{ "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": "8-2.ipynb", "provenance": [] }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "VsZV03UD5Qb5" }, "source": [ "# 합성곱 신경망을 사용한 이미지 분류" ] }, { "cell_type": "markdown", "metadata": { "id": "MiG7uEQF5QcA" }, "source": [ "\n", " \n", "
\n", " 구글 코랩에서 실행하기\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "fQSb0wK85QcA" }, "source": [ "## 패션 MNIST 데이터 불러오기" ] }, { "cell_type": "code", "metadata": { "id": "BGJBttQs5QcA", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c3f92033-e978-4922-d7d9-62599098cd5b" }, "source": [ "from tensorflow import keras\n", "from sklearn.model_selection import train_test_split\n", "\n", "(train_input, train_target), (test_input, test_target) = \\\n", " keras.datasets.fashion_mnist.load_data()\n", "\n", "train_scaled = train_input.reshape(-1, 28, 28, 1) / 255.0\n", "\n", "train_scaled, val_scaled, train_target, val_target = train_test_split(\n", " train_scaled, train_target, test_size=0.2, random_state=42)" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n", "32768/29515 [=================================] - 0s 0us/step\n", "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n", "26427392/26421880 [==============================] - 1s 0us/step\n", "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n", "8192/5148 [===============================================] - 0s 0us/step\n", "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n", "4423680/4422102 [==============================] - 0s 0us/step\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "Y4m7l2115QcB" }, "source": [ "## 합성곱 신경망 만들기" ] }, { "cell_type": "code", "metadata": { "id": "wubmkM6q5QcB" }, "source": [ "model = keras.Sequential()" ], "execution_count": 2, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "fcuXinil5QcB" }, "source": [ "model.add(keras.layers.Conv2D(32, kernel_size=3, activation='relu', \n", " padding='same', input_shape=(28,28,1)))" ], "execution_count": 3, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "ddZAIUwJ5QcB" }, "source": [ "model.add(keras.layers.MaxPooling2D(2))" ], "execution_count": 4, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "6NbO08605QcC" }, "source": [ "model.add(keras.layers.Conv2D(64, kernel_size=(3,3), activation='relu', \n", " padding='same'))\n", "model.add(keras.layers.MaxPooling2D(2))" ], "execution_count": 5, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "sxlx0yyS5QcC" }, "source": [ "model.add(keras.layers.Flatten())\n", "model.add(keras.layers.Dense(100, activation='relu'))\n", "model.add(keras.layers.Dropout(0.4))\n", "model.add(keras.layers.Dense(10, activation='softmax'))" ], "execution_count": 6, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "1CFKlE-B5QcC", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2c7bdc7b-6437-4624-d8d9-75c61355d2c8" }, "source": [ "model.summary()" ], "execution_count": 7, "outputs": [ { "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "conv2d (Conv2D) (None, 28, 28, 32) 320 \n", "_________________________________________________________________\n", "max_pooling2d (MaxPooling2D) (None, 14, 14, 32) 0 \n", "_________________________________________________________________\n", "conv2d_1 (Conv2D) (None, 14, 14, 64) 18496 \n", "_________________________________________________________________\n", "max_pooling2d_1 (MaxPooling2 (None, 7, 7, 64) 0 \n", "_________________________________________________________________\n", "flatten (Flatten) (None, 3136) 0 \n", "_________________________________________________________________\n", "dense (Dense) (None, 100) 313700 \n", "_________________________________________________________________\n", "dropout (Dropout) (None, 100) 0 \n", "_________________________________________________________________\n", "dense_1 (Dense) (None, 10) 1010 \n", "=================================================================\n", "Total params: 333,526\n", "Trainable params: 333,526\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "uO2xZfrF5QcD", "colab": { "base_uri": "https://localhost:8080/", "height": 856 }, "outputId": "abb31352-36cd-46e3-bdd5-6f42c22e694e" }, "source": [ "keras.utils.plot_model(model)" ], "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 8 } ] }, { "cell_type": "code", "metadata": { "id": "FQTWlPbY5QcD", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "87d4ec47-e056-4b41-eb39-99d064648353" }, "source": [ "keras.utils.plot_model(model, show_shapes=True, to_file='cnn-architecture.png', dpi=300)" ], "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "image/png": 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r166da589e/ZEUFAQEhMTkZSUhKCgIPj7++c7D2TaVq1aJVqlBQAdO3Y02HhmZmZYt26d7PZgkydPRkREhMHGzk1YWBg6duwIb29vjBs3Dvv378f169fx7NkzZGRkID4+Hjdv3sThw4cxadIkNGjQAG3bttV6VYqS74NysrKysGLFClSvXh29evXCxo0bcfXqVfXrTkhIwK1bt7B582YEBASgUqVKWLBggc7jFQZyhXo7OztYWFjk29bT01MSi46O1mr8R48eSWJ169bVqo/CiPNedDRp0gQODg6i2G+//aZQNkSGw6IWERERERGRiTM3N8eaNWswatQotGrVSvb8ibyMHj0a3377LVq0aCE5Uyc9PR1BQUHw8fFB586dsXv3bmRlZeXb5/Tp07F06dJ8nzd+/HiMGjUK9evXl3zq+8qVK2jWrBlOnz6t0etITU1FYGAgOnTokO8nwT09PbFw4UL07t0b1atX16j/t+zs7LB69WqMHj0a7dq1Q5kyZbRqv3btWvTs2RNLly7FzZs3tWorJyQkBIcOHZLEDx48iJCQkAL3T8r5+++/RY8tLS3RokULg47p7u6OuXPnSuJpaWno16+f7HZihrJw4UI0atQIwcHBAAAbGxsMGzYMp0+fRnR0NFJTUxEVFYXt27ejQ4cO6nbHjx9HkyZNMGfOHI3HUvJ9MKe0tDT06NEDQ4cOVZ8d5ObmhqCgINy7dw+pqam4e/cuFixYAGdnZwBviu3ffvst/P39NcqtMEpMTJTE3NzcNGrbrl07qFQqUUzb99/IyEjRYzMzM7Rt21arPgojznvRYW5ujtatW4ti9+/fR3h4uEIZERkGi1pEREREREQmTqVS4auvvsLixYsREhIiuRGen/fffx/z58/H6dOnMXXqVMn3R48eDTs7O0ycOBHbt29HREQE4uLikJ6ejujoaGzcuBHu7u6SdoGBgUhOTs5z7Pbt22Px4sUICwvDxx9/LPreq1ev0KxZM8ycORMHDhxAREQEnj59irS0NDx+/Bh///03evToIenz5MmT6NatW543dp2dnfHNN99g8+bNiIqKQq1atfLM810lSpTAwIEDsWjRIhw5cgQPHjzQuC0AfPPNNxAEQf2Vc1VMmzZtRN9/+5XbjcD//vsv17Fu376tVW5kOiIiInDv3j1R7L333oONjY3Bxx42bJjsirCIiAj88MMPBh8feFMQGjt2rHqlWoUKFXDq1CksW7YMLVq0gKurK6ytrVG9enX4+/vj8OHDCAoKEm3NOGnSJAQGBmo0npLvg+/Kzs5G9+7dsWfPHnWsWbNmuHTpEoYOHYqqVavC2toabm5uGDNmDE6ePCk682jnzp2YNGmSxuMVJrdu3ZLEmjVrplHbypUro0uXLqLYxYsXkZSUpFH7R48eSW78d+nSBZUqVdKofWHGeS9a2rRpI4lp+3cjkaljUYuIiIiIiKiYO3DgAM6cOYPZs2fD398f3t7eKF26NCwsLODq6oq+ffvi/PnzkhVPSUlJ2LZtm87jmpub49SpU/juu+/QqVMneHt7q8+TqVChAj7++GP8+eef2LVrFywtLUVtg4ODERQUpPPYhUleK820XYVGpuOff/6RxPLaglKfVCoVVq9eLSqWvPXLL7/g5MmTBh3/xIkT+PHHH9WPzczMsGXLFjRs2DDPdkOHDsXPP/8sis2cOVN2JaO2jPU+uGzZMhw4cED9uFSpUti+fbt6RVZOdevWlbzm+fPnG+1sMWO6fv26JObn56dx+7lz54pW4WVmZmp8ntCsWbNEW4FaWVlptRKwMOO8Fy1yH+J5t4hOVBSwqEVERERERFTMWVtb5/uc0qVLY9asWZL4iRMnDJGSSPfu3WULWJMnT0Z8fLzBx1ear6+v7FZMbdu2lf1ENhUOZ86ckcSMWaSsXLkyFi1aJIlnZ2ejf//+Wq0+0kZaWhoCAgJEN7L79OmD999/X6P2EyZMgJeXlygWEBCQ75ak+THG+2BsbCy+//57UWzEiBH5rkoZOHCgZMXn7NmzNRqzsHj16pXkZ8LZ2Rldu3bVuI+6detixYoVou3wpk+fjmPHjuXZbv369aLfMSqVCsuWLSsW5zpx3oseud8jYWFhSEtLUyAbIsNgUYuIiIiIiIg00rVrV8nB8XLbFhnCwIED8d5774liiYmJ2Lx5s1HGV9quXbsQEBAABwcHODg4ICAgALt27VI6LSoAuZU2xl55N2DAANmb1/fu3cP//vc/g4y5Y8cOybaZgwYN0ri9mZkZRo0aJYo9fPiwQKtGtVGQ98GNGzdKioWavHZbW1tJYXvnzp1ISEjQaNzCIDg4GK9fvxbFhg8fLjn/LD/9+/fH2rVr1e3S0tLQsWNHjBw5EqdPn0Z8fDwyMjIQExODffv24dNPP0X//v3VRVZra2usXr0aAwcO1M8LM3Gc96KnevXqknPOMjMzJWeXERVmLGoRERERERGRRqytrVG5cmVRzJg3VceOHSuJbdiwwWjjK8nR0RG//fYbkpKSkJSUhN9++0126zgqHF69eoXHjx9L4q6urkbPZeXKlXBxcZHEf//9d4MUTlevXi16bGdnh9atW2vVh7+/v+Sm7apVqwqcmyYK8j64fv160WN3d3dUq1ZNo7YNGjQQPc7MzMTx48c1alsY5FyN6+LigvHjx+vUV//+/XHhwgX1StasrCwsXboUrVq1gouLCywtLeHq6ooPP/wQO3bsULfr2LEjLl68iK+++kr3F1LIcN6LHhsbG9jb20vieZ3PSVTYsKhFREREREREGst5oyQ1NdVoY3fp0kWyQuLixYuIjY01Wg5E+nDv3j3ZuBKFynLlyuV6Pt3XX3+NmJgYvY0VGxsrKcQ0bNgQZmba3Z5ydnaWnBtz+vRpveaaF13eB2NiYiSr8+rVq6fxmHLFr6JyrlZERAQOHjwoiv36669wcHDQuc/r169r/aGLhIQEySrCoozzXnTJ/S65e/euApkQGQaLWkRERERERKSzd8/FMTRHR0fUr19fEg8LCzNaDkT68OTJE9m4Uqvv/P390atXL0k8Li4OAQEBehvn0qVLkvcMT09PnfrKuXLpbf9K0OR9UO59SpvtJsuXLy+JPXjwQOP2pmz06NGiOfzss8/Qp08fnfqKi4uDn58fevfujYiICABA/fr1sXTpUly/fh3Pnz9Heno6oqOjcerUKQQGBsLZ2RkAEBoaih49eqBr165ITEws+AszcZz3okvud0l0dLQCmRAZBotaREREREREVGjkXJ0BFJ3VClR8PH/+XDYut2WUsSxdulS2cPLPP/9g5cqVehlDruik65aLObcABIDLly/r1JcxhIeHS2JOTk4at5e7NuLj4wuUkylYtWqVaPWej4+PZItKTT158gTNmzfH4cOH1bHvvvsOoaGhGD58OOrUqQMnJydYWFjA1dUVLVu2xPTp0/Hff//Bz89P3WbPnj1o0aIFnj17pvPrMnWc96JN7v0it987RIURi1pERERERERUaNSoUUMSu3//vgKZEOkuKSlJNm5paWnkTP4/Z2fnXM+lGjt2LKKiogo8htyZLuXKldOpr0qVKkli+sjRUORWVZUsWVLj9lZWVpJYWlpagXJSWnh4OEaNGqV+XLFiRezZswd2dnZa95Weno6uXbuKtrH77LPPMHPmTJibm+fZ1tnZGbt374a3t7c6duPGDXTv3h2ZmZla52LqOO9Fn9zvEq6Co6KERS0iIiIiIiIqNOS21Hnx4oUCmRDpLrdiRM4z44ztgw8+wKBBgyTxly9f4ssvv0RWVlaB+pcr5tna2urUl9wN+NyKhaZA7n1q7NixUKlUGn299957kvYF/fdQ0uPHj9G1a1e8fv0awJsVe0ePHpVdgaeJ+fPni1YCqlQqzJgxQ+P21tbWWLBggSh29uxZLF26VKd8TBXnvXiQ+11S2IvgRO9iUYuIiIiIiIgKDbkb4CxqUWGTkZEhG1e6qAUACxcuRNWqVSXxM2fOYPbs2QXqW67oJLcCSRM2NjYa9W8qkpOTlU7BZDx//hydO3dWr14rX748jhw5Ag8PD536S0tLw/z580UxHx8f2ZW9eWnfvj0qVKggis2ePbvIrBrivBcfcr9L0tPTFciEyDBY1CIiIiIiIqJCQ+4GOG/UUFGRnZ2tdAqwt7fH2rVroVKpJN+bNm1agc6tevXqlSSmayFPbnstuf5NxduVMe/asGEDBEHQ+Ss4OFiBV1IwCQkJ6NChAyIjIwEAbm5uCAkJgaenp8597tu3DwkJCaJYixYttO5HpVKhXbt2otjTp09x6NAhnXMzFZz34kXud4ncezpRYcWiFhERERERERUacjetHRwcFMiESHe5FXJMpUDbtm1bjBw5UhLPyMhAv379ZAs0mpDbMlDX1yyXgy5nAhmL3Mqy4rYdWFxcHNq3b4+wsDAAgJeXF0JCQuDu7l6gfk+fPi2JVa9eXae+6tSpI4mFhITo1Jep4LwXP3Lvq0qe2UikbyxqERERERERUaGRmpoqicmds0VkyqytrWXjplLUAoA5c+bIbkt2/fp1TJo0Sac+5QrQuhZ25IpapvxeIFdwM+WVZfr26NEjtG7dWl1YadOmDUJCQlCpUqUC933r1i1JrEyZMjr15erqKoldv35dp75MAee9eJL7XaLrVq9EpohFLSIiIiIiIio0EhMTJbHSpUsrkAmR7kqVKiUbN6Wilo2NDdatWwdzc3PJ9xYvXowjR45o3afc605JSdEpP7mz9Ey5qCVX0IuNjVUgE+O7efMmWrZsiRs3bgAAevfujYMHD+b6c6CtnFvgAUDJkiV16kuu+CjXf2HAeS++5H6X6OvfncgUsKhFREREREREhca9e/ckMW9vb+MnQlQAuRViTW07umbNmmH8+PGSuCAI+PXXX7Xur3bt2pLY06dPdcrt4cOHGvVvKtzc3CSxx48fGz8RIzt79ixatWqFBw8eAAACAwOxadMmva4a0edZQUXl3CHOe/EmV9RydnZWIBMiw2BRi4iIiIiIiAqNu3fvSmINGjRQIBMi3ZUvX142HhcXZ+RM8jdt2jTZwrEgCFr31bBhQ0nsyZMnOuX19mZ9fv2bCrkzg8LDwxXIxHh2796N9u3bIz4+HhYWFlizZg2mT5+u9wKG3M16Xbd2TE5OlsQK22pgzjvJrQKtWLGiApkQGQaLWkRERERERFQoZGZm4vLly6JY6dKlZc/9ITJlbm5usjeYdV21ZEiWlpZYv349LCwsCtxXo0aNYGYmvhUVGRmpU1+hoaGix+bm5iZd1PLy8pLEwsPDdd5+0dStXLkSPXv2RGpqKhwdHbF//3589dVXBhmrXLlyklh8fLxOfcXExGjUv6nivJMgCHj27JkkLrdalKiwYlGLiIiIiIiICoXQ0FC8fPlSFPv8889lz/zJydraWvT49evXes2NSBvW1taoXLmyJB4dHa1ANvmrX78+Jk+eXOB+nJyc0LFjR1EsPDwcmZmZWvUTHR0t2YrUz88PTk5OBU3RYNzc3CTbI2ZmZuKPP/5QKCPDmTJlCoYMGYKsrCxUrlwZp0+fRvv27Q02XrNmzSSxO3fu6NTXrVu3JLEWLVro1Jexcd4JeLNKS+49lR8AoqKERS0iIiIiIiIqFLZs2SKJffnllxq1zXlAekxMjNHOL8q5MkWXlRnJyckYNmwYnJycUKpUKQwbNkx2uyYqPOS2zTTVohYAfPfdd3jvvfcK3M/AgQNFj1+/fo1Dhw5p1YdcIchQq1H0qWfPnpLYwoULZc+/KYgjR46gVatWsLe3R9myZTF06FAkJCTodQw52dnZGDZsGH766ScAb1annTlzBnXr1jXouO3atZPEzp07p1Nfx48fl8Tatm2rUVvOu/HnXak5N2Vyv0csLS0Nfj0QGROLWkRERERERGTyUlJSsG7dOlHso48+QtOmTTVqX6NGDdHjzMxMHD16VG/55cXW1lb0OOcKE0188sknWL58ORITE5GUlITly5fjk08+0VOGpJyKgbAAACAASURBVAS5VQj3799XIBPNlChRAuvXr5esetRW9+7dJSuWVq9erXH7zMxMBAUFiWJ16tRBt27dCpSXMQwaNAhWVlai2I0bNzB+/Hi9jREeHo4PPvgAp0+fRkpKCmJjY7FixQq0b9/eoCtU09PT0bt3byxfvhwA8P777yMkJASVKlUy2Jhvubm5oVOnTqLYpUuXtP55OnnypKRNt27dZFdV5sR5f8OY867UnJs6uflv1KiRXraQJTIVLGoRERERERGRyRs/fjwSExPVj21sbLB48WKN28sVEH788UejrNaqVq2a6HF8fDz++usvjdufPHkSwcHBknhwcDBOnjxZ4PxIGR9//LEkFh4erkAmmqtduzZmzJhRoD4sLS3x22+/ic4U+/PPP3H48GGN2k+bNg23b99WP1apVFi5ciUsLS0LlJcxVKtWDWPHjpXEFy9ejOHDh+tlxdaOHTtk+wkLC8OaNWsK3H9uli9fjm3btqkfh4SEwMnJCSqVqsBfjRs3znf8adOmiVbFCoKAH374QeP809LSMGbMGFGsRIkSmDp1qkbtOe9vGHPelZpzUyf3e6Rr164KZEJkOCxqERERERERkUmbP3+++lPowJsbXhs2bJAUi/Li7+8Pe3t7USw0NBRt2rTB3r178fz5c2RmZiIhIQF3797FpUuXsG7dOowaNQq+vr4Fyl+ufUBAALZu3YqkpCSkpKTg4cOHOHnyJPbs2SN57rs38HOKiooqUG6knDp16qBmzZqiWGRkpNG2xdTVN998g9atWxeoj1atWkmKY3379sX58+fzbPfrr79i1qxZotj06dPRqlWrAuVjTIGBgbIrTIOCguDl5YUFCxYgLCwML168QHZ2NtLS0hAfH4/IyEjs378fixcvxpAhQ/D999/L9v/8+fNcx/7777/19jpy0vcWitpq2rQp5s+fL4pt3LgRkydPRnZ2dp5tExIS0KNHD1y+fFkUX7JkCerXr6/R+Jz3/89Y867UnJu6S5cuSWIsalFRU0LpBIiIiIiIiChvwcHBOH/+PG7cuIGbN2/i5s2bkucEBgZi7dq1qF27NurUqYPatWujb9++UKlUCAkJwd9//42zZ8/K3uz46KOP0LBhQzRq1AitW7cWrSB5/PgxtmzZgosXLyI0NFRSRHn8+DFq1KiB5s2bo1mzZhg4cCBsbGw0el3Z2dlYtGgRPDw8UKNGDTg5OcHW1haWlpaIjo5GaGgoli5diiNHjqjb2NjYYO3atbJn0+TFwcEBU6ZMwbhx40Tx8+fP46OPPsq1nZ2dHYYOHYrIyEi8fPlSHd+yZQsiIyPRpEkTNG3aFAMHDhStPHlXQEAAFixYICpWxMfHo1evXpLnNm3aVLKCJ2fh4105t1WkwqVr16745Zdf1I/T0tJw5swZjc/wefjwIXbu3Inbt28jKioKUVFRou0t58yZg82bN6N69eqoVq0aqlevDl9fXzRv3lznnM3MzLB27Vr4+PjodD7cW9999x2srKwwbtw4CIKA2NhY+Pr6on///ujXrx9q1KiBUqVK4cmTJwgNDUVQUBCOHTsmymP+/PmSVR65MZX3QVtbWxw6dAhdunTBmTNnRN/777//8O2332r0evr06SMb79atG4KCgiAIguR7T5480ajvwmrMmDHIyspCYGCgutgzffp07N27F4MHD0bbtm3h6uoKW1tbPH/+HLdv38aBAwcQFBSE+Ph4dT/W1taYN28ehg4dqvHYnHfjz7upzPmOHTvw4MEDxMTE4NmzZ5KvnE6cOAEnJyeULVsWZcuWRbly5dT/XbZsWbRq1Qr16tXTKZesrCycOHFCFHN3d4enp6dO/RGZLIGKtGvXrgkARF9EREREREVZzr9/r127pnRKBda0aVPJ69LkKyMjQxAEQejZs6fGberWrSsa+48//tBqzLt37+b6Orp166bT63j71blzZyEqKkrneczOzhZGjx6t0ViNGzcWlixZIiQkJAiCIAj16tXTaK5zs3z5ckGlUuXZh4WFhfD999/Ltu/YsaPk+R07dtR5LkzZtm3bRK/T09NT6ZREcl7HPj4+Ovd148YNwczMTNTfxIkTNW6/fft2rX+OBg0apHO+71q+fLm6z27duuncT2hoqNCmTRutXkPHjh2FK1euaDWOqbwPvpWRkSEsWbJEKF26tFZ9e3t7C0uWLBFev36da9/Lly8XSpYsKWnbtGlTreZMG/PmzSvQ+3teX40aNdIql7CwMOHDDz+U/Gzl92VhYSH07NlT578bOO/Gn3cl5jyncuXK6XXeAwMDdc7lzJkzkv7mzZunc39TpkyR9Jff3zvGZup/M5BBbFMJgkw5m4qM69evo27duqIY/8mJiIiIqCjLuVrm2rVr/ISqiejevTt2796tfly+fHkMHz4ct27dwq1btxATE4Pk5GSkpKRApVLByckJNWvWRMuWLeHv76/R+R6aOH36NIKCgnDmzBlER0fD0tISlSpVQp06ddC+fXv4+fnB3d1dL2O96/jx41iwYAHOnj2LxMREODo6onz58vDx8YGvry+6d+8OFxcX2bYvXrzAuHHjsHXrVgDA559/jvnz58PBwUHveSpt+/bt+Oyzz9SPPT09ce3aNQUzEst5Hfv4+ODKlSs699e7d29s2bJF/bhKlSq4d+9eriv/iqqwsDDs27cPR44cwaNHjxAbG4uXL1/CyckJLi4ucHNzQ4cOHdCpU6ci9Z6enJyM3bt348iRIwgPD8fDhw/x4sULCIIAZ2dnlClTBt7e3mjSpAn8/Pw0fu2PHj3CoEGDcOjQIXXM398f27dvN9RLMTkPHjzAnj17cOHCBVy5cgXx8fFITEzE69evYW9vD0dHR5QrVw4NGjTAe++9h48++gjlypUr0Jicd+PPO+f8/xs5ciSWLl2qfuzi4oJ79+7B1tZWp/6mTp2KadOmiWIZGRkoUcJ0Nn8z9b8ZyCC2m84VSERERERERMWONgfK60vLli3RsmVLo4/r6+ur8/lcDg4OWLlyJVauXKnfpEhxkydPxtatW9UfQH3w4AGOHDmCDh06KJyZcTVo0AANGjRAYGCg0qkYlb29Pb744gt88cUXeu23UqVK+Oeff1C5cmXExMQAAJo0aaLXMUxdlSpVMGLECIwYMcJoY3LejT/vnPM3Xr9+LfqABAB8++23Ohe0iEyZmdIJEBERERERUfH04sULpVMgUpynpycCAgJEsZkzZyqUDRUlFhYW6rO9VCqV1mcRkm4478bHOQdWrFghOqOsWrVqGDlypIIZERkOi1pERERERESkiLS0NKVTIDIJCxcuRK1atdSPjx07huDgYAUzoqLg9u3buHfvHgCga9euqF69urIJFROcd+Mr7nOenJyMOXPmqB+XKFECf/zxB+zs7BTMishwWNQiIiIiIiIiRfC8X6I3bG1t8ccff8DS0lIdGzJkCF6+fKlgVlSYZWdn43//+x+AN1scLl68WOGMigfOu/FxzoFx48YhOjpa/finn35C06ZNFcyIyLBY1CIiIiIiIiIi0lFaWppoyyddNWjQAL///jvMzc0BAHfu3MHw4cML3C8VP7GxsejWrRv2798PKysr7Nq1C1WqVFE6rSKP8258nHNg586dovM2+/Xrh4kTJxa439TUVCQkJBS4HyJDKKF0AkREREREREREhdXNmzfh4uKCUqVKoUaNGnB3d0eNGjVE/12+fHmN+urduzfMzMzwxRdfIDMzE+vXr0eNGjUwefJkA78KKgru37+PVatWYcmSJUhKSkL58uWxdetWvP/++0qnVqRx3o2Pc/7G+fPn0a9fP/XjAQMGYPXq1TAz02wdy4sXL3D79m1ERUXh9u3bov9+8uQJV9STyWJRi4iIiIiIiIiogBITExEaGorQ0FDJ986ePYtmzZpp1M/nn38Oc3Nz9OvXD69fv8aPP/6ItLQ0TJ8+Xd8pUxHTs2dPXLp0Cebm5ggICMCMGTNQtmxZpdMq8jjvxsc5B44ePYoePXogNTUVADBs2DAsXboUKpVK4z48PDwQExNjqBSJDIZFLSIq1iIjI+Ht7Z3v8/jpFCIiIiIiAoC//vrL4GP4+/vDw8MDn3/+OW7evIkZM2bgv//+w7Jly1C6dGmDj0+FU5UqVdChQwcMGjQINWvWVDqdYoPzbnzFec4FQcD//d//Ydy4cUhPT4etrS2CgoJEK7Y09fTpUwNkSGR4LGoRUbFWtWpVLF++HDdu3MDNmzdx8+ZNPHjwoFAXsW7fvo1Ro0bhzJkzqFq1KqZNm4YePXoonRYREREREWmhXr16CA0NxYgRI7Bu3Tps27YNJ06cwJ9//okWLVoonR6ZoD///FPpFIolzrvxFdc5T0lJQZcuXXDq1CkAb35PbNu2DbVq1VI4MyLjYlGLiAwmPj4eFy5cwPnz5xEREYG7d+/iyZMnePnyJV6/fo2SJUvCwcEBpUuXhre3Nxo0aIBOnTrBy8vLaDna29tjyJAholj37t2xe/duo+WgTykpKfDz88Pdu3cBAFevXkXPnj1x/PhxtG7dWuHsqKhwdXXVeYuC/fv3o3PnznrOiIxlx44d+PTTT3VuX7VqVdy7d09/CRGRycvIyMDSpUtx6dIlXLp0Cbdu3RJ9PysrCy4uLqhZs6b6q127dmjZsqVCGROZFltbW/z+++/o06cPvvnmG9y4cQNnzpxhUYuIqBiKi4vDqVOnYG9vj8mTJ+Obb76BhYWF0mkRGR2LWkSkd/fu3UOHDh0QFRWV5/OSk5ORnJyMx48fIyIiAps2bcK4cePQuHFjTJo0CT179jRSxkXH0aNH1QWttwRBwNq1a1nUIr2ZO3curl27hjt37iAqKgp37txBUlKS5HkWFhaoWrUq3N3dUb16dbi7u6NevXoKZEz60qRJE8ydO1f0b3///n1kZmZKnmtvb49KlSqhcuXKqFy5MipVqoTatWsrkDURKenly5cYM2ZMns+Jj49HfHw8zp07BwCIiopiUYsoBz8/P4SHh2PJkiVwcHBQOh0iIlKAmZkZ+vXrh7lz58LV1VXpdIgUw6IWEeldSkqKpKDl4eGB3r17w9fXFx4eHihTpgxSUlLw8OFDnDx5EsuWLcONGzcAAKGhofD390f37t2xbt06/k+bHhTm7RTJ9Hz55Zeix69fv4aNjY3keYsXL8bQoUONlRYZQZUqVTB+/HhRbP78+ZIYADx//hwlSvBPTaLirlSpUvw7hEhPLCwsMHbsWKXTICIihVSpUgXr169XOg0ixZkpnQARFW1ubm7Yv38/bt26halTp8LX1xcVKlSAhYUFnJycUK9ePYwcORKRkZGYOHGiqO1ff/2FDz/8EK9evVIo+8Knbdu2qFKliiimUqnQv39/hTIiIiIiIiIiIiIi0g8WtYjIoD777DONzs8xMzPD7Nmz0bt3b1H81KlTmDBhgqHSK3Ls7e1x+PBhdOrUCfb29vDy8sK2bdvQtm1bpVMjIiIiIiIiIiIiKhAWtYjIoHx8fLR6/rx582Bubi6KLV++XL01IeXPw8MDBw4cwIsXL3D16lX4+/srnRJp4NChQ1CpVPD19VU6FSpmeO0RERERERERUWHBohYRGVT9+vW1en7FihXRrl07USwrKwubNm3