{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "id": "l1_Sl1hfJoqy" }, "source": [ "# MLP网络可视化 \n", "\n", "**目标:**\n", "\n", "\n", "1. 学习神经网络在训练过程中,隐含层的特征变化机制\n", "\n", "代码中的学习器为多层感知机(multi layer perception, mlp)\n", "\n", "\n", "**参考:**\n", "\n", "葛家驿,杨乃森,唐宏,徐朋磊,纪超.端到端的梯度提升网络分类过程可视化[J].信号处理,2022,38(02):355-366.DOI:10.16798/j.issn.1003-0530.2022.02.015." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 研究准备" ] }, { "cell_type": "markdown", "metadata": { "id": "_D_ljyEOGYOc" }, "source": [ "### **环境配置**\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X8swgXzl62VP", "outputId": "07cd3c3a-ee9d-4023-f3cf-b29657ccbfa4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "'''\n", "全连接网络分类过程可视化\n", "'''\n", "import numpy as np\n", "from sklearn.preprocessing import StandardScaler\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import backend as K\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.callbacks import CSVLogger\n", "from sklearn.preprocessing import MinMaxScaler\n", "from matplotlib.colors import ListedColormap\n", "from matplotlib import cm\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from sklearn.datasets import make_circles #同心圆数据\n", "from sklearn.model_selection import train_test_split\n", "import sys\n", "sys.setrecursionlimit(500000)\n", "import imageio\n", "%pylab inline \n" ] }, { "cell_type": "markdown", "metadata": { "id": "d1TZXUaUGj2h" }, "source": [ "### **设置模拟数据**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "CgfrvHhd68wy" }, "outputs": [], "source": [ "n_samples = 1000 #样本点数\n", "X, y = make_circles(n_samples=1000,factor=.4,noise=.06,random_state=0) #生成同心圆数据\n", "test_size = 0.5\n", "\n", "#划分训练集、测试集\n", "X_train, X_test, Y_train, Y_test = train_test_split(X, y, test_size=test_size, random_state=2)\n", "\n", "c,r = np.mgrid[[slice(X.min()- .2,X.max() + .2,50j)]*2]\n", "p = np.c_[c.flat,r.flat]\n", "\n", "ss = StandardScaler().fit(X_train)\n", "X = ss.transform(X)\n", "p = ss.transform(p)\n", "X_train = ss.transform(X_train)\n", "X_test = ss.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": { "id": "QCpYeEAqGs4f" }, "source": [ "### **配置绘图环境**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 600 }, "id": "ACFs2-gz7EDC", "outputId": "8069fb6b-f73d-4f82-f350-efefc32d98d9" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#设置画布大小和颜色\n", "fig = plt.figure(figsize = (9,3))\n", "top = cm.get_cmap('Oranges_r', 512)\n", "bottom = cm.get_cmap('Blues', 512)\n", "newcolors = np.vstack((top(np.linspace(0.55, 1, 512)),\n", " bottom(np.linspace(0, 0.75, 512))))\n", "cm_bright = ListedColormap(newcolors, name='OrangeBlue')\n", "\n", "#训练数据可视化\n", "plt.subplot(121)\n", "m1 = plt.scatter(*X_train.T,c = Y_train,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5)\n", "plt.title(f'train data ({int(n_samples*(1-test_size))} points)')\n", "plt.axis('equal')\n", "\n", "#测试数据可视化\n", "plt.subplot(122)\n", "m2 = plt.scatter(*X_test.T,c = Y_test,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5);\n", "plt.title(f'test data ({int(n_samples*test_size)} points)')\n", "plt.axis('equal')\n", "ax = fig.get_axes()\n", "plt.colorbar(ax = ax)\n", "#plt.savefig(f'data_{n_samples}_points.png')\n", "#plt.savefig(f'data_{n_samples}_points.pdf')\n", "plt.show()\n", "\n", "#全部数据可视化\n", "fig = plt.figure(figsize = (7,6))\n", "plt.scatter(*X.T,c = y,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5)\n", "plt.title(f'Raw data ({n_samples} points)')\n", "plt.axis('equal')\n", "#plt.savefig(f'Raw data ({n_samples} points)')\n", "#plt.savefig(f'Raw data ({n_samples} points).pdf')\n", "plt.axis('equal')\n", "#plt.colorbar(ax = ax)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "Oe7IttDlG7LH" }, "source": [ "### **配置数据与损失函数**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "sc_enrvr7fBr" }, "outputs": [], "source": [ "num_classes=2 #设置类别数\n", "y_train=keras.utils.to_categorical(Y_train,num_classes) #类别标签转换为onehot编码\n", "y_test=keras.utils.to_categorical(Y_test,num_classes)\n", "#定义损失曲线绘制函数\n", "\n", "def plot_loss_accuracy(history, title_text, file_name):\n", "\n", " fig, ax1 = plt.subplots()\n", " ax2 = ax1.twinx()\n", " ax1.set_xlabel(\"Epoch\")\n", " ax1.set_ylabel(\"Accuracy\")\n", " ax2.set_ylabel(\"Loss\")\n", " \n", " #ax1.set_ylim(-0.01,1.01)\n", " ax1.plot(history.epoch,\n", " history.history['accuracy'],\n", " label=\"Training Accuracy\")\n", " ax1.plot(history.epoch,\n", " history.history['val_accuracy'],\n", " linestyle='--',\n", " label=\"Test Accuracy\")\n", " \n", " #ax2.set_ylim(-0.01,1.01)\n", " ax2._get_lines.prop_cycler = ax1._get_lines.prop_cycler \n", " \n", " ax2.plot(history.epoch, \n", " history.history['loss'], \n", " label=\"Training Loss\")\n", " ax2.plot(history.epoch,\n", " history.history['val_loss'],\n", " linestyle='--',\n", " label=\"Test Loss\")\n", "\n", " ax1.legend()\n", " ax2.legend()\n", " plt.suptitle(title_text)\n", " plt.savefig(file_name)" ] }, { "cell_type": "markdown", "metadata": { "id": "ylUFoTPgHDSz" }, "source": [ "### **配置全连接模型**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "RM02GYfV7kkM" }, "outputs": [], "source": [ "#定义全连接层\n", "\n", "def FullyConnected_layers(number_of_layers,\n", " num_neurons_of_layer,\n", " inputs):\n", " x = inputs\n", " for n in range(number_of_layers):\n", " x = layers.Dense(num_neurons_of_layer,\n", " activation=tf.nn.relu,\n", " name = f'{n}th-hidden')(x)\n", "# #可选加入线性变换层并对该层的输出进行可视化\n", "# x = layers.Dense(num_neurons_of_layer,\n", "# name = f'{n}th-linear')(x)\n", " return x\n", "\n", "#构建全连接网络\n", "def FullyConnected_Model(number_of_layers,num_neurons_of_layer):\n", " inputs = keras.Input(shape=(2, ))\n", " x = FullyConnected_layers(number_of_layers=number_of_layers,num_neurons_of_layer=num_neurons_of_layer,inputs=inputs)\n", " #outputs = layers.Activation('softmax')(x)\n", " outputs = layers.Dense(2, activation='softmax',name = 'activation')(x)\n", " \n", " Fully_Model = keras.Model(inputs, outputs)\n", " Fully_Model.compile(loss=keras.losses.categorical_crossentropy,\n", " optimizer=keras.optimizers.Adam(lr=3e-4),\n", " metrics=['accuracy'])\n", " #csv_logger = CSVLogger(f'training_fully_model.log')\n", " history = Fully_Model.fit(X_train,\n", " y_train,\n", " batch_size=batch_size,\n", " epochs=epochs,\n", " verbose=2,\n", " validation_data=(X_test, y_test))\n", " return Fully_Model,history" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 进行实验" ] }, { "cell_type": "markdown", "metadata": { "id": "zUn0TYjrH42b" }, "source": [ "### **设置训练参数**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "iz_RHn3s7nit", "outputId": "4410deaf-b329-4993-fceb-5fb55be6e477" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/keras/optimizers/optimizer_v2/adam.py:110: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.\n", " super(Adam, self).__init__(name, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n", "16/16 - 1s - loss: 0.7272 - accuracy: 0.5100 - val_loss: 0.6891 - val_accuracy: 0.4980 - 753ms/epoch - 47ms/step\n", "Epoch 2/100\n", "16/16 - 0s - loss: 0.7086 - accuracy: 0.5200 - val_loss: 0.6747 - val_accuracy: 0.4960 - 41ms/epoch - 3ms/step\n", "Epoch 3/100\n", "16/16 - 0s - loss: 0.6930 - accuracy: 0.5260 - val_loss: 0.6618 - val_accuracy: 0.5120 - 45ms/epoch - 3ms/step\n", "Epoch 4/100\n", "16/16 - 0s - loss: 0.6792 - accuracy: 0.5320 - val_loss: 0.6506 - val_accuracy: 0.5240 - 52ms/epoch - 3ms/step\n", "Epoch 5/100\n", "16/16 - 0s - loss: 0.6672 - accuracy: 0.5340 - val_loss: 0.6413 - val_accuracy: 0.5220 - 43ms/epoch - 3ms/step\n", "Epoch 6/100\n", "16/16 - 0s - loss: 0.6567 - accuracy: 0.5380 - val_loss: 0.6335 - val_accuracy: 0.5280 - 41ms/epoch - 3ms/step\n", "Epoch 7/100\n", "16/16 - 0s - loss: 0.6479 - accuracy: 0.5400 - val_loss: 0.6269 - val_accuracy: 0.5360 - 49ms/epoch - 3ms/step\n", "Epoch 8/100\n", "16/16 - 0s - loss: 0.6400 - accuracy: 0.5480 - val_loss: 0.6211 - val_accuracy: 0.5420 - 44ms/epoch - 3ms/step\n", "Epoch 9/100\n", "16/16 - 0s - loss: 0.6333 - accuracy: 0.5540 - val_loss: 0.6165 - val_accuracy: 0.5480 - 46ms/epoch - 3ms/step\n", "Epoch 10/100\n", "16/16 - 0s - loss: 0.6278 - accuracy: 0.5560 - val_loss: 0.6123 - val_accuracy: 0.5500 - 41ms/epoch - 3ms/step\n", "Epoch 11/100\n", "16/16 - 0s - loss: 0.6225 - accuracy: 0.5660 - val_loss: 0.6089 - val_accuracy: 0.5520 - 50ms/epoch - 3ms/step\n", "Epoch 12/100\n", "16/16 - 0s - loss: 0.6184 - accuracy: 0.5720 - val_loss: 0.6056 - val_accuracy: 0.5560 - 48ms/epoch - 3ms/step\n", "Epoch 13/100\n", "16/16 - 0s - loss: 0.6141 - accuracy: 0.5840 - val_loss: 0.6031 - val_accuracy: 0.5660 - 42ms/epoch - 3ms/step\n", "Epoch 14/100\n", "16/16 - 0s - loss: 0.6107 - accuracy: 0.5860 - val_loss: 0.6007 - val_accuracy: 0.5660 - 44ms/epoch - 3ms/step\n", "Epoch 15/100\n", "16/16 - 0s - loss: 0.6075 - accuracy: 0.5900 - val_loss: 0.5988 - val_accuracy: 0.5720 - 51ms/epoch - 3ms/step\n", "Epoch 16/100\n", "16/16 - 0s - loss: 0.6050 - accuracy: 0.5960 - val_loss: 0.5969 - val_accuracy: 0.5860 - 56ms/epoch - 3ms/step\n", "Epoch 17/100\n", "16/16 - 0s - loss: 0.6024 - accuracy: 0.6180 - val_loss: 0.5952 - val_accuracy: 0.5920 - 43ms/epoch - 3ms/step\n", "Epoch 18/100\n", "16/16 - 0s - loss: 0.5999 - accuracy: 0.6200 - val_loss: 0.5937 - val_accuracy: 0.5960 - 45ms/epoch - 3ms/step\n", "Epoch 19/100\n", "16/16 - 0s - loss: 0.5977 - accuracy: 0.6220 - val_loss: 0.5922 - val_accuracy: 0.6060 - 43ms/epoch - 3ms/step\n", "Epoch 20/100\n", "16/16 - 0s - loss: 0.5956 - accuracy: 0.6340 - val_loss: 0.5908 - val_accuracy: 0.6180 - 45ms/epoch - 3ms/step\n", "Epoch 21/100\n", "16/16 - 0s - loss: 0.5935 - accuracy: 0.6340 - val_loss: 0.5894 - val_accuracy: 0.6240 - 51ms/epoch - 3ms/step\n", "Epoch 22/100\n", "16/16 - 0s - loss: 0.5918 - accuracy: 0.6400 - val_loss: 0.5880 - val_accuracy: 0.6340 - 48ms/epoch - 3ms/step\n", "Epoch 23/100\n", "16/16 - 0s - loss: 0.5898 - accuracy: 0.6480 - val_loss: 0.5865 - val_accuracy: 0.6320 - 59ms/epoch - 4ms/step\n", "Epoch 24/100\n", "16/16 - 0s - loss: 0.5880 - accuracy: 0.6520 - val_loss: 0.5851 - val_accuracy: 0.6400 - 45ms/epoch - 3ms/step\n", "Epoch 25/100\n", "16/16 - 0s - loss: 0.5863 - accuracy: 0.6580 - val_loss: 0.5838 - val_accuracy: 0.6440 - 52ms/epoch - 3ms/step\n", "Epoch 26/100\n", "16/16 - 0s - loss: 0.5845 - accuracy: 0.6640 - val_loss: 0.5823 - val_accuracy: 0.6500 - 46ms/epoch - 3ms/step\n", "Epoch 27/100\n", "16/16 - 0s - loss: 0.5828 - accuracy: 0.6700 - val_loss: 0.5808 - val_accuracy: 0.6480 - 51ms/epoch - 3ms/step\n", "Epoch 28/100\n", "16/16 - 0s - loss: 0.5810 - accuracy: 0.6760 - val_loss: 0.5793 - val_accuracy: 0.6600 - 53ms/epoch - 3ms/step\n", "Epoch 29/100\n", "16/16 - 0s - loss: 0.5793 - accuracy: 0.6800 - val_loss: 0.5778 - val_accuracy: 0.6680 - 41ms/epoch - 3ms/step\n", "Epoch 30/100\n", "16/16 - 0s - loss: 0.5775 - accuracy: 0.6800 - val_loss: 0.5762 - val_accuracy: 0.6720 - 51ms/epoch - 3ms/step\n", "Epoch 31/100\n", "16/16 - 0s - loss: 0.5758 - accuracy: 0.6820 - val_loss: 0.5746 - val_accuracy: 0.6740 - 52ms/epoch - 3ms/step\n", "Epoch 32/100\n", "16/16 - 0s - loss: 0.5740 - accuracy: 0.6860 - val_loss: 0.5730 - val_accuracy: 0.6780 - 42ms/epoch - 3ms/step\n", "Epoch 33/100\n", "16/16 - 0s - loss: 0.5723 - accuracy: 0.6900 - val_loss: 0.5714 - val_accuracy: 0.6820 - 46ms/epoch - 3ms/step\n", "Epoch 34/100\n", "16/16 - 0s - loss: 0.5705 - accuracy: 0.6900 - val_loss: 0.5696 - val_accuracy: 0.6840 - 51ms/epoch - 3ms/step\n", "Epoch 35/100\n", "16/16 - 0s - loss: 0.5687 - accuracy: 0.6900 - val_loss: 0.5679 - val_accuracy: 0.6860 - 46ms/epoch - 3ms/step\n", "Epoch 36/100\n", "16/16 - 0s - loss: 0.5669 - accuracy: 0.6940 - val_loss: 0.5661 - val_accuracy: 0.6860 - 44ms/epoch - 3ms/step\n", "Epoch 37/100\n", "16/16 - 0s - loss: 0.5650 - accuracy: 0.6940 - val_loss: 0.5643 - val_accuracy: 0.6880 - 53ms/epoch - 3ms/step\n", "Epoch 38/100\n", "16/16 - 0s - loss: 0.5631 - accuracy: 0.6960 - val_loss: 0.5626 - val_accuracy: 0.6920 - 45ms/epoch - 3ms/step\n", "Epoch 39/100\n", "16/16 - 0s - loss: 0.5613 - accuracy: 0.7000 - val_loss: 0.5607 - val_accuracy: 0.6980 - 47ms/epoch - 3ms/step\n", "Epoch 40/100\n", "16/16 - 0s - loss: 0.5593 - accuracy: 0.7020 - val_loss: 0.5589 - val_accuracy: 0.6980 - 46ms/epoch - 3ms/step\n", "Epoch 41/100\n", "16/16 - 0s - loss: 0.5575 - accuracy: 0.7040 - val_loss: 0.5569 - val_accuracy: 0.7000 - 52ms/epoch - 3ms/step\n", "Epoch 42/100\n", "16/16 - 0s - loss: 0.5554 - accuracy: 0.7060 - val_loss: 0.5551 - val_accuracy: 0.7020 - 43ms/epoch - 3ms/step\n", "Epoch 43/100\n", "16/16 - 0s - loss: 0.5535 - accuracy: 0.7100 - val_loss: 0.5532 - val_accuracy: 0.7040 - 51ms/epoch - 3ms/step\n", "Epoch 44/100\n", "16/16 - 0s - loss: 0.5515 - accuracy: 0.7180 - val_loss: 0.5513 - val_accuracy: 0.7040 - 52ms/epoch - 3ms/step\n", "Epoch 45/100\n", "16/16 - 0s - loss: 0.5495 - accuracy: 0.7180 - val_loss: 0.5494 - val_accuracy: 0.7080 - 50ms/epoch - 3ms/step\n", "Epoch 46/100\n", "16/16 - 0s - loss: 0.5475 - accuracy: 0.7200 - val_loss: 0.5475 - val_accuracy: 0.7160 - 50ms/epoch - 3ms/step\n", "Epoch 47/100\n", "16/16 - 0s - loss: 0.5453 - accuracy: 0.7260 - val_loss: 0.5455 - val_accuracy: 0.7200 - 49ms/epoch - 3ms/step\n", "Epoch 48/100\n", "16/16 - 0s - loss: 0.5433 - accuracy: 0.7340 - val_loss: 0.5435 - val_accuracy: 0.7240 - 48ms/epoch - 3ms/step\n", "Epoch 49/100\n", "16/16 - 0s - loss: 0.5412 - accuracy: 0.7400 - val_loss: 0.5414 - val_accuracy: 0.7280 - 46ms/epoch - 3ms/step\n", "Epoch 50/100\n", "16/16 - 0s - loss: 0.5390 - accuracy: 0.7420 - val_loss: 0.5393 - val_accuracy: 0.7300 - 44ms/epoch - 3ms/step\n", "Epoch 51/100\n", "16/16 - 0s - loss: 0.5368 - accuracy: 0.7440 - val_loss: 0.5372 - val_accuracy: 0.7300 - 43ms/epoch - 3ms/step\n", "Epoch 52/100\n", "16/16 - 0s - loss: 0.5347 - accuracy: 0.7480 - val_loss: 0.5352 - val_accuracy: 0.7320 - 47ms/epoch - 3ms/step\n", "Epoch 53/100\n", "16/16 - 0s - loss: 0.5324 - accuracy: 0.7480 - val_loss: 0.5329 - val_accuracy: 0.7380 - 42ms/epoch - 3ms/step\n", "Epoch 54/100\n", "16/16 - 0s - loss: 0.5302 - accuracy: 0.7520 - val_loss: 0.5308 - val_accuracy: 0.7400 - 43ms/epoch - 3ms/step\n", "Epoch 55/100\n", "16/16 - 0s - loss: 0.5280 - accuracy: 0.7560 - val_loss: 0.5286 - val_accuracy: 0.7400 - 52ms/epoch - 3ms/step\n", "Epoch 56/100\n", "16/16 - 0s - loss: 0.5257 - accuracy: 0.7600 - val_loss: 0.5265 - val_accuracy: 0.7400 - 44ms/epoch - 3ms/step\n", "Epoch 57/100\n", "16/16 - 0s - loss: 0.5234 - accuracy: 0.7620 - val_loss: 0.5244 - val_accuracy: 0.7480 - 41ms/epoch - 3ms/step\n", "Epoch 58/100\n", "16/16 - 0s - loss: 0.5210 - accuracy: 0.7640 - val_loss: 0.5221 - val_accuracy: 0.7520 - 40ms/epoch - 3ms/step\n", "Epoch 59/100\n", "16/16 - 0s - loss: 0.5188 - accuracy: 0.7640 - val_loss: 0.5199 - val_accuracy: 0.7520 - 77ms/epoch - 5ms/step\n", "Epoch 60/100\n", "16/16 - 0s - loss: 0.5164 - accuracy: 0.7640 - val_loss: 0.5177 - val_accuracy: 0.7520 - 115ms/epoch - 7ms/step\n", "Epoch 61/100\n", "16/16 - 0s - loss: 0.5140 - accuracy: 0.7640 - val_loss: 0.5155 - val_accuracy: 0.7520 - 48ms/epoch - 3ms/step\n", "Epoch 62/100\n", "16/16 - 0s - loss: 0.5117 - accuracy: 0.7680 - val_loss: 0.5131 - val_accuracy: 0.7540 - 44ms/epoch - 3ms/step\n", "Epoch 63/100\n", "16/16 - 0s - loss: 0.5091 - accuracy: 0.7720 - val_loss: 0.5110 - val_accuracy: 0.7560 - 54ms/epoch - 3ms/step\n", "Epoch 64/100\n", "16/16 - 0s - loss: 0.5067 - accuracy: 0.7780 - val_loss: 0.5087 - val_accuracy: 0.7600 - 41ms/epoch - 3ms/step\n", "Epoch 65/100\n", "16/16 - 0s - loss: 0.5042 - accuracy: 0.7760 - val_loss: 0.5065 - val_accuracy: 0.7600 - 60ms/epoch - 