTymmRDFGogwhK0UpYT8Mfd/vLrazAyAGpNUal+s539T1k9U0+hBEz+hxehARCWJUvuum3dR1bawBYImTqqqq69IYnXKOKayJNi4pnijqCjdvHMf7+/vj8Rij1xo3bds0zcqGA5AAa9aLYmCZ5TVTt4QCtVyvGe+8JiWIeMbihzOI0xK38IcW+d7/nvvOc5+6vopnZi2tUP9VXSLT3NT2MaSUtTYKdc4gNFytTdu2290WEH788cfD4dC2rViJtG3UIjosoX9ZVkVRAqA11mgj69MYrRRaq2V6SkpJa5VzEizEMPTDMNR11batMBAXnK4AiZK8yWJ8ylpbVtXKCF8D0PNrAo+kzUd9Qn7K8JTrPE2eiL33h8Ph++9++Omnnw7741xMFFQPIwAY61LO+/0hhJBikgZgjEHAUEw5BC+mtb65pBIAYMZpVEokTq2wl+0yDwAAGHJJREFUFmNMObFScxAtHKPtdns6nYahV8qURUVEMl0qhBiniBpYK+J5xnNKKcSEWqWcpmli5hjjmzdvMGnnXF0XRVHe3Nwcjwe5HCF4JgBWzIAKq6okoqpt1ytFRGXhgCiEMFNbViVzlt0K5l4kQIyRCJTWa/ygnk6xOF9IHxroe4Yrq/s8bH0auZIxDhG994hcFBWwiiGLz9VK1XVtjbm7O/bD8NVXX7148WKFd61FDyEVNk0bg1cKQgiurAR6WtdV6QoEMMbmEIwxQ5LKibHW7na7n376SXTtrq6uTqdT09Sk3OgDkQCCCmttVdVam5RELh2sdcKFPK8oS+t8XZayVa7Pw5JWrgYkz4/jpFDFFLqu++77H+7u7o7HEyIqpZ1ziErpDBiqqjoeHx7u9yklSfBFEyol7ZxOKU7BN21rjE4xAbDSOsRIGZhZTU8PmSmRlgZ/jDnG7P3YtvXNzbVzBVECAGGva62rqmzbTV3XoggiT0qALxFk0zR1Xa/L2lpLzIg8j9taWgA5Uwg+pZyT4NsfR9iI2a0rW6sPyfKz4S0+7/2q0HvxJZxt37+0sz++L/M8CmR5sP6RZygnZhbNiK7rxmkyxmotLNA5Iauq6uXLl8siH2SHWVeLUipLlzklcamISuKfmbqDiAgKwTlb19U333xTVZUUoWVO3PF4VEq1bTtNnpnLsirLUqoEax62itLHBUWOT7Oi/6ljBi7kWZo5xphSvL+/lwhQwMPy+5p2wyB0G3x4OIjLF0xm9D7HmIJXCmResCzLVaYRURnvo5JhAcRaG63IT0GpPG+bOgMiJdxutzJLfZom78dlSzVF4RADE9PZMCittWKMWiujmEkrzcTjOP7004/Eua7Lsiyq6rn3PoSkNadIwCn4SJkSJwBOZwaaUlKrOoOMZfo58wTp5f7c8Ssm+LMnPz5eG53Lu8P6vPhXgJwTgtZGU8Dj8XQ8ni4vNiKsLvGCCA8ys0z62mw2IvDJC4BIfmPOORNbq9auBABqrUVrEAGURqLcNI3308PD/WbTOmeLwnUdd91ps2nKshjHQSlV1XXbtuvOLsYKMyaLgve20OfuE59m6L9yrBv9XA6nDADT5H/66e04jjk/BrLr4KFMNPRDTtlaNwwjEQ/DMPT9druTCTNlUYwUlzeHs3cARDRL/wCVygAIDNMUlELhdCiVEDFrUQ6nuq7FBxRFtfY2lVIMJFqVaRVYRNZaZ8rz+ysEgJTS4bCfJrvdtlqr0+m03e6MKVJKgCrGJHrmRJRSUkvilFJy1jIxaDTGnIPq3zPQ9TK+Z3/vRVG8JPXvRaK/eFfkI2DRaj87mZgzkVGICAg49MPxeLrYbpbZpMAM0s0TBsHl5aVYJyy4Y7kfImgkTBStNYgWyxnLUinURlEIRWGvri7fvHljjN5ubVWVztkYwziOSmHb1soVRVk2TeucU0oDcFGURVGIt2PmlMn+HDz+z7HO9YHgB/zkAXG/33/77TfjOFZVFeMsuzAj6gCJIWUCQGtt13en06ndNKfjyRqrEAG4aZo4dhJhoQLFiiUjVICE5uzj5/pzCF4m7Gi9pCYa7+/vjLFVVdZ1vd8fZDaUWgR9UOvCmZQShZByJCLCDIgxxBACMTtb1FVV6Krrjvv9+PBgvffffffdzc0za0POWRtmZmNsDEzElLP0ihAxxugWBL7WGoDzUxNdfe25H/x1J/qeBf+iB4XFfT5N6vlJhMDMTDkDQozpeOxCiNrIvsm8INb6/l3f95eXl2qdH/AUsr1s7oAo9EQlRR9YOitKaVAqxvjZZ5/927/92+FwkGy1bVvv5+7R1eXllI0xTnZ5rYVbXChlZJi2QIT/Z01z/ZLrkpYIsOt6Yr67u3v9+jWwqqqaaMhM+HgorbUripRAKe66h5/evPn45Qvv/el43LYbSslZrYMMxMpLP269evDoQZfPRmDZ9AUOqFFpAh6GoSjK7Xbbtk1RuPu7e2OcFNikRw/LKFXFKucsjCbxss45a53W6nQ6/PTT677vQvCTH3Ni731VJWbWyiBq61yOj5AFyhkX0jdRJgRlDTHBE4ObP3d1CQLa4LN8nBbO67qrrk70V6yTmechEDA3/NeFPJ8m2B9AYpbUBxDHYer7oWkLAAmspNhUNE1DRMJIkQlpa/6x1CC11TalxBmNM0Vh1y4a5KyUQkBXFEN3Ksvy+vp6v983TXN9fd22GxFusdZuNtvUBaVQ4CDSE/lA+UgxP3YrzjeTP2mg6xUWDzpN06nr7u7uvI/OlTFGEDkv1BIlEoGP0RgLQIAZAe7u7vzkL19sY4jMHILv+xEREmUkZlQIasFIMhEZIRCvzkIhgJHqgKQmiIygeAYPMZdleXl5ud/vpRUp31ihorN5svLmxhgHTvrI4zjuH+5//O7H0+kgGKiUczVvdvIimbxY+OFRkDaT1MlmNYfFpb1/4dbVCrMm/59wn+fPfGijT17IcglmUz6P1R7fealsa6200inl0+lkLCiAhQWKQjRg5hCCqKhKW/x88UhYnxIs6bNdMVlEJG4UFDZN9bDfP3/xbPLjOA0htq6wRWGts9ZY4zTALMjPzJIkiZTG+eU6hyTgWXf6zzFQnuFvSQS29vv9jz/+lFMCByEEYGGor+I5MI5TVTpGUIhFUYYwffvtty8/foGYRLPDTxNXmnKmnNU8oVhwwEwEP9PrO7sB0h1lWkTqJDTc7XZXV1cydMJ7L3KHfhKa6aPkMSICc855nKa7u3c//PDDu3fvBIWVUpYO0CowJGZtZuoWppwBQMoCMFdDmURi/5dy+KVhuwaJv26gv264v3SsdaizFz3KtiulEfDU9dMwzShBAJgnswMijuMowknrS9bHwCBsVoFxrRVZopxzEtJfCL5u6mmaqqrabjfM7L03Rld1td1u200rdmbMLOty/mN5BSsQyVgwWgYHnJvvn3OsBip4v7u7u2Xp4hxFLLcFALTWSmtcptrFEP7wxz/s93tADsErpYiTzJFPKUp1SMrMmYgSzWBV6VtKnfncIcldzykZa6VEBwDWmhcvXjBhCPfCHUFEA2hlYkGmlNI0eaXDMPaTn4ZxvN8/nI4HY4zMVq4qZ6xC0GVZlmUhwgo5Z0DJDDTlzAw5zXx8o1Q4s7kP2+9nq391fr/mROG9s3/h5GWNPslz13Pk78yZSWQ4vVagtJ7GaZq8M4U2c20BEWOKIlnPi8IAIgqm0xiDClPMwLMkFhGF4EGxcC1EIQaV8tNEm01VVfv9vm03IQRhLAobTiBzxhjn7GK7Bs96vGvQpfkxzpET9FKE+ZMHLxleznn/8HA8Hr0P0v12zuVESKv7RETcbjbEmXIYvFeQUs7v3r375ptv/vK3v/F+qspKa5WZM+WUMmqtUKiaRDmnnI3kelpra43RTikplp5/BOZEME94F1YoNm3jCqe1IgKjNSplAAX6mnL009T33ThNh9Pe+4mABVCTUgQAo9XXX39VN/UP378uy8K5Qs0Ci5mJFSqtpdYtdDZJdTUDUM5z2/6DSzkD3ubuBeAH+/hqx3yWwv+KXcpxbvV4Nsfy8T1nqTMsq2KaRgWonYlhiiEAuBkBmWm72Y5TOAxDXdeSuxhj1aLWK2lRyiHHLNVKIhrHyVgN1hIxKgGWMwA8PNx/9NFHP/30k5T3nbVKoVYqJaHGW+ucPuuwyGmwbEd51paX8BfFxf95pvnoI9dr9c2333Snrq7rwpUP+4M2hjkDp9V8lFIAaprGnFLKqarspm2J4rff/vGrV19myNM0VVXJRlEm0UQhpDNNhmycayRUypljCMR8sbuIKYcQEbPgro0rnbUxJUR0hQshEvHl5UXXd6fjEQ0qxJgojcPhzY/izG/v7gHgeOj77shMAFw1m69/9/XLlx9/8vITY83t7dvXPzwYUxtTWlcCqJCCK4vDEYu6TSqFnNFoQMicpxgEq4tIyDkza6WVMoBIBKzAxxiZhjD5KWTEKQROhMR6hngQCj7mvLfMCKykePEYlotd8hzMIsi0PDFSAgCmGQOwjJQHxExMPmQAyMTTlHJSh1NoWkjMNtPWFWC1KSwY7Kd+k9u2rYfhBJQQUDPTNKWclbGmcjFFptzUdc7J+44hFIXLIRNCVZeINPqU7u5sUWpipXS12ba7S220MS6n7EntLuqUpYcy41Fo0V4UHD4iKgVZhgkaNyu6pShjcxBXkICWbdYYBMScE6KK0Y8jGOOGPnzzx9fa1EoV1ujSqrHvDCXm5JBY5YAJMKHmFAcGn9krDSklhVoph6qMWRdF4TPrBEZDqQurCgWaCRSBM445kUNDJH1CIGKZMRxFvED8DUqKmqx1MSZmqI0VoE1RFF3feT/FGEKI0xS6vjscDs46Inr79hYRY4xV1b548eLq6vqLL7/47LPPLi4unj27ubt/6HtPpJQqlHJaWyLKOWmjGdG4AiMnYlaASjFwTFHhPKIUgJmzTN4RBh0BR8qJsk/Rx4hKx5RUZlgNUnZq5Lk2xwyAwIis5/9difHMMDtOXrCzTxj6AmbiRRwIABAyQI6RUCRUYwKCrpv6IdStSQzKOtTKFMYWNqbogx/GwU9ToY011iqVYwzjWF9cuNLmMQKQczolDmEax6CwTFnamzlnnRL381QuBFSubFxZE4J2VaIQU942de46aaUKBk+6zWpWgBPtNJtyRgQiI7uBUHdwlpsTsIgRHyaDj4miUialME1UOHU69j/88BORsrYkGnJMpbVMmbMHAqZMFIkzAWTygJEgKYScM6PS2mXCw7H7+ONNiNk5MIROO0bFDImkgaZmEqRg6dfyvdH6eDwu9SMjwVM/DgAgQkvCYNFarYPqHx4eTqfTOMbb27cSygj0q3Du5ubm1atXf//3f//b3/72s88+vbu7++abb25v3wniAeBxsgIsWvzGaGAIwSMA5VljTC050LrdLGbCRDODjkk0J2cE3ppLzTvyUmnHebd6snu9F6I+3e5/fr87OxtxvrdzwZI4+xC77tS0l1qJkLrWShdFYbUNIby9va2KQiAE1rppmmJKxMxAzjnmDDMr0kx+6oeRmZyz4+CBDYBRShGz1kYbI2wwVihRm6S0T74ooqgjrSEvEUnWopRaAWUwV05mRbezdg4uKxFyzpkIgL33wzhO0/jw0LVNm1Kcuq4sC+9HH2ImDmmZfClLmAH4MShyzh72+++///7m5ibnTPWjtp0Q0xgwxJRTpkymKkta2BdaqdlxEkntV8xCYN5aa6HR3d7e/su//MvxeDydTsfjcZomYwyAZuZx6AFSVe/+8R//8Z//+Z+lESxCI9K4ExVSkfcVxRWtjVJaFrGgorTW0zSriurzwWcIsDD+AZCZMkHOTCjh/5L55sckabE2ebzeiaXs9zTdOQ9GlwdPYtP1lj8JQ5/8DzCjQpUJuq6/zjtgDMEDp5yzMxaIp2kC5raqaR4IZPu+jymFMGFQ1lhmjDGoeSIFe+9F3j8EclYbI7JvLDsIMGcihXrmVwDyUxkuAFh7nst7QgxBi/eJkZZpbPi+QhMQKebHYoKMDtbaUkatlXBXvPHBB2Nt27YhTNM0EXMGLe8mZKMn8ROAUup4On337bdffvmljHPIOQGg0nPdmRbdbaXZzCx3AKWV/JK+7zMrxTIDRctaFrTHd9999+13333/3XdEdDqdAECw3FrrFH3dXPzd3/3dX//1X3366WefffbZy5cv1aIENgzDNE193zOzaIIuYAhR1MWcZ5swxgCirI2UyFo3+yfJgc5QIcxMxJlI1D3lWi8G9QQ6/Z6BPj74/2Sg5+evywbPpqUopayyIfhpHInacRxz0gBgtRnDmFNqm7YsipRzVSoZikcA4zCCVqoEojzlZKxp6rJ0hTAMtEJE5VxpbQHg4zLuzCx1hvn7IM4u/cxA5bLIBV8rTeVShRUDXQtbj0ttkRAkItFQFpi8dPVmRZOi8N5rrTd1La2vtmmmEAafMuUYc4gJ4SkqHOZ/3z88fPfdd7/73e/EwRsDBhBQUeacWSvLFlAZI2KtiAigZfeXgW1CucpEOcbTwz0RdV33448/fvf99/v7+7IqY0zMHMOkjXv16lVTt7/57V/+7d/+7de/+c2L589FHlItwhXr3845YU6vfCO1HCIcp5VmVFLDI0pKlR/ax3zdGQQElAiWgiIT0Tqp/gM7W6++3Ep8es6fVQf91WMt/6E1dhwG4bSklBCocFbi17kqZAwzKYUxRiZCwBCCCdbKIF2mgh3UpbNOK0wpAeMSXMmCnhmQuOZ9AABPOdmLs1fLXDVYSpiwqI7xWRHtw58/OzPORFlmPebMwCEGOp2OIQRrbYqpqquyKof+JDeUiZVSGoFDHMexLBZ1K/kI0dTWOnj/7bfffvXVV01Zp5QRszascF4SWs/C9Wa9N5RzyBkjGm1k852mqeu60+n0/Y+vD4fjMPRSRdtst/v9XjppZbH58tVX//k//+O/+3d/8+rVqxhj13X7/V5CEFgAncIHJ8pFUazUbJkXcVaPmO8fwSwL+tiOe3LR5y2MiClTSiSkghgjLx2Ic7v80EDnXzz/9cRrfvj3n/SgDIAK5XewIIYSa6OIqO+Hua0OoAADZedcXVVlWfAMtUQfvNJaa008i/8zc8rRGC2VbedKoiEnwEIRZdkoZOfRMpHt0