SZ1pEJmfmzJlKp0DFFK89IiIiIiIiIiosWNQiIoOxtrZGrVq1tG7XvHlzSWz//v36SEkjZmZ8ayTjOnv2LE6cOKF0GlQM8dojIiIiIiIiosKEd26JyGC8vLwkWwlqokaNGpJYVFSUPlLSiKWlpdHGIgKAGTNmKJ0CFVO89oiIiIiIiIioMCmhdAJEVPR4eXlBEASd2zs6OkpiSUlJSEtLg5WVVUFS00jJkiUNPgbRWxEREdi7d6/SaVAxxGuPiIiIiIiIiAobFrXI5CQmJuLgwYM4fvw4Lly4gGfPniE+Ph4ZGRmwsrKCvb09ypUrh/Lly8Pd3R01a9ZE3bp10axZM9jZ2Wk0RmRkJA4ePIgjR47g/v37iIuLQ0JCAhwcHFCmTBlUrlwZ7du3R6dOnbQ+E0pbz549w/79+7Fv3z5cvHgRjx8/hoWFBSpWrIjWrVtjxIgRBs/B1GRnZ8vGC7It4OnTp7F7926cO3cOUVFRSEhIQEZGBuzt7eHo6AgXFxd4eHigVq1aePTokc7jFHVKXa9Xr17F7t27ERISgn///RdxcXEQBEH9PtC1a1f07NkT5cqV0/vYhjZr1qwC95GSkoIJEybgjz/+gCAI6NOnD+bOnavxe2JhocT1x2uvcEpKSkJERASuXLmC8PBw3L59Gw8ePMDz58+RmpqK7Oxs2Nvbo2rVqvDx8cHHH3+Mrl27wsLCQunUtZacnIx9+/bhn3/+QXh4OGJiYpCQkAA7OzuULVsWjRo1Qrt27dCrVy/Y2trqdezXr19jx44d2L59O86fP48KFSrg8uXLeh2DiIiIiIiISESgIu3atWsCANGXqYqLixO+//57wcHBQZKzJl+7du3Kd4zLly8LHTp00KpfX19f4cKFCxq/jp49e+bal6WlpZCVlSVkZ2cLBw4cELp16yaYm5vnm8MPP/yg0djazllQUFCufbm7u2vUhyFs2LBBMo6dnZ1OfYWGhgpNmzbV6ZoqDD83giAIGRkZ+eY/b9482bZKXq+CIAidOnXKtZ8WLVoIFy9eFFq2bKnRv5GNjY0wY8YMIT09Pd9xQ0JC8uzL3d0917YJCQn55tK3b99c2ycmJgo7d+4URowYIdSuXVvja7BWrVq59unn5yd5fqdOnfKdB31JTU3V+j1GEJS9/njt6efaEwRBmDdvnmy7jIyMfOfDUFxdXTV+fe++znPnzsn2t2fPHq37S0hIkPTz33//adS2adOm+b7GzMxMYfny5YKLi4tGfZYqVUr45Zdfcu2vVq1aeV7j74qJiRHGjBkjODk5iZ7n4+OTb97GkvM1XLt2TemUiEgL27ZtE/0Me3p6Kp0SERERmSD+zVAsbeNKLTIJly5dQvfu3UUrZHx8fDBkyBB06NABFStWBADExcUhIiICx44dw/bt2/Hw4UONx1i4cCG+/fZb9bZ4NjY2GDBgAL744gtUr14dpUqVwpMnT3D58mWsWLECwcHBAIDjx4+jSZMmmD17NiZOnJjvOKNHj4abmxvOnj2LS5cuIS0tTf299PR0BAUFYcWKFbh69arGuU+fPh2urq4YMWJEns9bunQpgoODcfz4cSQkJEi+X6JECdSuXRv16tWDj48P/Pz8cu1rwYIFuHDhAq5du4bIyEjcuXNHvYLK1dUVbdu2RatWrTR+DdpITEyUxNzc3LTuZ/r06ZgyZYpo5VeHDh0wdOhQNG7cGOXLl0d6ejpSUlKQkpKCJ0+e4M6dO5gzZw5u3rxZkJdgVObm5lizZg3CwsIQFhaG8PBwJCcna9RWyesVAMaPHw8PDw+EhIQgIiJC9G915coVNGvWDFlZWRqNm5qaisDAQBw8eBD79+/PcxtJT09PLFy4EBcuXMD58+dx584djcYAADs7O6xevRoRERG4evUqrl69itjYWI3br127FmPGjNH4+fkJCQnBoUOHJPGDBw8iJCQE77//vt7G0jclrz9ee0Wb8M4WuI6Ojvj000/x4YcfolGjRihbtixevXqF48ePY8KECbh9+zYA4NatW+jQoQNOnjyJBg0aiPpr3Lgxpk2bhuDgYJw7dw4ZGRmSMR0cHODt7Q0fHx/4+PjIrpSsUKECVq5cicjISPXXs2fP1N9v0qQJmjZtmufvZwBIS0vDp59+ij179qhjbm5umDhxIrp06YJy5crh6dOn2LVrF6ZPn47nz58jMTER3377Lc6cOYOtW7dKzrycPXs2jh49igsXLuDKlSuin8fU1FS8fPkSKpUK8+bNw/z585GSkpJnjkREREREREQGoXRZjQyrMKzUOnTokGBjYyPKccKECfl+wjsjI0MYPXq0uk1eK7V+/vlnUf8VKlQQLl26lGf/QUFBQokSJUTtvv/+e61e26xZsyTzb25uLjRv3lyYOHGisH37diEiIkKIi4sT0tPThejoaGHjxo2yq6QcHR2FFy9eaDRudHS0YGFhIelj7dq1WuX/Lk9PT3U/Fy9e1LkfTYwcOVKSe0BAgFZ9TJ06VTLv//d//6dR227dupn8z01ejh07Jsk/t5Va71Lqen1Lbt5btmwpzJw5Uzhw4IAQEREhPH36VEhLSxMeP34s/P3330KPHj1kVxV06NBByMzM1HjsnCsU8lotk5PcKqW8VsvkZGtrK2rbpk0bjdsKgiCsXr0619UVa9as0aovXem6UutdSl5/vPZ0u/beMsWVWuXKlRMACH5+frIrpt6Kjo6WrHRq0qRJnn2vWbNG8lqtrKzyHCc3N2/eVPfRqlUrjdpkZWUJnTt3Fo3frFkzIT4+Xvb5kZGRgqOjo+j548aNy3MMuZ/HdevWCdWqVcv1/QbgSi0i0h9+6pqIiIg0wb8ZiqVtuh9QQ6QHDx8+RJ8+fZCamqqOBQQEYM6cOShRIu+FhCVKlMCXX36Z7xgnTpzAjz/+qH5sZmaGLVu2oGHDhnm2Gzp0KH7++WdRbObMmbIrIrRx4MABnDlzBrNnz4a/vz+8vb1RunRpWFhYwNXVFX379sX58+dRvXp1UbukpCRs27ZNozFcXV3Rs2dPSXzVqlU65Xzu3Dlcv34dwJtPqzdu3FinfjT1dqx35fep9Xft3bsXU6dOFcUCAwM1WjlEYsa4XnNjbm6OU6dO4bvvvkOnTp3g7e2NcuXKwdLSEhUqVMDHH3+MP//8E7t27YKlpaWobXBwMIKCggo0fmGRc+41/V5hoNT1x2uv6Ojfvz9KlSqV6/ddXV0xdOhQUezChQsICwvLtc3nn38OR0dHUSwtLQ1bt27VOr/169er/zsgIECjNsuWLcOBAwfUj0uVKoXt27fD2dlZ9vl169aV/D0zf/58XLlyRatc+/fvjydPnsDX1xdTpkzB9u3bERYWhgcPHuT7NxURERERERGRvrCoRYrq378/4uLi1I9dXFywcOFCjdvXr18/z5tVaWlpCAgIEG1D1KdPH42345owYQK8vLxEsYCAALx69UrjHHOytrbO9zmlS5fGrFmzJPETJ05oPM7IkSMlsdOnT+PatWsa9/HW6tWr1f89bNgwrdtr49WrVzhz5owo5uzsjK5du2rUPjU1FaNGjRLFatasKSpskuaMdb0WRPfu3WWLCJMnT0Z8fLxRclCSr68v2rZtK4m3bdsWbdq0USAj/TH166+4X3umTqVSoX379vk+T+7n5O0WxHJKliyJvn37SuJr167VKj9BELBp0yYAb7Yu/PTTT/NtExsbi++//14UGzFiBCpVqpRnu4EDB8LW1lYUmz17tlb5BgYG4unTpzh27BimTp0Kf39/1K9fH5UrV8Yvv/yiVV9EREREREREumJRixRz9uxZHDt2TBT75ptvZM+gyI2ZmVme5zrt2LFDfVbGW4MGDdKq/5wFkocPHxZ4BYomunbtCgsLC1Hs1q1bGrdv2bKl5EwQAFi+fLlWebx8+VL96XNHR0f06tVLq/baCg4OxuvXr0Wx4cOHw8rKSqP2a9aswd27d0Wx0aNHS84OIf0q6PVaUAMHDsR7770niiUmJmLz5s1Gy0FJu3btQkBAABwcHODg4ICAgADs2rVL6bSMRsnrr7hfe6bMy8sL5cqVy/d5FSpUkMSePHmSZ5shQ4ZIYufPn5ddaZybEydO4P79+wCAXr165XkW21sbN26UnJmoyd81tra2kuL3zp07Zc/fzE3nzp1z/SCRr68vunXrpnFfRERERERERLpiUYsUM3fuXElMk08p5+Tr65vr995dYQQAdnZ2aN26tVb9+/v7Q6VSiWK6buOnDWtra1SuXFkU0+bmEwDZ7fY2bNig1Uqzbdu2qW+g9e/fX6ObbgWRc9WDi4sLxo8fr3H7DRs2iB6rVCqDF+JIP9drQY0dO1YSy3k9FFWOjo747bffkJSUhKSkJPz222+S7dGKMqWvv+J87Zmqp0+fIiIiQqPnli1bVhJ7/vx5nm3q1auHpk2bSuK///67RmMCum09+G4bAHB3d0e1atU0apvzgy6ZmZk4fvy4Rm018ddff2m9pSERERERERGRtljUIkW8ePEC//zzjyhWvXp1eHh4aN3Xl19+iT179qB58+aieGxsrORmTcOGDWFmpt1l7+zsjFq1aolip0+fRkxMjNa5asve3l70+N2zxzTRp08fyRkbSUlJ2LJli8Z9rFmzRv3fOc8d0beIiAgcPHhQFPv111/h4OCgUft79+7h/PnzopiPjw9Kly6ttxwpdwW9XguqS5cuktU6Fy9eRGxsrFHzIGUoef3x2ivc5M7wzMrKyrfd119/LYlt2LABmZmZ+bZNTU3Fzp07AQDe3t6S1X5yYmJiJEWjevXq5dvuLbniF4tQREREREREVNiwqEWKOHHihOSmj4+Pj059lSlTBh999JFki6FLly6JztICAE9PT53GkNvG79KlSzr1VRA5X09+bGxsMHDgQEl8xYoVGrX/999/cerUKQBvzhypU6eOVuNra/To0aLX+Nlnn6FPnz4atz979qwkJvdJejIOba/XgnJ0dET9+vUl8bCwMKPmQabBmNcfr73iqVevXpIVkU+fPsX+/fvzbbtr1y68ePECgObbIstdT9WrV9eoLQCUL19eEnvw4IHG7YmIiIiIiIhMgfSjqURGIHdjpmbNmnodQ67o5OrqqlNfObe1AoDLly/jgw8+0Kk/Yxo+fDgWLFiA7OxsdezChQsICwuTLda9693tG4cNG2awHIE3Wzq+u7LOx8dHsn1kfsLDwyUxbW74UeFXq1YtXLx4URS7cuUK/Pz8FMqIigtee8VPyZIl0bdvXyxbtkwUX7t2LT7++OM8277dntLKygpffPGFRuPJ/Y5zcnLSMFvpakYAiI+P17h9uJnjRgAAIABJREFUYbd06VKUKVNG6TSISEM5zyiMjY3F1KlTlUmGiIiITJY25xpT0cGiFikiKipKEpMrHBXEf//9J4lpcmC8nEqVKklicq/BFFWrVg1dunTB3r17RfEVK1Zg+fLlubbLzMxUn91Rrlw5fPLJJwbLMTw8HKNGjVI/rlixIvbs2QM7Ozut+omMjJTEWNQqXmrUqCGJ3b9/X4FMqLjhtVc8DRkyRFLU+ueffxAbG5trAeXp06c4fPgwAKB79+4ab5Ert6pKm3MuraysJLG0tDSN2xd2Of+diKhwiY2NxbRp05ROg4iIiIhMALcfJEVER0dLYra2tnodIykpSW9jyBVX5Po3VSNHjpTENm3ahOTk5Fzb7N27F0+fPgUADBw4UHJejL48fvwYXbt2xevXrwG8WU139OhRnYqccXFxklipUqUKnCMVHjm3AgOg3uKLyJB47ZmmsLAwLF26FMOGDYOfnx+aNGmC2rVro1KlSnBxcYGdnR1cXFx07r9evXqSbW4zMjKwcePGXNts2rRJfWaXplsPAvLX09ixY6FSqTT6kju3S5Ozw4iIiIiIiIhMCVdqkSJevnwpiWnzaWNNyBWd5D6lrAkbGxuN+jdVnTp1Qs2aNUWr11JSUrB582YMGTJEts2aNWsAAGZmZvj6668Nktfz58/RuXNn9afPy5cvj+DgYHh4eOjUn9wNP31fV2Ta5ArXLCyQMfDaMy0bN27EokWLjHL+5ddff43z58+LYmvXrsWYMWNkn/92FXTVqlXRoUMHjcfJ64MoRERERERERMUFi1qkCLlPBpcood/L8dWrV5KYrquNLC0tNerfVKlUKgwfPlxyg2358uWyRa2nT59i3759AIAuXbrAzc1N7zklJCSgQ4cO6i0D3dzcEBwcDHd3d537lLvhZ21trXN/VPjIFa7T09MVyISKG157piEjIwO9e/fGzp07RfGmTZvik08+Qb169VC+fHk4OTnBxsYG1tbWSEtLK9BZS7169cKYMWNERcyrV6/i0qVLaNSokei5V69eRUREBIA3q6BVKpXG47xd0fyuDRs2aHwmV3HXqVMnODg4KJ0GEWno0aNHOHv2rPqxg4MDOnXqpGBGREREZIpy/s1AxQOLWqQIue389F0kkhtD1xuMcjeStD3vSWlfffUVfvjhB9EquStXruDChQto0qSJ6Lnr1q1DZmYmAGDo0KF6zyUuLg5+fn4ICwsDAHh5eWH//v2yZ5dpw9zcXBIrTueFkPz7CG9ikjHw2jMNY8aMERW0VCoVVq1ahYEDB+bapqBb8JUsWRJ9+/ZFUFCQKL527VpJUWvdunUA3qyCHjBggFbjyK0a5+84zS1YsACenp5Kp0FEGtq+fbvoBlWlSpWwbds2BTMiIiIiU5TzbwYqHnimFilC7kaf3JaE+h5D15s/ckUtufNTTJmjoyP69u0riS9fvlwSe7v1YNWqVfHBBx/oNY9Hjx6hdevW6oJWmzZtEBISUuCCFgDY29tLYvq+rsi0paamSmKF7WeVCidee8q7ceMGli1bJoqNHj06z4KWvsitet68ebPo746srCxs3rwZAODn54cqVapoNYYxPhBEREREREREZOpY1CJFODk5SWKPHz/W6xilSpWSxFJSUnTqS+5clMJ4s3LkyJGS2NatW0Xng506dQr//vsvAGDw4MEwM9Pf28TNmzfRsmVL3LhxAwDQu3dvHDx4UPbfShdyRS2eaVO8JCYmSmKlS5dWIBMqbnjtGUZ6ejqsra01mst169ZBEARR7H//+5+hUhPx8fGRrHpOSEjAX3/9pX58+PBhREdHAwAGDRqk9RhyH9aJjY3Vuh8iIiIiIiKiwoxFLVKE3PYvUVFReh2jdu3aktjTp0916uvhw4ca9W/qvL290bp1a1Hs1atX6kPrAWD16tUA3pw/pstNt9ycPXsWrVq1woMHDwAAgYGB2LRpk+w5NLoqX768JHb79m299U+m7969e5KYt7e38ROhYofXnmFEREQgLS1Noy1/z5w5I3rs6uqKatWqGSo1ia+//loSW7t2rfq/N2zYAABwcXFB165dte5f7nxLfX8giIiIiIiIiMjUsahFiqhfv74kFhoaqtcxGjZsKIk9efJEp77eFmLy678wkFuttWLFCgBAcnIytm/fDgDo0aMHXF1d9TLm7t270b59e8THx8PCwgJr1qzB9OnToVKp9NL/W3I3kN+uCqPi4e7du5JYgwYNFMiEihtee4Zx4cIFAJqdY5nz30Af29pqo1ev/8fevcfZWO///3+uOaHBmEEotTEOzThMDimHHHLcaqPGDkkIibTtLTpJElFMFMkkKjo5bZItOZUcO4wYGfLJRAiDMUeHOZj3749+zbdlLaxZM2vWNTOP++22bjfXa9b7/X5d77nmWuN6zfu6+jisptqwYYOOHz+utLS03FVbjzzyiAICAvLcf1hYmEMsNjbWvWQBAAAAACiiKGrBK5o0aSJfX1+72C+//FKgq2qaNm3qcOu8ffv2udXXlQU3X1/fIlvUuv/++3XzzTfbxeLi4rRt2zYtXrw49xlUjz/+eIGMN2/ePEVGRurixYsKCgrS2rVrNWjQoALp+0rOilpbt271yFiwnuzsbP344492sYoVK6pu3bpeygglBcee5/zwww+SXCtqpaWl2W270qYgBQYGOjy7MicnR4sWLdLy5ctzn3/l7iroBg0aOMRiY2PdvrUyAAAAAABFEUUteEVwcLC6dOniEJ8/f36BjtGpUye7WGxsrLKzs/PUz8mTJx1uK9W5c2enzwUrCvz8/Jw+0P6dd97