diff --git a/Grad_CAM.ipynb b/Grad_CAM.ipynb new file mode 100644 index 0000000..049e65a --- /dev/null +++ b/Grad_CAM.ipynb @@ -0,0 +1,275 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Grad_CAM.ipynb", + "provenance": [], + "authorship_tag": "ABX9TyMQKo2xJgcBOy2b1AE4m/xg", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4VriDICShAJL" + }, + "source": [ + "import sys\n", + "import os\n", + "import tensorflow as tf\n", + "import tensorflow.keras.backend as K\n", + "from sklearn.metrics import roc_curve, auc\n", + "import shutil\n", + "import numpy as np\n", + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "tf.compat.v1.disable_eager_execution()\n", + "tf.keras.backend.clear_session()\n", + "\n", + "BATCH_SIZE = 32\n", + "SEED=0\n", + "np.random.seed(SEED)\n", + "data_folder='/content/drive/MyDrive/CNNinterpret'" + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "EBsiJtnRhx-E", + "outputId": "689b3670-35ae-4527-9b8e-8675932900b5" + }, + "source": [ + "# Loading the model pretrained on ImageNet ~ 4seconds\n", + "vgg_model=tf.keras.applications.VGG16(weights='imagenet')" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n", + "553467904/553467096 [==============================] - 5s 0us/step\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "xmEdgrh-hysT" + }, + "source": [ + "def grad_cam(input_model, image, layer_name,H=224,W=224):\n", + " \"\"\"\n", + " GradCAM method for visualizing input saliency.\n", + " Inputs:\n", + " input_model: keras instance of a deep learning model\n", + " image: input image for which we want to obtain the heatmap\n", + " layer_name: identifier of the last convolutional layer in the network\n", + " H: image height\n", + " W: image width\n", + "\n", + " Returns:\n", + " A 2-D array of values between the [0,1] range corresponding to the \n", + " normalized Grad-CAM heatmap values.\n", + " \"\"\"\n", + " def normalize(x):\n", + " \"\"\"Utility function to normalize a tensor by its L2 norm\"\"\"\n", + " return (x + 1e-10) / (K.sqrt(K.mean(K.square(x))) + 1e-10)\n", + "\n", + " predicted_class = np.argmax(input_model.predict(image))\n", + " y_c = input_model.output[0, predicted_class]\n", + " conv_output = input_model.get_layer(layer_name).output\n", + " grads = K.gradients(y_c, conv_output)[0]\n", + " grads = normalize(grads)\n", + " gradient_function = K.function([input_model.input], [conv_output, grads])\n", + "\n", + " output, grads_val = gradient_function([image])\n", + " output, grads_val = output[0, :], grads_val[0, :, :, :]\n", + "\n", + " weights = np.mean(grads_val, axis=(0, 1))\n", + " cam = np.dot(output, weights)\n", + "\n", + " cam = np.maximum(cam, 0) \n", + " cam = cv2.resize(cam, (H, W))\n", + " cam = cam / cam.max()\n", + " return cam" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 473 + }, + "id": "yLtwHRU2h3jy", + "outputId": "56eec42e-e409-4181-90ba-48d4e593c126" + }, + "source": [ + "# ELEPHANT\n", + "!wget https://zenodo.org/record/4669282/files/elephant.jpg\n", + "#!mv elephant.jpg /content/drive/MyDrive/CNNinterpret/\n", + "img = tf.keras.preprocessing.image.load_img('/content/elephant.jpg', target_size=(224, 224))\n", + "x = tf.keras.preprocessing.image.img_to_array(img)\n", + "x = np.expand_dims(x, axis=0)\n", + "x = tf.keras.applications.vgg16.preprocess_input(x)\n", + "hmap=grad_cam(vgg_model, x, 'block5_conv3', H=224, W=224)\n", + "plt.imshow(img)\n", + "plt.imshow(hmap, alpha=0.6)" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "text": [ + "--2021-06-29 11:29:48-- https://zenodo.org/record/4669282/files/elephant.jpg\n", + "Resolving zenodo.org (zenodo.org)... 137.138.76.77\n", + "Connecting to zenodo.org (zenodo.org)|137.138.76.77|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 1167136 (1.1M) [image/jpeg]\n", + "Saving to: ‘elephant.jpg’\n", + "\n", + "elephant.jpg 100%[===================>] 1.11M 587KB/s in 1.9s \n", + "\n", + "2021-06-29 11:29:52 (587 KB/s) - ‘elephant.jpg’ saved [1167136/1167136]\n", + "\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 473 + }, + "id": "kNTqduZjh6kP", + "outputId": "83037c18-131d-4215-9695-143541ea9340" + }, + "source": [ + "# HUMMINGBIRD\n", + "!wget https://zenodo.org/record/4669282/files/hummingbird.jpg\n", + "img = tf.keras.preprocessing.image.load_img('/content/hummingbird.jpg', target_size=(224, 224))\n", + "x = tf.keras.preprocessing.image.img_to_array(img)\n", + "x = np.expand_dims(x, axis=0)\n", + "x = tf.keras.applications.vgg16.preprocess_input(x)\n", + "hmap=grad_cam(vgg_model, x, 'block5_conv3', H=224, W=224)\n", + "plt.imshow(img)\n", + "plt.imshow(hmap, alpha=0.6)" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "text": [ + "--2021-06-29 11:30:09-- https://zenodo.org/record/4669282/files/hummingbird.jpg\n", + "Resolving zenodo.org (zenodo.org)... 137.138.76.77\n", + "Connecting to zenodo.org (zenodo.org)|137.138.76.77|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 21401 (21K) [image/jpeg]\n", + "Saving to: ‘hummingbird.jpg’\n", + "\n", + "hummingbird.jpg 100%[===================>] 20.90K --.