Vniito+96CSv69h5flGAU+l6d/7sbOL5SRl+ZwppZwij3149+5uGAZmECwfZRrH0Vkzz1zUBrUGkP7f02LznIGpsixvb2/v7u6uLi7lc2f4HAEip5RYGUScYdsr6EtePAxD13X39/f39/en02l/6gTCHUIa+l4G2Bnj/uEf/uGf/un//OSTTxFRa3N3dydxakrpdDq1bZuWmXEyGkIafQBQFEVVVfMAdEBEXMQtZI7H0o6SuthT4gEu7QrmRJlyzjEmuXZEkDPRfEXO2VjzEAh5I4lBiTM+nkPn92Z9yfmut36Hs3PWLV4tATICQkyJEXLO3gelVF03cRqHYfDe31xfP3/+HJgpZWMtakVEtnAMYBVoo4loDU8kzpG1nXPKycQ48QwmMdZaVxSozczG0tKymbOfFQcl13Zpn+oZ052SWL+cT2e4Kn5sg2LOKaVEnGRSMKLKKQGAD0GK88yUIYcQNIMxJoTw8ccf/9v/+MO//Y8/ZISrmxcff/xxd7qbmbrzXSFJcuq67rruu++++/LzL1ZygTEmM6rMw+BBZW2sOR4ORVkKl4qZU0xvb9/2fb9/2B9PRz9NKed+8sYY70MMgyua//A3f/O3//E/vnz58osvvri6uhKJvRUL2Pc90SywKPdS5u0tcacAs5GIJu/T0itanKjsAqC1XtfdapoAj0oiEnotTjQxc0p5eZ7XVfvUC34Yg/68p/zQlf7SwWt/DxFmVT5EBJm5wcQpZWNs4GEcBnFjVVVZY8LkZ6aHNQpF4BhDHCfvtVLSS4khAIOzVqHWCnKkkBMDaq3dDHeyShtc1LvFFtcd5jwGlQBULFXwZVKTEZyokJJX/wpLp1rigUxRxLKdc5kyMMYYlYK6rhHTNE7eD6WxTV0fj9Fau93tnj9/MaUQY/z++++b2j71oHPQzsxa67e3t/v9/uJiO/fMUEmpIcaIGgCU8TGAUqLXejp1fde9u7sbh6HrOz95Yl4HbD5//vz5s5vPvvjyP/zN3/z1X/+1sBf2+73EIquYvJiLfB6ASI4lrXWMjwPls0x1mKf4LCmbeFAAABCcGJ/t8k/dmGImUTeWri0AiKSRXNyfa9f//3PMFJycg9ZGzUIshIgKkRDD5P00tVfXpStk3ZZVlWKqqgo4Tw/DNI5noTkAcI7JWme0STHmlEGpBTXLRKTNE9kfYwyt86HPDolBJRgVSQVJXgULIbO71yhLTl6Zm1LGl3OIKKck+u7MbI1N8+3VzummaTJTU9fPnt1MKT4cusPxWJXvD1wlIqnnSAXj9va2KCyiVtoYk33M0xSYWSHIHHULCMM4Pjw8vH79+uHhwTqXpSyHgpkDYwtE/N3vfvdP//RPn376qda667q7u7u+7xFxs9kInQMAhFMryxQAcBGvKssypZhzlopSStlau7JU4bEKJlUSULOgCP+sgS6msKaZ4jKJ+dHhvZcALU+KP35sXf7SOX/SfT6+ilcE9fyVrCkACMAoDd7HFJOEXN6HaRhPh+P15VXdNIfDQTKelFJVVzF4Ad/kWRAYnLOITLO2kU4pwQw4l9J6TilZtxAkFhtlejRQXByV+Nc1AMjSYl1RY2ck4zNft2b8axNfcFtJRHW8j0XRWmsRa8yZmDebTT8Osm8657bbbWbOcVi5X6uBWmu706mqKiY6HA/X4xWiNsYlSz4k76O2hQQu/y+LXsRlhnugeAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=224x224 at 0x7F3EE4C51110>"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "AVfww5vSN475"
},
"source": [
"x = np.array(image,dtype = 'float32') #Görüntüyü Diziye Çevirme\n",
"x = np.expand_dims(x, axis=0) # dizi listesine çevirir\n",
"x = preprocess_input(x)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "KGYVY_FvOPiM",
"outputId": "da62ae28-3eb7-4e41-c288-ac7d40d195aa"
},
"source": [
"preds = model.predict(x)\n",
"print('predicted', decode_predictions(preds, top=3)[0])\n",
"print(decode_predictions(preds,top=1)[0][0][1])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/imagenet_class_index.json\n",
"40960/35363 [==================================] - 0s 0us/step\n",
"predicted [('n02100735', 'English_setter', 0.5336082), ('n02111500', 'Great_Pyrenees', 0.30297273), ('n02101556', 'clumber', 0.032122616)]\n",
"English_setter\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 241
},
"id": "VeOXmV-KPI6M",
"outputId": "e9f9ec5c-e01e-494c-b4cd-5d2a210cda29"
},
"source": [
"image_path1 = 'golden.png'\n",
"image1 = Image.open(image_path1)\n",
"image1 = image1.resize((224,224))\n",
"image1"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=224x224 at 0x7F3EE31DA3D0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "QqSY0VxmPcqt"
},
"source": [
"x1 = np.array(image1,dtype = 'float32') #Görüntüyü Diziye Çevirme\n",
"x1 = np.expand_dims(x1, axis=0) # dizi listesine çevirir\n",
"x1 = preprocess_input(x1)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "04pAfwS1Pgr4",
"outputId": "c3e3a5dd-80be-42a5-f7d0-f45ac55e4b04"
},
"source": [
"preds1 = model.predict(x1)\n",
"print('predicted', decode_predictions(preds1, top=3)[0])\n",
"print(decode_predictions(preds1,top=1)[0][0][1])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"predicted [('n02099601', 'golden_retriever', 0.76159114), ('n02104029', 'kuvasz', 0.19152635), ('n02111500', 'Great_Pyrenees', 0.01795957)]\n",
"golden_retriever\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 241
},
"id": "i9ys5iHYP975",
"outputId": "044326b9-62cc-487d-cefd-4e17a1af1183"
},
"source": [
"image_path2 = 'car.png'\n",
"image2 = Image.open(image_path2)\n",
"image2 = image2.resize((224,224))\n",
"image2"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=224x224 at 0x7F3F7BF4B610>"
]
},
"metadata": {
"tags": []
},
"execution_count": 20
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9SA6I-TkP924"
},
"source": [
"x2 = np.array(image2, dtype='float32')\n",
"x2 = np.expand_dims(x2, axis=0) # dizi listesine çevirir\n",
"x2 = preprocess_input(x2)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qhljJ3ZVQYnL",
"outputId": "4a8040c3-8121-457a-d7ef-dc33ad88de8c"
},
"source": [
"preds2 = model.predict(x2)\n",
"print('predicted', decode_predictions(preds2, top=3)[0])\n",
"print(decode_predictions(preds2,top=1)[0][0][1])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"predicted [('n04285008', 'sports_car', 0.90898174), ('n03100240', 'convertible', 0.06595188), ('n04037443', 'racer', 0.015254041)]\n",