JvfXgbbfdpvbt2+d7rAkTJmjYsGG6fPmybrnlFm3fvl0dOnTId79X06ZNG/n5+dnF4uPjtXv3bo+NCeuIiYnJLcr+qXfv3g4FdGdKly5tt33p0qUCzQ3FG8ee5+SlqHXl6idvzKWzz9f3338/9za/d911l9NbMLuiRo0aDrc+zs7O1qeffupWfwAAAAAAFEUUteA1AwcOdIjNmjXL6a3+3PXoo4/abV+6dEnr16/PUx/OLhZ5aqVRYXnsscccLv4tWbJE3333naT8r9LKycnR8OHD9fLLL0v646/Ld+zYofr16+er3+upXLmyOnbs6BCfMWOGR8eFNSxevNgh9sgjj7jUtkKFCnbbCQkJysjIKJC8rufKFaXurLpIS0vT8OHDFRwcrAoVKmj48OEOq1bgOSX52POk9PT03FvIulLUCgkJsdt2dktIT4uIiFDz5s3tYocOHdLmzZslSUOGDMlX/5GRkQ6xmTNnKjMzM1/9AgAAAABQVFDUgtfcf//9atSokV3s4sWLuu+++5SUlFQgY/Ts2dPhr5r/XI3kiuzsbM2dO9cuFhYWph49ehRIft5SpUoVhwtjWVlZkqQyZcpowIABbvedmZmpvn37Kjo6WpJ09913a+vWrYX2bBNnt3X6+OOPuQ1hMZeenq6FCxfaxe677z7deeedLrWvXbu23XZ2dra++uqrAsvvWgIDA+22r1wZ6ooHHnhA0dHRSk5OVkpKiqKjo/XAAw8UUIa4lpJ+7HnSrl27lJOTI8m1otaVt3tMSEhQXFycR3K7lscee8xpPDAwUL17985X34MHD1apUqXsYgcOHNDYsWPz1S8AAAAAAEUFRS14jZ+fnxYsWOBwe6affvpJrVu31o4dO/I9RkBAgN59913ZbLbc2IoVK7RhwwaX2k+cONHuOV82m03z5s1z6wHvVjNy5Ein8T59+jisHMiL6OhoLV26NHd769atCg4Ols1my/erWbNm1x2/V69eatOmjV3MGKPu3btr586dbu8XrG3s2LFKTk7O3S5TpoxmzZrlcvuWLVs6xF588cVCWTFTs2ZNu+3ExER99tlnLrffsmWLNm7c6BDfuHGjtmzZku/8cG0l+djztO+//z73364Ute6++26H2Pjx46/Z5vz58/rkk0/yntw19OnTR+XLl3eI9+7dO9/P+apZs6ZGjx7tEJ81a5ZGjBjBii0AAAAAQLFHUQte1axZM7399tsOt0Dav3+/Wrdura5du2rOnDmKjY3VyZMnlZWVpaysLKWmpurQoUP65ptvNG/ePI0cOVItWrRwOkbr1q31yiuv2MX69euXe6u9q3nzzTc1depUu9jkyZPVunVrN/bUelq2bKkmTZo4xIcPH56vfq1wQS06OlpBQUF2seTkZLVu3VqDBg3Sl19+qVOnTik7O1vnz5/Xb7/9pvXr12vSpElq1aqVPv/8cy9lDndERUXlrgyU/iiYf/jhhw4X7K+lV69eKleunF0sJiZGbdu21Zo1a3Tu3DllZ2crKSlJhw8f1q5du7Rw4UI9+eSTateuXb7yd9Z+yJAhWrJkiVJSUpSenq5jx45py5YtWr16tcN7/1p4v1J8fHy+csO1lfRjL7+MMbnn4dOnT+vQoUPasWOHli1bpmnTptmtgHOlGNS7d2+HPzpZuXKlevfurdjYWGVmZurChQs6duyYVq9ereHDh+umm27SyJEjC/SPVQIDA9WvXz+HuLOVxO4YN26c05WAc+fOVYMGDTRjxgzt3r1bqampysnJUUZGhhITE7Vv3z6tXbtWs2bN0rBhw/T8888XSD4AAAAAABQqg2ItLi7OSLJ7WdHixYtNmTJlHHLNy6ty5crXHOP11183Npst9/2lS5c2w4YNM9u2bTOnTp0yly5dMr/++qtZunSpad++vV3fPj4+ZsaMGS7ty5YtW8yYMWNMq1atTOnSpR3yDAoKMu3btzdjxowxn3/+uV3b48ePm6ioKNO7d28TGhrqdD9DQ0PNww8/bN566y1z4cIFt+fcGGMWLFhg13eTJk3y1Z8xxkyfPj1f38drvZo2bepyHt99950pX758nse44YYbzJ133ukQv/nmm01kZKSZPn26OXXqVL7nqSBt2LDBTJ482fTr1880bdrUBAYGOuQfEBBgwsPDzQMPPGDGjRtnPvzwQ5OTk2Op47VHjx52bW02m5k5c6ZZs2aNOXjwoDl9+rQ5f/68ycrKMkePHjUrVqwwHTp0sGtTpkwZs3jxYrfmMSoqKs/HS9myZc2YMWMc5tzX19dERESYoUOHmvnz55ucnJyrjhsfH29KlSrl0nh33nmnQ/stW7Zc9f1btmxxay6u5+OPPzbPP/+86d27t2nWrJmpUKGC0/EDAgJM3bp1Tbdu3cyTTz5p3njjDXPy5Em73K1w/HHsuX7sHT161MycOdM88cQTpmvXrqZOnTrG39+/QM/1zl4vvviiS3P57LPP5qnfcuXKmeXLl5suXbo4ncdhw4aZRYsW5fl7umfPHrv+wsLC8tzHtaSkpJiWLVvma04feughuz4/++wzM2rUKHPXXXc5PS4CAwNN06ZNTb9+/cykSZPMunXrCnSfCtqV+cfFxXk7JQB5sHTpUruf4fDwcG+nBAAALIjfGUqkpdascKDAFJWiljHGHDt2zAwaNMj4+Pjk6aJM+fLlzWOPPWaOHj163TFiYmJM27Zt89R/p06dzJ49e1zej8jISJf7rl+/vl3bTz/9NE+5HT58OK/TbOfixYsmJCQkt7933303X/0ZY52iljHG/Prrrw4Xq6/28vHxMf/85z/NoUOHzOrVq6/53tWrV+d7ngqSsyKcK6+srCxLHa+ufq+u9uratauJj493ex5zcnLMqFGjXBqrWbNmZvbs2SYpKckYY0yjRo2uO9fXEh0dbVd0d/by9/c3zz//vNP2nTp1cnh/p06d3J6L66lSpYrb36e1a9fm9mOV449jz/Vjb9myZfmaK3df06ZNc2kuL1++bAYNGnTd/mw2m4mMjMw9LiZPnnzV9wYGBrr1fb3jjjty+4iKinKrj2vJysoys2fPNhUrVszTXDZs2NDMnj3bXLp0ya6/evXq5amfvH4mF7Yr86WoBRQtXKACAACu4HeGEmmpzRhjhGJr//79ql+/vl3M6t/yhIQErV+/Xhs2bND+/ft19uxZnT17VpmZmSpfvryCg4NVt25d1a9fX23atFGnTp0cHpp+Pbt379YXX3yhTZs26fjx4zpz5ozOnz+v4OBgVapUSTVq1FDHjh3VpUsXhYeHe2hPreHpp5/W9OnTVb58eZ04cUKBgYHeTqnA7d69W6tWrdLGjRtzv9+SVLlyZdWsWVNdunRRZGSk6tSp4+VMS7aePXtq1apVudvVqlXTiBEjdPDgQR08eFAJCQlKS0tTenq6bDabgoODVadOHbVq1Uq9evVy6Zlrrti+fbvmzp2rHTt26OTJkwoICFD16tUVFhamDh06qHPnzgoNDS2Qsf5q8+bNmjFjhnbu3Knk5GQFBQWpWrVqioiIULt27dSzZ09VqlTJadvU1FSNGTNGS5YskfTHbdiioqKcPtcHjjj23D/2rGr9+vV67733tHPnTp0+fVrGGFWsWFFhYWFq3769+vTp45G5/KuxY8cqKipK/v7+On78uG688UaPjJOWlqZVq1Zp06ZNio2N1bFjx5SamipjjEJCQlS5cmU1bNhQzZs3V+fOnYv97zV/+uvzVCUpLi6uxOw7UBwsW7ZMDz74YO52eHi44uLivJgRAACwIn5nKJGWUdQq5opiUQtAyeSssHDixAkvZoSSgmMPBc0Yo1q1aunIkSOKjIzU8uXLvZ1SiUNRCyjauEAFAABcwe8MJdIyH29nAACAM6mpqd5OASUUxx7y68svv9SRI0ckSU8++aR3kwEAAAAAoBihqAUAsKSMjAxvp4ASimMP+TVjxgxJUkREhNq2bevlbAAAAAAAKD4oagEALIlbpcJbOPaQH9u2bdPGjRsl/fHcSgAAAAAAUHAoagFAPkRFRclmsxX6Kyoqytu7DgAlyt69e3XgwIFrvicnJ0f/+c9/JEm1atVS7969CyM1AAAAAABKDD9vJwAAAABY3dNPP63/+7//U3x8vGw2m9P3TJw4UTExMZKkKVOmyNfXtzBTBAAAAACg2GOlFgAAAOCCw4cPa8eOHU6/9uabb2rSpEmSpDZt2rBKCwAAAAAAD6CoBQD5MGbMGBljCv01ZswYb+86AJRIzz33nHbu3Km0tDSlpqbq66+/1j/+8Q/9+9//ljFGFSpU0KJFi7ydJgDAg3r27Jnn24d/++23+R43OztbM2fO1Pz58wtgLwAARc3Ro0c1YMAAnTp1qkD6q1q1ap4/z7KzswtkbCA/uP0gAAAA4KKtW7eqZcuWTr92ww03aOXKlfrb3/5WyFkBAKygQoUKCg0NVWhoqGrXrq3atWvn/vumm27KV9/r16/XqFGj9PPPP2v69OkFlDFQ/P3www9at26dtm7dql9//VXnzp1TamqqypYtq5CQENWqVUt33323unbtqubNm3s73WKDefeMnJwcLVq0SCtXrtSLL76oUaNGyd/f3+3+Dh48qEOHDik+Pl6HDh2y+/fJkydljCnA7IGCQ1ELAOAVWVlZmjNnjnbt2qVdu3bp4MGDdl+/fPmyKlWqpDp16uS+7rnnHrVq1cpLGaO44NiDJ4SGhurDDz9UixYtvJ0KAKCQ3Xbbbdq6dasqVapU4H2np6friSeeyF0FXK1aNbs/rli+fLn++c9/utzfuHHjNHny5DznMX/+fA0dOjRPbUaNGqU33ngjz2Oh6EtMTNT333+v7777Tnv37tXhw4d14sQJnT9/XpcuXdINN9yg8uXLq2LFimrYsKEaN26sLl26qEGDBgWWw6ZNmzR+/Hjt3LnT6deTk5OVnJysX3/9VRs3btSECRPUokULTZ06VW3bti2wPAoT825daWlpmjRpkt544w21bNlSmzdvdqufSpUqqW3btvrmm280duxYffjhh1qyZIluu+02t/oLCgpS06ZN1bRpU4evXbx4Uc8++6xmzZrlVt+ARxkUa3FxcUaS3QsArCApKcnh/HS914ABA7ydNooBjj24Izo62txzzz2mevXqplSpUsbHx8dUqVLFtG7d2rz11lsmPT3d2yniL678GY6Li/N2SgDyYOnSpXY/w+Hh4d5OyU6PHj3s8ouIiPDIOLt37zb16tXLHadv374mOTnZ7j2//fabmTZtmnn88cdNp06dTGhoqPHz87vq7zS+vr5mx44dec7ll19+MdOmTTPDhw83Xbt2NfXq1TOlS5fO7ddms5mbb77Z3H333WbgwIHm5ZdfNt9++21BTQWKiMOHD5vQ0NA8/67956tZs2Zm+fLl+c7jhRdeMDabza7vhx56yGzatMkkJCSYjIwMc/z4cbN8+XLTvn17u/f5+PiYl19+uQBmo/Aw79aVk5Nj3n//fVO1atXcfW3btm2++3z77bdNqVKljCQTGBho3n///QLJ90oTJkxwOF6ysrI8Mpa7rP47AzxiKRWOYo6iFgAAAEoailpA0Wb1C1SFUdT69NNPcy9YSjKvvfaay22nT59+zQvYoaGhBfLHGKtXr87ts0ePHvnuD0XfTz/95HC81a1b10yYMMF8/fXX5vfffzeZmZnm3LlzJjY21syePduEhYU5tOnZs6dJSUlxK4dXXnnFri+bzWYWLVp0zTYvvfSSQw7Tp093a3xvYN6t6dtvvzXNmzd32Mf8FrX+9N1335mQkJDcfocOHWouX75cIH3/iaIWLGqpjwAAAAAAAGAJH330kR5++GFlZGRIkmbOnKmnn37arb6CgoIcYvHx8Ro9enS+cgSup0aNGlq7dq0OHjyol156Se3atdNNN90kf39/BQcHq1GjRho5cqT27dunZ555xq7tZ599pnvvvVcXLlzI05g//PCDxo8fbxd7/PHH1b9//2u2mzBhgnr06GEXe+aZZ/Tjjz/maXwrYN6979SpUxo4cKBatGih77//3mPjNG/eXF9//XXuef7dd9/VgAEDdPnyZY+NCVgFRS0AAAAAAAALWLhwod1Fyccee0z//ve/3e5v6NChql+/vkN83rx5WrNmjdv9Atfz4IMPqmvXrtd9n4+Pj1599VX17dvXLr5t27Y8F3MnTpyonJwcu9izzz7rctu/ysnJ0UsvvZSn8a2AefeezMxMTZ8+XXXr1tXChQtljPH4mI0aNdInn3wim80m6Y8/iujXrx+FLRR7FLUAAAAAAIVm/fr1stlsateunbdTKVKYt+Lvhx9+0NChQ3MvDlevXl0zZszIV5+lSpXSokWL5Ofn5/C1wYMH6+zZs/nqH7iaiIiIPL1/+vTp8vX1tYtFR0frwIEDLrU/e/asvvjiC7tYgwYNdOutt7rUPiIiQjVr1rSLrVmzRomJiS61twrm3Tu++OILNWjQQE8//bTS0tJks9nUtm1bTZkyxeNjd+vWTQMHDszdXrJkiSZNmuTxcQFvoqgFAAAAACg0hXGBpzhi3oq3tLQ09e3bV1lZWbmxN954Q4GBgfnuu0mTJnrhhRcc4gkJCXrsscfy3T/gzO23356n9998882655577GKXL1/Wxx9/7FL7r776ymFlTMOGDfOUQ5MmTey2c3Jy9NVXX+WpD29j3gvf0KFDde+99+qXX35RgwYNNHXqVP3222/avHnzdW/BWFBee+01BQcH525PnjxZW7duLZSxAW+gqAUAAAAAKBQ7d+7UN9984+00ihzmrfh74oknFB8fn7vdtm1bRUZGFlj/48aNU9OmTR3iK1eu1AcffFBg4wCSVLp0adWrVy/P7Vq0aOEQW7t2rUtt9+/f7xC75ZZb8jR+jRo1HGKurliyAubdO5KSkjRmzBjt2bNHP/30k5599tk8z0F+Va5c2e62jZcvX1a/fv2UkpJSqHkAhYWiFgAAAACgULzyyiveTqFIYt6Ktz179uijjz6yi/3rX/8q0DH8/Py0aNEilSpVyuFro0aN0pEjRwp0PJRsDRo0cLilnStq167tEPtrsfdanN1KM68rHcuVK+dSv1bFvHvH8uXLNX369Dzf+rGgDRo0SGXLls3dPnbsmN58800vZgR4DkUtAAAAAIDH7d27V2vWrPF2GkUO81b8vfzyy3a376pWrZq6d+9e4OOEh4c7fc5KamqqBgwYkPssL8BdDRo0kDFGP/zwg1vtg4KCHGIpKSnKyMi4btvMzEyHWF4LPM7e78rY3sa8Q/qjONi3b1+72BtvvKHU1FQvZQR4DkUtAAAAAPCiffv26fXXX1e3bt1Uv359ValSRQEBAapUqZLCwsLUuXNnvfbaa9qzZ4+3U82XqVOneqzvn376SZMnT1aXLl1Us2ZNlStXTmXLllWdOnXUtWtXvf3220pISPDY+J5UEPOWnp6uESNGKDg4WBUqVNCIESOUnp5eANkhv3766Sd99tlndrFHHnlEfn5+HhnvqaeeUqtWrRziW7Zs0euvv+6RMV1ltXPh6dOntXDhQvXu3Vu1atVSqVKlVLZsWdWrV09Dhw4tsDzS0tK0ZMkS9e/fX40aNcrd75CQEN12223q16+fFixYoPPnzxfIeFZ2tcKqj8/1L1/+9XlCf7pw4UKexnc2x876LW6Y9+Jj0KBBdttJSUmaPXu2l7IBPIeiFgAAAAB4we7du9WpUyc1bNhQY8aM0dq1a7V//36dPn1aWVlZSkxM1M8//6wNGzbo2WefVePGjdW+ffs8/SX2tm3bZLPZrvpydsuhPyUnJ1+zrc1m08MPP3zV9ikpKVqxYoVGjhypsLAwLV682O7r33zzjdM+b7vtttz3dO3a9apjt2rVSjExMWrdurUaNWqk8ePHa/369Tpy5IjS09N1/vx5HTp0SOvWrdMTTzyhmjVrasqUKcrKyir283alyMhIzZ07V8nJyUpJSdHcuXPVq1ev684DPG/+/Pl2q7QkqVOnTh4bz8fHRwsXLnR6e7Dx48dr7969Hhv7agrjXChJvXr1uurPZKlSpZSTkyNjjNatW6eePXvqpptu0sCBA7V06VIdPnxYmZmZOn/+vP7v//5P8+fPV+PGjTV+/Hi39/vy5ct65513VKtWLfUygoIzAAAgAElEQVTp00cfffSRfvrpp9z9TkpK0sGDB/XJJ59oyJAhql69umbMmOH2eEWBs2J72bJl5e/vf9224eHhDrGTJ0/mafzjx487xOrXr5+nPooi5r34aN68ucqXL28Xe/fdd72UDeA5FLUAAAAAoJDNnDlTTZs21caNGyVJZcqU0fDhw7V9+3adPHlSFy9eVHx8vJYtW6aOHTvmttu8ebOaN2+u1157zaVxwsPDNXPmTPXt21e1atXKU45ly5bVggULNGrUKN1zzz2qXLlyntq///77ioyM1Jw5c/Tzzz/nqe2fxo4dqyeffFK33367w1+M79mzR3fddZe2b9/uUl8XL17UuHHj1LFjx+v+FXlRn7e/2rp1q9avX+8QX7dunbZu3Zrv/pE/n3/+ud12QECAWrZs6dExQ0NDNW3aNId4RkaG+vfv7/R2Yp5SWOdC6Y9nhz311FNq2bKlw7PFMjMzNXfuXEVERKhr165atWqVLl++fN0+J0+erDlz5ricw58yMjJ0//336/HHH899dlCNGjU0d+5cHTlyRBcvXtThw4c1Y8YMhYSESPqjYP7UU0+pV69eLuVWFCUnJzvEatSo4VLbe+65RzabzS6W13Povn377LZ9fHzUvn37PPVRFDHvxYevr6/atGljF/vtt98UGxvrpYwADzEo1uLi4owkuxcAAABQnF35+29cXJy3U7IzadIku/xuuukms2vXrmu2mTt3rvHz87Nr9/zzz+d57Hr16tn1ERoa6nLbixcvOsxtv379XG4fGBho17Zt27Z5yr1Hjx4O47dq1cpMmTLFfPnll2bv3r3m1KlTJiMjw/z+++/m888/N/fff79DG0mmY8eOJjs72+Wxi/K8LViwwOkcSDLvvfdenvoqLEuXLrXLMzw83Nsp2bnyWIyIiHCrn9jYWKfHdH5Nnz49t79x48Y5fU9OTo7p1KmT0+Ni7NixLo2zevXq3DY9evTIc57ePBdOnTrVYb99fX1NixYtzDPPPGOWLVtm9u7da86ePWsyMzPNyZMnzUcffWRCQ0Md2gUFBZnU1FSXx758+bLp2rWrXR933XWXSUxMdPr+ffv2maCgILv3jxkzJs/7XBSMHDnSYX6HDBnicvtu3brZtfXz8zPJyckutT127Jix2Wx27e+99153d6VIYd4959ixYw5zm9fP8bz662fAn6+XX37Zrb4mTJjg0FdWVlYBZ5w/Vv+dAR6xlJVaAAAAAFBIvvnmG7344ou52z4+Plq8eLGaNGlyzXaPP/64Jk2aZBebMmWK0xU4JYWvr6+2bdum5557Tl26dFHDhg1zn0Vz00036R//+IdWrFihlStXKiAgwK7txo0bNXfuXC9lXriutdIsr6vQULD+97//OcSudRvJgmSz2bRgwQIFBQU5fO3111/Xli1bPDq+Fc+FX375pXbs2KFXX31VvXr1UsOGDVWxYkX5+/uratWq6tevn7777juHn5uUlBQtXbrU5XHefvttffnll7nbFSpU0LJly3JXZF2pfv36DvscFRVV5J+z6Mz+/fsdYp07d3a5/bRp0+xW4WVnZ7v8PKGpU6fa3Qq0VKlSeVoJWJQx78VLvXr1HGKrV6/2QiaA51DUAgAAAIBCkJGRoSFDhthdvHnooYd09913u9T+6aefVoMGDexiQ4YMyfMD2Uuanj17Oi1gjR8/XomJiV7IqHC1a9fO6W2c2rdvr7Zt23ohI/xpx44dDrHCLDTecssteuONNxziOTk5GjBggNLS0jwyrlXPhaVLl77ueypWrKipU6c6xL/55huXxjhz5oyef/55u9gTTzyh6tWrX7Pdo48+6vActFdffdWlMYuKCxcuOPxMhISEqHv37i73Ub9+fb3zzjt2t8ObPHmyvv7662u2W7Rokd3nhM1m09tvv10inuvEvBc/zj5Hdu/erYyMDC9kA3gGRS0AAAAAKATLly/XoUOH7GKDBw92ub2Pj4+efPJJu9ixY8fytEKgpHr00Ud1xx132MWSk5P1ySefeCmjwrVy5UoNGTJE5cuXV/ny5TVkyBCtXLnS22mVeM5W2hT26rmBAwc6vXh95MgR/etf//LImEX9XNi9e3f5+/vbxQ4ePOhS248++sihWOjKvgcGBjoUp//73/8qKSnJpXGLgo0bN+rSpUt2sREjRjg8/+x6BgwYoPfffz+3XUZGhjp16qSRI0dq+/btSkxMVFZWlhISEvTFF1/on//8pwYMGJBbZC1durQWLFigRx99tGB2zOKY9+KnVq1aDs85y87Odnh2GVCUUdQCAAAAgEKwYMECu+2yZcs6PMz7enr16uVwoWL+/Pn5zq0kGD16tEPsww8/9EImhS8oKEjvvvuuUlJSlJKSonfffdfpbedQeC5cuKDff//dIV61atVCz2XevHmqVKmSQ/yDDz7wSPGzqJ8LS5curVtuucUu5mpxadGiRXbboaGhqlmzpkttGzdubLednZ2tzZs3u9S2KLhyRW2lSpU0duxYt/oaMGCAvv/++9zVqJcvX9acOXPUunVrVapUSQEBAapataruvfdeLV++PLddp06d9MMPP2jQoEHu70gRw7wXP2XKlFG5cuUc4r/88osXsgE8g6IWAAAAAHjYmTNnHC4+NmnSRD4+efsvWUhIiMOzErZv366EhIT8pljs/f3vf3dYXfHDDz/ozJkzXsoIJdmRI0ecxr1RbKxSpcpVnzH32GOPFej5pbicC6+8YHzx4sXrtklISHBYndeoUSOXx3RW/Couz9Xau3ev1q1bZxd78803Vb58ebf73L9/f55XsiUlJTmsIizOmPfiy9lnyeHDh72QCeAZFLUAAAAAwMN27dpl9/wYSQoPD3erryv/Wv/P/nFtQUFBuv322x3iu3fv9kI2KOlOnDjhNO6tFXS9evVSnz59HOJnz57VkCFDCmyc4nouvHKfnHF2rsnL7SarVavmEDt69KjL7a1s1KhRdnP44IMP6qGHHnKrr7Nnz6pz587q27ev9u7dK0m6/fbbNWfOHO3fv1/nzp1TZmamTp48qW3btmncuHEKCQmRJMXExOj+++9X9+7dlZycnP8dszjmvfhy9lly8uRJL2QCeAZFLQAAAADwMGcXWt29zdiVt72SpB9//NGtvkqaK1d2SMVnpQOKlnPnzjmNO7tlVGGZM2eO08LJ//73P82bN69AxijJ58LY2FiHWHBwsMvtnR0biYmJ+crJCubPn2+3ei8iIsLhFpWuOnHihFq0aKENGzbkxp577jnFxMRoxIgRCgsLU3BwsPz9/VW1alW1atVKkydP1i+//KLOnTvntlm9erVatmyp06dPu71fVse8F2/OzhdX+9wBiiKKWgAAAADgYc6eY1ClShW3+qpevbpDLD4+3q2+SpratWs7xH777TcvZIKSLiUlxWk8ICCgkDP5f0JCQq76XKrRo0cXyHmmJJ8Lna2quuGGG1xuX6pUKYdYRkZGvnLyttjYWD355JO52zfffLNWr16tsmXL5rmvzMxMde/e3e42dg8++KCmTJkiX1/fa7YNCQnRqlWr1LBhw9zYgQMH1LNnT2VnZ+c5F6tj3os/Z58lrIJDcUJRCwAAAAA8zNkF7MDAQLf6cnbR6WoXyGHP2e14UlNTvZAJSrqrFSOufO5bYevWrZsGDx7sED9//rweeeQRXb58OV/9l+RzobNzzejRo2Wz2Vx63XHHHQ7t8/v98Kbff/9d3bt316VLlyT9sWLvq6++croCzxVRUVF2KwFtNpteeeUVl9uXLl1aM2bMsIvt3LlTc+bMcSsfq2LeSwZnnyVFvQgO/BVFLQAAAADwMGcXWp391b0rypQp41L/cOTs4jlFLXhDVlaW07i3i1qSNHPmTP3tb39ziO/YsUOvvvpqvvouyefCtLQ0b6dgGefOnVPXrl1zV69Vq1ZNmzZtUt26dd3qLyMjQ1FRUXaxiIgIp6tzr6VDhw666aab7GKvvvpqsVk1xLyXHM4+SzIzM72QCeAZFLUAAAAAwMMuXLjgEHP34rWzW8o46x+OnF085yIPrCQnJ8fbKahcuXJ6//33ZbPZHL42ceLEfD23qiSfC/9cGfNXH374oYwxbr82btzohT3Jn6SkJHXs2FH79u2TJNWoUUNbt25VeHi4231+8cUXSkpKsou1bNkyz/3YbDbdc889drFTp05p/fr1budmFcx7yeLss8TZOR0oqihqAQAAAICHObtNlrvFFGcXRt15DkZJ5OyCd/ny5b2QCUq6qxVyrFJkbd++vUaOHOkQz8rKUv/+/Z2eh1xRks+FzlaWlbTbgZ09e1YdOnTQ7t27JUkNGjTQ1q1bFRoamq9+t2/f7hCrVauWW32FhYU5xLZu3epWX1bBvJc8zs6r3nxmI1DQKGoBAAAAgIc5K5y4ezHT2YVcZ8+KgqOLFy86xJg7eEPp0qWdxq1S1JKk1157zeltyfbv369nn33WrT5L8rnQWcHNyivLCtrx48fVpk2b3MJK27ZttXXrVlWvXj3ffR88eNAhVrlyZbf6qlq1qkNs//79bvVlBcx7yeTss8TdW70CVkRRCwAAAAA8rEKFCg6x9PR0t/py9gwoK1/ItZLk5GSHWMWKFb2QCUo6Z+cEyVpFrTJlymjhwoXy9fV1+NqsWbO0adOmPPdZks+Fzgp6Z86c8UImhe/nn39Wq1atdODAAUlS3759tW7duqv+HOTVlbfAk6QbbrjBrb6cFR+d9V8UMO8ll7PPkoL6vgNWQFELAAAAADzstttuc4idOnXKrb6OHTvmUv9wdOTIEYdYw4YNCz8RlHhXK6Za7XZ0d911l8aOHesQN8bozTffzHN/JflcWKNGDYfY77//XviJFLKdO3eqdevWOnr0qCRp3Lhx+vjjjwt01UhBPiuouDx3iHkv2ZwVtUJCQryQCeAZFLUAAAAAwMOaNGniEDtx4oRbff15gep6/cPR4cOHHWKNGzf2QiYo6apVq+Y0fvbs2ULO5PomTpzotPhrjMlzXyX5XOjsmUGxsbFeyKTwrFq1Sh06dFBiYqL8/f313nvvafLkyQVewHB2sd7dWzumpaU5xIrail7mHc5Wgd58881eyATwDIpaAAAAAOBhTZs2lY+P/X+/9u3b51ZfMTExdtu+vr6WvpBrFdnZ2frxxx/tYhUrVnT6zCDA02rUqOH0ArO7q5Y8KSAgQIsWLZK/v3+++yrJ58IGDRo4xGJjY92+/aLVzZs3T5GRkbp48aKCgoK0du1aDRo0yCNjValSxSGWmJjoVl8JCQku9W9VzDuMMTp9+rRD3NlqUaCooqgFAAAAAB4WHBysTp062cViY2OVnZ2dp35OnjzpcAu9zp07Kzg42KX2pUuXttu+dOlSnsYvymJiYnT+/Hm7WO/evZ0+L+hKJXne4BmlS5fWLbfc4hA/efKkF7K5vttvv13jx4/Pdz9WORd6Q40aNRxuj5idna1PP/3USxl5zoQJEzRs2DBdvnxZt9xyi7Zv364OHTp4bLy77rrLIfbrr7+61dfBgwcdYi1btnSrr8LGvEP6Y5WWs3Mqf8SD4oSiFgAAAAAUgkcffdRu+9KlS1q/fn2e+nB28TMvf4F95UPCExISCu0ZPleuzijs1QmLFy92iD3yyCMutS3q85aWlqbhw4crODhYFSpU0PDhw53e6gmFy9mtL61a1JKk5557TnfccUe++7HCudBbIiMjHWIzZ850+vyb/Ni0aZNat26tcuXK6cYbb9Tjjz+upKSkAh3DmZycHA0fPlwvv/yypD9Wp+3YsUP169f36Lj33HOPQ+zbb791q6/Nmzc7xNq3b+9SW+a98OfdW3NuZc4+RwICAjx+PACFiaIWAAAAABSCnj17OvyV/oIFC1xun52drblz59rFwsLC1KNHD5f7qF27tkOfX331lcvt8yMwMNBu+8pVFp6Unp6uhQsX2sXuu+8+3XnnnS61L+rz9sADDyg6OlrJyclKSUlRdHS0HnjggQLKEO5ytgrht99+80ImrvHz89OiRYscVi7mlRXOhd4yePBglSpVyi524MABjR07tsDGiI2NVbdu3bR9+3alp6frzJkzeuedd9ShQwePrjLNzMxU3759FR0dLUm6++67tXXrVlWvXt1jY/6pRo0a6tKli11s165def552rJli0ObHj16OF1VeSXm/Q+FOe/emnOrczb/TZs2LZBbyAJWQVELAAAAAApBQECA3n33Xbvn6KxYsUIbNmxwqf3EiRN16NCh3G2bzaZ58+YpICDA5RycXUR/8cUXC2XVUc2aNe22ExMT9dlnn3l8XEkaO3askpOTc7fLlCmjWbNmudy+KM/bli1btHHjRof4xo0btWXLlnznB/f94x//cIjFxsZ6IRPX3XbbbXrllVfy1YcVzoXeUrNmTY0ePdohPmvWLI0YMaJAVmwtX77caT+7d+/We++9l+/+ryY6OlpLly7N3d66dauCg4Nls9ny/WrWrNl1x584caLdylZjjF544QWX88/IyNB//vMfu5ifn59eeukll9oz738ozHn31pxbnbPPke7du3shE8BzKGoBAAAAQCFp3bq1wwXhfv366bvvvrtmuzfffFNTp061i02ePFmtW7fO0/i9evVSuXLl7GIxMTFq27at1qxZo3Pnzik7O1tJSUk6fPiwdu3apYULF+rJJ59Uu3bt8jTWlZy1HzJkiJYsWaKUlBSlp6fr2LFj2rJli1avXp2vsf4qKioq9y/YpT8uln344YcOxaJrKcrz9teL/1eKj4/PV27In7CwMNWpU8cutm/fvkK7taW7/v3vf6tNmzb56sPb50JvGjdunNNVonPnzlWDBg00Y8YM7d69W6mpqcrJyVFGRoYSExO1b98+rV27VrNmzdKwYcP0/PPPO+3/3LlzVx37888/L7D9uFJB30Ixr+68805FRUXZxT766CONHz9eOTk512yblJSk+++/Xz/++KNdfPbs2br99ttdGp95/38Ka969NedWt2vXLocYRS0UOwbFWlxcnJFk9wIAAACKsyt//42Li/N2Sg5ef/11Y7PZcnMsXbq0GTZsmNm2bZs5deqUuXTpkvn111/N0qVLTfv27e32x8fHx8yYMcPtsaOiohzm6HqvsmX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vPj5eUVFRun37dlrs3Xffdeq+V/dSo0YNjRo1yiZ+4cIF/fvf/3a7f+Buzz33nFq3bq1jx44pIiJC48eP1+nTp7Vx40Z1797d7PQkSYmJiXr66aeVkpKi3Llzy9/f3+yU3Obt854V5/wvzhaWpD+vzXfbvHmz0/04W1ArXLiwmjZtahVLTU3Vp59+6vTY0p/3fMydO3fa8dixY7VlyxaX+gLgnShqAQAAAADc9tNPP2nTpk1mpwEP6devn06cOJF23LhxY3Xo0MFj/Y8cOVI1a9a0iS9fvlyffPKJx8YBJCk2NlZDhgzRvn37dPDgQb3yyisqWrSo2WlZGTRokI4dOybpz+04c+TIYXJG7vP2ec+Kcy5JBQoUUP78+Z1uV6RIEZvY+fPnneojW7ZsKleunNNj16tXzya2atUqp/uRpPDwcL3xxhtpx6mpqerWrZuuX7/uUn8AvA9FLQAAAACA295++22zU4CH7Nu3T4sWLbKKDRgwwKNj+Pn5acGCBQoMDLR5buDAgTp16pRHx8PDbdmyZZo8ebJLq1cywsqVKzVnzhxJUo8ePbLMtrvePO9Zcc5z5colwzAUExPjUvuQkBCb2NWrV53qIyIiwmYrQUeULl3aJvb3L1Y4q1evXgoKCko7PnPmjN577z2X+wPgXShqAQAAAADccuDAAX333XdmpwEPefPNN2UYRtpxwYIF1aZNG4+PU7FiRbv3OomLi1OPHj3S7uUFZGXnz59XdHS0JKlEiRL64IMPTM4o62PO7UtOTraJObrlbEREhAzD0M6dO10aOzQ01CZ2/fp1JSUludRfcHCwoqKirGLvvvuu4uLiXOoPgHehqAUAAADgoXLx4kXNnz9fnTt3VsmSJRUYGKigoCCVK1dOzz33nPbt2+fxMQ8ePKixY8eqZcuWKlGihIKDgxUUFKQyZcqoVatWmjFjhi5cuODxcTPK+