4ms/step\n", "Epoch 66/100\n", "16/16 - 0s - loss: 0.5016 - accuracy: 0.7800 - val_loss: 0.5043 - val_accuracy: 0.7660 - 96ms/epoch - 6ms/step\n", "Epoch 67/100\n", "16/16 - 0s - loss: 0.4989 - accuracy: 0.7820 - val_loss: 0.5021 - val_accuracy: 0.7660 - 62ms/epoch - 4ms/step\n", "Epoch 68/100\n", "16/16 - 0s - loss: 0.4963 - accuracy: 0.7860 - val_loss: 0.5000 - val_accuracy: 0.7680 - 61ms/epoch - 4ms/step\n", "Epoch 69/100\n", "16/16 - 0s - loss: 0.4938 - accuracy: 0.7920 - val_loss: 0.4978 - val_accuracy: 0.7700 - 112ms/epoch - 7ms/step\n", "Epoch 70/100\n", "16/16 - 0s - loss: 0.4912 - accuracy: 0.7920 - val_loss: 0.4957 - val_accuracy: 0.7700 - 138ms/epoch - 9ms/step\n", "Epoch 71/100\n", "16/16 - 0s - loss: 0.4887 - accuracy: 0.7920 - val_loss: 0.4937 - val_accuracy: 0.7700 - 174ms/epoch - 11ms/step\n", "Epoch 72/100\n", "16/16 - 0s - loss: 0.4862 - accuracy: 0.7940 - val_loss: 0.4917 - val_accuracy: 0.7720 - 69ms/epoch - 4ms/step\n", "Epoch 73/100\n", "16/16 - 0s - loss: 0.4837 - accuracy: 0.7960 - val_loss: 0.4897 - val_accuracy: 0.7720 - 82ms/epoch - 5ms/step\n", "Epoch 74/100\n", "16/16 - 0s - loss: 0.4812 - accuracy: 0.7980 - val_loss: 0.4877 - val_accuracy: 0.7740 - 102ms/epoch - 6ms/step\n", "Epoch 75/100\n", "16/16 - 0s - loss: 0.4787 - accuracy: 0.7980 - val_loss: 0.4857 - val_accuracy: 0.7760 - 86ms/epoch - 5ms/step\n", "Epoch 76/100\n", "16/16 - 0s - loss: 0.4762 - accuracy: 0.8000 - val_loss: 0.4836 - val_accuracy: 0.7760 - 65ms/epoch - 4ms/step\n", "Epoch 77/100\n", "16/16 - 0s - loss: 0.4736 - accuracy: 0.8020 - val_loss: 0.4816 - val_accuracy: 0.7780 - 107ms/epoch - 7ms/step\n", "Epoch 78/100\n", "16/16 - 0s - loss: 0.4712 - accuracy: 0.8040 - val_loss: 0.4796 - val_accuracy: 0.7800 - 101ms/epoch - 6ms/step\n", "Epoch 79/100\n", "16/16 - 0s - loss: 0.4686 - accuracy: 0.8080 - val_loss: 0.4777 - val_accuracy: 0.7800 - 83ms/epoch - 5ms/step\n", "Epoch 80/100\n", "16/16 - 0s - loss: 0.4663 - accuracy: 0.8080 - val_loss: 0.4758 - val_accuracy: 0.7820 - 103ms/epoch - 6ms/step\n", "Epoch 81/100\n", "16/16 - 0s - loss: 0.4637 - accuracy: 0.8080 - val_loss: 0.4739 - val_accuracy: 0.7840 - 117ms/epoch - 7ms/step\n", "Epoch 82/100\n", "16/16 - 0s - loss: 0.4611 - accuracy: 0.8080 - val_loss: 0.4722 - val_accuracy: 0.7840 - 68ms/epoch - 4ms/step\n", "Epoch 83/100\n", "16/16 - 0s - loss: 0.4587 - accuracy: 0.8080 - val_loss: 0.4705 - val_accuracy: 0.7840 - 95ms/epoch - 6ms/step\n", "Epoch 84/100\n", "16/16 - 0s - loss: 0.4561 - accuracy: 0.8080 - val_loss: 0.4689 - val_accuracy: 0.7860 - 71ms/epoch - 4ms/step\n", "Epoch 85/100\n", "16/16 - 0s - loss: 0.4537 - accuracy: 0.8120 - val_loss: 0.4672 - val_accuracy: 0.7860 - 71ms/epoch - 4ms/step\n", "Epoch 86/100\n", "16/16 - 0s - loss: 0.4512 - accuracy: 0.8120 - val_loss: 0.4657 - val_accuracy: 0.7860 - 140ms/epoch - 9ms/step\n", "Epoch 87/100\n", "16/16 - 0s - loss: 0.4486 - accuracy: 0.8120 - val_loss: 0.4642 - val_accuracy: 0.7860 - 62ms/epoch - 4ms/step\n", "Epoch 88/100\n", "16/16 - 0s - loss: 0.4464 - accuracy: 0.8160 - val_loss: 0.4626 - val_accuracy: 0.7860 - 62ms/epoch - 4ms/step\n", "Epoch 89/100\n", "16/16 - 0s - loss: 0.4438 - accuracy: 0.8180 - val_loss: 0.4612 - val_accuracy: 0.7860 - 66ms/epoch - 4ms/step\n", "Epoch 90/100\n", "16/16 - 0s - loss: 0.4416 - accuracy: 0.8220 - val_loss: 0.4598 - val_accuracy: 0.7880 - 65ms/epoch - 4ms/step\n", "Epoch 91/100\n", "16/16 - 0s - loss: 0.4393 - accuracy: 0.8220 - val_loss: 0.4585 - val_accuracy: 0.7880 - 93ms/epoch - 6ms/step\n", "Epoch 92/100\n", "16/16 - 0s - loss: 0.4371 - accuracy: 0.8240 - val_loss: 0.4571 - val_accuracy: 0.7880 - 104ms/epoch - 7ms/step\n", "Epoch 93/100\n", "16/16 - 0s - loss: 0.4348 - accuracy: 0.8240 - val_loss: 0.4558 - val_accuracy: 0.7880 - 113ms/epoch - 7ms/step\n", "Epoch 94/100\n", "16/16 - 0s - loss: 0.4326 - accuracy: 0.8240 - val_loss: 0.4545 - val_accuracy: 0.7880 - 73ms/epoch - 5ms/step\n", "Epoch 95/100\n", "16/16 - 0s - loss: 0.4304 - accuracy: 0.8280 - val_loss: 0.4532 - val_accuracy: 0.7920 - 78ms/epoch - 5ms/step\n", "Epoch 96/100\n", "16/16 - 0s - loss: 0.4283 - accuracy: 0.8340 - val_loss: 0.4519 - val_accuracy: 0.7920 - 124ms/epoch - 8ms/step\n", "Epoch 97/100\n", "16/16 - 0s - loss: 0.4260 - accuracy: 0.8360 - val_loss: 0.4506 - val_accuracy: 0.7940 - 123ms/epoch - 8ms/step\n", "Epoch 98/100\n", "16/16 - 0s - loss: 0.4239 - accuracy: 0.8360 - val_loss: 0.4495 - val_accuracy: 0.7940 - 63ms/epoch - 4ms/step\n", "Epoch 99/100\n", "16/16 - 0s - loss: 0.4218 - accuracy: 0.8380 - val_loss: 0.4482 - val_accuracy: 0.7940 - 65ms/epoch - 4ms/step\n", "Epoch 100/100\n", "16/16 - 0s - loss: 0.4198 - accuracy: 0.8380 - val_loss: 0.4471 - val_accuracy: 0.7920 - 128ms/epoch - 8ms/step\n" ] } ], "source": [ "#设置参数\n", "\n", "epochs=100 #迭代次数\n", "batch_size=32 #batchsize\n", "number_of_layers=4 #隐层数\n", "num_neurons_of_layer=2 #隐层的神经元数\n", "Fully_Model,history=FullyConnected_Model(number_of_layers,num_neurons_of_layer)" ] }, { "cell_type": "markdown", "metadata": { "id": "NPCCzsKUH9ne" }, "source": [ "### **可视化结果**" ] }, { "cell_type": "markdown", "metadata": { "id": "g5UBBTPQIXRk" }, "source": [ "\n", "#### **绘制训练曲线**\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 308 }, "id": "Qy152bxM7o4L", "outputId": "9227f12a-b468-410f-8d0f-9ad9856ce56a" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#绘制训练曲线\n", "plot_loss_accuracy(history,\n", " f'Training curve',\n", " f'Training curve.pdf')" ] }, { "cell_type": "markdown", "metadata": { "id": "b1qypyH0ImLE" }, "source": [ "#### **输出模型结构信息**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "q5Nh_skR8IdC", "outputId": "cc030353-12dd-44ae-d8bf-8390a7729c16" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_1 (InputLayer) [(None, 2)] 0 \n", " \n", " 0th-hidden (Dense) (None, 2) 6 \n", " \n", " 1th-hidden (Dense) (None, 2) 6 \n", " \n", " 2th-hidden (Dense) (None, 2) 6 \n", " \n", " 3th-hidden (Dense) (None, 2) 6 \n", " \n", " activation (Dense) (None, 2) 6 \n", " \n", "=================================================================\n", "Total params: 30\n", "Trainable params: 30\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "#打印模型结构和参数信息\n", "Fully_Model.summary()" ] }, { "cell_type": "markdown", "metadata": { "id": "oiAcskTdI5rL" }, "source": [ "#### **对原始特征空间剖分的可视化**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 299 }, "id": "9t5Qn5vo8J3E", "outputId": "2cbac809-99fc-4421-e0a4-7eef9b421064" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "79/79 [==============================] - 0s 2ms/step\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#对原始特征空间剖分的可视化\n", "\n", "prob = Fully_Model.predict(p)[:,1]\n", "fig, ax1= plt.subplots(1,1, figsize=(7, 4),subplot_kw = {'aspect':'equal'})\n", "ax1.scatter(*p.T,c = prob,cmap = cm_bright)\n", "mp = ax1.scatter(*X.T,c = y,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5)\n", "plt.colorbar(mp,ax = [ax1])\n", "plt.title(f'Outputs of MLP')\n", "plt.savefig(f'空间剖分结果.png')\n", "plt.savefig(f'空间剖分结果.pdf')" ] }, { "cell_type": "markdown", "metadata": { "id": "C_lLyo6JI8V7" }, "source": [ "#### **更换背景显示原始样本**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 409 }, "id": "WfmCzSu88LVC", "outputId": "ea6177ad-2f17-4f1d-f9bc-e613eac33d03" }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcYAAAF2CAYAAAD0qDhcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydeZgV1Zn/P+dU3X3r5TbQTbNvgsomgogLO4iaZSaGaEw0xskYfpmMMRqXxCXu48TESXRmMonjaKIxiWYxxgUXUARcsGlEdpF9a3rvvntVnd8fF273pRcWm6XhfJ6H56GqTp06VX1vfe/7nvd9j1BKKTQajUaj0QAgj/cANBqNRqM5kdDCqNFoNBpNK7QwajQajUbTCi2MGo1Go9G0QgujRqPRaDSt0MKo0Wg0Gk0rtDBqTij69+/Pvffee1zH8NOf/pRLLrnkuI7heLFw4UKEEGzfvv2oX2vWrFn84he/OOrX0WgOFy2MpxhXX301QgiEEBiGQXl5OV//+tfZsWPH8R7aEfHOO+8ghGDz5s1d0l9tbS13330399xzT27fqlWruOyyyxgyZAhSSq699tp2z12/fj2zZs3C7/cTjUa57rrriMVieW2ampr4p3/6J4qLiwkEAlx00UVs3LixTV8PPfQQ/fr1w+PxMGbMGObPn98l93cwzj33XHbt2kVZWdkhn7N9+3aEECxcuPCwrnXPPfdw11130djYeJij1GiOLloYT0HOP/98du3axdatW3nmmWdYvnw5l1122fEe1gnB448/ztChQxkzZkxuXzwep2/fvtxxxx2MGjWq3fOam5uZNm0apmmyZMkS/vCHP/DKK6/wzW9+M6/d1772Nd544w2ee+453nnnHZRSzJgxg0QikWvzyCOPcOedd3LPPfdQWVnJjBkzuPTSS/noo4+Ozk23wu1206tXL6Q8+q+G8ePH07t3b5566qmjfi2N5rBQmlOKq666Sk2bNi1v389//nMFqIaGBqWUUo7jqGuvvVYNHDhQeb1eNWDAAHXrrbeqZDKplFIqHo8rt9ut5s+fn+vjggsuUG63W8ViMaWUUrFYTLlcLvXKK690OJbKyko1ceJE5Xa71eDBg9Xvf/971a9fP3XPPffk2jzyyCNq1KhRKhAIqJ49e6q5c+eqnTt3KqWU2rRpkwLy/l144YVKKaU+/PBDNXv2bFVSUqICgYAaN26cevnllw/6fEaNGqXuu+++Do9feOGF6pvf/Gab/b/85S+V1+tV9fX1uX0vvviiAtSnn36qlFJq3bp1ClCvvvpqrk1tba1yu93qiSeeUEpln31ZWZm69dZb8/ofN26cuuqqqzoc1/5n8Zvf/EZNnTo193f73e9+l9du7dq1as6cOSoQCKhAIKAuueQStWHDhtzxBQsWKEBt27Ytb3v+/Pnq/PPPVz6fTw0fPly99NJLuXMO/Bv069dPKaXUtm3b1D/8wz+o4uJi5fF41IABA9RDDz2UN5477rhDTZgwocP70miOB9piPMXZuXMnzz33HIZhYBgGAEopevTowTPPPMOaNWt45JFHeOKJJ7j//vsB8Pl8TJgwgTfffBOARCLBu+++SyQS4Z133gFg0aJFQNY6bY9EIsGcOXMoKCjg/fff56mnnuLf//3fqaqqatP2Jz/5CStXruTPf/4zW7du5Stf+QoAffr04a9//SsA77//Prt27eJPf/oTAI2NjcydO5cFCxZQUVHBrFmz+NznPsf69es7fBZ1dXV89NFHjB8//rCf4+LFi5k4cSKRSCS3b+bMmUgpWbx4ca6Ny+Vi2rRpuTaFhYWMHz8+99w2b97Mzp07mT17dl7/s2fPzrXpjB/84Adcc801VFZWcsUVV/DVr36V5cuXA9lnPnPmTJLJJG+99RZvvfUWzc3NzJ49m3Q63Wm/N954I7fddhsrVqxgwoQJzJ07l7q6OgAqKioAeP7559m1axcffPABAPPmzaOhoYHXX3+dtWvX8vjjj1NeXp7X74QJE1i2bBlNTU0HvTeN5phxvJVZc2y56qqrlGEYKhAIKJ/Pl/uV//3vf7/T837605+qwYMH57bvvPNOdfbZZyullJo/f74aOHCg+va3v61uvvlmpZRSP/jBD9R5553XYX+/+tWvVCAQULW1tbl9K1euVECexXggFRUVClDbt29XSim1aNEiBahNmzYd9N5Hjhyp7r333g6PL1++XAFq9erVHbbpyGKcMWOGuvzyy9vsj0ajOSvpvvvuU6WlpW3afOlLX1Jz5sxRSim1ePFiBah169bltXn00UeV3+/vcFz7LcYf/ehHefsnTpyorrzySqWUUr/+9a+Vz+dTe/fuzR3fvXu38nq96sknn1RKdWwxPv/883nnADlvwLZt2xSgFixYkHftkSNHqjvvvLPDMSul1IoVKxSgPv74407baTTHEm0xnoJMmDCByspK3n//fW6//XYmTpzYJhL0V7/6FRMmTKBnz54Eg0FuvfVWtmzZkjs+ZcoUKioqaGho4M0332TatGlMmTIlZ0W++eabTJ06tcMxrF69muHDh1NYWJjbd8YZZ+RZXJCNkpw1axZ9+vQhFApx3nnnAeSNpT327t3LvHnzOO200ygoKCAYDLJq1apOz9s/z+f1ejvt+0Rm4sSJeduTJk1i1apVQDaIaMSIEUSj0dzxnj17MmzYsFybjhg9enTeOYZhsGfPnk7Puf7667n//vuZMGECN998M2+//XabNvufdes5Vo3meKOF8RTE5/MxePBgzjjjDO6++24GDBjAv/zLv+SO//GPf+T//b//x9y5c3nppZdYvnw5d9xxB5lMJtdm4sSJuN1uFi5cmBPBKVOmsHz5crZs2cLy5cs7FcZDYevWrcyZM4f+/fvz7LPPsmzZMl544QWAg7r+rr76ahYtWsRDDz3EokWLqKysZPTo0Z2eV1JSAmQjUw+X0tJSdu/enbcvk8lQW1tLaWlprk11dTW2bee127NnT14boE1frdscD9xud5t9juN0es43vvENtmzZwnXXXceuXbu46KKLuPLKK/Pa7H/W+5+9RnMioIVRw1133cUTTzzBsmXLAHj77bcZM2YMN9xwA2eddRZDhgxpkw7hdrs599xz+fOf/0xFRQVTp04lGo0yYsQI7r77btxudxvrpTUjRoxgzZo11NfX5/atWrWKhoaG3PYHH3xAIpHgkUceYdKkSQwbNqyNlbL/hX2g2Lz99tvMmzePz33uc5x55pmUlpby6aefdvocBg4cSEFBwUGtp/aYNGkSS5cuzUs9eO2113Ach0mTJuXaZDKZnFUNUF9fz3vvvZezhPv3709ZWRmvvvpqXv+vvPJKrk1nvPvuu3nbS5YsYcSIEQCcfvrprF69murq6tzxPXv2sG7dOs4444zDvOMWOvobQFbov/GNb/DUU0/x+OOP8/TTT+c9o5UrV9KjRw/69u17xNfXaLoaLYwahgwZwqWXXsoPf/hDAIYNG8bKlSv561//ysaNG/mP//iPXFBLa6ZOncrTTz/NaaedRo8ePXL7nnrqKSZNmtSulbGfK664glAoxJVXXsmKFSt49913ueaaa/D5fHnjEkLw8MMPs2nTJv7yl79w99135/XTr18/pJS89NJLVFVV5YR12LBhPP3006xcuZLKykouv/zydl/crZFSMmvWLN566628/el0msrKSiorK2lubqa2tpbKykpWr16ddz/RaJQrrriCFStWsGDBgpzVPWDAAACGDh3K5z//eb797W/z1ltv5QJkevfuzdy5cwEQQnDTTTfxs5/9jN/+9resXbuWW265hRUrVvC9732v0/FDNt3kmWeeYf369dxxxx0sXbqUG264ITfGkpIS5s6dS0VFBR9++CFf+cpX8q5/JESjUYLBIPPnz2f37t25oJzvfOc7vPTSS2zcuJFVq1bxpz/9KecS38/ChQu56KKLEEIc8fU1mi7neE9yao4t7aVrKNUS9LFgwQKVTqfVt771LVVYWKhCoZC6/PLL1S9+8Qt14MdlyZIlClDf/e53c/teeOEFBaj777//oGOpqKhQ55xzjnK73WrgwIHqd7/7XZt0jUcffVSVl5crr9erJk2apF5++eU2gR7/9m//psrKypSUMpeu8dFHH6mJEycqr9er+vXrpx577DE1bdq0TlMelFJq4cKFKhwOq3g8ntvXXloIrdIS9rN27Vo1Y8YM5fP5VFFRkfrWt76lmpub89o0Njaqa6+9VhUWFiqfz6dmzZqVly6xnwcffFD16dNHud1uNWrUqE7TXlqP8amnnlIXXnih8ng8qn///urpp59uM8aLLrool65x8cUXH1K6xv7t/RiGkUsxUUqpJ598UvXv318ZhpF7LvPmzVNDhgxRXq9XFRUVqTlz5uQF2TQ1NalAIKCWLFnS6b1pNMcaoZRSx0WRNZoTlGnTpnHppZdy/fXXH++hHDKbN29mwIABLFq06JBcricCDz30EAsWLODll18+3kPRaPLQrlSN5gD+67/+C5fLdbyHcdLj8/l0rVTNCYl5vAeg0ZxoDB06lKFDhx7vYZz0tI6E1miOlP/8z/+koqKCSCTCww8/3Oa4UoonnniC5cuX4/F4mDdvHgMHDuy0T20xajQnAf3790cp1W3cqBpNVzF58mRuu+22Do8vX76c3bt38/Of/5xvfetb/PrXvz5on1oYNRqNRtNtGTFiBMFgsMPjy5Yt44ILLkAIwdChQ4nFYrnI6Y7QwqjRaDSak5ba2tq8ak/FxcUHLeKh5xg1Go1Gc1TYXhunvMj/mfpIJBL8+Mc/zm1Pnz6d6dOnf9ahdcpxE8adO3cer0vnEY1G8yqBaFrQz6Z99HPpGP1s2udEfy6HszD14VBe5GfwjZ8tHeeTn1zEgw8+eMTnFxUV5T37mpoaioqKOj1Hu1I1Go1Gc9QQ4rP9+6yMGzeOt99+G6UU69evx+/35y1e0B7alarRaDSao8bRLvf3yCOPsHr1apqamrjuuuv48pe/jGVZQHZN1DFjxlBRUcF3v/td3G438+bNO2ifWhg1Go1Gc9Q42mVwD1ahSgjBtddee1h9amHUaDQazVGjOxaI18Ko0Wg0mqOGFkaNRqPRaFohpRZGjUaj0WhydEODUQujRqPRaI4e2pWq0Wg0Gk0rZDfMltfCqNFoNJqjhrYYNRpNt8EtFeHUHkS8FidSTq2IoJQ63sPSnGRoYdRoTlFCMo07WYPjDtIgIziOA0DESOGu3QjSJBnpT5PjPs4jbSGS2IHx+v0AGC4/BTPvoo6Ol+/RaI6EbqiLWhg1Gp908Kf2glLEvSUkHOOwzg/LNL6ljyKqPwHDTdHM26mWxfgNB88H/4vctTJ7nSHTSI34Emnr+FhlQoicRSilROxd33IwE0cm68CrhVHTtXRHi7EbTotqNF2HSwpC29/BNf/HuF67m9CWhbgP81vhSlRnRRHATiO3f4hhGLjJIHd9nGsnd1biVlYXjv7QMKUgau8lWvU+UasKU4LjODg9hwP7XlreCLav8xUHNJojQUrxmf4dD7TFqOkWeA2FhwwpXCTtz/5lkUJQ4DRgOhZy9Yst+1f9DW//C0jjOuS+lCcI0gTHAgSqeCBKKZLCjWfgeYhPFwHgDJpMSpnAsbUYI1Y15qs/BuUAgoLZd1FtlFDvKSUy+8eIRD12sBcNBI/52DQnP93QYNTCqDnxCRkZfKueR25eirf3WFyjLs+bqzMlRNJ7EckG7FAp9QQPGkRSZNdgzr8b+oxFFfVH7LPsVHQw1mF+LRpkhMIZP0LuqET2PhO5ew3FVpp44RDiZ3wJ76DJGEJBJkGAGPUc+cKthhRErDpEJkbaV3JIc5YyVrNPFAEUIlYN4RIsB2qMKAT3rW6uA280R4Hu6ErVwqjpEvyGjS9RBdKg2V1Cyum6L4OncRty49sAiK3v4R1wLk3BIbnjhckdGK/dDyhMfyHhqT+koRPxkVIidn4Mdho2v4sc+xVU71E4SNKlo4kfpkVqO4pqsweFA87H8+odiHQMAwhMuIbqHuPxKhteewCJwhPsQWTKLTQ43sN+DkIIihLbMd54AJSD2XMEavw/0+x0bt3aoV4YLh9kEmB6cEKlh31tjeZI6Ya6qIVR89nxGIrghpeRa14CIHL2VdT2OgfL6SILpM03q2XbMAzEzpXkXIDxOsxkHXg6FkbHcaCgPLetKp8jPed+6kU4F016uEgpEelmSMdaRrl3Ha7ekxAbKnLjE81V2fG5D1+cTNNEblyYs/7EntW40/VglnR6Xp2IUDjzLmS8BsdfRL0sgCO8T43mcDklLcbq6moee+wx6uvrEUIwffp05syZ0xVj03QTvCqNXPNybluu/jve0rNoPsjHS0rZqRCFZRrDiuGEy3BOm4XctASnz1kkw31h32m2baN6ngarXsjucAewvQUHnSprCvYjNPkGRO1mnNJRNIjQEYmiWyoi8e1QuxnReySqx2mIqrUgJM7AC8lkMqiew2HtK9kTPEFsT/iIpvJs20ZFhyA2Lc7ucPlxXP6D9qWUopYQ+EPZHVoUNceQU1IYDcPga1/7GgMHDiSRSHDLLbcwcuRIysvLD36y5qTAlq7sPF3tJgBUyVAywkVHb2yPdAg3b0bUbMIpPZM6d0/sA6zLQhHD/eZDiNheVMkQ0hPnYQ2dQxoXKbulnRACwxNEnPNNSMdQoRKk4YKDBH8mHYNkYDAyNDQriAdc3284eEWGjPTSlO5YeSLJnVnXJkDlH3EuuRcr0YhyBWg0i3Ach8bwQMLTb4N4LU5h/yMOcnEch1ivMQQm+aFxN3afcTpgRnPCc0qWhCssLKSwsBAAn89H7969qa2t1cJ4CtFsSVyTvoNrZwWYHlI9ziTVSa5eOL4dY8FPAJAr/0J01u3UuUpIt5qXNGs+QcT2AiD2bsBo3EldYECbvjweD2r5fPj0HbIuVoVrxm3g7vzz5zMc/PFdCDtDJlxOXPjIZDLZ8ckUvmX/i9i5Elev0/GNv4oqu21+nxACGne37FAWTnMtNf7+2e19YptyDPZ6ysGzb0ytglwMI5szadut1L4TYo6LeOGZiKKRWUHf15fXcPCn61HSpMmIdJ0bW6P5jJySFmNrqqqq2LRpE4MHD25z7PXXX+f1118H4MEHHyQajXblpY8Y0zRPmLGcaBzus3GK+gDgAvaf1TqpfD/G2vdbNpSN3LuOonAjVt9zWtqkCvLHEgh3OBZR2BcivSFQDA07EN4w0aLOxq0wV/8dPngq23fv0fjKzoBeZ2IVDcDc+i7szCbli92rELs+psegC3E8WVdk6+ci5TAw3NlAHn8hRlE50eChPTOjeTdi3SsgDdTQqdiBnod0Xpv7t1IYq16Ayj+CkHimfB+rz9lH1NdnRX+f2udUfi7dUBe7ThiTySQPP/wwV199NX5/28CH6dOnM3369Nx2dXV1V136MxGNRk+YsZxofJZn45MWweqPkTtX4AyYRENoUM4ijBYPwdwvJsESlHJQn7xFY8EI0uk0AH5fb4JnX4XY/iHOoMk0yCLSHYwl2nssZjqG2rsBMe5K6mUhyU7G7TcU4fVvtOzYUYnoNRz16t1kZt2LIQxaf5eFECTizTQ1pdo8FylCFMy+O5sL6I/SkHKhkgd/ZgHDIfjOT6F2c3bH3k+Ijf82iUPM/zclBFUMhEQIiVH5x+wB5UDF74iH+hO3uv6NFJAWnlQ1mF4ajcI2lqn+PrXPif5cysrKjlrfp+xCxZZl8fDDD3P++eczYcKEruhS080JxnZgLP0fAIwt7xGadRc1Zg8Aao1iimffhVG1BqwUrPgTztlXYVktqhB3TFKl52L0Pg/LtjsMjBFCZKvOrPxrVsx2r8E/+x6SRtsqLrmi2WkbysdAw47sgcJ+KH8RlAxB2ilioT4ET78Etn4AZSNxIr2JKze5uTylKFINkImT8UWptcPg2x9Qc2guTBMLUb+95T7qt2Ioi0P5SpoSimpWIpf8NxgmauqNUNAH6rdlhxfpjYVBLkKpi/BJm+DHf0BsegeEpHDyDdQEBx9xJK/m1OCUdKUqpfjv//5vevfuzSWXXNIVY9KcDCTq8zZFOpb7tDmOw14KKOw5ErP2U7jwBpoD5W1esLZtH3TuTQiBiNW02qMQVgKMtu0iTRsxFj6c3XHm51GTr0ekEwhvCPXu46iSIWC6abZMrCGXEBg8BaWgUflywUFCCMy9a+DVe8GxMMtGocZdQ7PtyruWYRh5Qn8gceXGM/rLyIpnsjtG/iOOOLSvY4AUcukvAQV2BvHe/2FPuRH58V9RnjDpQVNIW23FSghBwLAQyiGmPIctaF67OSuKAMrBWP0ironfI6V1UdMJ3VAXP7swrlu3jrfffpu+ffty0003AXD55ZczduzYzzw4TffFLh6E4SuARD2qsC+ZYGkbA6ZOBaDwzOzGIb5cD5yzdBwHu3wccv18SDSg+pxF2t8DDtBTwzCQ25a17Fj5VzIz70K6Qpiv3ZPte8v7mL3HQuFIkhmHJL421zdNE7X6dYSTFT25cwXuVAOYUSIyiad5J9IwcOq24hQPoc5T2ibiFiDjQLrPBLxuH8JOoTYvJeAOkCw4/aCCpaQB7gCkmrLb3gjN+MmccSVAu4IshKDIqcP11iOQTuCd9G1qAwPaHVtHOIYXvGFINma3o4OxVTd862mOKaekxXjaaafxhz/8oSvGojmJqCNEePodGOkmMu5Ilyy3VCjjuPasQnkCJAoGkxJeXMKhQRUQmHEXMpMg7QoSs9t+rG3bxikbhbHxrewOXyG2J4xIHDDv41jtBgy17keUDN4XBQu4vDguH2GRwrvoZ4h97kzjvHkY9VuIlnjYK4vbFTuRaoJ3H885X6XLi3n2qNw8a0c02S7cU2/G+PC34PKRGXMFCUvRUY6KKQUREcdd82k2iDXVhLHwpwQvfogGDr0CT6PyYk67DWPzO+AvJtFrdKdWsUYD2brE3Q1d+UYDgMcAD2nSXVSkWylFg/KC6cUvHIrMNDITw1YQcxWQPsxrhIwM7oUPIxp3ARC44F/w792I3L0SZ+hMGnqMJSU9bSzF1uNpLBhKaPoPEclGrII+NCoffl8pxmmzkOtez+ZfloxAtWNFuVxZV2kmk8HpPwklXIiGHTj9z6VRhChI78mJIoDaugziNYiKZymacTvVsu2cp+0KoALRbO1SQPUec0hCo5SixijGfe73AIGtFH4sUsrAtvMF2JCCwsZ1GG//HCUkYvxVqI/+BMmmg16n3esSxhh0KUopPbeoOSS6oS5qYdRkIw0D6/6O/GQBvrKRuEd/lUbH0yV9F8gknpV/RhSUwvI/YAKuCddQ22Mc7UyDdYhpp3KiiDSRiQbUvhJ08r3HCc7sTcrVq815XkPh3Sf4cVuS8vQGT+9coExMGVhDP4d36EXYRnbezRQSq5XAFMoE7lXPQaoZ64wv4ngHURMdi+wxLjsH6jjYriD4IpBoyJ5U3B+S9dBnLLJ6I7JXtI2QNDoejCk3Z+dZveF251k7QilFKmMTkGkim95Ebq/AGTyFprIJpJRJmBjCtsDwYiz+r2y0qnJQK/8CA8/D7jGcZnwcSXGAQ8251GhAW4yaboovthO57lUAxLZlePqdA5ERXdK3q2YDwh+B1a1Kxn34DP45o2g8jKWdUoYPd5+zEds+yOb9HfhCt9Ic2F1QWvhX/wn5yVt4egzDPeFb1LdTvDtlCwwpCX76JnLLUpx+5xDrewExx8RrStwfPoPY/mH2fqrW4Xz+31FK5QRCCIFlenGm34bcUYEI9UI1VUGPYbDzI2SoFJ9IE2vn63Yk86yt8TdtRX6cLYcnl/0G/4wBBKTEfOMBsFKoMXOhfDRsfg8A5Q6SGTIDZVkU1X4Mpod4uC+xLnB1azTt0Q11UQujhraf3M/wSXa7TBQiV0UGw8wGa4R6tASLhHthHxg2CrgMiVtYpJVJ5gCXYNw2MMZciXvoNDA84AlhRt5ENOxA9TuHdLC0jRvVG9uJ/GRh9paq1uKq2dAiQgfgj+1ArsjmAsr65/AVDyLm64fERjTvaWmYbEDYafav8S2lpCi9C/PtX4LhRpxxCaryOcSYy1ALf5c9p3YLvuLBxPZXxOlKMsm8TWmayIpns2kwgFj+e9ScexCxWpR0YY27irQNgaWPIao3AhA4/VLSgy5u88w1mq7glAy+0XR/Ev5SAqdfitzwJqr3KFIFA4/IeikWTZgf/hGkQebMf6RWBUkWDMK/ZxVy6DRUUT+UEmSGzSZm5xdQDEiLwKYFyM1LshbbgGnEnOzH05ACn8hgCRdN3r7ZExwIXngzppMiJb0k7LZCq+QBH2+j4497Vuxabe8TlqRjEBh7OcaCh0E5OGd9FeUtzLlMgyKFueAnuVU11McvQnQINO09oL98AesqMkWDkcUDEDWbUOVjSfuK8QaKWxqYHlKGn+Sk76MQpDI2BU48J4oAcnsFrkGzydD9XmCaEx/tStWc0JgSvMLCwiTZyrqKOSaZgRfhGTSdDK68Y4dK0LQxFzySmwd0Ne/Ff973abLcpE+7DBcWmV5nY9uq3QATX2w7cuWfAZAf/xVfyVBi/gG4JUSqKzEqf4+K9MZ79jXUOdk0imbbBMwOA27ivl6ERn8ZueFNnLIzSRYM6lDw05G+eHqNQO5ejdNzOOlIP3Cy6SC1gYGE5zwAjk3cjBAyWuUs7sslzGFnyJzxeaSykdsrEHvWoKKDyBT0b3NtQwpCxEEpmkTgsFIn9lPveAlO+h4ulcE2fMQsA3H6F/AANO/FHjOXRgI4mZaLp6UHT/lYxPYKAJzBk0kfhYIAGg1ANyx8o4XxVMEnHULb30GueRnVYxieUV/JWyw37UD6MOb8DkQqGxGvzW2LeA1S2YBJylakMPIF5EDsfLEU+9oGrDqMpb/M7kvU4/rkDYwhnz+kAJCEI8n0nYK373mkhYt0J4XNG2wPgfHfxuUkyUgvsVYWqO0o6ghlvacOhFqd16w8uC/8V4y3/gMMF87Ef6bW9qKUIjBhHi47gWV494l4C4YUFDVvxFj4M0DhuvB6akNDcuIYMjK4m3eB4SLm60nS7niJAlsJ/HtW4tn5Eb4Rc7A8EZpGXYmtIG05KKc9twE7ZrYAACAASURBVPRVeIZMQxlu4r5eecFGR4qUMltwoZN0F82pR3d0pXbDBUE0R4I/WYVc/mx2jmzr+7j3ru7SD2xcuXEmXAMIEBL77KtJqEMX2nS4L07vMQA4pSNJRfoBIA58we7LMzxULFvRbJudiuJ+YrZBvQrkieLBsB1FJlSOGn8VnDYTsWkxAZlu6Y9gG1EE8IsMxtJfgbKzVWSW/BK/yJ7nMxz8H/0O15sP4nrtHsK7l2EYHX9VA/EdyIpnEf3ORiz4Ka6/3URw+xKUbXUoUE2Oi2r/ABp85XhUigIRx/wMP+0DMkN091Lkgp8QTWz5TH1pTi6k+Gz/jgfaYjxVUPkWlrC7NjHbcqCu6EyCFz8IQJMMH5ZrsNFxY531TdxjU6SFm/g+cYq5CzHHXYmseBYVKcUaMuOESyp31WxALP0VkF34yls+hmZf/07PcZAoTxCR3Jfe4QmgRFb8PE4SsfndXFu5/nU8vc4m3sEcoMgkoNdpqE/ehkw8e84HTxK4eATpPPs2H0MKCps2YLz1SPY+LvhXasNDD9ulK4TAX/8J8oMns/3uWUvxtB9gpRJYvqI8z4Tm1KM7WoxaGE8REv5eGCMuQa59BRUdQrrXyHYT2T8LGSdb8QZos/BvWKbxNGQXMk4VDKDRdmMYRp5LNG5L4geUYUvZgrrSc/FfMg4bg+ZW1tz+L9xxd9sdGORzCDVPY7bEe96/YC57EpTCGnfVvoo9Ckt6UIV9EXVbAXBKzySDSUeTqZlIX6QngpCxlp2GCyWMTtMU/SK9z2rNulGNpf9DdPL3SHiKDyuPVQiBaKpq2R77ZZh/L65MAjPYAzHlZuqdtuX1NKcGp+zqGpoTn7htYA+6CO/g6WQwiXcyZ9XVeA2Fb8WziC1ZK8g3/CK8fcfD1o9Q0UE0BvuRcoxsPVMpW1I99pFxoIH8PLuwTOGpWYuw0mR6nkndcbJKvKbALhqAOP1S5OalOIOnkAz3wXQ6LyIOUEMYz8TrEUqRtFoWHW62DVzn/Svm3rXg8pEsGEimnTlVt6EIWE3gSBJnfAmvHUM4DiJeh33WV2kUwZzotYs0UN5wtjQdgDeM2PIevkQD6TFXk2w1/IhMYsaqUJ4QDWZRnlXpOA527zHINX8HK41KNEAmAYBorsJs3gNHI1VF0y3ofrKohfGUQQqBTzUjM2nSrsgxvbYLC7FzRctYIqWo+ffkXtrhabeQ8vfA++lbiOY92MMvptYs6bAKjMcA36o/Iza+DYA7OpjAude3SQE52hTKOO5lv0E0V+OMu5LYkNm47TiBj54lICWZ0y6m1mm7NmlrUpn2rcA6x4eIjs1aw+08BpcBBbvez7ovhQGTrydj+lFjv0ZCeEnatAm6AfB6TALpOpSVwnQE8oxLUBsXAwoxcBLqvf9DmB5cyiK57/UQlim8i36aXSZLSAqn/5BqdymQdccWWLWIZD32jNuRElSsriV4QUiUN3yoj1RzEqJdqZoTEiEERZk9mK/fD3Yac8hUGP7FdnP/jgZpXPgGXpCrrqOkmWfJiEwC74b5yLWvAGDuWEF49n3Ud1Dg2oWN2L265fzqjbjIAF1Txu5QcLlcuFf8GbEjK/hywcN4Lr4fY9EvcjVTXXXb8J/7PeJHWHu2MxdxQCWRHzy1r6ENHz6Dq8cw1J612JNvIqHaui6LjCTuqg2w+H+y5wyZgkrHIToAfAWod/8XHAvn9EtyogjgSta2rB2pHOT2ZRhDvoBt2xRmqjBf/XH27+krRM25mwZ/gPDkGxB7N+CUjaLBLNKZIKcw3dCTqoXxVMDlcmGs+BvsS2KXG97EO3gqiXYKWwshcJkGqgsdICkbYsMuxtd7dHZHMIoRKEHE9oLpxSnsh7H+9ZYTMolsgr1sXxiTysR/2mzkh78FwBk2nYQ6tiXNBEC6uWWHYyEcG9Hcaq6taQ8G2ZSVrsYRZnZx5P21Wf1FkI4hmnZjxmvAW57X3mtKXJvfgV2rWgKxNixAjP0KquJZGDYDNfVGLEzi/p60NmQdTwhc3lyVHRXNLk4spUTsXNPyIydRh6jfRlC4SYb7Ew8P21dLtstvX9ON0HOMmhMSx3FQkXLEtmy9T0wPyvC0CcyQQlCU2Y2x7HkIl8LIL3DgDIEpBV6RwRIGSevQP/Ax2yTmy6ZgYENkyi2YyRocT4RGFaDwzC9iVq3LWizDZpF0hTpM3LccRWPZOQSKBoKySfp7kuqCFUEOh3Qmgz3qy5jVn0KqGWf8VTSbEULjvoZ899cAOOOuJK5cHEmh7oPR5LhwTb0F86PnwOVDlgxGvfdkNuimHdelwEE07oFQT6hal93pDuD0OgNn0jzsgn7UiXDWSj3guTeIMIUz7sCoWoMK9aQ52A/lqGzbogEtDU0Pomk3rvefwiwfizPm6nbrw2pOLbpj5RuhjlNI386dO4/HZdsQjUaprq4+eMNuiJQSpRRu4RCxqpGJelTtZuyy0dS6eraZwysQMbwv/zBnWTL8IqqHfjEXROI2oKCqArniOVRhP1Jnfb3Log0NKQg7TQg7RcJVQMI5Nm7eI2H/Z0YIQUimkcomJrxkbHBLCFj1IATNRoTMUbaW3C4Tl1T46zYg6rfh9DqDWiOKc8DXWghBcXonZtVaSDWhUs04wy8mI93IdBOWO3LQSNT2EvfdUhFO7kI2VyE9PnjvSUjUA5C66F7q2vFKBKWFN7YDJU3ivlISTtu5YSklLkNiOeqkWM3jRH/PlJWVHbW+v/b0ioM36oTffHVUF43k0NE/505ChBAU0oS57UPwRxC+AsQbDwGgxl9Ng7sHTjuVToSdaRFFQDXtzpsfCKZrc9aQSNTjji7G6D+rS15c2eoyQTCC3cb1ppSi0XbRelmPtANpWZDdOAb3kc5YpIGYfyAymHVx0s5vXaUUte4yQn0KkMIgYfjxZ+rxvvZjSDbiivRGXHADDZ380GnvN7QUkPZFyQR6E9qyELm/qLknhGP4csZywLBwW3FweXGtfgG54U0AQmPmkukzJa/yjlsqIvUfY6x/HadsFLHyc4k5R16VSXN80cE3mhOCYhnH3PUxCAUfPAUDz4fCflC3Bbn8D3gvGoPHAFe6Ccflp1H5UEqRMMO4Tv8cctULYHoRo75ExmolegcUCTiwjJvm+HKwtRwdpWjYH5RjW4RqP8mufAKIhh24mneDf0AnPWRfcgU0YdZvRYZ7QeULiB2VqIHnw2nTwXRDIIoVKqOJACiHsEzjff9XyN2rUOFS5Gkzcs5luf4NvH3Pp7lVEa6CTBVy0aPZ43vW4g+XEgsOPbKHojnudD9Z1MJ40hGRSYxFj0DdNvBFEGddgdq4CIJRqNuCKijHJcB873+Qu1eBN4I5/TZqCJF0JAycia/fRJThxizqg2rl/ol7ijHHfCXrSo30xhp4wUnh5jpl8ee7OZU7eNBTwiKB540HIF6PGHc5auv7AIgNbyAipahl2YAoc/rNRBtX4USHQHND9rMmTUTfcdn56wHnwqYlOGVn7itgnpXKQhlH7t2Uf9FkIyKk6692V3Twjea442rehajLpguQaEAlG2HERTgNuyFcRmbghcjm3dkXFUCyAWPXR4jS81BKkXQkSREBB6IH9J20JU75Bfj6nIMtTNLCg9tQpDNdbzm6hCKS3oNo3IUq7EetWYzTxZV6TnWa/b0JTZqH2LUSp985NLpLDur+NdKNEK8jawd08sKrWodc8wrScVBTbwJAjP86atWLqI//hup/Lmrmj0h4ork6tlJKXDsrIdWQXeS5ah0qEMXuMbzLqzRpjh3dUBe1MJ5stPnVX9SfmuBAnMjpANi2TbErQfalpiDYA1EyhKDM0Oy4DvqrPLsKh5siGSOw8mmwklijvkytKEAKcusmJtsp2m1KCFt1CCtJ0luSW2+xPSLpPZjz785uSJOC2XdTKwoO51FoDkLCMUgVjURGR2Pb9iGJj+WO4AqVIpp2oRINqIGTsrmcA89HxWqyjaSJCJag9s032oYLcd53MBq2wb7ScWLzEqzBk2lyWtJslFIotx8+/C0MnYooH4NTNopaJ9D1N685Zug5Rs1xp8kdJTLlRuSmxThlI2kO9N2Xk9bi8mxwFVM45fvI7R8iSk9HvP4gAZcXz+TvU2NEDyqOPhNcS3+N2Bf276rbSmTGnbj2fIzx0Z9QRf3xjr6C+lZl2qSU2YLVC38KKMwB5+GcMbfD6FPR2Cpq2bGQ8VoIaGHsahzHOejcZGsaHQ9y8o24041IK4HjKyJz5pdJKBd+J4anfDTK9MKi/8ye4C/CMoM0FZVS7GTyl/Mx8qNglVKkosPxDZ2G2LMGq2ggjSJ8NLJdNMeQ7piuoYXxJCPtCKoDgzBHZ5Or23vpWQ5UBwZRMKIPnr99HxwLrCTme7/Gd/7NxA/iGTVw8tZeJF6P24ojl/4PACJWjbt4ILLP1Nz1XYbAWP0i+99yYtM7eIdfQkK0Xy5MFfbLFud2LPAEsYM99AvyBCGNG8+6+bB5KQbAed+hsfAM6lSAaFk/6mpriJz/XWSyASvQgwYCuJWFivSByd+DzUuxy0bT5Im2yZlsdDwkT7sMc7hFyjGOaPFmzYlFN9RFLYwnI0opMpkMUkqklO2Ko1Iqm+smWn7DK2miyLo8C9JVmOuWEY30od7dE6tVF3HbwDfu6xhv/QyUg33ONTi2nW8NWKk8F4qtBE7JEOT+5HJfBNvwdDinVWdGicy+GxmvxQ70oJ4QWhlPDDxOHLF5aW7bWPsy7vPOILnvb2k7ilpZCP5CUOAyFJGd7yKX/SZbO/X8f6G+8HQyHRRZT9sOaST6731yoC1GzQlD1ExgNu3OuqeCZXluzf00OR7cU27CWPpLlMuHNeFaEhYU2zXZ+T3lYCIomH0X1UZJ7jxHKWpDgwnPeRCUQ7MZxlQOoZH/gFz5F1SkDGvA+XkRq5ZlkRg4HV+gBOK12P3PpUl56ejlZzsqO6e4332qIxJPGCzDgzsQRcSyEctOz+FYStLRrxy/SiE/fDq7oRxExe9wT72dDCduEQdN19ENdVEL48lIsZnCeO9x2L0aUVCOd+QX8RaMwBIGUgjS+5Z1cpSixtcH/7Q7cYTIFhVXChmvaal/6QliqgwlTRtwAsXUG0XYqlVCvgBsyCCx+0/D1/98bGHSbLV96TU5bmI9JyCE2CeaWuy6Gz5p4W3egTjvOti7AdtbQLJ4eKdLbNnCRPmLs7VxARXuhS2ya09qTn60xag5ITAbd7SsPlG/HZr3EimMwaeLoX4r9hlfpMYozrpTHYfm3C/37IvKDvXCcPkhE0eM/kfUmz/ByCQxhKRw1l1UGwcmcmRJ24L0QVa4OJxAD82JhZSS4N6VGO/+Krsj0pv0Bd/Piyxtj2bbwDPlJszVf0O5vGSGzm43avlo4TdsPFYM2/TS5Hh0PuQxRqdraI4KIdPCn65FGG6I1WDbDumCvjTY7YuQY3rznFTCXwhvP4oYPgO1/nXMNx4gPPve3PkeQ+FzEjjSRZPjpo4IBTPvxJNuwMkkEPvLfCkH0bADitoXRs3JjWEYLfmvAA07MNJNYB58kegaFcQ18usopQ66gHNXEjQyBFb8LrtItr8Qc+qt1HLwQgaarkNbjJouJyzT+Jb+V7aOaclgWDsfA/CUnon/7H8m3s7ivE3eXkTOvgqxcSGUnolK1EPdZtSaV6D3SPh0MdJOAx580ia08bVsGThfIa5pt1CjQtQRIlo2AGfvJ7gN974aqgIVOXrFhjUnNpZl4Qw8D2PzUkChigaQcUcOuSZsZp8L/1jiiVdlRREgXoe57QNk32nac3EM0Rajpstxx3Zl8wWHTIadH+X2y10rcasUcdoWfU46kkyviUTKx+Fe/GjLMkOeMFgpnJH/QNwIgg2+dG1WFAESdRjrX8Mc/uXcr/p6WUjhzDuRTbtQwRLqzRI9NXQK4paKUKoKDA/O7Ltw0nHSgV4HdaMedw6wZpW/ULtSjzHaYtR0Ocrtz/6nZguUjYTG3QA4ZSPJSA8B4SBwiCt33q9g23Goy5gUn3Ul5oe/RXmCqNGXkbEcEq5wbv1CZbjIVcEB8IbzXhyOUtTIQogU7hvQ0b5jzYmGlJJI/SqMRb8AQPU4jeQ536bZPnorXnilQyC1F5Qi7i054mXIGl3FFFzwrxhrXsLpOZxkdIQuL3eM6Ya6qIXxRKfJVULkwu8hP1mA6DUCykZm5xgjffFmGnEtfhSsFL5zr6PGU563Dp9SihojivvcGzCkQFopUqZJxm5p02QUYF74r9mKNYV9SPU7TxcG1+RhmkZumSgAUbUWVyYGsqUSUXZtyhRGbC8uKT7TOpQuKQhvfwe5/FkAQqO+hN13Kukj6DPjQE1kOK5JI7CVOKbzm5oshhZGTWcIIQgTx7ASpFyhQ1pjLu1ATXgY5tkjsB0nJ1p+Ab53fwYN2dJpxoKHCc15oE1AjlIKt53Av/pFxI7l+AdNprnfhcT31Sm1HKgJn4bngluwkaQtPfeiyce2HVTv0Yh9gTcqEMU2/bm5RSEExU4t5msPQqqZwvFXUd/zbNLOkb0RvSKNXP1iblt+/ALefueT5tAsVEMKCqwaZLwGO9iTegpIZfSPvePF0a6VWllZyRNPPIHjOEybNo0vfOELecerq6t57LHHiMViOI7DFVdcwdixYzvtUwvjMaRI1eN67V5IxzDLRiPPuvqQ5mgcxyF9YLCAUi25hpD//wPwN25CrH8dAPnR8/hLhhL39snr3xGKcGIHpGNY4fJ2CwJoTk1s2yZWNgF/qCckG7FLhtHY6nPrMg2M95+FVBMA8v3/I3DxcNKEjuh6lnDhRAchd2RXflfRwViH8aoqzFRjvnoXKBvD5aVg5l3U0n7pQc3R52gG3ziOw+OPP86PfvQjiouLufXWWxk3bhzl5eW5Ns8//zwTJ05k5syZbN++nQceeEAL44mCYRgYm96HdAwAubMS9+nV4D6yKM+EI/Gf8y3MhQ+DlcI+/7s0t1NJRgiByCTyx+Kk87allIRrP8Z4J7s4rFHYh9B53z+icWlOTmKOSSwwGAK0H4XaelUXaaKEccTz0QkLPGOvwl1aCcohXTaWuH3ob1fRuLNlUe1MEhnbCwEtjMeLo2kxfvLJJ/Tq1YuePXsCcO655/LBBx/kCaMQgng8DkA8HqewsPCg/WphPEY4joMKtpRVQ0iU6W+3rdclEcohaWcXZxVC4DEESoicS2j//GFw5t0IpYgpD3Y7IehCCJQvgugxDKrWQ99xOL78D4ZpmshN77ScU7cNM9PcBXetORVIZywyZ/4jrkwCEavGPutrNInAZyrjV+94kaXnAodfFEKFe5ELKDNcOH6dd3s8OZpzjLW1tRQXF+e2i4uL2bBhQ16byy67jHvvvZdXXnmFVCrF7bffftB+tTAeI5RSxKMjCJx1BaJqPc7Q6TSahXBAhFyRiOHesw5hZ3CK+lPnKSOc3ov53pMol4/M2CupVcFcn03W/j9h+y8Px3GwfFFcRf2z69s5NkkzlLeqgWVZOH3GYeyozPYb7IHtCupKlppDptbx4x33z4SDfmoaE12SJ3ikfdSbJURm34Vs3osTKqVeFuhau8cR2QW+1FtuuSX3/+nTpzN9+vRDPnfx4sVMnjyZSy+9lPXr1/OLX/yChx9+GCnb5oDvRwvjMSTmuEn2vhCj71QymUybsHGvS+LevRbWvIxq2IkQkqKZP4S3H4VEHQJwWb/GN/F6EocRXFdLmPCQWUgrSdoVJGbn/9kdx6G5ZBTBabdAqhmrsD+Njhv9O1tzOCQtRdD04TixLu3XMCQeYZNRBhn74GJpKagxSiCyz0OjRfG40rH8HDoPPvhgu/uLioqoqanJbdfU1FBUVJTX5s033+S2224DYOjQoWQyGZqamohEIkd1zJrDwLZt0ul0u0nGQjkIZeciTXEHoG4rhHq0tEk2IjoJtGkPpRQNjpc6WdBGFPeTcAz2evuyNzKCOqd9F69Gc6zxSYfinYsJv/UAhRtfJCgPrXpOSKYpaf6EkqZ1hGXqKI9S0xlCfLZ/nTFo0CB27dpFVVUVlmWxZMkSxo0bl9cmGo3y8ccfA7B9+3YymQzhcOdzztpiPIFI2gKneBDC9ELJYETvkTh71iAGXwBuH+xahT3+GpLK5JDrcGk0JwhCCFymiXMY9VL9id3ZdRwBWb8dX3QIzcEhnZ7jMQS+dX9HrnsNAF/5WDJjryHRTvlEzdHnaFa+MQyDa665hvvuuw/HcZgyZQp9+vTh97//PYMGDWLcuHF8/etf55e//CV///vfAZg3b95BA4K0MB5jXC4XAkU60/bFoJSixtWT4pk/QiRqUAt+hgDY8j5q+q2kxnyNJgK5uReftPFl6lHSRZMRwdIVPTQnKIYUFCZ3YFS8gCrsS3LAVBpV5ylBHungIoM46wpUog5Wvwz7C9p3gosMcusHuW2xoxL3WIsEJ3j5upOUTqbyuoSxY8e2Sb+YO3du7v/l5eXcc889h9WnFsZjSIFM4Fn1HCTqsM/8x9zST62xLIs9oogSpyYv+MVJxaj39GG/peiRDqFP5yNX/Q2ExJxyIzWBgbo4suaEQAhBhGbMeDWOrwDlGJhvPAiOhdj5EV7TS6zfjA6rLBmGQaTqQ3j38WzWR9lIOPPzZIoHH9RZksKFf+AF2RrApgc1eCqpQywOoOl6uqOdroXxGOF2mXgqn0NsXgqAWbWe8Oz7aLDb/xWbCZcjQ6WIpl2oQAlWQd+8F4LPiWdFEUA5GB89j3vSjSS1LmpOAApowvP6fZBsAMONmn4LOC1eEtG0Cyllh8LoFjZyX1EKAHZ+hDX2q9Q7bYvmH0jGVsQGTcdfPhYjvhfqdxBMV5Nx9cBux6sihNCFxY8iXRGVeqzRwniMkMpGNO1p2ZGOIew0tHLvGFIQFCkUggbHT2jyDzDTTVjuEI3OAaXeDDd4QrlqIypSji0MQNeC1Bx/jNjerCgC2GlUJokaMjVbc9Xlwx42u9NlqNzCgV6nQ+0WAFSkNynpy0sz6oyYbeJPNsCixxCAuepFIrPvoVa0RCJKKSmyqpFVa1AFfWj0l5NyuqN9c2LTDXVRC+OxImWDPeYrGG8+BI6FM2YuCRnIWYGGFBQ1rs9WnzG9uKfcRI1ZgjI97bqObGGgpt0M615D+QtJ9b+ATDvzlhrN8cDxFoAwchVoHMNNbPgX8Q6ejjI9NBKADtz+IZnGu+S/oagvYtxXUYYLp+fpuJI1FLoCNMhw3pSBKQURqwaRaiIT6EETATwuidi+vdWALESqCbwtwlhg12HO/zHYWYEOT7uFvd6+R+FpnNroZac0HaKUotbXh9CcBxCOhe0KYQBCZd04QRIYb/88+yKxM5jvP473/JvbzVeMyCTedx5D1G1B9T+HzKCpNGRa/pQhmcLbsAWEIBnud+Kvmac56WgwiyicfSdy7yeowr40ektJ24KELNj3Q69jn78rVYeoWgtVa7Ol5YZNR+7dgPHpYjC9FM28nWrRUr2pILUT87X7slMKfSfg7Xc2Ys0rMPKLsG+RbVVQTsYfzbusSDbkRBFA1G1F9u6v5+m7GG0xajrFdhQNIkixU4Vn4f0gTXwTr6NWFmYTdgwTrH0l3wwPeesktsLdsBVRsxEA8ek7mOXjIDQUAK+h8K/4fW7Vcv/gyaRHfJmUXlxAcwyxHUW1jCJ6lWTn7w5Da5TLnxM0lI2K9EaseC570Eoit3+I7DcTx3EwDAO5qSJXRF/2GoZalK35y3v/C1NvJKMEGV+0zXQE4Z4w/irYswa2VeD0HK5F8SjQHS1G7VA/xgRlGnPBT7JJ/HVbcS35T3yGTZPyYU/5AYR6oooGYI2/hoSlCBg2BcQIGi2mo3LlByCoVquUu8kgtlfktsW2Zbg5tKRojeb/s3feYXJUx95+T4fJYWdz3pW0WmVplRAZhIQkksEYDE4YDBhsHLDB8buAbYwBB7Av4dr32gbjABhjk0xGJCGSJIRyzmlXmyfPdJ/z/dGrkVZaRQRmpXl59Dz0bE9PT0+fU111qn51uDmUpJYuLYw17Qbk8LOxj78au6QR0jvVdFS4MndcKSWqeJe6RrnLE2C8Dbl9FR3emj2MYkhLY8z9K7z7ZxQCedYtdBh5racPgw+zwP/DIu8xfsQIFMhdDJWVQcMZ4G2eKryTb0AJjYTlDF7PO79H27YYVdyAcfw1dNpu4r5KghO+gLbuTWTdscT9Vbkn8jQmngEnoK16GQA54IR8qnqefoWUklatCL3hHKSUaAIip/8Qfe1sZPEg4gWDc3KKQghHGerEr0CiA1kxGurXItbNRvmLsaon9ukFurs3IDbOcY6x/m3sASdh+w+tTVaefdMfva+8YfyIiSs37pO+if7qnaAZWMdf3dM0WCKlJL7LbeTq3oTW0xxWtK7C7FgLoaEkpU6m8kTM6hPIStEr5T1tCxLDzsNTMwGEIOmvIpMPo+bpJwgh0HUd27Zz97WtoNWswBh+kdM7dBdDF1Ix9Od6EmgMNyqbJtH0OcwR52Lrbrr3Ug6F2E0i/8OuQj+KyZdr5NkvtlS0++sJnPVzFIKYcu99XcPoPah3DZnato2UArcOumn0UtKJSZOYb4CzkV8yydNPMDUoiK9F2/AOsnwk0cgQUnKnAetLRk7YKbB6tFCzSUTnBjLCTQyxz9KOZLAG39DpaOvfQQ44gaS/Oj9WPiQ+zLZTHxZ5w/gfwJaKrlz94t5HY9xXSXD8Z9HWvIGsnUgysHPwappGYbYZ452/ojxhMmMuyot/5+nXhDLbnXImQF/1CsEpPyDlqdnne1JGGLNhsrN0oLuwh529z/rIHcSkSabxPFyNZ5PGIGvnC/w/LD7MRsUfFnnD+DEmKXWyVadgVp9IVmlYu7TcCZLEeOlWyKYQgEtJXOO+TMbKx03z9E9Ej1hFjmQH7McwJqWOGPZJPIOnonQXXQT2mvAjhCCiutCj49umCQAAIABJREFU25C+Irq0ImJSp6/M7zyHj34YSc0bxo87lm33aNn09iyFsnoJKotkJ5rID/A8H08MTeAWFhb6XkuHrGAFeqgC0b0VPCHswgEHZLNcWOgdawFBsGQYXXsRJ4+oblzP/wSyCXShUTDtJlqNkkP/UnkOiH5oF/OGsb+SEH5cEy9Fe/d+MNxY4z5P2sobxjwfP9y6IrztXbQl/0aVNJIc+ak9awqBTukldMp3MdKd2K4Q3fjYn2X06RLXnPvQtiwEwFMzgfTYL5Hqw/hqiTbIJpwNJdE61iJKS/M6qR8y/bGOMW8YPya4DA0Dm5TUD6jIOCOhs3wivrNGoDSNKH5Uvjg5z8cQf2o72jv3ASBiLXhKG4mWTOzTIHVLN5hlPfZw/wbLwEJrXp7bFi3LMMmS6qNESfoKwfCAlQIEMlKXN4ofAf3QLuYN48eBAi2Fe/7DiM6N+MdcSEd4CNYB2LiMFGTw71diK0+e/yRC7ea+ZVOHraNFChPP0BlOiylADp3Rp1EE6NQKKJh2E3p0C8pfTKdZkh82HwGiHwZT84bxQ8LQNFzCIotB1t776NN1Hdfa1xHr33a2X/tvgmfeQoco+KhONU+eD5WktxR92BloS59FRWrJVo0/YOm1HRmNezOiGVsQGzgVb8UoEIKEp5xsH2FUIQRSSqe7RqhHSDxvFD8S8qHUPAB4NZvgplfRVr+KrJ5AYtBUYnsR8hZCQDq2yysKYVv5XybPEUPC1rEHn4138DQsDGK2vv834Sg/uVsWIWSWbPkYOvbSizEhDRLuKmdjN2OXay21fTkqXEW3r4a03HOi9hgCgSJlO56spmkYhoFlWXn91A9IPis1DwD+5Fa09x4GQFvyFN7SIcT8g/rc17Is7MapiM3vIeKtyNHnk3AV7vNp1tAgaHcDENNDZPPjNs/HnLQtSLNnws3ecOvgXfAIYt1sAFwlg/Ef903i9sEp1BxIa6lCLY75zgOIVDeBCZcQ81YQaF/kSC7WTiBWNJKkPDBjnmdP8qHUowy3pvBntoNSJD0lJHsGrW6ne+0ndtvenTYVJDj1RnSZJYmnzyfaHeiaoLBjEdqsewGFefzVtBeNweqjM3mePP0VE8tpPdWDaF2NQRYOwrjC/ltLuUwdc+5DiK1OVqs+83ZCM25CzHI6dOib5hKY+kOS7uoP+I2OXvqjx3hYBALvvfderrjiCq677rrDcbh+gaELwlvfwvXcj3A9/2OC617GpSkMw3Da5VSOdnYsHgThqv0eL2oZdErvPo0igE9k0d59gB0Ze9q79+MTmQ/6dfLk+ViRUi7ksDNz23LoDFLq4PuK2r5i8Bc5G5qBLB3aKzRqalpvYQE7A7s/yO4uPJDnoBAf8L//BIfFYzz11FOZMWMG99xzz+E4XL/ASwZt0RO5bW3R43jrTyKmDFTnZoQniBj/GVS0maytMA0IWp0gsyTdRTnv8mCxexq3CtODstKoTe8jdxdEznNw6AZZW+DSJErmlYM+DlhS0l11LP6iQSBtkr4y0vbBT5Jd+GHyDzDi25HeMF16BHqiKyV6HL1lNaLpAtQrv4FMAnncFViuCGa4CtG1GRUoxQrX5cVxPgD9MPfm8BjG4cOH09LScjgO1W/IYqCKBiA2zwdAFQ0gi4Ft26TrTsCz8FFY9Rr26E8RNwsp6FiM/vrdgMIYdR6y/vT9eod9oUkL1bkJNrwL3ghM+S4xK98ZYAeGYTj99WzrgMoBYrbJ71/dzLtrO/nccTVMGxLEoLdYtdIM0rbAo8ve/f7yfKikbI2UWeZsHOJlV0rRiQ98dc4LPUYxoqfRXr0TuragfBGY/G2kK0AHQbI2BE/+DmY2imUG+hQjyHPg5LNSjyJStsAz7hJc5SNAWmSrJ4GAgG4RVX6SYy7BUDZppeMWNvqCR8mFPxc+hrf+JNL0nWW3L9zJFsSGd52NZAdq4zy02in5zDkgapv8edY2lm2LctWp9Yws1fYpeiCEYM6GOP94dwsAP3tyOUPLxzEw3PuYd72wkTlrO/j88TWcM/LAymjSyqAjpfC7NELGgRnpPAeOT5c9hfyuQ/Ik9WQrosv53Ul0wPq3yTZMI6sgIuIYXZtQ7iBps/Awn/nRR39cY/zIDOOLL77Iiy++CMBtt91GcfHHo1u2YRgHfS5ash0RbwVXGHvkuQC4OtfjfvU2sNIETvwqVtkIAHyAkBaqsD43EJW/GJcvQFmiHZFNogKlYGdRrgDSE97bxwKgd3TjqA/2GNlgCYWFH87gPZRr85/koZfW8re3NgJwzQPv89i1x9FQuu+OI8nlm3ptS6FRXLzzer4yZytPv78NgDueXcW4AcdQU77v69IWy3Lrv5by4uIWigMu7vvyBAbv5zyOFD6Ke0aPt8BrdyG2r8Q7bDpyzIVIV+DgjtGVBN3MJeaI4kEYBeWUpbvh6dud8Q1EJn8bq/bYD3zO/W0sHU7yWan7YOrUqUydOjW33dra+lF99D4pLi4+qHMJayk8r9+B6NwE7gBq6n+RMEKEZv0PdPZMsi/eRvbM2+napUlqwcgLcIUqIR3DajwdfesStNd+4/yxcjTCVwitq7FOupbOvdRrAZhaiIJTrkVf+jSybDiJyGBiH9K1PNhrczjQNC3XqPZgvGDDMNjcnsxtW1LRHU/R2prYY18hBIbhhL2PGxhiSHmA5dtinD++kuqgyH1nIQTJdO+waiqdwbKsfV6XFR3w4mJnaaE1luG5BdsoGldwVHj1H/Y9I4SgePt76C09MnBLnsGuHEebe/8JbruiaX4Kp92IvmU+RGqIhwYS7eim0GrBFd95/mr928QKhpHK7L+V1b74T4ylg6GysvJDO3Y/jKTmQ6kHixnb5hhFgHQMrXUFomICQu4ygUqb3VfrO6UHve50p0O5gMjy53J/E1sWIMZ/Bla9gtmxFsLD9/r5WQltoSGYxw/FVqLP5q39FQudORvSPL+ohcnDSphU58XFgX0/y7L4zKQqZi7dTlciy8XHVlMW0NijIFToLG61+eecDYytC3NaY4h7PjeMlC3wG054bgdKKY4fFGZsbZj3N3bxmWNrGBDZ95BJSIOslAgBO6KnZSF3PpR6ONF2SzYTB7/GLqWkTS8mUjMJPboVV7YLwyjCdoVR/uKcx6gVDsCXbiUl9h3JAfDrFq5sDGl66Zae/G/eg3a0eoy//vWvWbJkCdFolKuvvppPf/rTnHbaaYfj0B87lDvIrqFM/MUkLYFv0hUYr/wKrDT2SV8jpjzsbhxtuyeDwDCQZSPQmnvqtHyFKKunhZS5/5CblJL0Eeh8rO2UXP/QIgCeX9TC77/UxNCDiBJX+S0evKqJZFYR8dCnUd0Sh6vvn0952MPImjDLtlsMLTUpMPoueQkbGX756aF0pJ2ic4/W935CM8gKg+cWtfLMwha+e9YQXlrcwvj6Ao6pC6DUgXscmqahadoR9dBzuFBKkS4ehrf+eETzUuTQ6SQ8ZYck71agorhe+DFk4j1tqG6kw12Bd9JliK5NYHpQ697BjNSCa9+GMahn8c37E2LTPPCGMab8kDaCh/gtjyyO2jXGa6+99nAcpl/QZRYRmfI9tPVvo8qGEfPXoKSizSghMO1mBJK4cmPvo+DesiwSdSfhC5Yjkh2IkkEw/xHk2ItIBKqPWg3HzkRv49ERz0Jh34LQfaGUIqRnCe3mUMSlSUvUIuw1SGVtTEPjyskDufXJZWQsyQmDi/jROQMRAmIZRcCl4empDVVCZ+byTm55YjluU+N/Lmmi1E7SERVUhAw8IkuH5ebFJW1omiDkMVmyuZttnSmGV4U4Y1Qxfv3AjWLcNnlxcSfr2xKcP6GC2oA8KkKwB0O3dJMe/XlMbFIYWPaheWZ6sg0ycWdDSbS2NcjyMqQ3gvbGb536xaomROtqvLXVJPfynGKaJp7EFscoAiS70DfNQ6uZnP/t2Kl325/Ih1IPEktCq7cOfcRAbNtG9RhApRRRe8flPIAyAekiHhmJKBQIITCPuxZLHd1ewuBSH/XFPta1Jqgs8DCk3A/sX7zAwiBuaY5Ht5vYQcx2cd3fl7F4czdBj8HvLx/HOU3lvL26nUxPC5M3VrbRkWngV8+s5O3V7QypCHLHRcMIGxk6Mxq3POGsZ6Wzkp8/vZIBJX6eWbCN88ZXcPnJ9by5poN4xub+19ZxVlMFxwyM8M6aDpSS+A/crqPrOk/Mb+OeF9cA8PT7zTx49VgiZn5y3Z20DWl0PkiBofRGdmlDBbKw3vFIDR/e4WcgNB3VuRnWzELUnszuLXd9uiQoUojm5QiXF7VLJEn5CvOh1B76n1nMG8ZDQim1TwMmhMCvWWhI4sq1V+9RKZUbPE6UdecE6DINBIqMJY+aAVZgZPjtF0bQnrCJ+HSC+v6NYlqZ/GH2Nv725kYGlvj4zedGEtklLLqxM83izY6ubDRl8eaqNq6ZXMuzi9t5doGTbeoxNVY1x3l7dTsAy7dGWbQlzgm1JqYmCHoMoinn9y4KuIj1JOQ8NncrjeUhfv7v5dQX+7jm9AYem7uZH58/nKttm+qwgVf07S0qoROzdAwNfFoWpRS6rrNk806VlVjaIp6RRA7CuObpjRCCMHGMeAvKE6LTKMqNx06tgMi0m9C6N6P8RXS5nJBsTLpxharQX78LdBPrtO/2CHLsHIcRLYlr9m/RBp2Ievs+VNFAxMTPIzfOQ5UOJVk0JPfQfLSTr2M8iglqmVxBsCnTmDPvgFQ37uO/TEd42EFpmUa0BK73HoF0FHvsZ2jTi48a4xjQswSCcKDx5A1dFn970ynRWLM9wUtL2vh0UzgXwgp7TXRN5CbDuiIfpkwxZUgYUx/CqpYEw6tCJHbLPvW7nXhs0Mjyu0ub+NWzqygMuDhvfBVfe+A9AAr9O43kutYEQsA5TRWU+A3CugXs3Si+vDrBjx9bRsRncu8Xx1DpzZLNZvn88dXMWtFK1lbMGF1Gia//TSofJ0Ik8Lx8K8TbQGhEpt1Iq1EK9CTgiDCEnfXDAFkK4htAZskWDCJz9i8AQVR5etXD6rqOue4NRNcmVMJ5mKJtDSreCpO/Q5tZujOfIE/eYzwaEEIQEgn0dDeWu4Bu6XZKOGbdiejYiOkvRoy7GGJOur7++t0EzrydTvwHdHyPoeGa85ecoo7x0m2EZtzSq/TjqEMzyMq+Jdtceu9h5/cYvR4iKv2K/72siWcWNDOmNsyoCjdg4dOynDnUT2ZYIZ+6dy5jagq4cvIAZi1vZfKwEoaUuMmg2B5TBN2Cuz87BJSkMwXfPWsIW9oTTBtdzlfuey/3WSOrQtQXmnhUihQuEllF0CSX6arrOkopWpIaN/5zKeCUc9z53GruuGAQKMnIUo2HvzKeeNqmImTg3ovH2ReGYYAQ2FZeUGAHRrLVMYrgrCN2bCRUUYildBK7CAOYusC36jm0JU8DIMpHEjvmKhK2Tt8PaQKySUSwFGX6IJtAuQJkTH/eKO5G3mM8whFCUCK60V78GSS7MINlaKd+B6N7K6LD8VpEvBVSXU4KuZKAcAp5DnCeEkjEjqdQgEy8pxTk6DSMMWly3+tbeWt1OxdPquKMYWEMLKK2ycItSTQB//ulcdzyxDKaasOcOCjUOwNU2QwtFIyYUomUErlLWY2UEpeW5lcXj+T7f19CPG1x66dHUO6xSFqK+99q4U+zNuDSNX576RiGFEJQV1x2Yg0dHR0kLcV/nTuE2SvbOH1kKY0R0FSKTsvFtQ8uZlVznOmjyrh+Wh2xLDw1v5nSkJuJAyOYuiDbkzTic+kkbIN/vddMWyzDhRMrGFjAQWWyRm2TB99sZlVzjCtPrWNIoZZP/ACUpwAMtzMeJ3wOPVCMb+79qEwC96Qrcz0eXdhoG+bk3qdtW4RLZUmwpw6xbdtk647H1bIMFj0Fp3wDpWlkPMV02J6P7Lv1F/qhXcwbxgNFCEGxiKI3L0Elu5zXos0Y0a3g3k11I1SBKqhBpLqwJ11OVPh3FrXth7TUsCd8AX3mz8HOIid9ibjwHbUixvM3JXj4badu9PZ/r2RYxVjqIya/eHYtM5c6tWZnN1Xwxy814SGLknsak32tCUspaYxo3Hd5E+0Ji85YhrCh0Z7WiQTcXH9mI/e9to57Z67jrosa2J4UzF/SStijUReGk+vdTB5Ug2VZKGUjhOCdtd2sanayHZ9b2MwnxlVw06NLaI05a59fnzaIu74whlueWE5p2M03pjVw98z1/Guuo4z0wuIW/nplE/69lIbsjq7r/GvOdh54YwMAc9Z28sg14yly5Q1jpxYmMu0mTCsBr/03KtUNw85AdG/BXPca+oAzHX1jdPwDT0Jb8CgAqvYY0mLvD6Md0ov3mK9iYJFUJpbkkPVcj3SO2jrGowGfZmNsWwzabsXEnhBRs5jQSd9AW/cGsmocMV8N4uTvoimbpDL3WbqxO1JK2j01BM+4FaFs4lqQrHRq2442D0AIQTLTe7bJWJK0LZi1cqdXPWtFKyOqQpw0OEzBIdzRKanzs3+v5PXlTsjtd5eN5dYnl7CuNYHfrXP9mUNYtqWbtrTOlfe/R3OX05bofy9rYkSxIJYVgIlHZEnYBl5375PQhKA07OGTE6to7koza3kr54wu53eXjaUlmuGJ97aydOvOpJvWaIa0pfAfYJBA0zTWt+1U/cnY0rluR2eQoRdSSlKuQszoZhh+Bix9FpY+4whqpOO5/SxbEas7BV/JYLAt0sGa/XbASdrO755n3+Q9xiMYgQShoTa9j5jwWVTbWqgeT9RdStpStBUMx5gwGsuyHAMmwbm8B+/q2VI6HQEALzYl8bWIjo3IytG068XIo2T9SCnFMfUhhlcGWbIlyifGljOwyIWpSc4fX8FDb28G4LThpbywuJmOeJrLJhX1ucajhE7U0tE1CPRkge4gYWuc2FjC+PpCMrZkXWuCdT1ScvG0TWciw+UnVbOsOZkzigBz1nXhcxVy/UMLUChu//Qo7nphBUMrw1xwTBXvr+/iwmOq8bl1Th5SzJ/fWM+g0gDfO7uRZxe3cPfzqykLu7l6yiBKQ25u27ocpeCSE2oJuhRdtos567pxGRpjq/0E9lIPmc1m+eIJNcxa0Uo8bXPxpCpKA3tbGzu6cOuKwLqXYP4jYHgQx1yCmvNXlDtItnJCr3slIQ0SnlpnI3/pDhv5NcYjmIRy4S2ow9AN1OYFUDaMZKSBtOVMsFJKMpneoa+QlsbIRsmaQaKH2Lom0L0G/dU7AdAWPUbB9JtpF6EP9mX6EWEjw12fHUbSgoAhnS7uCi4/sZLjG0vY0JZgZXOMees6OWZAZI/3d1kuljcn0TTF4/M2MG99J7/94hhqAzZKKTRNY11LmlufdFSIBpcFuOG8Yb0yWasiXh6Zu43R1QUU+MycEMGpQ0v41t/ezxnL7z68kBmjy3lg1npGVYf5ytSB3PP8ar53zhB+O9OpTVywsYvmrjR3PLMSgI3tSV5a3ELQY/CHy8fj0iRVIQMF3PCv5cxb54Ttzx1XwfVTq3pLD+5CfUjy8FfGk8zYFHkFrr1kxB5t+KwoYv4jzoaVQq2ZhZryPeLuYmL5S/SRkA+lHsFIKWkzywiWFKCVjyUuDTLZvdcyRkQc10xHpd8MV6Gf/O19ioP3haZpiPb1O1+ws4h0N3iOHsMI4CbDbtFJvCLLmDKdze2KmYtbmFBfwNljSrBt5+FEotNlm3zrwUWsao4B8NUpg1i6JcrPn17F3Rc3ImSWdsvNk/Mdo+Vz6TSUBwi4de67fCwvL2+josDLU/O38saKNn5+UZCvnd5ANGVR6DcJeIxeS8dSKYoCTvxy4SbHAK7eHu/lZQJomkATudaAmLqgvthLVUjHr9lAlph08d76rtx73l7dQfq0GvaW2iGlpMDIHFIo+UhGaQboLui5L5S/mE5PJenMga3f5vng9EOHkXyH24NAKkWX5aIjzT6NIoDRuT4nRCy6NmN0bz74z5MSWTUGNGe2U6FKsr6js3VNX+jYnD08xKPXjOWXFw7O6Z3awuCJxd28tKQtZxQB5q7rYECJn5DXQBOKLCZ/m72JEVUhgh6D758zlHXb49z0zyX43DqXHFvB719Zy2vLWrGl4ncz1zCqOkhTbYhxtUE2tye5ZmoDJUE3xUEX3zt7KHVFXkbXhrn6tIG80yMYkMraXHdGI0GPwcQBEYaU+vjFxSMpDbkZV1fARZNq8Lp0urOCDTGNtDLxaJILJ+7sGHHRpCo8Wj6742Dpxo815fuo0qGogSeRHn5u3ih+xIgP+O8/Qf758gOg6zpS7kWZxr2bgPDumasHSIdZSnjGzYh0FMtXTLfMp4ODo08pEUgri0/YvZZym+OKXz6zkstOrmdAiZ+1250ki8nDShBCcOzAELaVQWHSkchQHHLzi8+M5qZ/Ls55d995eAl/vHQkX50ykB/9aynnjK3grKYKCtyCMTURnnxvG08vaKamyMuZTeWYmkZdoYuagOKYzw1lW0yxqT3Bl06up7k7zRsrWvnZhSMYWe7BVEmOrXHxt6vGsqHT4vmF2+hKWIR9Lta0xGmLpfnaKZV8+aRKpowoQdc0BkYMkHtO6EpobIoKWqJZKiNewm7wa5l8HWMPUinaXBW4jv8WEkF2Pw+0eQ4/ea3UowRdE0TSW9HWvIsqbiBW0EhS9q53ivkqCRx/Ndqmuci644i6S/dY0Nd1HSH23TrKlop2EQZPOJ8Q0ENH1sX/vLCBzniGb0wbSI3f7mUIjJ5Q5Z9nrefr0xyPzpKKl5e0kLUlpwx2HlpcwuKzx1azti3FmpY48dROjyyetpAKTmvwMfrrx3DvzHVcfd88ysNu7rtyAtujaV5eup2ThxYzri7CxIEFVPttbFuCbVPqhuumD+CyP7yfS+T58WNLeejLTZgCpBLY6Px19hpe6und+O7adn5y/gi++qf3+MwxFfjdGg++uYl56zv54gm1fLKpcI+OIWu7BJf+31ykcpR4rjh1AOPrglTvdk2OZpRSpLMH7m3rmiAkuxFWirSrkLjcs5Yxz4HTD+1i3jD2ha7rmEKSVVqfGY5hqx3jhZ/2FPBDYPL1JH0De+2TlDrpoib00vF9Nt0NaWk8699AxFqwG6fTpudFh3cghCBmmyQthd+lIaXCr1ugJEI3+cVTa3htmROmXrwlysNfGUdA7FzHK/Mq7vjsKO58bjVz1rZzTlMlP3xkUe7vK1qqGFeuoZRiUIGiLOhHaSaFfhc3ProYoTnrkUKApmw64nau8fC2Lqdf5EmNhZQE3by2rJWsJTljxJ6NiIW0KA97cobx2EGFuDWJEgbvb7NIZbrZsEsj5dZohrZ4hqDHwO/Wmb26i1d6vuddL65hfH2YiqCL7rRN2KMRMGzmre/MrVW2xzNkLMmvn1/DHRc00JqEDe0pigIuqgMKeuos8/fZ3hFCUJjejP7ibSAtzIEno0ZcQELuOVWGtRRmvBnlDtJlFGLlH1yPGPKGcTe8mk1w82y0dbORdZOIVh1HcrdBIdLRnFEEEF1b0AINe0yMjtLKnqPFMAw8K55CW+rITxkb5xKafjNdKh8mBWhOGXz5vvm0xjKcO64ShGJCfYRTB3qRSrCtM5Xb96wxFSzaksS2bUZX+QnqGZSymVhpcP9lIzAEvL+1d/JLe8KiIxsgYmaQUuITGTbH4fF5m/nG9AZ8bp3ZK7czvDJAocfEt1uh/JDyIH+ZvZELjqmmwG8yrDyA19TB7p3maKgsN36igXkbohi6RlOVD6GyrO7U+doD8ykNublq8kBueWIpUsGXTq6nNZri/77URIFpsXv5a1YKrnxgIRvakoyuCXH7BUMZVxvmWzMGo4A1LTFchkbEZ9KeFlz38GI2tifJWJI/XTkOn8tk7rouygs8DC914Rb5sOLu+Fw62ntPQU/2r1jzGu4h00lovTOeQ1oaz+t3Ijo3AoLIlO/T6q3t86FD2732eR+4NEUo3YxIdmKHq+gg1O8fZPIe4xGAP7EZbe5fANDa1uAvqCXpreu1j+UvxSioRnQ6zUzt8pG9DOAORX891YntKyKhB8lmd9bOaQJEx7qdB8zE0awUaHnDaBgG/3hja04l5vF5W7h2xmBueHQJD371GOoCFl87vYHr/7aA4dUhLFty/YMLABhfX8AvLhiMC+dae3ru7qGlbq44pZ6ZS7dzQmMxb69u562Vbfzo7FqsrGPM1m6P89njalnfluD1Za1MG1XOHc+uoihgct3pdfzqMyP58+xNTBxQQE2Rl3/O2UJlgYfLTx3Afz26hAKfyU8+OYRi124lO3qGUwfsKNVxPqu52zHULd1pHn57I3dfMpaQV6cmpOHWZE8tLJzQEObYQRHmb+jiCyfUIpViQ08h/4KN3axtS+P3GNz70mrSWcmnJlYBiq+cVkc0rThpSAlel048bdGRtPnanxfkSk1+cv4wpjZ4jzrRiP3hTbUggqU7XzC9KN29Rzmyke7sMYoACrHhHfThA7AsC00ICmQnIhNF9wRh80K07mL8wYHE1b5VF8KJjegv3QaA7g4SPv3GA9ZZ/rgi8uUa/RtdE+guLwybAStfBiuNsFJ77NclPaiTrsNMtSNdQWzDS1F0AxguYp4y/DKG68WfQvlwzIIa3O3rkQNPois4kIwUZC0bOfI89JYVIC1k4xRSRjC/hoizHlQc2FnzqQlw6RpCwLKtMcoH+RlQZHDdWY1UFXi47anluX3nruskZQtcOrRmXNzx5BqytuS6GYM4f3w526MZ3l7VxoptMU4fUYot3OgG2FaWxnIf8zZE+eXTKwB4eel2fviJofzsiWVccXINx9W4OO7iRjQhEW6TMTVhTh1eyu1PLSdjSTa0we3PrOJXnxqEtPZdIDeoxJtrZdWVzFIadBFLZXl7fZLBZX5K3QJN04hoFred30DaFnh1m0XNvT28srCb3zy/hnTWuXEefXczf//qBLw6XPuPxay62PhcAAAgAElEQVRucZKOzmqqwGNqvRpBv7umg+lDAnnD2INbU3g0Gz2ZdrRVR5wF8XYYMoVuEegVIQKQriC4/LlGx6p0aG7ZpdBux3j+xzDyHFgxE5IdAPibPk2qdspeRcZ1XUc0L935QjqKnuoEdz83jP3PLuYN4w50TVDYvQIx+7fgDiImXYpc8QrZcF2fBqtbusFVgU+zCc57ALHxXQBCx17hDJhUFFE6BPXOnxCAvuEdgtN/TJtRglKKdm8NoTNuQVhpUq7IHsk7Ryu2bXPGyEI2dyZZtiXGJydU8drSFm65cASzlrUyqNRH0K1jaoJExua88ZXc/cJqAKaPKsWrSyxh8v8eXcrint6GX/9LggeuGMOo6hBPvLeFYZUBzh5XyVUPLKCm0Ms1p9VR5snic/UeDomMTXnYjc8UPQYkgwSKCwxuu3AIsaxgwYbOXJuoRNreI/zZF5V+yV+uGofQDNa0xNnSlSZtSbZ0ZuhI2IyrC/PU/K1UFng4ZXCYgJ4BBY0lJt87azAzl7Zy3rgKyvzQUOrnteXOOqTXpeMxBSlb5YwiwJLN3VwzuZ6hFUGWbY0iBJw5uuyoboq9K37dwr/8KbQ1r0HlaCgaBCteRBXUkHHtuXYM0IUf/fQb0LcvQ/lLiAVqUFIhhEDbvhzsDMJwoXqMIoDYthi9fip7a75h2zaqfAQsetx5wRvG9kT6vU5y3jD2Y4Iqjv7ab5wnw2wSufJV0id+g87Mvn9Vl0zmjCKAvuJF5MQvgm6i0rFe+4pMDIwSwMk27SAIR6GnKIRAM0yEkn1OzkE9y/VTKslisj2uqC/xM3NxM9VFfjriFve+tIa3VrUT8hr88rNj+O5ZQ8jakpFVIQyhyCgtF4oFJylFSsW4uiDfmDaYhjI/1/11ARlbsmhTN363wXemVjKy0qQi7GFrV4oBJX4aywL89otj+hTzjqYVtz61AlMX/Ne5w/ifl9bww7MHI6SVm8dsdNZ1KdrjWRpKvETMDBY6r69OEfCZPPzWGgaU+Kgt8nHLE47yTnWhl5qiofxpliMI3jZ5AFccV0Ymk8IjLM4bGeK80RGUbSGtDBeML0XXBWu3x7n0xFpKvIrtSZ1zx1Xw+LytAHzuuGoKzDR3XDyM9W0pwj6TmiAola+LBPBGN6Etf97ZWP8OonIMDJmGVTWODrtvUQ6lFG2EEKWTnCUSufN1FXbqT1V3M5QPh21LAJBDpmHZ+x7snd5qQtN/hJbqwgpW0IWf/m4Z86HUfs8uP6DQSCqD/Unm27oHFa5CVI5C+AtR3ghpbzGuU76FLhR4CyDZiSqsJxuoPOqM4B5oOgtbbF5euoWxtWHG1wbw9mSUdttulm5L4nVpDCnVWbA5Tlssy1/f3JCrRTxlaAkRnyPcfGJjMb96egXLewS4hYAnr53EquY4X5kyiJ8+thRbKW48bziaEARMxZPzNnPu+Coyu0xQLd1pFFBoZvjjl0bRkbQp8hkEDQvZR+1gWzzL1/+yIFfz2JW0eODLY/GTyq0jCyHY2K0xf2Mnhq6xcHOUC8aW0JawaY5muPmJZSQyNslMhPVtOzNTN7Unc6FRgPc3dPGgW+f0YYWE9IwThtvF5QgZWS4/thghSrBtmwXbbL7257mcO66KWy4cSXWBm7owSGkT0jOMKtUAu7/PtYeX3V2abBy15BnSVZP2+9a+EmO6fdWEpnwfOjYghpyOTEXRvUE6Ce83dJ2V0GaUQqC05zfq/z9Uf/QY88o3PUSFH/vUb4M3jApXY0245IBqn6K2Aad8E8KVoLth5cu417xMp7+e7f5BJKfeSGbGT0iccC1dh6iXeiSxLS54dXkbWVvxu1fW8fiCVizhQpl+7p65nuseXMBX/zSfxdvSvLm6nayUrG/dGRZcuS3KCY2O153KSkLenc92fpdBMgvX/m0RXpfOt85o5JvTB/PSom28tLyTtC3478+NZHhlgK9MGQRA0GPw1dPqc0k4QT1LbUDi1zJ7ncQsqejaZb2uK5HFQKLpRi4D0dJc3PXCau58diW/+PdyOuNZ4hnlGD3hhGkB1rfGmTSoKHes+mIfqYzjReuaYMqIUv742noendeMrvcdbrcsi2w2S9R2sa4txTWnN1AScvP/HllEyCMw8v2Q9kkyUIUcOh1ML9RMQCmwTvkWMXlonTPSUrDdU0tb1cm0qDCt7mrswkFkj9KH4rzyTT/Glor2wEB8p/8EiU58Py1ndhDS0vDqr6FrCwoQEz6LtnoW7vrJxGydLjyge/KeYg/JrE1VxJtLcrn7hdUMqwzx19mrGVQa4NKT6igLe0hkbJpqwySzNp85rpa/znZCi1dOHkBTTYD7Lh8LSlEQcPPzZ1bSnbD4wdmD6U6kcRka67cnuPel1bnPHV0XYeHmGCfXuygohMaiCDNGTMSlC0JG9kDbZQJQ7De55YLhfOehRRiaxo3nDeXFZR08u7CFCyZWcnydl0RG8faana2x3l7dzuUn11DgFSzZCp+aWMWj724mmrYYXhnk9otGYWgwpMyLR1f875fGsao5zsNvbaQrkaWlO+20HlOKjNIxNXLlIVLopHHz21fW8a85Tk/HSYMK+dTEKjzGB3/2TSuTrowiYGr4DrBHZH8ibhtYjefibjwTdAPLViSl/oHLJPKJTT30Q48xbxh3wZaK6EH2VzMy3YiuLblt1bwcOehkMofYcupIpyJosEjrPVJWNceYvbKN2Svb+OEnhvKHV9bS3J3G79a57dOjKA97ObupHLehUeqxQKYoyJWVpfnl+Q1IpdCURcw2mVBfQIF/5+8oBJQE3RT4dnpcurIo6smcP9j5T9cEk6rdPP6NiWhCsKkrw8+edAz9vHWdPHDlOGrCitOGlzBzyXYAzhxTToFhoaTFOSPDdNvFnDqshDUtcb7/94UMLPHz8wsac1nQgwsN3lmdZs32ONNGlnLVqQPI2FleXZ3k/15dz6jqIF89tRafKXl+WZTaYsXrPWIAAHPXduRECj4ICWly6zNreXlpKzWFXu75wigKzSPPOKZtSGP2rJwI8mP38JFvO3UUYrmCmP7inGA41eNIlY4iY+UHlo1BwtZw6+DCmUw9IsuJDQX8uzrEok3dnDa8hLZdEmVautI5bcV42iZt2TSW+fjZkyvZ1JHk+hkNTKhygbKRQmNjt6C5O0F9sZcyD/i1LD85dxAJ2+CG84Yxd20HY+siaAKGlbpBHfqkrmkabWmd9uYEQV0QMR2Pbe5u3TNiaQsTyfdm1PPJceWYukZDkYnqKRo3sSgxJemQm4Ubu/jUxCpOH1HaqzTIxOLzE4s4Y3QZ97y4hh/+YwnfnNbAr59bTWssQ2ciy4xRFdQWedjYnuKdNZ1MHl7KI+9sAmDy8FL++No6QPHjcwZgqEPrsbSuPcPLS517e2N7krfWdHLWUH+/LzrPk2df5A3jB6RbetAnfw+jcz14QkS9laSs/NJtSpn87rUt/GPOZppqwvz0/CGEe7pfRIw0v7l4KAlL4dI1fvZvJ+RZ6HcxZUQJf3x9LeB4eoNLfdz3+gbe6ulU8e0HF/Lo1yZQ4oZ1XfDF/5uLUs5a4Z+vHEuxO4tHZOmWGnc9v5KysJdXlm4n4ndx3JVjDtkREEKwulPw5fvnkczYXHZSLZdMKsXEoqkmSE2hl43tSSYOKGBgsRvI4teyjC3f4aX2zr6VUlLlzXDppBI0AVZ2z3pZt6Fxz9NrmLnU8Tq//uf5XH7qAP7yxnqund7Ibf9ejqEJvjWjkQff2oDPbfCzC0fSmciysT3Bg29uxNAEKXsggUO8JX2u3uuaEZ8rbxTzHBT90GHMG8bDQYfyQ3i4s5FfVgBgbXuGR951Wm29t6GLd9d1M21IgJSt4dIkbrmzx+INZw3gmtPqCLg1Ctzw4FeOZUtnEp9LJ+LVcokq4PQwjGUES7ZmaI3tXBuMpiy2dacpLnEsgCYg4nfnMlaPGRjApcOhLvvohsHvXllDsudc7nt9A2eOKqHC52Sz/v7SUUR7NEy94sC8M6UUysrs9ZaxlaOfuoNExmZkVYjzJ1Tz6+dW0BF3PufOZ1dww3nD+OvsDSzdEsXUBQ++6aiyfGJcBV7t0G/KmpDglguG89Bbmzm2IcLoKg+7G/mjlV2762hCEBIJkJK47ucgNMuPePLlGkcpYS2Nq205IMgUNeazTwFjN33IigIPj87v5JmFzTTVhfnicRX4NWdi94gslT5AU8xal+XnTy2nJOTmwkk1bOtMcNWp9by/oZvt0TTXn9HIf7+wijlrO7jpk8OpLvTyyQlV6EJQE/GiaVmklBS6LG44byjPLmjG7zb4xNjyXLPaQ0Ipagt31rR5TA2P2VP6gNPqye+F/ZX3HAxCWlx/RgNX3T+fZMbmqtMGsqUzyYzRZfz97Y25/bK2ojbi4mefbEBJi3hGMWlgAVIpGopd6Bx6q3odm8kDPZwyqBEdiW3njaIQgkLVib7mLVSghFTJSDypNvSZt4OdwTXpcjpKxx+1Wai70x89Rv1HP/rRj/4THxyNRv8TH7sHPp+PRCKx3/28miSU2Y5XJZGGF1s5v7ZXV/jn3Y+25Em0jXMwkm3YlU1Yqh/eDbtxoNemL0Jeg8Kgl/VtSaaOKKGpLsK27gzFQTf1pQHiGUnI52ZzVIFu4jMU21MGX77vPeIZm9ZoBl0TFPhNjqt1c3ZTORdPqkLXdX73shNqtaXk8lMGcNuTy2msCNKZtHl3fZyKoiABw6bQIxhbX8igsiAPv7WJbTFJdZEflzj4GUtKSWNVAQpByGvy408OpTqgDjisqDSTjDIwNA4q26co4KIsEmBsfYRZy1t5+O1NTB9VyrCqEO+t68Tn0vl/5w5lUAFY2QxKSgwhKfVBacCgJa5oSSh8bhNDSGxhsD2pkVY6fnPf56JpGglpklEabrFnh5i++CD3zMeBgG7jU0l0XSer+o4/h7UU7hduRmxdgLZpHqYviLbxXejRThWb56MNOY2U2pkA9nG/LsFgcP87HSKt0ewHKtcoCe5bX/bDIO8xHgAuTRFc/zLagkcBMCZdTnvpBCypMMkimpfk9hXblmBikTrI7NYjDROLC8YUcPaoIrwGPDK/gzufXQk4k/3PLx7FtQ8tZdnWGGGfyR+/1IQmdl8CVBzbUIhtZ/EIC4/ulErs0BkdVV3Af/1jEQNL/cTTVk495u/vbObPV44hoGWIpy0u/u28XDg2azVwYVN4r3qV+yKsZ/jmqeWECwpob2tDHoj+G9Btu/jl02tZvLmbL59az+mNQTR1YJ6XrTRmrWhj5hKn7VXQY5DISJ59fyufOa4WUJT4jT0UhDRN4+1NGb794EKUgk+MLeebU2p5bnEHP396JYYm+O/Pj6apXO/T4GmaxooO+Pbf5qNQ3PGZUQwp1I7oEoQCLYV79j2I1tW4KkahT7ycbnvPSVmzkpDe5cF++wpUpA6xw4k3vSiRzzPI8SH7CPPnz+e+++5DSsmUKVM477zz9thn9uzZPPLIIwghqKur45vf/OY+j5n/9Q4Ar8iiLfxXbltb+C88PetIKUzkkKm5v8khp5MRLgzD6Jedqw8nStq4yWBoTvnADtpiGTQhWLbVkczrSmSZv6Ebn0vnG9MG43Xp1BX7OGNMBcru7ZWVeS0euHIs93xhNNNGOt0jygs8bGpPMro2TEnQzfZomkTGmcBjabvXGuXSrdGDagO0O5ZlOcn8B+j1aZrGC0vamLlkO81daW5+fDmbug/cuKSyFsc2FHLGmHJOGFzE7ReP5u4XVnHRsbVMHlbEWaNLqQvveS5K6Nw3a0POIXzivW20JeEXzzgPJ5ZU/OKZVWRU36IBnZab7/19Me3xDB3xLNc/tIi4fWQ/R5ud6xCtTiKYtnUhru6Nfe6XMYOomgnOhtCQQ6aTHXgqqmY8lA7BmvJ9umW+U84ONCE+0L99IaXkD3/4Az/84Q+58847eeONN9i0aVOvfbZu3cpjjz3GzTffzB133MGll16633M+su/0w4QQGqqgGtHhFJmrwgFYwrl0GVsQGzgNb/loEALLX0po+3y0lhXYA46n01ONdYCeRX9ACEHcNrEUhEzrgLJZstksF0yszIldTxgQIeh2OmbsmLgjATeWVDw9fwuXnFhHxpKs2hZlTHUQdik1UEpR7pOU+0ykTHPX50fzz7lbOXVYKd1Ji6DHoC2WJtyzzFsa0DltWDEzl7bi0jUuOqbqIxfPTu222GQfxP3g021qIm6CnmJHYUeDuz4/ileXt/PArPWcPqKEM0YU4OkJD3dZLta2pqiKCMZUh1iwoQuA4qALn0uj0O/KlcdURzxOaHc35zmDycvL2gh6DHQh2NqV6pmgjpz7uE8M9763e4jbBqLpC7iHnIEyPXQbhVi2wjX+KgSKjCXzmbu78GG6B6tWraK8vJyysjIAjj/+eN59912qq6tz+7z00ktMnz6dQCAAQDgc3u9x84ZxP3h1G9fSJ9Eap6BSUSiqxQrVktolnyEhDRIe54co6VyBPvt3ABirXyU042bad2ty2l8RQrAhpnP1n94jlrL4yfnDOHmAF7EfMWqlFGMrTB68ejzdKYv6QjcFHsG9XxzHE/O20FgR5KUlLQwqGcCPzx/Bls4khq5xzwurWbCxmx+cNShXVN6RdfHo29uwJZwxupwSH3z6mCrmrOvil0+vQAC3XzwKjy5R0kns+cGZA7jspBr8LoMyn436CB9UpJScOaqEmUu3s6o5zhWn1FEd1jnQzE4lJRVhN999eB7RlPOeuy9p4mdPOu22FmzsYnDZGEaWCLptk6/9ZRFrW521rL9cNZGaIh/bu9OcOaaUQjPDb784hntnriPsNbj85Jo+E5ISFmzrSnHRsTWsaYkzqjpMXZEXn2YdtBhCfyIRqMY/5lNoG+YgB55I3Fux1yzzmDSJuSucjZ77KZPd+2+qJTuJyC6ypo+YfZQtsxwGy/j9738/9/9Tp05l6lQnStfe3k5R0U5JxaKiIlauXNnrvVu2OAIsN9xwA1JKLrzwQpqamvb5eXnDuB88mS60FS+gihsQdceg3vwDRqiSyDGXYwkTd3QzynAR95Q7ajfd23a+WUmno4bnyDCMaAb/9+o6po8qoztpceM/l/Cvr02k0GU7cmXCQBcSuw+PTCibmgBoIZ1VnTZ3v7yFuiIfDWUBHnpzA9ec3sC1f3uf7509lObuNL95bhUZS7KyOcZvXtD46bn1pC248bEVvLe+E3D6L04fVcYxAyLc/cKqnCd26xPLeOjqJjw9ogJekWVACCC7e1u9j4SImeHezw0nI8Gv2we8vqjrjizZ9mg6ZxTBETHflVjaBgzaYlbOKAI8Omcz359WhZQS284gJVR4JbeeV48Astm+s3RDbg23oXPL486a7TO+bdx/5XgQNh0Zg3VtaYqDJjUBtUefwv5MXJqk607HrJ9CVulYh7AO3RcRLYl47g7cXZtxFTegH3fNUZW5fjjKNW677bZDfq+Ukq1bt3LTTTfR3t7OTTfdxC9/+Uv8/r33ucwbxv2gDDfoJqL+WNScvwAgkl24Wlfg2jQPsXEOAKGJX6St4jhk5Rj0RY9DNokqHEDWV3rE1DYKTXBiYzG/f3UtZSEPPzhnGLomUEJn9oY0972+irF1YT4/qZyA3neJQHNS44o/ziNjORflyskDmNRQyJPztvD5E+pYsS2KUuT+DtCVcDyVjC1Y3bKzldf61jixtIXfrVPgcxFPO93tI34X+scs8ucmg1vjgM5JCMG2lMG/5m6jPOzhhMGFhH1mTri8OuJleFWIJZu7GVwWYGhFAEgR8RkU+l20xx2Dd+ygCJZl7RHW2yGYvtdz1SQrtu1MLulMZHl1eRsTBxbwrb86XUU0AX+4fCyDCw7qMnzssWzZ48vvNIpB3UJXWZJ4SMuDn+SNjnWILqemV7SuwoxuAv+gw3PC/YAPM9WisLCQtra23HZbWxuFhYV77DN48GAMw6C0tJSKigq2bt1KQ0PDXo+bN4z7oVsEMab8AFP2ViYRLi/0GEUAbeVLuCuPoUOLEJr+E7RMjKy7gOgR9GTYHFP89PGlSAVbOlJUR7ycOzLE6ja4/qFFACze3E19sY8zhvhQymncimagCbCtLIn0/2fvvOPkqsr//z63TJ/Zme0tZbOb3jeFXkJCSSgCCiItgIIgil9FRPyqiIogIoo/G0VEv4KAIk16qNJLes+mb7a3md3p957z+2M2s1lSgYRky5sXf9zZOzd3ztw5n1Oe5/PIXqLXHEnyjTkV3PzUWsKxNB6nwQvLGvjanEr++NJ6/C6Da+dWomwLjyH45kmV/PSJzDLiBUcOY9W2MF+ozueO8yfyy2fWoWtw/byRmJ/C+u1gE7EMLr9vSVbg6sNDeOjKaayq7yLP7+K3z9cweWgOJ00syhipOxRCCkIOiz9fNpnl27ooDDgZmad/opqLlmXxpcPLeGNtC1LBzMpctrTGyPGY2VJbUsHbNe2MOSzvE0X49hVyRRfmS79ERJtxTDyTzoo5xPexwMB2lMPT+wVz1zUe+ysHUhgrKyupr6+nqamJ3Nxc3nrrLa655ppe58ycOZM33niDWbNmEYlEqK+vz+5J7o5BYdwLUkqi7mICm15GTDoLVvwH5StEBYciQsMQ7Zsz55VOIa0yoe8deMH09puZ4nakUr0q1MetTG5b/CM2H23RNEIIhBDUdMDtz62lKODkmjnDKfIrZo8r4KWVzbhMjbOnl2JIi2vnjqSlM809r2zgtKmlCBQPXnUYITf4tVRm1qMUc0b5GXvldCJJSTSR4rRJ+XhFJrn+t+eOBKGQVt8TxZg0WdeSRENQEtSyogiwvDZCwCxhZpmBpkm+cdIIfvjoKkJeB98/Ywx/e7eRkqCLIyr8FDjTzBqxfTBmk8ZgU7uN09TxOg1yTAtjL/ubSikmFur835UzWLgpTGM4wd/f2sLscYX4nAZdycz7Jw/9ZGkvfQVd1zHWvoKIZiz5tGWP4y6dSry72Pi+EvWWkTNzPmx+F7viGDpdxf2ub9gTB9L5Rtd1LrvsMm6++WaklMyaNYshQ4bw8MMPU1lZyfTp05k8eTJLlizhW9/6FpqmceGFF+41b1OogxQ+tX1D9GCTn59PS0vLHs8J6Gk8z14PgRIYMg1SUWJVp6ApC7NlLZhu4jnD6ZKffSLqgeSjbSOFzotrurjlP2spCDj5/UUTKXSmSSiT//fKVp5Y2EBJjos/zp9EviNF2DL5wh8WZm3UTppQyE2nDaMrDY1dks6k5OYnVvONk6r4/Ys11IcTfOuUUdhSEnCZHF7hx6sld3d7CCEOSvTfvjwzHwcbg1+/vI3HF9YDcMnRwwh4DH77wno0AXdeMIlppUY2h1DTNBJSJ27rXHT3QtqiKbxOnVvOnUBZjoOgE5wija7rPL2qi1ha8cySelbXdXL61BKumVWOW9t5OVXoJiBQ3QE5mqaxpUvjsQ8bGJ7vZvaYEJGEYlV9F6VBFyNyNcyPhLTu77Y5mOi6Tt7mF9GW/Kv7FUFq7s8+UTBdfn4+neEO0rY8JHNBS0tLD9i1N7bs7AP8cajI/+xTXwZnjPtAUhm4RhyHtuZ5aN2IHH0ySUyS0oTcyZmTDr1nfb+jKZuTRvs4snIGpgZuLeNV6hJpvnlCOZcePQSh6axr6KLFY5LnE1lRBGjqTCGVwC1S6ELjqvsX8e25I3llVRNb2jL7g7c9vYYfnTmW0qADv5HeYzZIfwmJT0iNp5f0BG09tbieB75azYxhAVwOnRJv785USokDSWtS0hZNIQRcd+pobnpsFa1dKU6eWMR3ThqKS0FNU5ThBV5W12X2DJ9aVM9pkwuZWNiT2C+EYFvM4Nb/rEPXBTecWkWhM2OtV+6RfGtWMVJKpEzhcUPxCCeZzdL+O1sEsG2b1NAjcYa3Ido3Y088m04j9Il/68k9RK32Z/piNne/F8b9MatISkF09Km4y6aAUsT95ST7d5+wW4Sy8euZD79jszqwMDWTS/68iObOzCzvj/On8N15I7ntmXV4HDrfPrkSZGamomsalYVeNEQvIwQhYGK5n1J3+pAcWR8InJrk2NH5vNRdu/G4Mfl4dQtfjgKs3XbEuW6NOeMLWVkXYeW2SDY/8flljZxZXUp5yMHY0gDtsZ7Zod9l4HM7WdiQojjgpMSTJi4NvvnAUuo7MiP77z2yirsuHovZnT+6t7zP7d9ffxmo7EiHdOGYPB8Dm6TUsQfIM7k/6Ys+J/1aGENaHKNpJTg8xIOVn2qpM2obRN3DMgcDVBT3RnvMyooiwHPLGrnuxCEcVTUDQxeETCtro1biVdxw+ij+sGAjcyeXUN+RoL4jzrdPGUmx2+6XnezuMLC47uThzJtUhK4Lxha5EHLvxt9Okeb6k4fR0GWxuiGefV0I2NQa4zsPLeXGs8aBUvzliuk0hROUBN1c/ddFdMTSnDOznAuOKMOtq2zEK0BHPI0twdyHDq3TdvDW+jApW3LMyBD5n6gFDm1SliSFYEAsCx0A+qIDWL8VRr9u4XjtjmyYtGfcaSRHnk7a2r+qpmkaAaIIK0HS8BOT/bZJ90qe18jWJQQ4YWw+QqbJc2RETkpIY9KW0tnYHKMi383Vc0Zw9V8XMWt8EXMnFTF9iAfRhyNKPyk+Pc1h5dufnX2vhuHWMjmahT4/TccPZ9HmMLPHF/LEh3VEkzadiTRpS3HLk6s5o7qUV1e30NEtgv98r5Z5k4uxXDo/O2c81/1jGZqAm84ai3sfkvmlZvKb5zbx/PKMj+tzQ3O457LqT/LxBxnkkKLf9uK6ncyKIoDWsAxj5LxPUYBn1+RaLRgLboZ0HEflsYhx5xCVu/af7O/49TR/uHgi65vi5HpNhuWIXukCMemgtlPy/UcWc8mxw9jcGqOlM8m9X5kByqbQp+Fk4Ini/sCrpfny4fm0VhdzyT09y9klQTdfu38RAI99sI0jqnpcQkfj8+8AACAASURBVAxNsGJbhPv/u4nr5o3mwatm4DUh5LBQ+2L1JzO1NrezvDZCLGn3305lkE9EH5ww9l8T8ZTmQg2dmT2Wo+bs1jD5k2IYBvq6lyCdmSGJ9a/jTLbu5V39m5CRYnqpzogcif6RNef1LQnCsTSFASfrG6P8vxdq+MfbW/mfBxbjNA08+1jgd5BdY1kWOXqK2744js/PKOO7p46mYweXnPVNUQ4fmccpk4qYUB7g+tPG8Oj722jpTPHehjZeX9NCvkvukygCODWb+UcNzR5feOQQcjyDsjhIb8Sn/O9g0G+f4pjU0adcgKPqBDAcdLmK9nvOlVIK5S/q+eo0AzXAknc/Di5Tx+XUqSjwsKoukn29pTOVyY0bLEjw6VGSUSHBaZOKuPah5cydXMzs8YW8tKKJ4fkeatvilAZdzD96GF//2+JswE7Q46A85P54AU9Scur4HCaWT8WWiqFBE7epET1AH+1AIIRA07RP3De4dRtPvBEQxFyFxAfoatGe6Iszxn4rjACdtgnu7hHtAQiYsW2bRPlhuKwEom0jctzpRLQA9KNqGp8WKXQ6khqGLhiRBysaUnx+xhDiKYtVdZ0kLUlDOE6e12DHL0kIgWma2Lbdr5PIDwQ2GnWRBG3RFA+8tYUrZlVw8dEzWL41zLs1rRwxMo9NzVG+M28U/3h7K2NK/Bw7Oo9EWhK1Ddxi35ezDSxGZIsV9K0Zv1OzCYTXI5pWo8qraXeXY31kXODXUxhWnJTh3anslkNT+De+hLbs8cy50y/CLJuBrTRiUh9QAWR7YlAYByAR6SQ2Yh5aJaStz7Zyw6GOLXSeW9XJLf9Zi8eh86dLpjC1RCeJzt/ebuK+1zeR63Xwh0umku/YIWdR01jaaPOPdzYwfXiQU8aH8OwiIX2QnbHReXpFBImgqshHTWMX0YTFUwvraIumSaQltzy1mrsurebvb23hhHEFpCzJ/Ls/QNcEd5w/iRmluy5evCOGYWDbfTt6OBDbhv76bzIHq58n55Sf0Kr37MGGRBTHy79EdDVhlkxCm34ZnTtEtrtEGm3Vs5kDbx66w4XnxRvBcOI6+hratFCfbp/9xcFaDv009Ns9xs8Sy7JIpXc2a+6vCCFoShisbe+ele+GjqTGLf9ZC0AsZXP7czWZ2Uw4yX2vbwLIzmq2dJmkyVxrW5fg6r8t4fU1LdzxfA3vb4n2yZDvg0FDFG57Zh13PLuWwypzueP8SXzlmFLOO6yUxZs7aO5M8qPPjWV0oROnoYEQ/OGlDUCmTuSfX98E2h7Gy5rOug6N377WwH83p0iqPjy2ju4YD6AQyZ7lfV3TcCTaECUTQDfR6pfijNb3eruFgcofmTkYdQLqvb9BrB0iDZjv3I1LHxj9wd4Q4tP9fzDo18IYFDHyoxvJs1sxBvvV/cbmTp3z/rSQy/68mP95aNVu68sZmsDt0HGaGlfMGsF5hw0hrTSchoau9XwhHqfB9x5Zxr1vNpDGoCth91qN3taeGBTGfUTXBEJArtdBVZGP2vY4G1pT5LsV919ezVEj83i7po36SJpvnVRBadBFyNvz/Y0t8aMh0bRddw11XYKv3LeIB9+u5XuPrGB5Q9+NIpZ5leDIlB5S/iIsb8ZYWtcEuV3rEW/+EZrXIg67JBM/YPSOH4jZGskZlyFnXoIqGNW7BJeSiEOpvMtBRHzK/w8GfXi4t2dyRALnq7chupoAQfDE79PiKPvU13VqNv54PSLRiRUcSge+ATNThIx/5CurW7IVMtbUd1EXSTNqF/aRIYfFXZdMoT6c4tfPraMhnOCkCYVcf8pwfn3BJP708kaG5XkoDDjZ1BJjU0uML0wvYkjQ5KiReby5rpWgx2T2uDzkPiS8DwJFHsWt54ynKym57ek1WUu+v185ncc/3Mq/3s+kML1d08pDV00n12tww+ljeWNNM0PyPJw2MY+adps31rYxttTPpGIHpujZ4+2IpbN1LwE2t8aYURboky5FbSKHnJN+jJ6MkHaFiMhM9JdfRdEX/xNGHA2xVtSGt1Czr6fTWbBTjn+HdCEKD0PXBKHjvo3+xu/AcGIdfkV3FY6B0zfsjr44pu23wmgk27pFEUChbVuEXjUU27YJaAnMRDu2MwD76NWRoyUwu+oxdA2WPg5Na9A9IQIn/JDwAAqnlFIyqtiXPXYYGkG3ya4CL6SUjAzpLNwcoyGcsRt7YXkTn59RxuQyN7/84nheWNHMnc/XABD0mLgMDY+W4qYzRtAaG47PqRM00/26cvz+RCibo4Y5WdEie/nUrm+Ksb6pJ160M2HRGrO58i+LARhR6KUg4KQlrrj0noVY3eL3+4snM7mwp2cbEnIwusTHmvouvE6dwyuDSNk3PUCVUplKOI7elXA0TYPyybD2ZQiWwchZhH3DSKV2/TmVUli2os1bgeeUn6MQRKU5oAbMe6Iv7jH2W2G0nTmYDi+kMp2BKhiNlJIcLYHrtdsRkTpM04Oa9xPAs8dr+bUUrjfuzJaYEjMuRIW3QawdPd0JxsARRqUUU0td/PKLE1jd0MkJY/Mp9ti7NfuOWjqjiv18/cQq7n99E11Jiw3NMX75zFruPH888ybkY9uS+o4EXzq8jIDRY0xe5gWwB0Xx46IkZTkOinKcNIaT6JrA1DUuPXY4yx9cQtpWnD29jK5EGlsplIK1DV2UhdyUhtxZUYRM7uPU4p4ZoV9P85vzxtLUaRH0GBS4dv/d91VEqhOWPZE5aFwNJRNIhfb+IW0p6WT7svTgQ5ul7+li/xXGMD70E3+I1roevPlEPGUoqTBjjYhId8mrdAzRuAqRPz07unNrNr7YNkhGsULDaJcezHQkK4oAqn4l5JSh4mFMLPJkGx1GXq8lpv6MS7M4cqjJ0cPzse09iKI0+dETNby7vo2Q1+TGs8bREE7w3NIGahqjfLApwuxKFxdMCyGEwLIGZ4b7i5CZ5tfnT+K9jR14HDr3vLqRH505lmvnjiKRlqxt6KTQ7+CK4yu465WN5HhMPlddisuhZW39nKbGzIqdZ4R+PY0/CLDn6id9lZ1meukELl0S64ef9bNAGxTGQwelFK0EIG9q5oXuh1o5/SC0no1yf2H2h6BpGr7mRejv3ANOP/qMCynSDEROOYw/Dda8CFYSyqeAJw8tUod68RZMIHjyTbTuok6bV7NwptpQhouIltNnxDMqTepqO/HoZsYi7COdRVLqrG+xiKdtRhW68O0inWJLe4p317cB0B5Ns6klyoIVjayp7wIylR6AwTzFA4BSimIvtESSPPJuLePLA6yqi1BR4GNNQyczRoQIOOGCmQUcP7aQ9ze20RpN8YuH1vCV4ytwGBpTh+UwxDdwZuxBLYYZrkUES2DimbDyGQiWI7x5uOItxIw9b7sYmiBgtyPScZKufLrk7iO2BxZ9Txn7rTBuR9cEOXY7IhnB8hQS1nIJzvk+2tYPMpFkBaMhHAMyuVla7QcAiImfQy19Am38PNTLt4HhhNnfxbYsujyl+DrWoX/wQPbf0aLN4O8tjB7Nwrf8YcTGN0EzCM3+Hq3OskN+76HLNrn+X2tZsjVMjsfkL1+eQqGzR/h0Xee5ZWFue2YdADMrQtxydhVOkcYWOlvCinDMIuhzIkRPeaqQ1+TkicVAI0eNzGV8iQv2Uk1+kE+OU1gcNiJIwGOytTWzfP2deaP5zXOZ7+3hq6YTt+CuVzcyZ3whQY9Jypb84aX1ANx41lgqA86D+RE+MwJaEuertyM6G8BfDONOhgmnZ4JvPngQMfenO71nx3JbQghCsc3oL98GSmIMmY6acjHRAVxUYDt9ccbYr9M1AELJBhzP/hDzpVtx/fcOPCRpcZTSOuosWnLGosye/UXLspDDjsgc6CZUHp3JTYq2QrgO9cGDdPmGEJc60lfUk++lO7B9RTv9204rkhFFAGmhr3oG0zz0R5Fb2lMs2Zoxhw7H0ry1vr1XuoSFxpOLewrrvrexnfouRXPSZGWTxUV3L+Trf1/Kv96v5c4Lp3DcmAK+fmIVXqfB7HH53HPRGL5yRAFebVAUDyiazqgSL1tbo7xd08pVsytZuKkdgJMmFhJOSpZsDXNEVR63PrWalCUZXxYAoCjHidvUie0w64lYJuvaoSVl7jado69ipDozogjQ2QCGG2KtEK5HzLwIzeop6+XRbApEhMLm9yiof5OQFsc0jEwh8+6VKLH1AxzpyK7+qUH6AP16OKPrOtrG96G7woPoqMVMtIGjZJfLd1JKInnj8Z/4Q3SHC9G0ulduklAWQgiCoguFRJ7yY1RXC7avkA4tyEfXnJTuAtOdNRlXuRV9Ytkw4DZ6zfTKgu7sqDihDITUOH1yUbYq/JgSP88sbeKxD7fx83MmAJlo1erhudz61GpKQ27Sls0Lyxp5e10LN5w0BNseFMUDSVS5WLE1zvsbGzl+bCHfmD0cE8mqUh+zx+ajhOCK+xYCMDTPw8VHD2fp1g4uPGooKUvSEE7y48dW8tfLp+LxQNhy8PW/L2djSwyvU+f+r1RT4u4/m26Ww4/pL0J0Nna/oqCrDRxe1KJ/IkafiDasBBcp/PXvIRpXwdYPEYBj89tYx3wHlT8SUZupZILDizTdgyUcGUzXOOSQUqLyqnpeMFxIh2/3bwCStiDpKMHQNfJzKxBHX4V6+14wXcjDL8eT6sB44SawEqiiscRnfjVjE7WL5dGI8GHM+V/0mpdRgRLipdP7hDCW+eCP86fw5KIGpg8PMrHYiRA2GyIar69pIc/nYPqIPO651E9zV5qmziS/fX4dUsHmlijjSv2cPrWUV1Y2UdeRoK4jwQcb2/mfU0by3NIGLNWdvCsEbSmDcNyiwGfgHbR92y9omkZNY5LrHlqKLRX/eHsrv58/hckFMKlQ4HD4+N7jG7Pnb2mNdS9zF/HvD2pJWoqxpX7yfQ5yXDpgs7U9wcaWzJZDNGnz4eYwp4/1HvLbAvtKRDrRjr8OM7wV5fQj3SEcHz4EiTAgkEXjkFLissOZNLC2Tdn3itaN6HaS2JAjcTv9iK4m7OFHElEeBqNTB9M1DjmUUnQFR+I7/loIb0OVTCSs5bAvoXSWLQk7CvCiY8z5Hkgrk7vozQMrk5MnGlfhSLSAo3SX15BS0qLlYow7Dylln0mCFspmYoFg1vkTaW1tRUqLuHSwtrGTV1c1s66xizOqS/jarGHkuHV+9OiKrFPNlKE5BD0OnlvWQHluj1OIQ9fQheCqWRXo2EigIeHg0ns/JBK3mFAe4JfnjMGv910nlc+aqDRZ15zEoWtU5hk4RWYWLoSgPZrsFei1pTXOlEJPJufOspg9roCXVzYDMDTPzayx+Xzv4eUsq80s/20YksNdl07Fp2VWO0JeB7omstccmuvuN6K4nQ7pAf9oAIQUBGf/L0ZXPdIVJOzIJPdLwwVN6zLJ/90pHeqwSzDjLRhWkkTRZGJFzswAuJ+1zydlcMZ4CBKXOnFvJZp/ZEaYPoY4xaWOw+HHeP6HkIpmNmTHzoXQMGjf3F1myrvX61hW31s2VEqhlMqKuaYJ6tsTrGvMRJQ+ubCeM6aUMCYP/vKVahZu7mBEoRe3KfjxYysB+ObJIzl9aglb2+J8dVYFJQGDfFfGeLo55eDZZU1E4pm2WV4bYWt7knH5ffBXdBBIY/CrFzbzwvKMicXVsys4f1ouSmaqkYwt9VMaclHXnsDj0BlXGiAlJaawkVJyxHAP91w2hXDMYlyJF6em2Ngcy15/Q3MUc4dqJ2Vexb2XTeHV1a1MGhJgTEHvaij9DaUU7fjA1+2F2t1tRPBhzLgYvX454rhvIj25mRnjiz8DQCudhJx+OVEGy09tZ1AYD2E+6WxNsxJZkwAA1b4VNfVcxJYPsEccTVgPDogyU27Noiind4Si08g89IYuMPSMB6qxQwjanc+v47p5I/nfucOw00mUSoOEJCbffXgFZ00vz56rCchxZzpbIUS/m43sb2KWlhVFgMcXNvD5qfk4usWqyJHgzgunsLEphq0k1z64hFvOGcfY7uIRDizG5oLKc7K4Ps4769v56gkj+NWzGdP3/zm5Eo9h9eyRKZuRQRhzVEFmi0L1X1HcE1IpWs1ijBHlSClxaJKcmr9k/67VLcVhx4my5y2bgcTgUmo/JGH6MatmodW8AkJHjj+dNu9wxPiRmbI7A0AUIZNreExVgDOmlvDhpg7mHz2UIQGNuijMv3shKVtSFnJz+5cm8qsvTeR7jyxnaJ6HI6vykFaql9DZCtqiaZbVhvnanEpqGrs4e3opZX6NTWFYVtvJmBIvlSENbYB2wHvDbShmVAR5f2MHAEeOzCVq6ziNnpzTba1Rvvvwsux7OmJpyOsdFb0lAt/4+1IAZowIcfdl1eS4NEq8CuTObd8X9sgPJG5N4k61gm3QaYZISx1ZXo3WveeoQkNJ667+PJn+2AzOGPshcVtHjDsbV+XxKMOZSdIfoJ2DT0vx3RPLSMpynJoEadHaJUnZkonlOZw4sYgbHlnOmBI//7j6MJ5f2siVf13ErV8Yz+g8LTtr92gWP/v8OL7596Xk+kxu++JEqkKKLRHJxXd/mJ2A/+2KaYwIHMQPfAjjIM1PzhrD6+s6sKViS2uMS+9dyINXTMHTXWi4qtBNRb6HjS0xSoMuRhd7gRSaptEQN2iMpLB3EL/3N7Qza2whLhPiBV4qc3TEYA+fxakp/JteQlv2GACho6+mNTSB6LDj8ORWQCpGOq+KLnuwW92RPqiL+0cYFy9ezF/+8heklMyePZszzzxzf1z2kCFm68SMgszBAJkh7hZp4YTsEltRjpuiHCdzJxdz29NrANjUEqMgx8VLKxppDCf59kPLeOTKqbhFijQGG9tsXKbg0W/MRBeSHMNC2pLGSO9yU1vaEgwNuDAGO+dd4tZt/vnuVmp2MAdP2QpP9686aKT440XjaYvbhNx6NrBpa9Tgsns/JJq0+caJVUwemsOSLWHyfQ5cpsZPHl8FwN+uqB7wAxNd17uXjhVukllRBNCWPIrzhLFELZOotxK8DKZn7IK+WDLuUwujlJI///nP/OAHPyAvL48bbriB6dOnU15evvc3H6K4dYWBRVyZWIMP+m7ptE1ufGwVXzpiKCXB3kbqqbSN08gEIAgECI2mpEljp83NT66mti3O3ElFfPekIajuXNHyXA85HpNwLJ2p42joNMV1St2DwrgrHMLmGyeO4FsPLkOqTACO31S9MgR8ehqfD7b32EIIVmzrJJrMtOnvFtTw569Mx61L0lLjyvsXZd9b35FkRODQN6Q4EGiaRq7VgrblQ1SwHCtUgaEslK8wW7VHhYZiozOYkrFn+qAufnphrKmpobi4mKKijPPLkUceyfvvv99nhTGoxXG+dx+ifTPuiWcRLj2cpN0Hv9n9jBCC5qRBYzhFUcBBgcuitiPF0q0Rlm6NcOKEIi48aih/f3MLpSEXZ08v479rWpg0JMANp4/h6eWt/Oa5dZi64Hunj+H3L67n2aWNfP2EYeR0P4U+Ey4/vgJLKpyGxv1vbOS6eaPAved7G6hIKZlWavLPq6eTthRFPoGu9h4Bne/vCaLKFINVDPFJmpN6toC026EzosDDrsqJDQRyZATjxZ+ClURUn4e2ZgHCHYAjvgzbFiNNL6mhR5K0BkVxb7hSLZ/uAnvxqD0QfGphbGtrIy8vL3ucl5fHunXrdjpvwYIFLFiwAIBbb72V/PzP/sPuCsMwet2LsfRRaFgBgPbB/xE8bRx2fuXBur2Dyo5ts64pxsX3vEckbuFzGjz4tZkU5CgMTWBJxYIVjdzz5WlMHx6iOZKkLOTkni9X0xa12NaeyPpzpm3Fw+9s5fCqXLa2xckLeAh6Mut1vrQknmrhmSUNnDKpmK/NrqI85CE/dGj5dX70mTnYfJw7qetIYtthfnbOBNbURZgxIpfxpX4CboN84OGvH0ZHLE3AbVKR58oK5b5yqLXNJ0Vvbs0UDACUw4dWeRRq3auwZgFi4ueQ+aMw6N32QkmU2LVVXn9pl4HCZ7ZLPGfOHObMmZM9bmn5lKOI/UR+fn72XnRdJ0/avQxk0+kUbR/jXp2awiXSpDGI2X3bT3LHtllXb2VzDruSFmvrIxw+1MG9l03lhRVNnDyxhD+8tJ5NLVGumj2ClXVdXPvgUjoTFmdMLeWcmeX8871aAIqDLs6YWszQkAMr1kFLT/oc50zNoyzk5iePr2R0sY/vnzGGxvYohX4dtzg0Zi87tktfY2mdzbceXMa8ycVUFflwaJCKdtDSvU2pLAd3vbSBVfWdfO2ECk4Y6f1YkcF9uW12xK/78eRXIkrGI4KlqBdvATvz/CmHl7BZRDqdOfYZEk/t22i1H2JXHkckbyJJ2fu3f6i3S2nprk1K9gt9MPXqUwtjbm4ura2t2ePW1lZyc3M/7WUPCrZtkx56BI76ZYi2zchJZxFz5u1z6LVXS+Nd/QRazas4iydgzriUsH1ozXY+KUWB3pUyigJOkDZVQZgwu5w7X6nLlph6+J1aKgt9dCYyQvrkojp+d/EUtrXHyfWaXHn8UIJGCtjZ5SaSVPzgX8txGBpnTi/nors+IGVJ5owv4HunDMd1iIjjoYjQdTotE0MTuEnsMhfU58rs+7odOpom8LlNNM2mLWWwrC6KUhZBr4OmSJIfP76aMVdNI8dl0hq1yPUYBIyB0f6d0oF+zLdwrXwCupqzogig4u0IMt7BuaoDs2UzfJiptKM3rsZ/0o9ImsUH69YPQQagMFZWVlJfX09TUxO5ubm89dZbXHPNNfvj3g4K7dKN54hrMFQm+Cb9MeI+3NE6tHUvA6DVL8XRug6CEw7QnX62DA0o/np5NUu2RJhQ7md4d7SiLQw+rE1mZ5MAnQmL0lBPMI6pC/wugx+cPpI8lySd2r3tmxCgCUFVkY8317aQ6o5+WrCimcuOHsJQ/4H5fH0dpRm8XBPjjmeXUhZy86OzxlLuTu0kjpW5Bn+YP4UH3t7Ko+9vw+8yuPuyatY2dNEeS5NKS3I8JhUFXjY2R0HoXPHXZWxti1Oc4+Su+ZPJd0lSUuDQFEr2PVenfSUpdVzNNai8Cph0Fix9DEwP9qQvkLZsAloS88VfwJiTer3P6GokkBciIvvHoHgg8qmFUdd1LrvsMm6++WaklMyaNYshQ4bsj3s7aMQsAXz8aDwlPmIDpfUfWyihJCMCUDUpgBACTdOwLMnGdslVf13ED84cx+ItHWxri3PShCImlOdwyTHDWFPfyZePHUZVUKJkgvRerFBznTa/vmAi97y6meEFPXZ7boeO16kzGA+/a+qigh89mrHi64il+dt/N3P93Ipe5ZIATCx8DsGbazOrPJ0JiycX1vN2TSubWmKMKfUzb1IxVYVeTp1cRF1HnK1tmWs0hJOsbYrzdEMnzy9v4pSJRZxTnYdL9E9xTEqBnHY+2oqnQElE9Xkobz5RRz7KUpgyCfEOhOlC+Ysz5aryKyHagivxPl1lx/YZf+QDykBcSgWorq6murp6f1zqkMRtgKZs4tJA7uFLjnuK0SedjbbuZVTpJBLBEf2uH4+kNZ5e1saKbZ1ccGQ50pZIBbc+uZpzDivnxAmFlPh1nMJmZlkBiEJsy0Lt0EFEbQcbWhP4XAZDAwJ9h7VqJSXTSgzGfXEUKakT8hisb4ry+WklFLjsj2N1O6Cxe2dtELEdrG2M43Pp5PnMbNAUZKJU4ymby2dV4HUaVA8PMm9iHg7SbGjv/bx7HAZ3v7oJgLte2ciUoQEmFvTPqG0pJSlPAa7G1WCnUPXLweHFOOXnmJoDvWMrVB2P+uBBmPVtRMdWVLQVlvwbRs1G07RBYQQG5FJqfydXdGG+dS8i0YFn5mW0eYb1qloA4NPSuKJ1KM0gVnECDD+eNAbJfpZ+p2kar6wK8/8WbADgv2tbeOCqGYwp8bO6vpNXVjbxxRnFeEUmmm9X3ukJZfKjJ2p4d0NmP/LWc8dz7HBnrw5ESokTiVNLc9YEP5qWkykiPdjH7JYyL/zgjDFsbo0xLN/L1GE5mDKJBOLS5LpHVrFiW6Z+5o1njuH+y6v5yxtbmFSeQ1WRj0uPq+D/3tjMtvY4E4cE+OU5Y3FpNhUhg9+cP5GXVjZz3Jh8nB/pMZJpCf3YMDsuTRxVx6OteQEAWXU8SWXiEinEu3+B0omIqeeglI3sqEOsfw2cPuyqE/pk8YBBMgwK4x5wmgbm+w8imjPGyvort+Of9ws6dkisc2kS78pHEetfz5wz9Yu0DZmFZfe/XlzTNDa19CzNpW1FMpXmzi+NoT1uk+My9lo2qiMhs6II8M/36jiusmq3VU/6Urmug4pMc1RVDo8trOP/3tzCcWPy+f68EXi1FOGkzIoiwNNLGvn9eaP4+RnDkVIStQTNnRrb2jPf7bKtEZbXx6kuc+JQaWaUGRwxbAiWZRGxDI6oyuXtmjaOrMplTJGbXQVR9ReSUhAddRrusmoQgrinhJQEXTeQ+VVom95BbXoHVTyexGFfRRt1CtJwElHuPrmEeEDog+0wKIwfIaglMCNbUaYby1GWrb0IgLTRhey1MuAilRVFAG3dy7iGHkMXfTtVY1dYlsVZ04p5enEDXUmLkyYUUuI3cIk0Xi9s7yAtYZKS4NEkfCTU3+/UKA26qOvItOvRo3L3WgpMCIHSDDQB0hoYUZGfhCW1Xazorqf42uoWzp1RyuQijYBTp6rIS01jJifjxPEFSGllPX9dAgr8vffU27pSbAo7GJWTKcG0PTXBr6e5+cxK4lYVbkPh6MeiuJ2oNIi6h2YOuh/VuC1wTpuPo2wxSEm6bBq6FUVLtIN3MF+xN4PC2Kfxa2mcb/wW0b4JAP3wL6ONPQUVqYdkFFF9Lrbm6rVvmBImzsIxiKbVmReKxuJJtRM38ndacu0PDPVJ/nHlVKIpm3yPvlP6RFvawfcfXcWW1jjXzR3J8ZVexA5uLF4tzZ/mT2Jd8p+TjgAAIABJREFUU5yCgIs8j46USYQQJJSJUuDRrR3qQGpsCAt+8fRacjwG182tJM/s/53xJ8Fj9h6MubqPPVqKO740kRV1XXidBpUFLqRM9jp3dIHJtXNH8cbaFg6vyuOllU24nTqjcnoEUwiBYRhoto3DGJzFd0gXougIhBCErFbM528CO4Xh9BOc88NMPcdB+iT9b1qzjwghyCOCUfMSBYktODUbw4pmRRFAbHwLmeiEquNh8lnY6SRx1Xs/JWbrpA7/Khx+GWL6BeDyoz1/EwEZ/mw/0GeElJKQmabcK3cSRcMw+NtbtSyv7SQSt/jhv1fRGNv5GkHTpiOaYv7d7/OlP33A1qhObVTn4j8v4/x7lrCmLSOIABHL4Kq/LmFZbZg31rZyy39qQB+Y/p27QwhBXczA4zS59NjhVBX5+M7ckVSEMuPeFAZ3v7qZGx5Zzm+eX8fW9hSNSWevqGmXsDiyKoRD13jwrS0s3NTOiHxP9u8SnQ/rbX7w1GZeWBsjqQbH1EC2mLfWsQXs7gFbshM92nhwb+xQQqlP9/9BYMA+3Tl0Yb74U0hlam0Hjv0fksEKVHAIomMrAHLY4cSLp+IMbwYg4S/fZUBNp/BitteirV0A3YbYIh0Hc+CVJvjoJHlXSeZtSY2fPpmpxBGJW9zx3HqG5Lqze1zX/H0pj15djUeksGTGaSf73mgKWwl0MoLQGNfpiFuUBEz8+sBcZq2P6Vx490JSlmRcWYBfnDuecn+mU5FSpyup8Z/F9ZTnujlnZjlX/zVjFP6rL01geqmJJqC2S2dpbTuXz6qgoSNBea6LYX57++PMls7M9wLw4vImfn/xZCYX9s9o1E+C8hX1HAgd5e6bJicHhr63cjZghVFPRiDVU65HNK0mFhqHdsz/YIa3gOmhy1NKPK3R6anInLSbKFPLspCVx6FteAPSMdTwI0k68/pdqsbesCyL+UeWs2pbJ1vb4nxn3kiKvGR/F0II6mMGCRscukaqO0Apx2OS/GgZEwUIyDFtfnL2WH7071U4DY0bThuFUgJLM2noVFxy70ISacnIIi+/PX/cgBTH+nAqa4SwcluEcMLi9TUdlOd5Wb41zKgSP2dUl5Dvc/Knlzdkl/hvfGw1j35tKpbS+fULa3i7JhMUddu54xnms3oV4Q7HerdrS2cSCntXVOlv6JrALSwsYZDYi1l4xFlE8NSfoUVbUb4CwiI0WKKuDzNghTHtCmH4ixGdDYBAlVdjWVYm4tQ/OnPSxxC2Nj2PwMk/QVgJkmaAmOxbTRuVJqsaEihgXLELr/bJBCbPkeIPF44lLTMFiXcMvtkW1bnong/J8zn4/ufG8MCbWygMOLlmTgXhuMV7G9pJ25JffnECPiOTniGUzfEjPDx5zQwMTdCekFx83zLKQ24mD8shkc58Sesao2zrSDEmb+DNYspCTnxOg66kxbGj83nwra3MGJHL9Q8tzfbNd140hXjSItfryIrc8HwPjV2KO19cTcBlcsPpY3jk3a2sbYxyTIWrV0Huinwn5x0+hOKgC6ehMW1YDpDcxd30D0wdQq1L0Rb/ExUcgqv6Qjrk7su8eIgjXvstdDUhXAECc/6XNgZtmjL0vQFC3+q99yMR6UI7/jpc8SaU7sR2BNARnzhgRkpJBx7QPX1upmgLg9+9vJWnFjcAMG9yEdef9Mndi0yVwhTs9HtY1xQjmZbUtSf47fM13HnhJCqCAuwkuQHBA5dPQiHwG3avTlkom5Bp0yUdXH7fIqJJm8ZIguPHFfT8m7og6DGBgZc7Vuy2+dvlU9nSlqCiwMu3/7GMCeU5vSYsy7aGeX11M185roInF9WhAdedNor5d32Q9bS1peLyWSMIeUwa4jqFLpU1ZvDoioDb4DfPrcNpaowpnkIoJHa5VN4fyEm3ob35RwBEtAVH7lD0inm9nssdMSL12TqNJCLobZsgNPEzuttDnD74jAzY4BuAJA7Ulg8Rz/8Ex9PfIzde+7GqTesC8mQbBeGV5Mm2j12i51AhKTVeXd3j/P/qqhYSn7IyiGmaRHGyth3CtpONEQ2XafCNk6rQNUEkniZpKV5bHyVsOUhhYCuNrjQ8tjzCsmZIfyTQSSlIdy9pJdOSTc1Rbj9vIl8+dhj3fbmaEm8fG5HsJ6SUFLrSTC/VKXJb3HT2OKqKfcwZnxk4eJ065blu1jZ0cdNjKzlrWim/PnckBnZWFAEaI0lsKfnqXxZy7u/fZ3mzzAZBtSXh7lc2Apm2/92CDQi9f46rPZqN8dHgmXRij32Dcn1kdugJHYA7G+Szon8+2fuIy+pErM3UiERaaCuewDzsm6TS+7aMGLTbMJ+7EZSNLnSCp9xEq9b3Nt1dmuTUyUU89O42AE6dXIxL//giI4QgiUFHUuPB12oxdY3yPDdrGuL84ulMsM3oEj+/v3gKCsEHG9szxtW24sXljbxT08bxYwspCbq47el1OwV4+A2L2780geseXo7L1Jk3qZAROYqjhuVj2z2BIgMVIQQ17Yqv3p+ZVV9/2mi+fOwwgh4nS2rDmLpgdImPCaUerHSSoEPnurkj+eWz63AYGlfMquDGf2f8VtO24o7n1nPPRWPRSOHUBV6nTrQ7+mxonhsN1dcWR/YJV7IFNrwB4+bCqudRvkLkqBPRhcIWu54lRxyFBE+4HlH7Aap4AhF3aZ9bOTpg9MEZ44AWRqk7wXRDOhMNqUJDs16oQghCKoLeWY/yhOgwC/hofIgWbe7ZQ1N25tjf94RRUxZfPrqU40bnIYFR+U509fH2GDXDwcK6FDVNHTzw5haaOzP7T3PGFzJiBzPwNfWdBFw6m1oTPLGwDkMTjC8L8Na6TODHyyub+PbcUQCsqutkanGwx/lGSapLDJ74+nQ0LZMTKQcDHHrQHdz+3JqseP1hwXr+dGk1t/xnDUGPyT+/fhgBh8ShMmkFmrI5bXyAI6qmo4RBfUei1+VKgi5MTWBLCDls7rl0Kn94eSNlITcXH1GKZfXTfFLNhNpFUDgapp6DKJ2EvuI/BLsasad8kTZH8U5uTGkJLZ7h6GMruwdpg89lX2ZAC2On8OI+5UbUiqdR/iISQ4/M+hvm0IVjwU8h2QVA8MQf0OLoXcxT+orQdTNTq003kb7Cz/wz7C/cIs3Ewu3Lpx9PFLtsk5V1Cb770DK+flJVVhQBNrXEOHlSTyh7UcCJz23wy2fW0B5NIwTEkr33BXVNYOqCGSNysZWi1wKWkvi6bef64ED0gFIfVeS4e3I85x8znKv/uoiO7mCbSCLNz8+oQO6wTaZjU+iEpU0phND4ztxRPLe0Ab/b5KiReVhSIsgs1w7zK24/ewRCZAp491c6HbmEjr4abfkTmWdsxTOIjW8CYLx0C/65PyfMzoE4SqlBf9Rd0vd+qANaGKWUWPkjCE+6GCllr411Pd6WFUUArWk12tDyXiPFdi1E8OSb0KPN2N4COrTQgOuthRC8v7mL1piFrRTv1LRy7mHlPPJuLZqA+ccMozzo4o/zp9DWlWRCmR+PLrGlQtcEeT4HnYk0584s47U1LZwxtZTxpX6uP200tz61hmtPHUU6rSgOOChy2/3WN1UIga7rH6tjFULQljLZ2BInP+Dk7ZpWjhqVh1SK9miKI0fm8rsXa7Ln17UnsJTYZWBB0GPy2tp2nl5UxwVHDSPoMYkmLQwNttv+Zjr+/p8Ok7ahNTQR57HjEKYD/39v7/mjlUTrxzUoDwh9sE8c0MK4nfQu9hSlOxcc3myuoyocg5QSw8g0mWVZSKVoE0HwBTNv6oMPwP4gnEjz4rImvnFiFX98aT3FOS7uv2I6PgeUegVKWgzxAgVOIIWmafz+oslsbE2wpr6TMaUBzql2cMUxpTgMjSv/voqqIh/fPGUk1z64lHAsjceh87fLqyl29z9hTCiD9zfHWFYb4aTxhYwMgdqHDdP2lMFX7l9CYziJEHDnhVO47qGlTB8eYni+B79T56rZI/jjSxswdcG1c6swsJBkRLUladAWTVPkNxnik1QPDXDM6HxueTJTiWNGRYijK/34BmCIni0lMQRCWrinnofx0q1gJZFTzyOm+XrtHzo08KdbIJ0g5SmiU+7emUnTNJRS/Taat78wKIy7oQMfoRN/iN5ZD54gKWc+uaQw1j6JSCdJj5lLmxr0QlRKcdzIXB59r47nljZw8xcmMKnci19LZuyyuifhmqbRnNBpj6YpChiYuuTH/16BVPDAW1u47ytTGRVUCEzOmVnO04vrWV3fmc25i6Vs1rfEKB7S/+zgltYluOGfmaCXR97dxj+umkbJPgwAmjrTNIYzy9ZKwYcb27nzgkmsqI1w8sRC7niuhs6kxbdOGYmmCYblOrMeqQ1xg0vuXURnwqIs5OKu+ROZUCB5tzaercTx/sZ21jYmqC7pv2Wl9oZSijZHCYG5P0fYFjHdR1L2LO5rmkZOeBX663cCYJRXI6svIWrv3LXmEUHf8gH4ConmjiIqHZ/Z5zi49L1BwKAw7galFG0EyMlx4Fr8IO7mtTByFkRbYcv7mI2r8M36Pl27+AEMNEJmirvnTyBhKXymwiSx0+R5W1TnknsXEk3aVBV6+cZJlb3y7OraE4wKOlF2Gp9T54ON7cydXJypqNF9XkmOk/4W6qdpGhubewxlLakIx9KUuPee+pPvM8nxmNnBw/SKHCYWCCYVBlGapC2WZvHmDt7f0A7AMVUzCbgyM5bl27qyqRrb2hNsbk0SLNKyxuPbcTkGrihuJ5Oj7Caz2dr7b6Yu0Fc/lz0WtQtxTDqHqMjpdZ4ebUIsuBmSmUGHt/p8EuXH7TYvsj/xaWfHByMJbrBX3wNCCJxNyxFbP8i8sOwJxIwLUVveR3Q1d1eeH2xCALdI4d7NZE7Xdd5e35GNlqxpipLnc1Lgd9LcmcTr1BlT4mN70I/byPwUHnxrCz86axwd0RSThwQYniNAQVKZRNPgNcH5ESPzmHTQmZLkOMVOJueHIlJKjhmVy59f30wsZTO21E9Z0MEeA6CETlLp5LkV9102lRX1XeT6nBT6HcRsiVtLI1Sa786t4qv3L6YzYfG12ZX8d107xTkuook0xaGe4BEhINdnAjaj8k2+PmcEC1Y0c+rkIqpyDQaiacK+YiuBLJ6A1pRJR1KePGzDvbN9ZCqWFUUA0bQKfdgJA0IY+yKDvfrekB95cLtHP7L6S8RwHoQb6ns0J/ReMw9dE7h0xX2XTaIhnCLf76DYCynbxNQkowtNLjl6KC+uaKauPcZ51QU4RBoUdNomNz5ew3sb25kyLIefnz2aQHeUaofl4JsPrGB9c5Tq4TncfNbovRZOPhQo90kevLKacMyiyG/g24Pfa1KZPPxhM08tauCsaSUUBFz89PFVSAXThof4XHUJs6o8IC2GByR3XjiZpVsjLFjRyPLaCNfOHcWvnl3L7edN4DcXTGLh5g6OG5VHuU+BApdmcf60EOdMzcOhSWx7YIqiX0vhCm8CO0U6t4oOubMvrNG9t6iGTEMFilHxDqySyXRKJx9dPlSeXFTpZLS6JSA05KgTdxnb0D8ZXErt84gdEniVUqSKJ+EsGotoXoccdyp2yWTUKWOJOXNxKBvd2LvB8EAhiUk4ofA6NLxaRpCEEDRHbd6paeNbp4xkQ1OUo0blUZ6jY6WShPIFMQn3vNVES1eKE8YVoqE4//BSLj68CKcmUbKnA1nblOC9jZmlwcWbw6xuiDGzLPMYr6iLsr45ytRhQeZNLmHxthjjS9zkOaxDOthBSkm+Q5LvgL2lytS0prj7lU0ArGmI8t81bdml5g83tXPCuAIStoZbZK5b157iN8+vy75fCDh6VD5rG6M8+t42ZlaGKA6YCNUzgJC2jY7NQJ3MmLrAvfZ5tNXPAqAVjMR7xDVE7Z7BnaZphCJr0F/7DaCQk84mUnFid1+w87MmnQGS0y/DEWtCmR4iRu5gruMhzKAwdiOEIFeFMRpXgjefRGAoYdtBh3TjOfxqTGURxyRlCwxTEOpYi77wHyh/Ie5p82nfg8HwQCAuTX7x/CYWrGimJMfFn+ZPIs+RwsJg0eY2OmIp7n11I8U5Lj5XXYy9Qx7cysYETy6q58Ijh3Hb02uYOSKXd9brXHJEMY6PrEm5zN57Xu4dZqI+l4HHoXPSxCJ+9sQqAIpznPz50knkGP1jdJ62FWUhN+W5bjqiaY4cmcey2kztz2H5HoIeB05NZvvmaUO9nDKxkPc2dHBGdQnLayMcVpnLr55dC8CzSxupyPdw6RGFSCkH0CymByEEfpFAt+KkDB9KaGjbFvX8vXkdpkoDO9Sv1CT60n+xvaG1pf/GNfRIEnjYHZ22Cc6yzMFAEsVDeFC6OwaFsZscotn6jADu6ReiSmcSsQ1ilgb0RJD5ZSQThaYkorMBh/dpjHHnDejk3s3tKRasaAagPpzgtbVtfOH/s3feYXZVVf//7H3O7W3mTp9Mn0x6b0BCqCn0oihFUERABbH8bKivSpEivtheFRERRUABGyACEnqVQCrpyaROkunl9nvK/v1xJjMZUkhIgpnkfp5nnmfOuafdc8/Za++11/qucWEsBfOWtTC1LsoJI4rwuTQq8lwo1S8CkMpaNJSE2NaV4sJjKvnb203UFAaImToZTSOsGSAEaUtSXwhfnlPPv5Y0M3t0EQ0F/cLhw4tcfPvs4cxf39V37O3dGdriJpEdGTVSR2guXMLGyB6e1SF2Tgl6L7WFPs6ZVM6ijV2cPr6E6fV5jCgP0h7PMqIsRGlQoEmFJnRM0ySkGXz7tCoydjVSSjZ2ZBCiv4H3uCQTavL5n8fX49E1rjyhkqjr8Hc/H0zyieGedxukOnENmUBmyqexG05GLvgTAKrmWDI7vf+6FHjtBIw9Dxb/Fbq3gi8fW7r2WJru6CZnGActMhsfUJ+RtnV4ChtAK9p1Y9tigDCnkdov8fEjEb9n4KNUGHSjlELH5ObzR/CNR5aTzJrc8tFRBER2QCdy3JAgzyxt4biGQr78wCIANrYlqSr089KKVqY3RKkpDPDzf6/lnEllXHn8EM6fUIBLWNg7zYF5hcmsBj8hr85jC7Y61xFyUxDUAYO47WJVc5bH39mE36Nx1YlVRPXDyzh2mm4efGUrGdPmUzMqKHQPNFJrW1Lc9dw6AN5Y286Dn53E1DIJeFHC5p2tWX73yiYmVEa4ZFoJQc1AKhNfb7WTYflO2/3NMxv49Qsb+Pwpddz49+U0dTpycE2daX78saH7LQk4WJFSojctgpTjnpdNi9BHNBMbMgN/tA5hGWSCQ0jZTrSuJgX5XcvRXv0lIOD4z6E6t2DWTCdmuxmMRuCQc4hHjIsWLeK+++7Dtm1OPfVUzjvvvN1u9+abb/LjH/+Y2267jfr6+r0eM2cYezE8ebjyqxGdGwGBKB3Rp5sakAb+2EbIxDCLR5FUebimXIZ850Hw5WGOPneACyoi02iZLpQ3HwVYaMRt12E9z3WgVAThRxeO4YE3NjOtLp/JVQFUb+Na7je591OjsBX4tV3VayJ6lu+dPZTN3QNHSLGUgSYFf35zC//v9GEksxZ/fnMLJw4vYGyR2G3ihmmajC9zcd+VE2mPGwwt9pHvMgHBpi6L259Y1acJ2tyd5n8vGIq0Dw8jYAkXNz++hrd60yuWbOrmZ5eOZUtHijy/TmUI2mKpAft0pSx0qVMY0IhlJa+vbSadtehOm6xqzTK1XNvlfmtYnDUqzKkjJmIq2edWBWjqTGEqwdGSpKGUAn/egHXS5SVlS1J9bk/H3erWJT4yaG/8pr9j/PaDpOb+gB5DciBG0eVy7aK+leP9sW2be++9l//5n/+hoKCAb33rW0yZMoWKiooB26VSKZ566ikaGhr26bg5w9hLzHbjnnkdrva1CGVjSTdxdyGa0AhsehG5/EnElEvQ1jyLO1pDsnwKsmwittCJ2y48wiaU3oaWiSGyMdg0HwqHwtLHwJ+P+6Sv0054wDnFHpT6ByMSixnVbqbXDkfDHiAdppTCjQEC3qvoZguNtozOI281kTYsPjmjivtf20R5vpfxVXk83jvy21NFLykl2xKS9oRBeZ6HPD2LjkVDHjTkOSNFpfoVR1p7+keIWzpTGDaHTWyxYTvasjs4ZUwxX/3zMlZtiyEF3H35BKbURiiNeNjenWFSdR4rtsX5wysbuemjo/nZM2uwbMW3zhnJ3c+v4+8Jg4bT6whrzndOKxctCQXCiQou9psoJfjWWcO56bGVSAHfOLMBrzSPmkolSikIl8GoM6BjA6JyEsIydp5ORJOS/PQW9LcecXKZvRHorb2ovBFM9cG9RVJKomYL2qJ/oYIlpGtPpGc3EbCDm0PXxq1du5bS0lJKShw95unTpzN//vxdDOPDDz/Mueeey+OPP75Px80Zxp1ot/y4CieiY5G1JZZt43GB3LoIxpyFeudPkIkjAN+UT9JWNh3bshECwl2r0F75uXOgUDFMuxyeu8NZTrSjL3sM14QrMAwDj1SEU00Qa8YuqKNTKzgiNEBt2wY7u8esNxOdhCnx6uAhiy00nloRw1SCP7+5GYBp9VEe+Nw0TNvmoTc2UxD0cP6UIVi2TdCjc+6kMoYW9uf5bYpJPnnPArKmTVmel998aiz5rt1I/Nk2lflePntKHb+ctw4p4GunN+CVh0+5Kq+0+OppQ7n+0WUoBaPKQ9zTWwPRVvDMu618Y/YQ7rtiHLGsYmN7hm88vJSPH1PJj59azeYOZzT5vb++y1kTyvn9KxuoLfJz9fRC4qbkh09vZN6yFoIena+fOZyioM74EsmsYQHGX+tULCny2X3FiY8W7GQ3smkRBApRS59ATf4EuMv6Pg+pGPrzPwRPyKm6cfznUIv/BlLDnHgJSfODG8YwCfR5tzr1HgGvbZBsOO/Iilc4CHbx+uuv7/t/1qxZzJo1C4COjg4KCgr6PisoKGDNmjUD9m1sbKStrY1JkyblDOMHxTCt3ibXaRwMS2ENPRU93YnaSVRctKxEq5jZp58qN8/vP0isBWGbKCH7XS6u/l5gOLEJ7fkfAqDpHvLm3kQH7yl0eoSRUS7ue2M7D7y+mboiPz/7xBg0Abc/uZqvnDasb7u31nXQPC3NvGUtJDMWs8eU8MqqVq44sZY/XzOFsG4ie120Qgje3thFtrce2LauNE1dWfKLdt9QhWWaj0wsYuawAtxSUey3Di8joGymV3t59Jop2AqEphHy6n0KNeX5Pla1W9SFbcI6LGtyRsOaEBhWf+tjWKqvaHZPykAIwbYek3nLnFFOPGPyzoZOXBImDxmCMgxKdgRV73Q70spNPKsIecCznxVXBhPZ0BA0TxixdQkqMgQzWj/gPgjLgKJhiPKxqC0LoWkx2eM+R8J2kzUOzIAJMwNGf7kv0bUFecTFKxy4Zbz99ts/0H62bXP//fdzzTXX7Nd+R6E88P5h2zY9BWMwy8ahSkY5K4XEHnpyX6/Osizsisl9+6hAIbaQMPNaCBWjyseSHXEmhmEgpUS0r+s/gZlBpLs/zK/0X2Fzt8kDrzujwsbWJP9e1obPpRENuOlOGsxoKECTgtPHlVJd6Ofi6ZWs2hbjoTc2MaUuyj8XbkViI5Vzzw10Nscl4yvzqYg6rbpLExQE966l6lFpKvxZir3Grn7dwwChLEoDirWtSa66dwH/e8l4PnNiLdefPYIVW2Pc9dx6NF1HKcWM+jCfO6WO8jwvXzm9gYjfRcir840zh5M1LUojHi6dXoFpmgQ8GnPGFPPl0xr47Cl1VES91BX79+ip6DbdXPvQCs77v/l89x/r2Jp28/LGLFtT+hEXaNZje0gcew2ZM24neeI3dkm9SuphGDEHteDP0LIKlj6G3rH+gI0iQFoPYQ+f4yxoLqzR52AcSaNFwDGMB/K3Z6LRKO3t7X3L7e3tRKP9NXHT6TSbN2/mxhtv5Nprr2XNmjXccccdrFu3bneH6yM3YtwHMraglTxC067GnWpBuQJ9CbpCCMIqjvLloc64GTvRgRkeQkyGUbaN9+TvYQlJb6cf27YdCaklf3NGk4ECTF/BERHMJoSgy9DpSloUBLQBCi4ubWAfLOjRWbAlwXfPG8lf5zdx3NAo3zhzGK09Gb7z6LtcdGwld35iHMu39PDqqjYuPHYIYd0EBYbSue/NFu5/bRMuTfDTSyewpT3BpJp8WntSpA2dqrDolewDS+h0pMGtCfLdh3/pqrilc8eTa+hKGixv6qG1J03ErzO+KoJp2X1RfmE3bO1KMWpImLufX8fHplUgheCu59by7XNG4nNr+Hv7CfleScCj89On11AU8vCTT4wna1r0GILAbrrHS5sSrNrmSJi9vraDaWs7+enTa/C4JA9ePYlS35HVeMctHUR4t+kWGVtiSdfAgKRMDwR23XZ/SdkaDDsbX+0JKM1NT2+7cURxCNu2+vp6tm3bRktLC9FolNdff50vfvGLfZ/7/X7uvffevuUbbriByy67LBeVejCJ2W7w9E7q9iboOjlQP4B0D/jzMU/5Np22I8kFkNjNoLzTXULeaTch0j2YgWK61ZEhDtCS1rnyvsW0x7MMLQnws0tGE+mVZKsIC244bwT3vbqJsRVhxlRG+MRd83HrkvFVEYZE/WgCbn1iJR87ppKbH1uB363zkalDuGR6FRPLNKzennRHBu5/bRPguA3ve2kDd140kq/8eRkLNjij7x9dOIYZ1W4MJXl+bQJbQSJtMqU2n5qQeVgbx/akM1/alTRYurmLhpIQP35qDVLA7ReOpTUtiboEtmUypSaPP725hVmjS/hN73zkJcdV8ZsX1rN2e5yPTiwCAZu7DP7+jhPI1BrL8I8FW3lzbTtzxhRz5XFFA9JeAAKegXGpHt15jjOGTUssS6nv6HI2pQPl+EpHI7cvQwWLMQuHHzQ9+5StkdJ6RzmH8XP5wTl0llHTNK644gpuueUWbNvm5JNPprKykocffpj6+nqmTJnXKOuXAAAgAElEQVTygY6bM4wHiNa1yTGKAMlO9NhWCO49JNiyFe0yCv7oETFS3MHSpjjtcccQrm1OsL41zYRSSdxys7I5SUWBj3suH09Amjy/zskZzZo28xs7OXtiOdt6shw3tJDisJexlREWb+rm/lc3YlkWk8pK+87jdckBc281RQG2x8w+owjw17e3ckL9UJpjNkIIfvCP5SgFEb+LP149iajHRhf/3YrrQgh6TBexjEXUJ/EKx9X+zvoOLphWwfzGTk4aWcT1Dy8FnL7Yr59v5Ji6KJceW0pEN5hZF2BIfgOprM3PL5uAJgVvrGmjLZbhF5eNI6Sb2LajECREf0pZxOcinbV4bU0Hlx9bskv3bUSxh8+dUsuLK9s4e0IZ8xs7AAj7dMojHt5Puu5II2a7sad9FreZwNT9jopNjn3k0DZykyZNYtKkSQPWXXjhhbvd9oYbbtinY+YM4x4QQiCEeN+RhfINzIGyvZE9bHnkUxwamPiQF3BhCsmPn91AXsBNeb6PBRt6mDOmkHEVQQqCbtrjWWqLAlRGfXz6HqeKyYNvbOJHF41j8aYlFATdfGRK2XvSP+DrZw7nxRWtFIbcjK/KY+W2BGV53r4cxZnDCxzNT81NY0uizyB0Jw3WtKT4wysbmVgd4eKpJXsV7UZKujIaUgoiunFQ0mtsobGpR4HQ+PKDi2iLZTl+WAHfO6seP1mm1eZz+W8X0FASImtafVVIACqiPjZ3pOhImkTC4MJkeL5T7HhNm4Fl2Vw2vYIrppfilf1u47KA4s6Lx/K7lzcyrNQJ9GqLZ/nsybV9xYt3xicNPjU1yiemFqILmFId5tyJpVRFvRR5zcGo8nVAuCV4sj1gG5h6rg7rfjEIH5acYdwNIZnF27Ycme5GVUwiLgIkrd27jnq8ZURO/hpi+3JU+Thi7qI9uljyZQq9fQ24AyRDVST2Uul7MNJQqHPLBaN4fW0Hp48tpjoMSUuwsS1JYcjLT592wqj/9vYW/vCZ8dx/5XiSpqAtZtAez3DZjGr++NpGAHrSBl85rYFj6/Mp9RoD3q2MYfODx1YwojzEhrYEWzvTlOd5uf7sEaxrjjMk30dpxE1bRuemx5bzqZl13P+qc9yQV2d7d4Ylm7tZsrmb2iI/s4f6dm/whOTV9Rm+/ZdluHXJrz45nhEFB+ZCFEKwoCnLTY+t4qyJZbTFnBH2q6vb2dhZwcgCQVXI5sHPTqIjYTAkz83dl4/n969twaUJqgsD/PWtzRQGnBzNHXiFydgiAQgMDBo7LBIZk6HFXsKagVAWx1a4mPaJERhIVm5PMrNhIjV5Gra9+1GzZVkILCxgSACGBDR25IUeTWhSkte5FPnqLwHQR56OPfSsAQWLcxxZ5Azje9A1Dd+6echl/wRArJ5HeOy5uIvGYAgdt5XC0Hx9BYqztqAtUI9saHBUK/ZgFEMyi/vlOxHdzjxPYOKFpCuPrHpsHmFycp2XWQ2VmKaJUhZeTXDWxDKeX97at9327gzxrE2xX/GPhe3c89IGAE4ZVcwpo4p5e30HXpeGsm1KfPYuRqvIr/jqaUO5/cnVRANurp1VT8awuPkfy7nqpDq+9chS7N48wDljS+hOZrnr8kls60oxekiIt9Z38cU5Q/nL/C20x7II4d+tYewxdb7z14XYCtKGzQ+eWM3vPjX6gO6Rrus8sWgLyaxJVYGPr5zmuN1fXdVG0KsDziivxGtT4hWAQViD6+dU0hS32daV4ZeXjSG0h1Gupmk8uyrOjf9YCcC4yjB3fnw4PmH0jh6zuICxRTuUWo6sIJpDgUdYyKX/6FuWK57CV38qmb0IhucY3OQM43vQpUI2r+xfkWhHGCk8zYvxbFmE2LoYd0Ed+vQv9NVoU0q9r4HTrVSfUQSQWxbgrTsVU2pkjCPHONq2PcD9rCmTM0ZHiQbdLNzoiHufOKKQiEeQsQSPL9rWt+2LK1p46PPT+PLsGvK9zr67G81IZXH6iBDHN0zDpUnCbnhrU4KawgCvr2nvK1ywfGuMz59az5ceWIQQgjsvHktrLMvPn1mDEIJvnz2CydUhbHv3eqmadIJQelLONeT7XLi0AxslWJbF8cMKWLCxi4jfzR3/fJesZfOV0xooD0pQu38WbDNDmRfKSiXvV8T48YXb+xaXbO6hJ63w9cZ37Ui1OFIUlz4MTKGhCuoQ3U0AqGAxlnTvs2B4RGbQm96hULiIeUvI2EeL4F4vg/BZyxnG95C1wBp5Otor/+esqJiE6tyEKKyHVscVKNobcXVtgPCIfT+uHsDVG9UGoOpPJLjoQUi0Yk66lA6Zf8Q2Vh4yzKzx8tDnJpPImFRH3XiFgRIaJw0v5OG3nAZnal2UgEeSr6Vhz4NvwJGgi2hOy2RmYXK5m2EfGc5ra7t5aaUzOi0MuVnbHHcMpVKsaU5w/6sbe5PhFb94di1/+uyEPZ4jKA3uvWISi7fEKM/3EvG5uP8/rZREepheG9z73OQesG2bE+qDDCubwM2PrSRrOd/yJ0+vYfbIaYR3ajMNdLoy4HNJQlr//Kau6yghUdZuomuVxazRRX2dkPriACGP4/7tMt28sroTn0fjmJrQHkedOQaSNW3So8/Hk18FmThmzfHErH1rOoOagfeNu6B1NToQPvZKOoqnHlGeovdn8LVrOcP4HmzbpjtvJJHTb0JLtELbelTPNigchjD6dSyVa//0DBOWjjb1KtzxJoTLi9z0FmLdSwC4XvwRwdk3ETOP3J6kVBZVQSDouAfBSWb/1IxKaoqCZCybrGHz/b+v4NaPjiKRNoj6nOCS3WGi0dhp0x7PMqwkQKHHICjSnDQ0QNknx9MayzCuMsK3Hl3Wt48mxIBo1qBXRxN7fmkNJG+u6+D/nm2kpsjPpTOq+c2LjSgFl82o5NqZJXuPahUazSmBYSpKgqLvu3iESU3ERXmel3XNca6bPZThZWGeXtZBfZGPsaUeFHDPq9v483+aKAi6+c3l4ynxGiQsF/9Y0MY7G7r45IxKxpe60CV9Da1lWcwdGaG2aDzxtMmosgB+mSWDm68+vJxV2xz1pvMml/H1U4eg9jC/eKSzvzrF3bYXWT4TIcR+GTWXmUS09ou0a40vo5dOPWqLQA8WcoZxN2RtaJWFuCJFePOGYuBCKIvQlMuQ61+DqikIT4igZvbNNb4XXUKANAhJTHkdBR3bDf5agrpNcMuC/o3TMaSy4KipadCPxObOp1ZjKYVScNKIQpZtS7C5PUVVgY+JZW5cYmDjLYRgyTaDLz6wBHBKXN33mfHkuww8wmRcsYBiL5Dh1gtG8r9PrUNIwSkjoxzXkM8PHluFFILrzx6OT9u1Uv2OiORtPYo7n14LwOrtcRZs6KS2KEBjS4JFG3uwji9lT0gpeWebwQ8eW4XfozNnTBEXTy5A7/W/KdPgK3NqmTO2lETG5CsPLiKZdT674+OjqYh6+PN/nJF0yKuzqTODnedm+dY4dz3v5CvG0iZfmjuU+es6mFyTx6hiHR0LrzAZVyQAF+AE96RN+owiwIIN3WRU5U5VBo8OfNIkGNuAiLdilYymQ0T22UB+kNxXU/fjjgzpc8PalVMxj8RUxb0xCD1hOcO4FwxbYbAjclTDrDiB/IJa5Jv3oi18hEDNsdhjLyFpD7yNuhREO5chX/sV6B5cp3yTdldJ3wuYtDR80z6N9uKPwbawj7uahPIwGF0OB0pAN/n++SP43t9WEA24OGNCGV99yDF4o4eEufkjIyn2mKSVi+6MIuiWRNw2b6ztD+Zpi2fpSJjk5+16/GKPwZ0XOCoXyjZ5dnWSygIn2Oaa3y/gD1dOpNDTbxljlotX1vbQkzI4dmjBgGP53BpW7wTmp46vRChrj7+Yicb61jhnTSynLZ6hLN9P3NTI0/vPFXUZ6FIQS5t9RhHg3aYYE6ojSAFhn4tLZ1Tz9T8tpSjsYe7Ykr7tPjq1gs//fiFKwb0vb+S+KyfSsJt7AODXbS48ZggP9xrbS6dX4hHWYGyzPjBSSoJt7zplowDpDhCZcyNdhzCIJma50E/4f3h6NmJqXpKBiqPMjQqDsV3LGcb9QGI7Vb17e39iw5t4Rp1HUgwsJxUk5RhFZYORQp9/H96Z3yS1QxZOKToCtYTOuB2UIi4DmPbge3gOBkLZnFTn5+9fmErQ5+IHj/e7nZY19RDPWARcLm56ohFNE0xvKOD4oVFOGF7An97cAkBpxENhcGD6ws5YvTmQuq6ztKmHp5f0B6d0py0Ke9MvpaZz70tN/GW+EyS1piXOd84Zwd0vNDK0OMhZE8o4pj5KSdhDRcDCtvfcwHldku3dKR56w9GHfWlFK/dfPXnANkopIn6d1dtNhpYEWdscR5eCMRURfvvyRu7/3FSeXdrCPxdtI+jVqS70M7Yy0pf/6Ryj/3jNPVmq8/xkbYFPs9FU/0jbhcnVx5czZ3QRbl1SGRGovVz/kYiUEtm8on9FNoE04qAf2ujSTttHYc3xtLW1HTS1nMHF4GvbcoZxP7CUwC4ZiewNwlH+Aizdu0t0mhICNDeYTrK5cgecShs7vRWWrfp7qkfly9KPUBaFHguJxXENBby4sg2AgqCbwoBkQ0eG/IAbIeD2J1YxJN/Lrz45nvuvmkR7wqC+yEuea6ekcyHZEpe0xrJUFviJuG3cGJimyTkTy3h8wXayls3E6jw2tKepjvjRMTFswaJNPX3X9cySFo6tL+C0saWcNq6EmqBBdUBQWBimra2NpO1iY2cWv9spIix3ehAsy2b19n7XZVfScMShe9+4uOVi4ZYEmpRMqs5naEnImStU8Itn17KxLUlHPMvN5w/jwTc1ThtXyosrWli8qZt7r5yEYRjomt6X/B/26dQVB7nuTytYuS3GFTOruXhqkVMHsxePMBgeBbAHY1t1wFiWhV17PNr610DZqGgthjsPD4qg0Y4mBUpBSo8Q7/UCSSkPa/nAQcEgfNZyhnE/ME2TVO0peEOliFQXZsUUYvauLtCY8uE65Rvob/0O5Q5iTLmctJF7ud4P27Y5dViIkk+Mo6Unw7TaCBHdoMOt0VAa5Ce9AgFNnWn+taSZK44tQhVITHNg0vnmuOSLDyzl2tn13P7kYlya4PaPj6IyYFGZp3HnJeP63KJCQHtWJ+jSCWsGn55ZxXf+shyA08eV8vLKNl5Y0Uo06KZifD56r6FJK53bnlrPCyscI/6/F41hepW7rxG1LZMrZlaxYEMntoJzJpaSt0MYSNO596WtPDq/ifyAi6m1eXzvnAZ6UhZn/OQ/AFQX+tE0iZHNclxDAZf+ej5KwZtrOxhWEuDkOg+Q5b4rxtESMygMuXllTQfLmhzDfs9LGzi+IZ/6PbhWj0aUUnT6K4nMvQmycYxACUm8FLTMR9MkasEjkO4mUDoabdpVuBPNiNbV2KWj6PKUHX1zgweNwXfjcoZxP4nZbuIFE3eSi9u1O2TbNu3uMnwnfgsbSdrs3yaXR7Z3vMJkSplElPtRKotSUBWRxMsG1quM+Nz8fUk3ja0JPj6tnDKf2XdPN7WnOHdyOT992qlQAXDHk2v58cWjHOOybhuWBfOWNXPt7KF8+5F3kdLJc9Q1yTfOHE5RyMPypm7ue2UjYZ9ONOgmawv03jTG7jR9RhHgwTe2MKNmGNg7XJyKcSU6D18zhVTWojys4xHOtWQtJ9r1suOrCbg12mJZtnZblAYsvjK3HlMJWnsyZAyLtpTAMAYa/q1daYRwArryXAZ5UZDS5L0ZlpomGJTd9UOIaUO7FgVfFGzwayZy3UuokuHQW/5NbF+GN7kd8ZxTA1Au+RuR024k5Y7iwiCNG7cycGW6sNxBegjk3ue9MQjvjXbDvqqqHmRisdh/47S74Pf7SSaT77/he3jvi+CTFvmpLQQSW/D4AqSUC8MWA3qZYZkm3P4ugfhmXKEoaXV4S8J90HtzsBEoioMaDeX5bGhLctKIIkYOCdGZNAn5XHQmTYrz/HhErytT87CpI83ijd1kLZuGkiDnTxnCT55ppLEtxQnDi7jjX6u4+Lgq7nt5Ax0Jg0TG4j+NHXh0jbtfaOTFFS3MHlPCrDEljCwPE3BLhhVqoBRZ3LTGswwrC9EWz3LyyGJmjymmNl97j9tNEXLZ5HtBF/3rdQkl+SGautL84ZWNLN/aw3PLWzl7YhljhwTpTNnommTJ5m7++NpmPjG9kqbONBvbkkQDbr48pxZ/bw6nkBoZpSOFpDzfR3PMIJE1+dKcoUwq9yA/ZMN4uDwze0MIQURm8NtJlObBldiODBbA1qW9W0hE+RjY9HbfPrLhJDxv/x7XwofwqjTuZCva67/CtfENPHXTSOHZ/cl6OdzvSyh0CAulx7a+/zZ7QYSHHKQL2XdyI8aDgJSSYPtitNfvdpb9BYRP/Q49dn+uo0cD35K/IDa87iwXDyc840tklEbW3FX2LMd7sE1OqvMyvWY0LpfG40s7+NvbTWxscxqb/714LMdVOAV8q0I2s0dGGTUkzP88+i4fm1bBrY+vwFawdEs3x9QXUF3gzO/uXHNXCoFHl0gBIa+LRZu6uPaUWpIZg7IgYFtklM4dT6zi8YXb8Ls1fnbZBG57fCXrWxOMLGugwAUZ5aKxw8C0bYYWODmJy7encesaPo/GxlanduRf3+5vMDoSWTKW4oWlHdzxLycA6ZpT6+lKGmRNxXfPrOfaU6oJeiQR3ZlPtYXGC2uS3P3CekaWh/jq3Fq+f2Y1GQu80t6jis7RTtTuxPXcrZCJ4xo+B2PEmeiJbciJH0e1rMZuOBU7UITL5QcjCYEC6G5CNDsudrH6OcSUS5wuRyaG1roSUXxM7h3eEyrnSj0q0TQNuWUhaC5w+RHJdnQjDlq/YXRhIXaKiBOta/C3rcC/6t+YEy+iw12Wm+TfC92mm9dXdyOAmQ151BT6+4wiwLPvtjC6vJawzKCUTanPZkhQ4y/XTKI5brFz0O/CDZ188+zh9CSz3PKxsWzpSDK/sYPLj6/C79YYVRFmXXOcY+ujRFwG+brV55Fsjts8vtCRsUtmLR59awtet8bb6zv51fMb+N7Z9Tz06jbufXkDAB+ZUs6wshC3P7GK750/ipvudxrX4pCbb587knd65yBPG1eCR9f4+bNr+67zT29u4ptnDecX8xoZUR7iggmOK29H+9sUg+//3XmmtnalGVsR5uMTInjF0Rlcsy/ouo6+7FnIOIFRctW/oWYGrb5atKqhyOrZTpAUkDf3BmSqC8sXxd21YaCrWvSLyatAYc4oHmHkDOMe8EmTQGILIpPAjNY6xYf3gGmaqBGzkcUNqGQnFNRhuCMDolXT6PhHno5c8JCzYuhJsO5FaFmFPu82wmfcRhdHRsHig40pXNzyz7W8vtapCXji8EK+ecZQyiJetnU7kb8jysN8+t6F/OySsRT6NbbFbTa0Jakr9FIZkVx8bAV/enMLBUE3F0wtpTQgeXB+N796xFHG+f55I6mJKNZ3mXzzz45L7Z4X1/PA1ZOp3snL5HdruHVJttdHXhrxsmyLE/CSyFi0JeGxBVvxuTW+NLcBw7QoCXuZOayQtli/JmtLLEvQLXno81PpSpoMyfPg1WzqigMsb3KmGeqKgrT2ZHlueSvPLW9lak2EoTsF05jv6Ugls1bfHHaO3aOUQgUK+42c0FC6B6V2rc3ZSRC8QVAQzh+Kr/4ExLalqGGzsAuGIupmYpeOIh6sGozxJR8euRHjkYGmaYS2/Qc5/w8AyFAJoZO+RcweqBOiSUGe2Y5MdSHTHai3H3Q+cAfQ5twI9M8hmpYiNmQ6/oKhSGy0tlWw5nnnQyuLsEx2iZ7IAUDWEizc1F+EeMHGLtzS5u5PjWXJ1iTJrMWrq9vY3pWhLWHywBtNPPtuM9MbCllX6OescYVcPaOUC6eWOkWONYOejIu7eyveA9z9wnpOGDqO7d07yf4paOrOUhPW+0YEpUHBbz8zmd+/vIHhZUEmVufx0OubKAp5uG52PW09aSbX5jNrTDEdcYOspdjWleaYoVHyA27cmiRr2UT8LvICLm7+xyoWb+4m4ndx32cmcPsFI/nrO9uRQnD88EKuuvedAdezMxVhjc+eXMM9L26gtijAKaOKydr2UaiftO9YlkW66jh8mR5ExwasMefRIyPwPnnEPbabzOiLcI2+gLTSsZRAG3vZLqL5OY4McoZxN2iaRG6e37csYs3oZhLkQMOYZ3bgeuYGyK+CYFH/B9kE0kjskjicsiUpdylCCAqKdXT9CTDT2BMvIqkFc73OPeDVLD45o5K7X9gAwGUzqvBIC6/bYniJj0t+/U6vMLhTHuqJXlfn88tb+Orpw0hmbcoDAldvcI5S4NagvsjP6uYEACPKgrikTV2hr09PNezTiadNOrJe8l0GXaabX/57I51Jg2+e2UC536YtrfHVM4bRFstyy+Mr+O65o5hYHWFdc4JfP98IQG1RgE+fUEM0oPPA56eSSJsUBHRiKYMRQ8IURzyMqYiweEuCkpCLK2aU4cakM6txTH2UxZu6+eSMKqrzB4oYuDA5f2IJBUEvG9qSXPrr+dxx4RiOq3Ifheoq+06P7SU1/KNIoZz5/X0U18hYkOlrMncdYe5Ak4I8ow2ZbMMKldIl8w/SlQ9SciPGIwPTtLDqTkTb7swHqcJ6TFdgl0R+mWgF24TurYiGk1Cb5juJw0UNjit1D8+DUooOdymh029B2iZJGQRsitJbIdmBHa2jQ4Rz8xa9SGVx4eQijq3LRwioztMQvaou5QGbP1w1if80djGiNIi50z0TAkaWh3lldTsv2jbnTiwh6nLSKTxkufPi0Ty2sBmfW+f0sUW4pUl5UHHLx8bQ2JJAk4KfPrOGn148huJSD/c8v4mnljQDcMldb/PoNZNYti3GD/+5qu+crT0pThpewNcedly0Z00oo7rQT02hH6Xg8t+8TTJr8Z2zh+Pz6Ly8spVLZ1Tx2Dtb+wQBvjy3ngsn5BHWstx2fj0ZS+DTLAwbWrM6QbfEJ5zv0ZEwuPWJ/jJp/1y8HdMuYXy5j0CuekYfUkoCwnFlJ2x33zzioSDfaEF/5kZQNpruIW/ujUD0kJ0vx8EnZxh3g23b9BSMJjT7u5BNYoQriFm7plbYwWI0zQVmGrXqOdRp38fMpjH8Jbu4XXd3ju7eOUWhBIU9q9Fe/hkAmidEZPb3D6mG42DDjUFDX8e7v1FTtk1VEGomRLBtm6Tt5mPThvD0kmaum13Pb19s5M11ztzkG+s6+MXFI3H3Cmvn61k+M72YVW0WN/5jFR+dVkG+Xyfs0/n7O01s6UgxrDSApuvc92YLYyoj9KRMXljRSiprYViKPN/A58Lv1ojoWT4yuZxTR5fw6qo2/r20me6UQVHI3aeJmrEUt/zFMZ6GpQao5Dy3rI2PTYgCFroy0CUkLDc3PbGW19Z0UFfs5+eXjCFPz5Lv1wbMtY6uiPDDJ1dz5YnVnDs6lHPz4aRnFGS3o73kaBN7T/gS7b6qAfdGSkGe1YlMtGEHiuiSedh76ZgKIZBS7nZkLrqb+kdJZgaZaIPCuoP+vQYNg7CDnzOMeyBjSzLuMnCzx5Ffp8wnf+4NyHir8zLpUSyp9tslqmlaXyi4c/IYMtsDrpxh3Fd2NHJ+aXDdiWVcdfwQlJD8+vn+ecS1zQkMG9z9AYVsjSmuvHchFx5bydauNLG0TmnYw08+MZ4lm7tpKAny6d+83Vc38fqzhvPa6naum11H1AsRt873zxvBCyvaOHN8CTV5TmM5oTrM/PU9vLOhE4AHXtvELReM6TvvgIT9zhQTqvNY1FtD8eyJpUjsAQ6KdW1pXlvjGPjGliQLN8c4udZDSDP49eXjeHdrgnja4vU17bTHs6xpTiDHRnKGEQhpNnrbJhh9Jqp9A9rLPyN42q307BQDkG924Hrm+44HSHOTN/dGOkRkt8fzCYNg91pE5ybsyil0aIUDjKiKVDhRq8oG3YMdKETu9khHCznDeFRhK0W7yIdQ/o4Vu2yzL1qLlmWhKibDqmcBUKESTE9ebs7xAyKViV8CQuPaWbXc/Jjj6vzCqXX4NGvAe5rKWpi2YnR5mNXbYwTcOve+5ATWTK2LsnBjV59RBIinTf751el4VBqJojMrmVIT5szREUzDQCmb1rSLje1pNDkwmqog5ObCYyrwujRGloe4+uRa7n1pA/PXdXDnJeNZ2xIn7NMZXqhjWQPdoD7XwJCasLf/1S1wZZlW5ee2f63npZVteF2Sj04u23utyCMYJyiuA5lowQ6Vose7UP/5vWOo6k+AIeN5b/CujG93jCKAlUVLtEAwQkgz0K00Gc1PWrnQdZ1Q2ypkbyFzueIpIqfdTCf9octdrkIic29wRp+hMrpk3tHtSM2NGHPsQEpJ1GxHblmIyqsgHq4jZe/+djsajlVE5t6IyMQwg2UDxAGOdmyhETM03JozItznuVdlMXtYiFGfm4xSiiEhiVQDjUVZSOP8yeWEfDql+T4Wbuhk5ogiGlvi2ApKwh5qi/ysb03icUlmNORTFfXS2p7khXUp3mrsYlRFmJKwh7GlXpKm4lP3LqI7afD5U+uYNaaYBeu7uPCYCmqjbraWhXh6aTMuTTJ7TBEfmViEjcY19y9iQ1sKlyb4/ZWTBqSIANTma3zv3OH89e1tzBxewKgSDzu7lH3C4Ntn1PKZE6oIejSKvBZH62Axb8foT0i0E78ES/7e79pc9zJizrfRjSSICG6piKS3onkC/aM8oWH7C8mXSdwv/AgRa8Y98eOEfPmwdTGifBwUD4eWVWBlkdk4uPt/MEd2rhDChc6Ko/WH6GPwff+cYTxEROxu9GdvAtOZ8A/OvI50ZNQeG3XThna9CPSiweh5OGRYaDy2pJuf/HsthUEPv758HCWeXYNKkraLrpRNxCcJyP7PpTKpDO5Y2vUF9QiT604qJ2lpmLbN6MoIP3rSGWE+tXg7t184lp9eMpa2WIZ8v5APHg8AACAASURBVE6Jz3Fwxk2dR99qYnRFhDt6g2/OGFfCRcdU0N2rz3rXc438/LLx/L85dYR1k/VdWW76h5OQ/9a6DsZXhhhSKlneptjQlgKc+cY313VSOylvgKdBx+T0EUFmjxiBjoVl7Toa9Aqj16DaR3VbLBMtoOmIaZejmpZApAzaeoUTPCFUWyMirxp8ESKpJrR5t0KkHHHcZ1BSxwgNodtVQHTbG4iYE2wl3QFUr7IVG95EHPNpVMsqVEEdWW90MLb9Hx6DsD07ul3fhxCZjfcZRQDRtg4pndsthMDlcvUt59gzzUn48TNrUQpaYxnufXkzLtfAgJduy821Dy7n43e9w+f/uIwuc//q0ruFSZ6eYcIQP93JbN9601YEPZICV4bhUQh7YEmLzbPL2rCQTK2L8tLK/oLJ/1rSTNDnwq31/65hr0ZYpsE2iaUHGrO23pqKBUEXHlf/PiPKdx80Y1kWwsrmUjHeBztYDCNOQy14GFY9A6ESGHUG1M1EnPgF1Ma3MPzFCCEQnZucnbq3ol6/B8MdoV1GMS0b5entUQmJyiYGnsOXhzHrO6SmX9dbYSfHnlEH+PfhkxsxHiIMbxQ9vxrRuRGkjl01Fcuy0KUgP7UZufYFVNEwEqWTSNiHt5j4fxNdc7RLd0zfRnz6LqPu1c0p1vTmIza2Jlm5PcmxFfv/aLvsNLNGFfLAa5tIZi1GloeozncBBkLT+Nvb7fzqOSeY59pZ9Zw2rpR4xuSR/zgFk48bGiXqtbn/6kms2h6nptBPbZ7oe7frCr1MqomwYEM35XleJleHgSylPos/XDWJt9d3UV8cZEShzs5u0hz7R5cWpaD2OOSyfzorFv0FSkbB8FMwXUEy07/QO1WhsIuHIaXuzC/68rD8BX2/Vyq/Af+Yc5Db3oXiEeDLh1QnKq+CTKiSLtubGynuC4NwjlGo/1Ky3NatB6a4frAoLCx0KmsfAsIyjSvZhvKEyLrD6FYGtzCRT1zfN+dhz7iG1vyxh2XO4qG8N/uKEBpvb83y0383Ul3g42un1ZGnZwdss7JDcOXvFvYt/+bTExhV8MHOJ6WkNa3RlTQpCekEe3MBTeHiij8sp7ElwVkTykgbFvOWtfDJ46sZVxlB2TZjyv2EtOxej59Sjss35NUIyoHbCiEOy+dgfzjYz4xLCoJmJ8I2SXoKSFv7Jg+lS0G0fTHy9btBaqiTvkw8VEvCHLi/JgURswOZ7sYMFNFNcMBvoOs6OjaGEgTtBJoRw3CH93uUeDi8S3ujvLz8kB1bNT53QPuLulMP0pXsxzlzhvHQPbBul45A4bFT+Bbcj9iywJm0HzIeFj4CgD3uo7RVzz4sw+oPl5dZCEEWHZcErF3nFw10Xm1M8OTiZuaOLebEoUHc+zHi0nUdhMAyzT0aJqFpPPR2B798bj1fntvAT59Z0/fZ7DHF/ODsagwjl1B/MJ8ZTQqiXcvRXvkFoLDHX0BX1clk7X01jhC04yAkMRHA2keFm0PB4fIu7YlDaxjnHdD+om7WQbqSfSfnSj3I+DSFjolL2LgW/gEyMcTwObBlgbNByypEzTGOt8YdwKqYfFgaxcMJpRQujF2Uh3bgwuTUoT7mDK/Hsixse9+NYo/l5o+vbmVzR4rPnVxDXUTt9vdQlsX5EwoYUxHG73XjdUnShrPd0OJA7jc8BHiEhbb4UXb4NuXiv+Kvmk6WfYvYNm3oItg7VTW4R+KDmkF473OG8SCSJ9N45t+HaG+E4bOceYvtyxFVUwdOIXsjiFO+hh0qocMKDsoH53BA6i5s5UjGfRAxZ13Xue/lJh59qwmABRu6eOSaybu4anfgFSZjiwSFhRHu+fRE/vj6FuqL/ZwzvnCXvMMcB44tNFReJaJnO+CUd0L3IIzB73I+qhiEv9UBGcY33niDRx99lKamJm699Vbq6+sP1nUNOqSUuLcuQGzrrQK+9DHElEtRm99Bta1Fjb8Asf5VqJiI6mmGRY9AqIS8k75Op8op3Owv3aabu5/bTGNrgi/MqmNskUTtp1ixQrKpvb+aRjJrOaPAfXgr6iI2N5/tyIrljOKhIW0qvOMvxh0pR2aTiKqpeN65j8Jhc+jwVWHtR0copBnoZpqs7idhHfz6I0II8lUPWmwryptHj6d4n12+RzrqACNL/xt38YDyBSorK/na177GyJEjD9b1DHLe8wD0/qJ20XC6a2bRc/L/YFdOc4wivVU72teQY//QdZ2H52/n8YXbeHdLD1+4fzEt6f1/lG3L4POn1OLtTZW48sRqCvaxJKZSCsMwcqkTh5gu20tn/VnYxcNh3u2ITW+jPfdDIlbnPh8jXybxv3Arnn99k8A7vyMk9x4g9UGIEMc97wdoL/8M/d83EkluOejnGLwcZekaFRUVB+s6Bj22bZMtn4Rny0JEeyP26LOxyiZinzmWhAz1FraV+JQa2BvxhPZwxBx7QghBS09/jqhpK7Kmgv1MJ1NK0ZAHj14zmYxpU+gT6Lk0icMO27ahdV2/eo2ywEiBe/dapjsjhEBvWd6fqN+0EPfwueCrOqBrEkKg63qvx8BCS3dBJtb/ecsKtNqaXMcJjj5Xao6BdNk+/Mdci45BCjfGjndiJ49P3FNCZMY1yLXPY1dMIvk+1b+llAgh+l4wIQR+aSFQJJVrwLyaSwMvBgYu0kfw+2gYBlfMrOSNdR10Jw2uOrGG4sAHc7gopch3GTvXlM5xmGFZFlbd8cjGlyGbQFVNI+Mt6Htv8kQKPbEd5QnR7SrE3Ol9Ukrt2vnUDywhXwpB1GhGe/dpVKSSVNV0LG8eLm8Y0j3OeUtG5YxiH4PPML5vusbNN99MV1fXLusvuugipk6dCsANN9zAZZddttc5xnnz5jFvnhO2e/vtt5PNHnx3xgdB1/VDKra8p9w0gY16H0+2THUiN74BPc2ohpOx8mvQOxrhpZ+CZcKJ12EWOW5sYSTQlj8JK55GlY5CTbsc2194QNd+qO/NgbKtO0vasCgOuwm4P7y69Yf7fflvcijvjZZogWwS5S/A7jV2WqINnr4BEW8BBJz2XcySMQP2k+lu5MqnoWkxjJyLVXUs6gCMoxbbhnjs62D1tmGTLsIc+xG0nq2Irs3gz8fKr0Fp/QpMh/sz43bvn1rU/mCvfvKA9pfDzjxIV7LvvO+I8bvf/e5BOdGsWbOYNas/H+Vwyek5VPlFYZnB2zQfEq3Y9SfTIfP3K5JO13WijU/D0r8DIBpfQc29EV7+OfRG6THvDszTb0NPt6Nluh2FD0BsfAt7yETa8scf0Hc43HOvXL1/qZ4EqQ/xvIf7fflvcmjvjQSCEMs4f0BBdhuueEvv5wp743w63UN2Ga3pNXPRa2eTtcDuigExPihRqxu31d+xV52b6e7uxjDc4O8dHHT2DNjncH9mDmUe42AcMebEOg8Buq7jXTcPueAh5KpncT13K2Gxf023FALRtlNgTiaONNMDlfqVjTvTjv7Mjb095p2wbcR7a+vkyHGEYXnC4A70LaviEbtN2zFNk7Sx/yk9uyPjykfVHu8saG6sYbNz4g57Q6kD+/svcEBzjG+99Ra/+93v6Onp4fbbb6empobvfOc7B+vaBi2aANHRXyCXTBxpZUDseykpwzSxR52Ftn05KBtVO4OEHsY/43PoL/4EbBPrhC8i4k4vVHVuhoaTofE17JIRZItGov6LSh85cnwYdBNEm/1dZEcjBArp8ZUf8uc+YWsw5kI8w+di6x56RDhXWmpvHG3BN9OmTWPatGkH61qOGLKmhT36HLTmlaBs7KEnkdaC+yU47NRorCZ8+i1gpsl4CkhaGim9hOCcmxBA3HaT7+5Aam5Y9woMmYB95i3E8JGycs6AHEc+SinaCUN0grPiQ7JPCVsjofUKju9n/uzRx1FmGHPsHpewwTYQ069CaW7M/DpS5v4Hh5i2okNEwBVBlzq6dFxCMWtHCKWiU0bJm3sjMtWB7S+k0w7mVEFy5Mhx+DAI26OcYTwEhLLtaC/c2ddP0qZ/HhEd94ENVp5M417zPCLTgzniDDpEpO9Ytuo1nv7enK5B+BDmyLE7NCkIkQSliIsA5gdwkQohCMkM0sqSkX5Sds6T8uEz+NqknGE8FJjpAYtSd1OQ3gRmlmyokh5730Oj3bqGZ/GjiA1vAODaupjQ7JvosfoT73YU7s0FAOQ4UpBCEE1uQHvhTlA2rpnX0REZsV8VMoQQFNON3PouSA23aeKvmIyJJKa8OeH3HHskZxgPARl/CXrVNMSmt1ClYxDxZvQFfwZAlo/DnHIVyX3Ua9SxEN07yUulupG2wY6M9KhM4lr6GFgG5pjzaVc5JZ0cgx+/NNDe/K0jxA9or91F9Kzb6MS/zyPHPJFEPPdDVLITQqVoky9CPnk9LiFxn/w12r0VOeP4YTAI52BzfoVDQNx2EZtwGZkzfohx7NXQ+GrfZ3LrEtx2Zi97DyRtS6zxHwfh/FT2uI+SEo6gp09TuP7zW8S6VxAb3kR/8U6Cek5tI8fgxxYayh3sX+EJoq19kfyeVWhy35otLdECyV5N1dpjUa/9xknKN9Nor9+FXxweIiNHPkeZVmqOPZO0NJIihG5rRCunIrucUZ8qGoYhPXusLfhebNumMzSU0Om3ImyDpDtKpreKuYaNSLT2bSuSHWjKAj48FZgcOQ4FSVPgm3EN+oKHENFqKBsNr/wCbeUzBM68g7j04hUmSkhSexCUsb0RkLoz6rRM0N1g9FZT0T3vqzyV4yAxCOMecobxEGNaFomak/AVDkWYGbJ5Nftd9sa0FZ0i7Ni7nQxqSun4/n97bx5nV1Hn/b+rzjl3X3pLd2dfOgtZCCELSyAQQiAgKogOi4OO8swwI46KPi6IgiCCuCAzD8o44w/RHzgz/FRQnxEVIUQgbIEQ1oBkA7J2er/7vedU/f44ndvd6U66m3Sn00m9X6/7Ss69Z6l7+tz6VH3ruyy6AuuJO/2wkJP+jowevtROBsPhpIUEYxZdDs/eg9izEbHoo+iXfwPSoSqzA/u5u9FOhMgp/9DnEkK7VUnlqhuQjX+F6inoSSdhPfMTEJLSKf9IVlmMRseQ0cfou8dGGIeRgKUJ4lLEoSky1X9zCM3tntK0Jo8jfv6tgCZjJXskUDYYRjNRy0OsuRPR7heS1vl21FlfRKgi9urvgFdEAPbzPyd0ymf9Wprd8JSmSdYgxo5Ba40QgvCya0EIcp4pdnzYGIX32QjjMBGVLtG3/ojc8gSRiYvIzr6I1EG8UeOyiFNK4TrxQXmtlmeTcNiCmw2Gw4HQClFId71RyJAXId/5THXZT0UxhzhI57tPALXWZL19aRJHX2c9ehl999oY2YeJcGY7cuNDUEghNq0h1PH2AfetkDkij3+PwB+vJ7zm29SpJqp0O9LkOjUcw2R0AG/pVf46obDwlv4TGeWQJoJ3+qdBWBCI4p70yaO6zNqoZ/T53pgZ47Cx/wj2IC7LTsf2srlIpPYg9rxO4KUHqDz3GzTLykFdNmq5BLwcJStM2jN/XsPoRSlFS3Qa8Qu+C2hSRPE6wytaK+YQff/30MIipQLGLHpEM/pMWabnHCbysQlEpp+F3PokevyJFCqmHtATVXerDgCAEwKviGzfDpU9hdGRkCg1IYpZiI+hpAQZQrgKkrJA6OkfI/a+SaC6AXvpp2lTA09cbjAcKVhSUOE2I9ItqFgdrSKB7hxcWpaFpxTtet+zbUTxiGYU/nmMMA4TaeVQmvMRQnMupIBN/iBJvVOhepKnX43c9jSMmY7e+QoAOl7bYz8hBBWpTViP/yuccDEisxsnUkWwVKK1ajZO+7uIvW/6+zZvxml/G+Kzhu9LGgzDRGVpL/afbvQtLYEoFed8g3aZoEakEKldKAXZxGQyyun3XIaRxswYDd0oeIIC/TvSFJRExeqQTgQRr0d7Lhy3inantsdoy3Ec5KbH4PgPwubH0R27QUisU64k5qVhv6rk2jazRcPhY6jqfwohkC1bu5YfihmsXAu1UQ+e+DGk92AdfyFRPHKJ2SiliEqPgNuBssN06LAxrR5JjMI/hRHGIwSRaYata9Fb14ITwquYTCnQs6PxPA89dh5SlXxRBL9WY9MmqJ1HJjKO+OIrkFvXoiadTDY6fjQO1gyjkIQsEGx+E6upROWYObSqcL/HCCFIiBzSzVNw4uU0iVprVMWkLs9AK4BM1MLLv4bWTie29fcjz/gMUkoiokB0wy8Q7zwHwTj2yq/5pagMRwijTxmNMB4heMkJWOEk5NrBDuMmxvd6njzPI1O/mHip2V+HLHUmK6+fS0qHcJWiOG4ZzvjTcLXE9fp31QtJRVCUKOKYGo6G90TAloRf/Q1i81/87eoGYqd/nrR78OepSrfj/PkWKKQITFtGYP7fUNKSrGfRFqyjYtU3EJkmVGI8spDpdbyO1uB5HsFCky+KAIUU1ransBouwBvA8284DIzCXKlGGI8QWomTOPt67EI7bqiCDh2hr5FWRtnknLFUnnsDVuMbEK8nFZuM6/kPn+d5nT4+/XcKcVkk8uqvENueIjR+Ac6JH6NDBfs9zmDojqNLiD2vl7dF82ZsXQIO/CxZloW1+SkopPwZ4dg5BP9yOyGvSPjUq2gJjKXJroNkHQCVIoVdNxvdvhPSe+HES2kP1KJd7S8ZCNnVASfGklRtWK1bIVxJR2QcBWXSJI4Yo9CsbYTxMGFZlm8iOkA2f6017UQgEOk0fx74YVJK0UwFou5Ufy1lPw2MWyUsVSIvQwd1+gmmdyC2+gnOxfb1BKedAfGZg/1qhmOcgraJHnce8vl7AVAzzyanD+4Uo7WGaLW/MeVk9MY/IjrNpPbq7xE7/1Y6uq3Pt8sksnIa1om1EIyRspPkXf830mFXUXnWF5EbH0KPmYWuaSDw8M2+6AKJZZ+lKTnbrDuOFMM8Y9ywYQP33HMPSinOPvtsLrrooh6f/8///A+PPvoolmWRSCT41Kc+xZgxYw56TiOMh4EqkcbetAaCCQoTTqJ9iEIo+vqhV4kMzurvIdKNBGadi5z1gQOXuJLWwbcNhgHgKk3HuJOJnjsVRwoygRoK/ZjllVLk6uYTPv5DSCcATZu7fVhifzcepRTNogKCFZ0X7Xn9pshUnJM/h9KaRG47VqcoAog9r2NVzcN1D5Bt3DBqUUpx99138/Wvf53q6mq++tWvsnjxYiZMmFDeZ8qUKdx2220Eg0Eefvhh7rvvPj7/+c8f9LxmUWmYiVslnMe+i3z9IeSL/03o9d8QsIfutgshCDoWQdvCsizst59CpBsBkG8+TDi/t8/jwtL1//izV0GkEj3rHHLxSUPWLsOxRd6TNDv1uHVzeyTJl0IQszwidu9BXEoFaZl2Pq2TV+KechUEomAF8M74HGk9OJO+1ppiqYTrurjBSnS8ruuzCYvMeuNIotWhvQ7Cpk2bqK+vp66uDtu2Wbp0KevWreuxz7x58wgG/edpxowZtLS09NtkM2McZixVQmSaytuiZSs2iqGoBCeEoFq34zS9g3bzUHccOhDpsY+jisRlgdR+a4ex9DvIx74PY2bA5JPxpi0nbWLCDEOIJQVV6S1Yz/4/6FCS8NJP9aqC4bouLlAK1BM771YEirQO4Q2wGHFfdKgg8swvY6d3ooMJOgJj0IdwPsMhMowm7JaWFqqrq8vb1dXVvPXWWwfcf/Xq1SxYsKDf8xphHGZyIkxg9vv8vKkIvHkfIq8kQxFHEZdFnKat6Kd/4o+s4rWIpVehG85ENG9GNCxDv/RrwlVTyB/3YUqdpTeEEH54CMDet/xX/XyIGBd3w9AR1xmsNT8A7SGyrdjrf0HNoo9RwO41UFNKoaUmkNpBpeWQiYwlp95799SmwxBt6Dz5oXwLw6Fz6MJ47bXXlv+/cuVKVq5cOehzPP7442zZsoUbb7yx332NMA4zBSVIzTif8MSTwHJI2VUHdMAZLFIKdGo34uRPQjEDgSg614GYeCJoD/3mI5DeiyxmcWZdxL6VG601Xu1xyGAcCil05RRktIrq/A6KkVpSnpk5GgZGXBZxih14TpQOIvt9ul8WaOViv/ifWKlGrDO+QFu3WMeIpYis/38R29f7511wCaWJK3CH6LdiGEGG4G9422239fl+VVUVzc3N5e3m5maqqqp67ffyyy/z4IMPcuONN+I4/fdvRhgPAznPIud0pncbQpNOWjmEx85F//k7oD2wHMSKL6Ja3gEhEWl/fVEddx4FLeneSbWQIHHOjVilNI4E+dDXkcrFGr8AtfBKMocwWjccGyRknvDaOxEtWyGUxFp5HdBl1vLsCCy7Gp76CQTjyIZl6Gd+ivBK2KmdXTM6IKAKZVEEkFufJDD5TFw18Gw6FTKP0/422gqQi000z/AxQENDA7t27aKxsZGqqiqeeuopPvvZz/bYZ+vWrfzkJz/huuuuI5lMDui85skZxbieRuU6ELrTscAroXNt5MYtwht3EqEpp4MVIB0ag+f1FGQ/PCRMIJygct2PyvXt5I4NBOZ3kJG9R10GQ3cC6d2+KALk27H2vomu9gtyV8osgSfugpkrYO4FUDsL/dgd4JU6D471OFdJBgnWzkI0+rl+1cTFlLTFQO2gMcsl+NRdiKZNAERP+AiFySvL8b2GEWQY1xgty+LKK6/klltuQSnFWWedxcSJE7n//vtpaGhg8eLF3HfffeTzeX7wgx8AUFNTw1e+8pWDntcI4yjHjdXhCMufMUqbUmIiHZ3hIJlQp8vyQRzyPKXQtcchdmzw3wjGUVaYCpHH3vI4Y4RNPjnloEWW3wshqQh7aZQVMLktRyk6uF9VmIg/mLIsC2frk4jmLQh1JvqlB2HSIjj+g+iO3aipp9ERrO2heRlPYp/8TwTatoIdIBubSGkQomZ7hbIoAsh31uFMWYEJ0DgCGOY4xoULF7Jw4cIe71166aXl/19//fWDPqcRxhFCCEEFaeyOHehQgo5gLUU1+DCONruGivNuQqYb/fI8srI8QhNCIKXs01VdCEHU8hC6RG7SUkLhCkS6EW/iSXh2iOiTd0DTJiwgPPt88jM+SMkbGvEKS4/45j8gX38IAlGcs79Kk5mhjjo6nDFUnPVF5NYnUfXzSMcmUZZK6Xct+q3ViFM+iW59F1U7GxFKILa/SGJqmBa7tsd6e7sKQuI4f2OQfaljS3+A1/iGf/i00zpnnCZMY8QxKeEMAyVBluDqWyHbCkDyrC/SFG0Y9MzJU5pmWQWJTmHpPD4oFYnUFsTeTajxC2gLjsXttr5ZpduxH/8xIlKJN+cCWmsWoKp978AKL9dz9L3jRZwZF1AaorDXcKndF0XwKyds/D3OgisplUpDcn7D4aGkoCnagL1gFp7n+VUu8NMSFiedSrDxTUTrO3hakplzCdGdTyOe/SkCkJseI3nezbQS6+8y/RKxFXLtvyHGz0dMXIgORCjWzsd1jSgeGYw+a5AJ8B8hrEJ7WRQBxM6XsKyhyzyTyO7AWvMD5Gu/w/7zt0i6XZ5bUUfgpHcjF10CAqxtT1JJR3n0XiCInnKKH3ANqBlnU9RD1zZtBcozCgAdG2NMqSOEJQWVup2q4m6icvADE601pVKpl6d1mwrTcdKnSJ97My21iygojWje2rWDW0CUsj2OEUJQRYqazGaqdBuWHJjjjaU9RGo3vPQA+oX/hOfvQ5nn6chBH+JrBDAzxhHCCyUhXAk5Xxz12PlDlp1DCAHpPV1vaIXId0CkyjehdmxFpBvRqUaI18Lbz2FJB2f2JZRKJX9mOOscqJ6Grp5KJjwW1x26J7RDxqla8WXkyw9AxQQKU5ebdF0jgBCCyvwO7Ee+DdrDmXQSLLiCjGcjpSROBqEUWRmhOAjv0H3kXACboPRIpN9BTFoEW54A5aLGzqMYqOxhMq3UHQT+/E0/9EjaVKy60beG9HcdHSC08KNYT/8HAGrR35LtJ1er4TBiTKmGgdKhI8izv4rdvh0dStIRqh+y7Bxaa1TNDKzO0lQ6VosbqwPlO0aw8yWYtBi2rIViGjH/YtSeNxGdw7OKYiPiTzcDIIQktOomMlb1wS45KDylaQpNJLD08ygtKBlRHBFs28Z66Y++4xYg3nmO4JwPkrWrqSrsxH70NvCKBE6+kta6xZT6GbcJIZBujoityXmybAWI53djPfptiI1BLLocVTGBXLie9H7xsjLT6IsigHKR7e9CZf/C6CpNe80CouffCmgydgXu6OuLj2JG3+zdCOMIobX211feo7NBf7TKSpLnfhNZ6MANV9LeGUzteR5MORX94v3loq/6uZ/D+26i1LkmU86KA6AVMtcCsaETRvC/f6G/ntYwrCil0DUNiHef999wwig7RMgC+4V7wfMTF8pnf0r0/XNoF1GisoREkdHBHmnbhBBUqTbkH24j4blETr2KZrsWrXVXSsT0XvS6e/GW/29Sgd4zOhWu8k3snaFDOl4/4O9SVFCUnQnGjSgeWYxCs7YRxqMUpZQvvMFYj45Ca002XEdUuV0VDLSiKELlGatKjivPNglE8WID76AMRz4R6RJ0UygRIj/xNEJ2CDp2oaadQYeI4QiBDld0PR9OCC1tqtxWnMd+APkOgkv/kdaKOWWHrrClcNbeBa3vAmA/9n1iq75FynOQlRPBCUMpB5FK3Fh9eRJhWRYBoShpSbusonLVjYi2d9HxetoCtUbkjgaMKdUwGsiUILTkE9hrbodiBu+0T5GiqzByu11N8oLbcHJNFJwEbcRH5ajP0JuodIm99kvElifAieCe8zWa6k9FjpP+Oq9SFBSUTvxbHGEh8u24i66gYEUJPfsf0Dn7s578EbELvkNbZ4CG0ArcQteFvCICTczy4Kl7ECd82E9TGK4kL+PgKUJSkdj9HHLTX1ATF5GZtMwP29mX0mv09aeGvhiFfYcRxqOMCpnDad0KTpjsAdJiae2HeERX3tjLLBaWLrHGDcg9r8P0JQkgiAAAIABJREFUM0mJWHkmaUlJUHiUhF02u/aFEIIKmSNQ7ADtkQ7VknFNrccjgWCx1RdFgFIW661HkXMu6+X81KIiBBZdhdSKgqcJKAVWt2dJSOhWNTGnHcKn/iP2Y98H5eKd8VkyOkiMHKJpM3pf+E+sFmvFbMAimtuFfO5nAMiWrUQqp5CJThu+L28YGYwwGkaSuFUi+MS/IDrNWdETL6Uw6ew+PT611qS9fX/+rgc3lnq77N3HlrUkz/smzVY1QalJ7nkO+eafUGOPJzfjvANmw0mKLKHmv6KfvhuUS2za6eh5l/YomCylpEK1IbOteNFq2oibkI3DgLaDsC9TEv463oGS2hdLXc9NwfVwF16Bnf83RL4d75S/JyWi5U5PKUVLcDw1H7qDQj5PunOwVXDCBBdfgXz+XgC8+ReT1zagEd1nmOCbWg1HIaPvd22E8SjCdvNlUQSQ7z6PPfmsAafF8stRNXV7RyMKaYhUEyvsQT73U/+87TsI1TSQSs7t8zyOm0Nve7bsRCG2PElo1vlkZWV5n0qvBefhm8AtYAfjVJ3zdTxhgZB06LCJQxsmOmSSqrO/gtz4e3TVVHLjlwy42kuzjhFZ9kWk9sgqB7WfF7VSChWuoT3TBGjfarDtGYTWqAtuxVWKtF1Vtk4U4xOQY49H7noFXTmZUtU0Yz49GjFrjIaRpGiHCdTORjRuBEBNW0ZpEPFnfjmq2chgDAppdPUUip1hHuXkz+WdFREbXCyK+5lVlRPCitd2veGEUFawx8BRduzoWpMqpHDa3sF58i6wHJwVX6Y5NGHIynMda8QsD1sVKMggOa+nCXtfqIyz5NMozaDjR7OuwO82Dj5wCVua4LqfIXa94r+x8yXyp36OYrdHpUMF8JZcRcDLUbJC3SwYhqOKUTjINU/iUUTGs7FOvopAagc4IdKh+kEnDWgRSZLn3IgsZbCT9XRk/OMLkXrsKUsR255CT1iIDEZJPH4bOlFPYf6lPWrrteko1dOXI4NxdLoRNfNcOkSsx8hRR2q6Liokws2h0eAVsZ67h9CZ11GUUFHci8g0oRLjaLWGrpbl4SBmuThulpIdOWydfqXMEXji/yBa3yY4+RTsEy4n5TnYUhBTaRCatIj3MJMOBzYuomVbeVu0vI2NC/Q0v2c8iwwxk9LUcERhhPEoo0MFYZ8Dw3vQEK01bUTAjjAmECeZb8TDIu05eMd/lOC8i3FwsX5/nZ9Rp/UdAqEK7OM+guu6ftJypWikAnvKKoCyt2OPdgZrSZzzdWTLNkT9bNj2LNQ0QNNmdCiBEpKK/G7sh28CwLKDVKy6iRYSh3R/DgdCCBKyQGjtnYjmzQRqpmOd+mk/SfYwY+99A9EZnyrefoZgw5lko1Oo7Pgr1uP/CoCz7J9pSc7uEYc4GBJWkWDbNhCCfGJyn2vNOR0gPP9i5LqfA6DnfwhbF0lIf6ZoOIYwplTD0UJQaqy3/kx43b3oeB2BZdfQoqLkiFCp2rC6Peyi0IElJRWqBbnjFXTFBNKxKZ0pwfqmqARNgXEEx48j2fwqYvcrUD0Npp2OVz+fSH4vtpcriyVuAZltgciRLYxRUSTS9hZWZi9i5lnoddsRTZsItL8N8ZnD34BAuMemtgJERAnr2bvLHZT19E+InH8brpREszsRxQxuxWRaVbivMwIQloqQ244MRLBf/C/EO8/5708/i+Kcv6HQbcZnWRaeUrSPPYnoqmnYKMTu1wj83y/jRKqxV1xLi44e4EqGow5jSjUcLURLrfDsPQCI9h04f/0T9uxLcF2XrJ3EOfFS5Iv3QyiBO+dC4sW92A9/s5wtJbb8C+Si03udVwpBVBYBQVo5xAp7kWvv8j9s3ope+o/Id9dhv/jf/rUXXY4upKCQQUaSOBb9piYbKSzLIvrOWuSGXwKgw5Uw9/3w0q/RzoFFZ6DYtoWNpqg4oEk5l5xGZPb7kLteRs04m0y4DkuADiX9fLmADleAtInteansgSzj9SSWX9vnbC4sFfFNDyE3PgQLL4Xt68ufye0vEJhzEQUcLCmw975B9bZn0DUzSCen02KPoTq/HeelXwEgss3YO19Ejj9jVJnFDYeAmTEajha06Fl4RXeLYSsoQduEM4iMX4KSDrbUBNrfQXeKIoBo3oaMz+zR+UkhqM6/65v0LJvgmV/ocQwA+Xbkxj90Xfevq+HUv0e070Q+8m0qF3+c5qrj37MZcDixpEDsfq3rjVwrIlKBt+gKMpFxh+RxGZdFwm89gtzzOuq482irmttnYu+0ClCYcSHOzAsoaAuvs9hv6LR/xt7w36A93BM/SoEAkXeeg0Q9IBAdu7BKKegjJ27I7fBFEaDxr+jJSxBbnwZATT2dQmfC7qTbAn+8EdnZEcbO+hK5yFRwQj1PGK4woTnHFKPvb23KThn6JO1UwLJP+51Y/RxK01f28GAsKkGbjmCrIs6fb0a3vgOJsf6H0kaPX9BrRhCTRay/3OEnis61Y6/9N1R0DHrKUgB0rBY1fqEfa9eJrpgIG/+EfvZnUEgj1/8XYXH46zbaliRsg32Q0mCup1CzVpW31bgF5OoW0DFpGZbQBN9jjgMhBKHmN5Gv/w80b0GuvYt4semA+5c8j6wryqII0Eyc1iWfovWkf6aZBK7nwfEXQv1cqJ8Np/0TrhMvX6872gqA1TmT3P4iTFiId9aXcFd8mcz08yh2XkYUOnrMDkRqN0IIUk413hmfhdpZqPkXk62aaYTxWELrQ3uNAGbGaOiTkgfu1GXkK2fhYZHzes9OhBDYuzb4Scdf/g3MvwiRqEc7EdqCddBXdpzuM1EpKWKTn385wbkX4VlBUp5D1fIvYW96BJwIauppWH+5o5xjRSfH4XFoWXSEEIPqmMPSI77jSeSWJ1ATl0Dkgj73kyiIVMLyz4MQFOMTKXmQ2Pp75ObHURNOJHfchQdMjHCw9opCR883vcKgf73FkoslBAmriCUlPP8AdIZT6JZ38JbO8zMnNb4OdoBC1Uw6VJAOEcNeeR3Wqw+i42MpVDTQrjpngd3GPm60Djs5DtG+E5wQXu1stNYUtaA5OQdn6Vw8LUyJsWONUTgIMsJoODBC9h9mEEr6/yoXNvwKfebnyEbG9pkyLq2DBJb/b+y1d4G0cZdeTdaz0FqT6+ay36Kj2LM+7MdVeh5Vy67BefMPaCtAacbKPkV6IDhCkyzuRra8jaqZTqszZkAm2WhuF/KF/wRAtr4LtTMhOKnXfslSE9Yfv8E+05F9ztexPRf56u/8Y996jNC4E0jFBueEo5TCHbsAJ/Znv47mlFMoROoGHeJgS0Fl+xtYT/07hOKIBR9GN74BXgnRvp2QcHGe+jdEZ/q2cMOZ5OddTtFVNDt1/cY+tqsQwXO/jtu2CxWI0y4TZW9k1ZmDdbCEbIHUHnltmzXJ0YoRRsOxhNaabNVMIsd/CLn7VdRx55GqnE2u1HcH5qcNG0dk5TcAQaZTFPuie+fboqPYcy7r8X7IBksrctomSJFoZgfCzVNKTqZNhfo8Z7LYiP2wX2dSCknFed/sVQhXSr+OYI927Z+6zM1DH5EXIt9O9/UUkWlGB2P734Q+29YfLTpKfMXXsL0CeSvcK3B/IMR0GuuJO31zZzqP2vQ4Yuw82P4i6oS/QUNZFAHEntdx5pYo4v+dBhL7qCI1NGf3bRyakFXKLIHnfo7INBFd/DFaotPwjDiOPozzjeFYI60C5Kedj9VwHiVPow4gigCWgIpSIzK9Bx2rI+eMwRvgYLK7UFbKHIF1P0ekdhNd+LdQzCKf/ncAZPU0Yks/R1r1rvcnMnu7NrRC5Foh6gujY1tUlRph23o/3KRiOtnOcxTjE5Fj5yN3vYyumQ5jZkK21+lxY/XYkSrItkAgiqqcTEGGiTacgdjyJGrcCRQqphKRClu75HWgvD43EFKeAziHEAwv6J74G2nhLrwCNe9iMoEqhNY4M85GvvUoAGrWKgq6/yw3w4HjOAReerCcOcd67HbiF3ybNmL9HGk48jAzRsMxiOu6A8rHWuG14PzpRn8EKSQVq26iuQ8vyINh2zaBjQ8hdr4MgHz8XxGn/q/yT080b8HxciD6KISbnIBlBfyQkmAcL1YH2jcxVue3w6PfAzePAKKnXkW+ZiFKKTpUAHfJPxBQeVwZJBSpgWxv55d2YugVX8POt+CFKvxtpXHnXkpw7sUUsQnpIuGn70Q0byU09wOkJi/HwcUupnADcT9BwxATsTzime2IYgbOuwEevxMdiOAuvIJmLwxWuFNsBdZxFxKadDJIi0yorlxv8XAj0FDqNvrQHkKpHrpuGCUYU6rhWKRC5rA7dkAgSipUT+EA+VllpqnLrKIVMrMXEoMTRiGEX0B5H1qhQxVdmzXTKdmRPmdVrVYVFed9E5lrxYv4FT1AEyXvl0Zyu84rmzYjaxeX17WynkWWKHjQt6HWNy23E4bg+M5BsiYhi1hujqIdpaBt4jueQjS+6V/j5V+TqJ8NT9+NSO3Cmb6cwNwLaVHhQa+nCSEI2gI05N2uY23LItH4PDzjJ4DXsVq8lV8lS5CsK3s5ImWUTSY0wd8YQQtYseTizr8Ep3kL5FOoJZ8gY8VNkvHRiBFGw7FGXBYIPnEHom07AInT/5nmynl9duwqVts1Y7MCqHj9oK9XKpVw53wAp/ENyLaiFn2UXHwSwbO/inDzFBOTDugwpJTyU8qFE2XhAkAIdDEL1VOheSsICz31tB7mWyklCZ1ClrLIfNds1JGQKO1FFDKUYvVd3ppAlUjjPPodRLaZwISFWAs/CbJnhJTwipDahVhyBex8FXvN96k+8TJa49MHPFsTQlCtWrDX/gwtbaKL/47mztR5EUfAuy907ZtuRBYzZGWYSpnF2f0KBKLkqmYO2lt2uGmRFcTPuRmhXbKEOIiV3nBEY4TRcIzhFFNlUQSQbz+NPWYBxWKx176tspKKVTchM3tR0TG0yYqDjibDliLo5fCsQOf6GlSKDLJlG/rkT+LGxtFBiJILqdBE/6DOzjNulbDdPEU7QqYfR5WUDuGMW4AdjML05ejqaTRbNdBNmCq9Fpw/fwtKWXT9XOJL/oG0DlKR3oz12PcBsCqnoE6/hpQKdIayvITINgMgtq/HmbWK4tiFBMe/imjajJr7AXQgjlU1Gd3yDuzY4J/nL3cQf9+3aSXez933icoS9mM/gEwzArCfuovIGV8m60qUljDzbOjYBalGSI7DC8SIa5fAmtsRHbv8ez3nAvIzPohWioTbgihmKEZqR1QstdZ0eDammxrlGOcbw7GGG4jjRMeUHVvU+IUHdOdXWtMikhDrDPE4iChGLZfY6w8gNq1BR8cQWX4NBStC4NHvlq9lLfk71Nil7G83rZRZAo99H5HajTN+AXLhJw7awSvlhyOEx9eiEORd3UMULcvC2rquvOYldr9GINeEHZuM3Lq2vJ9o3YZT7AC7s3JINxMvAE6YNhUitPgqHO2S0zYWmuSiKxB/faRr+UwrP/xlgOk3JBoKma52FNJIrYhJl8hbD8OOl2D2+RCpRMfrafHCJHW6LIoAcver2DPfTyz7Ntbq74JW2LWz0Sf/U5+OTAbDgBmFplST+cZwSHSoIMUVX8Fb9ln0Bbegao/DFgd3m3QsQRUpKnU7gQM8gaFcI2LTGsD3JhVbHidYauvhWSq2r/cD1bshhJ+vU6R2AyB3bCCY2UV/aK3JuviiuB9Kqa6sPuCbWgNRPM9D1c/r1ugkXiDWdb6qGaj5H4baWXhnfJaU4wtm3oWUZ+MqP71eU2gi3vyLIewLqTrxMrLOfqJ6EHIiBEv/wU+eIG045ZPkCRJu34Z85TfQshWe+zluMMkelUBrTcEKoaecWj6HN2sVSgaQm9eUR/iicSOBUvuA22Ew9InJfGM4FmlVEaqT47FWfwcn20LFgkton3gGBdVb9WK2R6z5dXjyx4DGOeXvaRmzEHc/a4u29vPODETBLaFrppdj7VTDmX5qs+7HaQ2Bni792j6Qu8zA0FqTqZpF9KRPIpreQsxcQbtVgVKK9JjjiZ31Jci14tXMoEOHsaQgSRpHezBxEe6UpaRkhGKp7x+5UopmkSB+zk3IzvW04iCSGIR1Hl57CHHiJX57X/4doaWf81PvdaeUL//ic56FdfxlBBuWgxUkHRxDqVRCj5mF2PaMv1MginKixuHFcIiMvhmjEUbDIWPbNvZrf/Dj9wC54f8jWn88hf1CMSzLIpraCuv/m30/Fvncz4i+fx7t+xWwTTvVVJ32Kdj4EFROAuXhWSFKp34aJ70TnAipYG2fTj7Z5FSi8y9G7nwZb+ZK0sHaQ+7cM8ohV3cy1rilJJNJvCY/XCOnbD9RdmQqaBACqvLbsV55AConw8Y/YAOVp1xJvvZ42ry+wzH89bTOOMVBohGQbUGv9yuSkByHBtwxs5DJ8Yj2HegJCylEx/a4D2nlkO6xNqvI1C8ksiyO6NiDN2Eh7TrCaOzYDEcQozApgxFGw5CgnUjXGpmQaNn70bIsy3fUidZAttU/Ljqmz9ynRQV7qxdQuWw6IteGsgK02TV+CrfIVH+nA/zeMsqhMPU87GnnUlICzxuaOlVKqX7DKIK2wHrmv2DiItjwq64PXvktoYZWkpOX9fBcHQrSyiG4/AvYz/wHCIvSKVeRVRYZHSF+5lewvDxFK0x2ANlyMsohm5yLqOj0LB6F60OGI43R9wwZYTQcMq7rUpx+NsF0I6JjJ94Jf0PKSvYSrlKphFcxCTsQRkdr0NpDz7+Y9AE6bM/zaCIM+2oZDiLY/GBJB4QQSCmHTDC7o5DoaI2fHi4xFtp3+B8kx0HbduwxzRAaP6TX1FrTbNUQXnYtCEHO64pNTHk2cStI0M0grCgZ1b849kqJZzAcCqPwWTLCaBgS2lSY4ML/hYUir6w+Z1Zaa1qjU0gEE8jKBkqRKtrzh/dHE5NFwntfQ6Qb8SafQosYXG1AxwKrZTPVhRTFSF05jGQfxZJLcf4lBDb+DnHiR2DvW6AUIlqF3vBr1PEfOeTv0Fd1EK012fK6ZNdnVTKLs/q7iHQjgQkLkSd+/IiLVzQc5RhhNBzLFFyNn7PrwOZGV2laZKW/sZ8ohqUiqHrGLQ6GgISQKFHC7rMCh2VZRN59Gvni/QDItx4lce5NtOtwj/0qZB6nZRNYAfLJKWUhkVJS0bYR8fi/4gD2xCV4Cz5GVvX8GbWqMIF5V+BYAlk1h1B6O6JlG965N9Auk+95zcWRUFHYhWzeDDUNpEJjKWgLy7J8x5n9OiAhBPaeVxHpRn97+3oCM8+FcO/KIAbD8GGE0WDoEyEElmXheV6fM7So9Ii+8RvkW4+iozU4Z32ZFj3whNFh6RF/+zHk6w+hamcSXPSJXlU2LCnL6dgAv/CxmwPZJYxRyyP49L8j9vr7hY87n/zMD1LyNI4lsN74Y9d3encdweM/TFYkerWnWCpR7KynnHLGIurH+d/7EBwRksU9WJ3VQRCSxPnfQO98FZq3oI47j5bQhB5ltLTW6OB+SQKcoV3fNBj6ZRQG+Js4RsOwE5YuNa2vUrXxfmry27Fl79lcKN9YruogMk3Ybz+NZQ28tFIk34h8+QFw88idLxNofLVXJfqS66KOO69cLFlPXETR7ilqji6VRRFA7niRQGdcpqcFqm6Of/zs8+Gkj2M5A5vZ9meujVtFarJbqS7sIGJpbLvnmNVxHKzOLDqAXwdz90bEhl8i3n0B69HvkFC9Yw5zFQ2o+RfDmBmo064mFRgzoPYaDEOGPsTXCHBIM8Z7772XF154Adu2qaur4+qrryYajQ5V2wxHCbH0u1hrf+RvvPUYyT7qIPaKWwwlhsQBxLbtcsFjrTWtkckkzv8WopSjEKohs58ZtECA4JRTyrF8avpyCsoGFK7rkp1yJrHxx6PX3YvY+AeseB2Vy79Eq4q85zbGbY/IunsQO1+Caafh1M5Cte1ATTqF1mA9FTqF/cr/RTacgXZCfjxifAyku5XRUi6ilAOnp9CnVYD81POwpq3yy4KNQtd5wyhnFM4YD0kY58+fz0c/+lEsy+K+++7jwQcf5IorrhiqthmOAoQQiNSerje0gkIawj2FMRWoomLZZ7Be+x26Zgb5+gWD6sSzoTriJ3ykbEot1p9AVakV+/U/oKPVFKacQbsK+WucogICFeWl0Ij0COf8TDm5SD3Z4y8nOPUMtOWQDdfjdmtHWgWIlQqI5q3+90vtwW7ZChVz3+MdgkipzRdFO4SonIx+5qdIQP71UarO/yby8f+DSO1G73wFseJL6PRecCLoSCVi61NQyqEnnUwhVN1nVZGBlgUzGIaHY2yN8YQTTij/f+bMmTzzzDOH3CDD0YXWGq9uDjIQhWIGXTERN9o74L7kQXPFXILL5uAiKbmDC6XIKYk7eQWhyctwsQmoIs6jt0IhjQBC+Q6ycy6jtF8e14CE2NZHkK/+FgBr3gdpm7qKVGSKv8N+7RRCIKTo8VMXwUOzkmi3gKiaDIUMutNRxr+2iyimEftmhrk29JN3kT33W2Q7PX8Tq25GuDmKTpLMAaqKGAwjyujTxaFzvlm9ejVLly494OePPPIIjzzyCAC33XYbNTU1Q3XpQ8K27SOmLUcaQ3dvatDv/zbkO9CxapxwNcN5x4OA1bHTn5l2ItrepSIR65V4QObbkG8+3LX95sNUzLkAFa7s89wChX7+93DiJbDrNRgzHZGooyb53r+RaMsgpp2OVh6ieip68xPgFtA1DYiKCXDSx+HZewABSz5GIF5FoLx+6s+8w52vkcb8nvrmmL4vR6Mp9eabb6atra3X+5dddhlLliwB4IEHHsCyLJYtW3bA86xcuZKVK1eWt5uaeldAHwlqamqOmLYcaQztvbFBVEFGQ2b473dI2iRmn4/c+AcQFt7xF9Pc1tHLPBuyNMm62Yjt6wHQtXNI5V1yB2ijbdvUaAVv/hkqJsK7L5Kfcgbth3CfpIhRUTcPmW3BC1XDeTcjCmlKoSpSWQjWLiZy/nQQkpSVxG1u7v+kI4T5PfXNkX5fxo0bN4xnH31Txn6F8frrrz/o52vWrOGFF17ghhtu6OUFaDCMFHklEdMvIDx5KdoK0CETfa5Z5j1B8MQrCExaAlpTrDmOoM4R63gb7UTIRMeT6+ag47ouau4H/PXA9B68Ey6h4xDziSqtaSEJkW7ZggKx8v8LSlDYF/s5+gbfhmOd0aeLh2ZK3bBhA7/97W+56aabCAb7To5sMBwuIpbCwSWnAxSVv+6Y25fI/CDp5NpVCCpPQAhBjCKRx29HdKZyiy/+OMVxp/VIH6ci1bROWYWUklKpNCozexgMh42j0ZR6MO6++25c1+Xmm/2g4xkzZnDVVVcNScMMhsFQKXMEnv4xomUbwXkXkpq8nJw3uDBdrTW2ly2LIoB8dx32hNPZP62q53nDkmvVYDj6GH0Dx0MSxjvvvHOo2mEwvGeklDjvPofY+5a//dKvCNfNI+fUDvpcrhMhUNOAaNoMgDf1dEre6BvxGgxHDKPQomL8uw1HB3K/2eF7XO5OeQ7y1E/jpHaAEyYdrkcZYTQY3jtGGA2Gw49SiuL4JQT2vI5s3oqadyGZwJj37KjSrkIQbfA3jLXUYDg0jDAaDCNDmwoRWvyPONolh4Prjb4fo8FwVGKE0WAYOfIu5LEZjYv9BsPRy+j7PRphNBgMBsPwYWaMBoPBYDB0wwijwWAwGAzdMMJoMBgMBkN3jDAaDAaDwdCFmTEaDAaDwdANI4wGg8FgMHTHCKPBYDAYDF0Mc3WNDRs2cM8996CU4uyzz+aiiy7q8XmpVOKHP/whW7ZsIR6Pc80111Bbe/A8yoMrP2AwGAwGw2DQh/g6CEop7r77bq677jruuOMO1q5dy/bt23vss3r1aqLRKHfeeScXXHABv/jFL/ptshFGg8FgMAwfWh3a6yBs2rSJ+vp66urqsG2bpUuXsm7duh77PP/88yxfvhyAU045hVdffRXdz7qnEUaDwWAwDCPDN2VsaWmhurq6vF1dXU1LS8sB97Esi0gkQiqVOuh5R2yNcdy4cSN16V4cSW050jD3pm/MfTkw5t70zbF6X+Tf/+aQjs/lctx0003l7ZUrV7Jy5cpDbdZBOeZnjNdee+1IN+GIxdybvjH35cCYe9M35r68d8LhMLfddlv51V0Uq6qqaG5uLm83NzdTVVXV4/ju+3ieRzabJR6PH/Sax7wwGgwGg2F00tDQwK5du2hsbMR1XZ566ikWL17cY59FixaxZs0aAJ555hnmzp2LEAevZG7CNQwGg8EwKrEsiyuvvJJbbrkFpRRnnXUWEydO5P7776ehoYHFixezYsUKfvjDH/KZz3yGWCzGNddc0+95j3lhHG5b9WjG3Ju+MfflwJh70zfmvgwfCxcuZOHChT3eu/TSS8v/DwQCfOELXxjUOYXuz2/VYDAYDIZjCLPGaDAYDAZDN455UyrAvffeywsvvIBt29TV1XH11VcTjUZHulkjztNPP80vf/lLduzYwa233kpDQ8NIN2nE6S/91LHKXXfdxfr160kmk9x+++0j3ZwjhqamJn70ox/R1taGEIKVK1fyvve9b6SbZegHM2ME5s+fz+233873v/99xo4dy4MPPjjSTToimDhxIl/84heZPXv2SDfliGAg6aeOVZYvX85111030s044rAsi4997GPccccd3HLLLfzpT38yz8wowAgjcMIJJ2BZFgAzZ87slTnhWGXChAnHbFByXwwk/dSxypw5c4jFYiPdjCOOyspKpk2bBvjxeOPHjzf9yyjACON+rF69mgULFox0MwxHIANJP2UwHIjGxka2bt3K9OnTR7ophn44ZtYYb775Ztra2nq9f9lll7FkyRIAHnjgASzLYtmyZYe7eSPGQO6LwWA4NPL5PLfffjuf+MQniEQiI90cQz8cM8J4/fXXH/TzNWvW8MILL3DNEW4KAAABJ0lEQVTDDTf0mxXhaKK/+2LoYiDppwyG/XFdl9tvv51ly5Zx8sknj3RzDAPAmFLxPQ1/+9vf8pWvfIVgMDjSzTEcoQwk/ZTB0B2tNT/+8Y8ZP34873//+0e6OYYBYgL8gc985jO4rlt2HpgxYwZXXXXVCLdq5Hnuuef46U9/SkdHB9FolClTpvC1r31tpJs1oqxfv56f//zn5fRTF1988Ug36YjgX/7lX3j99ddJpVIkk0kuueQSVqxYMdLNGnHeeOMNbrjhBiZNmlS2RF1++eW9MrUYjiyMMBoMBoPB0A1jSjUYDAaDoRtGGA0Gg8Fg6IYRRoPBYDAYumGE0WAwGAyGbhhhNBgMBoOhG0YYDQaDwWDohhFGg8FgMBi6YYTRYDAYDIZu/P/daomL4Fv1kgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#更换背景显示原始样本\n", "\n", "mpl.style.use('ggplot')\n", "\n", "fig = plt.figure(figsize = (9,3))\n", "top = cm.get_cmap('Oranges_r', 512)\n", "bottom = cm.get_cmap('Blues', 512)\n", "newcolors = np.vstack((top(np.linspace(0.55, 1, 512)),\n", " bottom(np.linspace(0, 0.75, 512))))\n", "cm_bright = ListedColormap(newcolors, name='OrangeBlue')\n", "\n", "fig = plt.figure(figsize = (8,6))\n", "m3 = plt.scatter(*X.T,c = y,cmap = cm_bright,edgecolors='white',s = 20,linewidths = 0.5)\n", "plt.title(f'Raw data ({n_samples} points)')\n", "plt.axis('equal')\n", "plt.colorbar()\n", "plt.savefig(f'Raw data ({n_samples} points)')\n", "plt.savefig(f'Raw data ({n_samples} points).pdf')\n", "plt.axis('equal')\n", "#plt.colorbar(ax = ax)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "hu-HixPOJDUP" }, "source": [ "#### **特征变换过程可视化**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "ipi4JCCM8NWd", "outputId": "14ea6f47-b8cb-47e5-929e-f5579632d9c3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[, , , ]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#对样本点特征变换的可视化\n", "\n", "hidden_layers = []\n", "for i in range(number_of_layers):\n", " hidden_layer = Fully_Model.get_layer(f'{i}th-hidden')\n", " hidden_layers.append(hidden_layer)\n", "\n", "inp = Fully_Model.input\n", "outputs = [layer.output for layer in hidden_layers]\n", "print(outputs)\n", "functors = [K.function([inp], [out]) for out in outputs]\n", "MLP_outs = [func([X]) for func in functors]\n", "\n", "#可视化经过每一层隐层特征变换后样本点的状态\n", "for idx in range(len(MLP_outs)):\n", " fig = plt.figure(figsize = (8,6))\n", " scatter(MLP_outs[idx][0][:,0],MLP_outs[idx][0][:,1],\n", " c = y,cmap = cm_bright,edgecolors='white',s = 30,linewidths = 0.1)\n", " plt.axis('equal')\n", " plt.title(f'Outputs of {idx+1}th hidden layer')\n", " plt.colorbar()\n", " plt.savefig(f'Outputs of {idx+1}th hidden layer.png')\n", " plt.savefig(f'Outputs of {idx+1}th hidden layer.pdf')\n", " plt.show()\n", " \n", "#生成动图\n", "def create_gif(image_list, gif_name, duration=1):\n", " frames = []\n", " for image_name in image_list:\n", " frames.append(imageio.imread(image_name))\n", " imageio.mimsave(gif_name, frames, 'GIF', duration=duration)\n", " return\n", "\n", "def main():\n", " image_list = [f'Raw data ({n_samples} points).png']\n", " for i in range(len(MLP_outs)):\n", " image_list.append(f'Outputs of {i+1}th hidden layer.png')\n", " gif_name = '特征变换动图.gif'\n", " duration = 0.8\n", " create_gif(image_list, gif_name, duration)\n", "\n", "main()" ] } ], "metadata": { "colab": { "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }