{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "TensorFlow 2.3 on Python 3.6 (CUDA 10.1)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" }, "colab": { "name": "12-1.generative_adversarial_network.ipynb", "provenance": [] }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "-bnu7zpWu2hm" }, "source": [ "# *Quick, Draw!* GAN" ] }, { "cell_type": "markdown", "metadata": { "id": "jm1QG5tzu2hp" }, "source": [ "이 노트북에서 ([MIT License](https://github.com/roatienza/Deep-Learning-Experiments/blob/master/LICENSE)의 [Rowel Atienza의 코드](https://github.com/roatienza/Deep-Learning-Experiments/tree/master/versions/old/Experiments/Tensorflow/GAN/dcgan_mnist.py)를 바탕으로) 생성적 적대 신경망을 만들고 [*Quick, Draw!* 게임](https://quickdraw.withgoogle.com)([Creative Commons Attribution 4.0 라이센스](https://creativecommons.org/licenses/by/4.0/)이며 [여기](https://github.com/googlecreativelab/quickdraw-dataset)에서 다운로드할 수 있습니다) 스타일의 스케치를 만듭니다." ] }, { "cell_type": "markdown", "metadata": { "id": "Gxt-hIUMu2hq" }, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/rickiepark/dl-illustrated/blob/master/notebooks/12-1.generative_adversarial_network.ipynb)" ] }, { "cell_type": "markdown", "metadata": { "id": "hVdMShyIu2hq" }, "source": [ "_이 노트북에서 효과적으로 훈련을 수행하려면 GPU를 사용하는 것이 좋습니다. 대부분 독자들의 컴퓨터에 있는 GPU는 텐서플로 계산에 사용할 수 없지만 (즉 CUDA와 cuDNN이 설치된 Nvidia GPU가 없겠지만) [코랩(Colab)](https://colab.research.google.com/)에서 무료로 사용할 수 있습니다._" ] }, { "cell_type": "markdown", "metadata": { "id": "lpGbUUgLu2hq" }, "source": [ "#### 라이브러리 적재" ] }, { "cell_type": "code", "metadata": { "id": "600FSjRZu2hr" }, "source": [ "# 데이터 입력과 출력을 위해\n", "import numpy as np\n", "import os\n", "\n", "# 딥러닝 모델을 위해\n", "from tensorflow import keras\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Input, Dense, Conv2D, Dropout\n", "from tensorflow.keras.layers import BatchNormalization, Flatten\n", "from tensorflow.keras.layers import Activation\n", "from tensorflow.keras.layers import Reshape # new! \n", "from tensorflow.keras.layers import Conv2DTranspose, UpSampling2D # new! \n", "from tensorflow.keras.optimizers import RMSprop # new! \n", "\n", "# 출력을 위해 \n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "%matplotlib inline" ], "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Seikv6BPu2hr" }, "source": [ "#### 데이터 적재\n", "넘파이 비트맵 파일은 [여기](https://console.cloud.google.com/storage/browser/quickdraw_dataset/full/numpy_bitmap)에서 다운로드할 수 있습니다. *apple*을 사용할 필요는 없습니다. 원하는 카테고리를 다운로드해도 됩니다. :)" ] }, { "cell_type": "markdown", "metadata": { "id": "M4bjiBfMu2hr" }, "source": [ "_역주: 편의를 위해 원드라이브에서 `apple.npy` 파일을 직접 다운로드합니다._" ] }, { "cell_type": "code", "metadata": { "id": "4THFlLEbu2hr", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8e4b9284-024d-4f23-b3bf-69d2271d3f0f" }, "source": [ "!rm -rf ../quickdraw_data\n", "!mkdir ../quickdraw_data\n", "!wget https://bit.ly/3aJPabM -O ../quickdraw_data/apple.npy" ], "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2022-12-07 06:45:56-- https://bit.ly/3aJPabM\n", "Resolving bit.ly (bit.ly)... 67.199.248.11, 67.199.248.10\n", "Connecting to bit.ly (bit.ly)|67.199.248.11|:443... connected.\n", "HTTP request sent, awaiting response... 301 Moved Permanently\n", "Location: https://onedrive.live.com/download?cid=822579D69D2DC3B5&resid=822579D69D2DC3B5!597857&authkey=AKfTYv02Wl168U0 [following]\n", "--2022-12-07 06:45:56-- https://onedrive.live.com/download?cid=822579D69D2DC3B5&resid=822579D69D2DC3B5!597857&authkey=AKfTYv02Wl168U0\n", "Resolving onedrive.live.com (onedrive.live.com)... 13.107.42.13\n", "Connecting to onedrive.live.com (onedrive.live.com)|13.107.42.13|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://bvt0ow.bl.files.1drv.com/y4msfxsnVbMpN3WSCRedVFhSHO5bGA0Pp0BdBd4_m63fhcZrFzRnfC61Hh95DX1cYrdSi52-_Yn3awwzebHTHP2FZpQUrLeQ7-rhjTrM2NGXL5vUngsxEVoFsG2ERa-1pWEmfthe0SznY6bw3VwJOxU5QG7TEpNE9Pl5eJDQcnj1IorlX2NpGc_DJVAKfGZMGtDQAsqcLLSYghyDxNFgZPWZg/full_numpy_bitmap_apple.npy?download&psid=1 [following]\n", "--2022-12-07 06:45:57-- https://bvt0ow.bl.files.1drv.com/y4msfxsnVbMpN3WSCRedVFhSHO5bGA0Pp0BdBd4_m63fhcZrFzRnfC61Hh95DX1cYrdSi52-_Yn3awwzebHTHP2FZpQUrLeQ7-rhjTrM2NGXL5vUngsxEVoFsG2ERa-1pWEmfthe0SznY6bw3VwJOxU5QG7TEpNE9Pl5eJDQcnj1IorlX2NpGc_DJVAKfGZMGtDQAsqcLLSYghyDxNFgZPWZg/full_numpy_bitmap_apple.npy?download&psid=1\n", "Resolving bvt0ow.bl.files.1drv.com (bvt0ow.bl.files.1drv.com)... 13.107.42.12\n", "Connecting to bvt0ow.bl.files.1drv.com (bvt0ow.bl.files.1drv.com)|13.107.42.12|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 113462128 (108M) [application/octet-stream]\n", "Saving to: ‘../quickdraw_data/apple.npy’\n", "\n", "../quickdraw_data/a 100%[===================>] 108.21M 4.66MB/s in 24s \n", "\n", "2022-12-07 06:46:22 (4.60 MB/s) - ‘../quickdraw_data/apple.npy’ saved [113462128/113462128]\n", "\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "auDdOKhVu2hs" }, "source": [ "input_images = \"../quickdraw_data/apple.npy\"" ], "execution_count": 3, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Jsn-k42Wu2hs" }, "source": [ "data = np.load(input_images) # 넘파이 .npy 포맷의 (친숙한) 28x28 흑백 비트맵. 이미지는 중앙에 맞춰져 있습니다." ], "execution_count": 4, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "DV0OfuGuu2ht", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "df45cb26-608c-4e6c-b152-0ed19c3bb2d1" }, "source": [ "data.shape" ], "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(144722, 784)" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "metadata": { "id": "o2VcAB3su2ht", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "fe0dad61-bcc4-4bd6-a750-746ad0fea86f" }, "source": [ "data[4242]" ], "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 36, 79, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 134, 238, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 119, 254, 4, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 101, 255, 21, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 82, 255, 39,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64,\n", " 255, 57, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 46, 255, 76, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 28, 255, 94, 0, 2, 24, 44, 9, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8,\n", " 67, 135, 203, 253, 255, 255, 255, 245, 238, 253, 255, 255, 234,\n", " 127, 19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 53,\n", " 185, 246, 255, 246, 185, 127, 119, 120, 251, 197, 136, 124, 98,\n", " 84, 169, 252, 213, 8, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 47, 239, 222, 135, 67, 8, 0, 0, 0, 0, 201, 112, 0,\n", " 0, 0, 0, 0, 78, 255, 65, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 197, 223, 25, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 24, 255, 100, 0, 0, 0, 0,\n", " 0, 0, 0, 11, 250, 123, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 1, 244, 134, 0, 0,\n", " 0, 0, 0, 0, 0, 54, 255, 71, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 12, 2, 0, 0, 211, 169,\n", " 0, 0, 0, 0, 0, 0, 0, 58, 255, 137, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 1, 229, 125, 0, 0,\n", " 176, 203, 0, 0, 0, 0, 0, 0, 0, 58, 255, 213, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 33, 255, 199,\n", " 0, 0, 142, 237, 0, 0, 0, 0, 0, 0, 0, 51, 255,\n", " 229, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94,\n", " 255, 251, 15, 0, 108, 255, 17, 0, 0, 0, 0, 0, 0,\n", " 29, 255, 244, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 197, 238, 255, 78, 0, 80, 255, 47, 0, 0, 0, 0,\n", " 0, 0, 6, 248, 255, 5, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 48, 255, 107, 236, 178, 0, 138, 246, 12, 0, 0,\n", " 0, 0, 0, 0, 0, 194, 255, 28, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 154, 241, 12, 105, 255, 89, 223, 173, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 130, 255, 80, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 16, 244, 147, 0, 1, 192, 248, 255,\n", " 88, 0, 0, 0, 0, 0, 0, 0, 0, 31, 243, 151, 0,\n", " 0, 0, 0, 0, 0, 0, 35, 204, 251, 41, 0, 0, 21,\n", " 162, 176, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 143,\n", " 249, 39, 0, 0, 0, 0, 0, 88, 241, 232, 68, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 21, 230, 232, 65, 19, 23, 111, 212, 255, 188, 24, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 33, 216, 255, 255, 255, 254, 192, 90, 2,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 16, 81, 105, 109, 35, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0], dtype=uint8)" ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "metadata": { "id": "tfY0iIIKu2ht", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ad585e32-b377-464f-fcf8-a76015f31413" }, "source": [ "data = data/255\n", "data = np.reshape(data,(data.shape[0],28,28,1)) # 컬러 채널을 위해 4차원으로 바꿉니다.\n", "img_w,img_h = data.shape[1:3]\n", "data.shape" ], "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(144722, 28, 28, 1)" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "metadata": { "id": "S2JPKPSSu2ht", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "3121e7c8-1a1b-45e7-a5db-36701f94cb44" }, "source": [ "data[4242]" ], "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.14117647],\n", " [0.30980392],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.5254902 ],\n", " [0.93333333],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.46666667],\n", " [0.99607843],\n", " [0.01568627],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.39607843],\n", " [1. ],\n", " [0.08235294],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.32156863],\n", " [1. ],\n", " [0.15294118],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.25098039],\n", " [1. ],\n", " [0.22352941],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.18039216],\n", " [1. ],\n", " [0.29803922],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.10980392],\n", " [1. ],\n", " [0.36862745],\n", " [0. ],\n", " [0.00784314],\n", " [0.09411765],\n", " [0.17254902],\n", " [0.03529412],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.03137255],\n", " [0.2627451 ],\n", " [0.52941176],\n", " [0.79607843],\n", " [0.99215686],\n", " [1. ],\n", " [1. ],\n", " [1. ],\n", " [0.96078431],\n", " [0.93333333],\n", " [0.99215686],\n", " [1. ],\n", " [1. ],\n", " [0.91764706],\n", " [0.49803922],\n", " [0.0745098 ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.20784314],\n", " [0.7254902 ],\n", " [0.96470588],\n", " [1. ],\n", " [0.96470588],\n", " [0.7254902 ],\n", " [0.49803922],\n", " [0.46666667],\n", " [0.47058824],\n", " [0.98431373],\n", " [0.77254902],\n", " [0.53333333],\n", " [0.48627451],\n", " [0.38431373],\n", " [0.32941176],\n", " [0.6627451 ],\n", " [0.98823529],\n", " [0.83529412],\n", " [0.03137255],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.18431373],\n", " [0.9372549 ],\n", " [0.87058824],\n", " [0.52941176],\n", " [0.2627451 ],\n", " [0.03137255],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.78823529],\n", " [0.43921569],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.30588235],\n", " [1. ],\n", " [0.25490196],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.77254902],\n", " [0.8745098 ],\n", " [0.09803922],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.09411765],\n", " [1. ],\n", " [0.39215686],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0.04313725],\n", " [0.98039216],\n", " [0.48235294],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.00392157],\n", " [0.95686275],\n", " [0.5254902 ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0.21176471],\n", " [1. ],\n", " [0.27843137],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.04705882],\n", " [0.00784314],\n", " [0. ],\n", " [0. ],\n", " [0.82745098],\n", " [0.6627451 ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0.22745098],\n", " [1. ],\n", " [0.5372549 ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.00392157],\n", " [0.89803922],\n", " [0.49019608],\n", " [0. ],\n", " [0. ],\n", " [0.69019608],\n", " [0.79607843],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0.22745098],\n", " [1. ],\n", " [0.83529412],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.12941176],\n", " [1. ],\n", " [0.78039216],\n", " [0. ],\n", " [0. ],\n", " [0.55686275],\n", " [0.92941176],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0.2 ],\n", " [1. ],\n", " [0.89803922],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.36862745],\n", " [1. ],\n", " [0.98431373],\n", " [0.05882353],\n", " [0. ],\n", " [0.42352941],\n", " [1. ],\n", " [0.06666667],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0.11372549],\n", " [1. ],\n", " [0.95686275],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.77254902],\n", " [0.93333333],\n", " [1. ],\n", " [0.30588235],\n", " [0. ],\n", " [0.31372549],\n", " [1. ],\n", " [0.18431373],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0.02352941],\n", " [0.97254902],\n", " [1. ],\n", " [0.01960784],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.18823529],\n", " [1. ],\n", " [0.41960784],\n", " [0.9254902 ],\n", " [0.69803922],\n", " [0. ],\n", " [0.54117647],\n", " [0.96470588],\n", " [0.04705882],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.76078431],\n", " [1. ],\n", " [0.10980392],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.60392157],\n", " [0.94509804],\n", " [0.04705882],\n", " [0.41176471],\n", " [1. ],\n", " [0.34901961],\n", " [0.8745098 ],\n", " [0.67843137],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.50980392],\n", " [1. ],\n", " [0.31372549],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.0627451 ],\n", " [0.95686275],\n", " [0.57647059],\n", " [0. ],\n", " [0.00392157],\n", " [0.75294118],\n", " [0.97254902],\n", " [1. ],\n", " [0.34509804],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.12156863],\n", " [0.95294118],\n", " [0.59215686],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.1372549 ],\n", " [0.8 ],\n", " [0.98431373],\n", " [0.16078431],\n", " [0. ],\n", " [0. ],\n", " [0.08235294],\n", " [0.63529412],\n", " [0.69019608],\n", " [0.02745098],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.56078431],\n", " [0.97647059],\n", " [0.15294118],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.34509804],\n", " [0.94509804],\n", " [0.90980392],\n", " [0.26666667],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.08235294],\n", " [0.90196078],\n", " [0.90980392],\n", " [0.25490196],\n", " [0.0745098 ],\n", " [0.09019608],\n", " [0.43529412],\n", " [0.83137255],\n", " [1. ],\n", " [0.7372549 ],\n", " [0.09411765],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.12941176],\n", " [0.84705882],\n", " [1. ],\n", " [1. ],\n", " [1. ],\n", " [0.99607843],\n", " [0.75294118],\n", " [0.35294118],\n", " [0.00784314],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0.0627451 ],\n", " [0.31764706],\n", " [0.41176471],\n", " [0.42745098],\n", " [0.1372549 ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]],\n", "\n", " [[0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ],\n", " [0. ]]])" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "metadata": { "id": "G9UWeYfTu2hu", "colab": { "base_uri": "https://localhost:8080/", "height": 283 }, "outputId": "6a6bc17b-b9cf-4cf8-8632-7f71e713f168" }, "source": [ "plt.imshow(data[4242,:,:,0], cmap='Greys')" ], "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 9 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "qy2_jQ18u2hu" }, "source": [ "#### 판별자 만들기" ] }, { "cell_type": "code", "metadata": { "id": "sBeySR0-u2hu" }, "source": [ "def build_discriminator(depth=64, p=0.4):\n", "\n", " # 입력\n", " image = Input((img_w,img_h,1))\n", " \n", " # 합성곱 층\n", " conv1 = Conv2D(depth*1, 5, strides=2, \n", " padding='same', activation='relu')(image)\n", " conv1 = Dropout(p)(conv1)\n", " \n", " conv2 = Conv2D(depth*2, 5, strides=2, \n", " padding='same', activation='relu')(conv1)\n", " conv2 = Dropout(p)(conv2)\n", " \n", " conv3 = Conv2D(depth*4, 5, strides=2, \n", " padding='same', activation='relu')(conv2)\n", " conv3 = Dropout(p)(conv3)\n", " \n", " conv4 = Conv2D(depth*8, 5, strides=1, \n", " padding='same', activation='relu')(conv3)\n", " conv4 = Flatten()(Dropout(p)(conv4))\n", " \n", " # 출력층\n", " prediction = Dense(1, activation='sigmoid')(conv4)\n", " \n", " # 모델 생성\n", " model = Model(inputs=image, outputs=prediction)\n", " \n", " return model" ], "execution_count": 10, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "uH28-QOCu2hu" }, "source": [ "discriminator = build_discriminator()" ], "execution_count": 11, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "WFPuJ9r5u2hu", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "dad797b0-2cc5-4640-a52c-a1126dfe7c77" }, "source": [ "discriminator.summary()" ], "execution_count": 12, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_1 (InputLayer) [(None, 28, 28, 1)] 0 \n", " \n", " conv2d (Conv2D) (None, 14, 14, 64) 1664 \n", " \n", " dropout (Dropout) (None, 14, 14, 64) 0 \n", " \n", " conv2d_1 (Conv2D) (None, 7, 7, 128) 204928 \n", " \n", " dropout_1 (Dropout) (None, 7, 7, 128) 0 \n", " \n", " conv2d_2 (Conv2D) (None, 4, 4, 256) 819456 \n", " \n", " dropout_2 (Dropout) (None, 4, 4, 256) 0 \n", " \n", " conv2d_3 (Conv2D) (None, 4, 4, 512) 3277312 \n", " \n", " dropout_3 (Dropout) (None, 4, 4, 512) 0 \n", " \n", " flatten (Flatten) (None, 8192) 0 \n", " \n", " dense (Dense) (None, 1) 8193 \n", " \n", "=================================================================\n", "Total params: 4,311,553\n", "Trainable params: 4,311,553\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "RUL0D9fvu2hu", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "29e2089b-ffb8-4dd7-c64f-6599372e8967" }, "source": [ "discriminator.compile(loss='binary_crossentropy', \n", " optimizer=RMSprop(lr=0.0008, \n", " decay=6e-8, \n", " clipvalue=1.0), \n", " metrics=['accuracy'])" ], "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.8/dist-packages/keras/optimizers/optimizer_v2/rmsprop.py:135: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.\n", " super(RMSprop, self).__init__(name, **kwargs)\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "mba0sUFHu2hv" }, "source": [ "#### 생성자 만들기" ] }, { "cell_type": "code", "metadata": { "id": "GwBzm7c9u2hv" }, "source": [ "z_dimensions = 32" ], "execution_count": 14, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "O7H5OusXu2hv" }, "source": [ "def build_generator(latent_dim=z_dimensions, \n", " depth=64, p=0.4):\n", " \n", " # 입력\n", " noise = Input((latent_dim,))\n", " \n", " # 첫 번째 은닉층\n", " dense1 = Dense(7*7*depth)(noise)\n", " dense1 = BatchNormalization(momentum=0.9)(dense1) # default momentum for moving average is 0.99\n", " dense1 = Activation(activation='relu')(dense1)\n", " dense1 = Reshape((7,7,depth))(dense1)\n", " dense1 = Dropout(p)(dense1)\n", " \n", " # 전치합성곱 층\n", " conv1 = UpSampling2D()(dense1)\n", " conv1 = Conv2DTranspose(int(depth/2), \n", " kernel_size=5, padding='same', \n", " activation=None,)(conv1)\n", " conv1 = BatchNormalization(momentum=0.9)(conv1)\n", " conv1 = Activation(activation='relu')(conv1)\n", " \n", " conv2 = UpSampling2D()(conv1)\n", " conv2 = Conv2DTranspose(int(depth/4), \n", " kernel_size=5, padding='same', \n", " activation=None,)(conv2)\n", " conv2 = BatchNormalization(momentum=0.9)(conv2)\n", " conv2 = Activation(activation='relu')(conv2)\n", " \n", " conv3 = Conv2DTranspose(int(depth/8), \n", " kernel_size=5, padding='same', \n", " activation=None,)(conv2)\n", " conv3 = BatchNormalization(momentum=0.9)(conv3)\n", " conv3 = Activation(activation='relu')(conv3)\n", "\n", " # 출력층\n", " image = Conv2D(1, kernel_size=5, padding='same', \n", " activation='sigmoid')(conv3)\n", "\n", " # 모델 생성\n", " model = Model(inputs=noise, outputs=image)\n", " \n", " return model" ], "execution_count": 15, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "vX9CUFOzu2hv" }, "source": [ "generator = build_generator()" ], "execution_count": 16, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "L-ebq3vbu2hv", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ccf2b1e8-6b27-4af5-a48d-efbe367e889b" }, "source": [ "generator.summary()" ], "execution_count": 17, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model_1\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_2 (InputLayer) [(None, 32)] 0 \n", " \n", " dense_1 (Dense) (None, 3136) 103488 \n", " \n", " batch_normalization (BatchN (None, 3136) 12544 \n", " ormalization) \n", " \n", " activation (Activation) (None, 3136) 0 \n", " \n", " reshape (Reshape) (None, 7, 7, 64) 0 \n", " \n", " dropout_4 (Dropout) (None, 7, 7, 64) 0 \n", " \n", " up_sampling2d (UpSampling2D (None, 14, 14, 64) 0 \n", " ) \n", " \n", " conv2d_transpose (Conv2DTra (None, 14, 14, 32) 51232 \n", " nspose) \n", " \n", " batch_normalization_1 (Batc (None, 14, 14, 32) 128 \n", " hNormalization) \n", " \n", " activation_1 (Activation) (None, 14, 14, 32) 0 \n", " \n", " up_sampling2d_1 (UpSampling (None, 28, 28, 32) 0 \n", " 2D) \n", " \n", " conv2d_transpose_1 (Conv2DT (None, 28, 28, 16) 12816 \n", " ranspose) \n", " \n", " batch_normalization_2 (Batc (None, 28, 28, 16) 64 \n", " hNormalization) \n", " \n", " activation_2 (Activation) (None, 28, 28, 16) 0 \n", " \n", " conv2d_transpose_2 (Conv2DT (None, 28, 28, 8) 3208 \n", " ranspose) \n", " \n", " batch_normalization_3 (Batc (None, 28, 28, 8) 32 \n", " hNormalization) \n", " \n", " activation_3 (Activation) (None, 28, 28, 8) 0 \n", " \n", " conv2d_4 (Conv2D) (None, 28, 28, 1) 201 \n", " \n", "=================================================================\n", "Total params: 183,713\n", "Trainable params: 177,329\n", "Non-trainable params: 6,384\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "bSvBVkXNu2hv" }, "source": [ "#### GAN 만들기" ] }, { "cell_type": "code", "metadata": { "id": "iYA1-uCCu2hw" }, "source": [ "z = Input(shape=(z_dimensions,))\n", "img = generator(z)" ], "execution_count": 18, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Rb4qorQqu2hw" }, "source": [ "discriminator.trainable = False" ], "execution_count": 19, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "21r5ALFdu2hw" }, "source": [ "pred = discriminator(img)" ], "execution_count": 20, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "WQ7iBKaSu2hw" }, "source": [ "adversarial_model = Model(z, pred)" ], "execution_count": 21, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "MSBuVwcau2hw" }, "source": [ "adversarial_model.compile(loss='binary_crossentropy', \n", " optimizer=RMSprop(lr=0.0004, \n", " decay=3e-8, \n", " clipvalue=1.0), \n", " metrics=['accuracy'])" ], "execution_count": 22, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "480uf3K3u2hw" }, "source": [ "#### 훈련!" ] }, { "cell_type": "code", "metadata": { "id": "xkSJpaTBu2hw" }, "source": [ "def train(epochs=2000, batch=128, z_dim=z_dimensions):\n", " \n", " d_metrics = []\n", " a_metrics = []\n", " \n", " running_d_loss = 0\n", " running_d_acc = 0\n", " running_a_loss = 0\n", " running_a_acc = 0\n", " \n", " for i in range(epochs):\n", " \n", " # 진짜 이미지 샘플링 \n", " real_imgs = np.reshape(\n", " data[np.random.choice(data.shape[0],\n", " batch,\n", " replace=False)],\n", " (batch,28,28,1))\n", " \n", " # 가짜 이미지 생성\n", " fake_imgs = generator.predict(\n", " np.random.uniform(-1.0, 1.0, \n", " size=[batch, z_dim]))\n", " \n", " # 판별자에게 전달하기 위해 이미지를 합치기\n", " x = np.concatenate((real_imgs,fake_imgs))\n", " \n", " # 판별자에게 전달하기 위해 y 레이블 설정하기\n", " y = np.ones([2*batch,1])\n", " y[batch:,:] = 0\n", " \n", " # 판별자 훈련\n", " d_metrics.append(\n", " discriminator.train_on_batch(x,y)\n", " )\n", " running_d_loss += d_metrics[-1][0]\n", " running_d_acc += d_metrics[-1][1]\n", " \n", " # GAN 신경망의 잡음 입력과 진짜 레이블 y\n", " noise = np.random.uniform(-1.0, 1.0, \n", " size=[batch, z_dim])\n", " y = np.ones([batch,1])\n", " \n", " # GAN 훈련\n", " a_metrics.append(\n", " adversarial_model.train_on_batch(noise,y)\n", " ) \n", " running_a_loss += a_metrics[-1][0]\n", " running_a_acc += a_metrics[-1][1]\n", " \n", " # 훈련 과정과 생성한 가짜 이미지를 출력합니다.\n", " if (i+1)%100 == 0:\n", "\n", " print('에포크 #{}'.format(i))\n", " log_mesg = \"%d: [D 손실: %f, acc: %f]\" % \\\n", " (i, running_d_loss/i, running_d_acc/i)\n", " log_mesg = \"%s [A 손실: %f, acc: %f]\" % \\\n", " (log_mesg, running_a_loss/i, running_a_acc/i)\n", " print(log_mesg)\n", "\n", " noise = np.random.uniform(-1.0, 1.0, \n", " size=[16, z_dim])\n", " gen_imgs = generator.predict(noise)\n", "\n", " plt.figure(figsize=(5,5))\n", "\n", " for k in range(gen_imgs.shape[0]):\n", " plt.subplot(4, 4, k+1)\n", " plt.imshow(gen_imgs[k, :, :, 0], \n", " cmap='gray')\n", " plt.axis('off')\n", " \n", " plt.tight_layout()\n", " plt.show()\n", " \n", " return a_metrics, d_metrics" ], "execution_count": 23, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "OYSsKJfeu2hx", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "ec934f81-4056-4b2e-a432-83e5772da2f9" }, "source": [ "a_metrics_complete, d_metrics_complete = train()" ], "execution_count": 24, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 7s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 9ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "에포크 #99\n", "99: [D 손실: 0.379231, acc: 0.933988] [A 손실: 2.888763, acc: 0.385969]\n", "1/1 [==============================] - 0s 200ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV8AAAFgCAYAAAAcmXr5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOx9SY9kx3X1yXkeau5qdnWzSUotmaJBG5YtwF7YWhleeG1455/njQ14YXghE5Y2BizREkmLaoqkuptdc1ZVzmPl8C0KJ+q8W/FevqxqffyMry6QyMyX+eJF3Lhx7hA3IhKLxQL3dE/3dE/39H+Xkt92Be7pnu7pnv5/pHvwvad7uqd7+hboHnzv6Z7u6Z6+BboH33u6p3u6p2+B7sH3nu7pnu7pW6B01I9/8zd/swCAwWCAVquFy8tL9Pt99Pt9LBYLJBIJAMBiscBsNgtcA4BkMolEIoFEIoFkMuleqVTK/ZZOp5FKpVAoFJDP5115LIv/BYB0+qq60+kU8/kc8/kck8kE0+kUs9kM4/EY0+k00IbZbObqNpvNMJ/PA/VdLBbu2nw+x2w2c3Ww7WDdWW++qtUqSqUSAOAXv/hFAjHo7/7u7xYA0Ol00Gw2cXl5iW63i16v59qaTCaxWCxweXkZqCMA9x1AgMe8T1+8BgCXl5eYTqc3eKA8J/Ez25tIJNwzWRfW4/Ly0vFO5YKk9/GddQaAXC6HQqGAVCrlykmlUqjX6463P/3pT2Px9q//+q8XANBut3F2dobpdIrRaITxeOyem0gkXH8rH7Xt+gq7xvb72mevqRxRdij7yWQS+Xwe+Xze8UBlnHJM2Ve51j7lPdqeVCrlZIDPzWQyqNfrqFQqAICPPvooFm///u//fgEAvV4PzWYTk8kEnU4HnU4HAJDJZNyYzefzbszquEmlUq68xWKB6XSKwWCA6XSK6XSKyWQSkG/eT3nOZrNIJpOYz+duvGtfknez2SwwdrQf2BepVMrxp1wuu/qxjoPBAKPRyJU7m80CYyuTySCfz7v6LBYLpNNpVCoVJ7f/9m//5uVtLMt3lXQ034C7bVn2Hr2XAqb/+d+WNvdt1DfsmcvqclsZWPb7/0t99v9SXSy9ibr9vtsXp/w4ff9/ox/CFKa+W4yx9btr/SMt39FoBACYTCbOqqSVaYHQairgWtPr50QigcvLyxvW8Hg8Ri6XC9zP/6ilQQ2jL2okn5bTuulvvpfPiqGFRKuP19RSHg6HKwsMLQVau7TOJpOJswb4HFo7rBPfrcWWSCTcfT7tDlx7DWE8sPzXfrCk9/nqqP/z3WctSdaXv6dSKQyHw4BFGodoqdArolVu5Vb73LY7zNq1v/l4px5KmDzRakulUpjP50ilUri8vHRjQ+/VMaden16zlq/yjG1UuZ3P5xiNRt5+jaLBYODeh8MhxuMxRqMRLi8vA21MJpOYTqeBMQ7AWd9K1oMNs1bJ+8lkcoP31oPlO/liMYH8oSXL/9HD43iZTCa4vLx0lq+VW/Ke7ZvP564M8iSMIsF3OBw6Ro9GI0ynUwfCFqyWCbG9bj8rWCijff+1n9loBRaf8CuFWdM+ANHBxncVqvl87ngVl87PzwFch3Tobo3H40C9tS1RRKHQOvOlYR5fH2m7fWVZss+x7q7PqrB1teVRiBV4WO/JZLISSHS7XQBBuVXX3NbPV0cf+KoxEcUfHaha9mw2u3Ef+4cueTabDcgXAO84s+DLz2FGEHlLRcxnTiaT2HwFro2Gfr+Pdrt9w2hQg8D3YuhO/6N9wtCKlSnyNSws5mu38o6fwyiZTDpFb3kfZlTwPoKttnE0Gt1QMpYif2U8hVaDxkzDtI5SHPAlqTaiYIQJuM8KYcdZ7RdFYRaatVT03f7O565qnVFREBQ4gKKs0jDl4xMu5Q+BTMnyzme98X/2NwtMWobWI4z/tj1qEdrnT6dTZDKZWAqIxJixWolhPF0mI1o/H899/R6nfOWB8kIHfyqVCq2zbVeUsaExYH0R6FYhWnMqs775E+WNek5sk9ZH+Wk91ah2+e4P47P9j2/saz+zvmHjwn73KellMhsr7DAajTAajZxLwA6LYzWwEfaatcLCtJbvNzuR53NBwpgeBpJhlpoFXvt/WiCrgi8tDh/4stwwZWDr6eOdXlMhUOvNKrko3sUBKU4Q+hSWryzbHvJRBZoytwrRe6DLGKbYotrlAxCSz8PQ+6KeEXXNhu+i+toC8TLAtyBGV39VuWXYod/vO69CPU4b2gEQwABa+LZuFmzD2qvXoowze7/Ww8ejMJAN46kPU+z7GwHf8XiM8XgcsICjKs4K2PCBuh1hA96n4S3T1Y0Grgd9HPCN6rgwQAsTZrbHJzTLiHEkxvmsBRE2iMLq7OO/XiewKc/IxzDLJQosLS0bxMuUmoKvksbT4pLOVZC3NpMlymiwfc+6qnfmMzB8A9YHzJYPLIfKJizsZsuJayHqM/h7Mpl08eVVANjGfK0hFgagOv4JvnachymRsPHs8/T0e5gSCKufj2e+8aBkM0tUrq23aSk6KCEP8DHAV2ELqtatstejAC/smVH3KYVZXj5Xz/f/OLQKUCoRCOJYLZasdRh2j087235ThegD2zAg9lmCPitRnxnVNp+sALiVYvMN2mV8XTZwffX0/dfH86g6xrGafWEefo5SiPZ+O34IeqtQnLi+77t9th3Htm32mi17WX/6gNcqcV/7feWGYciyZy6r49KY72JxHUv1ZQPYBylzbbA7SmCs4IUNHBUaa/kqUzRe5tNeqp10djIOqPvabL2BZRQVTydZSyyRSAS0KduwzPLh9TDXmbmKAAL5sFHKD/BPktrMECszvrr46sr/2z6JQzakEyf+r7zVQalyFjbwfUpHw2HLAE7bSznQcUL+Wv5H1dHW1/7O+YZVeat5tb42hD3fZmbY35Vf+s52a0guTL4tBqj3kE6nkcvlnHfB8jSMaq1YW0dSlHLgf+PIXCT4qnXmG0RRFeR3K5g2/qP/VcHwMdpqSQ52S/pMZagPgNkxfK4vZuUjbZsKf1zSGJkNOWgbbLushbCsT3zX7XNSqZQTTM0a8fHMB8AKvtbDCZMJHxj7wCVufyipYlNZiuojbYOGP8Ks4CggZllxSO/XetqJKRtaU2NGjZqo59j/rGow6D12XIUZS3y2Ggk2tg9cK3Id92rAWZn1PcO2lf9l+VycoROFyoMoHNOy+DlsPGqboygSfH0DL6rB9jfLJAsWlplhzwm7BlynemQyGZRKJWQyGeRyObe65OLiAq1WC7PZLJCPyIFWKpVQr9ddDIyriQaDgbMAwwAgqv1xKI67aPln052WCb4tS//DcEOpVMLGxgaSySR6vZ7LO+71ehgOhw6Qoywp1i2ZTDogVwtgPB67dKQwgbfCG6ZcV+FrmHVi/6+8VaDjQLV1tfWPqoeNNcaVFfLAB7AKvnEozJpbVW5V9jh3Q1BbLBY3Yuzz+VUOM1e+lctllEolJBIJx1tNfctkMi7djh4pADe5NxqN0G633RyUpg/6ZIV9SlxIp9OBSdiwDKmovragG2ZQLKNYMV8WFgaQUVaWr+JR1p3+NwrseT87a319Hd/73vewtraGBw8e4Dvf+Q6SySQ+/vhjfPzxxxgMBjg9PUW73Q4sud3d3cV3vvMd5PN5TCYTTCYTjEYjvHr1Co1GA9PpNDCx4KM4LsZtyFrUFHgLEpyUUqvV8kt5yt+ZV7q7u4s//MM/RKFQQLPZRKvVwnA4xIsXL3B2duaWldusA5105ADLZrOo1WrIZrOBZ5+dneH8/DywBDSMomQtDmlCv7VMWG9rHalMcInpfH6Vv83lrnGUsK8uusCFVp8d6HYsWOtWJ6l1qXgUqTfhq/Nd5Jb9DQCVSsUtUx4MBm6is9fr4fLyEvl8HuVyGdlsFjs7O9je3gYAt0iDnlcqlcL6+jp2d3dRKBRQqVRQrVYxn8/RarUwGAzQaDTwy1/+EmdnZxiNRuh2uy4jRhd6kE8E9lKphM3NTQe+XK+gHjTDMDbrJIy3y7y8ZYoxFvjGtXjDOtrea2NavsrGFQpqyHw+j62tLWxvb+Ptt9/GH/zBHyCdTuP09BRfffUVkskkWq2WAy8OsHK5jK2tLRQKBQe+7GQKV5RbdxvrYVl7LPAoSKiVpnFAjXtHkc/VKxQK2Nracp5DKpVyPGBSvQ8crCvIte7cp0P51uv1Am5l3Hre1ToLcwstIKsSoSel6VhhMhBlVNgQhK7/j9NuWz5wvb+Jb/Ioihf2v8vCFMtI25XL5VAulwOgx4UGs9nMzSlks1lUKhWsr68DuFoMMxqNkEqlkM/nkclksL29jSdPnqBQKGB9fR0bGxuYzWa4uLhAp9NBoVDAixcv3KKm0WgUCBVp23ScECMymYxTypeXl07eWYYvhBhmLMaVhzCKtcgiTGBua5nwHiuwUVZ12DVddZdKpZDNZpHP51EqlZDL5fDkyRN8+OGHaLVari3q0qytrWFrawvlctlpycFggFQqhbW1NXQ6Hbx8+RLdbveGRryL8Gpc0vIljEe0bDVdT11TDUlEERUgJ6ZYh2QyifX1daytrbk8ToYiaP1ZWSCY0urgMlla1aVSCYvFAoVCAYVCIWBdLONfXJfaEi1Ny49lk5IkKhG6xHHce+0rbZ9arBaUl4Gwegm6+s+mB95WHu8ivxx7wBUAckMolRObCkf5pazQWp3P506p0Gqm4cONgDY3N1Gv15HJZPDee++hXC7j9PQUl5eXgTUIrJuGvVjHVqsVUF6qLOIYgtYgsB7mqoZo7BVu2tGrhB6iSCsY5nr5nqGMZWdPp1Nks1kUi0VUKhVsbGygUCjggw8+wObmJs7Pz11HAdcLDB48eIC3334btVoNtVoN9Xodo9EI29vbODw8xMHBAbrdrosx6brzu5ACnx242nbli06EMc6mbmkcXrN87klBF4xAsbu7i62tLfT7fSQSCRSLRZyfn6Pdbrt4uF2mu1hcxXQp/FwOTNcxlUqh1+uh2+0G9lugu2fryD621+JSOp0OAJ+Pt/pM5Tfvz+fzjke+ybOo/tfJKF+uu8+S8sk2r1NhESQIvnbhyG1o1fs0p5ny2O/3XX110lLBl0aDyhsXb9EQSqfTbk0B5ZmhrHK57KzhyWSCRqOB3/72t2i32+h0Oi4ebNtFpcU6che5YrEYCJspH2xIwcczmzcf9f8wijXhtiqFuTpx77Huw7I6aoCfwEBAIiAPBgPnYvAZOqgo1HQ7c7lcwE1Rl9nH6NtaHau6gD4tbAd0XL6RZ7pyMZVKoVgsIpFIoFwuo1qtYjgcunhoWFqTpj1pTJU8z2QyzpoMSyu6raXrozDX0QfA1uuyg8qGL8LI9oX2iV0yzN9VwVowDntZ7+u2lu9tSPueL8qPTYfz1Zt7mAAIWME09AjO6XTahQFVSevYzOVygXRHK/f6WQ0nhpSijKgoL8XXv7fhfST4Eqg4YPhAa63Yytrlv4A/fUyF2iZBs8N0AklJLbjFYoF2u43PP/8cx8fHWCwWePLkCSqVCr788kt89dVXuLi4wNdff42joyNXRiKRcPuR5vN5FItFFAoFF2PinqXcy9jW4y5gQd7qpIqv/ba9fCdwaj1oPXCySC1UHxjx97OzM3zxxReo1Wpu0mM2m6Fer2Nvbw+JRAKVSgWdTiewos8nlLPZ1b7KbEuxWHSxvlqthlwu5zIf1B1V8LlNhoNtm75bnvqus96MP6oVnMvlbiyjjXq2KhTuE0ulzr16+/0+hsMhZrOZ8yiiQN9mTNjce9t2S2EGw228CuA6j14nqnQc65LuyWSCXq/nZJ7xWnpLmgbW6XTQbreRzWbxu9/9Duvr627CLJfLYTgc4vz8HMPhECcnJ5jP514Atu0kuGtWxmJxvfOdGmz2Pv7mwz3lr0+uInkZh9FhJrYl7QAFArVO+Vkbq//VsnyJ1ZapFECCL0H0ww8/RL/fx29/+1t8/PHHaLfb+Oqrrxz4spyTkxN88cUXgQwCtpHuE9Nc7uLehfGWwmPbFuaO8zv5AwRn9Rkrszu8+fjG55yfn+P58+col8vY2NjA06dP3WbbxWIRs9kM5XLZLcTQ2Jq1wGhhsL6lUsllQHBJarvdRjqddgrCytNtLQltn+9aFEhRJhU4gGvwTSQSGI/HK7uXTIHkZvHlchnT6RSnp6dIpVIOeNWj8AGvKiaV+2VhB99YvYvRYGOmBF8FNwIVZZAAl0gkMBqN0Gw2XVvYbuJAo9HAwcGBC/1wo3Ld5JzeKEMJFnyVFD/4LAK+5Yk1HLWMMK+G975xyzeOO6PCaK1YugeLxcLl2Krw+AYdgZgWVjqdduEEX7xVtRJdGk4AJJNJdLtd99Id8rVtPsHXUIMNN1j+vClS8Ndc06gJTxtyIO9yuRwqlQoWiwWGw6HL1/WVwwEymUzcf3XPCcbK1HrjfT7SyRXf1ophC22UD3cB4LABEuc+dY9JbLvKRFwQJrAw1lipVAInN6RSKTdhpPXks2y4wuYcR7UrjLd3VWy+MajjkO92nAHBbTUtqOnYo7FDHpH/9EwYP1Ze6SS0PlN5oX1sx7ymGnJv8cFg4IwwPa0lij/6vCiKPeGmzFQBYWM5EKmZ0uk09vb2sLe3h+l0iqOjI3fsCPP/fJTJZLC1tYVareZAdz6/yvPj7KZvcx/g2hW/uLjAF198gUKhgC+//BIvX77EcDhEr9e7ARgq0CRrbVjBIG9WYbSvriybZWiyuW56o4NT62iFjMeX5PN57O7u4t1330U6ncbnn3+O3/zmN26/YLvQZD6/3lj76OgIz58/DxwH02q1kM1mUa/X3Z6nBFa7BJ2u3Hw+d3sV5/N5l/9pFy3YcBV5uwrAWdIsHVViUcDD6/P53LWR+afFYtFlcRAYdGluWHiD7WLmx8OHD/HOO+9gOp1iY2MDFxcXaLfbmM/nLqVP+5JgwON4NLNH5SAOAFvw0WurkG5apJgQxgMf+PqMCsqi7uuczWaRyWQCbeQ8jh6XlU6nUSgUnBySR8viuip/mUwG1WoVuVwOGxsbePToEVKpFA4ODnB4eIjxeIxWq4V+vx/K31XlNBJ8rdtqC1fwZWPUNVhfX8fTp0+dFcVsA7rxygQSz+3a2dkJuC6JRAKtVivUlWY58/kcvV4PBwcHyOVyODo6QqPRcDvuW6b73FHV4ArEmjC/rGOXkW/gqkuVzWbdgA9LR7MCnkhcZScUi0U8evQIf/Inf4JsNovBYIBvvvnGgbkml7P/KLTNZhMHBwcuZS+bzaLf7yOdTqNYLAK43jNBMxa0Huyz0WiEwWDgyqZy9AGAxvyt5bsqSFhwj5tfzOddXl66CdpCoeCsoEwmEwARq0B9RBBPp9NYW1vD3t5eYNY9l8vh+PjYnb5BudMz3rLZLLLZrPNOlC9RHpG17PS328otFbfNgFJe2LItRmjc2oKvyqemnPF/5AeVUrVadePFeqmUNztBqe8K6qVSCYVCATs7O/jOd77jFgoxXDYYDNyubrZ9pFW8rUjw1SA/J3G0YFpGCoZczaKLHji4q9UqBoMBjo+P3Yoppp1QwJjwv7u7G7CGqtUqMpkMRqMRLi4ucH5+fsO1JfOHwyGazSay2ax3d/pVXDVtJ5ctJxIJtww3zgCMSzpQS6US8vm8OyUgbIabpJYbADfJVSwW8fjxY3z/+99Hv9/H/v5+gHc6eJhaxXxIWh4E0GQy6epFa63X6wUGIgfaYnGVfsZwT7/fD2xNelcLbBkfFYDY/0xB8+XIWl7yOmWyWCxibW3N8ZgWWqPRQKPRCF39ps/mYgQA2NnZQbFYRD6fx8XFhVvkMxgMsFgsXIoVlR5lgXFTq8zi7tOgvHnTFMZPPlffbbghqkx7vzWKgOtDQufzuVtGbFNDfcqCZTEnnUvtHzx44HhOWaf86tjRutnPyygSfKl1gJsLLRKJ6zQiBd/19XW89dZbKJfL+OCDD/Bnf/ZnSKVSzt29uLjA8+fPXRbB8fExptMpisUiSqUSyuUy3n//fezt7aFQKGBtbQ3ZbBYXFxc4PDxEr9fDz3/+c/ziF7/AcDhEt9t1s6e0Es/Pz/HFF18gnU67BRPqRrM9YWQFhCC0ubmJx48fI5VK4ZtvvsGrV68CrvdtSV1NxsnfeustrK+vu/xaKzRqedmY9Hw+R6lUwuPHj92iiQ8//BDn5+f4yU9+gk8//dS5Udx4nEJ6enrqFJZaG0y7W19fx4MHD5BKpfDy5Uu8fPnSpQ5p3WazGbrdLl6/fu1cZlrMNsYZJrC3tdDUctZYIetI4FQg1r7gK5lMolqtYnt7G+vr6/j+97+Per3uyh+Px/jJT36Cf//3f3dKxc5l0CrL5XKo1+vY3d1FLpfDO++8g2QyiUajgc3NTZydneHs7AyvX7/G5eWlA3xOfJbLZXQ6Hezv77s5jMViETjzz6eQbwt6YaRzEpZn+j2sT/jZZx1bUk9AvU/2p75rGeVy2VnR9LKtoqLnzXsqlQoePnyItbU1fP/738ePfvQjlMtlvPvuuzg+PnZjh3LsC51aI2QZxUo181m+mhNrLd9qtYpyuYz19XVsbW25jTISiQTOzs7Q6/VcChInd8rlMiqVilvuu7Ozg1KphAcPHqBYLKLZbKJcLqPb7eKbb75BoVBwcUUFHQDOeqNi0M5bNqDDLF8C0NraGjKZDBqNhuPJm7Ii+CzOkNfrdczn88DGJQAcMIRZjvP5VS4j18YzjnV2doZf/epXKBQKAK4Xmiioc2IOuA4fFAoFl6dLzySVSqHZbLoMCD3qni9NMVLrWgHv92GB+dxtBQ3GgqMUMOvHNtfrdbz99tvY2dlxADAej/Hpp5+6/QJ85Slg0HNS7zCXy+H09NS5uFSItMKo8CqVCjKZjAu9TSYTZ90tsxx9v9+W73Gs1LD7fBbisnpYBWL71IYDget4OQGWyla/W6LlW6lUsLa2hp2dHVQqFRdPLpVKWFtbc5N9TBMMq+cyfgAr5PnG0W4kDlqmFVHzU0jDXD5q8E6ng5OTE9TrdWf5ptNpVKtVpFIp1Go1VCoV5/7zXg5wWlearWDdbG1DWMwGuM4EYAyTm+wwLqWuzypktbW1bLkRyGKxcItEOOFi+UfFxw1wyEPmLycSCeTzeRQKBdRqNaytrSGdTqPVat1QXLpMUzeCabfbGI1GbqOTbDaLarWKt956ywE2LQp1iZnzq2GhMNB7E6EbtoFt4rMYRlFLShfn2HpQXvr9PjqdDmq1WiCDp1gsYjKZ4PHjx3j27Bm63S5OTk7cMnb2rZUN9ptuBqPAoKDBfREY5+TkH/nKvl22wU5UOGBVWmXVqz6fCk8zNzRcovfpfAstWIKbpldq/FfDD9xbhIYDc6kZV+cY0WdOJhO0220AV4fbXlxcOByhvHDBFp9jlUnc0A8pVp4vK+rLFLCfKfBcvHB6eopcLodqteoEVhPELc1mMzQaDQwGA+zs7DjLl25/uVzG5uYmNjY2kE6ncXFxcaMOmrSuE2NhkyTLFAk7fjAYoNvtIpPJ3Ji0WhWAdf8BK8Bcy/7o0SOk02mXI6sbnWsci20cj8dot9tIpVJuFzHez2XTm5ubePDgAXK5HE5OTgKWLwGcPGIYhyDB/S44kNgfjOdyQoiAovmdvnib5b8PqG5Dmu1AOchkMm7zF+bXajqdkra/2+26SWDG4qvVqlOMH3zwAc7OznBxcYGf//zn6PV6gb60ip19Zfc3oIJn6Em9BVrfnDdhmlWn03EhPZ+1pXV4U3FeXZ1mJ1rDQF77nUpQr6lshI0nzSPWXfwSievJSQIxPT7gWkkMh0N0Oh3neakRw3Y1Gg30ej1sbW3h8PDQedV8BrcuSCQSTsmqN20TEJbR0gm3KCvFp/l0Emw8Hru9YQnk3EaOA1P31SSDGcPt9XpuhlEnTPiZrq5PwEm+zl1lUGvcifXUjn/T7pvWk+EOhndsYri9h56Duvx0c3ldMyl8bpIFSQUigoZmOnAWXpdhW97xsz4jDj9uG/P1PUtdU93uMizWyLpzUpjpSwRqzodw4cRoNHLhNV89gGuvQuOU9pBPDc8A15awGg4a8tMxEMarNwW8vjat0j9UgrqCkAZS2ApSbVcY5ij2ANd7fAPXBiTHBLFIyybPqcSYlkr+qseu4UtfGGUVigRfplVo3pzVrHaypdlsYrG4mq29vLx01lcul0Mmk0G/33epNd1u18WwGFpgjIWLBA4ODlCpVFAqlVCr1QDATXQlEgm3ckg70AIwGeVbfRNHeLSTCUgEx9sKtnXf6C1QcI6OjpDP59Fqtdx1O3HkA0sO0levXuGjjz5CrVbD48ePsbe3h9FohOPj48Bepjpxwe9UctZyms1maLfbePHiBQqFgruX6YMqB2GDU+uqK5Ns3E4nE1cFYAKbBV/K2ObmJnK5nMs7t/vA8jPnFADg6OgIv/zlL9FoNPD06VMnz8xfpuWq9wNwoSAA+Oabb/DZZ58FYr/n5+d48eIFzs/P0el00Gg03JgCrhQFUydns6tN/ikrBHtaypZ3vw/yTZpZILP9xfGfzWbx7NkzfPe73wUAtNttF9Z59eoVut1uoP5cL8BrlBkaD8Vi0XkCNOSYyz4ej5HL5VzYcjKZYH193ck955q4X/NisXBbXL548QL/+Z//6TzuVOpqp8NXr16h0+m48IUCMRBcQBIHF2KBLzWzHey+XF1aXEzOf/XqVcC1ZSxYV61pZ9HE58TTp59+ikwmg42NDTx8+PBG6hNdMmsdqBYkk1iuBd5lg1s1q1qDugJpVQD2xc6UF1wGzVQzApQu+fZpf1pM+/v76PV6yOVy+N73vodnz55hPp+7nGcOcLWilEfWJWSbW60WXr58Gdi3lyu2lF++QWgtbOUh68DfffMMcYnga/NImbv81ltvYXNzE0dHRzg8PESn0/E+h2DHxRWffvop9vf3MR6Psbe3h1Kp5Aav3YNEwZeA+fr1a+ct1Go1lEolNJtNvHjxAs1mE71eDxcXF87Dms1mLoTEhRaFQsHxidcIRsv4ZT1A7ZNVeatkAdnKJJcKF4tFPHv2DD/+8Y+RTCZxcnKCdruNo6Mjl7KoC6iYfgpczz8QyLlnBmPxnC8qjjgAACAASURBVJMA4OK7zDCpVCqBcE+v18Pp6akLJWoolFk8nU7H8TWbzWI6neL8/Nx58lQEHJe3McKWLrIgE8PMfZ9lQ6EnE8LiijrzrR3I5yYSCZfCwyTnTCYT2JSFA1fDAGFuLWfsNd9T6xAHhAn6rPObcuf0GbRsCLysv9W0vrayXtPp1Ck5blayWCwCqTcsw97v62v9nfEy5Yl1+dQD8cmLddnYPv0e1sZl5AunaDjMPjcsXqpySyDOZrPodrtuG0MetcRJRh8Q0dBgHu90OnVhCx5XpdaznRPRnb0ICHTf5/M5ms1mQGEu48ubIFtWVD+pR8UsHhpBHM+ck2CYB4DLBgGuUyspX7r4hBOh3J5SFYSCua6I48v2MXAN3gxR6KSoNRrsvI8v7BRGscDX5+KGPYACSJDVyQAFVn4nkKnrS+ZqHh9XXxFoFQg5kUf3QQWXz2DKTq1Wc7PYBCgOJN/Mt7aTLiS3u1NAXJU4+ChQyj9mK9DCAeAGGttvc5Ztp9PimkwmODo6CiiNxWLhkvntPg20yG2Ihe3kRI/2l9Y9nU67kwroAjL+r4oECG52TkChjNgJ2VUAmLxVpTocDnFxceFcVbrz5IGdPNLnUmmdnp6i2+26dMp8Po/f/OY3ePnypZsQpWJnO3jvbDZDs9l0sshyuHNer9dzSo2DmPzlpCCzHebzOdbW1vD06VPXf0xR6/f7NzIIwoyEu4CxKkt9lq98Wr6lUgm7u7t49uyZSzOdTCYupHJ4eIh2u+2O76rX66jVagFg5yTobDZzp2IwDZSZCAyJXV5eotlsYjAYuPQ+AC6kmUqlXNgTCGb3ANcZDZzjUe+fhpxiIuPzxKZltLLlqxQmqAQUpnhY89xauqoZaaFad55Whrr6BKFcLucGkS8QTkDnrl2Xl5fI5XKYTCZIpVIYDoexLF8mbZPJd7F8Ne/UCjGfQwAuFotIp9MufS4s6G/ryoUt3EieQprNZgNxK+1ftRRsXQG4EINadrQ8aE2USiW3YQzdNNZHy7QWg1om5O+yPFYf0QrU2C+fzTguFRP/z9+UlC9UOsPhEEdHR/jqq6+QzWbx+vVrnJ6eOi9FgVyNkPl87nKe0+mrTcO59JunhtgwCT/rEnv2TblcxqNHj5DNZnFwcOByt9XTtPSmvbQoT1NJrVQuNKESWSwWqFQqODw8RKlUQqPRcG3e3NzE5uZmQP54vNVwOHTblOp8hSov8py85T7VVAbED/XQ1AuyufSKPZwIp0XO/+tk/J0sX43B+Vwz+wA7mNhIdRUYd7GArlpGN83QhtIy4nW9l5qHiedW67M+jFU+ePDArYDjKrKDgwOnhdWVJlH7WT7clXzeBOPhQDApXGO+/D1sUKky1CwILVP71ReCAG7mXZIIoAR1Wh88E288Hru8aKZjEYSZLqR5rFy6zZlnrd8qwOEzGsgDzknQ8rXLT308pBVOhTAYDHBxcYFsNusmYDSbROugfKNy42flvc2bVWNFPQ8NLTCGXavVsLm56RSKTUd8k6TemLZT+cXrbBMnxYvFopsc40TnfH51Eka/33chHCpruvq6QlUn4Oi56qSv8odKnEYdsYhgzL7QycplYQNeI54pRjLHfZlh5HgZ9SO1KRnmiyeFATDDAevr626igBkQjHsp0Poqq4BLUiuajV4sFi4tzQq41ouuz8OHD/EXf/EX2NnZcb+PRiP80z/9E/7lX/7FWUZqqQFwna2dpW1ehVRIKagsg5Yv3RsqFgDOYgCu83DVQ2C5+s4NjejCsmwALj5L0NNyFJB0BpqKkq5XNpvF5uYmqtUqtra28OGHH2JzczNQzy+++AJffPGF2wSboQsqzHw+707AXSwWN3aPWoXs0mEqHebTcn8LxmA1xGGVkMo8Qfb09NStMGu1WoE9Pmw4iIYDgVQXRHAAa4yXgKkTn9o3BK5EIoFqtYpSqYSnT59isbg6UGA2m7nQg/af9QZvC8pc0ahk46yUM4b2arUatra23Co9KglapQcHB3j9+jX29/fdJjYM19DTJHhr/j4zFgA48CaPOVlJwK1UKuj3+y7UwPgyAJd3bD0WtsViDY0Fyj89b9ZJ/xtFsSxf5nSGaYUwANYUs2Kx6Fx9Tijxd1/Z6s7yN2tNkJLJpDu0UV1OBSBquFQqhUqlgqdPn+Lp06dutngwGODjjz9GPp/3brbMcnSm0wrcbcl2FLU6y6eQqKbVEEvUs9Xq0ywAnwfhs3wtmKs1pd4Erd5arYa33noLOzs7DnQ4EHk6CN1stWh4P0H9LhQ1V0FLy3cenY93vEddfh7GmEwm3WQbcL3vr/UU1A0mKPjqbOPcajHrGFCvgQuYNjc3A2Dj82RYZthvcYjyp/JPBUpKJpOBI4DoFemKPE5gMqeWL2aOAHD9w+eQvxoKYv8Nh0O3CQ7LoGKjHHJyjkqUhouGirTvyS8fDzVDhyEMlq/9H8nLZcy2FYqD6BRYWhZchcOUDWpEznRq/FOJnaguG3Dd2QRUxpcpkMD17Ch/Z1oOBV9nVakgdnd38cEHH6DZbOLLL7+8Mauv7zqbfxfydThBnu2gJcSQCXAlAFz1pFpbQy4sy7qgqt0pIBr7UtCyWRF6jcsvp9OpO2opm83i7OwM6XTaTYgwtYpeEH9nvJ7vmhiv4ZXbxHz5rjFtEgFM27qsj/QeJT3FwdcP6n5rGEldZVpw1gKnvGsduZij1+vh/Pw8sJBJZ/XZt1ZB27auagGrAuf48I1HzUiitc4dCV+/fo1kMomLiwsMBgMcHh6i0Wig2WwGjpgif7PZLMbjMTqdjouRM3TJZ/AQAIbjFHxZP90PQ/vJjiEgqPhUmZNn9EhVKftCTVEU+yQLH/Ausxa4wY1WhpNw8/ncaW4NmLPyNnamwpjL5dzheQROzrQzNYUCzuRuTjQRZEajEfr9vtPg2WwW77zzDv7yL/8SJycn6PV6ODk58bbTAprNNliVLF91sgy43k2/WCw6q54Wu7qsKlQsVy0uCpPGavnui+X5sg3YD1omw1LcO4E7c+3t7eHRo0dug/yHDx+iVCrh+PjYLXhgOIp9qoqGbnacmWMlZhzY2WryWVeTxQFe8oMeoMb2yCfKtpUD3QOEss+4MfnGOKeOsbCJWD6/2Wzi8PAwsLybSsBOPNm4uTUkViHWiWBIA4ehBypRxms1xS6RSODw8BDPnz/HYrFwC0u4m9vZ2Vkg97/X6zmjidsTkIeUQfYl48Y0+miMEV+SyaTbqMimuuoY0j6w3rgqE6bKAdfhWQvcPu9ZaanlG0W+2JEVPhtHVPdKB7h1xdS64r1kqLojOpEXRjoLSc04GAzc7LNulkH3iAM3zPKP6wWsSmqVanxLgYj81BBE1Gq7sHpay0g9CB28vvLsO9P8xuOxi5kzA8CWF5WtodZTXAsirF38rNdtvZfJr6/dVinp9SieqaImkNs8c2tl2TLUYtNUPgUMy+Nl7boNsd6qNOiK83c1ChSEW60WFouFi5dzZRlBk0YHJ4dpuSpvrOWq2xQoT1k/VeJhhoX97vN2tU2KRRx/SneyfG2sJapiJP43lUq5hGotT7WLCga3lASulzPzTDFaDxof5r0EZ56awEkVukQUUk6snJ2d4eDgAGdnZ25XrmfPniGdTuPTTz/FZ599hna7jdPT00BdyXxaLtpRcVzXMN7qIPGBp16j1gUQWJHGvEYCoF01aLMSdOWOTnolEgkXj6VFo4nl7CtrkWn9er0evvnmG3Q6HbRaLTSbTaTTaezv77sJlbOzM2fZU3BplajM0Xr1xUjj8lZj2r45A1UMYX2o//VZNdbi0Rc9FAvKlqe+Z/EZtiwNy7Du5BMnlQlktiy7yGRV4nFHCpY0CBKJRGAXO11JyjDjeDzG8fExgOvTizlZpqEg4BrsmNurqaYAbsiGz6hjmf1+H6enp453miGVy+Xcc8hP9bzV++Z4p/WcSqWcEafLwm0f+ygW+KpGUzDyWQ4c1KlUCuVy2a1m8WlgAiMAbG9vY2trC/P5HN1u14GAXVaorh6Zw5lsHhVE4KZFxue2223XeZ988gmSySSePXuGH/3oR8jn8/jss8/cRuM8W0uJ4QA7AG8DvjYXlXUMK0ddZn5nPTiZaU+9YFmaIVIoFNwSVb7biTy1gO2+B77+19jYcDjE69ev0Wg0cHh46I4vOjs7Q6PRwHw+d8p1sVi4JaHAVe6q1uNNgG+YC+gDHp3VtmStyTAFZC1PZoOQR9aKss/wgS8/sywCsK07wzc8c45jQOt7W2OBRPDlGLNhLh9xH5dEIuH2Liam0GulPGgYR+Pl3FJAjQZu72mBUj0IesicZGXmg+5wl8vlAnHfKPDlNbt+IZFIBI54ikOxwg5qQVgBIln3XCks5sT7tRH2ucvIaiVfSMACBBDsFKbmcMWN3STF0jJLKQ7ZupHCXFZVOupWkW8cjLSCVQH5LDKfux8WtrB15mcfEOtiilQqhX6/j0Qi4cIQGqdTumvc3Edh5fmuR/WBAqqdHI7jss7n1wd58prPcImqq+W1lQVdHGMB/DahmzCy441k66f1AK4nTimTGjJUhaAvC6YaNuB4sP/T5yvOJBIJN+Z1qbDWlaEN7WedS7Ft1ZCK9erj9G2sVLP5fO7SKbSh6lbY2V02Vl1llsU4FRvJ2VGGCpiKoi4vrzNORqJVHabNLTMUfGh5NRoNlzCv6SvLBmmc62FEi1JdYV/dSXR1OFHDNmSzWayvr6NcLmM+n2N7exuz2QytVgsnJyeBNEH1QFimFUJdZq1CqvxVQLCuPPsmlUq5VCLgavkrJ2hYlqb/8B5OtNn+X4Wsu24Vi16zbrhVTsprzTlXZWNny9UaUvBVI0bv8fU/y7DWIENwmrvNXbwYolNeWlp18jKMohSJbYv+V40GpnRqGT75BIL7BzM8xclKADeyRViOTjRreEQ9SFrAulMfsa/T6bjlzGqU2fYSw3QB2TKKFXagRlBt62O61QgqXMpMConGsDTmosFzLdt+j7LW1M2zddQO56bv6XTapcCFAbkvdHJbsu6RLVfbpwOdA5kJ3nS/uLUeBSGVSrmd+bXd+p0DmnzVZ2g/an9aq8AKO68xZEEh57ljauFSGTA7QVMBbebGKkQrxFqz1guwZetvykt1+8PAU/mnz1JQ0VitWnLKP1tH8kJfBB4uZ2bKmp4KTmXrk33b5jdBPmvX/k5Zsx6vyridA1FZtDzVsnyWbJhi4Ao39gnBtlAoODxiKhm3ndQy+TxeY51XzcxZCr464NihHCystG+gEEQ5QcVKMU2HVhXjOLrDEOMz+l8d9Fo/taS0bsoEC3AcSNzvYXNz0y2uYOyYx4hY8gHwbQTYxvNYjoKYCpmSdXkY62bmBpUaU7d0UsSWod/VmwlLv7HK1AKY3ptMJl1M17eMV0MpdqDcxWVWK99nxeq6fAABL0yVF/9LedHtHFlXZnZYGbNWtq2Lra+CvrbfGjLsR6ZKMlzGeL/G062nQ2NDaVXlpke50wq3XoWvbeQtFawqNgu+1khgvfk89USYWsp+ohFnU/e0PppNw74uFosuFbJYLLpNePb393FwcIDRaORS43zjQMFenxVFscIOWohqbw5UXStNhvE6A/S6ITvNdx1cPMmY5drEZa6iUqDSZ85m1+ddaRxJAVQ7rVwuI5vNYm9vD3/8x3+McrmMBw8eYGdnB91uF7/+9a/dMlyfVla6DfjqaQocXFp3CpAOPiWC7nw+R6vVwnQ6dRkjhUIBlUoF9Xrd7XSlZ1GRN3YgAghM2tl0IZ9147tGnvPZvGaVGdvJuigI6iKL2wAE+amxVuAK1JjxwZl2C7iUcYZFuIppZ2cHhULB/X8+vzrt+eTkxIGgdTst8Nr68HmUS52cY/v1qCMq2VarhaOjI2QymYDV2+123WSQjhftm7gbSfmoUqlgsVgEFoZo33OMaNt1Ep7gRkNJ00TVQwDg5l+m0yna7TaGw2Fg3xeec5hMJt2Ws+QB2+iLBdPwopwlk1dHYv35n/85Hj16hM3NTezt7SGRSOCTTz7BJ598glarhV/+8pdOTu0iEhoSyzwApVgTbuq+UBCBa/BlB1jXiZVcLBZuUFt3gffoSjd11dSCiZoEYz1VswHBo5DU8qGg87TkSqXihDibzaJQKASC6CSfy3pXy5cCaC13DlRf+QREWpcUcPKB1u98PneD24KmtoE80vCSz+r1ueu+uvEZ+iyfm69lKq/vOlmk1paCAfueFpz+x3p3HJyU+XK57ICDfcYN6+k16RwIn6l1sn2gz9aYt+WXWr60BLm9qaZ9cT6FZereKfQy70IKjL4xr23WWD6BlnxkW9VQ4j2sIzfNuby8dGlq1vKlp8dn0XOlErQhUrW4+aLl++DBAzx58gQ7Ozt47733XBrZ2dmZO33E5tPbcRE2Xr28jPpRjwjiA3i8Mh+8WFzF6rg0UJmjA8qCldXIYaRxybA9Fyz5Brn9TsZzb08ed18sFh2Y+UDXPicOGIW1i+/2BQT3bvAdc6OTZWrJnJycuPgqcyd1vTx56eOLhh1srE2B1CdcFmjtdd93bYOGqKiI+N9lSteS7j9g60xw1VOdldd6n7aHS6lpUXJVE1d0EfCswtLx4Ivz6ksBiTSdTt0J3cC1J8AJt3Q6HTiAk6EotkXDKypftyX2l3okVjbsdbaVykBP5WDYgPVlnrJOYI1GI7x8+RKNRiNQti6K4snCnGDmKjsqI227Wud8NsdRt9tFvV53oc5yuYzd3V23XJ6eiaaVqZyql7yMIsHX7ixF62pjYyMQT8pmszg+Pg64cGyQzipqJ/BalJluf9fB6XPrNPNBLQprZbMtFID19XXU63W02200m02XEG47R5/nG2CrkM7ianaFxsYogLq7moIBQzez2cyt2KPlTguALj0VKa1l4KYQAsGtAO3kW1Rb1dr1eQVq3fA72z+fz13cWj0s0qqhB3oPWh8FX4KnTqqEDU7yQXfpIoAQiFkOd9VTRWoB1lqKFvR1DxIq3na7fWM8aZyfS3LZ1zRStB2UMwu+qxoOGsP3eTPKb5/xQq+S56txG1F6Z/V6HTs7O4GNynmYJTGAWUm67Jj84/4N+Xze5RdzHNiwFzGDPOx2u2g2m6jX607m1tbW8O6777q9wKm02dfaZrWCbTjGR5Hg69PS1M7qzuj+DFagbGPDLKdlABb2m0+4fZau77u6e/qKa5XflaxFqe8KxFH3qjWVSCQC8XdfzFhTfXiPvttrq1j2q/5PAVljyyq4YSGLVerhcwfV5dTJSHsv66eel411WrD2vWs9fBQmi3YQq5VFMAmbHLXtWJWPyyhqrNl3fW7YxGYikXATm2r8zOfzwJ4RLE9f5JeuYCNga/jOB5h8cRKTm/QAwawG31jRti3zDi1Fgi8LYEdTELnKhiewAnCrrFTQmbKhTFdXU5mvZ6tRS2t6j8bh9MUJEca7ONHHcmi5KAMV2CaTibMsrOXFDXtsvnGYxl+VlL8aw1XLOozCBpi6n750KF+dNSdUB70eLqjLVX2k3oxvkiPKReUMNXer4oIMzYhZheix6XHvGpejuw5cT77oBKYFMpbF00D6/b7Lt261Wq7eYRkd1ormZ9t/NhuDhoDNCgCuV1vaWX0FG10hqimDd6Fqter4QcWlE99aV/WW+Du3DNCJNPX0aFnrVrL9ft/t/8Bd4MbjMU5PT13okCs3Z7OZO+iSaWLWCNF6sU9PT0/x2Wef4ZtvvnG7rOVyOZyfn+Ps7AydTgcvX750cuDz4lalWBNuHBw282BtbQ3VahXT6RSlUsmtkdb9B7hRMTtGBYHgyiV+XMjBjY6Z+KyajHEj7mrG504mEzSbTWedaLzaai+1bHk8DAC3Agu4Dkv4sjhWDTFEkXVTCcDkz6oWH2fGffFF+1+13HSLR07U8TcO4DCFoBaB/U+Uda+/cf8NhlkYq/O5ysuIJylTjjTstFgsHHDovhi6K5gu8FDwZ+y11Wrh/Pz8BvjYuloLyAe+1htkP6glp4Cq2T3cR0HTs1S+9Ugh9ZTC+ioOEXxZNj0Cxlo1jU8XJehEIWPn3IVM28k2cfI4mUxiMBi4LA6CN/u22+0ilUqhWq2iXq+7MAU9QI4HBV0d0zT+KH+5XA4vXrzA69evkclkcH5+jouLC4xGI7cniV2E9XsBX+1QEjtdU0T4X1oQy1xlrayuKMlkMoGYpDX11VW0sUTbybbe+l0HP4+STiQS7hgTTVYPa0fU9zgUdo8PrHx1992jg0stMAsAFhz1GTp46cJpGeq6hbmYvpi+Lj7w8cG60RpvXpW/vmco2FAx+WTLZl/4Jqk4OajWqFr7lpe+cWT/57N4fcaC5aEdU/p+1/CNj2yWDhDM99Z4tV34oPVjf6uiU0WvsVNtj8qEGoWMexNcfWOI/FNS+aT88ezBTCYT2PRHPRtfmavyNhJ8mWisyxZbrRZev37t4jKcbeUpBvZYFtXUlnkaP2ZiMxnJpca6XJKdSg1Kt4GWLi0n3qNgbTUVwxqNRgO//vWvkc/n3ZHg/X4f7Xbbu9pNB/JdyMbrrFVkU82sFaxCpG6UgocPJPm7TcOyCo+TPzxs025dyHts6pKNVfP/tGaVjz4lyMkPtTxX5bWN7VrlpJvoq4Wfz+dvLDJRy5dl2IwCBWuVOWssWOVIq4//5UpFrvik5Wbj8RqLZ5+qDLGPbZ6z8iHMQInLW3qtVkEzDKjyYutOHuiJz5xo1J3SmA7KPlFgtl4A09LIF01zI2kGjc8j4LM7nY4LaXDLSypctslmxCh/9VoURYIv00CYH8hGNhoNlMtl7OzsuLQMzmIybKAVi7IOGJrQrfDIMN7HGWYKlIKAunwMG/hivBYweQ+VCc+W4sbUdIl8ms4y+DZhCBUcbavV9BTqMCte77UurO//apVqfM73fz2vSwFVy7LgSy9GhZN9wlCQzxLSVC4LJrdVdL5wiFrYmgnDdqRSV6dZq9XLuihw6mornUDiu85VMJ5u444Ea5ZDEMrlck5Z2clf2wfkoY4HLVd5/CYsX5bJUAEQXIzFww0YVlDlaQGLaWSaXmetS/Uc7HjU9hI3NITGOqlhoTywfUyQ5yEQyeT14g1a2TrW7Nh5o5avpkOx0bRK0+k02u02CoVCIMaiLpoPNJQ00M4zvHK5nEsPsZaG5t8qSAHXgx4IdqBavtZlIcO5WoeznHZyydeGuzBdy/QNJiC4NSeAgMKx4L9sUFkQ8gG5zrTbBQhUrjqBSSvHbg+YTqfd3ryZTAalUgkAcHBwgKOjI8dvu7pOrU1roa3K3zD+qIJSGZjP5zcWD1HmNH3M5/Jbq5S8YAYQFxWoUqERo0fXcyxozFfTxeyEm20rScMCGkq5bQjHkrbB7htNXlDR6lwB79UDXBmPpYwlEtcxZFXqnAi1cqptVhlXL5nPtW1nX/K5yi/bp7rbmbZfPytOhfWNpUjw5QQDGUmtoADcarVcxgCTvckQAiIrrg0ikyj09Xodb731lnsOXRAGu9lp2jBaZxRYCjmXGS4W1+vbF4tFoB38nStYaPHwXoK/1XBhrsWq1q9aWhprJO/oCVhrXb0B3YjICoJP2JR3FpA48AuFgkty18lQbmStISUuSmECerFYRKlUwoMHD9z7O++8AwD42c9+hp/97Gfo9Xo4OjpCs9m80bbhcBjwVCyP41JUCpZ6RpSp+XyOjY0Nl0xfLpdRKpUwHo/RaDTcbmy+pcN8V3nO5XKo1WrI5/PY2NjAw4cPnRdJOTw+PnY55QQhHqWkp+nyOjNvwuKZyjeOPVqgulTd532uQhzfXJCgGTqUo1Qq5SbGLEADcGOL45FeLTNdmD3Ccpm7zDkhTsZpXyh42hOFKRNqTPJeVQCq6DgeNaWWYZDZbOaMTU4gci5sFU/tVpYvG8WjqjVe4utY6zrxN9VSukKFaSPqJtqJDwIrQUM7nt/12dZKIXPV3eVx8TobqvUNszpuEwPWeK4PbNStUwVCHtMl1dg642lRdfFZg1onPpegy0lULqHVmCL7LJPJoFarudWPu7u7KJfLePLkCX7wgx8gkUjg5cuXqNVqAK43Z1G+ad+qq3kb8rXRWqzWgkkkEm5XK3X5dSezsOewLTZ8kM/nUalUsLGxETiFhUctcdDyfDOb6aCWmIKCBV+fh2ktuTCvaVVSMCOo63NoaGmaoD6LK8M0ZMBxqOWqpa8ZK8oXBVflv7WMyQ9ttypje7/vPs5L0QPUOnPscSVqXIoEX1/8kRUlaPF/ml+qy2E1xUSBm0yllms0Gi6ee3Z2hna77SZ61CVRUpeFlnIymfROEGld1Pqhq0CBUYCxFo7yxF5f1YLQjWOsVcq4uXoPCojUwmwHN86x9bCAYz+TH2oV0KNJJpNuuTjzKrX/VAaUn1qehib29vbwR3/0Ry4H8/z8/IZc2bDAmyIFeSt/PHqqWCyi3W4jm806706NDh+IA8Fl4go+zDPlngAMQ3CCWjeWJ4gNh0O3valuE6mGjdbHZmz4+pb9ZGX6tqTK3hdmVJBTcNN6aVn83U52qcU5nU4DoU2fd8cJMU11A67Bk7/7wNfWVXnH/yrOsFwdm1Sqq3hsscDXTjywMt1u18XElCEab2XjVcuxoxj7oZvSbDYxn88DRwgxDMB7+M6XLqXUFBd1EdW60vrP51ezzZxR1jXymsvHV1QKy6pE14kDiPXhswkKDAUwlqqrf+hSEvBIYdae7z2ZTDrXyU6UEYAUpHgv+49t4PMJanRPGYp4//33UalUcHh4iNevX+Prr7/2xuK0r1ZVaCQrJ7ZsDkwqDVpLzO5gu21+s89yVGWkSmmxWLiTcukq0xqmtUtA4HHpTLdMp9OBU1U0jOYDMV+/2jiqBe/bEvuZvNNydX5FvQutly97RPuBSkgzRgDcCBmyHSyffE4mky5TQseugq/PymVYiWUwBMZ6JhIJF3rLZrOohvS+YQAAIABJREFUVqtuTobhOfW4tc1hFGuRhRU6H6Bpp1qLWT9ro5WROtPNVSRWu4YNKiv8vokbrbtaV+x4jWfa8IZl5JuwyjRkYMlaNdoWCiM7XONSdrIgrL4WOPSlQEqB16O6eR/5PZ1eH6NNoCaQMFbH/+j5cWH1DBPe2wKxj1ROCVCstzUglj3fB3qqvPWECX2uelgEJN2Ri6Cs8VrLE18dtB5anzCZXVWWrSLyjS9b7rLPOr7pFWgIjOMhTBFqGUDQoLHGH2XMhv10LFg51GeooaSkgB6Xp7HDDgqePpD1MdUCrb2uYKjfba6lFTxbrsbDNDaqZOunridX6+genXypBeGz1FifVYlrx/WZ1rLRehLg5vM5stksNjc3XZofXVh6C1bpWbfb8kT7l17AYrFwE518htYJuF5iSleaSzKZuscJpWKxiJOTE5yenuLi4gJHR0c33GBfPRVAVgEJHxiE/Y+v4XCI8/PzQO4qPaNCoXBjg25fnVVeNE1sNrs+AJZeC3nLiUa1tnWSTCdywvrP12aOCcvTZTxZRvR2NB9Xx6COP6sI+FktSlXkGkelN2Jj/z7A5/9VhjWLwSognU+xYQdfWFH72Ybb1ENSBRuHIsHX12lxNJq1UMM6nS4C/2PDC75wh5JqGw072P/azmbZtu4EfAU9X0fHsYiWkT17yj6T9aHlyf9y9ntjYwO1Ws25sPP53MUKrTtoyYKFtoeCxBldDrKoZcuJxNXJ0DbP8vz8HMPhEIVCAaenp2g0GhgMBjg+Pg5YMbZeVthXpVXAhvxhbm8qdbXhN1PkGI5gDNyCoC2bz+NCDqYw+iw5DTPxHk6+WQPBN4seplAV0IBoI2hVUvClMcByLPj6nmG9VtsOlVkd3wrEPktey9CYrZ2w5Gf2g758E+1ab5ZJg03HivZjXAW3EvjqNfsfftZK+oSCDbH3atzH527bZ9jnsdNs2T6rL+y59nlhwGDbfxshtl5DmDWlz9TJQbqzTHexqUTLFIePB/ysrrMvXcvXH3w+PRBmj7RaLYxGI7TbbXQ6HWfxxRXQ21BU/9nvKi86AalbcGr7w8qzZVuFbvmnZfJd5d/+d1mbwvp3Va9hGUXVQ71F278+gyzMI7PP0zBBmFwr2dCBYgplW40Tn4HnC3+pfOt48clHVJtIkeBL7W2FJ4yWCWcUcPm0pQ4Ivd8CB68p+IbFFC1Y0vrW332dHNaG21q+mm3hA0xfucyPTKVS2N/fd5OddoKS1rS1Ln3tYbiFezHr/3TCyfLIkgIJ+6HRaODzzz9HOp1Gr9dza+T7/f5SwbytUgOi83x9z+F/+UyGcJTszH5YnUlWLoGbW09aGVNDwF6PM55813xKRum2PNa+5nfrrWi77X4sVqlo3XygrWM7Tt1YDwvAGhZiufx/2IS68lDlW9PdOF7CcMNHkeDL2e0wZA9r+Cr/0cb6XJW4Ah+m6ex/rTD6rOVl2thX5qpCrJozrkZXN4+gm0hcTzAyPsj+WhYnJB80EV7rEWZxhfGA5bGO3PSaAE/l4XOhw8q9DTj4eLuMFEjIRyAImMtkUcmn8MJcWlsPvd+WtwqF9fttAVfL8skLEBxP+m5DgrZvw+TM125fKGOZnGpdGA/2tSusrfYZ3FtG71tF3oCYeztoGpHVJrzuC1SHNchnnfo+KwCENUrjOcwA4JaXNnZGS45xSY0VA3A7mhG4fPE9H3iFgX0UaRK4dT/DSGNfpVIJtVotkM7HNB1qdsYxfZ6LxsBYlp4eMZ/P3UGEnMSIAmON++lhifV6HclkEu122y3KIS0TVO3bVYjLhFUxhQ0M5QfbYDfF0X0C1HJS62/ZoNfPVl7CgNFnWPjqfhu6rdxqn/hisMo7jjEe6EoAZh4uD8XUScWoce6ru29S0cop+cf6+hbxLDOAtA9sHe3/4/I0Enzr9ToABAayrptWi0Bz5Ph7mFBq4NsnkMoEmvI2l5T3sD66pLNer2N7exuZTCYwG8ktIzOZDCqVitvUh6vpDg4OsL+/79x33VlNB5qSAuIqpPsIMI5k22etedY3k8lgd3cXT548cavMuBkLY6zNZhPHx8cuh5c51eyTZDLpEv8fP36M999/P7Anw3A4xPPnz3FwcOCWj+t+G1YA2X+5XA71eh25XA47Ozt4++23kU6n8fXXX+N3v/udyxlmWpcP0K3FtCpv19bWAMDlaobl7NpnUm65MISTbVTqnHjr9XqB5fSaohamnIGg3Gu77ASmUpjcWTmx17SsKEW5KvhqloDOMzAeSn4xLz2dTmN7exuPHz92xzfl83mMx2N8+eWXODk5wWAwwNnZmZss1px1W2ftJ44Hixu6oIt9rqmYuvGO8k3vsUaCpTCQXuZ9B3gZ9SMXAsznc2dm64oOvjQepmkc1iImmITtOOSLCWnjLJgr+HITFx/4MvWEwJLP51Gr1dxa+mKxiMXiyo2/uLgI5KdSqKKstNtYZ7pzm074+VwqfQb5WywWUa/Xkc/nUa1WUSgU3A5RPFCz1WoBuD4Ch/ykEmVf8pDASqXieNLr9XB6eopWq4VUKuV2qAqbVFFQIU+r1So2NzeRyWRwenoaOF15mWCqfK0KEKrYwmTRkq7r18R5Lo7QbQ8Xi4XLVtF87DguL59Dub2N1bSKxWvrZsFhVd6q9Wj7kdYuDQTu0Far1bCzs+O2jS0Wi27nMOb0MkQF+DMyVGEo+HL5N9vo85Y5htXyVi9Pn6mTn1GkoYjfC/jyhFbgOiWKJ06w8VwhxVU4BDgd3GHaSIWRm1boINYUJ56vpG4k7yMY8UC+7e1t7O7uBjYomU6n6HQ6GAwGN46c5rPK5TIqlYpbSqva3c5E35VsJ1E78+BAG/xXQaJ1wHxDKg7u7M8601Kj8tQ4sA3JkK882JAHpXY6HfR6PbfFJp8b5sJrvLTdbrulot1uN9Qy5L0+YdWwUFzSrQ51jwO7ux1wU6GrvFBJLRaLwDHn/E6FqVkSPoD3AZ615Hzgq//xWew+/odZ9cvqE5d0Qygdq3zn+Nfl8xr6ymazqNVq7hgy7uei/I2qD/tHwVj716ZZsj98HkWY901c0pAFnxU2/rU88meZQRZrM3XgOv+zXC6jXC4Hts3j0uDJZOLWsieTSVQqFZRKJRc/JEAzLqnaiDtJ6YYunHWeTq/Oejo7OwtYsnQR0+mrU0wfPHiAer2O3d1dvPfeew582CmMYarA6KqitbU1t6cEBxKt4GWa8LYWhN6nVprmdlrgZRK+Wg0Ubk6eXV5euj0FmI7Gd6u1Ceaz2cztRjYcDnF6eorJZIJWq+XitbooxHoqlBPuiQxcgRt3vwuL6SkPbKiFA3oVUvBNpVKuDizfxoAtaFHpE1xpAQNwRyzxyCstkyEO5Yl6RRp20Lb73H/9n+akRs2B2LbZTARf+at6bLo7mypFDf9x3PF/aizk83lsbW1hOBxifX0drVYL8/k8cIajrv5URaIGAz+zDbrzm31ZkNUyNf6rdVbA1X4iKKss2xRZegDWurYU6xgh1XIKmPazVpKCT4bohhdh2lYD9dw+zg4kgo+1IrR+1hUiw9Td4H/s5JoNxvvq+SasX+tOaRtUi/oAgh2umQQEXRU6q40tqZWny1lV2Sg/l1lJqiCA68MSqaCjQjc+vviswDhkAWWVchTkEonr/TySyWQgPq/lhVmQqypkS1H3+2TQJ1Nx+b1qncIAjaT8o3zZOZg4mUwKhPazr20+Hmh5tqwwRRbmgdhytRy97pvUsxQJvsx15IQNGTYYDAKgy0kdxti42onxQ7Vg1QXWDux2u25fXXVBOGh5rpKCJYGHdVgsFi4G+sUXXzjA5oDRQxJJ6mK2Wi20Wi13pI1OAETN9KuVEZdoSQHXIR0Lvj6BZl0ajYYDA1UeCrzsL574qq6xKqqTkxP86le/Qj6fx5dffom1tTVMp1O35+xoNEKr1XIz0769BtRq5PwA+cL+saEPwD+7bwe1LxYeRXaewSokzf7QfqVMKY907wfyW8umsiJvfQPZZ4Fa19nyw7q+YS8fD6Pk9K4KgXJLvhBg+aJ3yXqRd8PhENlsFvv7+/j8889xeXmJ169fu1WQXIBD+YpS1GwDJ4DVYNNxruNF+eoz4FQW7ASn1sPKqP6m1nEcjy3WIovxeOzAk4BshVjjuD70jxIKrXyUi+DLWyV1u11cXFwELG/LXB9IqtVu26ODxqchLUCsQpwUovBoXcKeq27U2dkZms3mjcFkXWFe8/Gf9x4fH+Ps7AyJRHAiyOfCRbWV/c+t9TjowsDB1t3yNsoyiUNhbdC+tUqE13wgxaW/tu7K16h6qiXnU0DWsvLJ17JnRHk5vv+sylcCiho1BLnFYuEAUZ/VbrdxcnLiwgOci+HObQyXaaw2Tv2o6AE/1ihmaH10zCs/fMrKEvtPM7q0HPXe7xR28KG6DwzCtLHPalkmnLx3GUOiGKXCrWXZyRXbEWEKIkygw9zNOETB1efrZw2XhFlTdqCGWUbLFB8HD+DfX9jHD7WiLJj6QHWZO6h11LSgVWOSlrQslWE+V79r+3wUB6iWyUIYj3z/0//46hlWb59rrBNPytvbWsI+Q8nntfHZurCB49DOa8TljeWByr6vnlEWv1631qy1bH3hTputZfka1ZZYMV9mE9AlsGvz+R5npjesQlEWkS3Lx2ifwGnZep8PMO39vkGvykYH9W1INSRDM3Y2lXFvhiVU0dHysJ1twyNWSSo/bN+EDUjLbx8g+xSnBT5et0tNAQTkypfOuArpBk2cFI6aLLHti1L+lnw8tHyx1pH+P+y5urjDejNhChYIxugpw+pG0z3n9VUtXy1bJzH1ne1Sb1j57VMqvrQ7JZ+saX3CFLXOffjaof2mq/Csp5FIJAIHfZJUgVBufcacj2Lt56ubPAPX6+CtZRbWQMsc34AKi6nG0Vj2elhHLQN4qyDsfzTsYfOZVxViVWw6y6t1ZTxXAdSGdyg07Atrddh6+9ofZn3zHstTLdvy12cZ6HsicZ3kbutDGWC6UpRFE0X6fw4GlVN+p/dgwzLKgyhA4H+tslFehwGFBV9fn/rATZWF1tvG8fWzxtmZ0gkgELtflTS2qeDOZ/tCZ0BwEyfFjDDw9clzmIXryyBaprhVPikrNsSm4MtUUOU777HhzmVyezef7pYUBnz/m+j3Vd+7utmr0v82vv++6E3w4TZl3PN/OcXh0f9GPiZWtSru6Z7u6Z7u6e70rVi+93RP93RP/7/TPfje0z3d0z19C3QPvvd0T/d0T98C3YPvPd3TPd3Tt0D34HtP93RP9/Qt0D343tM93dM9fQt0D773dE/3dE/fAt2D7z3d0z3d07dA9+B7T/d0T/f0LdA9+N7TPd3TPX0LFLmxzj/8wz8sFouFO4trPB6j2Wzi4uIisLMWybehh+5mZDfx4PEs3EiEOwaxTJ4irKcH645iwPXGHTzgMJVKoVAooFqt3jiqejgcuv1GdXMP3YjcbmSjz/UdsZ5Op93ZcQDwz//8z7EWmf/t3/7tYrFYoNvt4vz83J3qy03PWTfdOEc3D9HNdFbZV5n36XFOdncsu4EJT+7lcfA8sl55xxMKdON83R3KygLryHbxFGbuRMYdpKrVqtv7+F//9V9j8fZv/uZvFgDQ7/fRarUwnU4D59D5dgTTuqpc+zaq4UbZPh5T1rizmm8bU16fz6+OzykUCoFTgfVd/7tYBM+J4zs3etffLW95tA9PD+ZhB9zh7D/+4z9i8fbHP/7xDd7yFBTlF+uybDMc++7bmMnih+44pzKqJ+5EbfKl/NJNgXSDMN8zSLoJTzabRS6XC+zhm81msbW1hVqtBgD4x3/8Ry9vI8G32+2CjB4MBu6obBVgy8CwnZ1sI4Hgdm8UXC1LN77WwRG20TkHBsuwR9zzEE8LrBZk7We+eG6agi93n/Iddx1Fg8EAwNUpIXp0j2/Dcg4mq9h0E3gfsJEPuvcvd/HXZ9ldp3wDZjKZBJSA3Shad1DTY2LsOXTKc20P76di0M2oObDjEjfY5ukZ9uj4KADWnc/IP8t7ttEHFL5tK3W3NJVt7eeowa7l+Piph0aS7+RpIpFwx03pFpPk86rn4+kBCzwxgrxl2ayzHgIbRmEArJ+tcrR8Aa7kzuKH77Pll33Z+3xjQccfZVzB9/LyEtlsdikmRILvxcUFgCsQ7vV67rDJqIMQFQC14mEahsdFW0FWBmsZYRaaHi3EkzdsecpQBQdqQd/g0GdQQahyoRATTOMSFdtgMHCWYphGJun+uHa/Vx94WrJbGfoUjE9J6oCmAlaLnIKXSqUC7bBHwvjqqMA1Ho9dWTwSnKdNr0I8xmY4HDre8gBRa0VZ+SKffZaTT5Z81lrY2NB3HQM87SMMAKL6jPy0HobWlQCZSCTckV+02lblba/XAwDnpekRQspPrYslO759lmoYWRzQMu02oPZZtgz9bn9f9lk9Iz3KnuNgPB47jy2MIsGXwGgPvfNpCwqHntAQBpTWquP9fPdprqgy+J33+iwTMkq1H+/T/Ykt+CrT9b9aJ92lPy7ZM9fsZukW/JVsu6I0uPKIPLDX9LPlM0n76fLy8sYm2L6TN2ybfOBrT2jQ51ireFXeKjAs24Tcypbd2pNtVHnnuwVWLc8H1r7n8rNVSvrZZ4CQZ2GeoMq78vS2hwFomEl56wOzMFn0/U/rGkU+8FWvzke2jRY/wupl66h1JT9tf/EaFX4URYIvb+YBjLR6lh0B7otLqmvi0/K+RviAOEpLkTQmo2EQ0nw+vxF+UADnf2wHW1DRXfnDOj6MVIjVfVNL0edmsS7aprB4qt7HaxbcbPlhAE7e2NOnfeCjh2xGufhhClrDTbcBiH6/D+DK8rWHfvoUgeWv5Ym2LYx3vvttH9i2RCmDMI/NB74+3tpnKN2Wr8B12MEaZNaTsHwI82ZVVsOA1+eFRJFv3No6hMn+svJ813VsAHAe4LK9uWMdoDkajVzMVweUj7SBjIeGgYltGJlkK+3TXL53koKvngigkxYqyGGWkA4EbQNDDYylAauDL3lBDWljZ1HKjTyy1pq1zH1egyo1tSz1ZQHJDg5avnqSgfLJxuqjQMbyl7/pScKrEg951bCDtifKe4siHcQae/fxKwxQfNd9Xo7PjVblasuIumaBjzLsi5EuI3rDk8nkxhls9vlqjPnaoi+ft8vP+rv9rhSGBz7PJMzKtkaBj+xvPoWnnncYRYJvGKAsq5iPwUB4g7XMKKCgsCjw+QTfd7+tn62b3q//C+tkvddawXFIY3TafsuDMFqmqcOsSpK1XPXEYi3HVzbrzXbzepRSDitP62vb5vOQ4pAN47wp8nllFmh9Fp79HrdOYfdrfVYpy8p2VGgrqhzf2NH6+cCUL41J2362iikOXoQpOd/YtX3j6zc7buLyxNYjThmR4KvpMtbaCiuYLn3YYFLrCPAzWAGAwFAsFlGpVJBMJtHpdNButzGfXx85zef4wgW0znTiRd0la4VonbUcbbMKoNYhLvmsnLAwg+WNz+Ja5trpddsWThKQ7Cy1b5AkEgnHSzvLD8Br6fjqZp+hnxXcVyFaZ9Yqi1KOvjAKv/N+Gy/VaxaQwhSXnZiKsqLCQjvL3PSo63aWfhlfLOlchVXWtl1qODGl1GadRPEizBpehkE+HurEmC90o/9lP7GOUSEVW49VeBkJvmqdxQUIBVV9RVmRthyfsOfzedTrdaTTacxmM5f/GzbTStKBQrC2brE+1wdaPgvMWgBRAXwf+cA3jturn3WSUfm8TPvavtB8awKXfaa1CCjETPFhKMIqatumKGvJV28FrLgUlmO7jHyDXdvve2k/RE16RbXdd03L9eXSLwOgqOfw+20UW5hxYsu3XisPltS2Lau7T/bikM9wsmPMNzY0lLSsjb726rPigHCs04t9zAOClkWYBqcA6QSYahYtLwo8K5UK9vb2XMJ4JpPBZDLB+fk5er1e4F4FWQXfdDqNQqHgQgQ6G76MyRr6sF5A3E5SUrC2KWOLhT9B3bqNVkmxLOtdaBm+dhWLRWxvbyOZTOLs7Mz1D2PRPqLAWSXEhRE2q6LT6aDb7S51dePIxDLSgWAtVCA8LzrM+g1rM0lP3g3L3rHyw9/YT2plLRbXk3OJxNUiCc5dcEGGGkPD4RCDwQDz+dzljWu5Wh/L21X5y/kTne9QvvvKY705Zqi0+/2+W/QUJRdxwC2qTXa8MBGAi4eY1pjNZpFMJjGZTDAYDJyRR97GCcmpwbpMucUG33w+71z3TCYTcPkVLLQCnGHmqo9CoeByYm0Svs+CZcggk8lgb28Pf/VXf4VKpYL9/X3s7++j0+ng008/xatXrxxY8J2gT+uYoYt8Po/JZIJut+uS8EejkdcdtAxmZ7HcMMUTh7QjuZqLs6T8jYOIZBUMZ1QzmUzg+Hny0w7CsLJ2d3fxox/9CPl8Hs+fP8fz588xGo3QbDZdXqfe77Me2H+lUglPnjxBpVJBLpdzcvOb3/wGz58/D2R0KPksSH5exZUDrpWZTvjqsd/kMXlkPQg+22ckqNtOo4KApBke/L+mdOVyOTfAOfjtwho+jzm46XQa1WoVxWIRpVIJjx49QqlUcuNpsVjg5cuXePXqFUajEU5OTtDtdjGdTgNyrXy2imcVKhaLrq6DwcBrZaqcULlvbm4im82612QyweHhIZrNpsv48XmwVuYSiYQDS71uPVnrtdPYSiavVvmVSiXkcjns7e1hY2MD2WwW1WoVmUwGrVYLx8fHGI1G2N/fx+HhoZOVqHkw7Xc7dn0UC3wZM7XpTXHiPvwfQRRAYHWUBWxL1PDlchkPHz7E2tqae36hUEC5XL6x2krjzppgziXIyWQSo9HoRtwrjvWrCwu0/nexfG3IYT6f38gRVKvLF2O0ebcc+HHCIcViEQ8ePECxWMTp6SlKpRISiQS63W4svmhdkskkqtUq1tfXkc/nUa1WMZvNcHh4iHQ6HQmmPsV3F8uX/UT5o5xwIPKdPNV+sCEFWz99luY6W75bq5fhHcbZKasEQ8pVLpdzy38rlQoqlQpqtRreeustt+S6XC47Wel2uxgMBuj1em6BEY0QX1/x86rhMt0CQHnl44vyp1AouCXkhUIB4/EYFxcXDhOW5cSqd6IKzXqDYfday5fKa21tDdvb28jn81hbW3MGA5f7N5tNp8A15BM2LhTzlvE2EnyZsmMbZ+NdVihtZ8znc4zH40CcUF0r1cS2EZPJBIvF1R4IjUbDWbEPHz5EPp9HpVJxHZhMJm9kHagFyJU9miYTpTjsNVr7fM5dLF+NrWrKD8u2ezfYOurA8S0qWZZjqOUOBgOcn59jMplgY2MDP/zhD9Hr9fDJJ584z8HnHWg/k8+Xl5cYDofo9/tYX1/Hd7/7XaTTacfzXq+H/f19nJ+f3+BzGCivavkyVKKTO+QR+WUnWxV8fQtGtB6ayqjWrPaHel8sl/sq8D4OauvOqkWdyWSclZbP51EsFlEul93+JcCV5zIej9Hv950cjEYjLBaLgFuvPFmVpyT1ojT85ps887ng1WoVDx48wGg0QrvdRq/XQyKRCOxporyw37XcTCbjlBm9WBqJvrHJsUFPnH3Hd3pH5XIZ29vbGA6HaDabODk5wXg8jjX5plhxp7ADl8xqzJeajLQsVsPrg8HAAbDGTXUpst3khTEXxiJfv36Nfr+Phw8fYm9vDxcXF/jv//5v5HI514EKQLRsRqOReyY7SLMe2DHKPB/40pVLJpPOXb0t+DKHWgWIk4lUVuoSq8BrnWg5sZ8sEPhIFVsymUS73cbBwQHq9Tq++93v4r333kOr1cJ4PEa323W5sj4lQGJdB4MBOp0OEokE3n//ffzpn/4pqtUqqtUq6vU6zs/P8dOf/hTNZvNO1m0U6cpM1lndwCgLlrJOK90nI7ScGMoqFouBBT26aZHel8/nkc/nkU6nXehALTg+GwguJSfQl0ol1Ot1t5HT2tqa+1+tVnNL1jOZjAs9UBaiFu+sQlqONQ4sXynLuunS9vY2PvjgA/T7fZydneH8/BzJZNKFtyxZ2VDjLZ/Po1QqIZVKuU2T+NIVaFbB0gLnq1AoOOWWzWYdfyeTCZrNJg4PD90EP2VLx6KvznEmM2Pn+VomrKI5tTI66cCdlRgesC4fcO2eTyYT9Pt95HI5zOfzgFtG0AqbJCGjaP3YzqD7t0wo1dJfpqWXkU+DcqBNp9PAHhK2H6zLw7rbSQnN8ohqDzcM4qZB6+vrSKVSqNVqKJfLgRBEWFvV3eJKSE6U1mo1rK2tYWNjA7PZzMXNtT3Kg7uSD2R9oQyfN6eWL+B3r20ogTucZbNZZ+XbiUq1ZhnfV49NwVfdactfXQmpq6hYpr4U2G0b7kKWD2HjTr1jtbhpcJAXt62Thm9otXKMq/UbRSobqlSy2SwABBZrWT6GjYOocaIUK89X3VqdYNCYmq2AMki1rbpq29vbePLkCdLpNL7++mt8/fXXznVVcJrP57i4uMDnn3/utoqs1+vo9/suC6LT6WAwGLjYka8ObEcmk3FbQ9KaXSyuts7sdDo3rF6++F8qizgu8zKiUDKuXSqVMJ/Pkc1mUSqVMB6PnRWqdbIuP+tIIEin0yiXy1gsFm6Zrc/FBYBOp4MXL16gWq3i6dOnAIByuYwf/ehHePz4MV6/fo2PPvoI+/v7AcvD9jmBt9vtOq+Fg21jYwNvv/22CxXRsrQDxKdcVlVsmj2ipG6wKgsLwtzmUduq/9GQTqlUwtbWFjKZjLOYOp0OXr586XLRKZO0nPQa5cqSuq2sdy6Xw9HRkbOeGcLg5kyj0Qinp6dOXjqdjgvb+aze23gcxWLRfabsalt8/TYajXBxcYHBYIAXL14gl8u5TCUFZcWSMOPGhh3q9bozyMjXs7MzdDod54HQAmeosdvtOr7l83mMRiPk83lsbGy4zXAWi6tJs1bTf93JAAAgAElEQVSr5baiVQNHs52she3jhY9ibayjjddUF7WulmkCgkQmk3Hu16NHj/DDH/7Qbb92eHjoLFTbAQTfUqmE9fV1PH78GNPpFOVyGXt7e2g0Gjg6OgqknVmrihqYOcPlctlZfbQker1eqHutmQh3JdZLJwQrlYqL4zEro9/vo9/ve5WKde/4mVZYoVBw/7NbgWo53W4Xr169QrlcRrPZBHANvqlUCp988gn+53/+BycnJ4E9Emw9AAQySRgGojXN/qfiC0vzU5m5DUDocnItR3lkJ4v1OZlMBsViMRCeUq9HrR/O5BcKBTx69Ajr6+s4PT3FxcWF211PPQJmODDey7CYTrotFotA2En5FGbBa9v43abRWfC9DSn4+nbh81nsBF8qDMrQxcXFDU+U80K81/a/PoPgWywWXRYF56moFOyiqkQi4cY4wz69Xg/FYhHj8fiGcmm32xgOh4EYPutoreCoceGjSPBl4cpYtRYY+yKARJHPvcxms6jX607rbGxsoN/vB6wBNoDAydQwaiKmf3ECw04A6PPVcimVSqhUKgFXjhrRMtJamm/aNVaQ4IQBvQO2kb9HKTl9ZTIZl29r0458As0JM+7joSk55XLZvQgUvnpoX2l/UXCtS2wF2JZ1V1c5bCD4BrUNI+RyOTdACRYECpudovfT/WVYbD6fByauOZlKb0fHk04Esk/UYtP/hAGxbeNtlFcUaR+z3b6X5bdaplRIAAIy7tsiNYqIP7lcDuVyGZVKxaVI0tvr9/vehUMKyOxbbplrDSOfh+YLRa2KDZHga9OpyDwCb6lUcmb7xcWFE7KwQcnPFKz19XX84Ac/QL1ed25bs9nEf/3Xf+Grr74KCCaZwRnzRqPhmL+1tYXZbIZKpeI2ACI4+wZdsVjEu+++i93dXTdrPJvN8NFHH+Hs7Ayj0SgQtwuLSd5VsMkLJqz3+320223nFdCKajQaGA6HgYkEH39Z1mKxcFkL+XweX375Jb788ksXwqCC0zZRAE9PT/HrX/8a6+vr+PDDD7G2toYHDx7g2bNnWCwWOD4+xu9+9zsXBrECp4Ld7/dxcnLirgHXubecZIyTa7oq+Cog+UDIN4holVEOd3d3MZ/Pkc/n3eSVnvxBxUHFpulmhUIB29vbyOVyaLVabtyQx6psGQqzsqoArP9RLycKfC3/fKC47D4fccc44gBwDYJ2skuVK68zfSuZTKJYLKJer6PX67k5As1N91np2pZ8Po/19XXU63W89957ePfddzEajbCzs4NXr16h0WgEPAj1dpSPVIKdTgf9fj+wDFk9F7XQNeWOOMmMHq1nFC0FXx3YtEgZk8zlcqhUKkilUmi326FWGckOhFKphMePH2Nra8vFYk9OTvDixQu8fPkyIKzagf+HvTf7jey6zke/U/NcxSqOTaq71bJlybING7Ef8hAESN4C5CFP+SvzQ5LHAEaA2EEsDxJkRbHd6m6xm2yONY8sDlX3gffb/M7iPjWQ7ej+LrgAglOdffZee+01r7VHoxG63a5z2qfTafT7fRetpJmt79X3p1IpbG5u4vHjx6hWq3j06BEuLy/x4sULp/HY/hS+tdwHrJZIU3MwGDgXxPb2NqbTqfPt6T5E4ZZMrlgs4jvf+Y7TVuv1OgaDQcj/axnS1dUV2u029vf3MR6P8cMf/hCFQgGVSgWPHj1yEd83b9445hsVbCHhttvtUBqPZhOoSRyF07tovT6B62O++m5qralUCsVi0QUHqaGSnijUecjIWFnAQZ9xpVJxgdx2uw3g5mYNmycexWhUIybTt5WPs5ivMlwbJLsrUMFSOuSeElfWSlNhNR6P0e/3ndVLPLHYggJslpVHYA50uVzGkydP8MMf/hDj8djtRzqdxh//+MdbMQC1Ljj/6XTq1qYFMOquU9AgKce3Af15MLfIIkpqxuNxVKtVbG1tYTgcIpFIuFI8agoaNCCQgDQHE7j2cZbLZZydnTmtyD7HwzAajdDpdJBOp11VCitUmB5FbdJKK2pefIa5k5PJxFURATdatoWoQ7ws+KLpJFIAzrc9Ho+xs7ODRCIRujdLU6A4B2Vs2WwW1WrVESaJnmu7urpyjETnMBqN0Gg0EI/H0Wg0UK/X0ev1XHoUBZxN1fPtU7/fx8HBAcbjsTPD6/W6C8RZ3EXh8V24eSwt2DHV5VAoFFCr1QDABS5Ho5EL0lDb5XNkMMzy0KAxmbGmXVl8KfgOugajZgkq+4zGZZTZ3wesMjadTp27j8yH51otR8v8NTUvnU6jVqshm83i7OzM8Q/elqGCybcuzXiYTqcolUpYXV1Fv99HoVBwRRPqLo3KCOE8ScPWFWSFndWCl7GMF3I7+A5KJpPBJ598gp/85CcYjUY4Pj7GcDjEmzdv8NVXXzkti5kEBAYYqBkRKSsrKy7KrBc0qkZHZnh6eooXL16gUCjggw8+QKlUQrFYxNOnT1Gr1XB0dBTKYtBDQPOyUCi4SqxHjx5hOp1iZ2cH29vb6HQ6rljAp0VZQXQX5sBUFvq71CcGAJubm/jkk0+wtbWFTCaDZrOJ3d1dfPnll7c0WA1AsJKIroL19XV88MEH+Ou//mvU63X8y7/8Cz799FPnKuLVPSScer2OyWSC09NTbG5uAoCzKjY2NtBqtVAsFp2mYPeXWuFkMsGbN2/wi1/8wvmN8/k8+v0+Go2GOzxR+PMxjvuCarkWGAjO5/N477338KMf/QjxeNzlpzebTfzhD39Aq9XCcDh0eaXpdNqVx/b7fRcdZ4QcuBakzL31ZTkoQ9OmQIoDNYXV7aDf7VqJOyocylgIyzJjnR/dC9lsFsVi0Wm+ZMSa66zz0jUxc2ljY8NZ0KTL/f19vH37NuTn1ueo3dpCiSdPnqBcLiOVSuHzzz9Hv98P9Weg0sXPa+orXUksd6bbQhmxCkIKD7rQ1B13L+Y7K+DBCPb29jZGoxFSqZSTVNls1kl/K6nVjNJAAs09VqxZCaK+GmrXJAaajExDGwwGSCaTIf8akavaITeP9er5fB65XA4XFxcuB3MRPxmJYhmw0tIeDE2i397eRqFQwHA4RC6Xc7jzaRNcGzM6GMgEgOPjY6ytraFQKCAWu27NyXFU822324jFYmg0Gq7yjT46JVpfSai6Pvr9Pg4PD93hpAuE6XqcuwWfJvIuwOJLaTIIbtIo8/k8arUaEomEO3yJRMK5Y4Cbog3VKBlrYLyAtM3sC1sGbyHKR23xoeb8vPUqE/ZZscviV013jqFZDHovnN1Dn9ZLf3G1WnXWEXCTnqbl8j5ccAwVUGw9W6lUXFUhc+ctA/fhlnsxK8ipuNf16PP3Yr5MVQqCcJ04GSF9r2x8wwOaSCTQ7Xbxpz/9CV9//fWtgIIy0ePjYwBwLouTkxN0Op1bbgnVgJnDeHl5iUaj4ZA7nU4dQy0UCojH4yHtm0yBKVzdbheVSsVpfwCcBNXyXr5fwRLvshpEOp122o++h2NxjkEQYGNjA9VqFZPJBP1+H91uF69fv8be3t6tHN9sNhu6HpwSWYM2BN+hpPbFqDGtCF6gSo2Pa48STtPptQ+bqTp0FZ2fn7v8U02FsnAfy0LpdB4T51w1h7vdbuPk5CTUBEe1RU0PG4/H7pJPasoXFxdurUy5Y8CO54imsh5yNW/pmuPc9H8+89dHjzqmj2lYPC8CZKxUrgC4DAaORfOfflOlE+J5Mpk4vDHIWS6X3RczFY6OjtzV9IzDkGZJl6lUCp1OB61Wy+3fYDAIuT+VZolf8jW6kIg7DXTaNEPFKzVg/b+v7iEKZjLfYrHofrYmOJOVG40G1tfX8fHHH2N1dRXf+9738PHHH6PT6eBf//Vf8ebNm1sSg4Tcbrfx6tUrtNtttNttZ3KcnJy4aKoumj8PBgNcXV25TIXLy0unsaTTaVeGmclkMJ1O3dwpwchY8vk8SqUSRqORM8vod9K0tVlmms8NsQhQsE0mE5d9oNrvaDRCr9dzmRmZTAarq6sol8vodDr41a9+5Q44LQg2sqGZzzVRYGnnKMDPfPnZwWCAg4MD5xLhOzqdjiMy1WiskOS6jo+PQy0QSTf0N/N5i1OFZZmvLU5QLcmOT5qisGPGx+7uLrLZLCqVCvL5fKjwh01XqOGSmTJflP5KTV/SQ0otWxvrKJ0DCDFfX+7uPKWAeFChav+/LM0CN+4yNcNJL8BNEVUQXJf72wo24o4CajqdolgsYmNjA9vb26GUx263i1evXoWUJ9Wcz8/P0Ww2cXV1hePjYxwdHTnmy34lFJLKEBlIm06nLq1S8UyXhvp7lf9wD3VPNIajtDcLFvL5+kxq+idJhCwVVnM5l8t5tQ4Sz/n5Ofr9vvOHdbvdW1U59jkyCJqCvNyTtdk86DQhde4cjwyGz5LZqlMeWKzTmc5rGbA4tRoLNSoSLzV6unRUO7cmPOdN7YQamK5vFuMjQTH4AdwUmKjGOg8nyrT5LstsfHMAwsn0yzIJ3+et+eujLQpx4n46nbr0M6t9anCJ/9NMAOKJn9HD6LPm7P+tpupb0zJ4uQuNzgJ1fRAnHF87/ymd6zNctwovZioxZ58uLi2j1j0knnmOKQC0u5svjQ8I56JbIQfcdhFFWRp2n5ZxlS3UUtIOSEJ7+fIlRqORC8xsbGy4RWmyflREv9Vq4euvv3aVZhcXF475qlPbSmsy3yAIXIkim6RnMhmMRiMAtxkcx+v3+07jbjabrrji888/d2vq9/sLmdd3BfUdqnlzeXmJdruNL774Ap1OB6VSCU+fPkWhUEC73cbx8bFrSkL/IiuNhsOhC/i8ePEC//Vf/+VSeWKxGFqtlks5Yy6zzUtUjWZvb8+VW5OA2WjH19uUB5wmGc1yPYjEmTZUsoxBD4x9xyKgY9O0ZwWUMgDN3aWgAK6rKff29pBKpdBut1EoFNDr9dBsNtHv912nMNKoph2pH9PiRl1pXJcWcKh2PplMnPnO/bUuh1mgnwmCm2CSzRy4q2BTTZ2aJDVGKkBMkdQ9ZjMbbV40Ho/RaDRcB7dyuYxMJuPcZ1dXVyFFg19nZ2c4PT1Fv99HOp12wq/b7bqsnVardStnXxUMzWpSBqo067OAFR8+LTeKZygspPnqgET6eDzGN998g8PDQ5enu7q6imKx6PyT7ADmY77T6dQx32w263xmPNhKhHowrRnWaDQwGAxcdyOWCXL+Wh3GZ8h8j46O3FcsFsMf//hH7O7uOk3RSjNF9H0YL+BnviSQy8tLfPnll3j16hXK5TKePXvm0uhYaswEclaRkWEySPHixQvXGEczDVhEoozbaoU06c7OznB0dBSaNxnFLGIknsh81RLhIbQau+KYjEppZRkg7dCsB+AOs86RvkSui/5Y9pllY20WErXb7ZCPUOeujCGRSIQYDP2kdP3wbBD/dAdpEEjxre4ozT9fBi88h3d9nqAuHd0rBiA13kDmq5oxW2Jyrcp8gyDA+vo6VldXnebLeA6tWMU1e1kw9ZGZOlQQGDzm+SCo0FBFTpkuNV9fUE5xZ60Uq6jO0oIXusMtyuThpIfDITqdDuLxm/vqSWC+w6PmP4Mck8l1Csi8bvGWkRJ5JOJ4PO40BR5gn2mtpcrU0DWtxEpBi+h3Ab6xuCZqjIlEwvnGOF/O3QZeiBMGElRrvbq6chpvVMmkb14+94RlmrNAAxM2EKaRaq6V89WUnWUhak42D1OLAgikDTJEamfqWw+Cmw5mpDNm3CjDZYoX16iH3L5T987nHiENsphB6XqWgFI6noWbZUHPAukLuNHk1T9L4O96pRjnz3NIN6COZbV1nYMKeb1KiQqG9ZErfm3Mg/Ni4BqAKwyytOvDw7KwUDN1myzNl9GH2G638ac//cmlIrE5BSuhonyEo9EI9Xrd+TLZTIbS2Seh1dyjBs5NYq6mmnZ0YQA3DVXI9AG4aCndEWoa0lyjJKemNIsgFgWfqaLEPBqNnL+W7hSuaTKZuIyQKAbc7Xaxt7fnsjeoHZycnDhTWwlTCVKFo2W09O3zb3r47D5Zt5EyXRJ5uVx2+8/84b29PZdcfxfC1oojxTPfq+0MmcWhjIyFOqQJui6Ib6aixWIxd9AZaOLYGn/QoKUGj8g4uM9WwKk2Rn8ovxPnFAxRjZes1hZ1rhYF9XtzHjyzpB21DOg6oaAjf6CLi88fHR25zoTcK1ppWvmm2i8VEtI7rVXyBCpl5F+qzVIIaI/ldDqNWCzmiseCIHA1DNbSi9J8l7HUFm4p6ds4Io9dgrRuH4BjZlHaLztgqTZmTQS7WOBGmwIQ0lQZRVfQz3JcZcxnZ2eu8kvruIEbXxkPFN+nGvh9IGqjlKBJQHoFDglMD4HuCw9AvV4P9Uy9vLx0GRLqZ+ZzKlgV57r3NMc5npbZ6vzsWJynHiBWj+VyOVfSC8DlGfsE1CKgwRnLvMnIGMhRs5LzZkqdnQM1o1KphJWVFaRSKfT7fRdj0Isu0+l0yIUwnU7d59SfbYNynK/6GxmAUk2SFh9pYJE7w+wZvgsNqwao5jvnDMDRq97WwbmzslTh8vIydF9gPp9HLBZzqWJqwVoXFQUY0/iIG/2iEqB0R42W9MyqUJaGb2xsIAgCvH79+lZg255/q/2+E+ar2lCUiamHy2dezgJuHImUBJbP50PM2dc9XolU3Q+cNz+nhG2/SPhWa7AEqhqIpm/dh/nOwpFdI+eqpprVAIgLLbX0HVrNX1YmpZqt7rdqqbFYzPV6iMViLjuF+ZbU6lSb9rl8CGSE7PFL5kuf4DIBJt87fFqzuji06ovzJa5VayZeiFv1P/Ig6znQAA/xCcC5tbTAaFYAjD9zP5luSEuM43a7XSdU2cvWMgRL0/rO++DWan1U1KyFSgY4Ho+dEOLZpBAhLrPZLIIgcJWmPjcZx6cioIJOeZHSMT+jrhANkvKLKZvxeNyVJwO3W+ySXnSNy1hrM5kvzTc9sDYAphtBxPvyLAnWX0KTj13SALhcyV6vh2+++Qa9Xu/WRiui+Z0mIpFJhKl2xs9rf05uAgN9Sqjqn6KZQtPUmvzLgJaWqqlv8Uqt5urqykloJRZ9jtI7kUigWCy6km2uO5VKOQ1BfXM83GQmxCGZNxsoJZNJbG5u4tmzZ0gmkzg4OMDR0RGGwyF2d3fRaDScv9r6L32QSFzfzFsul/Hee+/h+9//PuLxOI6Ojpx5rfm1y+JWmRvxHASBK0elS4rMgnRL85WaPhkuW5cykEThoTEOuqYYGKVLhSYsrTwGlpVJR+WTM4Vze3sbf/VXf4Xt7W1UKhWsra25yru3b9+i0Wjg5z//Ob788stQGpcVplo1dl/c6hfnzTPNeI7VVq2GCtxYK8fHx3j79i2CIECz2US323UM2goUpXeLN7pB9OzabBcg7IdmdV61WnU0/vr1a1SrVdea0l5qQAuafE+t63mCbSHm6/MXWbAS0AeWCau0IKHTL8Qxo0oyfUxPiY1zoHS1c6SgoFkDzO9Ryk0iQ7yP72yWaW+1H+LJml5R0p2mHa9ZUheDzcGcTCYhbU41POZZsukR23dub2+HmGMmk3EaF812FWxRNMM9J3Op1WpO21B3wLJgTWP7Tg36KM75WQ0WqSWggTTOS/3L/E63BTVdMn5N0SPdzYodcD6cL7sAvv/++1hbW8OTJ09cg6tSqYTj42N89tlnIevM4jBKA14UZmm+XD/XpPndpDetJlVNkZ9l/n0sFnNxD58FxLNAC0bnRKvJZ8HFYjeX3+rc1Lphwy7eJsNYlGrM6nognpe10mYyX02HikIAkahZDsr4ZqngfC4Ibsr8GNBRDWwR/58yKPs+lfRKPD6prUgkAdviCyBMxPdhvov8n5ur0XJlqJYQGMBRvzBxDSDEVKymr1o1CZvEyFsbNjc3HWMul8vodrvuXawsYoqZ4ogMmUxnPB67VoKVSsVd062lqouacAo+pkKGp4yUX2pBWGGn/kbt5wsg9BzdDdRmyYRY0QWEq9bUVFU3h9XKqCmyiKDdbrvqTDKaUqmEra0tJJNJfPjhh+j3++6W6MFg4IJKZB66hmVhlmAjKE50P7gWe25It3ZM4tN3tnkGWCBlGbkqgcQjeY2eb4tr4od7TSsxar36nmUtiZnM1/pm7GKstqt+QyJ/1iZRZb+6unKdohgMoYmtvq2o8RRpViMkE1FmazVj3RSCHg6umWMR7qNBWJ+v1Uj03TrXqGbNfIaCgqk7GqhTE5ffqZVZ7V6Dp2S6pVIJOzs7eP/99133r4uLC8dA6afTHGmCug+4N/1+H0dHR2i328jlck6jjrrJdlGIYr56SwHpTPOPedDV/Ce9cH3JZNL1qdBYhQJpigyf5wi4zdxVC+b/dQ2TycQxAvacoBuIVkutVkO5XMba2hrq9TrK5TIODw9xcXGBo6Mj18WPNM4iEX3fomBdihbnUdaGaoekYXX5EB/MCOFnbfBdrT8WFnFefIfmEPP91h9rLWAd/+LiwrVR1TJyZdi6XmtZ8533cjvMM9/sBvIgzwom6SL5DiLHSiZLiLPG0d+j5huFEN9n9X88gFbzfVcQJYGtOQyETWKdxzxNXP9m3RU+IWLfoWabRuHZ3Yypgux7a3FofybR0v/HpHjSQZSAXQYsQ7CHWddlXT4+C0mDSaR1zW3nl61Gs4zKp7j43quMiVoYS2fZJlFdg/RBM+XT7pfd47vAXZi2XYvOQ2NJdu36Nx+NKvNU5us7q5anzOIvOq6Pl9k5LDKmDxaqcPNpaVEv8G2KErUCCXo6nboeAqyjJ5Exyr9sYIBzsUE1dcCrlgcgFLm22vMsSXYXgtbDoIfZ4lxxpIzCl/nAAARN0Wq16vBJdwQr2zTw4kul0UDCYDDAycmJSx0cj8cu+JROp91eWWvFmosqcIFwk5Xj42O8fPkSiUQCp6enoWyAuzBeroPftdpOL1ZkIE3dIb650u1D3OhB130AboqHrM9Vx9VcdHuA+X/SH/f+9PQUv/vd7/DixQv3pXfsDYdDfPHFF9jd3UWr1XLVXaqda7D1PgLNCmqde9R5t0DcRSk/+j/1y+rPrB6kL1c1X8Wxuhe5b2qlq7vNusr0DOo67VqXVRgWLi+2mpNVve1Lo8xiBfW9MN+XzIKRYV/QYB6QmFXaEuHcPAb3NDOCm6mSl+tVTdC35mUZsE8TUWIgaCCHc9W1cCxqPfl8HolEApVKxeWisqyVgSDNWba+XyDs5uBaT05OXLktsxF4DQyFpfpQeRh8GocefGpv9Xodr169cj8v2sBnHvDdWiikHd4YOARwKwuEzxP/anpaV439LN0sdN9Y81oZgsWNzp37QKFBd0elUsFvf/tbZDIZbG1tYWNjA+PxGF9//TUODw9dO0+a+KQbLUW/i0Izi86VH8xjwIo75SW6bv2sDRRrcJiKklogQNh1qJkI3A9+aYaUdjPk1ywlQHmN/fu93A6+F/nMXMuobP6kNZ194xJBNNu0zFgRbk22eS4Jn1bh+9ys333wLs03XYsyeP1clJXh+zsPGhPIlXB0fN0/G4iyn+X+MI2KEWn+bzgculQrn5mta9W/c+95c0gsdnOJ4jy6iYIoXOn7VLO0bhUfPShjJGPhs5Zh6vj8vDW7NRA6j05VC9cmSqzOY4UWuwTqDTHKQKwpfxeIUjoss533DrtmywyBG4Fnn7GxEK7Jnh37HsUjvzR9jAFtpqeqEPYpklYBXZYnLOTz1U1UyUIkUbOYTqehRuaqtpMo+HlFDomCC9XWfNToKJ34OZsepuDTIOzGWFcKCdSaKhahVjMF7lYpRF+nVuhxrSrYlBBUi9d3KzHwb5omw9s5eDuANZu0tJLuBN+ap9Opa1INAEdHRy5YRY2RAQrLhGzOrdUqBoMBTk9PEQSBczfdlQGr2WoZH3Ns2ROa2TWTycTl7GrfDDsPZRKKf66L3/mcMhNrzlpmYsfwAfdf79prt9uusT4r7vRMaiGRTb1cFnx0qDnnWrauOFDGp4xK94C5/uVyGUEQuOIR7pv6d8kzVHFQoBDVfGeLD7omeGP4aDRy9E+XHe8bVOswSiGapSj5YKmAm5VSnIxKkmQy6To6EdEk+CgmZYmQhML3WE1aD4cvwOfzw1jNQn9X0z7KR3lfTdeCrxCA7hB7oK1JZpmnz/2jdetcg0b2LSNh/qp2/1LfJsendkXTmtoCn9eiFj2AUUEl4lYLM3za8zLgY4z6PqY16qHSEm51Mfg0LZ9LzeJfmYz2KlHXjg8fUWA/o1V0Pq1Z38e94s9Wa1sGfAEoX0aRb+76u90jWszMrCEzZ1N6Zb66D1oEpfzI8iWbmklg/CObzbrvvNghmUze6szo2+u7wkJFFvRd8XDSzOHPPJAXFxdYWVnB1tZWqH6bgQ4exqj+DUSo/kwTmtIRQKhGnoTt06b5M79zE6zm4jNX9GBqcI7r4nvt+xYFe0dcEAQolUqu0IB5tP1+H2/fvkW/349kvNoohOlTLLJgn1MGmdTU9gFNMa6LriDNSqAvXg+EajIWhz4NTyGKedyVwKMyQRRfuqd6uGjSq4alZaVR848SmD4BoKCasQr9RXyyPsGs39UCUMEya//ngY7Js1mtVt0FChQK7LWrJedR4zF+kMlksLa2hsePHzvmy+5kQLS1Op1OQ751DZrpOVOc2j0jrZLP5PN5Zz3aDmd3tcgszGS+vovw1tbWsLq6imw2i+3tbdRqNfR6Pbx58waDwQDvvfcePvnkE+RyORf97na7+OUvf4k//OEP7gof5hpaZqLvI9GQ0fPix2az6a5Q5y2x1vQmqNlDwrBRfv0sn+dGsrKImRA0USeTSajz1rLAzm8M+sTjcbz//vv48MMPkc1msbW1hZWVFRweHuKXv/wlDg8PHVFbM54MhC6GbDbrbmdmSXG73Xa+wChTjVqhPfSTycQFqNiIyPqRabarqUlN3rqvFNdWUL4LC0OzD3hYeLDYI4H0yeuWGGe4vLIzSRkAACAASURBVLxEs9lEs9l0PStoxi8SdOFX1OfsdzW5lZnQgrA07Tsv+rtPo6Yw59zUdbAs7Wo8gPj8/ve/j5/+9KcOj5PJBG/fvsV//Md/4PDw0NGrtZ45RrFYxHe/+11Uq1U8ffoUP/jBD5BMJvG73/3O5dq+ffs25KflmNRcWcbNOcXjcce0aemo5qw0ToZNumDRSiaTQaPRwOnpKQaDgYtrqKVs94S/L0LHC2U7kDCCIHD3puXzeWxsbGBzc9NdWBePx7G2toadnR0UCgWXyN5qtVCtVp0EiQoqKaiWQgIl8+XFexzLR+w+DUqJTaWjjVbzOSUwluyyt4P6fu+ipdnEfBIhbxd+/Pgx1tfXkUgksLKy4rJBeEDVd6cVaSxQ0e8AQodZXTWW8U2nN5kBGvhgmz7tk6pCkgSvONb/zzLZ3oUWoRCl+Wp6kQp1CgiapuwNe35+7rI31B0VpclGaZQ+5ukz29Vctu4efl/kUEdp12qe813L4t2emUQigVqthsePH4eEL3CtYKj1bOdHfCUSCZTLZdRqNWxsbGBnZwepVAr7+/sol8uOufp85yrstTiI54vMUrMYotal1n02m3W3bvCWHE1L9Vncy8JM5mtrpoFrF0K/33cv5oGnZkqXBAmbTXJqtRq2trbcLaNaQsp3cINo5mneaBAErux4dXUVuVzOdXGiy4OVQFEwy7dmCV1TU+y1McDtxtzLboIKIA00drtdADc+WvZVqNVqGA6HjsBZQgzc9LTQtVBDCIKb1Cp+abtKBjwY3KTPHrjxK1IT47M2kk/N2GpUDCASP/qc4o209K586z7zVAO13W7X4VcvT+U8eJGm1QyVAev8feCjNZ+5qoEgWnrElQoPazFE4cnHeKO++P9lwFavAjexinQ6jVwu51xdtVrNWaikD63m07RJnSubF21tbeGjjz5yPliO5XMDcY/j8bjjR+ygZl1p9jk+y7FJG8lkEqVSCevr68hms6jX62i326G5RuF9EVjI7aCHajQaodVqOWKmum9bsFFTrVQqSCaTePz4MUajEY6OjrC/v++asFiiouZxcXHhfJZEBm8nXllZcWbF7u6ua7ocdbgtoudJLHXUkymRkZExAeFMg2VBN47Su9/vu85gdEcwAEGmwBaOep02q510HsTj1dX1Tcg0mdRnS0aqVVq5XA61Wg3T6dTdAjuZTFwFmvYnsO9Ta0UPkQoDxa/df9X87gM+14bScKPRQLvddlYNmYcWW9iWj3w2am5ci7q/fG4GH1NW05mVadwfH558NKzKg3WBWGarlsCyuCZPsJYX/aN0RQLAzs6OS0scDofObWX9wHoWuA+FQgHPnj1DpVJBvV53132RofqEGPeYLUrj8bhjvlSgrEBVxjsej50VRGFSq9Xw9OlTtNttHBwcuIwcvX17EZ7ig6XzfEmYqj2plkAE0/+jaVR6uV7U+KoFWUSpQ5xaMCt7gBvfp46n331giVOfVY0pCIKQifMuge8hQ9X71Rjw4to11U+ju0BYaPDwcs/I0G02hyViTb0iY9K0QZ/mANzuBBYEQag3K4nbZlAort+l60HnZvGs1wFR6Oj8ZzEkn2ZpwaexRj2v87K0FUWX9mfLnBeBd0HDqjDpbRZ00+m1SsSrz2LUMfQLgHOfzeIZ/Lq8vAw12Vl2HaqZq+Jlm3z54iV3gbnXCE2n09C14ywHHY1G+Pzzz7G3t4fxeOw6W71+/Rpff/01MpkMNjc3sbW1hfPzc7x8+RInJydoNpvOfxKVSwvcEIcihOlAKysrWF1dxdXVlTNPqI2rVs5NpYQmgWuJoua4ciOU8auDn/OgmT7LjzkPNBhAX2yr1UIsFnP5m/v7++h0Onjx4oVrWMN+sKqBskevEiwPQyKRQLvddk3ptdJLM0mIE7o5guD69tlqtYpOp4PBYIAgCJz7QX2kHI8Mt1KpIJ1O47333sPHH3+MdDrtymGZa8zsDYLVfO/DiC0jt4ddNW/VLDVrhD5sTemKepdPCyXD4PuA213+rHBn1hAFPWlUI+zzOpLpXIhHCj4VMssyawL3WxWw58+fIx6Po1wuo9Vq4cmTJ3j9+nXoJgrSnq9TWbfbdZV5zWbTNQ9ie8l+v49vvvnGuRfVKiGOBoOB40/sNcKKTvIr1VTt+i8uLtDv950r8/Xr1ygUCqjX6yHXJitgLZO/Cz4X6mqmif7aVYs35ZLJkYAp9R4/foynT586E5YRQ5q6Ueq6MjWteqMGl8lksL6+jiAIUKvVcHFxgcPDQ5yenjq/HjdYA03cMFsfbm9ZpU8VuEm9ikqRu6vbgeOTiMl86dftdrsoFosYDoc4Pj52ppZGWPVAEqdMHh8MBq6UWJm1dQ+ophqPX9/+zJsqSqUSJpMJcrkc6vV6SPCoFq1A5lsoFPDRRx/hb//2b901QWdnZy5wOBgM3DoIPm38Lri15qDPveEDDVym0+lQkMVqpVbrtBqrZb6q4Sno39RPz7nYdfksQt/7LX3QtWEDrcsCBZHSLRWrSqXi3FzHx8euFwgFdhTz7XQ67vLb3d1dfPXVV4658Ty3Wi3HYLVftGYwsI9Fr9e7xZfUCvdZWuxklkwmcXJygjdv3iCfz7vMF1qjdEvo/O5KqzOZrw4a9TMlMTeV2hDzJVkNReSTmWpgYZaJoIxYCU+RzjmpC0GLPEiMNCfUfCCRk+D1neob00N8H4TPAiU2+p+oXcxyGfgOtwYPNKjDcax2r0LHHlRdr6UBe4hteiAzY6rVKtbW1pBMJnF8fOy0OWUkloncFTiG7puO6wuc8fMUxoVCwe0FD/asQiHO345FZQSA0wSjBIDvnFn6U7q2WpdvPKt9WxpaFtSlQmD1JM87LS2l3VmgZ1NvE7d0aQWPzl8tCCt8otbq86UzVkLBQZ+1rmVRvM2j55nM15rretjt4u0iJpMJms2m0zS52KurK2SzWaRSKVdG7MsBVP8hGSUlZ6fTwfHxsTODLy+ve51Sm2SZKIEbqWY3gTmx9P8pkfNZTcin8IjS/BYFjfBqCowyYGoJ+jmbq+gThiRipv+p8KIpp4yP70skEjg4OHDvYsEG3Q5qakatna4L3sn23nvvoVwuAwDW19dxcnLiLvfUQ2Vp6D6gGRapVCpk7VgtiDTO4CbdJU+ePMHV1RWOj4+dm4TBTZ/2yffxXUxh29jYwNOnTxGPx/H8+XM8f/7c7a0vT1TdcNPpTR4w18T/ae4qv6KYDPGsTInvWhbXnAe1P76bVvKrV68wGAzQ7/dxenqKXq/n1qlKj2WKnIvm4+pnbFNzO2+raPksDIIyXWWOxGGr1cLz58+RSqWc5cy9pxLJ9UQJQJ1LFCxcXqyD+rRgJRgSod5qzIotAKHeATQVyHQsQrQ6h59h0YD+je4MPkMGbHP+1F80mUxCXf7pbwNuUmp0LGvK3FV70DXaIA/HVDcB56H+SYt//s61URuhGc06djUXVRuiS6HdbjucUUjSF2ZxZyX7dDoNRe3JgGu1mksRfPv2LX71q185s9ynVd8XtJqLmqKWVlPA6vrpashms1hdXcWTJ09cACmVSqHRaOD4+DiUVeILHHGPNFr+ve99z7mSXr9+DQCRGqHdU1pk7PnBvRyNRk4RsMzGHnzVCqPO77K41bxZWgbT6dTd6UclSW80scxXBQ1/ZsDZQpTGq+uIcgtFuTYt3fEdvV4Pb9++DaW5Tqc3sRV+7r6Bt4XyfLWQwdaT+8xOahlsksGshEwm49R6Ps9MBc3dU6LhptLxTp8mEUhgbiYPDDeTh0f9NPRbAgh1+aeviO+2oAJilqtkEdACFk1YZ7CHid4UDpbpM3WM2izXbavd1Kc7mUycNI8yQ6mVcZ85fpRmZRkFTbVkMulMNu5dq9VyB3KW8LovA1a3A/HLqDnxTG1/MBg43NLdonnTqVTK7YNqz/O0RtJePp8PVYQ+ffoU/X4fJycnToGIGscqN7lcDhsbGy53noyAQSGuh8zLulpUQborWAZolQFq5EpjqkDpM/OCmboGK0zsfOxn+V2Zp8aRrCLjc6fws3yPtTbvS6czmS9vE1afISWTalk6aWoQyWQSW1tbePz4MTKZDGq1GorFIkajEU5OTjAajVCv150ZzIWqRsYFxuPxkBl9enqKfD6PeDyObDbrug8xIgncdDUqFApuHdbXGwQBVlZWsLm5iVjsui6didy+wBqFARC+B+sum6AFLDzs2WzWpdHx2h7WvZNxcD+Oj49xdHSEi4sLNBoNhxsWubBMUvsGaIYEq9Ws2cfMFWpXDOKpxLc+VN0r5nIzL7LZbCIIAuzt7eHVq1cu48UGQGbBstoFha/24mDDcQUKc37ZYp1YLOYqNWklqVat6yZ96DnIZDLY2NjAD3/4Q5TLZRQKBWxtbaHZbOIXv/hFiPFbYa7KA+l1fX0df/M3f4OdnR1ks1kUi0VcXV3h008/xW9+8xunWZ+ennpNeovPu2htZJY2XZA8otvthvJwp9Opc+lQ6aESQzNe+YvO25fWZS02a4FZLZvpkrpXWuih+6e+df5PU8+0A6H1u1t8LoLbhTRfEgKRpJqlfQmlDYsiVlZWXMOMcrnsWkvGYjEXjffl5+omqKlLzYSNwC8vL53/WKP+/CxNQDJxEjJdCaohMndYD5GCmnf3YbzAjVuD+FTzkiYrSxxZ0Uf8qp+NQmk8HjvBx4PPWncSieZaWybKdWhaEM1aZbw+0L/TBUQtjHPsdruuJ4dWw/nGehdBN7UmALiqJ9WK6ePnvl5cXIT8+aQd9X/b4KudN/+mparVahXVatVlejDOQFcQMD8nOAiuS/sfPXqE999/H+VyGaurq5hMJjg9PXWN6I+Ojm65AHUs33ldBqyQsBoptVnSs55B0iIAF1TmZ3m+FSzzVQ121rqsS08VEH6PEki+9Wrer4/pWjwsCgt3NVNTTE1lnaQuTKP2QRC4mw7IJDlhzTH1gTI8Ej03i0w2nU47hmE1Kc5hMpk4RsB1JRIJF9mMxW6uqlZ/63Q6DSXla9Bmlh9qHigTIJDY6KYpl8vIZrOusxL/z6Al06GAG01MAwIcUyU+XQHWp8w56QWG3BubeD5r3dQQptMpDg4O8Otf/xqlUgm7u7vY3d1Ft9t1VXxR4yxyKGaBZnwwpsBbUtTvSb+ppdler4eTkxMnpAC4gOMiZicF0HQ6RbPZxNu3b10DqGKxiPF47NxwxGuU+c3gaRAEaDQaePXqFS4uLvD48WPUajWkUimsr6/j448/Rr1ex+HhoWtm8+cAZexKD+pT1jPKM9Pv950PlUKHX3zeh1efksfPRNGPdSlY7dla61ZY2cb+NlNI3+f726KwEPPVPF8ATpPkxC1BciM0ss6opzJxamLUsHzBJJWqHJcaCk1jzkeDN9wwJk/TzGEtP9dBcz0WiznNRLU/IljHJE7uinTi1mp51LCYorW+vo50Ou2KFpi2NJlcZ5Kw4QdwE8AhjlgOTJyqqac5w1Zz0M5nPCh6yOxe27XTp39xcYHnz5/j6uq6TPrk5MTdzdbtdr219lFMd1n8cmz6Hzme7p3Ok/jhftfrdezu7rp89Xg87nI9bcDRBzS/2Y3r+fPnqFarrkcHAOeGiAowcd1k5MyD/eyzz7C3t4eLiwt8//vfRyaTwbNnz5DNZnF4eOgyKgB/NsNdLTUfkKZ8bhNVlHjumblBoWNvjPAxNp+SEqXZ+7RgzUzwpR7qWDwPqsBE+XntHO5isc1kvj5fizUDoqQSNS1t7pJIJEImrUqgeRPn++2i1aHOv+szJA4tNCBBkDlrwYNlNPpZn/ScpQHNAx+D0QNjCUMZqTV/fISh5jHHUI09Kqjom5vvPb6DTWEMIHTbAvspMLA1jynchZjtGhRPXDuAEC3Yw0smTCFEBqx3ykXtt5rEfNdwOESn03GKRi6XCykfUbSv7+B7z8/PXSEANXHL1HzB6HcJPqbjownLfLkGVdz0c7puH359rsBZ+xD1GfXtAuESfT0rPhryvc+ufRm837nIYtZESNS9Xs9dNdNsNt3lmNQu6a/kAjUn1c7B93ef1kUiJVIpAK6urpxvVPv6DodDl3HRbredKcpn+G4rKX3SfhlQdwGZPgNA/X4f8XgcrVbL+W9pspF4j46OcHx87PypevsHAOcu0Ln7CMni0AYwoojX7oGlD/qkm82mMzt9ifJ/DlBBRmFDP7SuUd0pwE13OAYcg+DmTjtqnz7fpMWX0s/+/j7+8z//E7lcDuVyGaVSCaPRCLu7u6Hc1VlrITMYDoc4PDxEu91GrVbD73//e5TLZZyenqJer6PRaHhdOlH4uQuDtv7Xee/Q+ZMWNf2TV1yxAEUZddT7fQIrikkqLdhxWBLN7BHSCOdLXkLXlW+991EalsrzVcluJZzvGXbgslJQu2mpM1xdD7M21ccc1GzQeZHJkniJSJrkDFIBCKVv+TI59OdZOFgE+Kxq5dTA6U45ODgAEM6t5M/D4dCl17HfhuKCQU8yS60Y8uHSEqkybEvw9COrZq1jcgz2cVALYxlL4a7ar2W+PND0nXJ9etA1yMY+GGqq0he+SMrddDp1Ft/BwQHq9boL7mazWXeoVfueRfec12g0wuHhIeLx69uLf//736NUKjnm2+12XfHKLCUpSrAuAotoqT6aUv8vM3d4xRUryFRw+/Cqc1C6BnBLiPmYsFWmksmkcwUx04m8iUFmjWHYNdr5KV4X4QkLdTXTjfSZ/r6FUrMgERIYEVVJxYNgx4paoJ2PL/GfWQT2c2q+65icwyzpaZ+7D9hUJftFIcGDbwmXBOvzuc3aq6j1WcKZxyRnHW6OoX76WabbuwY1GX24mOWv4yGl0qAWlM/HPw9H9C2TSXAe6vpZBCfKmKbTqSs0ItPodrtOe1xkrLu6JXxnM4oGgPB51aCm+nB9Ak2ft/PWz9lMBg3e+ejY8g8yWlu1xqwnmwjgY7Z2fovCTOarASdf7msUs+QzmkqizxA5KrnsQfGNqYvmoeZ7dD46rmpneoA4J9uUfJ7WYNd/VyImbrVqTJkEsxJ0fE2b0SisrotgTTfiwBc84FrsulRT0O/8TNTe83dqDfp532fnwbI41oZQs8x6H60FQeCEmmovPjzPY7xAuBc2FQ/F5zJuGM4hFovh6OgIv/3tb5FKpTAcDl02BW/7/XMJOZ41jR0sQgd0BTILRAUbG+9oNok+z++qpAXB9d1vvN1GeRRdRLPmwznX63UMBoNQQQ7TNcmrbK9sOzf7t3fidrDSxEoonwmuP2swK2rCURNdhLCB28neUT/7tBx+Jmodi8xJJewyTIKMzZdJoOuyDFTnOivY5lvLMgdyEeEzD+YJ0T8X2Bs+ZjEG+7NqRASfxbPoehSP9AUr47H7OG8srqfdbuPly5cuX5nnk5ksy8xxGeB59gm1qPepAKJbj+vXvP1FApocj8+yoEtTJ7UFbtR8+L3b7WIwGCCdTruiJpbWA9fNkO7iUlyEH8xkvvSF0m/KCetB9zEeywjs3wkMIAVB4Cq7ptMbf5i6KHzMRpkRfbeM/DIvlkxNJaJq3wo6/iIuBtVglt0g+6xaAHZMi2+LS59JzTJla2apBWO1DLsGHhAG/TSSzn2ir25WupGdb9TP83C1KGgTGvXlWlxYgWz3xP7NV21lsybmrUP9jVr0w5xSbXoUFSTidz6n7h0fLUYpPHehW1YJUrPUbCLAn95G3DHAValU3Nln9Wqj0XAZJtp7xNInGS4r/r773e86PzpwLRzo/2ZrS70A1e6FFl2trKwgn88jn8+jUqm4/3NOszRqu95F8DqT+ZZKJTeYNqXhRmtlWpSG4dPE+DdeP5RMJrG2toaNjQ1MJhPXRUo3hRvMg8450MXAuvd8Pu+un2blG68e4ZVDGtkk4QIIjbsIA+Y61M2xKPDzWuqsTNgedB8+SUxqinEsRte1j8Xl5aXDq2ZZ6Lj8mWYdKxUfPXqEfD4fYmLaU8AGTTiODaJGmak+jUf3dxkoFosAEMpO0EIeLRjRgJdWGjKwqVkPKoAI3W4X3W7XyywUr7qWeDyOfD7vrtti+Xi73cbJyYnT3KjBE+jz19Qyjs99VHypYLFn76643d7eBnBddNLpdHB5eX2DOJuV8wzx/cQhL3N9//33XYN9Fpo0Gg189dVX7tw3m03Ha9SHHQSBa1WQzWbxs5/9DH//93+ParXqLuvlhQ7syftv//Zv2NvbC/EPxSdL0FdWVvDxxx9jdXXVdaKLxWL47W9/i2w2i36/j729PTQajYUsCz3LUTCT+bKhC6vCeMhV7ddSVU6IX76Dx4kBN01L0uk0qtUqNjc33cZxbBZIaPDMzoFEWSgUUCwWsbq6ip2dHWQyGZdKNhwO0W63Q93wgbD5byWWz3TwEfEiiI4C1Va4Rq7fvts3N8UHccFijWw26/aHWpq2qVR/vGW+ZBJkOpVKBcViMZQ5wYY5WhWoQkGzBezeLYvfZYAWGzNqgJsbgi2T51os81UNk7RoWzvSzNcxfOCjFS0hL5VK7lbsdrvtFAwr/HVfVPO1GUWW2c5iwMviVvu9MKajlYTEQ9S8S6USNjc33Y0pbON5cHAQun1FMyTUMmHJdjabxdraGj788EN3wWU2m8XZ2ZlraxAEgesBE8UolX9UKhWsrq5ia2vLMd+3b9+6ywXS6bTXkova83m4ncl8mf/KvFyfX5ITsQxWF+ebqGU6es35+vo6SqWSu7pmNBq5HqEMsFmtkxuvjEALOjhXaoKq2XBNykB8FTdR89eUuUXBBgQVj4A/qVy1ZIIlcquBMcWJpcgcVwsOfJZKIpFAsVh0LRY/+OADVKtVZDIZdwDfvn3rWgi+fPkSx8fHIY1a90ZBA5vq/rHMOMqMngdWu5tOp7e0We43aVvnSm3It8dBELhbeu2arPbvWw/3kI1xyuUynj17hlKphGaziXK57JpPnZychApCtHdHLpdzwSbSks3WscFjy3T1KvRlccsLM/Ws2ffZIPrl5SU6nQ4ODg7cNT/FYtE1XrcWk1pt+n5VdvTMUkiyqVSxWHQNlfSCXSuECGoF0223urqKZ8+eodVqodVqufRZVjsC0Yz4XsyX15izy5OmdNmDrmleBN/GWqZLombkki6IeDyOfr+PfD7vTJHj42OMx2MMh8OQROS4NC1YshkEQYgB83Nk9lZbVR+m7WBkkazVSZp/uygo81XwCTCC+glVA7XPKOONxWIol8tYW1tzGi97bEyn01s+cK6LplilUsHOzg5+8pOf4NGjR1hZWcHGxgbi8TgODg5wdHSERqOBn//8504DYv6xCgvOhe9Un75lwBbXyzJfdd3wnTxMOifGE/gOzpNWg4K6hnK5HDY3N535z/vGWq2Wu5vO5wfmu5PJJIrFouuo9+Mf/xgbGxvodDqu49+XX37pFA12/+KFpHy+XC47pSWRSIQYWFS8RJUWVu8tA3yeflf1+XLNlvGSvgDg9PTUBbRGo1Go4ZBavRSQVqnTc8c1ct08g7z+qlarYWVlxbnfSHc+5sszT6WENLCzs4NY7PpexdPT01tl5rMY772Yrw1w+Xx1Fsk+F4Qu1JrLmkXBA0smQ21FO5/N0oaUCMh87U3AFkFRCLMaS5S0vKt2FjUHBbux9nffu3V/rAasjFuZySxXit0Hmss8QDQBuT+qQfq+OJdZ+PW5I5YB3x5FrW/W3um8fEzM4kddLNb0jgI+SyZK90MqlbrVdMrO2+JZ99TiPMqiuA/tqlURZeUAYf5B4cwAOJkwz64vQ8HyE/INBsH6/T5SqZSz7vTKMuJY52ZpjONReaDypuuzis996JOwVDP1KGQAt6/xIEQhMwgClxTOng/Hx8duobHYdSvDVqvlugx1u12HdNsfgO9hb99Wq+Wa9tAUbjab3kv4CLbiyaeFKpNQPESltUQBTffpdHor95HjWY1b8yX1sypY+NnhcIhms4lEIuHKfK+urtBut12wkRaNZSq0Ik5OTtDv99HpdDAcDlEul5HP512f4F6v5xrI/OlPf3KlrQx02QPO+aoFNSuvWvG7DFhhpK4QPYA8bNR29DkN9NAiYD4o7yoLgmuXGPGplYa+/GHu4WQycbjlxZDFYjHUS/jg4OCWiUvGxeA3YzHMkb26unJulEWUhbvQLS8+Vc2ac1IGarVC/t7r9TCZTJBMJjEajZz7ga1Gyfy0eEjpYzweu1YFn3/+Oa6urpDP5517YTKZuKyEk5MTvHz5Es1m81aDdxUGV1dXaLVa+J//+R/s7e3hzZs3+Oabbxwv4WW0+/v7rvOh5R0+PjGPboNZH/jkk0+mwHXTaTYZ1w1TBC+yiVajUQamflMlDt/h9GVWqCag/jkdy1dEESXBoojXmvR0O1A76XQ6C4nEv/zLv5wC13mE7Pala4qaq9WCfIKCzMLiA5jtb1WwTJOlyprCpsLK3rFlYZ6mYK0kpQuueTQaLYTbH//4x9PpdOrcVRpYVMZI5m9p1yobdj1qOVhtLMpCVBxY7ZW9pXVc7filGqG2Q+We6DxVaBNvKuSi6KLZbC6E25/97GdTIHyHHAPaGnOJYuz2/TaQbs+5T4hxXQxYUmGjC4VjsGeEpkP6zjXHpHbLIKgG6q6urtDr9VxWhxaE+NapdDsej724nan5qu+ME7G5cpbQoojWx+j0/3oIfJq1D+z4Ko2USaqUj9JkfWBNNnuQ5rlBZoGNslsfF3Hvw7ldl49w+aziXXEwTyrrsxqIiMfjrlDABlR8Y85jxD68vQuzWAWHBn2j9lL/Nm8dy2iLPveDT4EhMyJD9eWhW7PZF5S167SuB9IaEB13mAU6bx8t2T2zOLXzXgSXPmuaAorv4iUBClaBiaI1zksVCd7iws9orEtpy2Z3+PAeBXNTzbhYzfG1vlPVICwzXpR56sTvCr4MApWUegitOWPnY8ew66GP7q4MQoML9PPpfJS4fRqVpk5Zv7nveEOn7QAAIABJREFUQOiaFA8+xjBvz3wRaCsM+Fn+zWfx6JdqbKqR3ce/FgSB850qfq3JfRdt3adkqDVihWDUmHpweY7sYdZ0Tl/nP32H/p/zUUZO36hvbouAzZJhVoudoxX0VrGKEq5RtBvFpJUR65niWJxP1FoVzzYX3FbPMsDKNXO/aLUqrS5Ctwv5fNWZrYnPurlWDfdpYr6FRxEpx496Tv9PJPsI2zJRZQbK5CzMQh43iub3XUA1c+LWEip/1zJZEpiaWdqQWhmZT+LP0uajrAJ7ONSsncVMfNqZz2KwY/jcRssA56CapDVhOa9Z2SIcax4d6mf1/bMYepTQs35p/W7dHZZOVLha7ZNMRZUGn8tlHvjSq9Ry0/nYugB7Tn0/636okuDDGRC+tUILr3zKl8W3gn1OGS+/k55sFpR16di1RcHClQH31Ur//wb/G/iYxfx9mrmPyf7fCv+3z///y/DnxO23tW/LavBR8L85/5kBtwd4gAd4gAf488DdamIf4AEe4AEe4F7wwHwf4AEe4AG+BXhgvg/wAA/wAN8CPDDfB3iAB3iAbwEemO8DPMADPMC3AA/M9wEe4AEe4FuAB+b7AA/wAA/wLcAD832AB3iAB/gW4IH5PsADPMADfAvwwHwf4AEe4AG+BZjZWOcf//Efp9PpFN1uF6enpzg/P0e/33dXpQD+WwLYoII3rLIJDZum85oZNor2NeHhOHpba6FQCN2qoI3V2dyZTX90ftrX1HaH0mYY2ghar69nByfe7aW3QuhNtADw6aefLlQc/nd/93euny97JQ+HQ4xGIzdv28NBccT7t9hRip2bbMc5gl233l+m/V4Vd/xZG9zzfixerKmd76bT6x6qbC5+dnbmbi0gXrVDHnDTnCeVSiGXy4V6s6ZSKdRqNXdd+f/5P/9nIdz+/d///RS4uWH3/Pzc3TLs6wVtfyY+2VFMe+/ys76GNHpHnq/7mL6b79BmSVFAGuB1W3prCADXgNz20+WeFotFVKtVd0EBb3nJ5XLu3sTf/OY3C+H2H/7hHxzdNhoNd57JE6I6lPG77+oiXzMgINyhTZvbKz6jOuER9OxzHtqB0fZ29v1s26Xq/up9f5wDL+Mk3f77v/+7F7d30nyX7Qdxl/4R8575c/WkWLbL07cN87o+2c++a7zpeO8Cd+8a/3cZbxmc3gfse+66P//bNPtt9YNZFD/3md//5tpmar69Xg/AtQbBe420dWRUyzzt7cpr38/Pz5FIJELXorA9ZRTh2dt2Ly8vQ5ovx9cmyLa7vLaRtG3wOFfVGvlOvUDT3hShGvNdbi4GELq+nV+2V7LVnCyjo/Tlz4pHqzFr43bdG21laPdB2y+yZZ6unZc6qqah1whRC6P1oD2Htf2l7kksFsPV1RWSySTOz8+RSqWWZi60HkajkdPueV2M1XyjDhtxqK06fQ3sdY+04fasRuf8Wa+MimrnqRCLxdw9h6qJk3701gsd9+zsDN1uF/F43N00TFwvi1u90Zy3bdh+05amfLi1ePZZelyjpUtL1wAcn4nq9Kd7rpcD6Nj8m/7ftt3kfPW7WpXcI+J6Fsy9vXg6nbp7jMg4tZGyqvME7StKhNDtEKXe20Pvc2uoqs8+rUpEVjD4zEudIxA2V5SR25643By9koZz4rPLwNnZGQA494Yy4Kj5240mPnzXsahZ6uvCr+Azs+z7uO6Liwt3j5zOgaawErFehcOf7Tu0fyrfQZOc9EJmuiio0jAYDNx9Z3y/4tbXGJ7M1tKwvTpI56/4igKLd19fXt0T+3dfr1qFKCFK/OvceWbodlgUyBPOzs7cNUK+Xt7WlaW4JVNS5mz7+kb1w9X/WSXL17fXPmvpj3jTny0jjuqbbN+rF3VSMZkFM5mvdq33XWgX1TTdIkd/54J8z/uYryJXGycTCWz4rj5FnxT2bYRFvGqeSjicg26YEoZlyouAjmnnbS0LH/ON8gnPO8i+Z+34Ufugh0eZPQnOEmnUl8/vqkxP/05NbRkg3XKu6nP2zS8KdI7qk9S/R/nko8bzMWvfXkcdel+zdf3ZRztkkPbdqkUvCmqxqbLi21/LXHUNOledv2Vsdo2Kc4tvnxbvE5JRSqM+4zsDvn3SOfHvVFZm0QIwh/kqIahmNs+cUASp9mUJl5Pnhsxa5CJgNyVKyulG2KuF5h1Quw7gWntdhoD5DDUIDUBGmXAKuga7+YoLxaEKQcUV18S/6dr5s46nXwyS8TYOupW4Hqtp2HEtM7BzBK4P+3g8Xhq3/E7Lwmdm6rstzuz/LI7s3PW7BWWe9hmCb/98NKVzn/d//q6uE31OtdBFgVaIBlNJu1FM2DI+Xb/yCjs/39/sOqOYt6VX+1wU89XzNGs/fcqbuufsFUQ+mMl8VUKpFuEzsX2LtIzNB/OQ6gPLuKO0uaiDr++2fjrfoYw6kBxzWc0MuHE7nJ2duewAHdsnjHyaDj87y1TT+c8iaH2Xbz+tqZdKpVAsFhGPx5HJZJBMJkNuKXuNuB3XErFqdfwM/ZPLAPeDro4ooWZx4zt0UbjXOVmmqvidZeIS1JesY0QdcN97Z40/nd6Y0Xo+lrXWgGt6nUwmIearNKHvVNz5lCxdh150as+3nXcUf1CFz2cJRFnc+vwsvmPXZ3/XOcbj8bmuyIWZ7zzNZRnwMQCL9KjFWYbEz+vld9a3F6X5Rh3AZcD3jkVATWMVAL7xZ70XCOPLN8Ys7Ri4fRfbPGaha9ZgVDKZxNXVlfMF+9KH5sEsLWVRUH/dfQ6Yb27WvLQwS3vzgWUWPs1MA2NR8/fRsKVzKyTuglufxjhPSZkH8wT+XcbzjQ343Y2WPpZ51yJziIKZzHcwGAC4jnBSo/H5D6NACUu/bI4cAOfA95klyngpPSlxmXebTqdRLBaRTqcxGAzQ7XZd7qwKDx9i5jEbuyb7uWWDbcANbrlmH+H6iII/2wMahWvfunigGbTMZrPI5/MIggCdTgftdtu5mux+qEAeDAYuaFMoFJDNZhGPx3F2duZ88TRTo8ywqDUS7qKdaawiyq9o323/v8g7iUfVgq3WFuVuI9BqsHnBGqC06/BpmbN+9ikbQRC4DJBlQOlSs3xmnaFZDJXz813m6bMu9LtVBuf5fO2zdt728/ruKIEX9T/yqFkwk/nS13Z+fh5KjFcV23d3vS7WMgI1MZLJJNLpdChbgQRrkaFjW98gx1pZWUEul0MymXTpRYx0Rx04Swy+z/nWoRu/rPYAhLMdfAxCIYoRRBG5ZcI+3GmhSCaTQaVSQSwWw8XFBfr9fiTTI5EHQeDSuHK5HAC4gotsNuvSC3lt+zLErEAhsAzYaLq1EOz3u4DO1V5Vznfxfz7Njv/XohL+rnNV5cNaSHfRNK3ScFfNl3PUdLlZQoZ/i7JqOZ797hvH0ohVVHzKjFrG9r2L4M3OxQoy39/n4XYm89UX+/wx9v/UanmlOtPL+DO1LQZnstksyuUygiBAu91Gt9vF+fk5er0eRqORY8hREk0PVyKRQKlUQqlUQqFQwMrKCi4uLnB0dITDw0OnBVOgRCF8npSOgmUPsWZp2JQx4tSOre+wpiqfYcpXKpVCJpMJHWLik3mIrJaqVCrY2toKVc2dn5+j0+m4vM5ZPj0ySPpaM5mMC77xZ757Fp58pneUO2YZ8B3WZRiwKho+rc3+X60Kfcbm46o1wHX63FE+5h31Xddn16y4uKvQmYUjC/cVbCp4+A5rlVjtmNaIte7S6bRTClizoOdBx1YepnSodQ7zBJcVCD5YiPlSS7LSV00uSux8Po9yuexcCjx8+Xwe6XTaBWnS6TRWVlaws7ODeDyOw8NDHB0dYTAY4MWLFzg5OXGMmJkBagJrwj4ZyZMnT7C1tYVCoYBKpYLJZILf/e53+Oyzz9Dv93F4eIhmsxli3D6kWYjS4Al3YRC5XM4RiLpQ0ul0SFgB8BaisPx2Op2GrBLCysoKNjY2nBXAr3a7jeFwiEQi4cpLnz17hh//+MdIp9M4OjrCwcEBBoMBnj9/jqOjI1xeXmI0Gt0KCnLe8Xgco9EI/X4fqVQK1WrVjR+LxZyWPxqNFsKT0hj3+L7gczmQjvh3n+aljJWCSV1vmu9MWmcWCPeTLp1er4d+v4+Liwt0Oh0MBoNQbrR+t3nR92HA75LRqrWneLBFPnaus+YVxbj1ec23tlY0EC7I4hfdYYlEAtVq1Z0H5n9fXl6i2+06BYMKUT6fR6VScVYb2xgcHx+j1+uFWiT45kr8vBPmq5rvLHcCmUYul3OHj/6scrmMbDaLdDqNSqWCdDqN9fV1PH36NFQ00el0cHp6im636zbVujaU2EicsVgMxWIRKysrqNVq2N7eBgAcHh7i1atXiMViqNfrkWbPLHNoFtyVsLVCj4RLhkrNlRqjMl8SezqdRjqddpqz+meBa+2zXC4jlUq5wgi6YC4vL11vBvrKNzY2kM/nAVwTTq/Xw8HBgfPJ2+oui39qvip0z8/Pkc1m3XqjtDFgtim5bLZDFPjMWZ8ma79bzdZn9alVl0wmkc/nHRMulUq3ejGw+k7xoLn0mlW0SJBrUTqMMpOXAfvMsorHvHf6NPcofuPrt6FWOM9JoVBArVZzrs5UKuVcfnZ/S6WSUyC4D+Px2FX6AnDZDEpH9lzMg5nM1zrUrQT2+UEoJQCEtCBqvqxcUnOLzJOHlsjhGBzXMqEgCFwC+XA4xNHRkWNGT548cQ0u1tbWkEwmcXBwcOvw6Nyjfo9C5H2IWOfB9XAtmimgm0s3DhkntefBYOAOMgmQwa95ZY5872g0QiwWQ6lUQi6XQ6fTwdHREdrttguG2pQ63YuzszP0+333P2qClUoFmUwGvV4v5GrhmnwH+S5C0I4RBVFM16dV2b9HaZj2sKniUS6Xsbq6GqrE5EHm4acpq4FkXxzgvnjx4WJZxjkrk4RjztN4o+biG4fnXJUvnxDl71FMO5vNolarIZPJoFQqORdCpVLBcDgMMe9SqYTV1VXHfKfTqatYW1lZQa/Xw5s3b9Dv90PK0SLrVJjJfK1prbmSRIj9PBnhZDJBNpvF1taWkzY8fHZMAM4HfHV1hXw+j0Kh4HJgGQgistVXRt9Zp9PBy5cv0Wg0kMvl8NOf/hSFQgFra2t4+vQpGo0GXr9+HSr6WISYlZhmaWDLHgQbWNHAkvVjkRnncjnn0imVSigWi7i6ukKr1QoxPgAoFApO2NFtwzWoNUGpzpLcra0tbG9vo9Pp4ODgAI1GA71eD51OxzF4Bc671+uFGAe7vaXTaVxcXKDb7eLo6MgJTDX3da33xasPfAxeDzT/RteaT8PSsazyQeWBn08kEigWiygWi1hdXcXOzk7ITTQajTAcDp2iornI2pHManJRhzoKR76/z9L6FwHbMU3fQ1yopu7TDH1Wjk/oqlaqAtsWbhFsjxV1FxWLRWxvb6NQKLh5kW65F+w5o8yX41xcXODRo0fo9/s4OjpCv993yhLnomtXvETBTOar+YU+ldqHXE5ApYH1s3FM9opIJBLexiecgx4In9k