-KB/s in 0.1s \n", + "\n", + "2021-06-29 11:30:10 (198 KB/s) - ‘hummingbird.jpg’ saved [21401/21401]\n", + "\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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KAiQtY68zWnfA/IbjtQCBwFP1wE8IoHYM5gnbR5npfBz8PQCw4xyokFjTvfW1WP/I9pPA4DkbLi8XJrY7eG7xFZF5QZhoOzGpKFGRUGzrke1iIsOkpld2fC2N9wxIrr+WZju0PhqSjIjlpgR6+blKa8hMX5hi1xdQ/45zW4NdYoxKeo1gqrbz63rq+vOj43JzklMeJD/SqOr2JeWwTIHZrWNSPyaaOBoL2JmMKLioyHgKwpPb67oCOKb7i6MyQWhufdaw9gBbChHdcLwWICBQOYg0D3TuXF5HE2ZIa/Wfqn9S/go91XZyLZ4i0iYGyRNUIhI5L0CkmJFGAuNKDNEUczefRzU6D6tOxoSiInEi4RgTbOna2Zl9B9lduNPBWkZKNQBp5EQUTY3ORDQhhpr5RvxaM1ZVexbysR/1bkj5nmruYh+L2jwpN6nbWqpNariOepi0pCktV+HW1KEbtagkKSvEJ5FUYZyd9SOShIiMTR4SM8p4Z6fc7WrcJhrmqA97QGwk/LSiTS1jnfud6C0lq2nJr6n7+arjtQABYNzqUSgwMKCmPPQaAGri3TlkLNCyaVABQWRkkKiuJ0qrJUd1LlNqnIxKI8kglbB6usuJSOAiHS8oqpua7i0MZYrDsgSUixROaCeekLFYfAsyytCpQGMvUexhnMmlPD01WGc+idtk1fMyCReMrHDVEQGPatSKqWsziUm5UJV4g2QdCfCKYfYwezDjqlWgueMVqU0rGOG8jE7uicMwcpJOHpNqfrKmEL+HxVnR8TsaizjPxOuZRCIdjab1ZjT4fe82LCLvicj/ISL/UES+JyL/djz/H4jIxyLy7fj3L36uApOzaqR6Ved9XCPtfZFeocKYTy2jv8Tk4c9UgCCoGJJ6kfcYzPdSmCyDQWKsSlKLyaZDNiFMfa+U86Ny4rPUTZLRn4iEsKMpqJ8z/CJYCYpBI0aEkkJVKZEnaAOpvfuxsma2PK8Zr0aLGeM8jIZJibslUbZT8J6wpDrOhGoxeeI8Jmklqvmvnn9J7U2/b7qv/qxJhjHJa11fLDePvWqYfq2iEtWzksY2Mvbon9R/ZZ7yXywrUluuY/ycYCpaCuRT8gdSFCm3X2IvR360BFpJ/0rzX92woyGV44toAgPw76rqb4nIMfAPROTvxmv/qar+R5+7pNz+GxosxHOmEPRIWFU/pvZ//Zso+cenRicS09TonYglMGSZ3HKPRmEsZe1A/ExSpEQxEsdIuZjFTJRtWRL62A0bOxpIaqfZNEX9zmOYTJOamcvGnbugEOtP4jWOea3eZ8ZMn0U9YCSxxyIYISYmlYGrni2Ml0OK3lf6S708V6ttGGpJS25nnslsgiQcTvWM6x2NQBpUXzufU521qVXVXYFHpeuUSEzVZSpNbd9RwrSpsKTdRc0xma46qgkhKmhaxik2rpR1U6V8ARBQ1U+BT+P3SxH5PmGr8d9viZ9xXSrfQAKEeD4zPDvfc869meB8DRCmPleVkW73Y4bNl6rFQVS3ZFs+AYFoyRGoupPqFF8RU21GSE1cJieNRAWQJKeQHhFDqNAgWPJqvlRX7WyNZsne8R9tdpLsTD+yQfPeAWImazi0Ho4ypvXUppWSZtdPUJigAFIyq1Jv09jXRe7LnZBUd31Cy7k6v2DExAJYu6e8AtJ1fQG7zbjPQJ0bkUF3lD58AxhJdV1iO3UsTMq81PNLoV8/LfsVURZ+QT4BEXkf+CeA/wf4U8BfFpF/Dfh/CdrCi1cXQCUJc6Hje4wpp0xcXRefE5GiugtZLU9SP9lT+RmSUE1qnKkcg7HMtNVXbJ8kp54mhiZ6bgnn6rXz2daNTD2i2HE3dyId1aobqe5RcSX8KAbVMgbCFqUJRKZC2NbRlz8TASBvb16BXa6jGnOpzimhvJjnkPZpkJhTr3FdRQaXCDhSlzE9klQf2ebjQ2Iby8KZWvpNGD/NXezDiHRqrTLRWZqaCDrVqVeIIqmAgGqsZNSucrvJ7cwaidTNkVExwGgzF61BOtFQMhdr8yd9TyFolbwmJPdoD0jWxxcGARE5Av4H4N9R1QsR+c+AvxJq568A/zHwb+x5Lr934GB+WOxp1bGnop7Y5IWtbW2C7ZwnI0n1vCowqvYmTV8BC4m+AJ/mMQMKI0mdNwuJiCAesB71ifGlvHNgRPwFqUULg6RzRfVL9m3FhBqyEBXF2hbnQn0KiBXCdqceRTF+gTXg8SgDsC1MHsfFiMFX6xF2kltGYbRyKrfXBEIs/bBxLIr+Gp5OYdCphK9UUxltajZRWynjWJtelQTPnUjVxGtmuhtSPRcZ9+oHyQhQZY+MgUB2vkzqkMnY6QhYgLFJJaOOjos1RUjl0iJYjTd1qZhboxYpSUBEoBj1aNqp8fGFQEBEWgIA/Deq+jcAVPVRdf2/AP6nfc/W7x24fXpHx/vipZsYMbyYaqeVLL0ld3wEDgkAKocLxEE1VJpD9Uw+Dz4BRRRHEhkzrLorDKuqiDcQt8QuFkWZtB2fTM1cyd5Lqm5t76nBGhPMe9Oi3mMMiHocDhGwIojaYEfrQNM2MTPZ4hwY0xDek+Iz6NXqZWKwwlx7iD0R8YRZA2DH5c75vpRCWWlA+TMBRBVUTOHWdKNGop80JzNVumBiP/J7ZHbbP8GAiS3vR4AyVdZGRxozKd9Lm+Lc1bVpSiRLp2RMBEk7SPRF0rACM5c2ab4aipEdlSVpJ3lXbCFmrFb3TcFmcvy+QUDCiP6XwPdV9T+pzr8d/QUA/xLwO5+jsCLla2labiA7VBLKGcjbLCUVKjFz0ggyQ8YBtEU7CPcnDSOCRXymAEf89JStsnwhRhEfNhXRYOOmNOLRCsBXHpWmMGLLKAFNG86pxwqIbZi3x7TNHNE5TTPn5PgA13tW6xXeOw6Pj1hv1/TDhsvr5/RuiTF9oEOxWXJmWZyJpwLEnZbXKwgp+QI5LWKyA1DqW5LAGm+OZoUmn0kGEUqKsBBMj7oZOY8+SUCTm1u0ZrMT66peEbHTLxE7kvo3zdVoHX/sl4n+jLIEuwae0VKvOAxhfHOGYrLrRxEJyRpQLkNrMEz1KLUelYcECTtaZd9S0R523D+T44toAn8K+FeB74rIt+O5fx/4iyLy66Fp/Az4tz5XafUgwWRW4owTiSYxjRB8BVQMXan/UAFDMh3Sb0PxJSTmT2aFUMKGVCmZPj3jEa/BHDBxwl0EpslOQjl/XKnUXq0kQx2+CyaAiAnmdWNwg+Fgdpvbp/e5fN5zMjvi5YsVJ0eHPPrgEY+HCzabgfsP7vD2V+6wWirra0VpWb7Y0A+W09tH2MWWq81jEtVIxfSZwOpQadXcfEQureP4geDrRaupf9VP74uEQ9m3N1+a8gAMkoqvTLhwQuqtpigEnx+oNZlKc9nZdKVi6qkWMDJkKqE6aqukZlVINP4okrkCRJAiJNK1VOZIaifuTnNRTCQgW11Z/dTk3xI0Jg7ZSlv1fv+YwxeLDvx9dscGPu+7BiaH2PJ+wEykUDqZJHSa9GpAtGLacY5ALKKS+NmJjuANwblnSh5B8KvFyTdhQMsadKr9BOL/PtWv4BJZJnvtFYZY6huQtyCKtJJ40fuGtx+8x+ULC+6QRaN88JNz7t+7RWvg+Kjl/r27rDfw8NEzLi9WrNYbTk7OwBjm3YIPP3rBo482zE62NCce2zTVmEYAzCK79q8kE6Cao5x5WK2PgNH3/H9yhmV7OPpUjEd9eqcCRSOoZr8+EljVYFDOpTmugaFq/sS0kXSxdsZWHJ7ulpoRpXo6p//W736Evf6UVHAE/wAmsZ+G0oZJXlxm/DxHOik18UA95lJSySv1yCV/zSQKMz1ej4xBEYo3FfbOjKl+JyIY2ftSsv7yGMbBSeUb8CYMYIimmTA0JmgYGhk/awmpTh8cYCkQlBJhkmqm6mJdGr3olQSYDL6hARSvWwzK4ARjG7w4OhX8YDm79Q3a9pDNy47+okG2Sr+C3/nBx/zyr7zD6nrDaTNH2lv8/e9+wO23H+APz7hcC8Yu+N6Pf4ZbLzkQg3cDt+/foZ3dwrgj+u0KadbIbMCLwxtNO2RhbQPqJ3stVF0QSPZuQcx0aP6/Tm70msYsMr5WGx+mDUeTqTEBzuIWrMw4CaNYKwA5hp4lKJl/d6R4Fh5V/+r6ZNLd+nlJeSomnywQF2kmAmCKPAQtMp2j0g5iDYZoToVx0CrhLAxj2lkqOHeNNAgGgyXtQak+xoHUx78h0KQOOB1GILvveD1AAEpoRNLkTw5JTF7QP+y8lZg82l2QF9wk4gv2UgSNaFKkjDwwERDiWgATU3VzXoHirc8Aa1wC6hIyCpMcQmbpPsGRbBKRYu+63oQ2iYI6rHg8DjEtftnwzr1fYqu3aBvDjz94QTdfcHo458nzgUYaPvzgIUezE2QFvrGcvHWXn6+uOX/ygmbmODk7xRwa7ty5w/OffMTt4xMunj/j2Ytn3Ll7yp27Z3jvsbRgVigDxjRhHFDUJiKslqlUNr+MuKIkAQlS/CXpuvqQAxFt1ZRBJUkRkJCqG+YuLKbKIbXaT5TmIpswUTNI5kzW/qqlmvusyvTM9NQrbsld2Xmq1J9oLdwT+5PGBhkHTGrtdYc5fSkuQ6BBTBOZv8HaLgKqycAx6AA64NWhCQTweHVkQbTv5bPxeH1AYGTjxVP1NSnSOWeWZQkBSJTqER1rsNVsaUR7U2x8RlETXvmlJhBg5vLKsSjqy6O5bb6ySpL0F6oGhRh6JVlQhWZNsiMH7zAtNE64d/A+/ew+z68sF5++4GR+wMF8xqdXL1jN3uLOLYt92nH21i1++PRTujszFqblTjfj108bnukFXizNomcjPWyvOT4eaJolIsI7bz+ga1uWlyucd3CpHNya0R