PHj3WqfkJCgF154Qblz51auXLn0wgsvKCEhwUPZwRkHDx7UihUrrGLPPPOM/Pz80mW8l19+WQ0aNLCJb968WVOmTEmXMZ1x6NAhTZkyRY899pgqVaqk/PnzKyAgQGFhYapQoYJatGihiRMnpst1424Zde2Kj4/XF198oe7du6tKlSpp55wnTx6VL19e3bp109y5c5WYmOiR8R5mhmGoV69eunz5snx9fbVw4UIFBwebnVaWxpzf27Vr12xihQsXzpCx7/UlBh8f1z+67tWrl9VxbGwsBUwgqzAAWLl48aIhyepx8eJFs9MCAAAwDMMwwsPDrf5O2bBhg9kpue327ds2f3/d/Zg8efI923fo0OGe7QICAozU1FTjzp07xurVq422bdsavr6+Dxxv1KhRDuXesmXLe/ZRv359Y+fOnUaDBg0eOJ4kI3v27Mbbb79tJCcnP3DcLVu23LevUqVK3bNtbGzsA3Pp1q3bfce/du2a8eWXXxr9+vUzypcv79D5STLKlStnt78WLVrYvLZly5YPnIfMaMOGDVbnGR4ebnZKVgYMGGDzb7F27Vq3+pw8eXJaXyNHjrR5/vjx40bOnDltxg0MDDT279/v8DjffPNNWtu2bdu6lfOePXuM5s2bO/yzLcmIjIw0fvnlF4fHMPPaZU9KSooxa9YsIywszKHzzZUrlzFlyhSXx/MWZ86csTm3xo0bZ8jY77333j1/N0JDQ61yCg0NzZCcMopZ8/4wz/mDjBkzxubfpFevXhky9sKFC23GDgoKcqvPlJQUIyQkxKrPf/zjH55JOJ1Mnz7dlGsRkMksYaUWAAAAAFP5+vrq448/1osvvqiGDRs6/Y3pgQMH6uWXX1b9+vVt7s+TnJysmTNnqmrVqmrVqpVWrlyp1NTUB/Y5duxYTZ8+/YGvGzp0qF588UVVq1bN5tvE+/btU926dbVt2zaHzuPmzZsaOXKkmjdvrhs3btz3tRUrVtS0adMUFRWlkiVLOtT/X4KCgjR37lwNHDhQTZs2VXh4uFPtJWnevHnq0KGDpk+friNHjjjd/u+2bNmiNWvW2MR/+OEHbdmyxa2+4byvv/7a6jggIED169dP1zFLlSqlSZMm2cSTkpLUvXt3u1tipadp06apZs2aWrt2rSQpe/bs6tu3r7Zt26aYmBjdvHlTJ06c0NKlS9W8efO0dhs3blTt2rU1ceJEh8Yx89p1t6SkJLVv3159+vTR5cuXJUnFixfXzJkzderUKd28eVMnT57U1KlTlSdPHkl/rup4+eWX1bFjR4dyg7Vff/1Vw4cPlyTVqlVLr7/+uskZZX3M+f1t3brVJtahQ4cMGdveKrHixYu71aevr68aNWpkFTt9+rT279/vVr8AvIDZZTXA27BSCwAAeLOsuFLrbnevZJHuv1Lr78aPH2/T1tfX16hXr54xfPhwY+nSpcaBAweMy5cvG8nJyUZMTIyxaNEio1SpUjbtQkNDjbi4OIfzbtu2rU0fDRo0MMaNG2esXr3aOHDggHH+/HkjKSnJOHv2rPH1118b7du3t7sConnz5kZKSorDY5crV86q/f1Wat3t5s2bNuM/aKXW3e5eZePMN4vnzp17z5UgH3/8sVN5ZAbevFJr//79dn+G3fWglVqGYRh37twxHnnkEbs/B0OHDnVoHE+s1Hrrrbesxi5UqJCxe/fu+7aZOXOm4efnZ9VuxIgRTo1r5rUrNTXVaNWqlVUfdevWNa5cuWL39YcOHbJZ0TJkyBCnztebmLFiKCkpyahataohyciRI4dx9OhRm9dk9VVDGT3vzPn9nTp1ymY1aMWKFY3U1NQMGb9///42Pw/R0dFu9/v395+/Hm+++aYHMk4frNQCHMJKLQAAAABZ2+rVq7V9+3ZNmDBBHTt2VOXKlZU3b175+/urQIEC6tatm3bs2GGz4un69etasmSJy+P6+vpq69atevXVV9WyZUtVrlw57d40hQoV0hNPPKGvvvpKy5cvV0BAgFXbtWvXaubMmS6PnZncb6WZs6vQ4J5vv/3WJla+fPkMGdtisWju3LkKDQ21eW7KlCnavHlzuuewadMmjR49Ou3Yx8dHixcvVo0aNe7brk+fPnrrrbesYuPGjbO7AtEZGXXtmjFjhlavXp12nCtXLi1dujRtRdbdKlWqZHO+77zzTobcVyyrGDFiRNpqkSlTpqhs2bImZ5T1Mef3dufOHfXr189qxWVAQIA++eQTt+5p5Yxff/3VJtaiRQu3+y1XrpxN7JtvvnG7XwDmoqgFAAAAIEvLli3bA1+TN29ejR8/3ia+adOm9EjJSrt27ewWsF577TVduXIl3cc3W2RkpJo0aWITb9KkiRo3bmxCRg+v7du328QysrBYtGhRvfvuuzbxO3fuqEePHoqPj0+3sZOSkhQdHS3DMNJiXbt21b/+9S+H2g8bNkwRERFWsejo6AduJXo/GXHtunTpkkaMGGEV69evn4oUKXLfds8++6xy5sxpFZswYYJDYz7s1q9fr6lTp0qSWrdurT59+picUdbHnN/b5cuX1blzZ3333XdpsezZs2v58uX65z//mSE53Lhxw+b9J0+ePGrTpo3bfdt7D9u7d6+SkpLc7huAeShqAQAAAICkNm3ayN/f3yp29OjRDBn72Weftfnw6Nq1a/rss88yZHyzLV++XNHR0QoJCVFISIiio6O1fPlys9N66NhbaZPRq+V69uxp94PMU6dOacCAAek27rJly3T8+HGrWO/evR1u7+PjoxdffNEqdubMGbdWezrKnWvXokWLbIqFjpx3zpw5bYrRX375pWJjYx0a92EVGxurHj16yDAMhYeHa+7cuWanlOUx539+MSA2NlYnT57Unj17tGbNGs2ePVs9evRQqVKltGzZsrTXNmnSRPv27dNjjz2WYfmtXbtWt27dsoq98MILNvcadEXJkiVlsVisYikpKTp06JDbfQMwD0UtAAAAANCfqyKKFi1qFcvID2gHDx5sE1u4cGGGjW+m0NBQffTRR7p+/bquX7+ujz76yO42dEg/N27c0NmzZ23iBQoUyPBcZs+erbCwMJv4J598km7Fzrs/6A4KClKjRo2c6qNjx442H57OmTPH7dwexJ1r14IFC6yOS5UqpRIlSjjUtnr16lbHKSkp2rhxo0NtH1Z9+vTRH3/8IenPn7n8+fObnFHWx5z/uZI0T548KlmypGrWrKmWLVvq+eef14IFC3Tjxg3VqVNHgwcP1t69e7V+/foM35rx7tXqYWFhGjp0qEf6zp49u4KDg23ix44d80j/AMxBUQsAAAAA/r+7P/i4efNmho396KOP2qy22Llzpy5dupRhOeDhderUKbtxM4qL+fPnv+c95f7973/rwoULHh3v0qVLNsWYGjVqOH0vmTx58tjcv2Xbtm0ez9ceV65dFy5csFmdV6VKFYfHtFf84r5a97ZgwYK0lXv//ve/9cQTT5icUdbHnD9YSkqKTp8+rYMHD2rFihXau3dvho5/4MAB/fDDD1ax9957TyEhIR4bw9772MmTJz3WP4CMR1ELAAAAAO7h7/fXSW+hoaGqVq2aTTyjP2DCw+ncuXN242atmOvYsaO6dOliE798+bKio6M9Otbu3bttftcrVqzoUl93r176q/+M5si1y961xZntJgsWLGgT+/333x1u/zA5efJk2vaUZcqUSbu/E9IPc/5/Jk2apNjYWJ0+fVoHDhzQpk2b9Nlnn+n1119XkyZNdPHiRf34448aM2aMatSooerVq+vrr7/OkNwGDhxodb3q1KmTunbt6tEx7L2PxcTEeHQMABmLohYAAAAAeIm7V3lIrHxAxrh69arduL1tmzLK9OnT7RZOvv32W82ePdtj49grOrm67eLd2wBK0p49e1zqK73t37/fJpY7d26H29v72bhy5YpbOWVFqamp6t69u+Li4uTn56dFixYpZ86cZqeVpTHn1nx8fJQrVy4VK1ZMlStXVqNGjRQVFaU33nhD69ev1/Hjx/Xkk0+mvX7fvn1q27atevToYXOvK0+aM2eO1SrZqlWrpss9z+xdq+71ngcgc6CoBQAAAABeonTp0jax06dPm5AJHjbXr1+3Gw8ICMjgTP5Pnjx57nlPqsGDB+vEiRMeGcfevVVcve9OkSJFbGKeytPT7K2qypEjh8PtAwMDbWJJSUlu5ZQVjR8/Xtu2bZMkjR49WrVr1zY5o6yPOXdOiRIl9OWXX2rkyJFW8QULFigqKipdVq3v378/bSWdJBUuXFjffPONgoKCPD6Wvfexa9eueXwcABmHohYAAAAAeAl7W+TExcWZkAkeNvcqRtx9n7eM9thjj6l379428cTERD3zzDNKTU11ewx7BT1XV3XY+0D2XgVDs9m7tgwePFgWi8Whxz//+U+b9p7498hKdu7cqTFjxkiS6tevrxEjRpicUdbHnLtu7NixatmypVVsxYoVmjFjhkfHOXv2rNq0aZO2CqxAgQJav3693ZWunmDvfYwCPJC5UdQCAAAAAC9h74N0ilrICLdv37YbN7uoJUnTpk3TP/7xD5v49u3bNWHCBLf7t1d0srcKyRHZs2d3qH9vEB8fb3YKWVpiYqK6deumlJQUBQcHa+HChfL19TU7rSyNOXffuHHj7MY8VQS6evWqWrVqlbZStGDBglq3bp3Kli3rkf7tsfc+lpycnG7jAUh/FLUAAAAAwEvY+yCdD15gpjt37pidgoKDgzVv3jxZLBab58aMGeP2Patu3LhhE3O1mGdvmyt7/XsDe/fKWbhwoQzDcPmxdu1aE87EO7300ktpW1u+9957KlmypMkZZX3Muftq1Kih4sWLW8XOnTunzZs3u913bGysmjdvrkOHDkmSihcvri1btqhixYpu930/9t7H7L2fAMg8KGoBAAAAgJew9+F3SEiICZngYXOvIo63FFWbNGmi/v3728Rv376t7t272y3QOMreloGunre9PNLjHjGeYG9VGVtyecbKlSv10UcfSZLat2+vXr16mZxR1sece07Dhg1tYps2bXKrz8uXL6tZs2bau3evJCkiIkJbtmxRqVKl3OrXEfau52beLxKA+yhqAQAAAICXuHnzpk3M3n22AE/Lli2b3bi3FLUkaeLEiXa3qPr111/1yiuvuNyvvcKxq8Ude0Utb/0dtlds89ZVZZnNyJEj0/57+fLlDt+n7O+Pu7etvH79ut3XnT9/PqNPzysx556TP39+m9jp06dd7u+PP/5Qo0aN0gpajRs31pYtW1SkSBGX+3SGvfcxV7eYBeAdKGoBAAAAgJe4du2aTSxv3rwmZIKHTa5cuezGvamolT17ds2fP9/uPXLef/99rVu3zqV+7Z17QkKCS33Zuweetxa17BXzLl26ZEImWY87KwfhGubcc+xdE69evepSX0eOHFGDBg10+PBhSVJUVJR++OGHe77npAd772MZOT4Az6OoBQAAAABe4tSpUzaxypUrZ3wieOjcq3jqbdvR1a1bV0OHDrWJG4ah9957z6U+y5cvbxNzdSXGmTNnHOrfG9x93xxJOnv2bMYnAsCr2CsQ5syZ0+l+fvrpJzVs2FC///67pD9X03366acZvkrKXlErT548GZoDAM+iqAUAAAAAXuLkyZM2serVq5uQCR42BQsWtBu/fPlyBmfyYGPGjLFb7DUMw6X+atSoYRM7d+6cS3399eHtg/r3BhUqVLCJ7d+/34RMAHgTeytO7W1JeD8rV65Us2bNdOXKFfn7++vjjz/W2LFjZbFYPJWmw+ytQC1cuHCG5wHAcyhqAQAAAIAXSElJ0Z49e6xiefPmtXsPIcDTihcvbvfDRm+8d0xAQIAWLFggf39/j/RXs2ZN+fhYfzxy6NAhl/ratWuX1bGvr6/XFrUiIiJsYvv373d560X8n+PHj8swDLced29bGRoaavd1BQoUMOksvcvDPue7d++WxWJRgwYN3O7r+PHjNrEyZco43H727Nnq0KGDbt68qdDQUK1atUq9evVyOy9XGIahixcv2sTtrVQFkHlQ1AIAAAAAL7Br1y4lJiZaxTp37mz3/kF3y5Ytm9Ux9xaBs7Jly6aiRYvaxGNiYkzI5sGqVaum1157zSN95c6dW4888ohVbP/+/UpJSXGqn5iYGJstRFu0aKHcuXO7m2K6KF68uM3WiCkpKfr8889NygiAq3LkyCHpz78l3P0b4MCBAzax1q1bO9T29ddf1/PPP6/U1FQVLVpU27ZtU7NmzdzKxx2XLl2yey3nC0NA5kZRCwAAAAC8wOLFi21izzzzjENt777h+YULFzL0Xkh3r3JxdqVHfHy8+vbtq9y5cytXrlzq27ev4uPjPZkiHGBvq0tvLWpJ0quvvqp//vOfHunr2WeftTq+deuW1qxZ41Qf9opBZq1OcFSHDh1sYtOmTbN7Dxp3rFu3Tg0bNlRwcLDy5cunPn36KDY21qNjwBbzbg4z5v2volZycrLNilFn7Nq1y+beejVr1lSpUqXu2+7OnTvq27ev3nzzTUl/rgTdvn27KlWq5HIunmDvPSwgIMD0vAC4h6IWAAAAAJgsISFB8+fPt4o9/vjjqlOnjkPtS5cubXWckpKi9evXeyy/B7n7BvJ3r1Z5kCeffFKzZs3StWvXdP36dc2aNUtPPvmkBzOEI+rXr28TO336tAmZOMbPz08LFiywWanoinbt2tmsWpo7d67D7VNSUjRz5kyrWIUKFdS2bVu3c0tPvXv3VmBgoFXs8OHDGjp0qMfG2L9/vx577DFt27ZNCQkJunTpkv7zn/+oWbNmrCpNR8y7Ocya97+KWpK0detWl/uZOHGiTWzSpEn3bZOcnKyoqCjNmjVLkvSvf/1LW7ZsUZEiRVzOw1PsvYfVrFnTY9vXAjAHRS0AAAAAMNnQoUN17dq1tOPs2bPr/fffd7i9vWLE6NGjM2y1VokSJayOr1y5ohUrVjjUdvPmzVq7dq1NfO3atdq8ebNH8oNjnnjiCZvY/v37TcjEceXLl9fbb7/tdj8BAQH66KOPrO4r9tVXX+nHH390qP2YMWOs7kNjsVg0e/ZsBQQEuJ1beipRooQGDx5sE3///ff1wgsveGTF1rJly+z2s3fvXn388cdu9w/7mHdzmDXvf/9yybZt21zqY9GiRVq2bJlVrGfPnmratOl9282aNUtLlixJO96yZYty584ti8Xi9qNWrVounctf7L2HtWnTxq0+AZiPohYAAAAAmOidd95J+3az9Ofqk4ULF9oUiu6nYzPEdQAAIABJREFUY8eOCg4Otort2rVLjRs31nfffaerV68qJSVFsbGxOnnypHbv3q358+frxRdfVGRkpNvnYK+P6OhoffHFF7p+/boSEhJ05swZbd68Wd98843V6+zdkP4vJ06ccDs3OK5ChQoqU6aMVezQoUMZupWlKwYNGqRGjRq53U/Dhg1tCmTdunXTjh077tvuvffe0/jx461iY8eOVcOGDd3OKSOMHDnS7qrQmTNnKiIiQlOnTtXevXsVFxenO3fuKCkpSVeuXNGhQ4e0atUqvf/++3r++ec1YsQIu/1fvXr1nmN//fXXHjsPWGPezWHWvGfPnj2tKL9lyxatXr1ahmE41Pb27duaPHmyevToYRV//PHH9dFHHz2wvae3K/Wk3bt328QoagGZn5/ZCQAAAAB4uK1du1Y7duzQ4cOHdeTIER05csTmNSNHjtS8efNUvnx5VahQQeXLl1e3bt1ksVi0ZcsWff311/rpp5/sfnjx+OOPq0aNGqpZs6YaNWpktRrl7NmzWrx4sXbu3Kldu3bZFFHOnj2r0qVLq169eqpbt66effZZZc+e3aHzunPnjt59912VLVtWpUuXVu7cuZUzZ04FBAQoJiZGu3bt0vTp07Vu3bq0NtmzZ9e8efPs3ufmfkJCQvT6669ryJAhVvEdO3bo8ccfv2e7oKAg9enTR4cOHVJiYmJafPHixTp06JBq166tOnXq6Nlnn7VawXK36OhoTZ061ar4ceXKFXXp0sXmtXXq1LH6N7i7iPJ3d2+riPTXpk0bTZkyJe04KSlJ27dvV5MmTRxqf+bMGX355Zc6fvy4Tpw4oRMnTlhtRzlx4kR99tlnKlmypEqUKKGSJUsqMjJS9erVczlnHx8fzZs3T1WrVnX6fm53e/XVVxUYGKghQ4bIMAxdunRJkZGR6tGjh7p3767SpUsrV65cOnfunHbt2qWZM2dqw4YNVrm88847eumllx44lrdcu3LmzKk1a9bo0Ucf1fbt262eO3bsmF5++eUHnoskde3a1W68bdu2mjlzpt0P2M+dO+dQ3+5atmyZfv/9d124cEEXL160edxt06ZNyp07t/Lly6d8+fIpf/78af+dL18+NWzYUFWqVMmQ3F3FvJvDrHm3WCzKli2bbt68qevXr+vRRx9VoUKF1KpVKzVs2FCVK1dWsWLFlCtXLt2+fVtXrlzRyZMntW7dOn322WdW1xA/Pz8NHz5co0ePlp9f5v3oODU1VZs2bbKKlSpVShUrVjQpIwAeYwCwcvHiRUOS1ePixYtmpwUAAGAYhmGEh4db/Z2yYcMGs1NyW506dWz+/nLkcfv2bcMwDKNDhw4Ot6lUqZLV2J9//rlTY548efKe59G2bVuXzuOvR6tWrYwTJ064PI937twxBg4c6NBYtWrVMj744AMjNjbWMAzDqFKlikNzfT+zZs0yLBbLffvx9/c3RowYYdP2kUcesXntI4884vJceLMNGzZYnWd4eLjZKVk5fPiw4ePjY5Xj8OHDHW6/dOlSp3/2e/fu7ZHcZ82aldZn27Zt3epr165dRuPGjZ06j0ceecTYt2+fw2N4y7XrL7dv3zY++OADI2/evE71XblyZeODDz4wbt26dc++Z82aZeTIkcOmbZ06dRyeL3fkz5/frevz3Y+RI0eme86hoaFWY4aGhjrdB/PuHE/MuWGYN+8VKlRwa34DAwONbt26OXUdMwzDmDx5skf/nf/+qFmzpsvzsX37dpv+Jk+e7HJ/GWH69OlW+TZu3NjslABvtMRiGA6uRQUeEpcuXVK+fPmsYhcvXlR4eLhJGQEAAPyffPny6dKlS2nHGzZs8Mj2cXBfu3bttHLlyrTjggUL6oUXXtDRo0d19OhRXbhwQfHx8UpISJDFYlHu3LlVpkwZNWjQQB07dnT7vhF/2bZtm2bOnKnt27crJiZGAQEBKlKkiCpUqKBmzZqpRYsWKlWqlEfGutvGjRs1depU/fTTT7p27ZpCQ0NVsGBBVa1aVZGRkWrXrp3CwsJs2sXFxWnIkCH64osvJEmdO3fWO++8o5CQkHTJ00wbN260WvUUHh5ud8WCmaKiorR48eK042LFiunUqVP3Xa2XVe3du1fff/+91q1bpz/++EOXLl1SYmKicufOrbCwMBUvXlzNmzdXy5Yts8y3/+Pj47Vy5UqtW7dO+/fv15kzZxQXFyfDMJQnTx6Fh4ercuXKql27tlq0aOHwef/xxx/q3bu31qxZkxbr2LGjli5dml6nAjHvZjFr3v/44w/t2bNHhw8f1tGjR9NWyv117UpKSpJhGAoJCVGuXLlUqFAh1axZU7Vr11arVq2UJ0+edM0vI/Xv31/Tp09POw4LC9OpU6es7j/mbWbMmKF+/fqlHTdu3FgbN240LyHAOy3NvGtIAQAAAMDLjRo1KsPHbNCggRo0aJDh40p/3lvLlSJrSEiIZs+erdmzZ3s+KTjttdde0xdffJG2fdbvv/+udevWqXnz5iZnlvGqV6+u6tWra+TIkWankmGCg4P19NNP6+mnn/Zov0WKFNG3336rokWL6sKFC5Kk2rVre3QM2GLezWHWvBcpUkRFihR56O8bdevWLasvZ0jSyy+/7NUFLQCO8zE7AQAAAADIiuLi4sxOAXBJxYoVFR0dbRUbN26cSdkgK/H390+7t5fFYnH6/oFwDfNuDubdPP/5z3905cqVtOMSJUqof//+JmYEwJMoagEAAABAOkhKSjI7BcBl06ZNU7ly5dKON2zYoLVr15qYEbKC48eP69SpU5KkNm3aqGTJkuYm9JBg3s3BvJsjPj5eEydOTDv28/PT559/rqCgIBOzAuBJFLUAAAAAIB1w+2JkZjlz5tTnn3+ugICAtNjzzz+vxMREE7NCZnbnzh0NGDBA0p9bHL7//vsmZ/RwYN7NwbybZ8iQIYqJiUk7fvPNN1WnTh0TMwLgaRS1AAAAAACAjerVq+uTTz6Rr6+vJOm3337TCy+8YHJWyIwuXbqktm3batWqVQoMDNTy5ctVrFgxs9PK8ph3czDv5vnyyy+t7s/ZvXt3DR8+3MSMAKQHiloAAAAAAMCuqKgoffrpp/Lz85MkLViwQG+99ZbJWSGzOH36tF577TWVKVNG3377rQoWLKgff/xRzZo1Mzu1LI15Nwfzbq4dO3aoe/fuacc9e/bUJ598Ih8fPv4Gsho/sxMAAAAAAADeq3PnzvL19VX37t1169YtjR49WklJSRo7dqzZqcHLdejQQbt375avr6+io6P19ttvK1++fGanleUx7+Zg3s2zfv16tW/fXjdv3pQk9e3bV9OnT5fFYjE5MwDpgaIWAMAphw4dUuXKlR/4Ou4jAgAAkHV07NhRZcuWVefOnXXkyBG9/fbbOnbsmGbMmKG8efOanR68VLFixdS8eXP17t1bZcqUMTudhwbzbg7mPeMZhqEPP/xQQ4YMUXJysnLmzKmZM2dardgCkPVQ1AIAOOUf//iHZs2apcOHD+vIkSM6cuSIfv/9d4pYWdSNGze0adMm7dq1SwcOHNDp06d17tw5xcXF6datWzIMQzly5FCOHDmUM2dOhYeHq2DBgipUqJCKFy+u8uXLq0KFCipRogTbPgAAkMlVqVJFu3btUr9+/TR//nwtWbJEmzZt0ldffaX69eubnR680FdffWV2Cg8l5t0czHvGSkhI0KOPPqqtW7dK+vM9asmSJSpXrpzJmQFIbxS1AMCLXLlyRb/88ot27NihAwcO6OTJkzp37pwSExN169Yt5ciRQyEhIcqbN68qV66s6tWrq2XLloqIiMiwHIODg/X8889bxdq1a6eVK1dmWA5miI+P11tvvaV3331X9evX18aNG81OKd2kpKTom2++0dy5c7V27VolJSXd9/VxcXGKi4uTJJ04ccLua4KCglStWjU9+eSTeumllzyeMzwrI69Fy5Yt01NPPeV2ztmyZVNISIhCQkIUGhqqsLAwRUREqFq1aqpataoqVKiQdj8YwFNu376t6dOna/fu3dq9e7eOHj1q9XxqaqrCwsJUpkyZtEfTpk3VoEEDkzIG3JczZ0598skn6tq1qwYNGqTDhw9r+/btFLUAABnq8uXL2rp1q4KDg/Xaa69p0KBB8vf3NzstABmA/7MHAC9w6tQpNW/e/J4Fgb/Ex8crPj5eZ8+e1YEDB/Tpp59qyJAhqlWrll555RV16NAhgzJ+eBiGofnz5+vVV1/V+fPnzU4n3S1dulQjR47UsWPHrOLh4eFq0qSJmjZtqurVqytv3rwKCwtTjhw5dO3aNcXGxurYsWPatWuXduzYofXr11sVwxISErR161YZhkFRy4uZcS2qXbu2Jk2apN9++00nTpzQb7/9ptOnTyslJcWp3G/duqVbt27p4sWLabEffvgh7b+DgoLUsmVLde7cWe3bt6fABY9ITEx84DXtypUrunLlin7++WdJfxb/KWohK2jRooX279+vDz74QCEhIWanAwB4yPj4+Kh79+6aNGmSChQoYHY6ADIQ/zcPAF4gISHB5kPksmXLKioqSpGRkSpbtqzCw8OVkJCgM2fOaPPmzZoxY4YOHz4sSdq1a5c6duyodu3aaf78+Xyw4CE7duzQgAED9Msvv5idSrq7evWqoqOjtXz5cqt4uXLlNHbsWLVv316+vr5224aHhys8PFxly5ZV69atJUnXr1/XV199pQ8++EB79+5Ne+3t27fT7yTgNjOuRcWKFdPQoUOtYu+8845NTPrz5+fuYlRSUpKuXr2qq1ev6sqVK9qzZ4+2bt2qbdu2WRWiExIS9OWXX+rLL79U4cKFNWrUKD333HP3/LkGHJErVy6238VDzd/fX4MHDzY7DQDAQ6hYsWJasGCB2WkAMAE3twAAL1O8eHGtWrVKR48e1RtvvKHIyEgVKlRI/v7+yp07t6pUqaL+/fvr0KFDGj58uFXbFStWqHXr1rpx44ZJ2WcN58+fV8+ePVWvXr2HoqB16tQp1atXz6agNWDAAB04cEAdO3Z0+oP/0NBQ9erVS7t379aiRYuUO3duSVJycrLH8kb6yizXosDAQBUsWFCVKlVSo0aNNGjQIC1btkwxMTH66aef1LNnT5tC2NmzZ9W3b1/VqlVLR44cSfccAQAAAACAZ1DUAgAv06lTJ7Vq1eqBr/Px8dGECRMUFRVlFd+6dauGDRuWXullacnJyZo8ebLKli2r+fPnPxTfvr9w4YKaNGmi//3vf1bxcePG6b333lNAQIBb/VssFnXr1k1NmjSRxEqtzCQrXIvq1q2refPm6fDhw2ratKnN8/v27VOtWrW0atUqE7IDAAAAAADOoqgFAF6matWqTr1+8uTJNqtoZs2albYdGBzz/fffKyIiQsOGDVN8fLwsFosaN26scePGmZ1auklNTVW7du106tQpq3iPHj306quvenSsChUqSKKolZlkpWtR6dKltXbtWo0ZM0YWi8XqucTERLVr107ff/+9SdkBAAAAAABHUdQCAC9TrVo1p15fuHBhmxUIqamp+vTTTz2ZVpb23HPPqXXr1jp27JgiIiI0fvx4nT59Whs3blT37t3NTi/dTJgwQT///LNVLH/+/Prggw88PhZFrcwnq12LLBaLRo8erffff9/mueTkZEVFRbEVIQAAAAAAXo6iFgB4kWzZsqlcuXJOt6tXr55NLCO30/LxydxvJ7GxsRoyZIj27dungwcP6pVXXlHRokXNTitdxcTE2F2FNnr0aAUHB3t8PIpamUtmvRY5on///howYIBNPC4uTr169Xooth0FAAAAACCzytyfQgJAFhMREWGzfZcjSpcubRM7ceKEJ1JyiLv3XTLbsmXLNHnyZKe3W8vMxo8frxs3bljFcuXKpZ49e6bLeOXLl5fFYlFycnK69A/PyqzXIkdNnjxZ5cuXt4n//PPPWrBggQkZAQAAAAAAR1DUAgAvEBERIcMwtHPnTpfah4aG2sSuX7+upKQkd1NzSI4cOTJkHHhGYmKi5s+fbxN/6qmn0u3fMkeOHLpz544uXLiQLv3DMzL7tchRAQEBmjhxot3nxo8frzt37mRwRgAAAAAAwBF+ZicAwH3Xrl3TDz/8oI0bN+qXX37RxYsXdeXKFd2+fVuBgYEKDg5W/vz5VbBgQZUqVUplypRRpUqVVLduXQUFBTk0xqFDh/TDDz9o3bp1On36tC5fvqzY2FiFhIQoPDxcRYsWVbNmzdSyZUun78PiiosXL2rVqlX6/vvvtXPnTp09e1b+/v4qXLiwGjVqpH79+mVIHt7iXh/AurMt4LZt27Ry5Ur9/PPPOnHihGJjY3X79m0FBwcrNDRUYWFhKlu2rMqVK6c//vjD5XEedgkJCRo2bJg+//xzGYahrl27atKkSQ7/brpi+fLliouLs4m3bds23cb0FG+6FnEdspUe16L00qZNG1WoUEGHDx+2ih89elQbNmxQs2bNTMoMAAAAAADckwHAysWLFw1JVo+LFy+anZZdly9fNkaMGGGEhITY5OzIY/ny5Q8cY8+ePUbz5s2d6jcyMtL45ZdfnDqXDh063LO/gIAAIzU11bhz546xevVqo23btoavr+8D8xg1atQDx3V2zmbOnHnPvkqVKuVQH+lh4cKFNuMEBQW51NeuXbuMOnXquPQzld7naYYzZ87YnFvjxo091n+LFi1s+m/ZsqXH+renS5cuNmP6+PgY169fT9dx3ZER1yKuQ+7z1LVo8uTJdvO+ffu2R/OdMmWK3XGee+45j47jaeHh4Vb5btiwweyUADhhw4YNVr/D4eHhZqcEAAC8wPTp09PtswcgC1nifV+bBeCQ3bt3q1q1aho3blzaiouqVatqxowZ+t///qfExEQlJibq9OnT+uabbzR48GAVLVrUqTGmTZummjVrau3atZKk7Nmzq2/fvtq2bZtiYmJ08+ZNnThxQkuXLlXz5s3T2m3cuFG1a9e+59ZO9gwcOFAvv/yy6tevr8DAQKvnkpOTNXPmTFWtWlWtWrXSypUrlZqa+sA+x44dq+nTp9/3NdOnT1f79u2VO3duu8/7+fkpIiJCXbt21cSJE9WiRYt79jV16lSNHDlS7dq1U+nSpa1WJhQoUEBRUVEPzMdV165ds4kVL17c6X7Gjh2r2rVra8eOHWmx5s2ba9myZTp16pSSkpIUHx+vmJgYHTt2TJs2bdK8efPs3psGD7ZlyxatWbPGJv7DDz9oy5Yt6TbuunXrbGLlypVTSEhIuo3pjoy6FnEdcp+nrkUZpV27dnbjf/2sAQAAAAAAL2N2WQ3wNplhpdaaNWuM7NmzW+U4bNiwB36D/fbt28bAgQPT2txvpdZbb71l1X+hQoWM3bt337f/mTNnGn5+flbtRowY4fT5jR8/3ubfwNfX16hXr54xfPhwY+nSpcaBAweMy5cvG8nJyUZMTIyxaNEiuysUQkNDjbi4uAeOGRMTY/j7+9u0nzdvntP5/6VixYpp/ezcudPlfhzRv39/m9yjo6Od6uONN96wmfMPP/zQobZt27ZlpZYL5s6de8+VNB9//LFHxribvfORZLRv3z5dxnOXWdcirkOu8cS1yDAybqWWYRhGkSJF7I51/vx5j4/lKazUAjI3VmoBAAB7WKkFOISVWkBmc+bMGXXt2lU3b95Mi0VHR2vixIny87v/bfL8/Pz0zDPPPHCMTZs2afTo0WnHPj4+Wrx4sWrUqHHfdn369NFbb71lFRs3bpzdlSjOWr16tbZv364JEyaoY8eOqly5svLmzSt/f38VKFBA3bp1044dO1SyZEmrdtevX9eSJUse2H+BAgXUoUMHm/icOXNcyvfnn3/Wr7/+KkmqVauWatWq5VI/jvprrL+732qOu3333Xd64403rGIjR45Uv3793E0N93H3z6ujz7nj4MGDduOlSpVKl/Hc4W3XIq5DD+butcgMNWvWtBv/73//m8GZAAAAAACAB6GoBWQyPXr00OXLl9OOw8LCNG3aNIfbV6tWTbly5brn80lJSYqOjpZhGGmxrl276l//+pdD/Q8bNkwRERFWsejoaN24ccPhHO3Jli3bA1+TN29ejR8/3ia+adMmh8bo37+/TWzbtm0ufbA5d+7ctP/u27ev0+2dcePGDW3fvt0qlidPHrVp08ah9jdv3tSLL75oFStTpoxVMQHpIzIyUk2aNLGJN2nSRI0bN06XMX///Xe78Xz58qXLeK7yxmsR16H7c/daZJZ7FZDv9bsCAAAAAADMQ1ELyER++uknbdiwwSo2aNAgBQUFOdyHj4+PGjZseM/nly1bpuPHj1vFevfu7VT/dxdIzpw549AqBU9o06aN/P39rWJHjx51qG2DBg1UvXp1m/isWbOcyiExMVFffPGFJCk0NFRdunRxqr2z1q5dq1u3blnFXnjhBZt7At3Lxx9/rJMnT1rFBg4cKF9fX4/liHtbvny5oqOjFRISopCQEEVHR2v58uXpNt65c+fsxsPCwtJtTFdk5mvRw3gdkty/FpmlcOHCduMxMTEZnAkAAAAAAHgQilpAJjJp0iSb2FNPPeV0P5GRkfd87u/f7JekoKAgNWrUyKn+O3bsKIvFYhVzdfssZ2XLlk1Fixa1isXGxjrc3t52ewsXLnRqdceSJUsUHx8v6c+VdTly5HC4rStmzpxpdRwWFqahQ4c63H7hwoVWxxaLJUM+AMefQkND/x979x1dVZX2cfyXQiCGNCABFJTeiwalDwHpFhDhHUQmUkXArmBDnVFQVJplkAjiAOoIoqKgoAhSIlEEhNgLoUpLaEnASNp5/3Bxx5tzQm6Sm5xzk+9nrbuW5yFn7+dukh08z917a8GCBUpLS1NaWpoWLFig8PDwUuvv9OnTlvGQkJBS67M4fHkuqojzkFTyucguBX0wpKQrjAEAAAAAgPdR1AJ8RHp6uj788EO3WIMGDdSkSZMit3XLLbdo1apV6tSpk1s8NTVVGzdudIvFxMTI379oU0W1atXUtGlTt9iWLVt07NixIudaHKGhoW7Xfz1/rDA333yzqlWr5hZLS0vT0qVLPW7jtddec/33+PHjPb6vOL755ht98sknbrEXXnhBYWFhHt2/b98+bd261S3Wtm1bVa9e3Ws5wlnyr6Q5LygoqIwzKVh5mIsq0jwklXwuslNwcLBlvCh/ZwAAAAAAoGxQ1AJ8xKZNm5STk+MWa9u2bbHaioqK0nXXXaeaNWu6xXfs2OF2fo0ktWjRolh9WG2ftWPHjmK1VVL539OFBAcHa/To0ab4K6+84tH9v/zyiz7//HNJUmxsrJo3b+5x38Vx9913u72/v//977r55ps9vv+LL74wxTp06OCV3OBM+eeR85y03WR5nIvK8zwklXwuspMv/EwAAAAAAIA/BdqdAADP7Ny50xRr3LixV/uwetBbq1atYrWVf+stSfr66691zTXXFKu9sjRx4kTNnj1beXl5rthXX32lnTt3Wj4g/6u/bpk2YcKEUstR+nMbtb+uZmnbtq1py7bCJCUlmWINGjQoaWpwsILON8rKyirjTArGXOQ785DknbnITgV97xe0gsuJevToYXcKAEogNTXVtF0uAAAAAGus1AJ8RHJysilm9bC2JH799VdTLP9qLk/VqVPHFLN6D05Uv3599e/f3xQvbJVETk6OlixZIunPcbvxxhtLJT/pz2LUnXfe6bq+5JJLtGrVqgLPhinId999Z4pR1CrfCjo7y0nnBzEX+cY8JHlvLrJTWlqaZTz/FpAAAAAAAMB+FLUAH3HkyBFTrKCH08Vl9WCvuH1YPdAs6MGhE91xxx2m2JtvvqmMjIwC7/noo4909OhRSdLo0aNVqVKlUsnt0KFDGjBggOtspFq1aumzzz4rVpHz+PHjplhERESJc4Rz1a5d2zKemppaxpkUjLnoT06ehyTvzkV2OnHihGX8kksuKeNMAAAAAABAYShqAT7i7NmzpthFF13k1T6sHvQWtFVZYay2bfKVB8mS1LdvX9P2jmfOnNF///vfAu957bXXJEn+/v4aN25cqeR18uRJ9evXTwcOHJD0Z4Fi/fr1atKkSbHaS09PN8W8/X0FZ7nsssss4+cLIU7AXPQnp85DkvfnIjvt37/fMt6wYcMyzgQAAAAAABSGM7UAH5Gbm2uKBQZ690fYavux4n7KPygoyKP2ncrPz08TJ07Uvffe6xaPj4/XbbfdZvr6o0ePavXq1ZKk/v37q169el7P6dSpU+rVq5dry8B69epp3bp1JXrwarXio0qVKsVuD87XunVry/gvv/xSxpkUjLnoT06ch6TSmYvstHv3blOsUqVKatGihQ3ZFM+iRYt01VVX2Z0GAA9t27ZNI0eOdF1Xq1ZNCQkJ9iUEAAAc4a233tK0adPsTgNwPIpagI+w2kLL2w9mrfrIysoqVlvnt6MqrH0nGzVqlB599FG3VXK7du3SV199pfbt27t97eLFi5WTkyNJGj9+vNdzOX78uPr06aOdO3dKklq1aqU1a9ZYnhdUFAEBAabYuXPnStQmnK1x48YKDw83rVayOl/NLsxF/+OkeUgqvbnILtnZ2fr+++9N8Xbt2lkWRJ3qsssu86kiHFDRpaSkuF0HBATwMwwAAAo8LgCAO7YfBHxEWFiYKWa1JaG3+yhugcPqQXJ4eHix2rJLeHi4hg8fborHx8ebYue3/Lrssst0zTXXeDWP3377Td26dXM9RI6NjVVCQoJXHiKHhoaaYt7+voKz+Pn5qXfv3qZ4cnKyY7YgZC76H6fMQ1LpzkV22bFjh+X3Vt++fW3IBgAAAAAAFIaiFuAjIiMjTbFDhw55tY+IiAhT7MyZM8Vqy+qsJl96kHzeHXfcYYotW7bMbZXL559/7tq67dZbb5W/v/em1p9++kldunTRjz/+KEkaNmyYPvnkE8u/q+KwKmpZ/d2hfBk4cKBl/NNPPy3jTKwxF7mzex6SSn8ussurDJYGAAAgAElEQVSaNWss40OHDi3jTAAAAAAAgCcoagE+wmpLkuTkZK/20axZM1OsuCs3Dh486FH7Tte6dWt169bNLfb7779ryZIlruuFCxdK+vMMljFjxnit7y+++EJdu3bVgQMHJElTpkzRm2++qcqVK3utD6ul7Vbny6B8GTx4sKpVq2aKL1++vFT7nTVrlvz8/DR9+vQLfh1zkTs75yGpbOYiOxiGoTfffNMU79q1q5o3b25DRgAAAAAAoDAUtQAfcfnll5ti27dv92ofMTExptjhw4eL1db5h5+Fte8LrFZJvPLKK5KkjIwMVyFg0KBBqlWrllf6/OCDD9SzZ0+dOHFClSpV0muvvaZp06bJz8/PK+2f17p1a1Ps/EoMlF/BwcG67bbbTPHVq1dbFoG85fy5XZUqVbrg1zEXmdkxD0llNxfZYc2aNZYfDnnsscdsyAYAAAAAAHiCohbgI2JiYhQQEOAW+/XXX726qqZdu3amLavOP4QuqvwFt4CAAJ98kCz9+ZD4kksucYt9//33+vzzz7V06VLXGVTjx4/3Sn/z58/X4MGDlZmZqfDwcK1Zs0ajRo3yStv5WRW1EhISSqUvOMuDDz6o6tWru8Vyc3M1Y8aMUuvz22+/lVR4UYu5yKys5yGpbOeispabm6tHH33UFO/fv7/69OljQ0YAAAAAAMATFLUAHxEZGWl5cP2rr77q1T569+7tFktKSlJOTk6R2jly5Ij27dvnFuvTp4/luWC+IDAw0HJVyyuvvOLa8qtZs2bq0aNHifv65z//qdtuu025ubmqW7eutmzZop49e5a43YJ069ZNgYGBbrHk5GTt3Lmz1PqEM4SHh2v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"text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 9 } ] }, { "cell_type": "markdown", "metadata": { "id": "7sO3by845QcE" }, "source": [ "## 모델 컴파일과 훈련" ] }, { "cell_type": "code", "metadata": { "id": "Msys0HQp5QcE", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "17d492ce-c1af-47f4-cf4a-8c682ad82f7a" }, "source": [ "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', \n", " metrics='accuracy')\n", "\n", "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-cnn-model.h5', \n", " save_best_only=True)\n", "early_stopping_cb = keras.callbacks.EarlyStopping(patience=2,\n", " restore_best_weights=True)\n", "\n", "history = model.fit(train_scaled, train_target, epochs=20,\n", " validation_data=(val_scaled, val_target),\n", " callbacks=[checkpoint_cb, early_stopping_cb])" ], "execution_count": 10, "outputs": [ { "output_type": "stream", "text": [ "Epoch 1/20\n", "1500/1500 [==============================] - 36s 3ms/step - loss: 0.5223 - accuracy: 0.8119 - val_loss: 0.3308 - val_accuracy: 0.8744\n", "Epoch 2/20\n", "1500/1500 [==============================] - 4s 3ms/step - loss: 0.3400 - accuracy: 0.8781 - val_loss: 0.2821 - val_accuracy: 0.8956\n", "Epoch 3/20\n", "1500/1500 [==============================] - 4s 3ms/step - loss: 0.2915 - accuracy: 0.8939 - val_loss: 0.2502 - val_accuracy: 0.9061\n", "Epoch 4/20\n", "1500/1500 [==============================] - 4s 3ms/step - loss: 0.2586 - accuracy: 0.9057 - val_loss: 0.2412 - val_accuracy: 0.9090\n", "Epoch 5/20\n", "1500/1500 [==============================] - 5s 3ms/step - loss: 0.2358 - accuracy: 0.9143 - val_loss: 0.2195 - val_accuracy: 0.9179\n", "Epoch 6/20\n", "1500/1500 [==============================] - 5s 3ms/step - loss: 0.2154 - accuracy: 0.9202 - val_loss: 0.2275 - val_accuracy: 0.9165\n", "Epoch 7/20\n", "1500/1500 [==============================] - 4s 3ms/step - loss: 0.1961 - accuracy: 0.9268 - val_loss: 0.2292 - val_accuracy: 0.9170\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "Q9ZA46lb5QcE" }, "source": [ "import matplotlib.pyplot as plt" ], "execution_count": 11, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "1JaC-KDn5QcF", "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "outputId": "e46aba8f-f4f9-430e-e219-a4994b9fc6a9" }, "source": [ "plt.plot(history.history['loss'])\n", "plt.plot(history.history['val_loss'])\n", "plt.xlabel('epoch')\n", "plt.ylabel('loss')\n", "plt.legend(['train', 'val'])\n", "plt.show()" ], "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "W3pWBHLK5QcF", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "1ac507ca-fee6-4097-8647-27a1f97f1653" }, "source": [ "model.evaluate(val_scaled, val_target)" ], "execution_count": 13, "outputs": [ { "output_type": "stream", "text": [ "375/375 [==============================] - 1s 2ms/step - loss: 0.2195 - accuracy: 0.9179\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.2194737195968628, 0.9179166555404663]" ] }, "metadata": { "tags": [] }, "execution_count": 13 } ] }, { "cell_type": "code", "metadata": { "id": "a9wUbDQL5QcG", "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "outputId": "35103447-1488-4262-b158-21708ed3c2d8" }, "source": [ "plt.imshow(val_scaled[0].reshape(28, 28), cmap='gray_r')\n", "plt.show()" ], "execution_count": 14, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "scrolled": true, "id": "nRe6TDpw5QcG", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "51c69e9b-f255-451d-c0f5-ea574fd27ea4" }, "source": [ "preds = model.predict(val_scaled[0:1])\n", "print(preds)" ], "execution_count": 15, "outputs": [ { "output_type": "stream", "text": [ "[[1.8246358e-13 8.6280835e-21 8.9756789e-16 1.5351074e-15 7.8192093e-15\n", " 1.3402502e-11 2.1972722e-14 2.4236521e-10 1.0000000e+00 1.5653938e-11]]\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "bOBfv6De5QcG", "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "outputId": "83e10d89-db3b-420f-c11a-384c331b0800" }, "source": [ "plt.bar(range(1, 11), preds[0])\n", "plt.xlabel('class')\n", "plt.ylabel('prob.')\n", "plt.show()" ], "execution_count": 16, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "917fZGHu5QcG" }, "source": [ "classes = ['티셔츠', '바지', '스웨터', '드레스', '코트',\n", " '샌달', '셔츠', '스니커즈', '가방', '앵클 부츠']" ], "execution_count": 17, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "h1JqgKgk5QcH", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "5df55310-7a56-45e9-e6c6-c5b5ecb10789" }, "source": [ "import numpy as np\n", "print(classes[np.argmax(preds)])" ], "execution_count": 18, "outputs": [ { "output_type": "stream", "text": [ "가방\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "G2ihSV-l5QcH" }, "source": [ "test_scaled = test_input.reshape(-1, 28, 28, 1) / 255.0" ], "execution_count": 19, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "1AHKDd2U5QcH", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "5d7b2e16-519b-4770-df15-39682a2bdc78" }, "source": [ "model.evaluate(test_scaled, test_target)" ], "execution_count": 20, "outputs": [ { "output_type": "stream", "text": [ "313/313 [==============================] - 1s 3ms/step - loss: 0.2404 - accuracy: 0.9124\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.2403760552406311, 0.9124000072479248]" ] }, "metadata": { "tags": [] }, "execution_count": 20 } ] } ] }