"sports_car\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 241
},
"id": "_axL_E0NQYg8",
"outputId": "405f78ac-2c26-4ede-e082-e3a7c5015926"
},
"source": [
"image_path3 = 'top.png'\n",
"image3 = Image.open(image_path3)\n",
"image3 = image3.resize((224,224))\n",
"image3"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=224x224 at 0x7F3EE287FC50>"
]
},
"metadata": {
"tags": []
},
"execution_count": 25
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6ZOkPK_URx4B"
},
"source": [
"x3 = np.array(image3, dtype='float32')\n",
"x3 = np.expand_dims(x3, axis=0)\n",
"x3 = preprocess_input(x3)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-1z_RNGvSB7T",
"outputId": "66ccbd68-5204-45db-b88a-e4d9d8db59bc"
},
"source": [
"preds3 = model.predict(x3)\n",
"print('predicted', decode_predictions(preds3, top=3)[0])\n",
"print(decode_predictions(preds3,top=1)[0][0][1])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"predicted [('n04254680', 'soccer_ball', 0.74578506), ('n04540053', 'volleyball', 0.25264725), ('n04118538', 'rugby_ball', 0.00060470053)]\n",
"soccer_ball\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 241
},
"id": "7YsQ0lJtSqnh",
"outputId": "2685c4ef-6af8-4d98-eae1-132be2d7f066"
},
"source": [
"image_path4 = 'insan.png'\n",
"image4 = Image.open(image_path4)\n",
"image4 = image4.resize((224,224))\n",
"image4 "
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=224x224 at 0x7F3F7BF26D50>"
]
},
"metadata": {
"tags": []
},
"execution_count": 31
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Q2KV1LrBS8H5"
},
"source": [
"x4 = np.array(image4, dtype='float32')\n",
"x4 = np.expand_dims(x4, axis=0)\n",
"x4 = preprocess_input(x4)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4q8fgLqzTM0n",
"outputId": "99bbf57a-3b50-4c08-dbfd-36eabb7eb680"
},
"source": [
"preds4 = model.predict(x4)\n",
"print('predicted', decode_predictions(preds4, top=3)[0])\n",
"print(decode_predictions(preds4,top=1)[0][0][1])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"predicted [('n04370456', 'sweatshirt', 0.2613299), ('n03595614', 'jersey', 0.14949746), ('n02916936', 'bulletproof_vest', 0.022321438)]\n",
"sweatshirt\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "aLW80biSTbnd"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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