0nd60MkwkEk5LI5NmNHnZUkp9h2USdxlnHujmkTFaZqDMkxaE9qdQ3OlY+qX7NJlMXJtBujyy2SzOz89dy8jxeBxKhbJSXi0TTYuy7SHpRlkGd3fBs9VeZ31OacrSmh1jljmpOOV4HJNr1y+2SlWz2X5FzZc/27P4vwFRQaZ5bpBFNF/fGVM8amDa7lMULjR+QLxzn+kqI7+iENXeIpwLcO3qu7y8dIqkneOyMLe3g0b2fI7/qEyERCKB3d1dDAYDR3B6gIMgcI7tRCKB0Wjk/GBv375FvV4P9Zy1fSX0XcB1Wly9Xke/38fz58/x6aefIp/P4+TkxPmQz87OIrXbeUCtkUi3ObDLIp++I82dJhFQ0mrP4SAIMBqNnLCiq2EymaDb7brsEJbT0tcVi8VC5Z80d4PgOlWMDDKTyTitgLm6qVQK29vbSKfTODk5cUEg9mBWouNeDYdD9Ho9xONxrK+v48mTJ4jFYhgOh2g2mxgMBk5Y+kxGy1TuRNT/76Gx+bfWZNV305XDtEWmfint0U2gY6uWSp8gU+xyuRxGo5Hzg/f7fUdDtAZtAxcrJPkOvpNReGU6LKOeJRzeFXB8FeK+9/oUJf7dMkz9jAbW1M1WrVZd4JL9c9XK1gwG5Vt0gfb7ffR6PTcufb6NRgPNZhPj8RjdbhcXFxfIZrOud7iukdlSDFr71rwMLNRYx8d8o4A+LB7uw8NDh1B+kanw0GsEWU2BKGnm077Pz89Rr9dd5kM6nUYul3MaMLtbWViGWHlIo3xQy4BtWuRLX7GmL6O0FFYktrOzM3cAta+CZqIwYKpCg0RO84nNzNPpNIBrSb+1tYV4PI7d3V2XL61WBedIDeLs7AydTgdBEGBnZwff+c53kMlkUK/Xsb+/j06n4w6C7sEsLWJZhpJMJp0Qsc9b9xHfZVMgs9ksptOpw61q9VYb1i5uPKQXFxdIJpNOiGUyGfduasOpVCp0xnyNahQ/zMm2MQHuuS8wNwvuagXye5QS5nMh8O8qYHVMPUtMl6QCkclksLW1hbW1NXe+Y7EY+v0+ms2mc2sRj3qW6EpgNk4QBC4ecn5+jmazib29PZydnTkmrA3SdT+I47OzM4xGo0ihsygs1FhnGdANIWGpqWDT1hTxJGRf6hTH0YNqN5AEwP6l1Ab4t6urq5BvzuYuL0O01vy7C5587/Rp9XyX+gTpKgBuM3Db9lJ9kpqSw/+zIIUa79nZmdunfD6PbDbr0qjU5POtSdcVj8cdIysWiyiVSphOpy6YuqjwWpZJaDGQnd+s/eK6qAWrxkl8W6ajWpxqgxT0zGwgPqIEgg/s+JyLBlxJxzwz2kRoEbgLA7bzVjpVocDv2npUn7VztW4GKmeZTAb5fB75fN6tXfPRuTdU2DSzRHkKKy+JQzJR0vx4PHbWoKaRWetEexjfB+YyXyUyJdx52i9wow0B4aIAm4xu38nndDOBsO+Yc9EgD5lOs9nE8+fPnQTTXNdMJuMCQtY/bSW4Bc5HNXg9dMuAz2VhNR59L/FJ4lLtm8RhO6NxXr6CDOKeebgMqNXrdRwdHSGbzWJzcxOVSgWpVAovX74MFV7M891Sw1hbW0OhUMCHH37oXEONRgNHR0ehOc7ynS3LILTtoU9Ts0yA+0HhXCgUsLm5iSAInOY0HA5xcnISCpRx/jbAdHV15eIOzBphSh+DpLbNpZ2TnTc/Q2akudlffPEFfv/73+Ps7Gxhk/iuvkqdly8+k81mXQN84l9z/zXnnDm2ujekS83NzeVyePr0KdbW1kKpqu12G8fHxxiNRvjmm28wGo1C6WPc18lkgk6ng/39/RAjPzs7w/7+Pg4PD3FxceFyeO16LX1y/+3+WXzOw+1CjXXs4LMYlCUcq2XZ7z4T0CdJfe9X5qt/7/V6TnvLZrMuJevy8hLJZDL0vAaIZgUTrAvACoX7MF/f2n2akeLTavD07Vr/sWU2VgACNy0xab6xt0M2m8XGxgbG4zHK5TI6nY4Lvvkkv+IGuHZblEolVCoVPHr0CMPhMJT3ukjw7S4MggdItSrdX9946lZLpVKu3FqFNlOLKARtHi7fo9bbYDBAq9Vy/vdcLhdivJbmosxxzpu+4s3NTfzFX/wFcrkcBoMB9vb20O/3MRwOMRwO52r49wWrKHCfUqkUstmsw9NkMnF55IlEwvnE9YuCD7gJKCcSCRQKBayuriKXy2FtbQ3r6+vu52w2i2az6Qp8ms2mO9vMoef5nk6vM0wajQbS6bS7HOLs7AytVgvtdtsJWPUXK/5oveu9e1HK0qI4XjjVzJoE8zRgKwks87JMzC6UG8HoJH1kXDxwfbjIaBUJNqthOp269B8eAppB2tKx1Wqh1Wrd8m3rfKgtLtKvcxaQQalwIRONwq1+jj5K4oaMglo+A2OWyfsktWZQcC+sJZBMJpHNZr1ZI9YiUDypj5OCkP/T+SieLSwr2GbR3Cx65VwZkFH/dyKRcHmi5+fnTmPThlBaqmqDpUA4mJTP5x2TabfbTpNWc9enrXKMTCaDYrGIQqGA7e1tfPTRR+h0Oi7wqULCh1uLo0WBjM0X89B91rWzmCqdTjvmS/PeXqqr14RpNgjXFQSBs7zs9WaEKIvKBjS5nlwu51wXNpbB8ex58CmQy7oili4vVm3CSnxClGarY+nB5LiWMRAx7D+wvr7uGA3N5d3dXdTr9RCx6bicSyaTwY9+9CM8ffoUuVwOq6uryGQyaLfbODk5Qb/fx2effYbPPvssdHOxrof+JhKdaprLEjF9f3pdjm5ylM+ba8vlclhZWUEymXQdxbQMuN/vu85u6hOmRmYZJYVbENyk4PDZWCyGcrnsfGRk8Nx3MiwdhxF9HiRqMRcXF676S10klnassLgLbq0w0/H1dzJLrc4rFAquQi2dTuPs7AzVatUxWzYfarVaaDabt3qHKM3ovIiTSqWCZDKJ09NTtNttF6TWng8+4U/BUCqVsLOz47IAPvroI5yenuKf//mfXZCQcQ/LaJUpLQvqC7dZL4lEAuVyGdVqFZlMBisrK0in0/jggw+cls6MmU6ng1//+tf4+uuv0ev1nOZO/JOOyD8YoGW6VyqVQrfbRb1ed3uiShnxqYKetMyKT2rlLDlW5ks8qWvFMnTV0oMgiLyJPQoWYr7AbY2Vf5v3klnSm5PnQq3mag8E/Y+UivTDsRKF5oKdJwNOtVoN7733HorFInZ2dpDP59FoNFAoFNDr9bC7u+v8Uj7C5Jwsc7+vBmytgHm4Vc2Xpay5XM5pDjS16HrRMX018FYQqpQn89NDoUzNEiLxo4E5DZ5wzvo+zs1qp/OsqyjwaXVRe2QVhSC4yQtnxgwZMAAXlEkmk+4Qa0aEFZrWrca9KxaLyGazGI/HrhjG52LzzZcaZj6fR6lUQjwed02lqJ3z3Ra/1oW2LKhg0znpvNiitFqtIpfL4dGjR3j69CmKxaIT6u122ylOAJylobnQOn/60SeTicP9cDh0gTLrPmTZvuJR/8fPMqVQUzujcB9lnZP5+q5qmgUzma/Pd0YkzxpYfVU+zYWL1wOsEkYZqJoT3FhqVUEQOGasQSjVrlmqnE6nMZ1O3eZzDHZVGwwG2NzcRLVaxXA4dLmzum7r51uWKSgQL1bbJ058VoUSDzM6NO+Yf2fxCl00GlCMYrpa9UaXBXOvqREAN6alpkYpsVLrYPSZaWfNZhONRgPtdhvj8Xgukd9F4yVwrov45ay2FIvdRNC5XmaDsMkTv+Z1aQNuKgDVx80skFKphOFwiGKxiMFg4ASnprVZvOj/1c3BlCzmzjOdz15x5VOGlgH26tA1qWbIeU2nU+RyOVQqFfeM0hDfq+tRpYcppxT4fH40GjlcMX2MbiDLWFm1Rpz3+32X5dDv952CQpfGaDQKlXrzndYC1niL3f93pvlq4w/rWLcvtBBlNlomYBemk59Op6GDn8vlnMmqWh+T1emP0tQWalvUBugH5bOlUgnb29s4OzvDixcv8NVXXzlznaaMzk0zCaLWvghoWSKBTJDvsVqgvpNmLzV1Ep+m6VGL05s9gJsbm1VTJTMmA4/H464pPf1xxC19evS32f3l82ySNB6PXbe0er1+S6hZF5El3mUZhM2dVXPRgjJfalYs/6Vmy5zQXq/nTEtraUUdSE07I/Nlefja2houLy9Rq9VCbgJtoq64YJSdZjaFAAPL+Xweq6ur2NzcRKvVQqPRcLhW3Cpel8VtqVQKCRRd52QycfOj+2F9fd2lGGr+OWmN6yUtUdDxLEwmE5c9Qdq2gbHJZOIEDZUQm/GjmT9q2WkON9NR7f5Z989kMgkpK1E0dS/NdxGfLr9HvchO3B6sKMatZi/nQZ8Z08fUBUHtT5m5NeUola0/k1FSlnxq4x9LnBpouKtZrM9YoUaC04314UvryrkeGzWOCupZH7UyD9WutRuaMjGfy4DPapnxxcWF8xEzCq+tKRfBz11M47vsi9Ib5w7ARc8ZkCFDtLnEFp86B5rANpBLWrO0rPnovjmSQbHohkKUfkwrzN4l2GCrnZ/mGnOttMRIO0EQhHpaqMuAz8XjcZebSyWMfULsnYezLCUdV7V1jYEow7Y8b5YW61NIl6G9hZivj2CAm94PJAifluszc5QRqC9q1oSZ31epVJwfrt/vY3V1Fa1Wy+U40twmERL6/T729/cxHA5RKpUwGAxQLpddq7nLy0vs7e25JjVaoKGm0Hg8dk77Rc0LH/g2icUMGsml6WQPOwmIOKSfTN0yDI6cnp7i5OTEHVrbpMimPpHxttttxGLXlUTEC60hDTYQDyRwauEnJyf45ptvkMvlsL+/7yrcWq1WyD+qPmOuUTWOZXHs8yPPG0fpuN/vo9FouGoqtS546PUQk2FqJaF9HzW2VqvlUvcY6KHGGgSBK0G29DWdTl2gajgc4ssvv8Q//dM/oVAoOB81g8a7u7vOH6rPWyXpLgyavW/V5aJMllYjLQa2Z9zc3HQB3Vgshl6vh6+++gp7e3turrQiiFeWopMRt1qtEM0yHgTAFQTZ1FMKJA28Ke/hs9bVE6UUWnyxhS7H0GvB7qX56kHX1AxdMAl2kaoaPQz2axHmW61WsbKy4pLVe70earWa693QbDadyaLaw3R6XRG2v7+P4+NjFAoF1/2sVqvh0aNHAID9/X20Wi2XrG3xoD6keVJxHljCDYLrooRKpeLmTo3LVvypBqTabTabxfr6umPi7M8bi8VcOs5gMHDz12wNjkXCPj8/d1H44XDokvfZQ0J9xao18h3n5+eO+aZSKbx58wZv3rxxea9aAGGZ7zIVWrPA0te8/eB7B4MBGo2Go3Vmo9BlZQWFBl18GhDPzmg0csyXgbLxeIx8Pu8ySBqNBgCExudYNJGDIMCXX36Jg4ODUOD18vIS9Xod3W7XCVDuaWl+AAAgAElEQVS1BO/jyiGQ+er1Vyp86abiXYDMzFhdXQ31pRiPx9jd3cXp6alz+agw5rvohx8Oh07DJyNl0FEtCNIyEHY/aaBQFTONO2nAWffQ0okKd7bLpQ86ysL3wUJ5vrpRGslmXwZ2JLOS2hfc4RhW+/VJZjsXG5Wf5cPzuS1oSvLa6+l0inQ6jW63iyAInEk8K1/PMs13AfZQUOOie8B3tbxvjOl06hgGAzrAtZ8un887H6EtxiARcW+pSal2bN0/SrCWWEns5+fnLn2o3++7xHbry/QJ428DrJms1ga1ehsoVlwqWO3bBjMZ0CSDVHyqlqZzU6FPIUcBzZujiV/fnOx498GR7p09E2SAxGEikXDBLuJFfbw2eK1r5f+UZhQ3es5V2bLnU+dm/6d7RNq2n4/CQxQsIvAXbqZOk4DSJpPJ4MmTJ1hdXUW9Xsd///d/o9FohCSPBnSY38iJ66IBOP+iagoWMTStSXx8hgxFiYDzVT8Ynfc8VOl02gWFgGvNlwzY+kU5rv7dam53AR7IILhJA0skEk5TYJBHAzz2eTbnZmCxXC5jbW0NT548cQGyTCaD4XCIvb091Ov1UGK7Bi5rtZprYOJLBwyCIKTBaCmpHgDmwL548QLxeBwnJyeo1+uhXgfEHWlFm5n4miAtCr590++zmPt0OnWZJMyWYaMexT3XSVpVulfGS2HGrAkGho6OjkJlwByfCg3dDxzbKjUUbBosnU6noYIDy3x8OFpW0HGN9oyq4FXGTxcKLVIV5iznjWJkGtCkG2E6vUkP81l/ZPpaaKLWnRXy2uuB1YfEF2mB/mr+XeM+FKZMd1VBOw/m9vO1iKZmVSgU8PjxY7z//vvY39/Hmzdv0Ov1QhJK8/VYHUXkq2bMd2gk0rcZ1jSllkp/jc+UV6bAd/H9TIUiA2GHpHmar5oehGWJWBm4pkZxY8vlsksA551qUXPSSC3dDdVqFY8ePUIqlXJVRb1eD91u1x1aEiiLR1hcwPQ7DUpyj4BwgQhxRcJXjYXluADcBal0aVgBrKb7IubffcC3f/w7/YRs4s+MkllgU67sujQgzC+W2rKKTpUDAO7cRGmE1HKty+5dWmQ+UGHjc+no//kZTSPTTAQbmNN9Uc2Tz1nrWJk8cUJ+QBqz2UkAbikW3Cc2u9f3k175N10n56VW6TLW20LMV10Gav7TtF1dXcUHH3yAYrEYYiZk1FwYndKUeJRQauop0jWgR38r/SrUJshoEomEc/ZbZOvmKlItsVjXSRS8C/+Z+qBUAF1eXjrhtr6+DgCuft/mIHJtJDpaA5rRwX3zdZayrh/+Tdtm2ug2maQWUzCYZDV07Q7FeVu82YChHgh1Ry0DizIf3+fs4VemYPFnn9M81SjgfuihVY2aWh3xoXOxc4yCRfB1V/eOz5S340bh1fpZdRylDeuqVA2Vll0mk3El78qbmAWitGgtHvqHadmQR/EdmiExnU5dnMOHP3se1CU1z/WwkNuBmo0iJJ1OO9N2a2sLT58+DeXn0dVAE5XPt9ttvHz50pn7e3t7ztSndqcMlwQ6HA7RaDQcobJ7Ept91+t111BEG34rMydQu7FS1JoXimhFuIW7aBrUcDSQw+BWOp3Ge++9hx/84AfY29vD/v6+w4+maXFdfJ4NQ7LZrPOxUvPXvdD9VQbLPWM1F3GnLhUtcOFVRpeXlzg+Pka73XbZAtZHrTeVEJd8Xzwed1o3Ywh6Zf2y+PW5GSwTj2IQqrkDN+42ug98DJgHVS0FdacovlULZqN1HthYLOYqFbVk3HcJgKXFeW6Ed6UNW6E0a2zFP/kCeyZPJjd9qEn7DDST3uiqpLIVj19fxPvd737XMWBmGjA3W/Of1Z+sGimbpbPsnVZfrVZz5ctMN3z+/Lmz6NUyVbcF262ORqNbQeNZAm4hzdf6SVTzLRQKAIBqtXo9oDQiZn22wunpKc7OztwiGe20jm5lmtwcJpdTu6XmS9OA0pC+GHWuWzNWfTsq6RYBa+rdBTRdj6BEyPvner2e88faaiXFkRKM5udyrkrUs7Qo1Tw140M/z8/Q8mEKFP3xXIvV7hRnpCXVoKlBaMrWPO1hUVh2HGs++8qmAdxak54Z3xz4pT5iZTp8j2q+1vqw4+va5mmzvs8towFbhjsPpz4GTDohQ6Mw0kC6fl61S2q+7B9RLBYRBIHz0VMxJIO36+RYzK1mv+lcLodqterukWReN5m7ulHsHG05tH7dWfO1zBe40RrJDBk8IbPTVBD23dTntW4+FouFfLfWNCVjubq6Qr/fx+HhoXNZMKjQ7/ed+0KrVZT5UruzV0VbIrGMQcHny7kPU6CwsZkf1A5Yfbe5uYnvfe97KBaLLiDIqiXrn+LeEB+9Xg+pVArtdhuNRgODwSCkEVMbpal2cXHhUqwAuJQ75vlSsqsJmMlkHM4tTjgfACEtxMeAqUFQw7yrWRwF1sy1P1uBr35/mxUC3L7OnsxU/fdcN5nr5eWl04zUBJ5OpyGXy3R6U/bqywbgfH3CVDX8KAbrG2tRUKWFNKt+V32X4o8KE5kocGO98qzazmQKfBdxw1xynp9er+fy/WlJE0eaBkgc2wIsru3q6gqpVMr1XT48PEStVnMlyfSzq+ard/Qtg9e5bgdrdtIMYo11v98PRc51UvF4HJVKJeQPYWkwD5om/mvCvz0EzWYTX3/9tetE1m63Q9oIO9Jrv1Cr+WpRgmowJAaNYuqmR7kddOxlwZr8xBlxs7Kygo2NDdfCsNls4osvvsDh4WFIq1QzmXvD3hSNRgPJZBLHx8c4PDx096jpzas2mMpEeRI5y0XZ9pDCk8SmlobFiwpUmwuuuLduBwpm9bstwyCiTPBZ2pq6GpSO+TNp1TJP7iXnyvn6ApFWYwbgAp+aw8pgJYWjCgJlcD5LzbpY7Hv1TFh33CKgPnyr4dmzw5+1OInKmArb4XDoTVe12iYZPYOhfAaAKyRimTazKIhXgloYyoA5z4uLC3fTcRAEaDQazqV5dHQUymihO4SFTVE++iiY29XMMhs9TMyXpT+SB5DE2u/3nbbEhTIVRoNC1jGuoIxlMBg4LbjX6zmpk0wmQzmD+mU1MUWcMmH7d8tofT/fR/O1AsC3bgDOD3h1deXuniIR+vZG0++0aQi/Zgk5AKGSTjJfLQPV9WuWSRQudB98Qs1nYt7XwriPxmz9gzofH7Oi9Wbnad1nUf9n9Rb3QH3Ns/CqDDbqM/NcC3dVHDhe1FmJOsd8HxkV3QPAdctIDdbauf0/7H1Zb6vXdfZDUpxJkZp1pDMo8bEdN7GdoA1aoCiK3vS6N0X7H3tdpHdugLRFHDhO4uFMls6giZo4D+IhRX4X6rP1cJ39vnxJuZ+L79MCBEnkO+y99tprXmsrDqmwMWYA3OQNB7WDDdrzSv8s6FB/rQbivk9LDIhwgKaV6Expurq6wu9//3tUKhWXiWBNkpWVFSwvL09I9W63i5OTE1dFVKlUXBaDlcqKdJ4uSpOiXq+7clom8VNbUIagz9GFYLST54vRdKFWyDJaAhcizKc3C5BoOA5qj6wAe/bsmSs1Vibqyxgg8DRWWgHUVNmtn8Spc1HXh/4G4Mwp5hGrKc1xtdtt934G6mylkYI180nc7J2rGlGQi2hesBtR6UOZP9szqnDXIgu1rEjbKvAVFzp+Xy4795Iye+DmdGsdcxR3wTT3ir12Vs2XHcq094XP/UUmyTWmO6lUKuHBgwdIpVKuF3Gv13M8odfruQAX6Zh7Q63gbrfrSuhjsRhqtdpEaTMZKfcXrTSNSV1dXbmDN+PxOCqViiuJfv36NQBgf38fx8fHrkuftWJ6vZ47uJe8Q62TMMUhUktJzccjo2Vk/ZtvvplAuGpRJFy6G2jWknCpnVmpr8ANqKWdjUbDEX0ul0Mmk5koa7XaltUS1EnOJt98nvVB8x4ukPWDz6v9aj4nN6+2CHz27JlrJlIqlVxDb1/qDMcyGAxwfn7uKoq63a6LwlJoMginZpzOi0KSGopqK2Q+fAaj9SRo5knqtQQrCFXzY4EFmS/721rtPir43A72b6vJqpZTLBaxubnpGtVnMhnnQ7fN1LUajYxUCyv47PF47JiDzxLwMVZdZ5+WG6bx2vvts+cF7RXMfUahra4m5RfK/JaXl7G9vY1cLof79+9jZWVlQiGr1+uO2bEjHmmOz4vFblrJUokh42b2D11EeiIJ3VoEujCo3FCxYx9nAI7Pce+ooIzFrqtPz8/PnfvIWtxh9Bupt0PQb/W5qNRTqU4JxGbF1IjUDzjNR6LP1b+5KPSr+YjaApFBJkPnunau0p6tvIfmCs2kKKkkYWADNtYMUmuAmpeOx4cjEicAl26nwsT6D3Vu3CAAJtaPOLbunFgsNuF24HyC3Ed2nJYREyc+t8Os4DPzOVe+RwUnx6/RcrYuZcoXT96gtcBAs1oQdgzEo/ocLR6CxmvxZOcQNGf+HeYGuI1LR5+hFpQKGmvy++71xTpIU8ViEalUCt1u12mTmhmhdE6wlkfY+5VXaeELlR+dn3VnWqaqgmYa7VsIZb62EEEHrwGFIHNIJZXm1SqTDHM16HNV49JNRPNXzRxFjg8ZDPBkMhlsb2/j008/RSaTQaVSQaVSQafTwXfffTfxPkpbSkT1UU1j+D4go/OlqAA3zV0SiYQ7KPD09NSZularJNGre4j19CQem1HC99F845g6nQ5Go5vOatrGT+epR3WrZUOCVcGqzEgFBQUK50VLQDforGAtFuBdnx/plrjQ9KP19XW899577vSUfD6PTqeD4+NjtNttVKvVCReOZQgq5KgF23Ho9UG0r3+HCSRlOj4GrkHC21psGpzWVqw6x/H4psxZXZfK5Gg9s8BhZWUFsVgM5XIZy8vLePv2LVZWVrC0tIR+v49arYZWq+WeZXOC1S1Bhq4KAS127hMyXh4WQIucY+S1Nq5h10mfO2twODLz9RGFRtwJSiS+QITv/7Dv+L8yDH2Xmj1BhGU3IZlFKpXC0tISHj165HJpk8kkms0mTk9PUa1WAdxoSozIA3AOf53nLEBi1aCb9fnx3CoCsxCUKdnNRgJg4EwLZax2oO+kn1XzhNmhSq0VHau6gtSy0QCSEq2lIV6jz1ZNal7t1ye8lZlrShffodkbpVIJ9+7dQzabxfLysjtmajgcusKH8/PziecrM9A5kdH71soKIzt2q/RYAW3nzPlYBuDbb/MyYFV8+MPUUesG03mT7sg4NWuKubt0DZRKJQwGA8dAmVZGRtjr9SYsT32+7/3AJK/SFD5auKpd2yCyj58oX+JzZ/WfR65wC1pwH+P1McMgBq7P4jN87wn6jkBzkZoGfW5kJvpOpkcRWdR48vk8SqUSALhzu5RxcDG/D9M4SDDxMzagoaZGPGo6km44jkt/eJ82JFLXCYFHtZAh0by2Y4oqRNV/DEymDPme4fPRz2NNEJQJ+D5jLEJ9iSrMGNyl5dPv99Fut9FoNFxgl2mNihuNtKvmq2Pw0U2Qtqv45LjZ7yOfz6NYLCIej7vUS1YX2mCxFWbz4lXvtSY46U1jGJpVwDUmLmnxsKKz1+s5LZh0Qr+tzYFW/FlXpB0jx6dzVjeCdSlEoT1dR/szC4QyX43YBgXELGOkk5tMgwhTs8CnEYX5Z+zEfBNOpVLu8EA2b2bgiVoLG1FzPiTSXC6HUqnk0rqazabr7aspbsrQSHB24aMC3219TCS6ZrPpuiUxxWw0Gk3UoVuhojghw2X0tlwuYzweux4MOl7N+NATb9WfyXkqzsnQ9f1kNlrJRMKmRqHPscUIqjXO69LhGKwSQLwVCgVXxsuescCN5VCtVvHq1StXAZVKpVxEvtfrodFo4OLiYmKcwOR5X4oTdiqza6RMQXGsEIvFJk48/uijj7C8vIydnR18+umnSCaT+NOf/oQ//elPaDabeP78OY6PjydwpoUr6jqaB7fElWZp0I2n5bqpVApnZ2cTyhcboqvwH4/HztpIpVIol8tu7/Kg0tFohHQ67bRrriuZp92DNuPAxxw5d11Dy+PCcMMxqHDQFM4ojDhykUWYxPaZG5pRYBmtz18ZBhYJvrHQlZDL5bC4uIiNjQ0kk0k0Gg0kk8kJfw6RrlU3TJbmorINo56McRtN14K6dHQ+xBEZq7bipDaheLGS2lofdCnk83l3DdeVzI3NRZR56rN8GpOatz4BzOvpllDt3cd09Ho7t1nBlw5oGTCFGAWRalDUzphmx4yRRqPhctv1vDC9V+k5qikapHHpmMngVldXsb6+jh//+Mf45JNPkE6n3SneqVQK+/v7EwKTzwlyzc1K05yP1Xw1d5dl/jazAIDDLS2Mt2/fulRRBjXJwJV2tFDL7hWrtc6iDNm10zUJAh+/030SFacz+Xx9A/JJE524Lzik1wZNTje3Bf2Mz6aPE4BrkJHNZp3wYACKPkyOs9vtuuNtWLrbarVQr9cnKuY0vw+YbBRzGw3CbmDVDFUac0PZ3OsgvHCsiUTCFaQAcCafj0HEYu/2cwgjKkvwaibqhuS1LM30BSaYKphKpbwtJ2cBXm8ZjuKESoH2hqUmR/Ndm6XQDcSMGM0e8cVGFJ90H9F6AiZdMlEKKqgkFAoFlMtlFItF5HI5ZLNZPHz40OWbnp+fo1arTeTe063GPaV0M49w430cd6/Xc4xxMBi4Awq0ApP3sJQdwIQA4/yYYcIYBHHPlDAtzrJCUy1rpWk7bt9cZp27/vZp1VFgapEF8G7AjWB9Kfxe1X6VWIQwyaSSxBKkb1J8DvvVckHz+bxbRB7RXa/X0Wg03PuZM/zkyROnQTAIwMg2AwOM0pI5af34rC4HAC4nUEtIlQHoRiVQC7C4UGFF3DNiy+t1ozA6S7cELQPf2jCjJIgJqqlHxsbKJbozADiGZvN/Cf1+H/V63R22aTWrWUAtNmvuq28SgNOA6e7gWHjkPYFuKhuk8Wm+Cqr9a5cujpN05bPu7HMWFhawsrKCzc1NrK6uolQqIZfL4Wc/+xl2dnZQqVRweHiIk5MTXF5eotFoOM2SxREcP585L2hglUpMPB5HrVZzgVsV8sQNT+/gZ6StTqfjUkaB6zgET2Qmwyb9MDtB56CBMptOaSFo70y7Vu+xMQyrjUeBSMcI8W8StG9QVgrQV0XzQctafZVP9r1qOvkYv/2MmhcXUH0vvlxEMpXBYOBOi6DmS23XV3BBnMyaVmJhWiaJz/y2fQVo4vo2qmrSWpGl1T/6DOKOjIK/g3xmFuxakcnZ5uBBxD4ejyc25W1wGwYWNz4gnogHfqY/PleRj1ZVI9P0J322Khs+HPvGqsKEsRlm7Kh5ruO0wnxeUNNeg1aqNIQVTflon/ez8Ir0nkwm39F0rWD27Z9ZmC9/h9Fm0P/23bPQbCjzpbSkxLYvtYUN4/HY+VxTqRQeP36M9957D8PhEG/evHFNXfRkBt8CadSUmgndClxsazpRMxkMBjg8PMQf/vAHV/2WzWYnesTSJBsOr4+6IaPQ4op6vT5R2UJ/a5AZPiuj0JxQJUifv1J9iXbjU8gtLCy4eenmoFahxRf8nMyA/m2br0shqfmalljV5aBWCK/j+tEPCGBCa7Glymy0chvhRs2OAl8tnfF4PKGBa0MXFXiW6era0Pwfj8eupwCfpYqFmsMA3AGpGphqtVrY3993Y6LLRX84h1qthq+//honJycYDAZ48OABFhcXUavVUK1WcXp6isPDQ9RqNbdfNPsiFos5V0QUJuUDuvY0s0OzEPjb5pRPew+vYRMn+ttZmak0oXngVEhsqqPSWJDypnuMNGr9ylrirM/wKX12rtMstkjMdzgcuqgjQSepqj6PwS4UCvjkk0/wV3/1VxgMBvjqq6/w5s0bnJ2doV6vu+otK7nIFJiHS0ZOPxGRajMmrq6unG/t+PgYvV4PyWQS6+vrWF1dxXg8dgyfpgs3Hu/T/D+m7FhNSReGm5mEPQvYhHwyBx/z9WlWeg3xRROW49Xgop6sqr5P/iawtNJWr+nR3j5NW6PfmqrG9D8G9QBMpGjRL0hfOxnELBvXgs+fToZwdXXlyoSt0PCZjqRxzoEBO2qbpCm16Owm59oyYJbJZLC5uYlyuYzz83NH28SxnTufW6/X8e233zpf789//nOnbBweHuLs7AyVSgW1Ws3NjferW2mevHSCZulotg1pSVMofdkfQWvJz+l+YjCU7yNuSI9cB82Xp8bNMfncpXZt+H8ikXBHnWmiALVxn4WqwtX67qPQbOQ8X/VBcgOqdqCLwK7zjHwuLCy4vEQ2xOCzLAPm+/h5KpVyrgtuHraxDFpYMldqVJaJ8r0qtYAbRsifqIgM8xkFQZg0tgzO93yNArNNZzwe9x5Cqvjk81SAEA/EgTXrNHOCn9l5ENT/SU2aedccbxgDtxrEPJqvD1QzU8vAakakayscdQ00/U8Zr5Z/+zYqv2PmApvKMDVL52/HzrGwNWOr1cL5+TmGw+sDCc7OzlxTJR/t2r0yL4S5RVSb9Gl/01xXvE/jCL64k1ogtl84LVXfWKfNnRZ3Pp9HuVx2z6WVrL1XZnluEETSfNU004qddDrtiJPmDJ37rInPZDIYj8e4f/8+8vk8stksXrx4MXFyqW4CNQWz2SxWVlbcgY6UbHt7e9jb23MIIQJI9CyH5Wa3mQoaPNNnqKakpouC+trULz2rP80yO+vWIJ7V5WDTx9hHtFwuI5vNuo3JLA2fNFZC4fMYLNHiDeCa4OmCYGEKcW1/rGkPXPsg79+/j1Qq5aoG6VZQXPJdDATSL20FZlRQv2oQo/fhQ7Vd1To5NwbLyuUyHj9+jHQ67fq9Xl5e4vDwcOLgRguq6a+srODRo0fIZrM4PT11z2LPCJ/Gxpzzt2/f4tmzZ/jVr36FXC6Hk5MTnJycuNOpbf43ca1zj8IIfaBHTKmgt8zWCmu7Jko3dp78TDOYdI9oU6ylpSXnoqDLkG4ZGzex66x/q6L30Ucf4W/+5m+QzWbxu9/9Dr/73e/Q6/VwenqKRqPxzpqqAhn0Hh+EMl89Z4wdv1TVJ4GRaXECTIjWrmYrKyvIZrO4vLycOMnYRnqV4AE4BLO0l8US+/v77lq9l6YPGREZNrUNVq2pT1OZsqar6ML4HPP62awMIiiNT5m7NeWUmbDKKZlMYnFx0WlRJNbx+Kb5SxADJtEQV9qhjN8DN53XyJzVjCfwc9Wc2TaQxw3RgtHKJ2UKrChTn/482u+0IErQMy1uiDvr/81ms9je3nYFGBRg5+fnkWgiFouhWCxibW0N4/EYy8vLzlpj8YzPuqAlNxgMcHR05ATC+fm5K/pgFo59nx2L1SKjArNEdA0t/fK59kfnFGS16u+rq6t3zlrUPO1cLodyuexO6Kabgm6LoGf78KDuzu3tbfz1X/81isUier0eDg4O0Gw23enfQc+YhfECU5ivEh2JkP4Pfs7vuGGY4jIcDnF4eIjvvvsO8XjcNWk5Pj72+rZ8ExoMBmg2m0gkEo55x2Ix5HI5175Qmai9X8em/wM3gSAyOTIr+gJtihW1UWo/qmnPo0VY5sPn0+dUKpWQzWYdDlTLIKGQWGgmsbcp0+64kbvdrvOxkxHbza24ovls/dGcO++1J4YAN6abuhqIYxUo+m5r6tuNOStuufGskFQ6U9Oe62jdakHrxoIclqPTj1wqlVx+K4Nd+m42k2HxT7VadYUbGtH3CQerKfJ4J1aCaXBRxxoG82i+tnpQ8WfdWUw5JJNkJhJ/Wq3WRN8G3xqocPAxZm2VqrSaTqcDrVcLPouQ/SrW1tbw+PFj1Go196P7yI5rFkUhUj9fnaRqEqopauCNfV4bjQaeP38+oSU1m03Xp9MmShPIYNrtNnZ3d5HJZPDxxx+77mOvX79GqVRyUp4BHCJAAyhkWtoti6YjmRh7lJ6fn7sDPVXbJNPhaanxeHyisfI8oPm3ZBZsZZjP5/HBBx9ga2sLrVYLe3t7LkjEzk40kWjab21tOXfJ1dUVzs/PcXR0hF6vh6OjIxwfH0/4wpUBU6hyrpy3XkcNL5lMus5ujUYDzWZzInDFgB0PJmTglEUv1HwVrIY5LU9zGgS5HXS+BGUWPrBmNLND1tbWXNn29vY2Wq2W87fSRFUlBYBbu3a77brm0Xer9/t80erKiMVijmmTxsPcHT4t2vddFKDbgemKFm98XjqddgrBzs4OPvnkE2SzWadBdjod7O3toVKpYDAYuGwPda9pMYwqa3RL8hqtJbi6unKNethZLYyedB/wGgqMUqmEX/ziF7h37x4qlQra7TbOzs4mMkl0fXzuojCIVOFGZmRNfJ2YaisaOGi32xObgEUMPiKzSBkMBq4fA088zufzLkDBYFmYWaWZCJwHNTM67HO5HMbjMVqtlmOEqvWqhsz0LCW6eTRf1c4IDJ5pf4pMJoOzszOHK1boacCNhKJzTyQS7jw3nnenQTeLK66ftST4LAovMlEAzlfM+fA38asmp+LOrhc1X77PZ8bOAj63A5+t87XrxjmEbRwKbNINLY+FhQXn/iHOLNOjFRKLxVCv17G4uIhOpzNx+GuYj9vuMw1GWfz5LCt9zrwwzZ9uNV+eR/jgwQPk83mnPZKR1et1x0TJN3wC04cDWhjqB6YrhvGoKG4VnyuOe5EWNw81oLvU53KxvGwaniNVuHFD+tK7gnxz8XjcnbKrm4DlgTaq7ttwVO9jsetUpFqt5kw3X7TaIlSfAdzkAqr/l1VY4/EY9Xrdnaaq89L3WIZCxjErQWu/BjJiuhGy2SxWV1fx4MED5HI5dxAmNR76/mjiHh8fu2cyn5YZHorLII1KcWaDmJyzaqycN60d4oguC5Ywn56eYnd3F6lUyuWfsojFR6SzaA1hoBqnTytRUPeRrjl/q++XVsPFxQV2d3ddG8R0Ou1ODqG2pdq17pfBYOA0Y5rOPJx02lFa+rfv+WH5/AkAACAASURBVBaiCK5ZcW0zXqwCwf9pATA7icdNxeNxd6iutqFUXKuSYF2cfDZpUl1i2pWPuFY86XwtbrQC8+zsDAcHBxMuNZaWKx/Ucc+Dz1Dmy+CNNsfWTawSV1+ukkkj2/xeN20YgfHa0WiEZrOJo6Mj5HI5x4DCNAT9zXHSPUGfXbFYRD6fx/LyMoDrPMrT01MnJKz2TMJSrZPEMGvuJM03MrXx+MaVUCgU8PDhQ/zkJz/B2dkZWq2W06hoppGJMTf24uICuVwOGxsbyGazLthG4aA/vnlx3bS3g2pRGgwjQ1Y/tM0xpqb99u1bLCws4OTkBKenp27sakKHrWHYNUHgyySxwj3MHWE1Ic6Pmv7BwQG+/PJL5PN5rK+vY2Njw+UphwkXCvW3b9/i5cuXODw8nGA6mlsdpEWpsIgirL4vjZegzNeOiUB80SfNIpDhcIhyuex6r9BisI2eFF8+zVq1by24UK2ZNBuUMmpxMRgMnIV4cHCAp0+f4vz8HIVCAfl83rn9rG8+DK/T6DbyMUK6QX3S2Qe+AMA0TcS+nz/0V9KvE2Vydg4aONQcWfp8aSpbgrV4UJ/yvOAzqyyugqLFyvDG42tXBJldoVCYEB7TCMQ3N6s5KkGTQdh8XL2PRM8j7JleppqDfb/i4vtgEtPAvsNH6/Zzzletjlwuh2Kx6FwHmiOuzwMmmTs3MnDD0HxBnChjv828v2/Q8avFeXl56azKoPss7tVlaIN7vIfasDJem6YZddxkqr1ezzFiromeDxllX0XhDZGYrz5Qf2zy+bTBBGkzKs0tcLJsdsIc0FQq5Zho0L36fAajAExIr2w2i62tLcTjcbx582Yic8POjwGveDzu8gpt5DMqUAvnfOgfp0vh888/x8XFBZrNJvb29tBsNnFxceFMehLAYDBwn2cyGXS7Xed6SKfTDn9MD/Q1cSGegRutkXjjWqkpyPXXbAe1jFQTolnY7XbfiWwTrCZ3W6BfzrrEfM+3G9z68izzjMVirkQ+lUqh1Wrh9PTUuX+Yvx6kwSpNqRC3iol+FgS+76JYEmH7bRpokCnIn855Mk3s5OQEX3/9NTKZjDsa6PLyEkdHR04o+xSaMCan/MdaMcyyUf5ghaIPP1yTg4MDfPbZZygUCs6t1Ol0sLu7O1F9aa1+O/5pEMp8fQ+1E/VNZpo0iMp4VbKR+dIFYplv0Hv5fG56msJkFmS+TNqm+axaO59Pc9K6Gm5DxNyoTFfqdDoul3Bvbw/9fh8XFxeulSH7NOg7WZyQTCZdXTybUhO3Wi6puLF/+7Qv1SyU6JThaqCOv+n/Jb58Zr1dK4V5NWH604PSjHwbWouH7PiUIQJwQbJ4PI6zszNXSETtV2kt6H2W8eq+uu389f6wvTWP5aZMyj7fp7kCwNnZmTtJu1wuY3FxEaPRCNVq1WUs+SxkPlOfHTRPfsc15PM0OG7XwwK/Pzw8dDnbqkSQb0SxTm6t+apv12emRdFWfMx11kWnhkc/pqapRSFMHQM1ImZd8ITUhYWFd8wKvU+1FTKhKIsQNib7t/r+er2e03KpZVuhYHFKbZTaM/us8rMgfOlGDNI2FB+aj+sLetr5TMNXmDYyL4MIGj8QXCLLtQ3a8DoXzk+zN2zq5DSt1dKW/X5epqvP8P22Y5gFfMVBPprRd1ELpiuKAWZfACtonL7vfcLJCgYCFYhpDJjjpUKj87ntnrcQynyZraDnoEX19+oALYFZpEwjUuA6p3R3d3ciyVsj89OAYx+Nrk/lpXRjYcXCwoIzK6zWooyXQQBdCJ/WMg187hq+i85/5lYzQMUIrsUXzS/1x7JFZiwWcya/FpwE4TmIQSvD8W3AMMbu+zsqzMMgbFczDboQLP7JSPnOMI3Lfm/70/Jv31x84PNtRtH4fGDnNG0MvmvCgAF0qwCFjVfPyWNuM/Gm9QE+pjqNKftAK241t19db2HFFxyP7/MoPE+FahiEMl8SsU0zm3XBOCgL09wXCkzj0b4GygiiAMdNU559H5j7e3Z2FiqJLYMhgufRzgB/DiN/WBFIhh+Ee4s3EhVT8oDJZjnT1i6IwNT8Ctocvmf9EOBrEhRlI0eha6v52Htm8aX6aOm2wkrv9Sk7YWOIAoxVaCP1IDrgZ2qtaUEUYZorcxYBpIxTXQ7MjAAmeywHPeO2uL+124GSQv19voBE1KBTLBZDOp3G0tKSKz1kpkG1WnWle9ZEHo9vcmATiQSKxSIKhcI7mpfPzxYGvFc1D18deth8fH9HAabXMOtCx0yJrcFE1aqsBqd/c+xM5aGFwA3AkwSmMVn+zWfqCbIcLy0P4jAo53te0PfPAqQpjpFzDxPU6nfV8dsAor1H79XPps2LdBbE9JX2p1kVQbgO8iEH/R8FWN2odGUZvc5rPB5P7CnfepIP6DlwaskxbY1uxyDrzc4tlUo5XlMoFLC8vIx4/LojXLvdRr/fR7VadZp42LOA2QTVrZmvHgHDTWY3H03hTqcTqsoT+cvLy/jLv/xLbGxsoFQqYX19HePxGL/97W/x+eefu+YYlKxcXB4HtLCwgK2tLWxsbGAwGLgewVqiaAnaagC60ci0CSxm8OXu+pitMrxZgIKNxKQ5qWSeery5dTv4NlI8HncCamlpCZubmy69hwUQlUoF9Xrd4Vb9Y/aHmyaVSrnTZVmYEo/HXanocDh0QSi7OYIExTQTkmPQQFhUWFlZAQB3/hrnbs+GU1BhpwqApsb5mK3eN40OFKe6vhrtJy6UedFfqmPQveHT7H0+T/v3PFbbxsYGAEy4DjQziM34Sbej0cidIceeCVxTvjufz+PevXuuUnN1dRULCwvodDrodrvodDp4+vQpDg8PXZWgZpP48ByLxbC4uIif/exnWFlZwfvvv48///M/Rzabxf7+Pvb391GtVvHrX/8a33zzzTs49AnTIPoNot1p+I2k+SrnZ8MURTwQ3h1JB8JG0g8ePMDKygru37+P0WiEN2/eTJweTB8cEaIN1nmI4GAwwPn5uZOUzMvjO6OYXZwXGZqV0mEmxG00X2YfqDBT7dsyA4LPN0bQMkt2Ekun0054UtLrc205p/5PbZdVd3T3FItFF7zQZ9sS5ii407n45nUbzZdZMSpk7ZiUifoO01SLwye8dZ2CBAXnpZWR7HvBai2bOaMCICi+YJm0T0PzCenbMF9qviyeUeuTNMN50SJSq5UpkDo2aqWLi4tYXl7G1taWa0PaarXQarVwdHSEs7Mzh8cw4LzYVW9jYwM7Ozv49NNPUSgU3L44PT3Fl19++U5OsGW8FkdBuPaNIwxCmW+5XAaAiSN4yuWya0pDwmi1Wnj58iWazeaEz4UDiMfjyOVySKfTWF9fx6NHj/CjH/0I5XIZ6+vrAIC/+Iu/cGWaL1++RKVSweXlJarVKvr9PrLZrHsG21UuLCxgc3MT2WzWRVGpgWsurCKNY+JG4TlzyWRy4qRiBhmnIVAZ9izAdCgNZNo0LuCmWojEoUe22E1I3I/HY9fX4erqygmsZDKJQqHg8m2VWSozYSMhbSTDLmtcs0QigXK5jGq16nrZXlxcuLX3BbkUZzpuXRvftfOYxwQfI/K9X2lC3WzMQ9VrtbKKZerqmlEzmgzH9rcgLTOzhVYN0xnZb5pj0OOhuM6kHe1/zGt8eLP/z2OxaX66Tcf0CQXSLxs36Xpwz3S7XdfLOB6PY3V11V2jWrIVHL41tkA6pgBIp9NYXV11BTJbW1tYX1931aLMTfYpIzazRecZ9O4wCGW+a2trAOCqUwBgZ2cHjx49mjgMkKasnmGlBEDfS7FYxMOHD/Hxxx/jww8/dNVBiUQC9+/fx9/+7d+iVqvhs88+w9dff41qtYpnz56hXq+jWCw605fNdeLxOAqFAuLxuNv47B/AggXd3CqhuahkTMwbBm66uOlxN2GgzvyoQOnPFpbqduA4VHug78yWU6rbgmMHrnNR6/U60uk0NjY2sLS0hH6/j1qt5joysQG+EjYFmxJgoVDA6uoq8vk8Njc38f777yOVSqFarbpz+ZhOpI3p1TS22iaJ2PrtCSpgZhVsCpZp2rVUrZEmMbV8aqV6VBCtMF5bKBScJUDLjMUEmUxmwl1G85vvSKfTTrEhzbFyjhkqbC7FfFham2RoTN9iX4gg11+QBjwr3TIDimvNTmS6TqRhjpPjop9Y7+GzqEnHYjFsbW1NWGbazCpIqAQJeW1xyi6ADx48wObmJiqVCr788kscHh6i0WhMZEFwLto1jcKUqWg21uWzTsIglPlqe0H+ZkmuDkqPxPaZZvzftnVUbY3PHA6HE60IVatUyTocDt1YtEuZZUwK09wQQWP3PcNeN6sGQa1TXSsqHDS4Zr8LeqfVgJmrqD5YleiKIyvt+VslPsfNH8W7uk6maVy31WZngSDt2/r4fOuqpd3qTrFrwGuIB2q7NLEZXCZNs7GTHltPeiANa88DupIAOCam4wpiStNgnjXQrBmfj9S6QlSoki6V+fI+Fq0w9ZNMjsw6LKuC7/ftd7ViyeQpaPWIK+Ld4sXyMO4ZSwvTFDQfhDLfarUK4FqLooN9NLquTFGGWK/XUa1WJ0wRq+2wOm08HuNf/uVfsLq66jRfjZx2u108efIEBwcH6PV6zhxhfXgikXBNZNSM6/V6qFQq7lrfGW9KONxMzWYTh4eHSCQSE24HEkhUv+Ws6XfcTNxk9n6bxmMJz2qP9lp2gWOzbVoGFxcXri2ljykzP1jf02w20el0kEwmcXh4iN3dXSwsLKDX67lGMsfHx2g2m04Dtr5KOzfFXRhuw64JAo6fGr4tffbhNRaLufantPSYHWKPy6HGQ+ZHIaduh9PT0wmNi4oLA7rUnOk+YOCNLgjtRaunEGtAmX+TsegYLajgttbgLEA6tTikwsC1VXeZVSaoXSoDpiL36tUr1z6Az+73+zg8PHQBdRts8zHd8fi6RSx5CQPDi4uLKJVKKBaLqFarePXqlXNxqnuJ9GfnoNk9dl9aJjwNt6HMt1arAYAreb26unIBG5VqJBAbNFCmx8bbFxcX2Nvbc6bX4uKi0844UT05WJvHEGz+njVhlUjsePg3zW32C1ZhYgnEh1j9bh4iVuZrfcaWoeo7SAh2kS3O9Uih8/PzCZMwiJn75kVgtzc1Va2m7Xu2z9qw2oReZ4XdPIKNtKMVVDo+X0oimR/wbkmqnQu1T74rTINUc1wtCN893Ev821o/PrBjC6PD8Xjy9O3bMF+7zhqr8CkMuu8IPly0Wi0cHBxMMGYKGOuGm4aTZrOJJ0+eIB6P4/z8HI1GA8ViEdvb29je3kaz2ZzIlvL1mOD7yKOC6NbOKQpeI/V2sBqeIlaJJAx00WgqkZGo5ktGbnvK6mRUcwoKGvjcDj7QOVmmoP4wZfD8P2wjRQHOQ7v1qztG52/f59MMgwjet0Y+bSHsb/3M51cM2gyzmmTWpJ/XReFzC/jWzgfTNrbOSWlRQfFtzVbfWPlsVWB8+8r3LitEfQJPv1dFY17aVbwGCVrFlX1P0N6hdgngHUFh77F7xQLxySrRer3uAm3ZbNa1APVltOgzdA52HCogZsVlpNOLaX5R4+WgCKpJWI1CwWqodFrbz31ObPscy3z0M1/hghUUSihcQPWd0TenxEqTejwOTrmLCmRgPAFBzUpqYTZnWQnNF4Ag4ap5HAY+DShMI+b/QZvW9wzf83yCRMersQHfGKaB5lBTm6RW6zODLY3ZTa/PsgzGx1Atg7aKg32HQhTm6WMQQc+w19AVwnHPilvuK7pTbGCV77L48o1x2rvtflSrVDMpfAqafQe7A6ZSKZyenuL169fo9/uuqT3XjGvpWwPFmWbE6P2z4DNSnq8umPUp8WXc9FZK+ICIinrA3SxAxOhBl/zRSjZfZF2fQeZKDTgWi0341Zi2EiYkwkDzkXO5nCMk7c9g/XjKoGxKWCx202LPVpsFEQSJRV0c04jHxzwVdBMEMf8grVYjzMpAZwU9JUTbC/oCPb71C/perRDftXaOeh8hTBucBkGCzzLssLmp33kezVcVHKbQaZtJnee0dMOwsSoz5H7UILUqKkGCUd/FjJJEIoFGo4HT01OMx2N3BmEY8/Rpur7EgVldOjPn8My6WP8vwQ8x93m1v9u8638T/G8c0x34IUzI3/YZ3xfMI8z/pyD2v2kwd3AHd3AH/7/A/Nnrd3AHd3AHdzA33DHfO7iDO7iDHwDumO8d3MEd3MEPAHfM9w7u4A7u4AeAO+Z7B3dwB3fwA8Ad872DO7iDO/gB4I753sEd3MEd/ABwx3zv4A7u4A5+ALhjvndwB3dwBz8AhPZ2+Md//McxcN1Sslarua769XrdW7MOTHYDCzpc0FdVx4bRWl6ovU4VtMaaz2WDah7Rwj7B+qxms+mO0NE+ndqfgu/TZjkcr/Zm1XGvrq66w0b/7d/+LVJ95D//8z+PAaDdbqNer2MwGKBer6NWq7k6cdtEXhsD6ekZQc1ffD0FtBk6mwex0Tdwc1gq38s6euKDuAPebWBk+yOk02nkcjnXI5cnZ/i6SPG0ZW1WsrCwgFKp5M4N+9WvfhUJt//wD/8wBq6bqZydnbmjengUlq3V933Gmn02OCJ96XltxI9txqKHPNqmMwRtGqPP0r4UvuO4tOETQXvc2qN9ALjjn3hYAXtcFAoFd97dZ599Fgm3//RP/zQGrls/1mo1d+oGT/uwrVEtLbJnin6mDaF03joXbWijZwty/NpLQmlMe3KENSzioRDaShS4PmWDDcB8rUh5n/aDWVhYmMDtf/3Xf3lxG0nz9THZqNf/3wTb6FlhWqOLWccctZVmGNwWT7eZT1DXq7BmSNOe933P5zbP+5+gwSCF4/t877z4/yFh1n3wf2MuYWOa5f1R9ti88wnVfNnAnOdJ8RgO2zhbB6Bt2fTwu7D2ddpZy07Op4H6OmuxC1gikXBSVKXwaDRyZ2LxeBLbsUo/D2q4bbsfUaOetaVks9l0uO10OhOHJ3Isvub00zRfn4TXblyU4HoEDbVfzkffoZovtRI9sVob61sitB3a7GGhOka+V/vDJhIJp63Og9tWq+VOgSDd+jT0oE5tSgeq6Sg920b4nItqoz5rRHHMeesRNbrH9LmWrvVzi1tCPB5Hu93GwsKCm49q2bNAq9UCcE23xC0bkStOffPmvKyFG9ShjHMh3Sq++CxtbM9nqdar9Bym/cZiMQwGg3esGKVbX6tbjlMtNu7LaR0bQ7FPIu50Omg0GhgOh67RuSLHR9DADfMl0nwTVtOLxKCtDtldXhmPbhRliHxHKpVCq9V6h0j1OWqmEalKuNZk4Rz0tAO+8+rqCu12OxTRFnhKSLfbdYcmard+xa1v8/rMXYtbgo8xTmMgXBPLfNWM1jX1WRu6praXsu/abrf7jmuEm2KWblcXFxcOtzzck+1LdUMqHWl/ZB2bMgCe/6X4VfeBuml8wtsqK6RbbQ2qQlCFrxX6+lwFH93yWWTuo9EoMoOwQLq9vLx0h9TSpWTn5jumSt2L6t7xnYBh9zzB53bUcwR132h/6zDrTN0/il8y+CB869io/FEB5EkyQRDKfPlS7TNrpZIyKzsYDjioLaLVOuxJulaK+RbCaiX83ucztdKKjCRo4e2CWZNTCWfWVniKWzJd1cymMV8Fn+BTvAdZKKoN29MNrIAjrtQnp++Y1k/VtwEsPhWn/E5PZp4Ft2SA9gghpSnLzJTxqoaqY/PNSxUMu3b6LB9N8R16r+IgCF8WZ/Yzy3ypIVrczsp89XRq9WlbK836uoP2uE9L9rkPLd0q/n1r6NtHYbjU/aCgmrOC737db7QywiCU+RLRdDf4tLNpEoWDCWLCFiEqzSzCfcjzEaBuOB9TVM3Xp5GFzUkZBP+fh/lSKvLQTo7ZHsw3bSz6Owh8zFlBN4IGRAg6Lt/zFP8auLDuDKt5WhpSIue6UJuYBWidqLshbBMqfanGz7W1jMXi1dJZ0JrpHH3fWdq3DETvC1IEfO8lves1NP9nBfKEy8tLd9gnA9V2TL4THsiA+bd+zvGp+8WHL71HA2TK2FUgKu5VEbBg97YPz76/9X++h3gKg1Dsk4jJfNX0tBsmSJL4pIn9Hpg075T4eS3fYYlRn8ffuhC+96pUthtSx2PHHiQ0ZtXMgBvcKvO1GhPf47MqwgjBBxaXFtRlw+OjyHTV9CdhB22GRCKBdDo9cbQ8gHcOKATwzt9K/FynwWAwM/OlxsF3Bh3sahmwziGZTHoFRNCmC3MHWEXBR9cqvHzMl9f5GIdVBuzziUd9bjwed1H8WUDpttfrTVgXFnxuQt91evKMzslqvnbePstWsyH0miChpfcFvcd3v+8a7l893SMMZhJ9QSba9wE+qcONoN+H3W+lj8+sDLo36P+o750VF1wc61oJW3yfaeTT4IBJhjhtDnq/bgRlnHpMlL3P/iYB+jZPmObm+1zdHFHBCtAoG0fvDRqn7x32ub7187kz+LfPleFbqzAam1UQ67WzMt9pcw0bk1W4ps3d54LR++w6+eajmrHdE775RJl72Pc63mm4DWW++jJfUMbHCGYxv62fxGogzOXTQJfm8tn3EsE0b1VTIzOhU91qzz4tI2hzWPDlcU4D5kUqYwsiMB2TmmYEq6XbeYcxdPs5cxSTySSWlpaQz+fRaDSwt7eHZrPpAldhPk0ep55MJieO3aZpqvcHjYvfz6OdqWALYr52ba3P0fqIdUx2rPytZrZab0EbX8fCOdpDUYPochqoKylIAaE7YhbwCRY7L5+ACWNyulf1vMhut/tOtoI+Q/c86V3zbjWARvfIrALHjjcqg47CEyIzXzU31SdzWw3Yp/HwuSwE4Pt4oKS9Jww5Omb+r+/lPUEaj09K+4hpVgZBn68WLwThxjcv3wa2DCVIi9J7gEnzcGFhAZlMBtlsFuvr61heXkY2m8Xx8TE6nY43OGnHoAETjsEWAkxbOz7H+hKjAAVzkNnqe7f9PMi1FrYOvEeLJlR7C7rPt8+sxheF1nm//h3EgMm4ZgWrCOg79Zl2zD4N1t6rbqtYLObSLwF4acaOYTQaudRHfq6ZFeratM+x+Ayy8HxgeURUfhDKfK2v0Up0ffm0lwURgm8SSrBkCACcH67dbrt3+iRMEFPg+MnU+S5qYkyZsczD90zf73kgSCtRPKmw0+pBDQpRg9F7GPjKZrPOj6snMTebTSfQdIPYzBY+T1MHw/BN0ECPzQ0PY0b6/zyCzSoHPgHvmwPdJXqdTV/yPcMKPQAu9YlVfsBN6hsDiTaFSeeaSCSQzWYxGo3Q6/UCtfiwseiepTZos3vmYcBhikoUZcxeZ8dBAcS4Afe5tVSDgNdz3nwOTz8mjQdZMj7+pPzIvl8Fi49fBEEk5ksmRIRQujDn10eYlulpDqMO0Jdjy8nwXQsLCyiXyyiXy4jFYjg8PMTh4eFE3rFFCM1dHReflclkUC6X3dHvDBhUKhWcnZ0F5vZxnJbA5gm4+bQG/bE5tACcSUbGSsKkMNLxJpNJFAoFpFIpPHr0CDs7Oy7HcmFhAdVqFd988w3q9boLngDXmjhdIlqYkEwmkU6n3wlk+jQx/tYS7mnBkyCBrM+ICprDqsxTGatlOqrtqvaUSqUc0+p2u6HMj+NMJpPIZrNIp9PY3t7GBx98gFQqhVevXuHVq1fo9/uo1WoOzxwLXTOJRAKFQgGFQgHD4RDVajU0IGvxqHsuHo8jk8mgUCg4U57vnYduuS+CxmPHYcdp+YLSCi0FBsx0f+r9VtGwa0CBz3mzzJfjPT8/d25M627y7Uudkw/sPC3fCYLImi9BI8GJRMKbThK0GHoNCZrXh2mrXAgy31qthmQyGSilgrQoatH0a2azWfceVqqRAHzwP6nxWhyqm4fMQCV5MplEKpXCcDh0xGo1NvZsKJfL2NzcRCqVQiqVcve+fv0avV4P4/HYJcmTeBnFVtxpIUIUCGIUVmuwnykEacphECTQwjQzn2BVSwmYzETw3a/fEf/FYhFbW1tIp9Ou14Rac2qqq1nMXhIUINZiDMOXxYXSDc14XjsrDfv26KwwTfMFbmJMdBuo/3baGmiQVvs/ANdMngI1Cj6D3hfVmgqDSD5fRbSa+tO0GX2O1WyByfxR/Z6SKxaLodPpoN/vo1gsIpPJIJlMolgsYnFxEf1+fyKQEzR+jpkVSvF4HIPBAMlkEuVyGRsbG25MfF+r1QosbZ1GBFGAG9oGDu3zleEtLS05Jrq4uIhisYh+v4/vvvsOp6enGA6Hzi9LwqWgWV1ddYyXGvP29jbS6TTq9fpEQx36o2u1GuLxOFqtlksTs9YJxx2VGQR9HyREfRtzGmhwVp8dRWhSELPUVK2PqGt9dXWFy8tLx0i18VKpVEKj0cCf/vQnd41ajxwzK6TUDRGLTQaTp81DmTqfbYOH8zJfYDI3N2z9LZPzacXqK1aNPZVKuVRXm6qoz9bnUoHo9/vOtZbJZFAsFp3iQTeMvtvHjIPmdhvFixCJ+epC0ezkRgwzPXTgKo0Ivqoufq7fJxIJrK6uOm11eXkZnU4H3W4XvV7PaW9hPpzxeOz6UwDXeYrpdBqrq6v45S9/iXQ6DQCo1+uuIxVNcR+DsAx41sWw2pTFufrr2Mlqa2sLP//5z1EsFnHv3j1sbGyg3W7j17/+Nb799tuJTlq8L5PJYHl52TFaMuRsNot2u43V1VUcHByg0+mg1+u5jlwsbiDj1Wfr/K3FYvFk5xUEQdbSPLgNWreoWgq1fp/rJ+xZ/Gw4HKLVajmt+f79+1hbW8PDhw8xGAxwfn6OdruN09PTiYAr9xctEXbgG4+v3T5qmgeNnaBKkpYX6+fzMl9Lo0FMSz/Ta6wbyQoEKh201N6+feuKOoJwruui2S7AtQtudXUVq6urzu2o7qSgefrm4fub79d7oihmkfN87YtnkXb8zCJdn+N7HiUYQoN+bgAAIABJREFUP1efLdsPkqFMC4jweVr9Rv/S4uIistksFhcXkc/nHfOahsDbaL4+n1IQ8yKBk2nmcjksLi5iZWUFyWQS+XzeEWlQQMwCNWNqwnotCbLf7zttSwMUs/hfb6shzPo+YDIirxBFW6Ri4RMutjw3SJNWJgrAuX/S6bRjgFQk4vH4RA8AVURU6yWz4BpbJhi2Fy1z0/fcRvP1gc+9E6T5Wq3VPp8asPb6CKOHMP5BJY7KB3PYtV/H9wlR6HamIgtrHtgFDNN+dSA2lzEMVANk5Pjx48d4/Pgxut0uvv32W+zv76PT6eDo6MgFE/huu/AkaprZqVQKa2tryOfz2NnZwenpKer1OhqNBqrV6sSc7Rytj3YWsJJSf6vmT+kcj8dRr9dRqVTQ6/WwtraGdDrtNHYrVPr9vtPinz17htFo5PoRp9NptFotvHr1Cq1WC9Vq1Wm4WrHU6XRcNoR2dqJmEoSX2wqkaZ/N80wVpr7cUYIyB51vIpFAqVRycQ4Ko16vh8vLy3cYGf/v9XqoVquu7/Py8jISiQQ+/fRTANdNgP74xz+6ZkCqYZNRbG1tIZ/Po9Vq4ejoCO1226VhKWO181F66vf7rgkU999tAsW+/61/3Ydfi2uLr7dv37oObMz2GI1GSKfTWFxcfKeron2Wfbf6fsvlssv6yWQyuLy8xNHR0cQ+t/vbCjo+9zaKF2Eu5qvSOUiCWgZoTYoooMyN0j+fz2Nrawv37t1Dp9NBOp1GoVDA2dkZarWa89P6iFHdGiyXTiaTWFlZwdLSEh49eoRGo4GzszPs7u568zTtIvtMr6gQZAXoWGOxm9Leer2Ok5MTXF5e4vHjx8hkMk4TItMkntm4PB6P49mzZzg5OXEBoEwmg16vh+PjY3S73QkTV4EZAjpWzXyZZc7TghuKw+9DW7bPpuZkBUaYpaSbN5lMolQquSAY/bHEtY/+x+PrjKCLiwvnOlteXkYul8Mnn3yCYrGIly9f4tWrVxMHFJCuFhYWkMvl8PDhQ9y7dw/VatX5ovl+zcwJmocyX836sIpFFAhac35ObTXo+WHCDrj2dZP5qnCgC4LZGnQfWmZptWg+gxlTLCAqFotot9tot9totVrO9261df2tPOy2NApEzHbwMdh5zBbdtLZgI4wIlMHFYjHHhGOxGEqlEpaXl9Hv911BhmWYPtBxUMNgakq32/V2tVeIYlaEgY9BhFkOANypAclk0hEhCdGXR6v+w16v57IimDbFvhK2tzHHo8SmP7p2UZiq77NZ6ea2wIZB1K4orGwQR8EyQ562AVwHzohzNpjRHgdWmPAdNKNTqRRyuZxzRVjBMx7f+C5J74PBACsrK0gkEq6FKQNzjHt8X4whCIKULM6Z81PXnZ2XTytWJU390szm4c9oNHJZPlbw6PwtzTA9k7ikMM7lckilUhPxJ7XM7fzsu3QeQe8OglDmS0Kiie7z2U4D9VcySZ+MTUv+NJhjJ6TEGYvFkMvlsLq66sZ17949vHjxAs+fP3dHm/gyIHTh1efJwNTKygoePXrk0tqo5fiChfrMWbVAnZ9lbkEaNnCdiVGpVNBsNvH06VOnwVIb1rxcMoZYLDaRAdFsNp3pzCCaJRhl3nYNFhYWnKsDCM/3DCpJnya0rVUxKygOyQRWVlawtbWF0eg6L/ry8hKXl5c4OTnxBnJ4P+eXTCaxtbWF9fV1rK6u4v79+4jFYvjtb3+Lzz//HJeXl2g0Guj1eg5PmiqlgmthYQH5fB6lUslZIloAMB6PXeCTDH9jYwPr6+v48Y9/jNFohMPDQ7x48QKdTgf7+/vY398PrJTUtbCa6bx0q2tutfVUKjXxuVrJyjDVr634vry8nMjxj8fjKJfLKJVK6HQ6GI1GLtjOgwx0LOo2It6Z218ul92ebzabaDQarjF8o9FwFoLmh2s6rU+T9wm8KLQbiflycmEJ9kGgRGeZrzVPokyCGkixWHSfr6ysYDAYuFQS4CZdLcjMUWlKJlwsFrG2tobBYIB8Ph+aS6zP4rhmgajaiV53eXnp/LhHR0fOB8Yz4LTrnM6djJnroNYG5+DrA2E3KNeCaTq+zv8WfMw3zNfo0x7m1XyVrgqFAra3tzEej9FoNNDpdNBsNlGtVgOZL3Bj9ZCBb25u4kc/+hF+/vOfIx6Po1ar4cWLFxMMXYNEOn/dC4xfZLNZbyNwpkoNBgPHOJjpk06nsbu7i9FohHq97nzBVjnS96o2py6CWd0Oljas0NVgll5HBkalyDJKXS9qtel0GsPh0BWtcO7tdtsFIFn44tOiFed04RQKBZRKJZTLZdTrdayurmJxcRELCwtOGdFG/rYaUKsng3DD906DUObrYyxBGprvXiXAdDrtIr5LS0uueoWLd3p6itPT03ekIZl+r9dzhyFS+1hYWHC5viQ8HhKo47BjpfmeSCTQbDZRq9VcWlWv13P+0igMcl4TT3E7jYEpEF9sl8jcXG5g3Vz2HWSc2inOEq1q+VwHBj/oM15ZWUE8Hnc+M/rpbIpXqVTC+vq6Y9bAtZlcqVRQr9ff0Sp0vLcxne3Gi8fjyOfzTutZXV3F1dUVTk9PcXFx4dY7bM2vrq5PK2k0Gnj79q2j5ZWVFdy/f3+CoSsuO50Ojo+P0e/3XW42qynPz8+dH1fHrvttNBq5UyMAuBSsYrGIzc1N5HI5HB4eunJ5PXbLuj1U2ZlmfQSBVW58ApvjpNav1lKr1XLaapDSZZkn6a5cLiOfz7tYx8XFBYrFotNaG43GhDBgcYk269G9wDFqsRL5VVhcSl1vt4FQ5muDLRw8Uz6UUVqNhRudqWA8hXZ5eRkfffQRlpeXnbk/HA7xm9/8Bv/xH/8x0WuAm3M0GqFSqeD3v/89crkc2u02ms0mstksVlZWUCwWXV5qKpVy0X4fUYzH10GQ09NTNBoNvHz5Ek+fPsXKyorLGa5Wq94ItoK6BeYB7dGgWk8Y41Gc9Ho9NBoNt9FYrae9TDk+rW3P5/NuI3DstuOYlpCOx2Pk83ncu3cPuVwODx48wEcffYR0Oo1qtYpqtYput4vd3d13hOfHH3+Mv/u7v0OpVHIWRq1Ww7/+67/i97///cQpvzqeecxhBW3gTpysra3hJz/5CYrFIh49eoTV1VV88803qFarLo+URw75oNfrYX9/H61WC/fu3cPi4iJKpRJ++tOfOkbearVweno64a44PDzEf/7nfyKXy6FSqeDo6MgpG41GA6enp46xcq2Am703HA5xcXGBN2/eYH19HQ8fPkQ+n8eDBw9QLpfRbrdRq9Xw7Nkzd0KzzzTmeGzl4qwMpFAoTODEZykR5xR2dPnE43Hs7e3h5cuXGAwGE0yY81cgc8xkMtja2sKHH37o8tbT6TSOjo7w/PlztFotfPXVV/jqq68m8qYppOhf597wuX9Y1GEFl9KDCkbfnC3eb+V2CDJh+BP0MutqoOTLZrOuQGBtbQ3ZbBaFQgGDwQBPnjxxR29YyU/z4vT0FJlMBmtra1hZWXGMhEgj8QZJLSKMzIvJ8KzkojbJVnZR4PvQfFUah13L95EBa5Sd8/a5aay/Ud0+wM3pBL7sFfo7c7kcSqUSVldX8eDBA+RyOWc2t9ttVKtV1zSGdLG+vo4PP/zQ5SOnUimcnJzg888/dwLACnj+fRvhZnEbi8Xc8elLS0v40Y9+hAcPHqDX66FUKjnzNuxdw+HQMcm3b9+6tL2lpSXHWBiMU22QfnqmSpF5XVxcONqj4AuyMCkYFhcXHY0zT7hYLKJUKiGVSoWedaeCfVZXgwIFm6/kmcC5EEeLi4tYX19HPB5HtVp15b4UNEEKh9JsNptFqVTC4uIidnZ2UCgUkMvlnNvt4ODAaf8ELbG3vnd1R+iR79q43+cCDaPLWS22mVPN7Oa0pqIdlL0nHo87pktTcDAYoFwuo1gsIpFIOKe6Iola2WAwQK1Ww+HhofPLUjtQrTkILGOv1+vY3d3F2dmZ85s2Gg1Xcquavc6Jv31CKCou+TsoYGWvVb/75eWly2lm1sPl5aVXaFDjoQlLzYSuhFQqhUKhgPF47IIPDIbSHKPbiEw4n8+7AhWWZGcymQka+PGPf4z19XWUy2VH5MPhENvb29jZ2UGr1cLr169n7ik7DXzCqtls4vj4GG/fvsV7773nNJ21tTVsbW3h/PwcnU5not8If8dik411ms0mms0mkskkqtUqTk5OcH5+7jRBHcN4PHZpUWdnZ85s58nK7Xbb5eta1wv/ZmApnU7j9evXLuOFDPft27fOsggqsrGa2m3B57KiO4zjZu448+jT6TSWl5exurrq8qOJU5/rgdkojFnQxUjXS7lcxsOHD7GysuLSTLvdLmq1GtrtNrLZLDY2NpDL5XD//n2sr6+7Mm9eSzejTSjQdbSf6d9B+Pxefb6WWdgX+HyNViWn36lYLGJ5eRmLi4sua2FjYwOrq6vO9GOASLVs+uYqlQoGgwFyuRwGg4ELOGjXqSCk6bhGoxFOTk7wxRdfOO2HOZyVSsVb1eV71jzamc+1Mo35Ei8sgKCPq16vo91uT/TM1fHyM/qp+v2+E4AM/DCAWa/XXcYI09HoHqIWs7a2hsXFRTe+Xq+HXC6Hzc1NF1BNJBJ4/PgxHj16hGKxOJFi9cEHH6DdbqNSqbiAl89FRJgVv8qAKHjOz8/x3XffodVq4dNPP0UsFnM5tIPBAHt7e67c12e2D4dDFxmnrxYAjo6O8PLlS7fhLf3RQhkMBnj9+jUqlYpbS0b+6SqwGQlcr1ar5TpxJZNJ5/JYX1/HaDRyn7MM3acIkbFYV+GswPuDrCSm8ZFOk8kkHjx4gKWlJRQKBReYbLVa7/hp7boPBgP0ej2k02nHLCn0M5kMNjY2UC6XnQ++VCqh2Wxid3cXR0dHKBaL2NnZcdryzs4OMpkMLi4ucHFxgUajgWaz6QQhaccql5af8e9p8L27HXzX+FTxoHvV50KHODcsVX8bmVVziakoqvUReUGL6ANeQ9cDtT1uFo1yBpkT+t2s2oRdxKhjtoShKWBksEGmIDeN9n+gXz6fz7vkfUaSw1w4yiCurq5cEjy1Epp81GB4D3BTbquBuP8J0E3T7/fRbreRz+edUKFWr0wrCIg3AK4KK5VKTfQYCdLgyez4To6JuNG1t1o7Gb/6pbnO+Xx+QrOeFeZRHMJyovV7TSPV9acrgtq6z3VhLT0+i9kkbLID3LhB2HKAXcsojLSTH9/Fvi3sZWJPVvFpuPZv3//AbAItlPmqf0cT6zVabgejDMvm0WYyGcRiMddabzweOzMAwETXLd30ZBx0ptMtQR9ctVp1pqCerhw2Rt0Q3EiqjYzHY3cMjjVBfWbcrMyXi2RT7gg264P3kIC3t7fxs5/9zDFM9n198uSJ01yD3DDU+h48eIDl5WUsLy/j3r17iMfjePnyJV6+fOmOAuKaM8p/dHSEvb0956tn0OzJkyc4ODiY8C8/f/4c3333nQtqlEoltFot/OEPf8CTJ09c2pwvv9uu2Ty45b0MiI3HY5ycnGBlZcW5C54/f45KpeJwFmZ98PvXr1/js88+Q6FQwMHBAQ4ODtBut111ZZCLyq4jBRw1UqVNjpuWDZUEpp7lcjns7+9jPB5jb28P9XrdZb/YOWjmgU+rnwX06PggPPEd3Iu1Wg1v3rxBsVh02utoNHINbhgEtPjiu1qtFr777jtcXl5iaWkJzWbTBfPS6TRGoxFevHiBFy9eoNvt4vXr1zg/P3c0y6Owut0uUqkUTk9PcXJygm63i1evXrmgK4O/XB+uuWZmWKshSDO+tdvBMl81jRRR9uWa9kWNloExMl8ykfX1dbfJremk71AmyIBZIpFwCGVARCu2wjYSn0eks9JJJbUl2CCpqAQXFXTxtJIuTJNWnLLDmfYmff36tUud0kb3HKNaEtlsFg8ePMD29jbW19exs7PjMi96vZ7zIdP902q10G63USgUsLu7i2w263zNnU4H33zzjWMGxOPS0hL++Mc/IpfLYWtrC9vb2+h2u/jDH/6Avb099Pt9J0gVJ7cFn8/37OwMFxcXKBQKSCQS2N/fR7vdxps3b1zGQBjdKDM8ODjAv//7v7tyVwq/brfrZbw6Lg30cIOzwEIFJt9FH2qv10MymUSr1Zro6Twej3F2duYyXyxT5Pu4p8JSqKKAHuvjwzV/8ycev+5J8ubNGxfnyeVyGI/HrkUsn2uVHGqko9EIe3t7ODs7Q7FYRKVSmYgZAZhQGs7OztBsNl0hBV0N9XodyWQSp6enODs7c+lqdHVSWNBqo9tImS/HaAu/LC6iQKSAm+XyPoT7fKJshqPmJYM+2g6SublBqWtWe1CGQuK0FXIkNL3Wgroy1LXh878GmUbfJ1hfXZijn34vlqcykKnRWh9YDYyMgPfyBAXg2pSzpiF94gCcy0cDfrrxyMTpn2dFHoWd9rH1rfdt8GjnzHVlTjK1bgZcwrReizv6ItncRk1X3z2WKdnxqSbs+1EXhTII4o+xEEu3dt8Glc3OA1EsPh03f2Kx2ERmQRDD0udz3fr9PhYWFpzFS8EFwAlBrqVasVyvbreLhYUFF+wjDfJa4o+0Yi0Su363pdfIvR18boeggfGaxcVFbG5uOslL7XR/fx/pdBpv3751EXdWafkCRsq4+RmRQ18tmSjw7vlmmsRuGTn9P5o6w8CBbbRhEX2blJ0wzZZ4tuNVwmBD9Ww261JparXahCDymUG6ickcAbimMY8ePcJ4PHYmm22iPhwOcXZ2hkQi4QIXbB6jZncsdl3WTFpoNpt4+fKlC34xs8Bq5kF4mQXUYrP3s8iDm4/zDMoUseOIxWIuvSkej09sdO0ToYxPK0O5tvzhmvM7G9CicOQ1WsjC6+hvVu3MurUoRH0Vh7OA+nTtWH3Psy4U5unSIo6q6FDjZsVbq9VCJpNBvV4HAFd2T1cYn8EYDvsnUxOnK4fCV61hy3x9sST9fpYiKYW5mK/PH2uRRk2MR/+opnBxceFSfdbX113gwsd8+Q6rQfB91rTWMfJ/DXLoM7k4LNDgfWTkmvxvNTNrAcwLlkGqn9XOVwmD5ZLUKJkGxvEHZU+otq+BC2Y/rK2t4erqCsViEfv7++5MOy1dZhUXfWc8jJP9fynIuGEoECjM9Flh/t558Uv69AUfh8Mh6vW6a4ajTXGmbR6uz3B4fWKIbk4V/nZNfWX5yiT5nc3V5vd0B6nmq/1WOH6LQ8uAleHba6OCVYCmBeAUH+Px2J0tSBqOAqQZ/t1sNl1gmAK/2Wy6/Hy1ZDU1k3TLU2o0E0XnxnVVq8NHmz6Bo/dMo9/IR8f7/rZSwW4kppRwI7JumpKpVquhUqkgmUy6gxyDzDeV2pZZ8TtG25l8DsC1jKNPTnscxGI3nar0TC2mbPnKlG9rrgWBWhVc+KDrxuOxS3li2p5mjbDKz7fJNNB4cXGBWCyGxcVF7O7uIpfL4fz8HOfn564AgD5ZbTDE52m0OIzR+zSIaRquXeNZgHMMYgzKsHy05LMYLK0pI1OBR02I1zK6H4/flNjzaCc9W2w8Hrt8XjJW7hPm8AI3sY8wnOj36lZiIdFtTOUgDTfqfVrow14L/X5/IhPEd2+QVcDCCvWha3xK6YdzV62dOPJZXpYOguYcxISnQeQz3Agq+TQS6OP2VO3feel/I6rdbjsTlg1C+Ex1G4zH4wknuCKFDJkJ89lsFtvb23j//feRSqWwv7+Pw8PDiSgoCTIej6NUKmFra8sVAPhSZHTu1qyzuIoKVrMl0dAUU03KAnOdv/32W5RKJXz00UdO683n8y5nly4FfQfnVa/X8fXXXyObzeLNmzd48+aNy6dkm8qDgwNcXFxM4EIZAXMvqYlZZq8aGZkJ8aigjIL3W2Y3C/jOcFNc2+YuXA99v4/58hoKOB2X7gMyWpZzLy0tuaIAunc2NzdRLpcnfLZnZ2d48+aNa6BUr9cRi8VcYEqtQp/F4NPOYrHr4Ora2ppL/SNdBFlHYRBknURl6GySMx6Psbm5iWaz6SwRBht9oLnq3Bvs+cCMHwbOOC89AYPuGf7WALu6G2exCnwMdhZ8RnY76MNVCgWZO+PxdSYBNV/VFDRIxr/pg7MBGH0271eNij+JRMJpvCsrK3j48KE76vzy8hLpdBqnp6fOtCPzZX4gj+Fhpy4yeovkqNIwCtjNroxGtTAL1JLYgd+WGafTadfa0IJqvrVaDc1mE6PRTc4vmaSehKGMSnN/1S9ux6l04jPfwvB2W7ySJm0AVi02n5vBhy8rBJSWNbip32svDaWvcrmMlZUV16uADX40R7heryORSODy8tIJORV40ywj3/ip+dLPehuXma6f3R9B66ZM3mq+xWIRg8EgMFCs7wvyh2t1n9V4+aOWjmq+ymumMd6w/TgPhDJfzelTk8o6oO3fnIRqQz6EqGmvLRF9Jr9OUk0GPlcjlYzaM5c1k8mg2Wy6Uk4NjigxWLPRh1zdfPx/HuT7/IOWiVlTWD9j1gGDZkz214hvGKg2SxcGe2vQr0h86ZholQCY8N2qAFFXgzJCy3in4e22Jm7Qdz6rBpj0kfq+C7N2qJVpLxO6F5aXl11F1ubmJjKZDFZXV11pfSwWc3EHxT+Bfkt1R6imrWOxtMR9ohkGmgU0K9j9HOVZDFBS0OizgjIeLDPU+bDEmMVWFFYa/LS+cP3c5u5GpUu73pzDLNqyQijzZUqRRs/JnHTgdhKKTMskg0AZqm5k3+Ssxq2myGg0cm0rS6US1tbW8OGHH6JWq7mWkZeXlzg/P3e9V/UsNCVYH1gzdF4GoZ3Dgt6jxG1xwZQpFkDUajWXSE5fLIAJYalA8/vq6gqNRsMVVaiGoP73IG1C6YJro+8IEixRtYt5BJtdExXOwA0zs+9VhmIzeizztXRCOmTFnPYy2NzcRD6fx8OHD51Fxi5/tFCYx8scbdKH+tuZlUHlxKcE8be6JhgPYRGTDbzNAhrM1A5sQXQ8Ho9d/+lCoYDHjx+/o7GqlWnnoZop9zh7YRDfPNlDg5GkYU0lI86s8IrKdH17KCh9LwrdznyMkJqQQeC7zjcBfW7QM5XZ2R/fc6wjnYvDxi9BHayimMbzmhc+iMK0w7Rq+qbpIrA5jlE0G85VszqUodo1941fx+qbW1Th5FvT27ofgsbnG4+PHuxv++MTvr5r1Pfoa5yuzEF/W4FmFZ2wvROG93ldDtPw5BsDaYoNgHz5/FHGY3mK1ex9+OD3FES+oO+8ytP3AZEDbqoBkNvTgU9pYjUE+hHVvNBnBSGCoL5ZNoBhbqVqA/ybuaMnJyf47rvvUCwWJyQjq4BUC2LuMaut2KFLT+714WWeYMU00Kol3XiqVfC7druNk5MTtFotZLNZ10uWOKBU1nW0c9DfPsGmJqbthaoErferSycIP0FaFz+LKjyigJ2Lgo8W7XU00+lL529mD5D+yDDpB+92uxgMBjg7O0Msdp1V02w2cXp66gpkkskker2es8LY75e5pwwcaqqZ9feGWRT8u9/vo9FoIJlMuh4oFg9RQfPQozJNZhoBQKPRwMXFhaMdZoBobr61ovWHe4QtC8gTaLlZV4Vm6dhcaD5ff0dRuHwK5DwQKdHOMkcr+dVUVUSpI5xMkIza5z/2MV8uTC6Xc60J1e/FgBGZL8/lYk8BdtJiBNmmstF8TyQSaDQaLuOCTNgie17/zjRQwlLmSy1d3zsajdBqtQDAuUvY30IbgquJGOR60PcHMWBN47PN3zlOrrP68H0CVjcRn69jUG1lXhxbbdV+xt8+fzXxwv8532Qy6VISGSiKx+MuO4QJ++pHZ2oXK6uYzaDCjAUq9N0z1UzxwHJiH6MNs9L4w8D3wsLCO1WIs+JYacqHb99YiJvx+Lp4hx3hRqPRREsB9R/76JG0yMAhg5nMnLLrpwKV7hvdW/oe5W1RtGGriU+73geRNV/fQhEZ/Dvs/qDnRx0wNQ4ycQaHmDaiuZcqaemM548G84g89a/ZUsOw8VtczAJBz/QxP5/JTFMOuM635TE+OjdaJpxjmHS3WQl8RhAOyJjor2P+Kgs3OEbfs/g8u6k06d5q+/OAtcK0vwG1dJv1oJtR8c7x6aEAFCBcC7UOiEfVuFgeSyEWj8ddiT2T/a3bR+evCo9aIcoIFJTx0M99W4tNzfyoQPqiv7bVajmrQWnPR+s+2lfc2qo0n6I4TdjYz1TB0GKr79vanekATU6YG48O/KBEe2q5RCARZAN4gH9z68IweKGJ6VqZRu2ETJnFG1ygwWDgmmjw3USwdWHo+OzYfFrwPD4033O4wbm5bLBN79WWekdHRzg/P8dwOHTaOntqxOPxCW1KmY31l1nQd+p9ZGJskqLHRLF8nJYDcysVl4p//hQKBSwtLSGRSLjGJ1YIRgXVyngvG7HQ5GdV5cHBgatW45z1b443kUi4hv8bGxvY2dlBMplEpVJBpVJxDFSr+sjsdH/wdFzSrLq41IXGseu1VpiQPrSsWefMv7WEnn1252Ukmq5laTjoecQBABweHk50LqRyxDnpsyzdKwO/urpyZeu0QPg5cajPmebrpSBjrjwrczudjuMZXB/FrbXcZoFIzDfIUU0GTMQFRb5Vm9CFsyaABX0Xm0izAQwXja38yHyp+TYaDcRisYlAFDt9EZT58j6rDYUxXl24eTVffaYyXI2i2vuotXHD0t9Fk4xab6FQQDweR7/fdz5Di1s+y2fu8X/gZtOpppXJZNwRNmywXq/XXYNsAE67sZtIiZ052mtra0gkrk8yYXHHLNaR4pFzJB5Z6s7TN9gX4OzsbCInOkjTooBgM/mdnR3X1Ihxg9PTU+c20h9aHdzAOm+lS18GA8dktXZVaDR7w4cr0grHGubqmwaqBUYF7nkArqqSzc/z+bwTWEpbnLc+Q4XZaHTToIvuGw1UKo3x/qC9TCBeeTwUBQTXZlr65qxjHsgdAAAgAElEQVQQ6QBNuzG5yVmxMxgMXLK0LgqRAUz6BG09fZgpoAybDZiJXM3jI5EDN4IAgNNGqHFr1RPnQqc9GVkU0+S24MMtf3NzUgsOY+z6HZP6eXjh5uamE5AkIqbb6Zx8bg798UXr7fh5L/3zZAjs96AbkM+l/zSVSrmULDZZ4mkl0wR0EE7sJs5kMigWi+4YdvpsyUDD8MqxX15euqOSGABeXFx0G5WKgVqINkWPYD+3TNW6Y6gtshGVju3i4gLVanUiU0JBFR6Ly1mVhiALIYz56zi4T7XYiT7tafSuChuVFD6L4/ClZioTBibdB3wXe04kk0ncu3cPP/nJT1x9AA9bOD4+RqPRcHEiWvXaGGkWPhGJ+WpkU4MP77//PnZ2djAc3hwbohNsNptoNBoTE+UR8DTTNGhjtUGN9LPvLp30yWRywty6uro5Y0sXy1eFRYTF4zfneFFjYU/W2+TwRgFuIGVKugG1fFX9iDoeS2DpdBqrq6soFArY2dnBxx9/jHQ67Xqdtlot7O3toVKpTFgzunnI+AFMbBAydW4SbXivAoSls0tLS44h0LRW4Uiht76+jkKhgPfeew+//OUvnRuLUX89Vy0qcO0UT0tLS9jZuT548f79+1hZWcGrV6+wt7fnsmBUu1dmwjnQfbOzs+OOwWKJa61Ww9HREU5OTiZcAeo/JChTJT7UvaFjIMNlH4Tt7W3k83lks1ksLi5iNBrhq6++wjfffIN+v+89vZjjoZWjwmleq0J9zmSGQdql/mahCOkom826NFAKap/fW59Jpsv0NWrE2iWN87PuGgAT1i/nwCOHisUifvGLX+Dv//7vUS6XnUBrNpv4zW9+g6dPn6JWq+Hp06eus51a0Eqr0wRb5DPcdMH4QppgZHLW75ROpyfcDQCcn4YDtT4Tq/ES2Wo6cTxqLnPz2IXTngIqBUkstvSS382qEcwKQWYuQTMLfNf4XBJkaOwnsLW1hWw26xq2pFIpHB0dBZpiPiasPnXVfvUZdgzEZ6/Xc01+dB5qPWWzWedj29jYcOYoG+T7tNIoYOmKLThZfr6xsYFGo+GEnApBvV8tL/prr66uj01iJzjSHAUUx637hbRNelUhp4zMF1Cjdkg3j85jNBq5k3vJBC1w/KpQzEvfPrq1WvA07Zf7lDTAYC1xF6ZJE4dkuEojGvwPsyqU7xDnyWQSxWLR7ZsPPvgAKysr7t6LiwscHR05hsu0Q7uOat1Ng1Dmq0cxayDA/ubAaTbwO0pnSg/6YtkMGbjpT6oasA+UEVMjADCRwkYmzd+UtHZTKYOltpjJZJwPiWW7ehqtbzzfB4NWBqiRVeJbA5kqAK0pxXvYhYxjZwBhY2NjooOb5oz6iJ33cvNzg/BUknj8Ov2MOG61Wk7oaUoPaYh+Z+DdNCVaIEtLS67f6/LyMhYWFlwBySxgYxXEB60wBmbUP2jjGlaRGAwGTnuvVCp48eIFSqWSay7EwyDpttLSa6tk8N30w2uapk3BI5Ph85hxUS6X8eDBA8RiMVQqFRwfH7vAkC0JJy7m8fFa0L2vdKmab5jFyDmyCrBUKiGRSGBrawuLi4vuVBEqTZoRoXtOtV9VxKzm6wOrZJCfpFIpF6hWxkpmy0NLh8Mh8vm861tDsDGVW2m+2WzW/a39NNUdQA13e3vb9ekkMfG456urK3fEz/n5uSuLBeAivURoEIEQ2doQh9kOKtG0xFClrCJeNcpcLoft7W0Ui0WnXbMgg/0/OU8LarrNyoiVQEnQJCbiWyO3On5rtpLwBoMB6vW6i9CSgS4tLTkB+fTpU6fh29xsHRvvpUVAwiQDV8YxHF73yGXkWZuc0KfLU5B9PuJEIoFisYh79+4hn89je3sb9+7dQy6Xc6dlzMI0NChEemQHvX6/j/v377sgilpMNjXOrtN4fB14e/nyJb744gvkcjlHZ51OxxVL+ISmrp3i2WpmPFaH33OdGGmntbCxsYE/+7M/c43Feeo0T+mw5r+mmk2zuqLgVuM1tIxsIM+3N1SYk5kxAMqc58PDQ9cAncqE9rsI8lur4AwTNKq4qILBog1qtfrD3uPMJy6Xyy6nXhU9n3swCKb6fIlc3yTJLGwUkNfpOUi8Rk0MlSw28BTE7JRZWbNCr9PMC5/p4hDw324H/SGTDxuLPmseIvaNSU1f1caiPItzJfNmoJHCD3g3kyHq2JRYg8xo9Vsr09D32udb4cjnamDvNtaFvodpeFQIyMyUiVimoc8gQ2WUnYEX3sN+GvZZfIadh/W3B1kg/Jv/q5mczWadMCwUChMnAvtw8H2A73lKE+oKnAYcJzVhKnLpdBrj8XiCBoLiQkHaddCPvtfOi/uNtHJ5eelo0ca07HPnwW8o87VSTk2OTqeDvb09tNtt5HI57O7uIpPJTGwcnrRA4uSJB5QQ9Jux8iZIcqq2zR9uHkol61cMYrxEHMeZyWSwuLiIUqmEe/fuAbgugTw5OXEBo7By2XmZgzXfaCkQ1IyyOZW8z7oo+JNIJPDixQu3QYmzbreL4+Pjd3I9fdovn0/CJ0NlfqyWu1pfo/qDyeBo+ej6ttttd/zLq1evsLu7i0KhgOPjY9ffOahlZRjYefBdp6en7hDQTqeD4+Pjd4K0QRuJgmI8HqPVauHg4MCZqAwSjsdjJ7y5htQKLWOlGy5IIJJ+VTOLx+OOMWhBRjabxfr6ukuHo4WhAcQwP/88oK4GnkxOC4CBdKsoESd0QVUqFYdXFgj1+/2Jcx9JZ5orbV0eVinjvYo3vZal31wHAO6YK57MMhwO3WGr8fh1KtuLFy9wfHzsDoHQs+Q4t1loNTLzVX8ecE3UL1++xPHx8UT1GVV3pmxsbm4CwESuLZ3kZA6MUtrNSbBSib4gMhoyX9WALSNXAlDmm06nUSwWUSqVHCHVajU8f/4cmUxmIv9yXgnnA2W+HKsmcSuB+YjNMl9KZeZM9vt9VCqViYDZaDRyTFCZtTIFnw+LzXsAOJNRiZ6gn9n1I8PQzUOLaGFhAZubm9jd3UWxWHQpPcqwZwHdbMQzTUT6q3m0OCshrcarYNeh1Wrh8PDQMbt8Pu+uyWQyE+tBrc76cK2/Xb+3VpBlvratZKFQwMbGhovacz9xzD4N7bZ0rFYnK/6UlilcLH1QmQGuz13Txu4AXJ9ffQd5A606tQ6JAyoYdN3Ytga6hkqHquBQKFSrVZycnEy4H/r9vjtcgKlmFJ62WCsqfiMfI2Q/H49vTg7W9Bi+nOcrsXqIxEIEkvlpzwAf8ev/vomp68L61qIggO/WYJKv9d60581KzD4TyCc1fVpK2D38m4JOMxVUe7PPVuZj3Ut2PHq/DUwBkya1XhckVEn49FPTSrL+7qjgc5OR0cfjcWdSagGI4nTaWlvBpxpZULaBnbMKqSBtyact64nJ6nPXftj2nfru2zJd1aCt4NC9xP9966fKgz01hgw0Fot5FRG79/k9gQJBs3XCXG2qNatbidlB3P9kuFqjwPWeF6dTG+twcJYBqQSJxWIuDYxVVyyG6PV67yCCZgoZHbXLTqczsSGJTC6EBqSo0VGr4MayaSVBG4nXsLqKhQEUKjwVmO+yZpQSwzymm9aO+3x0HKO+Q31rlhHbOVJbUGIEbo5jsdaAfYbOVVPOGHwjQaqmo0FYOwfrtrEbol6v4+nTp8hkMnj9+jVqtdqEtjMLsNkQtT5uLJq2bOxN4UQLx5q0QYKQwsKX5mTxp4xav1NrkvdzrYgfW0J8eXmJs7MzdLtdrK+vo9ls4urqyqVBVatVl5Ghc/G5kHzrPwtubUEVIZfLudzd0egm80ItR9I8M524r5kBokFH4lBjS+pSYDqrLz6idKvv1f2g+1ndSpqSSX7EEma91s6NEAWvM2u++hJNV9LNTSQCcAnVbKGXTqddbT3NA3a6VwbvYwQ0UZUZcaH4rCiMV+dCjZct6obDoRsfNUYNCqp2eBsTzuYk2mf4NDHFswa9LOjG12t1rFG0ePXXqQZNnCiz9ZVf6lqEabDj8bVP9ujoyHX/ollHpjELkCaCfOh0NaiZSqHLsdo11rGqlqRBLu3VqxtzmimqPnXFG9eN76NGppWKiUQCrVYL1WoV9XrdGzux+L+N9qvFQRRYCjwslHj1BeDIzPQ4sW6364QZlTR1GZD5kulS66QbyeLbMlper24YC7xfm9lr5pRPaFlLcCZcRrkoyGfkM3dVY1KTjMEH4HqBstksBoOBa25erVado9wyDo5BpYxGddkwxObm+UxKO062mozH42i1Wmi326hWq64hjPWZ6VhuA7aSic/14Zu/qRXo91ZTC2Jy9lnTGJoSv7ZTLBQKLvmcp4JQm9STji2RqnkWpO0po1U3yayuB32nNd35++rqys3HluvWajXUarWJQI+CNZM1xYg0r/7EacxX18Wa82qhMSAFXB9/fnZ25lLcmOqnLSOD3hU2lqi4VfqhH5frSHyqECHomqgQU0bp62Nh9yDnEBaYnib4gxhwGENV2gJu3Kc+ZjwNIjFffZlluHYjk1BpomovgKurK+RyOSwtLaFcLrt7mMB+fn7+jpmiC6CEzswKRQaDfgzEUapaRKoZVq1W8eLFCxSLRXdiLCPjzAqgtLVpSQqzEjO1Mz7fEo36afl8bSjPz6jJ0cwLMgd9GrbVrnUexGcqlUIul8Pq6qo7E++nP/0pMpkMWq0WWq0WOp0Onj59iv39fVdwoVWFxLmacRQ8Go1WFwODHT5zchpo2S5xaLWi0WiEQqGAn/70p65UeHV1FePxGF988QW++OIL9Ho9lztL4HNoJluByflpRonPHWPXhr+V3nWDx+Nxp2kmk0m8evUKX375JdLpNJ4/f47d3V10u120Wq13UqIsqEUzq1XBTAru8/H4pmiFLhw9LcZWNnIu3Js6Fi1d13tJKxY3dP8AcM2JYrGb9qaKP4tvO2/lZcp/fPeogKA1H4vFJjr4RWHCM2u+dsD6tw6cUkkDE0QGmQiROBwOXdYDF9GaYHwHN7GmtNH3+3/au7bmNI4l/K2EJBAIgYBg52IpSeUxD/n/T/kDeYudKlfJsSTLEeEiYd0twXnQ+UYf7Z7ZBfmUj6voKgpYltmenp6+TU+PDpC1fK3FzolIy/fjx4/B4uFhlGp1pcIOi0DMOuNvar0TNNOAwHQ7e6+1PL1np66RxgzJsHxkq9XC999/j2q1GnZ1ffjwAe/fv8dgMAj1BVQAaD9VAVq+oqDyFlHngZgHobSZTh/ySLnVuN1u44cffgAAHB8fo1qtAsDMLibrYSiPK54q4PkqwispnuV3GgEfPnxAv9/H2tpaOL+Ped2psX+qx6YCVGnB8KKGBnm/FZoxi1StfL0/pnzpaQAIXoHGee24zQtWgHpKUr1RrrGk6K/wpGLqep/VFNTUmg/KBY6Dg4Pg6pOZBoNB0F4ac9Nn0NI4Pz9Hv9+fqTNwdnY2kzhv81itK0HhcHp6iv39/RlLjgWfdWujNxhPAbsir+3TyrdMpzFQZf5YCEh/91zfGHPwfjJ0lmUYjUa4urpCt9sNu9U0jt9sNlGv10MxHA03AbPbx1UY8RoLJ62szJYHXITeTNJnKMpzIUkXZj6srKxge3sbpVIJP/74IwaDQTj5hOEUz4JVwatC07OA8vqic4huufe+urqK0WiEo6OjmRi5zXjQtuxcXhQ03KLKhTyrHiqt/1jowPO8KMCt4mT4x2uLv1P4AQ9elHpW/EyBbcfFGgYE7z7ts8aXrZJ9kuXrCd/UJLcmu0dcxgkZNuBix2AwCBaTEke1JLXcaDQK7gYt3qurq5A87cXdFE91G5lryI0eXLDQ49fZF09TLwox4asCyv7uxbbVsooNvo0La5+8frAtpjTxvVQqodPp4OLiAuvr62g0Gmg0GhiPxzg8PAxV7E5PT2dSxSiErfDi+FLgUiHbVKp5hQUL7nMxTBWQWkPMgOB2906ng2q1iru7OzQaDfR6PZyenuLk5GQmn5T/Zxu6uKPtWyFsIdUvb+5kWTazSMXNLlyr0BiqN655zykCdiHK9o+LnKQNPVXPc9b5pJaujcHz3pgS5TvHV7N8KHxZmIi0s3jbd4ub/saQBxWNCt95YKEz3FL32e/qfnKyUUtrWsn19fUnFqvV2GQuEpeEZAEWFbgevp7lQ4uLg6YxZ2vNf07LNwYxnK3G5bVF2vSupVxrAMGKoWtLr4DZIhrftwIoZgHqdXXfdXIsAhrSidGDz9QTJDhhueuRVdms62uNAhUs3tqIR18PpxgoD/D948ePIY2T+Cs9OXcs/3qKdh6wwtCba1bxUAB791hjQL971nrss/ZPhSTfbdw31bcYHhZv/javYiU8yfLNQ14XJHRAAARXjwSi1cn/qVlP4LWbm5sQZ2EFIh5ZkzoRQPFUAc+qWZoupb/rJLaDsSh4YQBPs+tvTDdSpTWdPi5cUROnJqBtU70Ve10FPd3Zfr+Ply9fol6vY3d3F7e3t7i6ugrZDnryroYOPMtFr9NiovDV/y1CW7qDVqFzMWw6nYaQ08nJCUqlErrdLur1OsbjcSiiPZ1OA629TQwxocrrasWpF+YpI68dBf2PDWt4lrLXXgzPosBFUY5RytCx+NpnekKNv3t42bZiz/UEuZ5OwTHhfIoZBzFQWaYpc591e7E+LG/V2dNAdO8VYSZUW7fbc0sVaHUx5kVho+e2cfdJ3iKHTmoKe+DTqmoUbB7DPpWJNbygzJZiAM0kAR5XcdVVUystz9Kx1oW9T/vOydbv9/Hq1Stsbm6GUMTNzU0Qvsy84BZmmyGiz1H32BsH/jYvaIjALnpNp4/xQ25c4ITsdrvY3t4O99KVp/DVUzksrSye6kZr5o1HDzteRQSw/a9axUWE+aIhs5jwzcM1z1uzClljurE2LT+l+rSxsYFWqzWT000+0CyboopQ49z0muZNi5x7k0VRqW4J42kXJW4spqP/1wHRQL6daN6zU3iSkJ72S7XlTbqiYLV3Xrt2smkmScoC8fAuCioM+H8ehT6ZTMIx4Le3t6GgiqZYxRY8Y8+KWTRPsc48C1EnN61ZnhunGzN4fExKmVsaeYK5yEvv13b1mnoy5HndYOA9+3NDLNzgKfUi8mNRHL35YueNzhl9Twl2+znFh9p+ypCJQVL4qnVWVKjpNasFPMayHUmB/p9WEq1ou7iWRwhvwGJ9y7P4FxHAnOQaJsmjsTIP3Wfew5e3QPUUgaz9y7IsFELhAuXh4SEmk0nY2sowhA0bxMY3z3JbJN1sOBwCeMz9tLhYbyvLMrx58wbX19dhSzljqaxeZRezvMmv7fE5GrbyDBBtw0JqHDWPWr1GT0nY73nhqBTQTVfLNwaq8KwCSf1H6UblEjNWvHcb6uSCLhfkKTM071yfn8LN6xev2+hAHn1zLd9UR4sgmfo9FZtKgc0hXRSK9Ef7nyLmvBrcWq3WuopNRl5PJdJ/rri0p4C4sJllGcbjMY6OjoLQp5DztmPmCRfv97xFqhhwU4QqNm1H2yMde70ehsPhzMRXIROzLhX/WB+K8k3RfpLeNnsjhYf9f14YIAZU+EW8LX2e9+yUVclrXvzWa9d7nipdPdhBvWb9zzx85ikWfXaROZgUvpqyw04UIbhHyLw43jxMoITThGoNSagAiGlny4CxiZCHW94E84CxJ3UdYwnlKVy03xQajItzUZLAGLzm4ObRhp/ZLrMb+FkLBJE/dGeadfm0P3kCYFEBweIvGofz1iyUbraOR2x7uuJvP/O7LoDqqSmWdroYBzwoC4Y5rq+v3bq4BF33YFxZxxeIW3SL0hWYLaxDvLQ9pnapEtbne/TUlDCWp2SZWu6o4/FerAOjNbZjsogpZisrD0dp8bgwKtzr6+tQkEgLL1l6pwwD7c+8Si0pfDudDgCEY2mYDWAtAUUgplFiLltK48VAa9Sy+hi/r66uhgMjqeV0b75lAks8bzBTuKhgmge4gyrLspljlGJg3USlt9KD23JrtRoajcbMvvO7u7twjJMWM1G62LaBRybOsocz7yqVSrim26Qp0PUIJAoQrfOhz8kb60Voy63rPMeOuNi8bRUWWt6UtJxOH+sQp3jFWp08hpxVt3hgQL1eR71ex9raGnZ2dlCr1WZoPxqNcHJyEoTCP//8ExYGdeEaeNwlyqJVLAqlNTbs6rsVDhoSKQrb29sAEE6kVitydfXhUN1KpRJSOFVIA7PGEvFYW1tDvV7H+vo6vvnmG+zt7aFSqYQ88tvb21BLdzgc4uXLlxiNRjM85c1ZPQ5+d3cXv/32Wzg4oV6v4+LiAn/88Qf29/dxcXGBo6OjsEHI1vy1kJIfQDG+LWT53t/fzxxiqDEOT/jqgKr16Vke+k7IQ1wFLXdaUTDQ3Ge5Ouvm2Gcqvl6MOk/w8n1eAaEHgHoDyXZjisBau6QJ97Xz8FJuR86yx9xQChO75df2RYWvPoPpfcw0AT615G0SulpIpG1R2i1i+VLgEz9roanFSOFLK0m3z2qc2Nuy6i0qUjCSNymIm80mWq0WNjY2QmaFtvXvv/8CQKiDPRqNAi3t5g6lf7lcDptDaCFyXL3Ml0UsXqUt+02vh/TkbkcepqCKnfhrLjjx2NjYQK1WCxkJ3377bbBU2+12ME44ljQw2K43RzhexKlWq6HdbqPZbKLT6aDdbuP8/Bzv37/HeDxGqVSaqS2jPGvH3M7VmAGZp9iSwtdLwVIt6iUu6+m2GnvR41q8oLQnTGJEXV9fDyUpO51OEDKs4n92doZer4ebm5uw64qWgF10se4bn+udvMB+e7jPa0FoG1rhzE4Sy2BWIKr1VqlU0Ol0UC6X0e12sbu7O1Mc/ubmJhyDMh6Psb+/H0oU0o2ztFa68LtnaWiIwSpP3ZKqAsEybR6TFwWPX5XOCjrJbIgAQCjWVCqVsLm5GSzkarWKLMtCfjot1NvbW2xubqLb7aJSqaBarQZrt9lsotlshhOz6/V6eG6WZeh2u3j+/Dlubm7w4sUL/PLLL7i8vMTbt2/R7/dDVsnd3V0oBLSxsYGdnZ0gpGq1Wtiqz52gNveb9Ci6+UCBC5Ks1TKdTgN9eChmvV4Pm6g0ewRAsNJViXPurq+v49mzZ3j27FmoI7KzsxMOtSXvbW1tzRxXZNdL1BLnwa9awlYNt1arhe+++w6VSiUs1Gp9EhvC9EJmHn/qgl4MCi242didZVZFihaX1jXVGKN1gXQXirqCbFcnKi0SFmwul8v46aef0O12Zxi+3+/j8PAQV1dXePv2LY6OjoKAsSEIKgvrvp2dnQW3SuNLnsAgHRYBjQ96ioiLBUoHKyjIxI1GA3t7e2g0Gtjd3cWvv/4aDlesVqvBfRsOhzg6OsJkMsG7d+9weXkZwjQ6luoiWqtPBS15grQlXpxgxF1DT9aqsJ+fIoC9mKdOBMvLeg8tOlX0tC5brVZI1n/+/DlKpRKGw2FIt6PLv7W1hZ9//hlbW1tBSFIwsX5Eq9UKZTrL5XKoccLXcDgM9SV+//13/Pnnn7i4uMDx8TEuLy/Rbrex91/3fG9vDy9evMDt7S3++usvHB8f4+zsLMw7L465qPDlET8s6AQg1Ogul8sz1mqtVpvJLFhZWQluP0NjFMR8p+VLOjebzeCpUYm1221cXl7OCEgaV8ozPKaMskLP3FtZeSjGRcHb6/UwGo1QKpXCtm1VqGoNW7DzQg2WFMyV55sKPOtvNqZj93an3j2TXkMbao1pvVlqXmq5jY0N3N/fzxwH5FnU1qrTjQsxXD43eP3WkEDMvfHw07J89BBID1rHZEatCjePcCMD2p1jNrQQG9eYxcvPT7V8CbFwir3H4q+K1oZctPg+31k/gveRrhwHXchjm/pcAhXqZDLB5uZmiPWygJFVhhYfAGG86Q3l0Xpe2uricGp8dRFQv+tWdOLK6zo/SRsNuXjPifGTvT6dPm6soLdC/rUGhh2v1LzPo28K5q7tYONIXoUgdojITyaTGfcnFivWNjReZIUvVyZ5EvK7d+/CQZg8O44VqYbDIcbjcVgJtnmQWiuCRVYmk0k4R8xbuIjRZx7gKq7NY9Q2gdkjy3UwdSGR+JNJy+UyDg4O8Pr16xB35Crv+fl5cEkPDw9DNTilDenNScbnkV60RGgl8HedaPw/X3b8tY9ev58C9JrsRNA4oVcgh/dpeUIVpOfn5yH88Pfff2N1dTVsqb67uwsHfvZ6PQwGg2AR6sKYelkUqLxG2nF1n8WiXr9+jZOTkxBGoyvPwkHHx8d49eoV7u7uMBgMMB6PQ3U5zXNWWFShaQlH3R3G9YT7+3v0er2wI5XhCc5d8qIqDfISvdqtra1Q6L5arWIymWA8HuPy8hLD4RCHh4ch40G9UstX5HOmHrKgF48Nm0wmYSMNT6Rm3RnW5tUUyljGljVAyfupBXRgjmLqKnj52Q4qtQsD/hqWUCaw8ScirBaVp234/erqKgzmYDCYiX1aQsSOnLbWlf1sYzweWHdjHmBMUfeWK21tWl8RocRFGrXY1BoGHi1q7munYPdyp1Wg6zXPi7G/ky58917efbF25wG1vuzYxiYqs3gABMFr6ej1X/ujYZU3b958cr/tG9u3ZQ8BzJSH9HiYBf/J93q8j+Lj8c9TaKtznwJYs1gYNwXi5/alrGZdg6FlzLaAB4VDBWTntAXSLssynJ6e4uDg4BMPWHPBdUdkbD57csv2z/NqPEgKX1o91mpQRrZIWaZUiA166rongK1VpfhYBs/LBYwJeA83y0heaKIo8P4894bXrKCK4az1Zfl/dVf5WS16fU4Mz6L9SeHu/e79Zl30eWmr6wiWvnod+DQXNk9xxIBzQ2PaXn+9azYnGPj0VOQUPl68046rFfiL0pb4qGJS3BTXGA10F6DiDDx4LYwTq5fF+7yTWorMDa0No55Z0U009lmxsVSZmUfb3FQzEpRIspBKjCkUAU3Z4Xe1mGOCzg+rytEAAAHlSURBVMZ+2L5ddNL/xb57v7E9D2JWsOLACWPPU5sHOMlYZ7RUKgVrx9LRUxCWNnmCQScM71VBbIWv1y/PctOXt8DAdlXYK9/oRCCoxVPE4regaXzMVlChxBQk8rW1VKxStco+RQubsaL4x/qihVl0zGPj6vGat4BJHlPhrKleWv6zKLAdhgiY1+1t3IkZLql+qUeiY0JcGarTOs0pWilPehapl+HjQey6PpPxbOWXFCSFL5n4/v4+ZAHwgTa9w0sfs8JXLa2YRWo1qm1/XmFnGTLP0rN4qKVt+8YNBvMyMPDIFHQZ+SzSSBnRAxuiSIH2UwWtFRQejp6mVyUZG2t7r2aZ2Piw4pllWYhT673zgNKWCzlWEKysPJ6+7GU9eH1RJeb10dLI8o7XnifM89rjf7UdvltlaI0I3fm4iNGgwnd9fX0Gp9Q4eYaCVfaWLsrbyq82c4Xvtl3bxxQOKSNDwY6ntsVFROKTx7eLJacaJBe9P+//iwi1zwHeQPwvIS8l5f8diloLX2o8vwZICejPDV/TOBQNA3yNkP0vBncJS1jCEpaQhq/b5FrCEpawhK8UlsJ3CUtYwhK+ACyF7xKWsIQlfAFYCt8lLGEJS/gCsBS+S1jCEpbwBWApfJewhCUs4QvAfwBhf+66Pbn9HAAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "에포크 #199\n", "199: [D 손실: 0.313139, acc: 0.927646] [A 손실: 3.465319, acc: 0.231038]\n", "1/1 [==============================] - 0s 20ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "에포크 #299\n", "299: [D 손실: 0.346180, acc: 0.893956] [A 손실: 3.115610, acc: 0.197742]\n", "1/1 [==============================] - 0s 14ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "에포크 #399\n", "399: [D 손실: 0.377378, acc: 0.867090] [A 손실: 2.790316, acc: 0.191984]\n", "1/1 [==============================] - 0s 17ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "에포크 #499\n", "499: [D 손실: 0.394877, acc: 0.850161] [A 손실: 2.595237, acc: 0.181989]\n", "1/1 [==============================] - 0s 15ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "에포크 #599\n", "599: [D 손실: 0.401780, acc: 0.841376] [A 손실: 2.487448, acc: 0.173179]\n", "1/1 [==============================] - 0s 16ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV8AAAFgCAYAAAAcmXr5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOx92XMc13X+17P0TPfM9OyYBftOcJcYUZREmpKtcsmOoshlxXlK8l+l8pYH5zF2uSwnsRXJii2btEhLpEiCBEiQ2DH7vu+/B/7O4Z0RQIEkgBmA81WxSAKDwfTt2+ee5TvfkVqtFvroo48++jhY6Lr9Afroo48+Xkb0jW8fffTRRxfQN7599NFHH11A3/j20UcffXQBfePbRx999NEFGJ72TUmS+lSIZ0Sr1ZJ287pur60kbf8x6euSJEGv10On06HVaqHZbKLVaqHVaqHRaBzkR2UclrU9jOiv7f5hp7V9qvHt4+hgO2P7NAMs/hFf26cm9tHH3qBvfI84dDod7HY77HY7/1+SJDQaDTQaDTSbzTYDa7FYYLVaYTAY4PF4YLPZkMvlsLKygnw+j0KhgFQqhXq93s3L6qOPQ4++8T3C0Ol0MBgM8Pl8mJqagsFg4HRCrVZDsVhErVZj42swGDA4OIhAIACbzYa5uTkMDg5ibW0Nv/vd77C+vo6trS3kcrm+8e2jjxfES2V8dwqzj2Io3enNOp1OGAwGGAwG6HQ6VKtVmEwm1Go1AE8MtdvtxsDAAGw2GwKBAIaGhlCr1eByuZDNZpFKpaDT9eu0ffTxonhpjK9Op4OiKDCZTADAxaNqtYpyuYxms9nlT7i3kCQJBoMBJpMJMzMzeO+992AymaDX6zntUK1W265bTFGYTCb4fD5YrVb4fD6cPXsWwWAQRqMR9+/fR7FY7OLV9fEyoNNZOmpO0ktlfCmfCYCr94VCAZVKpcufbu9B6QWz2Yxjx47hhz/8IVRV5Zwv8OQAEqHT6fg14mvPnj2LXC6HdDoNWZYP/Hr6ePkgFnxpnx4lA9wzxpdoTWQ0JElCs9n8lnf2rCAjIssyHA4HXC4X6vU68vk8arVam4E5aiCKWD6fRzQahdVqhcViYe+fXiNev06n4/WnrzebTRQKBWSzWZRKpSP1APTRuxD35rPsOfoZciR0Oh0XmHtp73bd+JJx1DQNNpsNBoMBVqsVZrMZ+Xwe6+vrKBQK23ppu4HJZILZbIbD4cDly5dx+vRphMNhXLlyBZFIBOVy+Uga32aziVqthnw+j88//xzxeBwOhwNnz57F2NgYJEni9TQYDDAajdDr9fB4PHC5XJwf1uv1SCQS+OKLL7C8vIyFhQWUSqUuX93LB/F+vSwg54H+vRtIksR7WZZl2O12GI1G5HI5JJPJnioUd9X4kndF+Vin0wmj0Qi32w2r1YpkMolYLMb5xWfdfHQjFEWBw+HA8ePHcfHiRSwtLWFhYQHJZBJ6vX4/Lq3roGaIRqOB+fl5PHr0CC6Xa9vTX5ZlmM1mGI1GGAwGaJoG4IkXnMvlcPfuXdy+fRvxePxIpml6GWLx9GU0wM8CqnWIz73ZbEar1UI6nd6nT/l82DPjK+YJyaCJRH2qssuyzB6uyWSCoigwGAxwuVxsfG02GywWCxKJBAAglUohlUohFAqhWq3u+jNJkgSHw4FAIICBgQEuJOn1etTrdVQqFdRqtSO/ockLLpVKCIVCWFpaAvDkoZZlGaqqQpZlvj8mkwmapjE9je4X/b+P/Yf47Oj1er6PR604/CKgNTKZTPwnEAjA6XSiVquhXC6jWq2iXq/33HO+J8aXjCq5+mazGXq9Hnq9njcOpRJcLhdOnjwJl8sFt9uNoaEhTg2YzWamPJHHtbq6imw2i6tXr+KXv/wlEonErhfRYDBgamoKFy5cgNvtxsTEBGw2G4xGIwqFApLJ5JFkOnSiVquh0WigVqvhypUruH37NoAnB6aiKLDZbFBVFalUCq1WCzabDePj41AUBTqdDjabDQ6HA7lcrk81OwBQrlJMw1UqFWQymWdyQI4yRGfP6/XC7/fD5XLhnXfewcmTJ/Ho0SP88pe/xPLyMorFYs8953tifMVFMBqN7CEZDAbIsgyDwQC73Q5VVeHz+TA5OQmfzwe/34+pqSmYzWZ+vehV5fN5WK1W5HI5bGxsQJblXSfg6TPZ7XaMjIzA4XBA0zTOB5Hn24sn4l6j2Wyi2Wyi0WggEokgFou1sRksFgvsdjssFgvGx8c5PCMOMB2qJpMJRqOx7/keAKjwLDo0rVarf/D9f4gpS71ezykGj8eDqakpnD59GsDjqI6e817Dnhlf2iiqqsLv98NkMsFms8Fqtbblcd1uN0ZGRuByueBwONoM7nYnk8lkQqPRgNfrxczMDDRNQyqVQjKZ5NZY+v2KokCv17MxUVUVMzMzGBoagqqq0Ov1KJVKqNfrUBQFdrudu7xeBiNMHqyiKHyfVFWFw+GAz+eDoig4duwYhoeHoaoqFEWBJEmw2WwcrRDPt8962BliJFiv11GtVp9prfR6PaanpzE9PY1Wq4VYLIZMJtNP+eBxNGuxWGAwGOB0OuH3+2E2m+H1euH1ejl6u3XrFu7fv49EIoFSqfTCrKn9wJ4ZX0pyu1wujI+Pw2azwefzYWBgAGazGX6/Hw6Ho+2hp58hWhlxb0VQTnhkZASvvfYa4vE45ufnUSgUUK/XOTwzm83weDwwm80IBAKYmZmBzWbD2bNncezYMej1elQqFeRyOdRqNdhsNni9XqRSKWZT0Gc4qhBz64FAABcuXIDP54PP58PY2BgURYGiKJw2MpvNkCQJHo8Hly9fRqlUgiRJ+MMf/oBMJgPgaPEu9woGgwE2mw2yLKNYLD4zzUmWZZw/fx4fffQRSqUSfvvb3+LGjRuo1+svvfGVZRkejwcWiwWzs7O4cOECr7Usy6hWq1hfX8f8/Dy2trYQCoWQy+Wemy21n9iXtIOqqlBVFVarFXa7HWazmb1gSjGQVCHJE3YaXurCoryXoihwuVwAAIfDAZvN1mZ8KexQFAVutxsejweapvHvp5Za+n1msxmKoqBUKkGWZbRaLdTr9SNrfOkeGY1GbjbxeDyc/gkEAjCZTJyKoGgCADMgVFWFpmmcn6/Vapya6OMJKPoym80AwFGCSJ3aCSL1MhAIoFAo8Pv08cTz1TQNTqcTAwMDzM4BHq9fuVxGPB5HOp1ue+Z7DS9kfEVBFtpsxFSwWCxQVZW9qGQyyboAordKXVf1ep2NKb0XGV2DwYCBgQG89tprKJVKOHbsGN5++200Gg1uCCCjYjQaoWka3G43ZFmG2+2GwWDgz0nNFrOzs3A4HIjFYnA4HCgWi4hGo4jFYuyl9NpJ+bwgY2o0GhEIBDA1NYVgMIiJiQn4/X7Y7XZeZ7puOvwoGiCjEQgEcPnyZUQiESwtLeHRo0ecsjkq6/Wi8Pl8+Lu/+zuMjIzg7t27uHr1KjKZDPL5PPL5/I7rRPldVVVhs9ngcrk4dZFKpVAul3syd3mQcLlceOuttzA2NoZgMIhjx45BlmVsbm5ic3MTmUwGjx49wsOHD7kpqFfxwp4veUiqqrJHRYaXQthms4lEIsEhfz6fR71e5w1mMBhQqVRQrVbZ0JKnFQwG+WtDQ0PfKriJBQixW404kdVqlav9BoMBzWYTdrsdx44dQzAYRDgchsViQT6fB/CY1gag57ph9gKyLMPv92N6ehqBQICNL0UsosEVBdTFqCQQCODixYtIJpMAgPX1dY5gjtp6PS98Ph/+9m//Fn/zN3+DTz/9lMNfamffaZ0MBgM7JHa7HS6XiyMykvHsVS/uICBJElwuFy5duoQzZ87AarXC6XSi2WwiEokgGo0iHo/j0aNHWFxcRL1eR7lc7vbH3hEvZHypJdhsNkPTNA7zyfsl1gMxC0iKkIwvhWednVbiH/od9L1ObQIqlokcSDGdQYYXeHJQyLIMq9UKSZJQqVTg9XqhKAoikQg0TUO1WkWxWDwyzQQUytK9okORKH2da0qerhiyiVGOw+GAJEnw+/0YHR1FsVhEOp1mOs/LboglSWIjarFYYLPZUCgUOE++E0wmE5xOJzselPahNd2uJvKygPYpRQZiCpNy6qVSCeVymfn7vb5ez218iburKAoCgQDOnz+PQCAAj8eDkZERbmbQ6XQoFApIJBJYWlpiviltKLvdDr1eD5fLBZfLBVmW4XK5mCVBqQQyHgDYKJTLZaysrCAajSKfz2Nra4sLcZSLpFyz1WrFiRMnMDw8zDew0WhgbGwMMzMzKJVK8Hq90DQN2WwWDx48wNbW1pEIp4lvbTab4Xa7EQwGea07c5G1Wo03bzweRy6X48YX6hqam5tDrVbD0NAQLl++jFQqhU8//RS3bt1CuVxGKpU6MgfXs0Jk/hiNRni9Xpw8eRJerxe1Wg2bm5vb5n0lScLQ0BDeeusteDweTE9Pc/RGjImjXhDeCWIq0ul0wul0wuFwcJ2pXq8jk8lgY2MDyWSSI+xef3af2/jS6W6xWOB2uzE9PY3R0VE4nU74fD4YjUaUy2U+iXK5HMLhcNsGUlUVtVoNsizDYrFw0YdoYrS4VJwDnnhmJAa+vr6Ohw8fIplMcsswhRs6nY4LSkRxIwoQ0dxoY1cqFZTLZeRyOcTjcUQiEYRCIf6dhxkUOZDH73Q6YbPZ2LOiTSo+6OVyGclkEolEggs+iqKwxCQ1sABAKBTC5uYmNjY2kM1mkcvlXlrjC7QbYE3TMDw8DEVR8OjRo6fydF0uF06dOgWfz4dAIAC9Xs9R3MtAhdwJOp0OJpOJPV5Kb4opsWKxiEQigVQqhVKpdCjqNs9lfCVJ4vwhCW67XC5uYqA8K42dyWQyaDab7GlRKKuqKodZZHBJXwB47OHSKUbvQ8ahWq2iVCphcXGRE+2UV6bXAI/znGS8i8Ui03XIkyYPpdVqwel0YnBwkFtrVVXl9zqsuTa9Xg+fz4dgMAiPxwO/3w+r1crKZrVarU3fgiITas0kXY1arQaj0cgHp9g6bjabMTY2hjNnznAuOJlMcvrmZfTWCETZUxQFRqPxW98XOzqpiq9pGlqtFjKZDLLZ7EvPKKGaj9/vRzAYbFPlE9HJltru6zuhc1ah+LP7ZcCf2fiS0dI0DW+88QYuXLgATdMwNjbGua10Oo1arYZoNIpoNIpyuYxarcbJcTJkwWAQc3NzsNvtHE6IvyedTuPGjRuIxWJ4+PAhvv76a+TzefaeKX9MvdvUQEEnoiRJSCaT3O994cIFFAoF5rOK+WRZljE9PQ2Hw4FwOIy1tTXEYjGUSiUkk8lDZ3zpgDGbzTh//jzee+892O127i4kbnWxWOR8OgCUy2WUSiUUi0Ukk0lEIhHYbDZomsYhnvj+Op0OLpcLP/rRj/DGG29geXkZv/rVr7CysoJIJILl5eWXzgsWUzkmkwkej4dDZ/J8RQYK8VR9Ph9GR0fh8XhQqVSwtLSEcDiMbDbb0x7cfkNVVZw7dw7nzp1DMBiE2+1+qsgQOVVilL3Ta0UnYjsdazGFudd4ZuMr6uOK7cFOp5P7zyuVCkqlErLZLHtA5PkSPQwALBYLHA4HnE4nJ9CBJ0WySqWCaDSKzc1N3L9/H1999RUymcwznUalUok/L+WDRe+X0Gq1YLfb2esmznCr1WI6G73uMICuj2a4zc3NwWaz8VrT+pIxpbWgijoVSYkHTXn6zs1MUdDIyAindQKBALLZLAqFwpFVjfsu0Drp9XrWLqG9JT7wYvswUcxsNhunwPqe72PP1+v1YmxsDC6Xa0fPlyAaU3Gfiv/ufC3dC9EAi1H6vlzXs7xYp9NhYGCAu6KCwSCHSNFoFI1GA+vr61hYWGDhmlQqxcWxarXK3XCSJCEWiyGRSLAHls1mUalU8PDhQ0QiESQSCdy5cwfJZBIbGxuoVCrPHAaIucx0Oo1QKAS73Q5N09puoshnNRqNmJiYQC6XQy6Xw/LyMvM0E4lEzz4MBoOBUzeBQACzs7PQNA3nzp3j7j8SyiHPlzYcGV9aE71ej6GhIW5FdrlcUFUVwOOUApHZy+Uy6wCTGtqJEyfg8Xhw69YthMNhbnA56oIwogA9HW7FYpFV+agOIcsyH4J2ux1TU1NwOBw4ffo070t6Rl7mjjbyYKl7jYr4lUoF+XwepVIJuVyO8720v9xuNxfo3G43H3ykDdO5rp1rnE6nEYvFUC6XEYvFEIvF9iV19kzG12AwYHx8nB/m6elp+Hw+JJNJLC4uIpFIYH5+Hl988QXS6TS77GJBRwyzvF4vtra2OPSlZoyPP/4Y169fR7VaRTab5RwyGd9nAYV/1WoVkUgEDx8+5IIGjRSi15HHZzKZcPbsWYyOjiIej+PWrVuIx+NYXl5mmhz9TC/BZDLB6/XCYrHg0qVL+Md//Ed4vV44HA7Y7fZvefpkgMXNSDQ08sDowCTvP5/PIxwOo1qtIhQKIRwOQ1VVnDlzBqOjo7BYLLh8+TIajQZsNhsWFhag0+mQyWSOvHyneIhR1JBOpxGJRJBMJlEoFNj4jo6OIhgMYnh4GO+88w6CwSAcDge8Xi9HLJ0G4iiv3XYgg0nSs9QIRBFsPB7HxsYGM52I0zs8PAyLxQKv14tXX30VHo+HudO0rnSfaE0pHdpoNLC4uIhr164hmUzizp077CDu+fXt9oX0gKqqCrfbDZfL1dYVlcvlWPAmHo9zka2TJ0oqZ41Gg0fTiF1viUQC4XAYm5ubHPq+6IWTYS0Wi8hkMlAUBblcrq1tkwjwdGPpkKhWq3A6nSzGTLzkWq3WM54cHVxkNDVNg8fjQTAYxMDAwFM9qM7qu8gtpYGjtH6UZ8/lcpwLj8fjLGZCwjsWi4UZJZqmoVAo8MSQo2pAxBZ7SZLaWDSFQoGLvaJMJI21omKSmJqge0o6ymazmZ2Do17ApMiMUjFUICbKKRWFaW3pmaWomtrgiXnl8/k4xUnSBp0FOdrbjUYDqVSK+f7fleJ4ETzV+NIHJEaAoigYGxvDuXPnWP+VKGRff/01pwtyuRwrOYkbhR6+bDYLvV6PhYUF1Ot1FnCRJAmFQgGPHj3iPPFePaylUolPMZvNhq+//poLIKK3UqlU2HCoqgqTyYTjx49DlmUcP34cJ0+eRC6Xw9dff42bN2923ZtTFAWTk5MIBAJwu904ffo00+pMJhPK5TISiQTi8Tjnzqh4RgehaJzFTUl0HaIKVioVPHjwAFeuXGF2STweh9FoxOLiIlwuF4LBIN566y34/X74fD588MEHSKVS+OMf/4gvvviiZw6svQRFBsTYURQF0WgUDx8+xMLCAm7duoV0Os2Ht81mw/T0NE6dOsVqXDRggIaTUmuxpml455134PV6EYvFcOPGDcTjcQDbqwAedpC2tNlsxtmzZ3HmzBk4HA6cOXMGAwMDaDabTAul1EO1WoXVasXY2Bh0Oh0rKJKwl9frZe95Jyek1WqxI0npoHq93iZju9fYledLp6/FYsHIyAjOnTsHWZaRzWY5DL1x4wbu3LnDFKWdcrPkzUqShGw2i4cPH/L36PX70UZJxvfevXvsfdDfZIAo56uqKjdkjI2N4cKFCxgdHWXvPpvNotlsYn5+vuv8S5pOfOrUKQwODuLSpUsIBAKc8qlUKlhfX8e9e/f4AKEiGXGeRREdcaORF0ZMknw+jwcPHuCzzz7jxhZql6Xc8alTp1jJbmBgAO+//z57yVevXj1yxpcOLtKsdjqd3C0pSRLu3buHb775BrlcDsDjIrPL5cLMzAxeffVVWK1WThWJlXaSXPV6vWi1Wpiensbi4iLW19eRSqU4XXTUIgkauEAzFz/66COm6en1ehQKBd53hUIBpVIJlUoFmqbxfiaaKNWniG3S2TEIfDvfC6DN+D7NYL8odu35ms1mHtNBF0kPVSaT4UX4LnJzZ7MELcJBbKJOpgMZHTK+Imk7m80inU6zHB0RvW02GwBwYUtsbz5IiGwGm80Gj8fDwwIpgojH4yiVStja2kI0GoXRaITD4QAAzruLPFNxk9HUY6q6b21tcQMKFTmoiCpWkXO5HBKJBCKRCFwuF+eaKWyklNNhNRpihCDuH8pNkoIesX2oyEZ604qicHGS0jqd06Jpv5FRt1gscDqd8Hg8GBoa4nQGyVVS4fOwgtbGYDDA7XYjEAhwSqZz2ra43uQlm0wmTgOSwiF5rOl0uo361ykdS+ssyzL3Keh0OqiqikqlApPJ1D3PV5IkWK1WDA4O8oIYjUZUKhXMz89jfn4ea2trzAJ4HjbCQUNMh1A+U/QiKPURiUSYr+zxeGA0GplS5/V6MTAwgFwuh0wmw80IBwXyXJ1OJ44fP44333yTjV8ul8OtW7fw+9//nsPdTCYDnU6Hq1evwmazYWxsDO+//z7Gxsba8mGEfD6Pq1ev4v79+9w9mEqlEIlEeOpzp9dPrJff/va3+Oqrr3D+/Hl8+OGHTKGi35HP5w8d91csOorTnqkwaTQa2ajKsoyNjQ1EIhFkMhmukUxMTGBiYgKapuHYsWNwOp1sJMTnRqzIm0wmDA4OwuVycVNTNpvF+vo67t69i1wuh8XFRSwuLh46LjrB4XCwWP/ExATOnj0LTdMwMTHRpg9DBfuBgQE0Gg3mRYvaF41Gg2sSuVwOn3zyCavJidOL6YAzm82QZRnDw8N49913MTQ0BKvViuPHjyObzeLWrVt83/faVu3K8yXKhtPp5DxpvV7H+vo6bt26hVgshlwud6huPi3kdp+5Xq8jHA5Dkh4P4MxkMiiXy1xMIn1b0hE9aMNLhoBaLoeGhjA7O8u0uGw2izt37uB//ud/EI1G2x5qMhqnT5/GK6+8AqfTyU0zIiqVCu7fv48///nPiEajuH379q7m52WzWdy4cYP1l6nRgERmms0mt5wfFoi8UdJEpuKYw+GA2+2G0WjkUUy1Wo2dEQqDZVnGzMwMXnnlFVgsFgwMDMBqtXIbcuchJs5wowYkog9SyktRFMRiMaRSKdZNOYxQVRUTExMYGhrCiRMn8NZbbzEzQeSJU16WakRigZMOr0qlwhoPqVQK33zzDdbW1pgZQSlPeoaov+DUqVM4ffo0PB4PH3ikIbFfPP9deb5iiyRtFOouS6VSbfSro4RWq4VyuYxIJIL19XXWvqUT02azodlsckvtQUGSJNbUIN1iYmtQZ9nm5ianBMQNQw9oLpfD0tISms0mRkdHuVBEEQHlt6PRKA9t3M3Go6qx2MAhSY9HEQUCASiKgnK5jEKhsA8rs7egcJQeUvKKjEYjFytJa0AcdEnMmkajwTMNiXttt9u5qEYHEOWDAXAuV0xhdM7Oo265YDDIuXVqzOjVeWWdoBSDzWbD0NAQxsbGMDg4yAdZs9lEOBzm/DbRwMRJOORIbMfZJf2XXC6HdDqNfD7PzVtkfFutFlMpxTFD5KTQvVMUBY1Ggztp92wNnvbNTs+XCMuktUCdZ1R93Ok9DmN+jz5zJpPBV199hUgkgjNnznBvudPpxNjYWBu97qCg0+kQCAQwNzcHn8/HxYFQKITf/OY3uHPnDh+KnR4VhWcbGxv4xS9+AU3TcPHiRTbmVOwMhUJYWFjA7du3WaNhNyDDQ3lJKsaNjo7izTff5Dx0LBbbr+XZM5DXarFYMD09jY8++giTk5Ps/QLg6xSjCnJOWq0W5yUpN0+CMPl8niMqIvSLNQl63kwmE99j4IkXHgwGYbVaufHn0aNHyGaznOrodVgsFrz++us4ceIEAoEA3njjDRbkoqGXX375JT7//HM+pFqtFkZGRvDDH/6QubyizCz9ISpaoVDA1tYWlpeXt+0ToCI7pSjIsNIQB0mS4HQ6mS0hpi32ArvyfEWuoU6nY+9GFLvZ7kOJxYnDaICBx95JJBIBAIyMjDA1jtTXarVaW670IEB8a4/Hw+2WzWaTPV/K/23XiUeecKFQwPLyMgwGA4aHh5HNZtu4pOQx7CbV0Pn+ZHjobxrc6ff7IUmPR9UfBpDXabFY4PF4mGpIKQHit5P2Qmd42mq1eJirSO6vVqusSUK5SIoe6Z6RMVcUhTVRxKIcjeoqFotMVetGFPa8oLZ30hoZGRnBwMAAC2ZR6m9+fp454sBj6YF0Og2Px8MRXyfIS6b13WmGmyRJ7A1T0ZyajyivT4W9SqWy58/5d74bPUTUsSPKRIofmC6G/u4kMYt/HyaQvkS1WkUikWibAadpWltF9KCuj8J4v98Pl8vF1XXynnYjvC2Kzy8vL+OTTz6B2+1mCU7qLHwebEeDIl5xL4+eF9k9pDI2PT2NsbExjI+Ps8odicfXajVkMhmeLEwFN6rIk5EWw1xiJywvL2N1dZW7s6gJgzzfra0t1rXO5XIYGhriiItm7VHOc3x8HJcvX0YsFkO1WkUqlfoWx76XQOkcMr4OhwNmsxmtVgurq6v461//ilQqha+//pqviWAwGPD555/j3r17CAaDmJmZ4QncDocDhUIBS0tLWFxcxMrKyrZjm8QcPjEjrFbrti3dDocDw8PDsNls3KS1V3iq8aVTgLxco9HIlcNCobBtI4S44cT3Oaz0omKxiOXlZZhMJszNzXGOiDzPRqOxr10w24GI5JOTkxzSkpAN5aW+a62JrC5JEm7fvo2VlRWoqorLly/j8uXLHBI/KzppPfQ5qFBClKJegxi2ksfjcrnw+uuv44033uDOwXq9jkgkgnv37qFQKLBug6qqOH36NEZHR9smsYgdVZS7zOfzuHnzJq5du4ZCoYBoNMp8aVFulVgi8Xgcs7OzcDqdOHbsGLNG6DA7c+YMRkZGsLGxga2tLTx48OBb698rEAfeTkxM4Ny5c1w8brVauHPnDv71X/8VW1tbrA0tXgM1rxiNRpw4cQKXLl2C0+nE3NwcZmdnkUqlcO3aNXzxxRfIZrM8FkyESNPUNI15vUS9FA9hn8+HkydPssb31tbWnq3Frp4C8pLIPSfvqjN/Il4Yoddu/rOCqvMklELX0zna6CAhhqRU+RX5xrt96Oh1xWIRpVIJZrOZJwEUCoXnFhCi9z0s934nNgNFN+SZ0agaMVWQTCaRTqeZD10oFLhABqBNw5f4pVQISiQSrP8gTjgmh+FaYRoAACAASURBVIda60nXlwYU0H2hKIIGDxSLRS5EbfeM9gJofSmcp3Z9+ryZTAbhcBhbW1vbpjOp/kCNKDTwNpVKMe0zlUpxbUH8+e042mJBlA5IMZKnPUBsp73ErtMOdNGk9Upq8fQhyZsRixFHYeBfZw6T8kkiYZtwkOE05ZxJxrNcLrP84LM+cPT6Wq2GBw8eMGWHJnk8CzopQFQfyGazCIfDiEajPTVRlj4nTWUxGo3w+/3MbKHhqqSwVy6XuWOQnoNSqQSj0YhYLMaph5GREdhsNgwPD+P48eMwm82csqPW7Gg0yoWgZrMJs9ncRrEiDzGbzWJlZQWZTAZmsxmJRAJOpxN+v58598RG8Xq9mJqaaktn9ApIFXFgYADDw8NcREylUixe9fXXX3Px62lpk1arhVgshuvXr0NRFNy/fx9XrlxBuVzGjRs3kEwmeSgAHWj0fJLxN5lMcLlccLvdsNvtqFQqnL+ngpvL5cLU1BR7x5Tr34tD7TvTDsATeTxRaJtOFdFrEBPVdKGH3fiS8RCFN8SR6t3w8MQT2Wg08gQPsWL7rGi1Wmx8V1ZW+P/PAzH1RKF0NpvF1tYWkslkzxhfcd8qigK32w1FUTA9PY3Z2Vk2yPl8HtFoFF9//TXi8ThCoRCWlpa4jb7ZbEKn02FxcRGyLMPtduPMmTNwu90ol8sYHR3ljlBiOZDxFUG0MUpjkdGgJp50Og1ZluFwODA0NARN02A2m9uYJWR84/E4kslkzxlfr9eLubk5PtyAxxKlV65cwdLSEh4+fLhr6mosFmN5U0rzkOOwXcOXmFYi0R6XywWfz8f1m3Q6zUMDDAYDG19FUaBpGhMO9t34ihDDbSooUD5LvDDx9Ye50CZCDKPFaxLbFA+64EYRBkUcdCC8KESP43nejzjh5F0A4AeC+vJ7hYdKoScVA0XZQkoP0OelVnPSMxG9TXovKniSt2o0GtvmiVEqgX6WIip6djqnJtD3aAAB5fZ1Oh2nOEguldJOFBGRN94rTCPas6RlIYqiU2RE9Mjd7jvx+RPZPeKzsNO1d7JStqtVkONAf/Z6HXdVcBMNLxWaJEni6cViex9tWgC7qrofJtDNIRqLyDA4KNCDSk0eer2e8157sUHEVMqzvhflH0dGRmC32xEIBKDT6VCr1RAOh3H37l1ud+4maA1lWW4b4TMyMsIyo2tra22pplwux9qxFGF0elZUF8lkMlhdXUUikcDg4CAbWkq9RCIRJv7TMwaADalYkBQjS/LO7HY7stksN9tQpFGtVjEwMMByqIuLi0gmk20aKt0A1UcURcGxY8d4pJXP5+OoaGlpCbdu3eKi8bNCtDM7RaOdjhMxT0gdjSIY+j4duuvr6wiHwxxF7FV6cVc5XxEkLlOtVqGqKmRZZm9JDDPFU2S79zmMEKddiIM8D3pjU+ikqio/mOLh96J4kXtFgu4k4k6fjUZ75/P5rofCYsGFvF273c5keirYEKeU9Ihp0gp5meI6kaGWJAnFYhGxWIy9OaL0UepAfE/R+NLUbdHgisjn8zAYDEin09wAQBMbSCPCbrfDbrejXC4zLx/obvqPomWTyYShoSGcPXuWuwLJAIZCIayvrz+3s/Ys6T/R+FI6laIY8SBstVptE3mIHbRXtmxXaQexiEI5XbFiSSe7GK4elbSDSEESaSh087oZQouhERmEbkHMnQ4ODvJkBuKDU9cbGaJufk6qbmuaxl661+uFz+dj4R8qjpFsIX12ijB2Aj3Y5L3F43Hcv38fsVgMa2trWF9fRzKZRDabbfsZ+ltsf+0s5tIz1mmgxI4sgtls/lbr7UFCZI94PB5e58HBQS7IFwoFVCoVbtTaTzshGlbRMaT5eXQIk4oaecDUqEEe+V7WeHaVdqDRJ9TlRh/S5XLB6/XyB6MHS5wgfNhoR9tBNMBifo5OzIM2ep35ZirkdFJrDgrkRZJY+1tvvYW5uTno9XqeXZZIJPgz7mS8xIdjv6DX61nqcnBwEG+//TaCwSDv6Uajwe3ipVIJmUyGc6viENGnfUaa0lIqlXD79m00Gg2YzWZEo1FEIhEeadX5HhS9iAZTpEfJstzm6LRaLdZ5oPFD9PpwONxGjTro3K+Y+z937hx+9rOfsQqZ1WpFtVrF5uYmj/Z6llzv80IkEFSrVciyzGlUr9eLYDCIwcFBdjRrtRqy2Sw2NjaQSCRQLBb3NI26a8+XChP0kFEYoSgKh1t0gUfF6BJEo0sQk/HdBHngveD5EjXK7/djZGSkjQ8rahd0c0+QKJLVaoXT6cTIyAizEYhHK8syyuUys3ooPbDbnDoZakmSkEgk8PDhQxgMBsTjce6SfFrrdydE5lBnOk+s3osKYKQT3C2IzSperxcnT55EIBCAqqowGAzsUcZiMfZ8DwriAUrNKsR+UFW1re5RrVZZuP1APd/tQBuBTgcSExEvqhOH2QB38laBJ2pn1Fq6W8WvvQD9HpouQZ9JnHF10BBH6NDkWJPJhFAohHv37iGZTCIcDnc970gpB6/Xi5GREfZ4xZwrMRIo7UDe7rPeX3p9pVJBKpXiKQydLfm7AX0+m82Gubk5DA4OYnBwEBMTEzwYUlEU1Go1rK+vI5FIYHFxkWVeD6roTQZXr9fD6XRiZmYGTqeTaXuSJHGNJJVKYX5+Ht988w1CoVCbstt+Qsz3UoqHnEn6I7JT0uk0Njc394Ui+cwDNOnfVMEkaT3yDDrDssNseAlkfMVDhrif1N0EHNy1itQtcUoC5aoOGqRr4PP5EAwG2RAnEgn86U9/QiQSwfLy8lO93v3OTRI1T1VVjI+P4/jx43A4HNzTT94qsVhIkPtFCqpUsKEi2otww6ml/K233sKJEyfgcDi4yYLeL5VKYWFhATdv3kQ4HEYikTjQSIMiH7PZjJGREfzgBz/A2P+XirRaraxBUqlUsLW1hS+++AKffPIJU/r2G7QOYtEcANNm6Rmn71erVUSjUT7IMpnMnq7lM/F8O38xfVhxDPNRMLYixJSLCJGzedAenUiFofUXOb8HDVHfmKrY1PKcTqeRSqW4fbZbECMYUiojNgA5DsSzFZtpXvQzd0aDz5N7JcdHFG8neUq9Xt9Wb6G25Uwm05XhrpSWpFlsXq8XVquVDx8axprNZpFMJlk17yA/ZyclrfMeiakdsbN3r5/zXVHNqBedWhkBsD6p1+tFs9nkE+OosBwINDqIwjuiTpHnS3O6DvpaKRdFRk9VVSSTyQMX+QEejzSamprCmTNnOK9HRad4PN4mHNOJg6jGUzhMMwiJ3qTX69lIEd+T6GCiOtxe4nkML3llpN5Futp0yFFbbDweZ0lRKm4eJKgPwG63s8qYw+GA0WjkouW9e/dw9+5dJBIJbG5u7qnhfdaCbaPRQDqdRjgc5lHxAFhITPxDqnN7iV25SmR8KVFO3qCmafB4PLyRe1XC7kVAQyftdjtsNhuf4FQsoGLSQYIOxEKhwNxORVEQCoX2XPxjNzCZTJicnMT58+e58YboZfF4HLFYrOuFNvLGaEoCpQIoZ5/L5bgdl4xvLzQI0bNGtE4yvqJSGrXFJhIJrK2t4f79+/tycHwXRONrt9uhaRoL/ZMBu3XrFj799FNuWtlLw0sR+G7vGxlfk8kEj8fDtRuqp3Qa373eC7syvkTNIM4mUVyInE4956TiL4oSd3vzvihoNhcR2umaRK2Hg97kVPAjrigNcOycQnyQuT4K5WVZ5nCX1OC+62HY730i1ipEzjalIeihpbTDi6YJ9hJEJbNYLHyfxTQfdYhtbm4iHA5zO3S3HCExhKdcKtkL0kzYK09SvH/E0221WswpF3VZtgMZWlELAgA7NrlcjkWP9iM1sivjWyqVEI1GUalUuCVSlmVMTk7yprh58ybS6TQb6Z0euMNkjCVJgqZpOHv2LMbGxjA5OcmTVOk66VoPEo1GA+vr67h+/To8Hg9Pl1YUhRtgxILCfkLMRfr9fpTLZWxubqJYLGJzc7PNAO/08/T3fu2NzjSYONDT4XBAVVUWjSJGgtg52E2YzWYcP34cExMTmJqa4kGnRFcrlUq4evUqPv74Y6TTadby7QYooiDtCxJ/Ik4tidLkcjmeqfYioCkftEbHjh1DtVrF7du3sbq6yvzynQri9HlJJ4Ny/KRgl0gkEAqF9k2ac1fGt1qtIpPJoNlscg+02WyGz+eD1WpFsVhkeUMAvKidSWyg+57EbkFGwWKxYHx8HLOzs0xkJ0qSqKF7kGi1Wkgmk1haWkI+n8err77K+Uxin5AB2W+PksJiMmSJRIKbFEjW77uaKsTPud97Q2TpiNxO8VBtNBrsGXc79SDLMk/1pQMWaDe+9+/fx2effcZDO7sFSoeVSiUer0X8Y/EgE1URXwQkIkQUvO9973v83iTiRC3hOzmCxBoSnah8Po+1tTWeDL1fz/eujK9YFRTpZGJVc25uDrIss7tOOT+qElJnDhU76EY87cLEll5RqlJMbdDD/axhQWfDxE6/m0RKaIQ0FdhE8euDBoVWVGCjzSXLMgKBAMbHx5FOp1kvdr9AHY800ZdSDZubm9jc3NzV7z+o9tfOQQAUGZTLZeh0Op7ETfKNB2l0O7nzJL3odrvhdDoxOTnJk32J3UD0vXQ6jY2NjZ7JUdM6b+ct0rMrNjE8L0jbgiZ7kMQmdeOKE0R2AtWt3G43P9/0bFE3Iun77gd2bXxFb4+GyZHa/+zsLP75n/+ZtUrj8TjK5TLW1tawsbGBcrmMeDzO7n00GuUNvlMhhowfcVc1TYPT6WzzUIgETZXU3eRfO3UaKG9G10mvoRyqpmkIBoMYGxvjKbHpdBqRSKRrubVms4lYLIZisYh8Po90Oo1mswmHw4GLFy9ifHwc8/PzPEplPw4JnU4Hl8sFv9+PYDAIi8WCZrOJeDyOP/7xj5ifn0cmk9m24i56vCL2M+1Qq9VQLBa5e41YO4lEAtlsFmtra1hYWODC1fM2VzwrxPyzKGv5/e9/H9///vehaRrGxsYwMDDATkgul8OXX36Jn//85wiHwwiFQl1Jf3WCin+SJO2Y7yc+9YvUSugZnpmZwT/90z8hEAhA0zRomoZEIgG73d7WdLRTDUSWZYyMjGBmZgYTExM8Ij4SieCrr77CxsYGMpnMvkUTz+X50slGJ4zD4WBpyVQqhUgkgmKxyOR1qhTSolFu+GnFGFEvgIRDaHYVdR7RUM/tcsxPozV1TlroTI+Iv5tkB+12O1KpVBtvtVubvdVqcQOAzWZjz9dsNiMQCMBoNCISieyrnqskSTx5gebI0ecKhUJYWVnZcao1/fxBgg568Y9er2eedqFQQDab5QOD9vxBGl+aEq4oCoaHh3H69GnYbDZ4PB7OnVIYHYlE8M0332Bra6snPF6CuM47dbvulefrcDgwMzOD4eFh/jq1h3+X10vPuN1uh8fjgd1u5+428nwpcuuq5ws8qaxubW3h5s2bsNvtGBoagsvlarsgysMoisJGt1KpwOfzoVgsolwuIxaLca8/eSCUrxTJ8ESxoZwiLZD4AFEnEhlR+kNhD1FFALS1QhNisRgn5+kwMJvNmJqaQiAQwOzsLOx2Ox8ad+/eRTweRzgc7glPo1qtIhaLYWVlBbVajTnJq6urPNqeWmX3AqQjYDKZMDs7i3PnzvHom/X1dUQiEc7nPc0odH59v40H7V8x/aAoClwuF1RVxfr6ettwgIMwZnSADQwMQFVV+Hw+jI2NQdM0nDx5kotJpIkcjUbxl7/8BeFwGH/961/3hf70IqAIGXhcJyJ9jO1et5cHm3hvySGjvDPw7Rl9TqcTTqcTLpcLp06dwsmTJ7l2FQqFkEwmv6XUuB/YtecLPKbiPHjwgMeMX7x4kQU86LRRVZWJ7IqiYGBgoO0CxJwvea8AmBvYOWKciOTkGXQWZ8TcEv0eahOt1+sIhUIIh8NotVrMBqDXtlotfPXVV/jtb3+LVCrF+rwulwuXLl3Ca6+9xm2zer0ekUgEV65cwebmJlKpVFeLG6R+VS6Xsbq6ilu3bsHhcGBychJ2ux2hUAgDAwOo1+vIZDI7Fh2eFWazGW63G1arFa+//jp+8pOfQKfTYWNjAwsLCzxr7GkeA0UX9G/x7/0C3W9KWZXLZdjtdgSDQXg8Hqyvr/PhfxBUPfo9NpsNx44dY/GZy5cvtzUoAE+onisrK/j5z3+OmzdvMh+52w6ACErvUL2HRluRwI5Yr3kRb1003PRvsiXFYpHTcRTBUJRL6cTx8XHMzc3B6/Xi8uXLOHPmDPL5PNbX17G+vs6z7/a7Q/CZ+lFbrRby+Tzi8TharRaPVhGrmuJr6WIBcIpCzM2Kni9tNtGQ0/uIuVjCdiGFaIS3UxxTFAWyLLcZbRp4SAa7Wq3CarXC4/HA7/fztAg6NEhMpxtdbZ2g66AR5rIsQ5ZlWCwWWK1WHndODQUv8nlp88qyzMMEHQ4HXC4Xe5OkU7ubhopuFSrpQaW0F8kKUq5VVVWUSqU2wv5eQxSgIa680+mE2+2G1+tlJ4RI/9Q+nEqlEAqFei7VIILWmJ5tMoBiVEuR7V5eg+hNi/ZCjKLpEKBUAxU0qRGEDjSRdrafeOa0QyQSAfCYgpXJZPDll1/yA0lFKlpoeihNJhOGh4fh8XhgNBq5/5/ek9IVZJzj8TiKxSIrH5GX+V3CLHRjBwcHMTs7y57u6Ohom/4B/d5ms4nTp0+jXq8jn8/z16xWK1555RUMDg6i1WohHo+j0Wiw+hKRuHsBlUoFDx48QKVSwfT0NE6cOMHtvh9++CEXwP7whz8892c2GAxMx5qbm8Ply5fhcrmYVZHL5XD9+nXcvHmTdQW+CwdNOSRnoFqtYmtrq+0AtlgsOH78OP7hH/4BqVQK169fx1//+lfmrO5lB6MkPR61NDc3h+HhYQwMDODs2bPweDywWCyIRCKIRCJYWVnhvDkZ383NTYRCoZ7ydjtB9zSXy+H27dsoFAoYGxvDmTNneGDl4OAgazs8j6AOPefAk4hGzJk7HA54vV6eY0fjlUhLeHZ2FrOzs6yDTM/4F198gQcPHmB1dfVAWrOfyfMl4xuPx6HT6XD37l3O1TocDuZOUgGG0gc2mw2tVosNLxHbxSm3wJMhhIlEArFYDEtLS/jFL36Bhw8fMn9wp41HxlWv1+PChQv48MMPMTAwgLGxMdZr7WQ4NJtNqKqKgYEB1Go1/r7RaGRBEJovlclk2oxvr3gdZHy3trY4v2symTA9PY1AIMBts1euXHnuMMpgMHDb8IkTJ/DBBx/A6/WyQEooFML169fx+eefczW7F0Fe5ObmJtLpNHdEWSwWzM3NYWxsDIVCAXq9HhsbG8hms7ymewHa56qq4syZMzh//jxcLhdOnDgBp9PJRjeTyeCzzz7D73//e27kofzjQcqXvgiy2Szu3LnDE5rPnj3LOfZgMMiNLc9jfMXUEAA2vqTfQZ5ttVplqc25uTm8+eabcDgcGBsbw9jYGAtRtVqPGyu++OILXL9+fUe95b3GM8tgUb6G5OGIfkZUGaLokNIVCb1kMhmk0+k2mlonqDi3ubnJgiw0aJAegu8yvjqdjhkXNEGA5BZJ6hBo5/HSxFrKDVEjRbFYRCaTQTQaRTKZ5J7/Xtr8ZOyoqEa5bkmSmDpDUYWoVfpdEAVdrFYrBgYGWMuDIopSqcQDIXO5HLd07gbdWsPO/CA1hNCD22q14Ha7EQwGYbPZuI5BTIPnfSglSeJUEKl90UQNMgJUjE6lUuwV0qTjbnfaPStIfEqWZW7+0Ol0sNlsCAQCMJlMiEQizxwBiSqDIpdX7AcghkitVmOdEZop6HA4uA2e2FmFQoFbs6k2chD787k1CGkTi1MUxO4h4ugSdabVamFjYwPAEw+AukvEPDDdNMqvbm5ussf7tAWhz6PT6bC0tIRf/epXfNK63W54PB78+Mc/xiuvvMKdS/RZaAAhoVqtYmlpCalUCpubm/jTn/6EUCiESCTCzIleQavVYupdLpdDKpVCIpHgdTebzbBYLExALxaLnGffCaL3b7PZMDIygnfffRdDQ0M8ZLJQKODatWv43//9X2QyGTx8+LCnw2ECdWlSAeu///u/cfv2bczMzODChQtQFAXnz5+H3+9HqVTC1tYWUqkU1tbW8Nlnn7EYzLM+nEajEefPn8fFixfhdDpx+vRpjIyMMDeWRGd+/etfIx6PIxQKsdE6DOvaiUKhgEePHmFrawsTExOo1+swGAx45ZVX4PV6EQqFUCqVsLm5+S2659NAUZjJZILVamUHj+6H0+nEK6+8gkAgAODJ4FC3243BwUFuDGo0GkgkEvjNb36Da9euIRqNYmNj40DX+oWMr0jdIbUz8RQi40veL5HXqRpOY2bEzqPnrX6L/MFwOIxwOMz5NUVRMDQ0hOPHj+PUqVNtAitURBI9i0qlgnA4jOXlZayuruLq1atYX1/vKY+XQKG0JElc5aWpADQWndpoiYrzNNCakAfh8/kwPj6OixcvYnZ2tk1sfGlpCf/3f//HDTOHAbReABCNRvHVV19hZWUFAPDqq6/CZrNhamoK09PTnB+mXv+vvvoKm5ub/D7PAoPBgKmpKbz77rvMsnC5XMhms1heXkY2m8Xq6iquX7/OdZXDDOIi63Q6FnXX6/WYmJjA5OQkVldX8cknnzyzFrg4cZpkNYkFRd8fHx+H3+9nZ1BsYJEkie1NPp/HtWvX8Ktf/YrTmgeJPVHfpmJGp+EkwyxJEud26KKptVNs99wP7VQ6GPL5PO7fv48vv/yyLUUhFvLoMCkWi7h//z4rRe0VTWs/0Wo9botcXV2F2WzG4OAgbDYbgMc0vpGREe7WIaYGXZNYgfZ6vfB4PFBVlYuko6OjrOiWTCbx8OFDrrz3Slvr84B44gCwurqKGzduwOVycSW81Xo848tut8Pn8+H06dOwWq3IZDKIxWJt6Z6drp8OPqvVypMzVFXl4l8mk8HS0hLC4TDW19d7ppC7F6A9lkwmce/ePWQyGfh8Pvh8PphMJkxNTeHChQvIZrNYX1/novd2qTFy6FRVxdDQEBwOB0+bpuec/qRSKWSz2bbiPkkCUEGfuPrhcLhNouAgIT3tF0qStOtP00kDE9kH5F2K41rEbrn95HqKrZvBYBBut5uLgFSgI4ocTZyt1WpIJBIsuEEdebtBq9XaVevWs6ztbuFyuXDy5EkeN/PRRx9B0zTcuHEDN2/eRCwWw6efforbt2+3NaKIba0/+MEP8IMf/ABWqxV+v59bNUkU+9NPP8W///u/IxQKIRqNHmizyV6vLXlRBoMBbrcbgUAANpsNly9fxqVLl3gmnc1mQz6fx8bGBvL5PG7duoXf//73nJba2tr61sNLz4Pf78fExAScTif+/u//Hh988AFkWeZD6/bt2/i3f/s33L1790D0OHbCfu1bSZIwPj6OM2fOwOVy4cc//jHee+89NJtNrKysIB6PY3FxEf/xH/+BBw8ecBGOIlExEiPP+YMPPsD4+DgmJibwyiuvQFXVNt1dKkBbLBYMDg7CYrGwCmGpVMKVK1dw5coV1hSmaRr7tY93Wts9mzsjcutEvp3Y+ECvO6iENtA+r+nRo0dYXl7m4huxMSgtQlJ3jUaD84KHCaVSCWtra0gkEhgbG+O2a03TMDw8zK3SouYvCSTJsgyTyYTBwUGcOnWKp5RomsbeMnF57969+8y5ul4E1RcAsPC7qqoYHR3FqVOn0Gw2MTAwwN6qw+HgGsedO3cAAMlksm22H4GMhqIocLvdXFyzWCzQ6/WsFUv58vn5+YNfgANAq/V4tty9e/fgcDhw7tw5LgJPTk5ibGwMer0ebrcb6+vrXKwX7QOlDwwGAywWC4aGhjAxMQGv18tiOJQ2KBQKSCaTiEajrPcAgI16oVDAgwcPmErYzahtz4d+bde91Pn9bla6gSeTf6vVKgwGA+d6SHCFvMLDBkqZNJtNJJNJbG5ustDJ4OAgNE3Du+++i4mJibYuI71ez4WLs2fPsoYGhWbZbBaPHj1CJpPBtWvXuEh6GFMNO4FoXJIkYXFxkRtJEokERkZGoCgKFxuDwSDefPNNZDIZnDx5EtFolNej0/t1u90YGhpiiiXpYs/Pz2NjYwOPHj1CMpns4pXvP4gpUq/X8c0338DtdsNut3MLv8fjweXLlzE+Ps7Fx86DjNgNwWAQMzMznLqgCc0LCwtYWFhAoVDA2toa4vE4FEXhNByliCqVCtbW1jji7uYe3rO0w2FCZ8FN9AJf1DPvZtpBbCR544038NOf/rSN66zT6ZgZATzx1MR1oEJGqVTCnTt3sL6+jtXVVfzud7/D2toadwF143Da77WlVBlp/DocDly6dAlzc3MIBoO4ePEi/H4/Fx0phbbdg0z/JylU4pImk0lEIhH853/+J65evcoTSbodZe3n2opdZkNDQxgaGkIgEMC//Mu/4O233+bJEcRD3+5gFzn4lMcldcFcLoePP/4YH3/8MetJVKvVb0kS0PuS9sNBGd59TzscJnT7xNsviF1bpVKJxzuRJ0EqTmJ1GECbF0wFylKpxPKg0WiUNXqP6toBT9aPwlMSLfJ4PDCbzTxgU6fT8UTezp+nv8WUjKj0lU6nkUwmEQqFeD2POkSxq3Q6zYaUOLakq0tfFyNn0UEQv0bMHVKii8fjbaJOnc5BL67zS2l8jyrE031jYwOff/45LBYL/H4//H4/rFYrZmZmmO+oaRqMRiMSiQQ2NjZQKpW4vbVUKmF9fR2JRIJFxo+y4RVB11gul7G4uIh0Oo2FhQVsbGzwAMtgMMjjiKhxh6rmJNwj0ikrlQq2trawubm558MjDwuIkQM8Tv39+te/5lzwxMQENE2D1WqF0+ls46TTmlJajfYnTUAuFAqYn5/nusRhSYm9lGmH/UQ30w4iKMwThwu6XC689957OHPmDGw2G+ciqQCRSqVwjM2ofwAAIABJREFU584d3Lt3r21g6tNE7w8SB722lGukhiFiflCV3Wazwe12w+12AwDXESqVCpLJJMrlMsLhMFZWVthoRKPRNk3sXsFBra3IhKLmpmAwiLfffhvBYJDTZEajkbWziZ5aLpeRTCYxPz+PRCKBdDqNUCjEXZ093NbeTzu8TCC+JIVrjUYDRqORwzMaO6+qKkKhEGKxGNLpNLLZLLdz95qBOGhQGoZyhgaDAdVqFalUCrFYrK29HgC3d4v0xFQqhVQqhXK5jEKh8NQW+ZcBYk1F7MxMJBLM2SUWEikIkvGtVqtIJpPM4yUt7/2Wftwv9D3fPUaveL4iRGH6wcFBOJ1Olp40Go3IZrOIxWJsNGhYaq+Fb71QzKR8r9vtZo0SoiqKLfIUNRDFif7dqw073VhbsXHC5/NBVVUW5tLpdKxrQZEXrStpxIiFz17GTmvbN757jF40vh2/l71h2vxicagXDQOhl9Z2O23pnaiVhwHdXltR2VDEYV5TQj/t0Aejsx1c/Hofu0NnU9F23+tj9+jck53rehTX9Kmebx999NFHH/sDXbc/QB999NHHy4i+8e2jjz766AL6xrePPvroowvoG98++uijjy6gb3z76KOPPrqAvvHto48++ugC+sa3jz766KML6BvfPvroo48uoG98++ijjz66gL7x7aOPPvroAp6q7dBt8RfSUyXxl17QlP0udFug5CBA4ick/UfSizRFY79kKF+Gte0WDvvaioJRhF4R/z80wjqSJMFsNsNoNELTNIyNjcFmsyEUCvFo6V6TOnyZoNfrYTQaYTQaMTs7i+npaQBANptFsVjkabzZbLZ/jzpAIuKiSDsdXNsN4Oxje5CRpUkiBoMBLpcLDocDOp2OxdVLpRLC4TCP0eo1beqeM756vR5WqxUWiwXj4+N4//33MTIygj/96U+IRqMsXN1rC/mywGAwQFVVWK1WvPPOO/jZz34GSZKwtraGWCzGhjefz7fN4OqjfZAkORik8ytODOljZ4hRsdVqhc/ng6IoOHHiBI4fPw5JknjqRSgUwtWrVxEOh3tyvFDPGV+aoGu32+FwODAwMAC/3w+n0/mtwY99HDxoeqzNZoPH48Hg4CAkSUKtVoNer0c6nYbJZOrfJwFkLEwmE0wmE/R6PRRFgclkQr1eh8FgQK1WY+Hw/oH1bdB+osiLpkzb7XZYLBa4XC74fD62HzQlw263o1AooFKpQJIknvDSC85bzxlfm82Gy5cv49y5c3C73Th58iQPLRRzjL2weC8jJiYm8M4778Dj8eDVV1/lKb7BYBCapqFYLMJut0NRFNTrdVQqlZfKmHQeOkajEbIsQ5ZlnDp1CqdOneJ5cIqi8BidWq2Ge/fu4cqVK5yyeZnWbTtQmoamiBgMBjgcDkxPT8PhcCAYDGJmZqZtSCwAVKtV1Go1ZLNZTExMIJ/PIxKJYHl5GYVCAcvLy1hZWem6Dek542u1WvG9730PH330EQwGA2RZhiRJcLvdbaFaHwcPSZIwPj6ODz/8EIODg3C5XLBYLJynbzabSCaTbFgqlUrbfK1eCvleFE/z7MXvUaRgsVjw2muv4Sc/+QmsVitcLhc0TUO1WkUmk0GlUsF//dd/4c6dOygWi/09jvY0DUUKwWAQb7zxBoaHhzE+Po6zZ8/CarXyawl0eH3ve99Dq9XC4uIi/vKXvyCRSKDRaGB9fb1vfDshSRJkWYaqqlycEB/al90b6DYo52uxWPhgbDQaSKVSKBQKSCQSXBTttRzbi4L2oyzLUBQFOl07U1O8XtqnNpsNLpeL577ZbDZYrVZYrVZ+j3K5DOBxAYmKmS9rdGc0GmEymTitQHbAZDLBYDDA7XbD4XDwOiqKArPZ3HbgiXuO1lLTNJ4yrWkaZFnmNe6WTelJ40uhBgCeolsul1EqlVAqlV7KTdkrMBqNXHAj45vJZPDrX/8a165dQyQSwdLSEvL5PG/so2CAyfsyGo0YGRnByZMnoaoqf7/ZbKJYLKJcLvOgx0ajgaGhIRw7dgyapuHYsWPweDyQZRl6vZ5HyNdqNVQqFRgMBng8HtTrdWSzWR5kehTWb7fweDyYnJyEzWbDzMwMpqamoNPpuIhmt9sxPT3NxtRgeGzCxDUSJ3eTHfF4PDh37hxyuRw2NzcxPz+PQqGATCaDYrHYlWvtKePbOZSQqr9UjKCJpX10D1SpN5vNHOYVCgVcv34dv/zlL1GtVo9k2EzeF4W+r776Kux2O4AnI+YzmQwKhQJqtRpPLJ6ZmcHrr78OTdPYYyODQNxocjBoMrLdbke1WkUulzuSKZudIEkSNE3DxMQEXC4X3njjDVy4cAGtVgvhcJiLuU6nEyaTidMNNP8NAHuzZHzF97Xb7SgWi5wy0+v1KJVKfeNrMBhgMBg4vOicsktjulVVRb1e54aLl2FT9go6QzvyyhqNBhc5qNHiqEFVVYyPj8Nut2NychKBQAA2mw3A47Wo1Wq8f2u1GoxGI2q1GsxmM2q1GsrlMtLpNGq1GprNJlfgK5UKcrkc/3tsbAwejwfBYJALcYlEAoVCAdVqFdlslumWRwV6vZ5ZIB6PB6Ojo/B4PFxkp2e9VqtBkiTkcjlUq1UYjUY0Gg3odDrm8TYaDaTTaRSLxbb3pVRmo9GALMuw2+1co+gWesL4Ej3EYrHAbrczVYnI6K1WC6qqwuPxsFeRz+d5wftGePcQD7Vn8ao6f44ehmaziVKphHK5zCH3UczL+3w+vP/++5ienkYgEMDk5CQXGZvNJmq1GntnVEQj45vNZpHL5TiKK5fLePjwIcLhcBu3d3R0FD/60Y9gsVjYGcnlcrhy5Qru37+PeDyO27dvd9Vg7AdkWcbAwABUVcXp06fx3nvvYWBggPn+xIMuFAooFApIpVJMb3S5XADAaclisYiFhQVsbm4yq8RkMsHr9WJ4eBjA45zv5OQkkskkkskkYrFYV667J4wv8OT0k2WZwzKRUG0wGKAoClfR6TXkfW03wruPJxCjiE4jKq7dbtaQfo4MB4XPvUhk3yuoqorR0VEcO3YMLpcLfr8fsiyz8S2Xy6hWq5AkiTmlxPSoVqtotVpsPPL5PB49eoS1tTVef0mS4Pf7MTIyAo/HA4vFAqvVinQ6jWg0ilwuh2azCaPR2O2l2HNQEVfTNHi9XoyMjMDn8/FeIv4zHfbkCVP9h1I31WoVpVIJiUQCW1tbMJvNqFarMJvNbOCJJ6xpGmq1GmRZ7t51d+037wDyqMiTisViKJVKiEQiHG6ZzWYA4BtCDz9xSo/iw/+8MBgMmJycxMTEBFfpTSYTgCdGNJvNIh6Po1KpIBQKsUdG60hpHypuFItFZLNZpNNppNNpbG1tIZfLcYHjqN0DOpzoIRcLvp3OQbPZZCNMe5OKb1TsyefzCIfDiMfjzJ6gRgtaQ7ETbnR0FM1mE6qq4ptvvuniSrw4RF0Qap5yOp04ceIEXC4XTp8+DUVRvlXzoWhKlmVomga9Xg+73Q6DwQC9Xs/702g0soFtNBpIJBJ8/4iqWigUmFUitnkf9J7tKeNLG7xcLiOfzyOVSuHu3btIJpNYWVlh40teQavVYi5ppVLhkI/e62UHPdjnz5/HT3/6U9hsNgwMDEDTNABPjO/y8jJu3LiBVCqFP//5z0gmk+yttVqttnbYZrOJTCYDg8GAR48eYXl5GbFYDIlE4lub+CjcAzFKoKKvyF0mY2k0GuFwOKCqKqrVKhRFYU8sl8txzndhYQG5XA6rq6uIxWIwGo2wWq0wmUwolUr8XtRUYLVacerUKUxMTMBut+OTTz7p5nK8MGi9LBYLTp06hdnZWQwODuLSpUvw+/1QVRU2m40pjBRRNJtN6HQ6mM1mBAIBWCwWpoyRsaXGHvJ0i8Uiaztks1nO92YyGZhMJt7Ter2+K9TIAzG+YtVxu6/RhiMPgBa9WCwinU4jmUxy9ZgWh3LBFEaL4fTLDErHUIMK5cqpA83n88HhcAB4Ynyr1SpCoVCbATEYDLwhyasjo0DeSKFQQDqd5gIIeb3kaRyVVJBoCAqFAorFIou1kOcrpnAoUgAe057IKxPz4yJzp16vQ6/Xo16vo1qtolqtcrWeKG46nQ6KovD7HiaIzyd1+2maBpfLhYGBAXi9XpYRoHQWRbKd9FJKT5KBpfcVIwb6HSIzSizYUas3sXaoiF+pVA6UpbMvd5IMAIVOIkmaFken03EYTKpERELP5XL45ptvEI1G8Ze//AWRSATRaBThcJgfcjK+Yr7xZWdAmEwmOBwOmEwmTE5O4tVXX4XD4cDZs2cR+H/sXWd3W9eV3ejl4aEXEmwgRVKNKpYtyXacyFkpjjNOJssrU7JmZf7ZfJj5MF9mZqU7dWInli3bklUpkRQ7id7x8NDbfNCcowuKjiWxATL2WlySbJIA7rv33FP22Wd4mDcbgS4rt9uN06dPo1QqwWQyYXR0FLVajXmrtN5arRZTU1Oo1+vI5XJIpVKIRCJQFAXNZhMmk4mZD0DvSPrtBfT+0+k0/vjHP+Lu3bvwer0YGxuD2WzmqjyFvuSFybLMe560BqjZot1uc0MFSaZ2Oh1Eo1FcvXqV2+rn5ubQ6XSYwkbr3E/QaDSQJAkul4sFcObm5mCz2TA1NYVAIABZliFJElqtFrLZLGKxGHutsVgMGo0GsizDYrHAaDTCZrPBbrfz+pItobWkKIEKn/V6HbIsw+VyMQuFnAdZlnHu3Dkkk0l8/vnnSKfT7Fwc9N7dd+O785YTwye6raxWK4xGIyRJgtPp5GS43++HRqNBuVzG/Pw8wuEwPv74Y0SjUQ75xAIF0F2xf9Fyjc8Ko9EIr9cLWZbx+uuv41//9V/h9/u5kLmb5qlGo4Hb7YbD4UCz2cTw8DDm5uZQq9WQyWSeYJVQwbNSqSCVSiEajTKv12w282UIvDjKc51OB6lUCu+//z50Oh1cLheHyLOzs5iZmWFvjkShpqenOZIjL8zpdEKSJC70kLEGHtUvYrEYrl69yr9nZmaGqVWZTIYZFP0C2muSJCEYDMLpdOKtt97Cj370I46k9Ho9n912u41MJoP5+XkUCgU8fPgQDx8+hMViwauvvorZ2dku40vOnUaj4d9lNBoxNTWF8fFxzr9T9GYwGLrOQL1ex/j4ODKZDBYXFxGLxaCqKktS9p3xpVuO0gjEs7NarezlEpXGYrHA6XTCYDCwBwGA82p0W1G4t5sa0YvgXT0PqAtQp9PBbrdz19no6CgrjlmtVq74ksSjGNIC6ArZiH9Kv59aO8WLjdo/W60WZFmGx+PhTi8yLKqqsmdRKBReCCMsFtLICyUOrsPhgNFoRKVS4bzj8PAwh7bULkvhsBgui6Ey8dspcuznfS12qpL0o8vlYj0Qg8HA+fB6vc50snA4jEQiAUVRkMlkuI6TyWSYElYul9kLJuMrOhXkDVOemNKT4veKF0Oz2YTb7cbIyAhT1ijKoBTTQTyLfTO+tNBzc3P44Q9/CLfbDbPZzJVLMcQiSTgipVM+i0Ji4opms1lMTEwgm81icXERH330ERPPKSwQPa2dnS4vKogXbbVa4Xa78dZbb+HcuXMwGo0cSfh8PlitVtRqNdy9e5cFWyKRCPL5PADwcyBvjcJlWZa5Gh0IBPhZibJ+nU4Hbrcbc3NznJ+jzZpIJFAqlTA/P48PPvgAhULhKJdr30A5XvqMer0ehUIBa2trLC6k1+sxNjaGVquFsbExeL1ejI+PA3hEV/P5fDAYDNje3ub8pdvthsVigd/vRygUgsPhgMPh2LXg2S91DbEd+9SpU/jxj3+MQCCAiYkJ6PV6qKqKa9euYWlpCcViEeFwGKqqQlEU5HI5bihRFAV6vR75fB7Xr1/H1NQUtFotJicnOQIhupjIPKG1I22H3XjqBoOBU0HkTSuKwuk0VVVx48YN3Lp1i+3NftqVfTG+4i0XCoXw3e9+F6Ojo2wgvkwBamdBjj6gqqrwer0oFoswGo1YWFjggw6AQ5WvIteX0jY+nw9f+9rX8P3vf79L65SKN5VKBZubm7h27Rry+TyWlpYQiUTYE9NqtXA4HBgaGoLZbMbk5CRCoRDsdjvGxsbg8/m4u5CqwnTZDQ0N8YVK3pqqqtja2uLq8ieffPLCGF8AzLChPZjJZAB0p9vS6TSOHz/OoW6z2YTBYIDZbIbT6eScLxWaqZmANGkpB7ob1W+nmE+vgvaX2WzG6OgoXnvtNQSDQfZAK5UKFhYWcPXqVWQyGSwsLCCXywHY3XGKx+PQaDTIZDI4f/48JEmCTqeD3+/f9bV3gyh6RPbCZrMBeFT3CIVCAIBIJIKlpSXkcjmk02nMz88fiAbwvhhfSZIwOjoKm82GiYkJDldzuRyi0SiP9KANK9J0gMchrtVqhcFggMfjYZ1YCmlHRkZw7tw5DkMo/0thtKhQJHIrc7kc8vk8G41+7r6ii8pgMGBkZATT09MYGhqC1+uFTqdDrVZDNBrlCnGxWES5XMbDhw+ZqF8ul7vWgVS18vk8zGYzb3JJkqDVapFKpbraNAFwGOfxeFjcRJIk1j4g/QJKL5HRfpEvRkrNaDQa5qdT1yY1XVBRmIpmZKxpb1arVRbTqVQqvM5UJyGD3Q+gdmyXy4XR0VGmKcZiMSSTSaTTaWxubnblsv/W/iCvs1wuY21tjSmPANhrtdvtXcyTWq2GXC7HPQOlUmnXojzZmeHhYbY3DocDOp0Ox44dw/nz56GqKra3t/my3Q/si/ENBoP4p3/6J0xPT2N8fBwejwdarRYPHjzA9evXoSgK1tbWkEql2EgSqEocCoUQCoXgdrtx5coVnDp1igtInU4HTqcTp0+fZpI7GVxKO7TbbW6yyOfzSKfTKJfL+Oyzz3D9+nVefLoA+hHiQbxy5Qr+8R//EXa7HcFgEAaDAZFIBL/+9a+ZQ7q5ucmGNZ/PszocsRGoeFOr1VAoFKDVarG1tcWGlgwqeV4iJdBkMuHy5cu4fPkyZFlG6P9n7el0OoyNjaHRaDAfk/QO+qlY9DwQm1Zu3bqFzc1N1Ot1HD9+nDuySJ0LAOcsyVnIZrNoNBqwWq0IhUKccrDb7Vz/6BeqWSAQwA9/+EPMzMxgdHSU24Tff/99/OIXv4CiKIhEIshms5yu+lsgYxmPx/GLX/wCkiRhenoaL7/8MjN6zp49y+vZarUQi8XwySefIB6PIxqNYnl5mS81cj7IOZiamsK7776LUCgEi8WCqakpAI884kuXLiEWi+E///M/8eGHH+6bE7GnJ0meq81mw/T0NM6dO8eEceouWVlZQS6Xw/z8PCKRSFeagG5+g8HAlJChoSGcP3+eBTMoZ0xq9cDjTS4aXzHvmM1mEY1GoSgKNjc3YbFYuhoy+rVIJxZngsEgzpw5wx6qRqNBpVLBxsYG97avrKzwQd8NtAHJKH/Z6xKDhdq8h4aGMDs7y7+D8m2Uc6NIhrjbXxUQU0Rs/BHbr0UOr9g9RzrI1OFJoTGlh8Too9dhsVgwMTGBkydPwmazQafToV6vIxKJ4ObNmyiVSqhUKs+sUlgul7G5ucnca5fLBY/Hg7GxMdTrde4UbLVa7K1ubW1hbW0Nd+7cQalU6ko7kPEtlUp444034PP5OHojXrvX64Xb7YbL5drX1OZzG1+xyh4IBJiu1Ol02NWPxWLY3NyEoihdH5pAf6f0wPr6OnK5HKxWK1ZWVlg7lhZgfHycQ1tqkaUFFEM4eh2Xy4VXX30VkiShXq+jVCqhWq0il8thaWmJVab6YSKyRqPByMgIzp49C7fb3aVz+uDBA0QiEYTDYTx8+BCRSGRfWQZiSE2Gut1uY2VlBWazmSMd8sxp45ICmMViQSwWQywW6+u0z9OCik02m40ZJ2azGYFAANPT0ygUClw4pvUQw269Xs+MilqtxmdATFf0qgMh8vptNhtkWWYvtFwuI5vNcoPJ8+5P+tyKomBlZQWJRALNZhPRaBQ6nY7XMp1O4+7du0in00in00w7E9eO1j+bzeLatWvY3t7G1NQUT8igXD3l5P1+P2q1GjN69oLnNr4GgwGBQACBQAChUAjBYBB+vx/pdBrb29vM05ufn0elUnmiJx7oFmiJRqOcX7x16xZ7WF6vFxaLBRcuXMD3vvc9uN1u/hKbOACwQZYkCV6vF+12G8eOHcNbb72FVqvFN+3S0hL+4z/+Aw8fPmQOJXklvWgcqJhz4sQJ/PSnP8XQ0BCGh4eh0+mQyWTwq1/9Cn/4wx9QqVSQTCa5I2i/CPliqoiaKMrlMm7cuIH5+XkEAgHmdDscDoRCIb4wL1y4gJGREdy8eROJRKIn13e/Qbx2p9PZRQMkJkM+n0elUgHwSAs5Ho+jWq1yZR4AV92tVivrOlB0Qca316IJkW9rtVrhdDrhdrsRi8WwsrLCOiDUvLOXy4O414VCATqdDjdu3OjSLAHAtSY6C9QyL/4OWtNwOIyf/exnMBqNrCHs8/kwMTGB8fFxOJ1ODA0NIRQKQVEUbG1tHZ3xJWoNjZShcJMERKjtlBb6yyDmBIvFIgAwod9isWBkZATZbJbzjxSKUdiwk79HRtlut8PlcqHT6fBEU0VReBwJ8HjgHqUwxOKdmB86Cog0PVmW2fCaTCbWwCBqDHn3B9kFJXoNJO2p1WqRTqeRy+WYadHpdFj4utlscvroqwDSICARI9qjZrOZPUEag9Nut59ohQXAeWAK18nz7WVWD0Wh1NRDhpiE5nO5HBvD/Xj/+1VHoMI9ifCkUilks1l2MAFwr4LNZuN28L1iz2mHQCAAu93OBP3l5WW89957SCaTWFhY2JMhoIdWLpdx9+5dLkaIs53E3m76cjgc8Pl8sFgsmJ2dxezsLBf2tFotRkdH8c477+Dy5cvMCmg2m8yMoNxpKpXigtVRFepkWWYR7+PHjzMnlLp/kskklpeXn2AxHCbK5TKuX7+OVCqFmZkZZqu4XC6cP38e+XweGxsbHBK+qBBrICdOnMDExAQmJye5uchqtfI+nJ2dhcVigaIocDqdTOqv1+tcNCJN2kKhAKvVing8zuIwvSjfaTQaOQqenZ2FyWRCvV7H9vY2/vrXvyKRSGB1dbXnPPadCIfD+N///V+43W5umGm1WpiYmMDFixexvb2NaDS6Zwrlno0vqWS1Wi2USiWsrKzg97//PXtiezG+jUaDP2Aul8PCwsITHi7wpFZtMBjEiRMn4HK50G63EQqFmABPxpf0QsUxLtvb29je3kYul8PVq1exsLAARVG6CgOHvdltNhtOnjyJ4eFhzM7Owu12w2QyYXl5GT/72c+Qz+exvr5+YF04T4NSqYTPPvsMN2/exKVLl3DlyhWMjY3B5XLB6XRCVVV8/PHHXQWmFxUazaORNcePH8epU6cwNDTEzQbiKKKZmRn4fD7kcjmYzWbk83kWKqKiWzQa5QYDi8WCeDzOnOFe9IBNJhMmJydx+vRpBIPBJ4xvJBLZNf3YS+h0OgiHw0ilUrDZbAgGg7h06RKzeCRJgtVqxWeffbbn13pu40sqQeQ5UutfNpvlwtZ+eGFi/ubLDDkZ5WKxiFwux7zCzc1NLnpQBZOKGJSeIM9ElmW02214vV4EAgGYTCYoigKNRsNtkIe54fV6PStA0Zh2Eu8WFcWO8hDSXmg2m5wGSSQSsFgsLPtHKSpq0+3lA7hXiJc6RSM7Cz27QdQ4qNVqKJVKHN5SSolYQmLE1ysGmLjdLpeLmxfIm6fGlH7I+RNzSqfTQVVV5PN55invbA/fy9o/t/Gt1+sIh8NoNpvY3NxEOByG1WrF4uIidzcd9qag18vn83j48CFMJhMymQw++ugjWCwWDA8Pw+VyIRAI4OLFi/D5fF0/azKZ4Pf7WQDl4sWLiMViuH79OhKJxFPRt/Ybdrsdp0+fxqlTp+ByuZidkU6nuQXyqAYAiiDDkkgk8Jvf/AZ3797FmTNn8M1vfhMGgwF+vx+zs7MoFAqIRqMv3CgcEZS2Ah4d5OHhYc6FE1ukUCjwGJt0Os1zx4ilQl4wQavVMlOAxp6L1LVeuMzI871w4QIXv+hz9WKa5ItAl2Cj0cDq6io++OAD7ialNnxRJvR51/65jS/JvzUaDSbn0wapVCpHdsN1Oo/HtQBgTiCpRNH8rfHxcW59FjVwaSItHZjt7W2Uy2UeuEeNC4cBKmqOjY0xtYwKhyQ80guGV0Q+n8fNmzeZKvjGG2/AbDZzM4jFYuE20hcVtVqNhdLdbjeq1WpXowl5tcVikfUMKL1FlMxyucziMBRVkPgMFbYpjdMr3qRer4ff78fU1BRarRbK5TJ3tvZbdyl1ysZiMdy/fx9OpxNms7mLZUVRyaEbXwo1SV+XclDEpesViM0Yqqoim83CarXi/v37bAR26kvodDoW3FBVlVkGiUSCWQYHvZnoPZFeA+XPyuUyT7vtRS+CvDbgUSGOCmxOpxNTU1NIp9MIh8NH+RYPBKI6XKvVQqFQgNFoRDKZ5DFLtVqNW103NjaQTCahKAr/SVocO/cVeY1keM1m8xN0s6OeGi2K2tAIn2Kx2HWh9CNEnWbRRlD6EsBzy08+t/Gl/nPq1iHvsVfzOlTASKfT2NrawvLyMiwWC4DH6QpRAu+ll17iSvXY2BhmZmZQrVZx8+ZN9kIO0gMWu/+IrJ5MJhGJRLr0KnoNNAfOYDAgkUjwHjl+/DicTidisRi2trawtLTUk5fH38JOXQVRRY8uSq1Wi3q9jvX1dSSTSa4RWK1W9nRLpRJPLya5T1FzYOe60OsSj9pgMPBFTCydnbophwnRUTCbzbDZbKhWq4hEIkilUojFYn3JcqHzJ8rhAo9pZ7Iss4PxPN7vnjxfIiiLOAwF+OcBhXI0z0kcrEfvlw6Pw+GAy+ViycZQKMSD/qhoRyNJDvKzUlsvcSc7nQ5UVeWZYL0IamYhXVTaDw6HgzcwFWP6CSLLZqcwFP2dnle73Yb8ZfLqAAAgAElEQVSqqqjVarDb7TxJt1gsMnVybW2NB5VSFEWXP4GM+07RcIvFwq9D7IejLryJ/HryCClvTSOX+hHicM6dFy3lfp+Xv75nlQ5xjhW9sV4HhWu7af+SBkQ8HofRaMT4+Djm5ua4PfTMmTMYGhrC+vo6NjY2DqTQIUp0ipVtGotNud5evOSAx0Yjk8ng7t27SCaT8Pl88Pl8TL6n6vFRh8tPC6PRCI/Hw6JCNFeNjAodRvGy1Ol0LGpPeVpyAIi5I3rMJFpEeVxiNtDkF2rXttvtyOVyiMfjzDYCjk7DWqR6ivu1X0HnT5yDSEMJ8vk8qtUqszo0Gg2zUJ61oLgn40u3Nb3hfllw0fiKi0UXCYWF1A/+rW99C7IsY2pqCm+++Say2Sw++OADhMPhA6vgkhdFB5OMbyQSQTKZRKFQ6Gmj1el0sL29jT//+c/wer342te+hpGREab8mUymvqqAk9KYy+Xi5iIKQ8lI0lw28SDSAabCWaFQQKVSeUJWkorCJEJD3ZZ6vZ6bVvx+P1555RV4vV4uJCuKgmw2e+RnT8x5iy3//fBsd4IuQkr50VxEiuhKpRIcDgcXPfP5PGcCnqWvYc+ebz8uLmHne6cUBClMabValqCjfJbL5QKAA2+XFfPo9DpiSH8YM6b2AmJlkP4paRmQh0iehCgu08sgzWK73c6aBWRoyfjSjEIxlSA+O5GiRB60GOVQ+6pOp2M9Ar1ez9NFHA4Hv346ne7iqfcajvoy2AvEZwI8dtZE6QFqFS8WizCZTHzZHprx7VVlpb2CDIf4JxHIaSAlCYYfBMSHL/aQ12o1HrNCl0Ivg1SnUqkUzp8/z8YkFArhlVdeQTabZXW5XofFYkEoFML4+DgcDgf8fj/0ej03D9BgTcpniyktOrCkalatVpFIJJDP57suWafTCb/f3zUWhxTSaHIJdcwRBbIXmC/iZxS9fjEVc9DGWIy893qZ03xJo9GIVCqF27dv84guSgGdOHECBoMBm5ubsFqtrE9MsrlP9TrP+wbpYYsVX6C/bzwCdRgRq4GML83Zooqu+MD3e/OL4Ru9DuWcRFWsXsLONA4Vl2w2G5LJJOut0vj5ra0thMPhvjC+lHaYnZ2F3W6Hz+eDTqeDoigoFoswGAwIBoNwuVwctpIHS14w8c9p4gilC+gZ+3w+HkkvUplE9T/6MplMPWV8yeCIaSRRT+WgIV5ie3UKyfjq9XpugDGbzQiFQvD5fAgEAjhx4gTXMbRaLcvTPots6r54vmSARUNB/79fIW52MbQUN9Rh3Obin8DjuXW9iN3SOJQHE4eems1mOBwO2Gy2vpnMQDldakunfVGr1VAul2E0GnkAgOjxkQEWnxu1jIvFalLgs9lsXUVJ4PFAWZJIJH49te32Qncb0H1JEA6rFiQyUfbK/KBnRetO+7ZUKvHEdRqtJUkSqyM+aypyzwU3MkpErgYek8J72VD8LYihE0n70Sanz3mQEwUo3NxJcQG+eDhgL4LWsdlsolgsIplM8mgo0qkgrnUvgyhebrcbPp8PlUoFiUSCW+zD4TCPS6JJLuS9il4YcUZbrRasVmtX9KLRPJoj5nA4ui53Sn2RnkcqlUKpVEI0GkU8HkcqlYKqqkfu6IiRMH0dtqNCU7X3uhYUYYo1F3qW1BbfbDaZAUWFz62trWdS7tuz50t/inq+4qDFfoU4uYE8t50b6iCxs2rcjxA9IdItIHK61+tFKpViDYBeBxXcHA4Hjwcql8sIh8NYXV2FLMuYnZ1lSUgA/CcZHtJkaLfbsFgsTxRNiaJG3WvA431IHaU0BSOfzyOXy/H4rV44azs9X5F6dtCg6GFnGvR5sBtrgXjVxWKRBzXo9XrOA6uqCrfbfXieLwA2SBaLhWUb6QP0Uki0F4gtymLoJ14++w0x7BFzaKQQ1i/hOtA9rVpslyZOay9DpE+RR0uqVsBjtTFxdtgXRXuiVyhe6OL+EfO8wKOmJRpKoCgKG9+j1G/+IuxsQqCL1mw2H/hzFqPVgziP9Mwo1UNNRISduuJP8x725QSTGpgsy6hUKtynnsvlek7r4Vkgeh9E86ICy24z6fbzdelwim2nRqMRbrebW6V73XCJENkbNOpbluWev0Qob0viQC6XC6qqcjqoVCohkUigWq1y8YsM6M7ns5PKSDoOtI+oGYMiSJI2jMViSCQSKBaLCIfDnMKhs9VL54ueMw1YtVqt8Hg8B/6cxYvoINaD0j6UkkilUkilUl3c7Gc9j/uyIsRxJPoVUYpUVd2PX3+k2OmtkKbDQU9BpkO6m+dLo2n6EWLnkEhD6oWweSd2Ng6Qx07C6MAjz5QKbk9jDMW9ROkComgRR3hnsYfadEkBjWREe7lBhaJhKrAehud70GtBqQjyfsvl8hOppWfBnkfHazQayLKMmZkZjI6OIpFIYH19/Qk90n6F2FuvqirW19eRz+eRzWYPzOOgA0n0MvKANRoNzwajfv5+ARkpUrzaGaYBvVsjENkuGs2jUe52ux2dTocLbEajsWuWoHhpi8VbMXVFLeJkfCl1QfldGlZAjTU0TUWUM+wliJ8ZePw++73deCdIIVFRFGi1Wp7L96z7d0/Gl0IMl8uFS5cu4cSJE1hcXESlUkEul2Pxmn6FKBai0+mQy+Vw584dFjI/SONL+UM6hKSbLEkSKpUKE/H7AVSxLxQK0Gg0LEokFmR60YvbLadPrATiezudzq5BmeJFIk606HQ67DE1m032YMkok3GXJAkGg4HzisTlVVUV9XqdK++9atBEvQ6KcPYiPtOLqNfryGazSCQSAACXy/Vc+fd98XyNRiNsNhtr4L4ICy6GnPR3Kn7QQM2DNBYiz1gcA09ph8PoGtpPiB4g0D9aIKIBpvdPBpA8XpESSN9HXFyaPEKNOzTXUPRkxdoCvcZuVE2KwprNZs+yYHZ6v/3ynJ8VdCbpOT/PRIs9jY6nvJ0kSXC73XC73ZBlmQ1Dr26QLwMdLrq5KXQql8uIRCKIxWIspnGQIG8pl8shlUqh3W5jZGQEsixjfn6+bzY18XmdTiccDgdrGvTD+yfjR+wdUiSjveF0OnlCh16vZ2+VJg0nEgmsra2xoaW95fV6Ybfb2Yu2WCyQZRmSJHXNFaTOORLxz2QyqFarz13kOUjQBbOf4+F7EVQ0djgcaDabWF9fR61WQzqdfqbP/dzGl1ooLRYLy6t5vV42vr0aFj0N6ICIxS0S2YlGo4hGo/s2IPSLQA9QDHF0Oh1GRkbgdrvhdDr74nKjS5hCdBqo2S97gzxRyr8SxYs4uU6nE8PDw+wBE+tha2sLxWIRCwsL+Pjjj6GqKnvKsizj1VdfxczMDLxeL8bHx+F2u2GxWFiqkgwvibbY7Xaoqsq1B5vN1nPPX1ynnZ1uLxJIk9rhcCCXy2F7exuqqiKTyTzTZ96XkvlOFSDqaupXji8l0YkSRQRrMdQ4rM/WbDZ53hfRWijMFfOlvQiRJUBTX+l9H0Z1er9AEUg+n0c6neb9TikFUpnLZrMwGAxQVRXJZJKnaKuqClVV0Wg0+OLJ5XJIp9MAgHQ6jU6n0yXcInZsGY1GLtTRLLheTetRhEB787CEdQ4a5JCJPQ1msxmdTqdrBt+z7Ok9CevszIPRhiQy+GGPWd8vWK1WvPTSSzhx4gSCwSCsVisfsmq1eqjNI6qqYnFxEaVSCaFQCGfOnIHNZuuaqEHt3L0G4sbabDZ4vV643W5YrVYetSM2JfT6Pslms/jrX/+K9fV1uFwuBINBAMDi4iLm5+fRarXw4MEDppwpisIqdIqisDNC/N4bN25gaWkJTqcTDx48gN1ux/nz5/Htb3+bL3xxdhgJetdqNRZ2Ao5+dpuIVqsFRVGQSqW6ipI0eaPfLl0Rer0eQ0NDcDqdmJycxOjoKIaGhrC5uYnbt28jk8kgmUwenucrJtcph0fNCKJaf7/BZDJhamoKFy9eZCoRCZmQ0TgsVKtVhMNhNBoN5lGT6Aodzl6MMMhToPCMIgnifu5sIOl1FItFPHjwALFYDGNjY9zZGY1GsbW1xRczcXd3uxDpPFCzDgDIsox4PA673Q6z2YzXXnuN87lkeMkDJlonUQ6B3pJ1pbmOxGohLQsa+NmrfO6nAbUSDw8PY2hoCG63m1kOW1tbPKfu0IyvmF6gRSU5NurW6SdQmEx5OZfLhU6ng2g0ina7jXg8fugXCvXz63Q6FItFnh5C3qTFYkE2m+WJwUcNUv/S6XQIBAKYnZ2F0+mE1+sF8CiHTVKTiUTiSAc/PguazSYKhQIAsBi8TqdDKpVCrVbrikCexSAS5xcA4vE4lpaWkMvlEAgEEAgEOJVH6aVKpQJVVbnm0EvrRhoeiqKw8ttOkSiRudMPoHSZLMuYmJjAsWPH4PF4UKvVeKIMGd1D4/lSHoxaIMkAWywWBAIBAI9CtV7OSe4E6SY4HA6MjY1hdnYWW1tb+O1vf4vNzU1sbm4eupErl8tYXV1FJBJBMBhEo9GAzWbDyMgIXnnlFeRyOdy7d69njK/JZILP54PFYsHFixfxgx/8AB6PBx6PB61WC6qq4tatW9jY2MDGxgZyuVxPGZAvQqVSwfb2NuLxODY2NnDv3j3WcaVJ0uIBfNrPRIdYp9Ph+vXrqNfrcLvd+OY3v4k333yzq+DbaDSQSCSQSqWQyWR6bgpIs9lEMpnE6uoq6vU6Tpw4wYVDcsgoP94PoGG6Ho8HgUAA3/ve9/D6669DURSsra1hbW0Nq6urKJVKzyVutCfjS5vtizxf6nHvB9ANTQaYwmUKLVdWVpDJZI7E81UUhcn25E1IksSC3hSCHjVoDakwGAgEMDMzA5/Px95grVZDKpXC5uZml+fb66CuJqBbuJs0GJ4X5M0CQCqVwsrKCpxOJ06fPs2FNepmo5ResVhkXYhegqhe53a7OUojr3enVGY/gGRCnU4nO2SRSAT3799HIpGAoijPfQnui6Rkq9XifKjVasXU1BQcDgfC4XDP0WF2A+VRjx8/jtOnT8Pr9WJoaIi9+kKhgEwmA1VVDz2/SpcbAO6Warfb8Hq9OH36NJLJJBYXF4+0mEFUMuKvnjlzhilU7fajMerxeByJRAKFQgHz8/NYW1tDLpdDtVo99Pf7vBDXlg7bfq53pVJBOp1GtVrF0tISbty4AZvNxhMyEokE5ufnOWog7nCvgCY5UJqBLhWHw4ETJ07A4XBgc3MT4XC4pwqFOyHqj0xPT+Pll1+G2+2G0WhEJBLBxsYGFhYWsLm5ia2treeuAe055ws8ppdUKhWu2iqKgqWlpZ7sQRdBeV6z2YzLly/jJz/5CWw2G2RZZrnAZDLJed+jML6US6QLrtlsYmxsDOPj44hEIvj000+ZDneYeUAqstKQR5vNhsnJSVy5cgWhUAhWqxXtdhu5XA63bt3CJ598gmKxiLW1NSSTSeaE9gsO2tOkXC51jFarVbjdbly6dAnT09NYXV3FX//6V9y/f/8JScNeQK1Ww9raGmKxGDqdDkcKgUAAly9fRjqdhlarRTweP5DLa79A0bskSXjllVfwk5/8BHq9nmcOLi0t4eOPP8by8jLTDZ/rdfbjzRKFhoRCJEkCAEiSxONVepUOpdfrYTabuUtvaGiIJ+uWy2WUy2VuCz0qiDoBZIAlSYIkScz/JcEaUWf4oEEeDg13pAm7NN2XZPhIfDyVSqFYLKJQKEBV1Z6TQzxq0AXbbrdRKBSQSqXQarWQzWZRKBRQKBSQy+WQy+V6cu1Iw6PZbKJcLjOV0Gg0wuVyod1ud3Xw9VrBkEBdu7SfPR4POp0OEokEcrkc8vk8CoUCM1aeF/tifLPZLD788ENsb29jYmICp0+fhsViwezsLC5fvoxCoYD19XUkk8n9eLk9QxQnmZqawksvvQSXy4W5uTmYTCZUKhV89tlnWF5extbWFpPhjwq0QVOpFO7cuYNYLIbjx49jdnYWNpsNY2NjOHnyJIrFIiKRyIEW30Rvd3x8HGNjY7DZbJienkYwGORcebVaRTQaxerqKorFIh4+fIhIJMItugcpfN3vaLfbSKVSAB5xpbPZLD777DPE43Hmkvbiuon1n0qlgmw2i1QqBZ1Oh9nZWaiqis3NTSwsLKBUKnEtoxdA9QqNRoOZmRlcuXIFbrcbs7Oz3Chz7do13Lt3D+l0mscJ7QX7ZnyvXr2K+/fv480338TLL78Mu92OmZkZXLx4Eel0mgWgewGU49Xr9Th27Bjeeecd+P1+Hgufz+fx8ccf449//CPn4Y4anU4H6XQad+7cgcfj4cuCjO+JEyeQTCYPnHYmTqOYmJjApUuX4PF4cPHiRUxPT6NUKiEWi6FUKmFrawvvv/8+MpkMswLEvPUAu4OMbyaTgVarxYMHD5jPXavVenrtqABJxjeZTLLkbLPZxIMHDxAIBHjgAqVOdirH7cRBXzYiJW52dhY//vGP+X3m83nE43Fcu3YNH3zwAQsn7RX7lnZQVRUajaarucJqtcLn80Gj0cDv9yOTyaBer3OrpQhxBImoibqftzz9XrPZDJ/PB7PZDL/fD7vdDkmS0Gg0WKGexKt7aRJHo9FAPp+HTqfjajdNvfX7/TzUT6/XdxXq9gNUpbZarbDb7bBYLPD7/fD5fHA6nSyY3Wq12NCSx0Cpm53dbL3ovfUKRCYRaTvv9zM9SBCrJRqNYmhoCF6vFwaDAQ6HA4FAACaTiUP3/TrnuykRikMwd/t+SoFQqsFgMMDj8XABuVKpcLGYJpXs177dF+NLIabJZEI0GuU59yMjI3A4HCgWiwgEAtja2kI4HMaHH37ISXn6IOLASOI2Uu6IjPlePjSpsOn1eoRCIXz/+9/H+Pg4gsEgRkdHodfrce/ePdy/fx/pdBoLCwtQFGXPVKL9RDabxYMHDyDLMs6dO4dqtQq9Xo8zZ84gGAxiaWkJ29vbPG2ZRh0Bz7d2op4xNRWcPn0a3/jGN+ByuXDs2DFMTU3x9JJwOIzt7W386U9/QiQSQTKZRDwe57yv2NE2MLxfDlFqst+QSCTwy1/+ElevXsUbb7yBQCAAp9OJc+fOweFwIJFI4Oc//zlKpRIXXumciXKUXwZxjxItz2q1sg0hZ2S3QZ56vR4Oh4OnRk9NTcFut2NkZIQ53J9++inef/99FAoFrK6u7uu+3Rfj22g0kMvloNVqkcvl2NPxeDwIhUKoVCqwWq0IhUJYXFzE3bt3EY/HAeAJ40sHnVp6xQaOvYDylEajET6fD6+99hrm5uaYBF6v1xGLxXD16lUoioJIJNIz+SiCqqoolUqw2WwcRVitVoyPj2NiYgJarRZerxfRaBQAWOiDWlO/CH9rbUX+s9FoxMTEBL7xjW9gaGgIPp8PPp8P9Xodq6urSKVSCIfDuHPnDlZXV9FoNDhMFr3egeF9NvTjeuXzeVy/fh06nQ4ulwuVSgUejweTk5MYGxtDJBLB559/jvn5eWi12j3ppYgpA/JgyYt1OBw88HSnGJHBYEAgEIDD4YDP58OFCxfg9Xo5wlBVFcvLy/jLX/5yILzqfe3/pbzk3bt3kUgkMDU1hcnJSbTbbVitVrjdbgSDQZw9exZOp7Or1VAcOSJJEkwmE3NsSagkn88zrW2n+y/qw9ItRykGmjjr9/vhdDoxPT0Nu90OvV4PRVGQyWQ4R1koFLhjpdcgekLFYhHxeJwrspQOmJ2d5VbkdDrN7au0eWj+nGgQCXRB0SZ2uVzMWHG5XDCZTJiZmYHT6YTJZEIqlcL29jaq1SoXJre3tzmfR63nz9v9NUB/g/ZWJpPBwsIC8vk8dztarVZMTk7i/PnzKBQKLMEpXthAt3MGdBfGJEmC0+lkDRFZlmEwGHhisl6vZ5kDMr70OwDwHqciMX1vJpNBJBKBoihIJpPs/O33vtV8idfzzK/m8XgwPDwMp9OJd999F++++y4La2i1WpRKJUSjUfaOqfL9/6/HHVKi8a3ValhcXMT169eRz+eRTCafUBAS8zektarX6zE8PIyRkRE4nU5cvnwZ09PTkCSJ807Xr1/Hr371K6RSKWxtbWFzc5MN/PN0s3U6nafSznuetSWYzWZ85zvfwbe//W243W6cP38eU1NTKJVKiEQiUFUV2WwWsVgMlUoF4XAY4XAYlUoFkUgEuVwOjUaDc+9int3hcMBut8PhcDC/lNqZJUmC3W7nVuHf/OY3eO+996CqKufIq9Uq0uk0HyDR4O518x7G2n5VcRBrS3tqfHwcZ8+ehcvlwttvv4233noLnU4H29vbSKfT2NzcxG9/+1tsbW0hl8shHo8/oZdA9oM4uHq9HtPT03jllVfgcDgwPj6O8fHxrgEIopcr7nExL7zb1J2PPvoI//3f/41EIoFoNIpIJLKn1OMXre2+K99kMhlks1lIkoSLFy/yhE9S7ZdluYsDKnaNkVKUxWJhaT4a2dNqtbC+vg6NRsOju8UFEcMKahE2GAzM3XW73Th+/DjOnj3LCX7iUz58+JCnU1ABoJcher7E/SUN4unpabTbbWQyGbhcLpTLZV6rUqmEUqnEvGVxugJtSMp/ud1uhEIhnDp1Cna7HRMTE5BlmdeNRqbfunWL9Wr7pVV4gMMBXbj5fB6Li4uw2+14+eWX0ek8mmg8MTGBYDAIs9mMW7duoVgssi6yeEYBdBXGxLMdCoXg9XoxMzODmZmZrhZmEv7amUMWvWf6qtfrXFBTFAUrKys8NOGgaj4HJjvWbDaxuLiIX/7ylxweUGgwOjoKSZLQ6XSeSISL/6bOKWpZ/vrXv86K8dls9gnjSwtKYbNOp4Pf74fX64XNZmMJuFwuh8XFRWSzWdy+fRvpdLqvjAdRkRYXF5FOp3mMDU1WMBqNrKdar9eh0+ngdDpRr9cxNTXF/eiVSoW9e9qENpsNNpsNkiRhdnYWXq8Xer2eL6Z4PI7V1VUoioI7d+6wMe/HotAAhwNKG7ZaLSwvL+OTTz6BLMs8lcXj8eCVV17B2NgYFEVBOp3u8nxFT5VqQlqtFuPj45iZmeE0Jekmk0dNE7PFCJZ+h1hfMhqN3AhUqVRw+/ZtTncepJbLvqcdhJ/lg0xFLhIi/sEPfoCJiQmYzWZYrdauEEGciiEq4VMqgHKVuxXhdisq0c8D4GkAS0tL+Pd//3csLS0hm80iGo0ypWyvRuQwQmPKd0mSBI/Hg+9///u4cOECPB4P5ubm4HK5ur6fPje1KtPa7UbvEdffZDLBYDBAURRsbm5CURR88skn+PnPf45MJoNisYhisci/66AxSDscHA5ybcWi7dmzZ3H27Fn4/X68/fbbuHDhAg8UpXMtdmnu5rWKjT4mkwkAeC9mMhm89957uHnzJiqVCs+8E0GpCfKe7XY7KpUKkskkqtUqXwD7pTd9aGkH4QV5QQwGA6tCWSwW5HI5uFwuNJvNrhCAQLcchcEUSkiS9ETOZudrAo85kmLHDRG/Sew5mUxyM8BhTqbYD5A6WLvdhsFgQD6fRyaT4UIb6enSulEahtbriwpftGbi5FwqgCiKwoM8I5EIj74ZYIAvA136AKAoCo9cpw43nU4HSZI44v2ywqwo6EVfZDTz+TwSiQTC4XDXwFHRiJLhNRgMqNVqKBaLXKuoVCrs8R60Q3EoauetVgvFYpFzjL/61a/gdrthMpl4YCDw5GLTzUYPh2gjVDEVDbAoQFMqlZDP53nUO4UjxWIR5XKZNUepKt+PITMZxmKxiNu3b3Mn0eeffw6bzcb5daPRiKGhIQwNDXWts6gjQCkbAF1NEZQHJ1WycrmMjY0N1vAYYIBnQbvdRjqdRrvdZp7/zZs3uxhI4l6keYkA2EETZyhSUblWq7HmgqqqePDgAcu/0h4XKZeU0mg2m6xWSLMS6Xcfxv4+sLTDLr+LPVaR+mEwGLh7Z2dlnEIVnU4Hj8eDYDAISZIwMzODY8eOdSXXKS3RarWYAlUulxGLxXjEB91wVKQ6iEU+7NBYTM1QsZJGntBI8nPnzuHMmTPQ6/W8EUXxE/IEgEf6EdQOfu/ePZbMI2bEziLGYWKQdjg4HNbaUkqLivAWiwWjo6P41re+hZGREU4JAI+65ChlQAU3cS+ur6/j7t27UFUViqKgWCwyffVp6GFiBC02/xyWTTi0OT9iSEshPmkEiP9f/DuFzGSoJUlCvV5HKpXiOVe0eOJEjUwmw+FGPp9n/iClGA4rR3kYIA+42WyyUhStCzFG0uk04vE4zwIj40tdRXQJdjodZLNZ5j2T+hjl5PplAsEAvQsxpVUul7uGboocc41GwzPxgMdGm84xsSJoJFWpVOKI7GmN5047cNgOxaF5vrtB7MEW34eYZKfvMZlMnP+VZRl2u72rsULM71arVZRKpa5hnjvH2R/UQh+Fd7YbhYbyvOQFu93urrUSPVj6OQDcCkxdi9SifFTeroiB53twOOy1pYIZ1XKGh4d5yjHtU9FRE/cuRWCqqjJnXRzI2mv4orU9UuP7vPiynu+jfAC9ZCB2ksx3w85q8m6XYK+gl9b2RcNRr+1ONsP/v6eu7/myf/cqjjztsJ/ol0U/aoiG9cvWbLCmA/QCnsbAvih79W96vgMMMMAAAxwMen+65QADDDDAC4iB8R1ggAEGOAIMjO8AAwwwwBFgYHwHGGCAAY4AA+M7wAADDHAEGBjfAQYYYIAjwMD4DjDAAAMcAQbGd4ABBhjgCDAwvgMMMMAAR4CB8R1ggAEGOAL8TW2HwxYoEUe/7/y72AYtiiMfhP7mXnDUAiVP8bq7rq04qruX1lNEr6/tl0FcexG9sOb9vra9jL4U1hHnNe387ySFeNSbtl+xc22/SElqgIOBuKcHa77/+Fv7+YsuwMNGzxhfvV7Pc8dcLhckSYLBYIDT6YTBYGAx5c7/j6KmMc/ZbBaqqvaE99Dr0Ol0sFqtMJlMsNlsGBkZgSRJXZOMafLHiyI23yvQaDQ8N8xgMMDj8UCWZSa1omIAACAASURBVKiqikQiwULgg3V/fpAutSzLsFgsXZExTc8QZxqKU9Or1Sqy2SwPZBAnYew2U27n4IfnQU8YXxJWpmnG09PTGB4eht1ux+TkJGRZ5qkX7XYba2tr2NjYQLFYxPz8PCqVCqvjDwzw7qA1drvdcDqdCAaDePPNNxEMBqGqKrLZLMrlMj766COkUqmuCbID7B0ajQZms5mnTp85cwbj4+OIx+O4du0aj7UaGN/nAw1eMBqNCAQC8Pv9PAQAANsXnU7H4+rFYQ6ZTAb37t1DLpdDvV7vsinicF1xSC/weIjn86AnjC/w5Iw3mlzhdDrZ+zWbzaxgT1OR7XY7stksTzDtpynEhwWDwcBrKssynE4nPB4PAoEAhoaGeC1VVYUsy9Dr9WwIBgZ476C9bTQaIUkS7HY73G43vF4vqtUqj835siEBA3wxaASR2WyGw+GAy+XiqRedTgdGoxEmkwl6vR5erxder5c9X/rT5XKh3W6jVqvBYDDwGSCbQueBvkf89/Ock54wvjRTrFqtot1uY2NjA/l8HiMjIxgfH4fb7YbdbsfQ0BAMBgPcbjemp6ehqiomJycRDoeRTCZx/fp1pFKpgdHA4wNvMBhw/PhxHD9+HJIkYXJyEn6/H06nE7Ozs3A4HKjVaiiXyyiXy9jc3MTCwgLPcCuXy0f9Ufoa5EwYjUacOXMGFy9ehCzLCIVCCAQCsNvt+PTTT7ty8F/1vfus0Ol0mJiYQCgUgizLuHDhAkKhEIDHBpNSmlqtFlarFZIkddU7SqUSzpw5w+PH6vU6jyYjA0wjtlKpFG7evIlUKsUjy/rW+ALgGUy1Wg2VSgWRSAT1eh2vvvoqNBoN7HY7JiYmYLVaMTU1hU6ng0qlguPHjyORSGBhYQHr6+vIZDIA8JX3gMUw7OTJk3j77bfhdDoxMzOD4eFh9oTFoZqVSgX3799HMBhEoVBAvV4fGN89gqZLW61WnDlzBj/60Y9gs9ngcrlgs9kAADabbeD17gE6nQ5jY2N47bXX4PV68fWvfx0nT5584vt2G1VEEGdAiswfMrzNZpOdkYWFBR7Qq9FoOEXxrOgZ4ws8zqfQbUNJcJpWXCqV2JszGo1ot9uwWCywWq2wWCwwm80wm81oNpuo1+tfOQ+Y8roajQaSJMHhcMBqtSIQCMDlckGWZZhMpq5cF/CYcmYwGCDLMvx+PwwGA7LZLPL5/KAQ9BygtZUkiYtrXq8XNpsNVqsVwKPR6DRN+6u0T/cbtN/dbjfcbjdsNhvMZjOALy+Ska2h/S8W4cggk1NYrVaRy+WgKAqnOPdiY3rK+ALd45wTiQT+8Ic/QJZlnDt3DqVSCW63G+Pj4xgfH+dwgqr3Y2NjaDQaKBQKSKfTaDQavHhfBZhMJrjdblgsFszNzeHNN9+E2+3G2NgYxsbGoNVqmdFgNBrhcDhgNBo5LNbpdJibm4NOp0MikcCvf/1rKIrCKaGvejTxtKCqu1ar5ajD5/Ph1KlTCAQCaDab2N7eRiaTweLiIvL5PE/kHRjhZ4dOp8Po6CguXboEu90Or9cL4HE6k9aV7ECz2eRIW1EUVCoVmM1meL1envit1z8yjWR00+k03nvvPdy4cQO5XA7Ly8vI5/P8+58HPWd8gcc3VKFQwJ07d6DRaNBoNDA0NIRAIABJkjAyMsLGl8I6t9sNVVWh0WhQLBa/Uh4F3dx2ux02mw2nTp3C3/3d38Hv93O+q16vIxaLIZfLwWKxwGg08hqRxzw2Nga73Y5oNIrPP/8cZrMZ9Xqdq/EDfDnI+FI4TKwSu90Oh8PB7JLV1VVEIhGUSqWvjINwENBoNPB4PJienobNZoPRaASAJ3K29HeKOOr1OlKpFPL5POx2O6xWK3u+NMKeHI98Po9bt27hd7/7XVdkvRf0pPHdiU6nA1VVEYlEUKvVMDY2hlqtxqGzXq+HJEkIBoPQaDRwuVxwOp2oVquIx+NIJpNotVrsXfQ7KAdut9vZ4EqSBIvFgkAgAIvFglAoBIvFwkZAo9Gg3W6jVCohn89zvoroTwaDgb/XbDbDbrdjdnYWhUIBjUYDqqqi2Wwil8shHo+jXq+z9zDAk6CcOzkHer2ePa1isYh0Oo1EIoFsNotGo3HUb7cvQfl0s9nM+5eMJzEdFEVh54E4vKqqQlVVNBoN5HI5qKqKarUKr9fLLIdms4lOp4OtrS1sbW0hHo8jnU6j2Wxybniv6AvjCwCRSAQffPAB00hOnToFo9HI1cvh4WG8/vrrTFbvdDqoVqv485//jPfffx+VSoVDjH6HXq/HzMwMzpw5A6fTydVdkcvocDh4MxFfsdFoIB6PY2VlBUajEXa7HSaTCcFgEBaLBRaLBSaTidM4//zP/4y3336bK73NZhPXrl3Dz372M6TTaSiKgkKh8JWJLp4W5BAYDAaYTCauRxQKBSiKgmw2izt37uDOnTvI5/NQVfWo33JfwmQywW63Q5Zl2Gw2vuQAMCV1fX0dhUIBqqoyhzcejyORSLBD1mq1MDIyArvdzs6ZVqtFrVbDH/7wB/z+979HsVjE1tYWsyC+Usa3XC4jFouhWCzyIoqFIqvViqGhITSbTd70tVoNS0tLMJvNaLVa0Ol0R/0x9gwKaZ1OJ8bHx+H1enHu3DmcPHmSva3dKrmUSy+XyygUCjAYDGg2m7yBKSSjDiyz2QxZlqHRaNBqtVCr1dBsNpHJZOBwOFAul1GpVKDVage5yh2g50Bf5JE1Gg0Ui0UUCgVkMhkkk8lBymEPoHoP5WlFrRLR883lclwHqtVq2N7eRiQS6UqjmUwmlEqlrgIoUS/v3buHSqXC3N79Qt8YX4vFAp/Px00XZrMZFouFvToyrGRk6QakvM1eEuO9AvJmJUnCyZMnMTc3x+shVmmBxwaXNiGlCQwGAyRJ4gKDxWKB0+nk9u7dKE8ii2JiYgLf+c53kM1mEYlEEIvFeJOmUqmvVJ79i6DT6djbBR7VLvR6PTY2NpjDXigUutJmxN4ZGOKnh16vh8Vi4bQZ7T1yJNrtNkcg1CXbaDSg1Wr52VitVhiNRvh8PjgcDuj1esTjcaytrUFRFGxsbLDjsd/2o2+Mr91ux9TUFFwuFwKBANOmxLZiq9WKVqv1BIVKzPf0I+iQer1enD9/Hi6XC1/72tdw5coVpteJua6dm5CaKGq1GkwmE5xOJ2RZxtjYGGw2G+x2O7MdRCMuriN5xGfOnEEoFEKtVsPy8jKWl5eRSqXwm9/8BtlsdtDmjUdGQZZlSJIErVaLZDKJcrmM+fl53L59G5VKhfnoOp2OC59Uk+h3J+GwYDQaIcsyp88AcHpNNL5U1/D7/eh0OvB6vRgZGYHBYMDQ0BBcLhd70VqtFpFIBO+99x6SySQ7Fwexp/vG+JLHRqIZYiGJKFT0dwqxd371u0Gg4prb7YbD4WCjCXSnFkTjS3ktKo5R4wXlIon1sDMlI1L+RG+YfkYsHlGRU5Zl5kSK3seLCHFNdkYLdJAtFgv0ej17tOIlSMVO4qgajUbU6/WuHD09R5Eu1e97eL9BDhYZXXK2aL0p6qUUEACONAwGA/cJ0Dq3Wi0oioJ0Oo10Oo1SqXRgtqMvjK9Go4Hb7cbc3Bx8Ph8CgQAbWTIwtVqNq/i1Wg2lUgmqqiIej6NarfY104E2mNfrxenTpxEIBBAIBACAK7NEf6F8uGg8qdrbbrdhMpkwPDwMSZLgdDo5ZKPXoINOVeFqtcremVarZaNC70er1SIYDMJkMuH1119HOp3GnTt3kMlkkM/nkUgkXphqPkUg4noYjUa+AKl44/F4MDMzA4/Hg2PHjsHv98NsNmNsbIwLlOREAI+7MUVKVLFYhKIoKJfLWFlZQSwWY9YJ6RX0637eL5TLZcTjcaiqipWVFdy7dw86nQ7lchnVahWKomB7exvFYpG9XwDIZDLIZrPQarVwOp2w2Wycj6/X61hfX2cKYKVSObALry+MLwBmOAwPD2NoaIhvOzI+1WoVmUyGNQmomBGPx1Gr1frW+IoH3u124+TJkwgGg0wkJyZCvV7niuzO6rkYgvl8Png8HhYtIu+LLjMioNdqNSSTSc5XkpGWZblLFtHj8aDT6eDUqVNot9tYXl7Gf/3Xf2FlZQWbm5svDJVKLGYajUZYrVbodDrYbDbYbDZ0Oh2USiU0Gg14vV5u4x4fH4ff74fRaMTo6CgL6UxNTSEQCHDoTOI6wKNnStKe6XQaf/rTn7hYKobUX3VPuFwuo16vw2w2Y3l5mY0v0cdUVeXzYLVaYbfbATxq3komk2i321ysq1QqSCaTqFQqnKY86Gi5p40vFSPI46L8pl6v7yomNRoNVKtVlMtlXnRVVVEqlV6INuOdPemdTge1Wg2KoqDdbnPPOWnDlkolDrNEpTgSoDeZTE/wIoHHfOpcLodarYZYLIZ8Ps+FDaPRCJvNBlVVmRFB+WYqMNntdvh8Pq4cp1IplEolZkf0y3OgC89ms8FisXDem7xdSZKg0+kgSRLXGujQ22w2lo60WCx8WdGFRzlhagigi42eb6vVgt1u5/UaGhpCJpPhTizKQVKUUiqVODx+kVM9u0GMAGjPE9up2WzCZrNxgY00NMhZEX+OImZa28OoD/Wc8RU1B0wmExwOB0wmE3w+H2vRGo1Gzs/Qhs/n81hdXWUuZSqVQqVS4SJQP3sJtCb1eh2FQgFGoxGRSASNRgOlUgnLy8uIRqNoNBool8toNpu82fR6Pfx+P7xeL8tFOhwO1sfQ6XS82Wq1Gm7cuIGrV69y1JDL5dh4ixvbYDBgcnISoVAIDocD586dw+TkJHw+H7797W+jWCxiY2MDp0+fRqFQwM2bN3Hr1q2+8IKpnuBwOPCNb3wDp0+fhtlshsfj4cuf0g70vaVSCbdv38b6+jr8fj9CoRB8Ph98Ph9kWYbRaMTExAQ8Hg90Oh03xtBlKF6COp0OXq8XVqsVwWAQbrcbV65cQbPZZNF7cjhqtRquXbuGTz75hEPtr4oYEl2QBoMBNpsNHo8HJpMJQ0NDAB61EROVjy45jUbDCn71eh3pdBrFYhGRSATpdBqFQuHQLq+eMr47PTy9Xs9ehMPh4Aoy6c1SDiyXyyGbzSIejyOfz3PCvFqtQlXVvvYExDVptVool8soFotIpVJIpVIoFAr47LPPsLKywt+n0WggyzJvxlar1cWFpJCZPF+6nBqNBtbW1vCXv/yF87X5fH7X92QwGPDSSy/hpZdegt/vx/j4OCYnJ2G323H27Fl0Oh2Mjo7C6XQik8kgnU7j7t273DnUy6BDLUkSzp49i29+85usHUIMBqLekaeZy+W6cr6U3nE4HOz9ms1m+Hy+roiOXm8nZFmGLMsAgLGxMQDdXl61WkWlUkGpVEK1WsXy8jKKxeIL0UT0tBDbuImXbrVaeVqLuK60/nSOWq0WKpUK1tfXkUgkADxiTxwmI+rQja+oHuR2uzE8PMwh8M5NaDabOS9JcpIkg0geG3F6yZOjLhdqEyQvhYoU/UY3Ew0V5XW1Wi23pyqKAlVVu9qtAXR5qblcDrIsc4haq9X48Hc6HaTTaUQiESiKgq2tLe4E/KJpFrSOxWIR8XgcnU4HqVQKmUyGWSkkWUkc5GAwiFAohHK5zKOfehE6nQ7Dw8MYHh6G3+9nTQZi2ACPnoOqqmi1WigUCvy1sbGBeDyORqMBv9/PVXafz9fFO+90OlwUJaUs0hogTWsAXWExQTTY1IWl0+lw7NgxFsUnPQ4qzr1IIA61Xq+Hx+PB8PAwZFnG9PQ0XC4Xp8KI90s5clp3sfuQWDqdTof37mHi0I2vwWDgVMIbb7yBf/iHf+CqudgoQQtGRtntdiMYDHJlGQB7cdREQFQn2tQU3tlsNtamrVarAPpraCGlTCiUlyQJa2trWF9fZ/2KYrHY9TOlUgmKonAxIZ/Pw+v14tixYxgeHmZSv16vx927d/E///M/SCaTWFtbw/b2NrMnvgitVgvhcBiKosDn82FkZARGoxFOpxNTU1MsInPq1Cn20kwmE9LpNK5du4alpaWefAYGgwGvvvoq3nnnHRacHx4eZmPXarWQyWQQDodRKpVw9+5d3Lt3D6qqIhqNIpPJwOv1olwuw+PxYG5ujvWT6XdQ62u1WkU0GsXVq1cRj8eRyWRYv0RMk4kUKYpgPB4Pt4W7XC78/d//PcrlMu7cuYONjQ1ks1k8ePBg18iln2GxWDA6OgqbzYaLFy/inXfe4cIv2RFaL0rTkWNCmgyUj2+322wb2u02syEOC4dufMXi2fDwMC5cuIDh4WH2ZkW+nShwTJ6U2D4odrDQF1F/TCYTOp0O/zfgkTwceXu9ePC/DDsFblKpFNPqyMOhz0XGk0IyigioCEm/jzzfBw8esOIZDST9W6DqPhmKTCaDTCbDCnSdTocHFTYaDQSDQYyPj8NiseDevXvsoffSc6DLfmhoCHNzcyxPKMsy58QpXM1ms1AUBevr69x+WigUOMfo9/vRaDQwOjrK6QgyCsTOIXWztbU1bG5uIhaLYW1tjQtt5IDsbKM3GAwYGRlBvV7n9xgKhVCpVLjASXv/RQOlIkla9vz58/D7/V1Gd7eLS+TA01oSc6XVanEd5FA/y2G8iFarhSzLnPN66aWXuFuLUgIUitJEYkVRYLPZMDo6ylVjKnIQaBovgcQxKpUKb/6hoSFMTU2h0Wggk8mgWCyiXC4jGo3yQdnvnu39hKgTYLPZOMzS6/Ww2+0ol8vY2tpCKpXiggylVsSfpagin88jGo2yV1Cv13Hz5k0uPNRqtad+X6KQTzqdxurqKhc6HQ4HPB4PRkdHeSL17OwsnE4nQqEQkskkS/X9LQ/7sECXuyRJsNlsnD+kVE06ncbt27eRTqdZ2a1SqWB5eblr6CIVQcPhMAvRNxoN9qrIA6OLK5lM4uHDh8yLpouLjIdohMXGgXQ6zRRAGouj1Wrh8Xhgs9mwtraG+/fvI51O99QF9zygicRmsxnBYBCvv/46gsEgTp06xZxzctQoGtne3katVuvyfIHHioBUP6JhvRQxH6ZzdijG12AwwOfzwev14vjx4/iXf/kXzMzMMF+yXq9je3sbq6urKBaLWFhYQCQSwfj4OL773e9ibGyMw4WdeU2qGhNpfedgO9LuJOpULpdDNBrFhx9+2GWAe9UbJm+MDNj09DTcbjcmJiY4tXDjxg2srKygUqkgnU6z50S3POXCO50OkskklpeXkUgk8OmnnyKZTHbJRD4tLY9+L+V3w+EwKpUKjEYjFhcXYTQace7cOdhsNjgcDtZiTqVS3DdPo7p7wfiSyht1EHo8HhiNRlQqFR4d82//9m+Yn5/v0nMVp1GIhUtVVaHT6fDgwQO8//77XKPY2fotMhhEKUMR9G/6fqrYJ5NJZv40m0243W688sormJ6exq1bt/DBBx9ga2ur63f0I4ix4/P5cOLECbz77ruYnZ2FxWJhKhmtXzqdxs9//nP87ne/Y0aIqJeh0WiYm+33+/HTn/4Udrud9+BhCkUdmudLHVU0tdXv97O3UK/Xkc/nmeqRSCQQi8VgNpuRz+eZXkaiOWSAxYkBrVYLVquVCxsEsfur3W6zp+1wOFAqlQCAO+Doe3sJFCJRCE8XjdFo5Cq6y+WCy+ViJTdqaSWdC4oaaA0rlQqKxSKSySSi0SgrNj1rMZI8auJOUo651WrBYDCw7CR57ZIksVfsdDrRaDSeeF5HBfJ8aa1IaKharaJYLCKbzSIWiyEcDn9pdxmtMQBWkSNmhKi98awHXPwZGvJInVmKosBkMnHenfZIL6Z3nhb0DCwWC0/ddrlczCahBiPg8QzIQqGAeDzeVbegfU3OCI1yotQZrSuxWCjVedBrdqA7n/K4TqcTr732Gi5evAiHw4F2u41wOIyVlRV8/vnnXb3U1WqVO6sov+l2u3H+/Hl897vfhcvl4pwuAA4TqMorGp52u91V9dfr9QgEAhgeHobX6+UHtba2xnzZlZWVnmJEyLKMkydPwu124/Tp0xgZGYHT6eSNUavV4HQ68fLLL3PjBRUXC4UCWq0Wh6akOQA8NhBUEX+WtIuYyqA8WTabRS6X43SETqdDNpvF9vY27HY7Ll26hMuXLwPA/7H3pb9xndf5z+z7zJ19uO+kRGqhdlu2ZKd2DTtpHKMtiqJpgKBf+x+1aIumH2ogRYJmc+rETmzHtlZLMilzEXcOZ1/u7PvM74N+5+gdirIpaYYzdPgAhCiJy73vfe95z/Kc52B6ehpWqxUPHjzA1tYWi8x0EiTNSRX0er0OWZbx0UcfYW5uDjs7OwiHw0+dnhIN9e50QitATTZ+v5+fOz0fkfXTrWm13RBppuPj4xgfH4fJZMKxY8fQ29sLt9sNs9mMQqGApaUl3LhxA5lMhjnP6XQa8/PzHAHv5cWSl0uc+EajAb1ej8HBQWSzWbYL7WaKtN340qywF154Ae+88w5yuRx2dnbg9/vx+eef47/+67943LtIsanX6wgEAlheXoZarUYqlcLs7CwTqulUFx8W6fbSiUcnHX04nU4Ov8+ePYtGo4H19XXcuXMHiUQCtVoN6+vrXWd8p6enMTAwwBuQ2lGpkHjs2DFeM9p08Xicc7tik0YkEuHZU/l8vunk3w92Rx3kKSQSCf5Z5DksLi7ik08+gclkQrVaxbFjx6DX63H8+HEcP34cdrsd77//fjuXb9/3RAe82+2Gz+dDo9GALMv4+OOP8atf/QqlUolHUz0N2k1vbDQaSKfT8Pv9qNfrKBQKTV2NdDgeBn41gboIJycn8dprr0GSJMzMzKC/v5+/plAoYH5+Hj/5yU9YeYymCH/dhBWi+VUqFU73AA9prX19fahUKtje3uYZkO1E24wv5WMlSUJPTw/LvmUyGSbdx2IxZLPZJ3bkkAerVCo5V9toNFjXgF5+pVLZVEAiBgAVKmgzUtWfQjMK4x0OBwBw/rIbcsB03XStVHUXVZyokCAqvJEqFqUZ6GCiGW502lPL7NPep7ieZFgo3ybOy6L/ow2cSCQQCARgsVjgcDg4R0+qUtS11ak1p+kdpPtaKBQ430t1gW70HokdRLnzbk2f7RcGg4HnqblcLjgcDv67TqdjDRfSYkilUuz57rfBRMyh0/6n9B2N2TqIwQttM74ajQaXLl3CX/zFX8DpdGJ0dBTlchmBQAC/+tWvsLS0hGAwyHnXJ4Fe4vv37+Nf/uVfYLVacf78eZw7dw4GgwEulwtWqxWRSAS3bt1CJBJhvqRYyCGKm1arxcjICH7wgx9wa+z09DQymQzu3bvHBo7EeDoBMrpqtRoulwtnzpzByZMneQNWq1XIsgxZlrmbzWAwNBVyKGXTaDRgtVrhdDpRr9fhdDqRz+ehUCg47/U0IK+EJjPIsswe1+5DS0yNXLt2Del0Gl6vFz/4wQ9w/vx52Gw2jIyMcJcitUgfJChEJ71or9eLRqOBtbU1nrFGjQ/daHwB8Dw+k8nE+6LbJmTs1cVH+0Ok042OjuLy5ctwOp04ffo0Tp06BZ1Ox/oZfr8fv/jFL1iYPhwOs0PxLKD9arVaceHCBRw/fhw6nY652+1E24wvzRl74403WJyEwtNbt27h1q1b31i4AB49oK2tLQQCAZ5eYbfbYbVaOfcYiURw9+5dbGxscLqCTkJKppMmwfnz53H58mUMDAyw2lEul4Pb7WatWvLEOgHyVillMzo6imPHjrHaWKVSQSqVws7ODpRKJXvFwKPTXBz1Tl4EAK7sRiIRVvN/2mujIid5XGIn0W6QZ/bgwQP4/X4MDAzghRdeYKaLx+PhcDISiRzomotevNlsZqnOcDiMaDSKSCSCTCbTUY/8m0BrT8Uj+iDKYTdct8hQApqNrvj/xLG+ePEivF4vRkdHMTw83OQMxeNxfPrpp7h7925ThPssEPsFiHZWr9exvr5+IJzflhtfqhqTwSXVK/IggsEgisXiM4X1RLUhupTRaEQqlYLdbueRNolEgl8YscopbtJkMonFxUU0Gg243W4MDg5CpVIxlUWWZaytrXEl9aCh0WjQ398Pt9uN0dFRGI1GKBQKHjdOOqbhcBgKhQKSJDHfmYwvtaqSp0otrpSaEGde0RrtF7Rh9yttKKYg6FAjsRPSLajValhdXX2OVXt6iKkoKsgqlUrIsoyNjQ1Eo9F9NZx0GuIhIubkn5VV0errItFyMfrc/XUUgXi9XmYjKBQKZuGQwt7Gxga/38+Tx6Y9SewqUcRLlPdsJ1pufI1GIys5eTwe2Gw2VCoV3L9/H4uLi9ja2mKlsaeB6NERiZpoKJQLIrZEqVTi5DuBcpIKhQIrKyv4z//8T9hsNrz66qv4h3/4BzgcDpw5cwZ6vR7hcBj/8z//wzPJDhoWiwWvv/46Ll++zOLxjUYD8/Pz+I//+A+EQiEWiwfA2hhAcz6rXq/DYDDg7/7u79DX18eiI0ajkZkhIv90P6ADEHi0pvt5wekwzGaznEu1Wq34y7/8SxSLRfz617/GnTt3HmuTbic0Gg0cDgeMRiMcDgfrN6ysrODXv/41RxfdDjEaoT+pLtAppoN4TXa7HT6fD3q9Hl6vF263+7GZg3TNk5OTGBgY4OGt1HD10Ucf4auvvkI4HMb29vZTF4r3QqlUwsrKCmw2G7xeL6fCiBlEB1i70HLjS8Iq5PlSjjKRSGBzc5PFzZ8FdFqREr34gCm8/boHQp5wKpXC0tISdDodd78pFApuAqHGgE6BhLdnZmaYJtZoPGwDnp+fh9/vZ3L/14HyuqFQCPl8Hmq1mrnQoue731Oevm43K2U/oK8VxxpRm6xCoYDP5zvw9k5x3A8dRgqFAqlUCpubm6wJ3e0gz1HkwAPN8/wO2okQvVkSWDIYDJxmepLxpQGxer0e9XqdedZ+vx9LS0tNFNTnxW7PFwDXWg6l50uJcuJLNhoPhb9DoRBWV1eRTCZbEs6LHh7937yG9AAAIABJREFUfb+brF6vMxWN2jVrtRpvElK+pwGdB5XzI6NInTvE5w2FQqjValxcEFMqXwc6kBYXF/Hee+/B6XTi4sWLmJiYgFKp5GnIhUKBhdm/6eft5q0+LYgiRKLrMzMzkCSJQ3+9Xn9g1Xqz2Yzp6Wl4vV6MjIxwOEzaC7u7o7oRlPPv6elhDixFJGJkctAg7RaDwcA0SWqDppQCgfY8FZjpEM7lcshkMojFYohGozxTrVV1gUqlgkAgwF1tIuuKDrN2FlpbanwVCgUGBgbw+uuvw+fzobe3F41GA/l8Hmtra/jiiy94Y7cCYu6R/r4fUHWe0hOUVyLqEzUumEwmLiS1+yUkhoPRaGQtXrfbjUQigaWlJcTjcayurrJ+637vtVwu49q1a1hYWEBfXx/MZjMXMWiKaywWY3Hpb8LzbsZsNotPPvkEq6urmJ6eZuI86SpQF9xBGD273Y7Lly9jamoKXq+Xi63E6c3lcl3F+d4LKpUKAwMDOHPmDHeQ0uF1UBMZ9gI1B7ndboyPj+Ps2bMwGo0sgSruX71eD5fLBb1ezznhRqOBVCqF7e1tRKNRbG1t7Utt72lQLBaxvLyMzc1NlEol/NVf/VWTmiIJfbULLfd8tVot7HY759IoVUAqTvthODwNnmVxxGsQdSAoB6rT6dgLA/amybQDZHxNJhMn/gFwe6tIH9sviIRPaQfS6q1Wq9wVuFt4up2g6bBUXKGUD+XvyQC2O98GgKd6kBgNhcJktLqFLfB1UCgUrHtNylytiFCe95poVJLT6YTD4eCcOnVWimkokf1AUSkJGtGEbJr63EpPtNFosLwBjQ+i66B0JkkXtAMtM75iIwP1YCuVSp6nRmF+t2xmuhYxxKS+foPBgNHRUZw9e5Z1UZPJZFuug4yeRqPB1NQUS+T19PRwfvv69etYXl6G3+9/pqiB7jObzeLevXswGo1IJBJM7SHpyYMAtcOWy2XuiisWi3C5XHjppZcQiUQwNzfHAjbtAkUaVquVRbgpxXRYjC51sdlsNvT09HCdRUQnDC/w0PM9deoUpqammrR2iTudz+exs7ODRCLBlEryekkBbnNzkwdgBoNBLh626p7ogBK7MgHwUFObzfZMDs9+0VbjKw6z3C2V1w0QjS8pcpEHNjIyglwuh62tLWxubrbN+AKPGhempqbw5ptvQpIk+Hw+VKtVxONx3LhxA7dv337mkItO9Gw2i7m5OeRyOdZl8Hq9B9bRAzzyfKnTkaQVXS4XLl++DFmWkc1msbi42DYjSAaCvDPqcKRuvf3Q5zoN0fharVb4fD6OHJ6miNqua7PZbDhx4gTOnz/Pbc5UW4nH40gmk/jiiy+wvr7eNJ3CaDRysXt7ext+v79JSrPVIAaUODWEDmUyvO0qurbU+AJooruIknvdmjsjb0csYomV2t1V2VZBXC9aM7G1slqtcn6M6HPPe+pTKJdMJnmDiWHqQUGMOmjqMqnS0fDPdhsPkSGgUqk4zUAG4jBBTDGIIXMnQZGFmNIi9gKNXaKp1rT+KpWqycCSvvdBPxM6BEwmEzKZTNtSYC0xvrs3MpH4KVygKn03eRKNRoNJ3KlUirmvlIcqFou8OdrJkyQCutlshtvtZhrO9vY24vE4FhcXWZ3seVEul7G5uYlYLAar1YrBwUGYTCbmTB40stksVldXeQ0cDgdMJhOsVmsTB7nV6y/uV8rtkyxjKpU6FCPuKVQmzyyVSqHRaLCc5F7yqgd5bcAj7RXyXAuFAtbW1nD9+nWmeJFxI5qcWq1GNBoFAC4Ct7pO9KTrpX0hCv/XajVEIpG2/P6Wer7ipiaxm2QyyWry3QbyvqglUxQTp1bedgmqkDcgck1Jg4Eme1BTSqsOLpqAEI/HYbfbYbFYuHGFqrwHaXTK5TKCwSAMBgP6+vrQ29vLTSAif7vVELvBKCQmVg5R+Q6D8QUeRW65XI6bbfR6PetvHPQzJVBER7+fhM3D4TCWl5c5198NQvoEsdW8t7cXGo0Gm5ubbYvCWub57v6g3AmJaHeLaPZuiNJ7YmcQsTN2d8q1GuIoGFIho6IUFSdaqXdALyLpQ1DX2UGp94ugyjaN3wGap/O2a9OLKR8CeZKHSfuW0jfUiEDynqLKXacgtp+Xy2Xm7BJ3utvWWbRdOp0OdrudU2FdbXyBx/OkJKLe398PheKhenw3gubAicaPBlTu7OzwfK52wWQywefzQZIkFgqitsdr165xwbKVIC9vc3OTpSY7ISJEBwBN/KW9Q2krURi/ldjLWSAj0c31ib1Qr9eRTCaxvr6OXC6H6elp9nw7YXwpnSdGj9SmTc/6WSentAviOpFWyuTkJNxuN+bn59uWP2952kH0fElgh/JPnQqBngSxYizqIwAP+77J823nJhGT+yToUa/XkU6nEY1GecTRN90H8HS0omq1eqA6CnuBDJ7YSSYe4KLqVav2jfgzRVBesds8sm8CdWlmMhnm0VK+XIwiDvq9o5QeTX0mJ0IsoHWTLSCQ50uMi2dR/tsvWmZ891K4okIK0Ui6DWLON5PJwGq18ktYKpWQz+c5H9pOPIu+gvhyiRu5Gzf0k6DRaDjPTVKhpFYlcjpbeU9iAwLpTFCun4rFB0W7ayXEwQKdppo1Gg/lLVdXV3kIaSaTaUovdQt2rxPtA71ej1Kp1FaFs5ZYxN1eA21wIiuLXl23GQcKiwwGAyRJ4vsgRft29fdTeAbsLQlIXyOulxhZkN4vhXdEBO9E7vZZQVKXvb29TWsvTmNox73QYSpW4WnoJ3G9O2m8nhbk6dKf4j7pFFKpFG7fvo1QKMTFZFH/uZuw+32jVCTpvbSrcNlyd1QUuNmttgR0JgT6Oog8X9Eron9r5+wr8fftplSJuXMRuw32YQalpigy2qvJod1rL45rF5k6QPft1SeBitsHpca1H1A+n8SqjEYjP9fdDka34Elpp3Zdb8uMrxiuZzIZzidSDpOGaYqbvRtAnN5CocDNDOQNUWdeO3O+xWIR0WiUGw4ajQbUajXsdjv6+/uRTqeZBie+WGQ46PN2G6tWgu5Dq9XC4XCwXnE0GkWhUEAqlWoywq2GyPiQZRnxeBwKxcMxPNSlKToM3bymJJA0Pj7O6ZvdjU2duP58Po/V1VVEIhFMTExgYGAAGo0GFosFZrOZ37VOpyHIsFYqFSSTSUQiEZ78TZoSZLfEMfStQEuNL4XA2WwWmUwGWq2WOZSUT1MoFF2VbBfbi0Xjm8/neVptu41vMplsMr5KpRIOhwN9fX3QaDQIBAJ75qboug5TqoEgUno8Hg8P2KRGh1b38Yugn0lDV6nphKZb0/SVdoqqtApKpRJOpxMTExOwWq1sfDs9BDafz2N9fZ3bn0mzwWw2w2w2c1dbp40vgeYiRqNRbn0nPWcyvvTRKrQ87UDVTRrqR4U2EllvZ+PCs4BGzlNPPNGNKA3R7uukiv/uNAfloIvFIhPmgWYvZneR7bAYYDGlQgd0tVpFKpWCLMvMrW73/ZC0aC6X49weOQlarZb3QDcbYIXi4Zge0p8m5yefz3f0ukmGlVJ45XKZZUP7+vqQy+U4rXOQmtkiqLOOCpV0GFDkS8V28WtaiZYV3Ag0XwwACyOrVCr09vY2zUfrlhNPkiTWc63X6wgGgzz5oZ0GQPS+yMNOJpNIJpNQKBQYHByEVqvF2toa1tfXWeRDPBR2y2IeBohzvIxGI7NhZFnGjRs3EIvFsLW11XbDIXKdAWBsbAz9/f1MM/J4PMhkMkgmk22fYvusoMPCarWip6cHKpUKoVAIyWQSy8vLHb1uYhIplUqk02kEAgHY7XbMzMzg8uXLSKVS+PDDDzE3N8dj4Pc7+r1VUKlUPDbIZrOx8p8sywiHw5zuI0+dHLNWvWst93zL5TJkWW4a9ww8FK6mMNrv97f61z4TKM/X09ODnp4eHkopy/KBVWXJO1AoFMjn8+yFud1uWK1W1Go1Dtvo63fndw9Lrhd45KmRZjIZYqImhUIhxOPxA4mMyuUyotEo1Go1nE5nkxdptVqhUCi61vCKDBmRqUPOTSAQ2FdLfzsLdOQgFAoFJBIJKJVKzMzM4KWXXkIikUAwGEQkEoEsy0gkEm27jidBoVAwE4M40qTpIssycrkcqtUqdDodp07p+1rxvrU851sqlZBOp6HT6bhriQbnjY+Pw2AwYHNzk5sHSDjjIEEKYvSiUWokHo/jwYMHiEQiSKfTB3Y9FNqGw2HMz8/zDDnqvPP5fCgUCpBlGaFQiDvuDpPRBR4ZXpfLBbvdDq/XC41Gw+Ee5d4PanQPFVlUKhUymQzLC0qShOHhYSSTSaTT6bbKiT4riENvsVhYOYwkSAOBAKLRaNfoJuTzeYTDYU6JNBoN6HQ6DA4O4sSJE6wtLcsyRxvt2gPUbUvax2NjY/B6vfD5fPB6vbDb7U16LzTCS0yVdp3nS6FwOp3G+vo6UqkUjyuXJAmXL1/G7OwslpaWEI1GORyJRCIHPidLr9ejr68PFosFPp+PT7b5+Xn89Kc/RSqVQiAQOJBrIQNaLpdx48YNBINBuN1uvPXWWzhz5gw8Hg+Puvnqq6+QyWQOZKxRq0F5XpPJhFOnTmFmZgZer5dHNeVyOSQSCSQSiQM7kLPZLJaWlrC9vQ2v14tSqQSLxYLJyUkW/k6lUvD7/V13yJH4i81mgyRJAB7Ox1taWsLHH3/MUyC6AeFwGNevX+fRQvV6HRaLBa+99houXbqESCSCmzdvIhwOY3FxEZ9++mnbrl2lUmFoaAhTU1NwOBx4+eWXcfz4cej1etjtduh0Ovh8Pvh8PmSzWYTDYdy6dQvFYrHlRIG2pB3S6TQ0Gg1KpRLreno8HqhUKuTzedjtdpjNZpTL5Y7ojpKINnmXpJ5Fc9KoDfIgQdJ12WwWyWQSL730EudHfT4fTCYTIpFIk1rVYQKFyeT5Dg4O8uBM8iyoUHtQxViimhGzRfR8BwcHWfSoG0F6zFarlSfvkiZJIBDgqLIbQMWrfD6PdDqNWq3GDhClfJLJJEwmExKJBItctSOyI9Uyn88Hj8eDyclJnDhxoumdovSCXq9vkplt9b5sqecLPJw3tr29jUwmg6mpKdbKNZvNzOu8cOECvF4vFhYWIMsyT85t50unVCq5ItzT04NLly7B5/NhbGyMhctpnlMn2BhE0ysWi0in01heXuZZblarFRaLBaOjo5iZmUEymUQ4HOaQqNsLbqSRKkkSXC4XfD4fHA4HtFotkskkh5oHXfGmohAANg40687hcKBYLMJoNEKj0Tw2b6wToGYKKmCfOXOG5yUSRY80cDt9rXuhUqlgfn4eP/vZz+BwODA7O4vh4WGoVCoe7koRNKn6UbqC2pNFGYOngdVqhcvlgtFoxIkTJ3D69GkeOCoyicgJu3//PmRZxtbWFnK5XFs0Xlrq+VLFfnFxESaTCVNTU4hEInw604nzve99D/l8Hr/5zW9w//59zv+2W7rR4XDAbrfj+PHjePvtt3Hs2LEmTm86nWaubyc2LlHO6vU6bty4gZ2dHYyMjOD73/8+BgcHmTOdTCZx69YtVlzrFubIXiDhIp/Px6He6Ogo+vr6OBeYz+cRDAZZY+GgQE1BlIskR4EGPwLgYmc7mz72C7VazU7M5OQk3njjDTgcDh7NQ7UKEoPfz7Ue1P1QPeijjz7C3bt30d/fj3/+53+G1+uFVqvFxMQEGo0GxsfHceHCBeRyOVy/fh03btzgVGYsFnumZgeFQgG3243Z2VnY7XZcuXIFV65cgV6v58GpVHep1Wrw+/34+OOPEYlE2EFsh2PQ8rQDNQsAYCUjGg8iEuvNZjMcDgfr/VKKYne31vO+jKJyGVFK7HY7XC4XXC4X4vE4YrEYpxo6+YKJjSqpVAoajQYOh4MnK9O0B5LrNJvNfHhQmqRb+NPAI7EX0nW22+2w2WxNQks0haHdE0P2gri/yuUyk+pJXpQYO7TOB614JobB9O7QxBUa/ClJEhKJBDKZTNMe7kY0Gg0ejaVQKBCPx5FOp6FWq6HT6fhwUSqVKBaL8Hg8cDgcUKvVSCaT3CNAz+KbtExEmVua1UcOGI3QAsCpLupmJelLsgvtioRbbnzpJgqFAhYWFvDee+/B4/HgjTfegMvl4hywWq3G1NQU/vqv/xqJRAKhUAihUIjZEsSxk2X5mUaJUI7RYrHAYrFAkiRcuXIF09PT8Hq9kCQJ1WoVKysreO+99xCJRHDv3r2uKGRR7q5cLkOv12N+fh7ZbBYajQaTk5Oo1+twOBw4duwY0uk0bt++jY2NDQ7PyBPuxCFCxHWFQgGv14vh4WFYLBacPHkSJ06c4Agok8kgEAjg+vXr2NnZQSAQeKbJzM8L2lfr6+v45S9/CZfLhatXr+Lll1+G1WrFq6++CpfLhUAggI8++oin6LZ7uCdpGmu1WrhcLj68JicnYbPZMDY2xvSohYUFXLt2DclksmtonE+CmFZ4//33sb29DYPBAI/HA4PBwHuGpnlToxGlpyqVCk8bofoIOXa7fw8V0YhtNTIyAqPRyBzuSqXCY7VyuRyCwSDy+Ty2t7f5nUsmk207zNpifCk/tri4iEgkgoGBAczMzODUqVOctwKAyclJmM1m5PN5LC4uYnFxEblcDtvb23zqkKrY7jDq6zY+GV6RgO7z+fCd73wHV65cYaX/arWK1dVV/PznP8fOzg4raXUatVoNyWQSsixDqVTi/v37SKVSOH78OGZnZ2E2mzE1NYVsNsvzpYgjLLaWdgK07jSW/sKFC3C5XDh58iROnjyJer3OI8MDgQCuXbuGlZUVLrp1Ao1GgydUWywWnqRssVhw9epVXLx4EXfv3sXKygri8Xhb9T7EwqTBYIDRaMTw8DBz0V944QUO1Un2cGFhAb/85S8539vNoPdYlmW8//77+MMf/gCbzYaJiQlIkoRz587B5/PBaDRiamoKZ86cAfCokYgK+uVyGZFIBBsbGxw1U/qAvtZqtWJkZISH0hJ3O51OI51OQ5Zl3Lx5EwsLC4jFYvjqq6/YmIsOX7vepbaJ7FKOh7RyScCEerzpZCe2gc1mg9PphNFoRLlchkajQTqdRqlU4mYNUX1qLy1b0ehSZx3RRjweD3Miy+UyEokEisUiIpEIz5PqpgIFnbalUgmyLEOv1/PpT6Bhkx6Ph1s21Wo1v4RUJBDblp/nHp/EsBDDOxJPIVYDcXqpakzRTDgcbppqAHS2PbparaJQKDDfNBaL8d40m82QJAk9PT3c8x+PxzkcfV5DTPuWDCqF30T+d7vdcLlcsNlsrI9SKBQ4Qkwmk7yO3Zpy2A0ypOVyGWq1GrIsAwAL2mi1Wo6QdzMRSP6T1qhUKvGBDzwy1BaLhYvV9LOoszEajSKZTCIajSKRSCCVSnHa6SBkBYA2G196+RUKBT777DMUCgV4vV6cP38ebrcbCoWC82vj4+Nwu92spUtzqTY3N3n2Ey2MwWCAyWTijhRS/CJJPZvNBpfLxXJ2kiRBr9ejt7cXpVIJ6+vr+MUvfoGNjQ1sbGzw5NduBOmims1mRKNRVCoV2O12jI+PY2xsDB6PB6+//jpOnz6NYrGIeDyOUqmE7e1t5gWHQiFEIpHHyOLA/gze7jEroqwltbiaTCbo9Xo4HA7MzMzA6XRidHQUs7OznNNfX1+HLMv4wx/+gPn5eaRSKUSj0a5Y+1qtxoWqL7/8Ej//+c/hdDpx/vx5jI+PY2JiAj/60Y8Qi8Vw7949vP/++0xTo32538gMaJ4jR/TBvr4+TE1NwWw2Y2hoiFvMqSGA6gHBYBCrq6u4c+cOd7QddLGyFaA1KhQKCAQCiMfjzF92Op2YmpriJihRW4FqCVarFf39/ajX60wLE/cnGWjSDiHK2507d/CnP/0JmUwGDx484HTnQc8ybOt4CTrZAGBpaQnVahWjo6MYHx+Hw+HgIgL1+ft8Pv7eRqOBTCaDgYEBZDIZbvmr1+uQJAk2m42bOvL5PIu0KJVKeDweDA4OspE2mUxoNBoclofDYfzxj3/EnTt3Ohru7gf5fB4bGxsszUmUGUmScOzYMZhMJszOzgJ4JAxfLpcxNzfH06Opkwto7oprNB4Jun9d0UL8XNzcpH1LfFiaR3fq1Cn09fWxMdFqtVhdXYXf70coFMKdO3dw7dq1rurQEylMGxsb0Gq18Pl8mJychF6v5zl71WoVWq0W9+7dY69XHLIqRmGEbyoIURTodrtx/Phx1kCYnp6GSqVqamBaXV2FLMtYXl7GBx98gEQi0XaaZrtBkahSqYTf78fa2hpSqRRcLhcqlUrToAGKsKgATd4uSVWKNQfg0X6nQzKfz2NtbQ03btxAJpNBJBLpmPN1ILN9arUat8ZqNBosLi4ik8mwyhEZTmqTFKu7VJU0GAzciUbtgdSmWCqVeBMrlUpIksTtw+Qxl8tlBAIBJBIJLC0tMdm7W17+bwJtoFAohGKxiIWFBQ5TJUniA4bSMjabDSMjI3C5XFx4IPlMym3T5zRHjQ6ivQ4j8jroOZG3S5ELVZA9Hg96enpgt9vRaDSwtbWFRqOB1dVVrK6ucoW7mwyvCDqkKUVGPHQxreLxeLhwS2JIIhdVXFvxPsVx9RaLhfe03W6HwWDA8PAwBgYGeM+nUinU63XE43FmM/j9fu68Im+3G9fxaUASBJRuoXSBUql8LC1FIjxETyUxHpqDqFKp2KEThxRQeiaXy2Fra4u1ejuhpkZQfEPhqiVXRXkzoshQcn14eBinT59mj8nj8XAemDQ0iVYieqgajYZpIkT/2T1ih4jxq6urWFtbQzKZxCeffIKFhQXexBQuthKNRmNfrWfPsrbUy08hF0UAL7zwAsbHx2Gz2TA0NASz2cy5XvLMKAVE3r/4Isfjcfj9fvacyTj+//tpGmopSRJ8Ph/0ej0GBwfR398PvV4Pj8cDm80GnU4Hh8MBnU6HpaUlrsKvrKxgZWWFUyPPIljTzrUVQUprPT09+PGPf4zvfOc7LMBkNBpZFKZUKnHuMJvNYmFhgdd0e3ubw1jKCZN8ptFoxMzMDPr7+yFJEo4fP87UQYoIg8EggsEgkskkPv30UywsLHDoTJX+RCLRsqjtoNZ2L1Be22g0YnZ2Fq+//jocDgdsNhusVisLBuVyOUQiEdy+fRuxWIwHHtTrdRZpoloDfR/lwZPJJDsusViMOcPtHpYAPHltD8TzpZCJOH6Ut63X6+jt7UWlUmEFL9E7II9YNARA8/DIJ/0+Sujn83lEIhEmTH/xxRdd63V9E8iIAkAoFOLOMY/Hw+vX29vL4iE0mQF4JN5DDBKaW0eNBbRWAJrCWNIzpTWn32cymTA8PMxiSR6PB5IkNWk412o1bG5uIhKJsPHtZm1cAq2z6PkSB12lUsHpdLKKWCwWQzweRyqVYq9XlmWumotddDqdDnq9HhaLBT09PRgeHobH48HJkyfhdDrZaaBWcxL3fvDgAb788suu6LJrB8jzJe+VimRUWKxUKkgkEpBlGYFAAEtLSwgEAlx0rNfrfLBRB6vdbueaULVaRSKRwM7ODjdodEOa5sBHCtPI8nK5jO3tbdy7dw8WiwWVSoVJ5BROA48MLgkc0+mfz+dZgJuEo+n/ydBUq1VsbW1ha2uLJxZ8WzYu5QFLpRLW1tZQrVZhsViwtbUFk8nEeXQxlNNoNJyi0Ol06OvrY0aC1+ttajTYvTkpFURkdRp+SZ4ajWApFArctfbgwQOsrq7ywXvY1r5YLGJ+fh71eh0+nw/5fB4ejwdGoxGSJLE6niRJ0Ol0OH78OJxOJ3K5HCYmJngyCR04lNs1GAwYGRlhbmu9Xkcmk0E4HMba2hry+Ty2trawvb2NdDqNaDTKRvewreF+QEVHYsRQGoe6TcvlMkKhEDOmiIYqSgGI73wsFuO1p45RsVmiW9bwwI0vnWJKpRLZbBaBQAAmkwnlchkmkwk2m40pJATK9USjUZRKJfj9fk4brK6u8stOoQiFE0R3o9wYVbO/DaAXMZvN4u7du7h//z5T7Cg3SRMZhoaGMDw8DEmS8OKLL2JycpLJ5tSyTJvym4o3YnqHvieXy2Fubg5bW1sIBAL4+OOPEQqFeEoE5ZG7wdt4GmQyGXz00Ue4efMmhoeHkcvlMDQ0hIGBAUxPT3P3m8ViQb1eR19fH9+neL/0pziYkwyxGAZ/9tlnePfddxGJRJrmsLVDV6CbQNOCKV0WDAah0WhY26FYLGJnZ4e73KjxSiySigycbDb7mF5DN0YNB258KQwj8XAykMS1UygUyGQyjxlf6r2nr6XTLxQKcWcKDb8TjW83LXY7QMWE3aAQlgyw0WhsihT0ej1MJhOnCYim9yTFNFpLkW9NND+iBSYSCUSjUQSDQezs7Bz6KnytVkM6nUYmk4HRaEQ0GmVjS7lGMqIAmorG9LGbfkYfZJzJKaDc+87ODtMCD/PaPQvIU81ms1Cr1UilUkgkEqxlLcsytxdTKmd3ShLAoTmoDtz4EmgDUpX9q6++QrFYZFqP3W5vMgL5fJ5PPFK+r1QqiMVij7Ud0mn4bTe8XwfR+yJlKIPBgHQ6jZs3bzInl8RFHA5H03RZ6hYCHs3lI2MUj8d5+CQZc7/fj1gsxv/WTeHd84DuIZlM4ubNm3jw4AEcDgc+/fRTTpNRqoyKjkS9I1I/GdFqtcprScybXC6HQCDAURxJW34b1m6/KBaLvB7hcBjb29tQqVTc+ECpSooAWi1q3ikcCNvhay/g/xtYkUhNm1n0xKggROGDKKwhPoxOP5BOVo2fBJGtQJ0+ovH1eDwYGhqCwWBgRX/ilwKP5syJBH9SJCMxfFIHa2d418m1JW6pOGSTZoBJkgSj0Yjp6Wn09/fDYDDA6XRCr9c3SX7SDLBcLoc7d+5gfX2dFd12R2wHjU7vW+LripGXeHCJUcNhQ0fZDl8HWkzyCihUo6410fgSbUT0qg4g4BqIAAAgAElEQVTjwzhoiAWJer3Ok1o1Gg3K5XJTF5XYeSUa31wuh0qlgng8jmQyyamGXC53YJSdToIEo4CHa0ODAIgFQhV1YjTQ7C/xMCKBcxJsoQahfD5/4MMjuw20d8gGEL7N73fHPd89fmcTlYwexG6PqlsfSqc9iG+C2KJJzRKU/6VKvMFgaPoe0mSgwmcmk+GUERUxDyLN0C1rK+Z0ieKk0Wh4MgpJJKpUqibPTTTCiUSCQ+puKKh1y9p+G/Gkte0643vYcRg38e4C217yfHvhoA/Abl/b3a3YQPes3Teh29f2MKNr0w5H6DxEqg79/Zu+/giPQ1zH3SyHIxxhN77W8z3CEY5whCO0Bwc/OvgIRzjCEY5wZHyPcIQjHKETODK+RzjCEY7QARwZ3yMc4QhH6ACOjO8RjnCEI3QAR8b3CEc4whE6gCPje4QjHOEIHcCR8T3CEY5whA7gyPge4QhHOEIH8LXtxZ3skacPGl8jqpl9U7+8ON78oGXovg098uJUgL3+JBy0utxhX1txHXe3c3daMOqwr+3zQrQ59HfgcVnLZ8Gh1HYQF2SvDbvX14vf96SvO8L+8STDS/92tL7fjL325e69fLSWncdetoYkWNtxOHad8SUxdZ1OB4vFguHhYZjNZuRyOaRSKZ5kkUwmm7xhGjlP43NIFjEejyORSBxt7H2C5DzVajUsFgtr/FIEIm7CcrnMOr40kv6wCl63EuJ6Wa1WuN1uaLVanspLoPFYwWAQuVyONZI7LS/55wTSC7dYLBgaGuI9b7VaoVQq2cYUi0Wsra0hFAq1bK5e1xlflUoFSZJgs9kwODiIN998EwMDAwiFQlhfX0c2m8Xi4iKWlpZQqVT45TcajfB6vTAajTxhFwDu37+PVCrFM5+O8PVQqVQ8SXZgYAAul4snYJAHQBsyl8ux0Q0Gg02To/+cDTANyFSpVOjv78eZM2dgs9kwNDSEoaEhFrOv1Wo8cDQYDCIWi6FYLB76EUyHxYunQ1KlUsHr9eLVV1/F4OAg3G43hoaGoNVqWUc8Fovh5z//Oa5fv86T0791xlepVEKv18Nms8HhcMDr9aKnpwcAkM1modfrIUkSLBYLD9KrVqswmUw8zsVqtbLxNRqNe4bMR3gECrNo7Y1GI/R6Pa+jaHzFaIOGRxYKBZ7lJo7N+XMFCdTTTDyXywWbzQafz4fe3l6efEEG2Ol0olgsolgsQq1WNw3XPGw4TCk/2u86nQ42mw0ulwsejwc+nw99fX3Q6XS8n7VaLZxOJ3vEFIU/T6TXNcaXHprFYsHly5dx5swZuFwuHDt2DA6HA1arFS6XC6VSCSMjI5idnW0aSW4wGODxeGAwGKDVamEwGFAul5FIJHDv3r1O315Xg8IsvV6PU6dOYWZmhkfL22y2x8bFk2dL481zuRwWFxfh9/uRTCaxtLQEWZY7fVsdg8PhwAsvvACv14uhoSGcOnWKh5TSYFg6oCwWC9RqNWRZxpdffolKpQJZlpHNZpHL5ZpebnGs1u5pvd1gqMnjV6vVPP2kG65rNyg1KUkSXn31VUxPT8PpdOL48eOw2+0wm82w2+18H5TWfO211zA2Nga/348PPvgAgUAA+Xz+mVNFXWd8zWYzLl26hLfffhs6nQ5WqxUajYY9gXq93jQhlz5oIKRWq+UNm81mcefOHR7Od4THoVAo2NBarVa88sorePvtt5um8gLNc+B2Dy/NZDLo7e3F6uoqNjc3EQgE/qyNr91ux8svv4xjx46ht7cX4+PjnDunMU4En8+H4eFhVCoVWK1WrK6uQqPRQKFQNM0sBB4Zt708y24wcjRWSavVNjlG3QaNRgO9Xg+3243vfve7ePvtt5uiu72eEzl/1WoVc3Nz2NnZQbVaRTKZ5DmGT4uuML4KhYIHD1qtVpjNZphMJj5FxQWh6iN9n1r98BbooRsMBt6wNOTwKO3wECqVig2qOI1XkiS43W5YLBZYLBYOxWhNxVQCDZJsNBr8MzQaDT8/nU732Mb9cwNNiqbiJe1B0WPdi/WgVCp5Lemj0Wg0/RyNRsMDPLth9ttudOuUYdqrKpUKTqcTDocDfX19kCQJJpMJlUoFqVTqaydw0zuQSCRQLBafO+/bceNLizI0NISxsTHOi+n1eq4YAw9vvFqtolKpIBqNYnNzEwBgMpmg1+thNpths9kANFNGRJrInytoHcxmM86fP4/R0VEYDAY4HA4e9Ejj0AcHB3lKLwAeC59MJlEqlZDP5yHLMhqNBhwOBxwOB4rFIpRKJT+L3cyIPzdQuisUCkGtVsPpdMJgMDQZYTIE+XwekUiEB5MajUZIksQOiVqthtvthtVq5VyySqXC5uYm5ufnkc/nO327DBoOKkak3QKTyQSn0wmTyYQrV67gypUrkCQJ09PTAIBAIIDf/OY32NraQqFQQDqdZsO6+z5kWebUWqlUemYD3FHjKzZSuFwuTE5OwuPxcPpAdP8p5K1Wq0ilUgiHwwAAp9OJWq3G+ZndP/sIj9bCYDBgfHwcFy9ehNlsRn9/P8xmMxvVRqMBq9XKm0mlUvHE4mQyyYY3Go3yYUhj0slYkGf254xqtYpMJgNZlmG1WpHNZlGv1x/zYKlYmUwmkc1mkc/nodPpYDQaAYCnII+MjDBdzWg08lTkpaWlrjrgGo0Ge4Nic0I3QKfTweFwwGaz4fz583jnnXeg1+t5/RKJBD777DPcu3cPqVQK0Wi0yQkBmm3K8zZeAB0wvmK4a7PZ4Ha7odfrMTU1hcHBQTgcDt58Im0pmUwiGAyiUChgZWUFq6urUCgUSCaTMJlMcLvdcDgc0Gg0bKSz2SxKpdJB3+KBgzwqrVYLm83GVDHiPavVav6/8fFxeDwemEwmTjGUSiWk02keYy7LMjQaDaxWKwwGA3tlhUIB5XKZD0wyIFQobTQa/PvJcHdbWNwuKJVKGAwG6HQ6uFwuuN1uuN1umEwm1Go1PuDIUyVDnM1msb29jWw2C7/fj1gsxpzfYrGIcrmMeDzO30PvTjQa5YJWNxm5bjoMCAqFAg6HA1NTU3C73fB6vVCpVCiXy9jY2EA0GsXy8jKi0Sjy+Tzn2ve6l1YORj1w46vRaGCz2aDT6XDixAm89tprsNvt6O/vR39/P3Q6HZxOJ+eN6CRdWlrC73//e8TjcWxsbGBjYwMAYDabYTAYMDExAYvFgnq9jlKphEKhgGw2C1mWu2pzthJ0EpOxc7vdzBKhQo/JZILZbIbZbIZGo4HD4YDFYmlqBEgmk9jY2EAmk0G5XEa5XIZOp0N/fz+cTicqlQrS6TTK5TIbcpVKBYPBwOG00WhErVZDuVyGJEkwGAwcgnbjC9lqaDQa9PX1we12Y2JiArOzsxgbG0O1WkW5XEYul8PS0hIWFxe5aElc6WAwiGw2i1QqhUgk0hS6q1QqJBIJNuLlchm1Wg3ZbBaZTIa51d2CTrdJ7wZFGsePH8ePf/xj9Pb2wu12Q6VSIRKJ4N1338Xvfvc7ZLNZBAIB5HK5J+ZyW31PB2Z8xRSDXq+HXq+H1+vl08jtdjOhX6PRAAAnvmu1GmRZxvr6OsLhMDY3N+H3+wE8zOVQsSeVSqFYLLLhzWQy3zrPd3erKkUSarUaJpOJc+bDw8OYnZ2FxWKB1WqFzWZrSgeI+blGo4FMJsOV21wux2uqUqlQrVaRy+VQqVSYA6zRaPiDnqlSqYTVauVcZb1e/7PJ/apUKpjNZjidTtjtdt7TmUwG8XgcpVIJiUQCfr+fD7hqtYp8Po9QKIRcLvdYrpHel1qthnw+j0qlgmw2ywXPbo0quuV50/uhUqlgt9sxNTWFgYEBvr5CoYDl5WVcv369I05CW40vVctNJhOOHz+O/v5+Dme1Wi0mJibQ398Pi8UCs9nMIazIVhC9MYPBAIvFAkmSkMvlAIBDY6fTCZvNBrPZzHkzo9EIs9l8qHO/tIGUSiVXaLVaLex2OyRJ4vCf/m1qaopffkmS2FDubg2uVCrI5XIol8vI5/PsZZHXrNPpMDAwAKfTyemIarUKnU7HTBTycMWKvsvlwuzsLEwmE/x+P5aWllAoFDq8iu0DHXw2mw0nTpzAqVOn4PV64XQ6odPpeC+bTCaMj4/zYUat2fl8ntuLw+Ew1tbWuIhDh5dIlexWNkE3wul0YnZ2Fi6XC+fOnePo7MGDB3jw4AGCwSB2dnY6tpZtM77EH7Varejp6cEPf/hDvPbaa3wSqVQq6HQ6GAwGDn/J8IpeQSQS4VwZ9cVTZ5tSqWRSdH9/P1wuF3e2AUA+n4ckSYe6ACSmFUZGRvDqq6/C4XBgYmIC4+PjbHjJCJDXSRSw3VQ7MgalUgnxeBz5fB7pdBrAQ0PS39+PwcFB6HQ6rrJTzrJarfLvI0/PbDY3/Y7+/n68/vrrOH36ND777DNsb29/a40vFRmptf3q1at46623oNVqOc2j0+lgNptRr9fhdDoxMzPDdD2qS+zs7CCbzeL+/fsol8tIp9MolUpNHVTiwXlkfPeHvr4+/PCHP8SpU6e4UatSqeDzzz/Hu+++C1mWsbm52bG0ZFuML3lCxNu12+3w+XwYHBxsooFRYYwq53Tal0ol9sxSqRRyuRy3rtLPJ4NNhkb8EMM1rVbL4XG3dAI9DcTQidZTkiS4XC54vd4m40tfDzx6Sfdq9yVRHHrByeulajp1u5lMJhgMBtRqNSgUClSrVT44RdqUeJ1UVVYoFLDZbN9a2hndOwlAUSu22+1u6kQT6Y60PrT+tVqNC55iNR4AF9tEGVV6XtSe3G353m6DTqeDx+NBX18fp8XK5TJSqRQCgQDS6XRHqXotN74GgwFmsxl6vR6XLl3CpUuX4HQ6MT4+zi8hGQS/34+FhQVks1nEYjHE43E2yMTppbRDNptFPB7nMDmXy0GhUKBYLLJRotBYNMC9vb2YnZ2FLMvY3t7myvFhgdgYoVKpkMvloFarsbGxgVKpxBVwjUbDBUrgYcsp5XQLhQIKhQLUajVcLhcsFgtHFuTN0vPp7e1Fb28v1Go1t2rn83nWbhA9ZfpaSi0ZjUZoNBp4vV6YzWZ4PB5YLBZOb+ym7hxWUISh0+lw6dIlXLx4ES6XC2NjY49pG4hNFeJBRHQxOjSLxSKMRiPcbjcKhUITi4F+RiqVwtraGtLpNLa3t7GwsPCtjSqeFaKokcFg4PQjdWLmcjnIsgxZlrmO0Sm0zPjShqM2X5vNhpdffhl///d/z0Ua2nhkXDc2NvC73/0O0WgUDx48wNraWlMlGHi0gffyJpRKJTKZDDQaDTweD29a8jI0Gg16e3tx6tQpxONxNuCHCeImUiqVyOVyHB1EIpGmghuFs1QVLxQKrBUgyzL0ej23vIqUP6vVykIidrudxXQIVAiSZRmRSAQbGxuo1WqYnp7mw4E8c61WC6/Xi1qtBq/XC4vFwsb622R8jUYjTCYTLl68iH/8x3/kFMxerb/0b2Ro6f8bjQZHGPV6HUNDQzh79izv390po2g0ilu3biEcDuPmzZtYX18/Mr67QMaXul3p3cnlcshkMryPZVlGoVDoaOTw3MZ3N79UkiR+6SRJgk6nYzpTsVhsyh8GAgHW26VTidIQuxdFTDXsbtukan0oFMLW1hYkSYLH4wEA9iboc+KfHpb0A10rFb1SqRRKpRKKxSJ7/5TbJeNLeXNab9LC0Ov1SCQSrDNA39doNJjdQF6C+NJTqJZIJJBIJDhCiUQisNlszDihtmV6VmazGT6fD41GA+FwmA/HwwiNRsNFYVLQo35/ivSoIYWeF3mvYtOBmA7a/bnYRk/av7SeSqUShUIBdrudldAcDgcajQZzgo8A7igkG0D2hwqbsiwjnU53BQXyuYwvGcGBgQG89dZbGBwchNVq5Upvb28visUi0uk0PvjgA8zNzXEut1qtIhaLYXt7u4nk/3XkZsr5Ug5SoVBwDmx5eRn/9m//BofDgZdeegl/+7d/C7vdjrGxMZjNZgQCAWxsbGB9fZ0PgG6l6oignnPqgIrFYk15VwBN4azYEkkvNRUwdTodstksNjc32bhS27HdbofBYMDZs2ebOtWI0H/79m2sr68jkUiwqMjy8jJ7ylevXsX09DRMJhN6enpgMBgwPT2Nf/qnf0IikcBvf/tb/N///d+hE1yndfJ4PHjppZfQ09MDj8eDwcFBmM1mjI6OwmQy8QFDeUQ6bChlQ4cnaQLk83kUi8Umo0w5d71ej8uXL+Py5cvQ6/XcvGGxWHDs2DEUi0VoNBoUi0XEYjEsLCxgYWHhUOzndoLqDN/73vfwwgsvwOPxoKenB/V6HV999RXeffddhEIhPHjwoCuisGc2vmIhyOVy4aWXXsLp06fZK6C+9Xw+j0QigWvXruH999/n/C1xFfeLb3phA4EAQqEQU6/efPNN2O12eL1eeL1eOBwOeDwe6PX6pgkM3Q6aEqFQKJBOpxEMBgF8M5dydyGM1qVSqSAWizV9LRXZSJZzamoKer2e9QdSqRRWVlawuLgIWZYRDodRqVS4w83tdsPj8cBut8Nut8PlcsFkMqGvrw9OpxOZTAarq6v48MMPD826i6AOvtOnT2NychIDAwOYnp7maSnk8abTaVZ0o9wsrRexGDKZDKeCSDKSjC8NAqCo8fTp01zUAx6m9Pr7+9nbjcViiEajLON52Na1HTAajTh79izefvttZlQ1Gg3s7Ozgww8/xPb2Nqc2O41nNr5kdC0WC3p6erhCXq1WEYlEOCyNRqOIRCKIRCKcbmjHpAMxhItEIrh9+zYCgQB8Ph+8Xi8UCgWGhoZw7ty5xzwTsVOoW8Pip6UYUZ6cQJ4wieCIoBy8Xq/HysoKJEniAp9KpcL6+jqi0WhTu7Zo0CkXHYvFuAhKhT8qTnm9XkxOTiKdTiMcDiOVSrVoZdoHsctveHiY6YzUIVitVhEMBhEMBpHP57G9vY1YLNZEH8tms0gmk1wopiInRSPAI52ASqXCz2drawu3b9+G0WiEzWZjznpfXx+r/vl8PhZsJ/7wYYkoWgmlUgmPxwOXy8XPi2ogFFHTO94N6QbCMxtfo9GIU6dOYXJyEkNDQxgYGIDD4cDm5ibm5uaQSqVw9+5d3Lt3jwnkJDDSLgNHucovvvgCsVgMVqsVb7/9Nr7//e9DpVLhu9/9Lq5evcrGmdTRvvzyS658Pq1HfhB4lvXaLUpEjRWJRIINH92nyL3e2trCBx980FTcLBQKiMViKBQKnHMnNgQxIkKhEObm5jAwMICBgQEYDAbmuapUKpw7dw4AEIlE8P777+PevXtdt84Eum+73Y533nkHV65cgc1mw/DwME8yAB5OVnn//ffxs5/9DPl8Htlslg8eyrcTa4ccA3I8RK1bWgexsei3v/0tbt68yRQ0s9mMqakp/OhHP8LExATcbjcuXbqEdDqNr776iqcuHEY65fNCo9Hg0qVLeOONN5hLTR2v6+vrkGUZW1tb/Ey6Zd89l+frcDgwODiInp4eWCwW6HQ6lMtlhMNhRKNRLC0t4c6dOyiXy6285q9Fo9Fg2prJZMLs7CwKhQLMZjM3DwQCASSTSej1euRyOU5FiHnSw5SXfBJ2U56epFMqIpFI7PkzyBiTEDV5vaTfWygUkEgkYLVaUSwWUalUmnLTLpeLtSasVmv7broFoINLr9djeHgYZ8+e5dFWWq2Wi5nFYhHb29u4ffs2H97PE86K4fD29ja2t7e5gERMikwmwykK+rBarcxc+XMzvMBDW+TxeDAzM8Pjx4jKl0qlEI/H2QPupnf6mY0v5foGBwdhs9lQLpeRTCaxs7ODr776CpFIBOFwuCObgRa4Wq1ia2sL165dg91ux4kTJ7goOD4+DpfLxVVrauiQZRnFYhGBQACJRKJJPPwwgIwkdQ+S50qUpKe9D0pfkAGnar9Op8PY2BjGxsa4UKTT6SBJEhKJBGq1GhwOB3w+H9RqNfR6PYv02O122Gw2LkJ1Q/6NoFQquU7Q09MDr9fLXZjFYhGlUgkbGxu4d+8ekskk5ubmuHjbjj1CPG3KW3766acIBoPo7+/H+Pg4lEol+vv7ceHCBc41RyKRll9HN0LUNqH0jJiCSSaTuHfvHjY2NrCystJ1Oi/PbHy1Wi36+/tZjLhYLCKfz2N5eRmffPIJQqEQ53g7AQqzSXC6t7cXDocD4+PjcDqdOH/+PGq1GtLpNK5evYpSqQS/3w+/349EIoGPPvoI9+/fZ+rWYZh+TB1/JGzudDqhUqkQjUafi9Mocq1Jlc5iseDFF1/EG2+8AZVKBVmWkc/nUS6XsbOzg42NDQwNDTV5aKTt4fP54PF4WjYFtpVQq9UYHR3F+fPn4fF4MDw8DIvFwqI2pVIJn3/+Of71X/8VoVAImUyGtZDbZXyJ6bK0tISf/vSnsNvtePXVV9HT0wNJknD8+HF8//vfRzgcxq9//es/G+NLo39oAKbH42E6aalUQigUwgcffIC7d+82OSDdgmcyvmIrqdlsZsnBUqmETCaDVCqFdDrdcW+RJPvi8Th0Oh17WSQsLhalqCmB2g3JwFA6gv7sZiO8W+mMeLetmmFH60U5X4vFAo/Hw962Wq1GNptFIpFAPp9HoVBAqVRiypo46on4xN2iuyGq7pnNZtYJIZ4oyTgWCgXE43Hs7OwgFAodyB6nOkmhUOCpF4lEgh0D4rJT0fTb2M4NND8j6i+gJhXSNCGvt16vI5/PI5lMIhaLccqtm/BcVDPK+aXTaczNzSESiWB5eZn5i92AUqmEVCoFg8GA7e1trKysNIlSJ5NJBAIBrjTX63WYzWa88soruHjxImRZxoMHD7i7a319vevCFwIdiNTx1g4QR7pcLrOhIsqZJEmsxQE8LEjNz89zB6Lb7YZSqcTIyAgKhUKT59hpkFobqY9duHCBX2oyth9++CErtWWz2QPf41QwpQI2ebh6vR5jY2M8hZpyv93yDj4vyNCq1WpYrVYMDQ2xlgbVm06cOMF6JTs7O4jFYlhcXOyahoq98NRv6G7vSqfToVgsYn5+HisrK9w00Q0gPmQ6nYZGo4Hf78fKykpT0Yhk/MrlMgukmM1mzM7OwufzIRQK4U9/+hOCwSDu37+PQCDQNfe3G+RdkpCQmKttFcj4kkdL3V2k3GUwGJgHnMvlsL29zWLW1LE1MjICs9mMBw8eYH5+nkdCdRLUWm2z2TAxMYFz585Bo9EgmUwiHo9jeXkZP/vZzzA/P89UsYMGTbVQKpVM46Q0kM/n405Tiia6zdN7VpBTodfr4fF4cP78efT09GBwcBAnT57kVAOpxC0uLmJ1dRXb29tsfLsRz5x2oD9JBpIEV8h77BZQqoA2bjAYbJJepE1cqVRYN5hkFCmssdvtPNqbur+6mdJDz2Q3j7QVEAeZilQ1+r3i76bROcBDL5g6G6lw1U0NF1QQlCSJ24gbjQbPrItEIk353U6BWCvk/VK6x263s8ASTZzeD2+927SuRd0W0sugCIsGMBCnlyh4pLzXTTSy/eCpjS/lECm/QidOJBLhWVTd8kJRay3xKj/55BPcv3+/SSeCpl7UajU2rJS4dzgcUKvVOHXqFBub+/fvQ6VSsTHppoctUsrIO200Gi01GOVymUcz7S5gUONBMplEJBJBMplkxotKpWIe9ebmJmKxGEKhUFekHBQKBQYGBvDmm2/C4/FgfHycB7X+/ve/x40bNxCNRhEOh7vieTcaDTx48AD//d//Dbvdju9+97s8l8xut6Onp4c74L5O86HbDC8AZs4YDAZcvXoVV65c4RZrqhfQ+0kRFxXYarUaVCoVrFYrPB4PstksD+Lthue2G8+UdhDFPkhblIRXaPhct4Cq6cViEalU6om6EaLOcG9vL1588UXkcjkYjUYMDQ1Bq9Vic3MTdrudR7pQbrObIDZU0MFDf7YCtJ40gFCUTAQehrpUdJVlmUV4iA9cqVR4aCGN3u40FAoFz78jBgFJEH755Zf43e9+x7S4bkEwGEQikYDZbMbx48dRq9WaWC60/ocJ5MVTm/Xp06fxzjvvwGQy8UQWEXSYk3wq/QzKfZtMpq4p6O6FpzK+xB+lybdarZb/TxRG77ZTRryeJ12b+O+UtF9YWIDT6WQ9XeIHm81mrKyssGDKQWC3l7LXfZC8o16vZ9pXq5+HyPulCjIZ5FqtxpOOZVnmGXp0+NGhRW22nU5RidQ84kXrdDqWHwwGg9yW2m0EfUrtUAqIohxJktDf3w+9Xn8oKGeiKiINz6XRYjRQl6JU4FEXIBlcipxIFY5+VqPRQC6XY52SfD4PWZZ5veh5djJV8dTGl+aI9fT0wGazcWGHqFrdZnyfRbwnk8ngj3/8I5aXl3Hs2DGeDzcyMoK/+Zu/QTKZxP/+7/9ia2vrQB7e7okRAJrWWdRS9nq9sFqtiEajLOLSagNH1CfK6yoUCmZAxGIxbG5uMqmdwt5EIgG1Ws0dkJFIhKc1dAqiUL0kSZzznZubw8LCAqLRKDY2NviQ6KaIjowQ5dUpCpucnITRaMTa2ho2Nzcf61jsFoiRpt1ux5kzZ+B2u3Hs2DG88MILzNulIi3w8J6LxSISiQQPyqWOP5LYJOoZAG6oisfjWFtbwxdffMETzVOpFDsFndqDz+T5Wq1WHoIphpuHLeH9JFQqFaZBGY1GblCwWq0YHR1FOp2G0+k8sJBmd4GTPhfXmrw4ikpIwLxd5H/yfCuVChvVSqXC6l4UFdCsPXpZyFiInnmnQIL7RNQnTeJ8Pg+/388C/N3I7RaFpKigTIM8G40G0ul0U2TaTRBb1qmNmzoKx8bGcOrUKUiSxF9Le432G3HIaSoFAG6/pm5Koj+SDkatVsPm5ibXHmjqTaVSaTLuB4mnMr4qlQo+nw8zMzPweDyQJKnp5f42GF4AXLACwCdlMpkEAG7OII+Jck7tLDJSqE8bi3icVMiyWCwwGAxwuVyYmZnhGWpra2oVqWkAAB6zSURBVGtt1aggbjRFC4VCgTvdRBEeioxkWUa5XEYul2MBmk4aX51OB5/PB5vNBrfbzcZKlmVsbGyw7GM3o9FoIJFIYH19HQaDgbUgrFbrYznSvb73IIpuopcrGtyRkRG43W54vV6cOXMGHo8HXq+XOx9JDZG6C4klQ7UCirYBMAvCYDDw1G3yaI1GIwYGBnD58mUeQpDL5ZoGOyQSCSwsLLAC3UEI/z+18R0ZGcErr7zCSvGiCM23xfiSPmupVOKKPelA+Hw+6PV6WCwW6PV6Dl3abXwBcHisVqv59+l0OgwODsLlcsHn8+HChQt80l+/fr1tz6TRaHBHI1XWM5kMIpEIZFlGNpvlyb5qtRq5XI7bcykf3GkJT5PJhImJCR7uSrq54XAYX375JUtCdjNqtRqCwSDu3LkDu92OkydPor+/H+Fw+BuN70GBHAdqzNJoNHA6nbh69SrOnTsHu92Oqakp2Gw2LowXi0Vcu3YNN2/eRC6XQygUQjKZbBqEQDZHqVTC4XAwT/ull17C1NQUa41YLBbY7XacO3fusfFM5MTcv38f//7v/46FhQWk0+kDicqeOu1gMBggSRLne7stx9sKUDhHHjDJBVL1lDYQ0e0OirJDniQpigFgQRGn0wm73c7PhkR12gkquCkUiiae9F5z+ChHSemJbtg3arUaZrMZkiSxeA4AZrKQB9bNoEaiTCbDnjs12uynrfwgnoE4L5BkSGkEE9UoSJiJqJ80bzEUCiGbzT4mdEXysfRBUVixWEQ0GoXb7ebotNFowGw2c3s7vb/idcmyzDl/4OHcQtqr7coJ79v4UshgMpngdrs5qb17rPu3CRROz83NQZZlnDhxommyr91uZ55zuylTogEjOlx/fz+3w/p8Pp4iQgdDu/mNovElD0L8fXS9ADjPS8M9O214gYcH1/j4OCYnJ9Hb28vNM5Sr7nRaZD9oNBrIZrPMbKjVasza6DSPl36/1WqFz+eD0WjE1NQUJicnYbVaMT09jf7+fuRyOdy4cQPZbJY1tvP5PDY2NrC5uclTQIjRQV6vWP+g3Hw+n8fnn3+OlZUVaLVabpghjjCl6aib9eLFi5iYmIDX68X3vvc9nD9/nnPJhUIBN27cwI0bN9riMOzL+O7uOnG5XEzfyOfzXcftfR6IG5YKF3NzcwgEAjAYDHjxxRf5QUqSxBqrBwEyXCqVCl6vF2fPnoXVauXQGUBTLli8j3aBfp84HFK8XmI70OTYbmINGI1GjI6O4sSJEzCZTE2di90qrL8b1EQTjUZ5egM1JLRKUOl5oFAoWI/B4XDg9ddfx+uvv84NTSqVCisrK7h58yZWV1cRCASwvLzcVBAD8I2Gj/K4CoUCoVDosa5L+py0pZ1OJ/r6+uB2u9n4vvXWW03DZzOZDBQKBb788ss99/fzYt/GVzTAFGqXSiXkcrmu02RtJcQK6+480EGHzmI6hMjoxOulSQZUQKDrFAXV23E94oYUN7qoLyBedzekGwgqlYqZDhQpHEZQOkrMZ3bDvdB1UOs2FQJJVyWVSqFQKCAYDCIejyOZTCKVSj02XHQ/EIv+X/c9SqUSmUyGo9dgMIjNzU2up1BBmw4u0ixPp9NIJBIsqNSKPbwv4yvqZpJiVr1eRyAQgN/vx/r6eld1/zwrxE1LYQ310ZOYNhkRcZrBQR08YpcVFS1oxLjBYOB8GUUkdE+tNnb0kgOPDiBxppvBYIBer0epVOLWbeLKdovhBcCGgUYedZPh2i8UCgVMJhN7c2Q8xKJSJ69NqVSir68Pr7zyCrxeL3p7e3mI63vvvYc7d+7wgFaa/EyRdDv2Cr3P1WoVuVwOP/nJT/D73/8eY2NjePvttzE8PMyaLhaLBa+99hr6+voQDofxi1/8Ardu3WJq3/NGcPs2vmR0KVSgHn6/38/DMb+NIEMrer6U66Rk/EEZX/JsqehGuav/19619rR1ZdFlMDa2r/EDgwEbCJAmAUoTkXZSjTSjqhpNp/Oh36pq5t9V7ad+7YxGndFkNE2TvpSUNEBICa/Y2Pj9ura54Md8QGvn4EkIEBOb1EtCRMTyvffcc/bZZ++11yavkZsBK8vUsulmTWQ1ydH4d94XY2zUl1AritoJTJ42VlGdJ7BCzOl0SlJJNbyt0jVQr+/1ejE7O4uRkRHR/8hms/j+++/xt7/9TcJpryocxXWSy+Wws7MDALh+/Trm5+cxMDAgG5rFYsHc3Bymp6cRCoXw4MED/Pzzz/IMr8T4kirCzCDwtL0J9Vtft7ADJ63FYjlEY6E3zJLOs6ggOwpq4q1YLArjRBVQ7+3tPZTVbeY9qkd1daGrUpMqq4EnhXYzvMDTEl3DMNomRnpSmEwHbe39fj98Pp+0sydaOe7cjLmWaHSz2Syi0Siy2WzLi7N4XV3X8fDhQ1SrVUlcc+2zI8zY2BjeeustadfEQqbT4ljGV+1US4pTtVpFIpHAxsbGa+n50rtzuVy4evUqgsEgJicnRRymVCrJxvOqyhM5UarVKnK5nGgLs4U4qw8pOq1p2qGYfDMmOFu2OJ1OERsHDqg5mUwGmUxGyjfZSLNdKx95BNV1XQoU2vE+j0J3dzeCwSB+85vfwO12i+fWai+epwo6bFwzd+/exbfffotsNotHjx4J86XV4x4KhfDpp5/CbrdLk1dN0/DBBx/ggw8+gMViwfvvv48333wTKysr+PzzzyXRftp7P3bYQZWRZIUVa6vbSUbytHjWZOWRzuv1wu/3i1A1aUj08F6150ulsmKxKFqmqudLFTF6v83cHBo93+7ubkmo0etVww3t6vUCh7WJyQcFzlelpslkgqZpGBwclGRWO4Dx3kbPNx6PY3V1VVqNtQvzpVgs4pdffgEA4SGzQ4ZhGLBarRgZGcHAwAD29vaER/8yc+VECTdmKYGnXgPLSdudjP4iNJZaqmWQg4ODCAQCsNvt0HVdYsBU83rVi7VarWJnZweLi4vw+/2YnJzE+Pg4arWaxC/9fj8uX74Mj8cjvMlmbJBWqxU+n09ijKy2Uzcjjks7G14AkviJRqPw+Xzo6+sTo9GYfG1XqL0U7Xa7OAetPm3QceEmTceNTturTFSfFCpFcmFhQQTbPR4PHA4H4vE4+vr6EAgERC3tNM9y7LADaU1UMaNuayKRaFvxkZNCpUzRk9Q0DWNjY3jjjTewv78v9f75fL5liaRqtYqNjQ2k02mMjIzgrbfewszMjBTBmEwmTExM4N1330UqlQIAhMPhIydII7/5eZ9xOBwYGRmB2+2Gx+OBxWIRg0tNB7XSrZ0NV7lcRjgchsViQa1WQzAYlJNdsxOVZwE6CHa7HR6PB3a7XZJXre4S0t3dLUwS8o57enqk1Q/lRdsRXNfFYhE3b97EDz/8AKfTievXr2NqagqFQgH9/f2wWCyIRqOnznm90PiqhogTk2DGv51b6pwU9IA5sSlmY7fbhQpDjYJWeXYsKQUOCgUoVEOFru7ubthsNni9XhEBokF52ftVud6NWXX+nAUh/SxQrVZRKpUOsUP4THzOdn0OMo9UBa+uri7Z+Fop1QkcTtLz3jierU6yvQh857VaTcIjTqdTCkUMw0BPT4+IvKtMmZM807E8XwoUswaeUIW023UgTwN6E9RN4CBvbGzgm2++ERWpVnoWPBqxYSD1aOfm5uD1ejEwMIDZ2Vnkcjk8evQIdrsdAJ7rER3n/bHcOhwOS7cKMkL8fj+6urpQrVbR29t7LuZDqVTC+vo6CoUCHA4H3nnnHenv53A4RGCp1YasESaTSTLvHo8H09PT0lnk8ePHiEQiWF5efmWVl8+C2WyWEl6VDsk5cp5sBkWkNjY2UCgUoGkaRkZG0N/fD8MwEAqFUK/XpSryuDjS+NKaM8NNsWJVY5PG93UCj+/ULXY4HLDZbEin07hz5w5isRh2dnZa+twc93w+j5WVFdRqNUxOTmJqaupQg0Fd13Hnzh1JzJGjfFrouo5QKCSUIRrfwcFBaJomambt6jGqKJVKWFtbQywWw+joqLRHYgyVC6qdjC+98tHRUfzxj3+E3+/HpUuX0NPTg0KhgMePH+PBgwfST7FVYMjO5XJB0zSJ/TJkeZ6ML3DQu3BzcxOhUAijo6OYmppCMBgUzW+uqZOEIY/l+fIY+azQQjvQWpoJFguwgabT6TykdsUqsnYQh+ERjgpQ1DCl2I16NG2WMSHHmSwPHidJdVNb1rc71EpF6jioyn0mk+lQtWCroYZDqC/CEw27hhQKBaTTaWl/1A5Q5QlsNpuwhsiVPw8gW0OdM6zGO62k7rGMb7VaRbFYhNVqFaNDI/WqZRVfFkcZBnWCTE9PY2ZmBoFAAA6HQ+KDyWQSiURCas9bDcMwsL6+jmQyKR04fD7fIS3doaEhzM3NIZPJYGVl5aWMCRMRHMfe3l6Je6ndZM+D58sEaqlUkgSqyWTChQsX8N577yGZTOL27dtt04iS7Bu1yaTD4YBhGIhEIkgmk1hcXMS9e/dQKBRaKgTfuLGR/TA1NYX33nsPqVRKxHSA9maUqGDobWlpCaFQSNp1nYa9cWzjy5I8dTdVE3GvA7hDWywWBAIB6d9G0XSKh7cTP5HcyUQiAbfbLcIkJpNJEm1utxvj4+NwOBwIhUIvdT0eGXt6eiTkwM7E9LLPi+fLDdUwjEPiUIODg5idncXOzg6WlpZafJdPwdMMaZ/U0Njf30c6nUYikcCTJ0+wvr4uhq9VUDnUPImRAjk7O4tYLIbV1dVzM1dUlMtlhEIhWCwWlMtlUWBTxayO80zHMr5s40H9AE5SkpGBgxjPecBRXi8ntaZpkiywWCzY3d2FyWRqaqVYM8H7yefzUiIZDAYxPT0t8evBwUEAaDoJvzHsdBzKWrtAzWpXKhVxMHp6euDxeLC3tye6uO32LOVyGYlEQsJAlUoFyWRS+Nytvl+elim5WiqVRGd4cHAQZrMZMzMzAA5i7zs7O3Lv7agDooJjzjCe2lUDOP68P9JiMryg6zrC4bDIqjGj5/P5MDExIUfxdm+5chRMJhPcbreo64+OjiIYDKJarSKVSqFSqSCRSLxyLYfjgC8+HA7j008/hdPpxB/+8Ad4PB74fD4MDAxgfn4e0WgU9+7da9p1STlrpJ3xns4DmM+gJm5PTw80TcObb74Jt9sNr9crxQHt8t7r9TqSyaQUALBooVAoYGdnpy0YSIZhIBaLIZVKYXt7G9FoFLVaTboS7+3tYXJyEul0Guvr6/jyyy+xubkp1L92NMAqlVLXdUke8l6bHvOldecupnq+vb29cLlcKJfL58bzfR5MpqedmVm9xYmtNoVsZ2aHruv45Zdf0NXVhcnJSRSLRWkpxLLIZoYF1Gqw8wqOA5smlstleDweeDwe6LouEo38bKsNAu+hVCohlUpJJxm1o++LNG1fBRjSoX4uNUacTid8Ph+AA4767u4uLBYLbt++LQyiUqn0f1zxVo87QeNLO/AyY31stgMtfLFYRDqdBnDQMXRubg4OhwNLS0tIpVJt5SEcB/TeLBYLhoeHMTMzg/7+fmnBncvlsLCwgGg0ikePHrV9dpYT9smTJ/jnP/+JgYEBBINBBINBiRFSeP203kWjaLdau99qj+u0iEajuH37NgYGBnDt2jXp/hsIBDAzMyN9xFrJfCC7hU5QLpeTeDU7+zIp11j81KpioFqthlgshm+//RY+nw9Xr14VESOWHVPv94033hDuOkv4dV3H/v6+iFgBkPgqQ4Qmk0k6Wezv70sxVDPRWETRjE3hWMZXpShRDo4tWC5duoT+/n7cvn0b29vb/xf/aHeQ12mz2XDx4kX8/ve/F6GSer2ORCKBf/3rX1heXm4r2tFRqNVqWF5eRiKRgNPpxCeffIKLFy9C0zQ4HA7Y7XZRmTqpJ6/SndRwA6sd2/G4+CLU63Wsr6/jiy++QF9fH+r1OmZmZmC1WnHlyhXs7e0hEolIWWwr75Prq1gsIh6Pw2q1SveSSqWCrq4uOJ1OETlq5XrkddfW1pDP56FpGgzDkN6DLpcLdrsdmqYhGAzKhsF5tL29je3tbRSLRayuropnzASXz+dDIBBAd3c3tre3EYlEUCwWsba21tT39CzD24wxPbbxBQ4WNXfcer0uJGpSXkh7OQ/eD42GxWKRe3e5XPB4PLDZbFLdRN4kkxvtHHZQwSSG2v6cdDC+J76rk4AMF/J5OTHpgZ3mO9sB5XIZyWRSYqdMqLBLRKlUEv3iVjoXvDZPLgDE8AIQb7Krq0vUBltd/r+7uytjm06nhS3Ezjjd3d3wer1yglKfjfHVXC4n7Ak6DV6vFz6fD93d3cjn80KFVSUQXhbqHG92TuNEgdpKpYLFxUWYTCYMDAzgww8/lOTUn//8Z8zNzWFlZQXfffcdCoVC2xlgDp7FYhEmw9TUFObn5+FyuXD58mUMDw+jXC7j7t272NzcRCQSQSwWOxcbigpV8F3XdWSzWVQqFczPz8PtdmN7exv//e9/EYlETvS9fX19GB4ePqQdWyqV8NNPP2FlZQUbGxvIZDJn9FRnh1qtJl1CSINi5Z7H44Hb7cby8rIwInRdb6lBowfI4hb28gsEAvD5fMhkMlhcXBRt5UQi0bKiCzJJarUafvzxR+zu7sJut8s88nq9mJmZgcfjOdRZxOVyATjY2DVNw9TUlHwXy9g1TUO1WsXW1hai0Sh0XW9qSzPy2Kmn0sxqxxMZ3/39fSwtLeHx48cYHR3F1atX8e677yIYDOJPf/oTdF3HV199hQcPHoi31W4GS9Xo1TQN8/Pz+OSTT+Dz+aTzA1kBX331lbStPm/eHEnuZrNZpD9tNhvm5+fx9ttv4/79+1haWkI0Gj3RO+rr68Pk5OQhhf98Po+ffvoJ//73v5HL5c6l8aWHaDKZEIvFsLa2BrfbjStXriAQCKC3txe3bt0Sz61cLrfU+LKfH42Q0+mE2+3GO++8g8uXLyMSiaBarSIajSISiSCTybTM+HJsDcPADz/8gIWFBfT29mJsbAw+nw+Tk5OiGcMu0mazGW63G06nEwAQCAQkLMFwipqH4ntjArIZMJlMQirg9ZpZ2XpiigKpVsViEYVCQbQsSbRnS2az2Yx8Po9CodDyBBzjlOy84HQ6MTQ0BKfTCa/XKx06GNNlixPK3p03w6tCDRVVq1XRJHW73fD7/UilUtjd3RVZPDWZpqpRsXff8PAwhoaG4Ha7YbVapcxS13Xk8/lz31KKx9xYLCYthpjEYozRbDYjl8sdWXZ/FmBZMfMUDDE4HA7p58cfikGpjUFbDZUXS10Ss9mMVCqFaDQqz8K/q7FWGlw6FeRmk6VSKBRE2rRZ70MtiybttpnO5ImNL2MyxWIRCwsLsFqt6O/vx+zsLPx+P37729/C6XQik8ng5s2buHnzZkvjwOShapqGq1evitd25coV6cvW1dWFXC6HO3fu4M6dO8hms5JgO2/sjUbUajWEw2H8+OOP6O/vx40bNzA2NoYrV67gr3/9K2KxGB49eoTvv/8euq4fakXP04HD4cDw8LAkIsfGxmRhr6+vIxaLYXNzE+FwuC3kDF8GlUoFDx8+RC6Xw9DQELxeL4aGhuByufDRRx8hn8/ju+++w5dffikb11mXmtN42mw2+P1+2O122Gw2aZg5Pj6OsbExOJ1OXLhwAcPDwzAMQ7pas1CkHcDNam9vD/F4HPl8XuoENE2TKkmVQw485WOrGgs0wJVKRRTHmiX0pRpelUbbcuPL+Mfm5iasVismJiYwOzsLl8uFS5cuidpPNBrFN998I4PVCuPLl0g2AzuUXrt2DT6fT7z3YrGIpaUl/P3vf38tPF6iVqshmUzi8ePHKBQKuH79OpxOp1Tzlctl9PX1YXNzEz09PXC5XNKOZnR0FF6v9/82K1bLbW5u4smTJ4hGo4jH40ilUm0XZjoparWaZM6DwSDef/99GIYBu92Ot99+G11dXdjd3cWtW7ck8UP64Vk8u8qltlgschRnvJMUyfHxcWmk6fV6kclkxPCqXmQ7gA5cPp9HPp9HPB7HxsYGgKfCViaTScKA/LvKsVUZBzTIDKs08z3w5NfMJB5x6sqIarWKdDqNSCQCs9mMjY0NVCoVyaZbrVaMj4/jxo0bkgVnAohHBNafN0odNtNQ83uo/pVMJrG3tyfeMEVVisUitre3277v2GmgcnBVD6K7u1tKaScnJ+Hz+US3mWWglARkLI7Jm/39fYTDYYTDYSSTSWHAvA7gcxiGgXA4jOXlZbhcLkxMTEiRwNzcHIaHh5HL5ZDL5Q7xS5ns5Imp8eSkjpP6b7XnmSqMT3qg0+kUD5fc9J6eHjidTvHOeGSPxWKi+cGQUztDHQdVI6HxNz3nRuPbzLlHwTC1VyVDJc3EqY2vYRhYXV1FOBzG2toa9vb2MDQ0hJmZGfzud7+D1+vFhx9+iPn5eSFJl8tlpFIp3L9/H6lUCslkEqFQSI5uTGKQ59csMJO9tbUlcSKqWHFDYPmwWl3zukDd3EjXqdfrklW+fPkyHA4HKpWKZPbZwYONJXnMe/jwIf7xj38gk8kgmUzKZpZMJlv9mE1FvX6gXvWf//wHq6uruHTpEv7yl7/A7XZjbm4Og4ODQqGistXCwgK2trawu7uLbDYr4bbG8tNGg8HfPI2YzWZ4vV5pDXTx4kX4/X4J/5CnzXAHPbNarYaNjQ2sra1hbW0Nd+/excbGRtOz9GcJtZCk0Q6oMdfG9XkcA3xc799isYgoFfv80S41Ey/l+XLXr9VqWF9fR7FYxMDAAOr1A7Wr0dFRjI6OolKpIJvNQtd1SWZxUafTaZk4nCDNPCKpvEhyAQuFAra2tlAoFM6FkEczQOOpClnzSNvX14cLFy6gXq9LaS0LKLq6uuS0YhgGcrkcHj58iJ2dHeRyORFUfx3B4opCoQCr1Sqlu9TMqFariMfjiMVishkVCgUpAlDndaPBVTd4/qaIu9lshsfjEYH6iYkJjI6Owm63Y3BwEDabTZJMpF7xZMlTXDweRzweRzKZPJfv5yy51C+yL0wwc+5zk2t27qcpggy7u7sySSkx6PF4MDU1hampKdFNYCXU7OwsgsEgkskkLly4gGKxiJ9//hmLi4tN9zo5aNRurdVqKJVKh8Id53FyHhe1Wk3i76VSCV9//TUikcihzDMXMHBQb88mnIw1sjlmpVLBgwcPkEwmUSwW20JQ/izBQhvgoAHprVu3EAqFpGM0GT5kzFy7dk1EY1io0di1odH7Va+lclypqsfwj9vtlgaUpVIJuVwOyWQShmFgZ2cHOzs7wune3d1FPB6XzaKDw8USanhHlcTl/1OPWs1VnUk8/6gvNZlMx7qiSoHxer0YHh6Gy+XCxx9/jI8//liylzS+PI4x3qrrOj777DN8/vnn4jU0O76iUqc4sGcxqPV6/Vhu+3HH9mVBriITL5qmCWmcRqHRG270DNQ4GwsM+PlXyQRpxdjyBKBpGgKBAPr6+nDjxg189NFH6O/vlzANgEPl1c9btEeNF5M66jtQaVY06oZhIJFIYGtrC7quY2FhAQsLC9jb2xMPmDzg44bv2m3eNhuqM8EKTcbTKbPKMaeuhKpj/jJ24nlj2xTPl1xS4OkDsLUNj/Zc/ACEUM0dBoBkNc9ql6Gn92sDn5uGldrEqvHlv/n5Z72DX6sHxY2JXUx0XUc8Hkc2m5Vmm5qmoaurSzRCuNCJF5WlqqEIGmdel0aXuYlisShhIP6k02mJvTc7X/I6QhWEUrtV829cL2fdhbvpOpBMZhmGga+//hq6rsPhcBwi5vM4FQ6HsbKyglwuh3v37p0bXYjzBvIhAUgy43nZ4udl4n/tILfdMAwsLS3BZDJB0zS43W6Z136/Hy6XS8rXqX9BQ/ysLD29K35/JpMRCVeeMKhaporK8LOGYWB7e1vWznnmpJ8laExpXNl/sFarHaKzATjUo/AsN7KmhB0aoZLCbTYbHA4HpqenMTY2Bk3TMDY2BofDgfv37+PmzZvIZrOyi5/3Bf+6H99aiVaPLT0jUvR4bOXPzMyMJMbISuAxlyE3NVzDZFwul8Pe3p6EEtilIpVKSZiOpzbVcNOYN0PKs9Vj2wqoHrCK5zkjp8WZhh0awR2Gu0e9fqCLm0qlYBgGLBYLNE2TLqu/huRNB+cfjR4rFy1ZJCxsIE3JZrNJckf9nGo4GcclXY9l7YVCQTxfls023gvxuieNzwpH0dZeBc7E8yVIVaJIBon6/J1OpxGNRmVytTsR/Dj4NXoQrwrtNLY0vGazWX44x8mRZoKXn1fnt+q90klRNTZIH6OHfFQ44Sy9s0Z05u3J8byxPVPjq3zPoX+r3Q9et127M4nPDu0+ts86whJHzfF2mP/tPrbnGa807PCMix+izqgJnw46eJ2gzulGFazOfO9AxZGebwcddNBBB2eD5kv1dNBBBx108EJ0jG8HHXTQQQvQMb4ddNBBBy1Ax/h20EEHHbQAHePbQQcddNACdIxvBx100EEL8D8HJkuuntZ/ZgAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "에포크 #699\n", "699: [D 손실: 0.406875, acc: 0.834652] [A 손실: 2.416173, acc: 0.167863]\n", "1/1 [==============================] - 0s 17ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "에포크 #799\n", "799: [D 손실: 0.407301, acc: 0.831836] [A 손실: 2.380127, acc: 0.163173]\n", "1/1 [==============================] - 0s 14ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "에포크 #899\n", "899: [D 손실: 0.405776, acc: 0.830623] [A 손실: 2.367992, acc: 0.158214]\n", "1/1 [==============================] - 0s 15ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "에포크 #999\n", "999: [D 손실: 0.402579, acc: 0.830940] [A 손실: 2.376261, acc: 0.153622]\n", "1/1 [==============================] - 0s 16ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 10ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "에포크 #1099\n", "1099: [D 손실: 0.398434, acc: 0.831896] [A 손실: 2.396367, acc: 0.149077]\n", "1/1 [==============================] - 0s 16ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 8ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "에포크 #1199\n", "1199: [D 손실: 0.394376, acc: 0.833217] [A 손실: 2.418729, acc: 0.145720]\n", "1/1 [==============================] - 0s 15ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "에포크 #1299\n", "1299: [D 손실: 0.390678, acc: 0.834247] [A 손실: 2.444227, acc: 0.142098]\n", "1/1 [==============================] - 0s 18ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 8ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "에포크 #1399\n", "1399: [D 손실: 0.387112, acc: 0.835667] [A 손실: 2.471191, acc: 0.139112]\n", "1/1 [==============================] - 0s 14ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 10ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "에포크 #1499\n", "1499: [D 손실: 0.383102, acc: 0.837037] [A 손실: 2.503141, acc: 0.136367]\n", "1/1 [==============================] - 0s 15ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "에포크 #1599\n", "1599: [D 손실: 0.379421, acc: 0.838446] [A 손실: 2.533849, acc: 0.133506]\n", "1/1 [==============================] - 0s 15ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 8ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "에포크 #1699\n", "1699: [D 손실: 0.375806, acc: 0.839966] [A 손실: 2.564631, acc: 0.131277]\n", "1/1 [==============================] - 0s 16ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 8ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "에포크 #1799\n", "1799: [D 손실: 0.372246, acc: 0.841505] [A 손실: 2.595000, acc: 0.129026]\n", "1/1 [==============================] - 0s 15ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 8ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "에포크 #1899\n", "1899: [D 손실: 0.368914, acc: 0.842711] [A 손실: 2.620409, acc: 0.126880]\n", "1/1 [==============================] - 0s 16ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } }, { "output_type": "stream", "name": "stdout", "text": [ "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 3ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 6ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "4/4 [==============================] - 0s 7ms/step\n", "4/4 [==============================] - 0s 5ms/step\n", "4/4 [==============================] - 0s 4ms/step\n", "에포크 #1999\n", "1999: [D 손실: 0.365639, acc: 0.844069] [A 손실: 2.651458, acc: 0.124637]\n", "1/1 [==============================] - 0s 15ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "lWjXR15ju2hx", "colab": { "base_uri": "https://localhost:8080/", "height": 313 }, "outputId": "b2e6d464-a010-4bcc-9e9a-5990e0e4d144" }, "source": [ "ax = pd.DataFrame(\n", " {\n", " 'Adversarial': [metric[0] for metric in a_metrics_complete],\n", " 'Discriminator': [metric[0] for metric in d_metrics_complete],\n", " }\n", ").plot(title='Training Loss', logy=True)\n", "ax.set_xlabel(\"Epochs\")\n", "ax.set_ylabel(\"Loss\")" ], "execution_count": 25, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Loss')" ] }, "metadata": {}, "execution_count": 25 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "t9rNAk4Yu2hx", "colab": { "base_uri": "https://localhost:8080/", "height": 313 }, "outputId": "fd7f50a9-842a-4cfd-c891-7edc05fb2745" }, "source": [ "ax = pd.DataFrame(\n", " {\n", " 'Adversarial': [metric[1] for metric in a_metrics_complete],\n", " 'Discriminator': [metric[1] for metric in d_metrics_complete],\n", " }\n", ").plot(title='Training Accuracy')\n", "ax.set_xlabel(\"Epochs\")\n", "ax.set_ylabel(\"Accuracy\")" ], "execution_count": 26, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Accuracy')" ] }, "metadata": {}, "execution_count": 26 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] } ] }