22DOrxVhjcFqGJ2lPoZYlchjH1FGmdGTPdYxkDhk9gqmWRlI9SOyfTlKkpHu4qIacY34UgIuPXfqAw3vli6EOVyJQujVlhj7CpL1VoMM5oSOKBCnik0EUao8joaqNkiOOZVC+vQ84qDcKqwYrFSIsxDdYYjHSItIg0oAavgndK73sGv8V7h1MHJnyq+qSfFhM7haBvOF4PEEiTliZw53qRAMFfYHZMgbS1V04QSoqcjZIjCP2wPbh1qAE1TdAAclQgZrJlcyDihm/ilnwaNFENzjBxihiP8YE9NM+oVn+VGEiLPVJ4D8FvO+7f/zqdf8Dm2vDxTx7xS1+9y/JC+ekHP+aP/cav8LOHA0+2ypPzh5z/9DlHb8+Qk0uWF2tu9y2Xjz+k7VfMZidhxx0dOD465akf6K8vaJoF/aZn5aGbt6z7LcZaBnpOzILm0DD4DXbWxkQi2aPpl4TblEE5IqucySalv0k1ToLRRQbPNnnS3gz1wpq66t31F4lgZHyNGhDiXZMl1/uIa6eb05OlIdVp2f3MQBmzDUeb046HJCtQEsLegsHSYrTBSoeRBmtajFgMLWDxTvHqcc7hIuP7mAgWWmaxRgi5I45Ej0E7+JIcg7/wo1b5pkflIBExQbvKhJG+F0T2EKWwQ4wPBN0Ee05NsKXUGNSGcBWWuMpD8EnkG82MIB7EhSqMC0BghsAWIorRuJgnZeipz+hbEj2Cx99rg9CyaG5z5867rC9nLF8Kv/W7H3I6P8OthA8+WtHMZlxdDXzv//oReOXo/oLf+Ke/xuMf/4TFdsP6wx9xfbVkqcccdZaXL68RPUdcQ2M6Xs5WmKbDNgYZHOIcgrBdezAe7xxmO+f88cC9905oZ7AZesRSNCEAovSOX4MPhZzRl47yUoysKlVUHx80Ak5HUj1LfCPZ8VgyECfMliW9FKGRk8PqDM8xQt3I3DK+4Ub6Kx2Kodbx6To7T2nyMvC0piKt6LQxKy2QrsGaM0y07w0Ngg2amNoAJkpgfh+ZGYdtDVYsnbF4Orwq3iteNWoCyQ/gcG4b/AVpa7MbjtcDBCLRafVzfL2of0hyDdRSP6prIjFrTAGLSIv3hqZpGYaorlmbE4EMPT7vH2AYehd+NyEHf/A+qGTqsMZiYtZgZ5tgv3rFmDDZikPVYtQH5vcO8YqNPgnXOw7nB3SzQy5e9vjNu/zwY4PXHh3WXDx9zuKrd2lu3eLl409oxXO327Ltzzk+6tg+fWTH7+cAACAASURBVMJ3/uefsDia8dyFVXr9xnM48zw1PV6VtpuxXa/o5obr8yVrPO1iTj8MtFaxVjg4OUFa6HXA2ob12vPj31ty92vHzE47PC4YZVHSOjcAGl6SqmWOSt5AHNekkkeGl+jkEh9XGSYwiCp/UNdLCI6yA2g4quzQstGmkBy8BQAqIKi0BZ3YwBmgJrQ18mHso8vSoNw+yesZKj9UXZ6NOSXY4HClQURomi7oCtKEa8M8RBrUBw0smlKZ6VUxIkhjaEyLMV3mAVWFIQgcPzicbHHqAxh4h2qP8z3e93Hcb+gjrwsIQJUQMj6SpFATgSDdVIzz/BlcdQNWFO86VDuODu6xWJwxPzxivpgzO2yg6VELxnY47zCtxYmi4vExazCAhdLQ4FxP6w06OIzz9Ms1btsjfY/2jqvzl1xdXODYgvP4fkB6WLQzLJbbp7c4OzqjEcuTJ9csWbLabJl3B3z6yXMePXmMmIaf//AHzGcdbWdY41g/e0TbWnDXHM9uc3R0H99dY2Yzmrbh6dNPePzyBYcHLYO7xm5n2FZYXV/gaTCNYIYB65W2s5zcOuDg1oKr7YphEC6Wl6Ad84Njrq+3yLylWZiSYi1BwtgURckMm74nAEjsofl3Vg2i6q/x/QxSOQGTGj1dCjwRtORCoyodGL9aQJZppKgYU+eyVIXp6NxYayhqwV6bIN5RNFOo/BfRuWoQQq6HYGjozBzxgtEm3K/J429DzoCaYNsPDhfVdrFheXFZ92LwPsyDJ2gHzvV4HM4PDLLF4VDv8brF++golBTWfM19AkGbl1GESJL0z9ZckgRaaQGVnRrVNMOcg8UJ263now8f8r2HP6MfwLZzZosFprVIKzRdw+mt23SLOe9//X0Ojw+YH8wxKuFloY6cYiwyAx8AoUGYdwukAXrPsB44e/AW7QNBhwHcgPQeBoc4Zdhsw7o+bfj45x9ycWF48uQlV6uHbHul74+5c/stLl4u8eacxjgunj/EGDCtw5gDltcrvF+yXD/mm3/kqzQHHVs/56vf/KMcmBXzZsP55SWPnnzCy5fX4BsMimwa0IHDwxZjDev1JdvlOXK4wFuh33i6pgPb0689n36y5P7XjrE2aC/eK7a1mTCzPM3jnnwchRHy2n0hRgYiOKedluIka5LwPqbYTsKDQGR0KQCQnL7VuZT+PcoW/Qxik+p7JjamJ+ujSPzS7+SATja9RWyDjWapoUHUIL4JfyrgQvv84FH1OLfEu+A7UE25FyZoB0TnNQ3Q4CU4FT2eQR3Ob3CsUBw+AoDzwQxIpgOSliHftEwrHK8FCABjyZ6kRz4RyS/CefYCp/9NkSCDChdXK9q24cG7dzk4nTF4x9MX56w2z3HOMAyCX8Gjl5+gVvnuD7+Fr8KPxkLXtTj1dG3H8ckt7pzcRlc9X3vrHb729nsYNRgDbWcxTtHBgxOM2sQb4B1d04WJcI6DxQHf+53vs14NrAePNHNmC8P1y2ccdh2rRvFNz6LbousVW3fFxni6xQHL7Tm3757y048f8s777/ONX/4Kftuz4ISnn/6AX/8TfxxMz+Wzl3z3H3yH7WbL+csVHmHre2YCi4OO9rhh3XhsKzS9sF4usTYQmW06jG0w1oSsSA1qdRhvHc1F+czZ6yNJm3jSJH9O2iAFYp6QZldBUhwyc1fRB6npoIoGFPAv5kjZBOYmGvtclFjdX6mZsY+a1BGRbMsjFivJkdcETUDTcmQb/lSj/e7RwQVHXdxMJPyFBVnGRC3CmLDoC2ICZtRUdUDFoWaIkQAfQ6qB8X30S6UVmppXw93c+dcDBGriGU1k8djUnueRBpdzBcKFkCe/YRu91YtbAmI5fnA3RgYUtYpYwaVQoQFEsdYiCE3bYE1ghuOjYy6ePqbxS/zSsXzxA77/8Q+4Pl+xuXa4jbJeDrito197Fm3HW3fvcuvklLtnZxwdHvHs6VN+9MMf8o1v/BJ/7p//J3n85Jrf/u3f4+GjZ4gKzUI4vj2w/Onvcvn0BSCoeg5UWesVhlPu3j2iOzyEe19j3Q3cvq1cX/f85Ecv+NWv/FrEHWF+IHz9wQFPHq+5e+c2i9Nb/OSDT9n0lyzMEV13ijkU5jOPmmVgeg3STL3ywQcf8dZ792lai1gB9Th10dcSZWHl9U5zkeauXuueTIoiyCXvt4KPYdm0UYwPqyIDqEcNwJic1p3pIid/Vb+pz9fuhZHiv8sHlak8TR4eY0lQa6KijzEWEYs1HZYOg0Vog0bg5jEIZKpEPQGj2Lik2yx8WBfgmjicwVE7fpmpInhMHDMRhxGPiAM/RI+/iSFcAe2j6uWr/gRA0WSa3XC8HiBAkSejjKqYbhlOV6HB5HUWyn7+4QFwgAQ/a1Lnk5qoxJc9qoRl9ik0SCCcAVBj2KgHerxXXrxcY40NGVgzoLXIiWLvHXLLW8ygsNqyfX6N++gSd7lk/dNHfLoe+Kh3tM2CX/7Hf50//Sf/BP/nt36LT54u+eY/9g5np3NePPdsVw/x/cD1+Rx/tcFoh2GgAbbmlLOju9w6PuDJk09ZP/oOTr6NMudv/e59mlnL6ckp6/uHHPVnDM5z/WLg42fXtMeHaGfpZy+5+8tbThbv8PLFJcdH19iv3uXT9YaTxds8+egCrw12GHBXa2R7wPknG+5+tQMcXpuQTKSRcBFUBsAhtFUCTNo3kMJzSWOrtzewMZxrNNjG6QUk3oXVmHErMhEBa8hbwxkzXtuRVpEmLSOCgq+0CUN0uCUKC/Zi1ECSKZMux+xF7yfOyqTyd1HahzCeYLE6Q2gQiRl8gBAXfUVVPJm5ea8JDT6AMHBD9NzH+zVhRtQMYnjbRPPDE+0rNRgVjAaV39MHcyDmCGRu0CQaUgP2H68PCNRglbLQKjTOVkLCOJl2ljHgJxsuIXF8TZho4fr8lrBR/raGyU8by6rincfERDD1irgANn3fYwelQWhP58gBzLxgBqXzhiM7w19ueP7sx3z8v3+b46Vj+PlP+c53v80L1/Pg7l0+fbgE53nunuJUAI+zlvnpA27ZU+7fe8DTR1f8yX/qz/J/f+tv4NYdqsJy9ZjOzbl/dsynP3zExfmHvHzyGASatkGd5/aDI2ZnnsOT92ialvYj4cc/e0a3VRbvnbLtemYHnutPn2DdAu+CF3p9vUX7gzhsDsRHGZgOl5kocFSJ2ftEdJASBON3ydpDseEC1UvcTCPs2VCsbmzaey+skJPoYMx7IZi4ck6CNCznw5yPYuOaZGNik4pBEEjqewx/BjFiMTFbz2hbpey2gAl2vxdGG4AYjbhkM/1oTJTyXoMKP7icKpxeZ2HEkjcjRHKiT8gn9Tg/hD8cg+/xOtD7Hq89g9sy4PJbmYp9RRnL194cAFJsuAAB9a/qZJWUEu8ZI3c4RumtPmRtmYS0PrqzpHpGKe81STZp3DsQ56OTB8SFiUtrCQyCdwPiPdYK3jkGP9B72GxXGHXMTxqO2mP68yXdS6Ft5pw/esbTTx8yty2rfsPcGLxxqDcMdo7zjtmBcH19iVhl2w9sttFbjOXgoMGivPfWV/jdb38Xnr7k9skph8fHfPTJY7qupe823HIWI3N651E75/j2KUPjwW05PDrC3OtoV4Znn16yHRTbgjSCHwxN0wAbbCN5CXBxM5XPEJ41GbVHr81Ob1yqfYs5thsnxBA1jajxJe3CpJTumOMRQSDzrVTnq+hBJp1pxCnNf/FakDUEQHxM6SZm7dGEP7GIhiSesGbVxlywaMqIjF4mnaS+xo1mvHfhu/dZOmcgJPGsxKzK2Ico1R3BHHM+RAKGGPoLkj+EAIeYJjzq2oh3XmEL8LqAQFKVSFI8/k6qfyQqoaxrr/m32HZx9aESkn2KkZF37pGkCkZiTIJfEYyExB5PkPhhrVFa2x0YX1SDVuAVdZp36zFeMNsGGYTGGdCQtTUYx0U7QCvo8SHLbsXFoycs/YYDOaZrWowqx3Ph7Xff4sXFFR9+8oymd2yuVvjO44aW73znd3jn3ffYrAb6DXz9q29jcXzw45/QHWxoOKIXWOoGc+IxnbA6F46aQ7Z0XA9r9Ey5/0fPsPMFS+fomxazcKwbhxw1+IsNrThELC+fXnFye0F7BM5to82bYNhG7bK8fyFrBSJFhY/7CSrB2TpK7KCaQAVRi48mR1YDk/aQszqr38nEi9+VMOeJAZIGmOc700lGEMI/i1Gbs/PCX5M/RS0iBqs2EQpp1V6BEUA96j29H0AVN7i8QzZpnZSPJkKia1Xy1iZJa4ntD7kCnl4DkzuC1Pf0eAYGNzC4bYgGiC9jWpAu/tRy/obj9QAB2NVWkvZYuJhi2ox0htFD4Zmkomo5B6QBkkp1DJJHImqHSk2yG5UwuQjGu+BHcCAOiBpBVvUIC43Ue0QduAGGHsFj4zbpxgvmrRlnb7/Ls+8/4vLhJV4P2fotR/ce8NHDT7i+uuJXf+Wb/OynH3J6MAMMMlO6ZuDpxy+4ffs+x0eGi+dLtuslt86Es8Ovcv78OYP2dEZ48OAuTQvXL19weOeM8/Ul5xeXzKVjca9FtGFmOy6vt2y84ezebVg+w7cDOqxRWvoVnD+94G7XYpqi/Af6TYweEomKZz/xeRRHlgzwZWWixLGNS7A0alxKcBZGs506N8HUgFCnjEdTIUYwNCVuSVD7URsWKGlS8QW0yY48i8FIG8J7WESbAAhJA4j7OKbUBiOhDFWP+pDG690QYvPOxbBfFDgUyZ5ozFiJgBPbH6+HbduDKupF8RrCfU49Az0DfbT7+xAa9H3QLvAh/0JjAzWlz2eRWWj8FVGT1wYExq+kTsd0i66K8estqqbmQXxW04MSVT6VqFho2SKciNASRZeEAfRxXFEBFxNdosqal8rGrEFVHxxbbgiI7l34SynEFFtXhg0qW97/1a/wg+0HuMsVxvR8+uQJb9+7i/GeF08e09meO/e3PPrkJfP2gHnjuHN0wmZ5Ti/K4eEMzIbzyy3SbnCtZWbmXF+suHy8RUT52jcOmB9tuP2VY25dz1httvQvNiyXa7rj4HRcni9Zr9asr1fMWkuvyuA923XP4WyOaIN3AzSg4qK6m8J9MSU7JskUp13J7kiqnTIlQpOnM2jAQTqKpj0fJWoA5AhBAJyiDQTQ0Rh+DEBMXkgYpbaaqF2EtFxLh9BgaeNvG0J9mj6jkadJW0iKqQ+ONyUwvAs1eueStIjrU0K83yRtIYKPiT6qBEhoYGCN26sFU0hQDT4YDJm2VBwaswA1pgQHsKv5IdH+bmbAqwAAfjEbjf4MuCT45QdV/eMichv474D3CbsL/YXP3HE454snuglEUQcCSip65MQk1ROTpQJ0Uk5W/9NjkeAcIVeeuGZAkzNRi9NQyT6AsK9AWB5bA4BxPkQpPNGHoFFbCE4jH+FKDVjXg4Fn2+e89Wu3+PR3HsGLAbvt+fhnn9AY5evvHvN0dUHvPuLOA8Pq3OLWS957d875y7BK4d47nhcvlhwfvc/tr13x5MMj3LLnzuEh9+1t1teembUsr66YHQh3bi9o2zPEHvFkveLRxSXb9SMGr/jO0BwuMINBXU/TWpwXdBCMHqBujVqHSo9XH6IFnrgOgzHjZwlNmYc8JRUYRBtYI6g4IdrjoZAS3pbkEC8JSdEEyZu5pP0bohmiEexDPr7BShNDeeEzSPwWKxZRE+P6weUXTMSY8OR9yMwbepz3OJecfJFexSDGRkwy0TdgytoxJPgBohmpLgBnYPAYNTA2mwYa/QgODULEOkQd4l3QutSj6sKfhNHK2r7k/0jrVV6dIlSOX5Qm8GdV9Wn1+zeB/01V/6qI/Gb8/e/d/HiFWum/7JyLd0S1kSyFyIRm6lLUl9hx0h68lNRvrX6Lol7ABFU9J8YoZV98heggD4wddm+IL6FUTFoiG7WBJPl9cgLVq+OiRPIu1N0zcOetMy69cP3oGtsu6NXhrbBVx8uXyltvnfLs4TNu3b2FsRsa2yGm4/6dtzlcnPHk0TUvHl7ww+9/xNvvnfD00QUHhzOOT0+xi1O2vePF+RXtas3ZmWJmYWefk4NTzFGLbK5YHx+zeqlcP7tm0UhWV1vbsFk5pLVINxCSUBKaVmOemTBOSrpmtEygJN9g0LoE8rsgUgpOnjKSWREAIJXtzaS+9DtuR69q4ncb3XuzuDynjRqADcwfF+qY6BMKWl1aeRwh24esPu8D03kCTaQkHpEk4ZNzL/Qz5EAo6nyMTqQKosBJO1RL1GQjMQemTcuAgzRRrbaNjwAQBJ8tGkrSYJNenDTq7E9LevHNx5dlDvx54M/E7/818Pd4JQgwCvkVA7T8zq+mIin6SbyUkFSS/GkwxEzV0AAio5czmAAKaqpyoh2XQEbizkLEv2D3a9QGPDgX/tJ6bu+CCkew27IpoIJqB3iM68My0mN4+5v3+b3zDxB6xFi+/9MPaWeGw37Ow0fXnL1lee/dO6yXBtO94Pmza374/Wc4v8WYNeZZw1e/csTdd2+xvJ4xmxmOblu6ww2rpXB5tcV7yzO94uh0TdssaNpDtiocdh1mdsh7v3Yff+24+OGPwQ1se8dyteT50y2L446jhcV5MMai3iDWBPU7M370s1RMC0SuGIPBCChImoKMLmtS9SfaQJ6gBNjR1yDGYOw8AICZYdTQ6BzB0EhDIx1GY3pvZH7x0XPvYiDOu6jqp/0jDNaEhT/G2KipRNrzGlJ+Cdqqi34fD5G+wurBHA3QRD8+ah1RYYoRBPUutEEHYkwAZUD9EEwA74JT2thqR7i0UEnxQhY8msBHJrR/w/GLAAEF/lcJXPyfx63EH1Q7Dj8EHkwfqt87cHh4tNvGAqDxfs0nRxZOFt3luawUxckoLwaRUmjcG1By/gDkFWqpyAimVgV10eTIZr7GaEEY8Kw1JGdPNAvyET3lTjYISmMF128Rq6zEM7vXcfHxkuPOgoe+D/bn8ckhq+UlT5/0NDOD2p5uIazOV7StRcTTHDhODu+wsAfMT2acXzzh+oWifkZjF9w5uZPDbQfNgvV2jfPXiD3AKMyagaEROOqQ01MaM4CBp48veHnp8D2Itxgbs+akiQDgoo0+ZvLgKNSyMlSqPyrmhtHu2CNNwJBVfjGaM0N1pPqnXXc6xDRYO0ckrckPIGDSPw3M770G4E4am0bwTglMhO3eTFS3TQwDKhLAnSQIoi9INdNDeE9mMCdwifGDQIlmfk50jBQaQqg+2vc+ChFJq1JDcooJe8hjTBsAQwFDiEzFRV6aIhHJCZhJ77NNgl8ECPxpVf1YRO4Df1dEfre+qKoqe5Yw1e8duHvnXlmkmphPwo9gAUg8n+zO6PmPmkA4KvUnaQiaFiWFBRpTZUPi3gBl12GPuKim5mI07hgVk4SifSdO4+QmzcDHZJCoSkZvcaFqH7/2AStcF5lpi5cNX/nGGbp2rM+3iINGGvpNz/nTK7Rv2cwaPnr0Ae++c0ZrLDLvECs08wO6w+fgN1w967m8vsR0jq6dY/oGI46mC5KlaWds1kED6WzLdhg46DqsWM77C676gavNklkDi4VldtBx6IVN73BrjzkcwuaV3ZzB91jxaNr2HUqILiX0JKssMrKIL2pw5ISU4ZeBPYUcK2mvJm4RJwKmCRqUCeNn7QHGzDES9lFAwnr7sGgrJgAl1VyjdI5r/UWCih6WSRPnlsy4znuGmKKbGV2jMNBCCznfwRPsdx9SiSQuBrLGYqxgjSG/VFTBuxhVwOHoQYdocw6IDoh4rHqsGLzE181oyj2I5krSMqJTlWock84c4HMkOkfHFwYBVf04fj4Wkb8J/AbwKL1/QETeBh5/Vjm5kTnEEf+XbO1U5zUzdO7eKB4aOThnBwWHXuD4cNkkezOuaM05m1H8ByCSPLmjCU+mgfMxzTWdH/sFQt0+aoOaqwnNHUJ7NCw28TjeeueMD9eP2W4V3zu2lz39puXkpAPrcP0GYQVs6GZnzOYH9G7N5nzBkmu62RnOWYwDN4TFSIdnR9jWIlaR1tD7kOmGndGJsBoGpPMsujY4m74yBwcf//Qpoi1eO2w35+L6JacHXTCx/BZjPEgTRl8gJE9E8yp59qO6LjnBRyIoVGqBBC96UNLCIpnxFvBxjk0DxtKYE8RYjO1CbN/Mwr570tAkR2V8F8QwhJi9EVAJyVwpVCeWID2dpx+GwIwxto8PqnXaWVri9BIBILskoiNSVAKjA9BhFKxpqshEMB8EstDAe1zcFxA/RI3Sh9WfCVQi+HhkfE4LGAQNymAkpQsVjaDmrldgwBd+A9EhYOILSQ+BPwf8h8D/CPzrwF+Nn3/rs0vTyWfFMCRgq6R+/lbbDOnmODhe6uxJ0magqVRJLxoVCtOLZk0kaRHifNYCSMShhfklZoSl9iW/AGjeY75oAqFuTRkkPiSsII6Dsxn33j3m4x9c4p1yND9gve1ZbTc8e/EUnGV9Aaul4/CwR1lyfGJYrw3eDBi75cAYVtdLkAaHsh0GZm3DsO2x0rDxnkaEYbMM2oT2rLcXODnmoDtCTtZse0d7eszqGubzBdvthlYOUBfq6P0GMR1pK7IYPikJPSn9Nam+Ob9fMxDUvgFv0ivWi52vJqUKR6lvFzFv/zTYxbYJnnmTlt2GrV1BA+go2CYwaFpfkhJwNNr96jyuH1A35KUDoXoN6/ltWICTogflXwgBmhibD2p+uMcr0fNvYpkSPiXQj8+aaVD5JXqd1Q/g+7g4yGdgSJI+Sf2UsWGiGpNXEkb/Qw6lJzLPPHEz531RTeAB8Ddj6KYB/ltV/Tsi8i3gvxeRfxP4OfAXPqugJOEzm6fOQIlzJgdb9VDE6niiNilKpl8spICIao4tp3BK2jJcieElEdJy2hT+GzkGMyCEEBA+hHNSpiAEp1OpM3yY6JfwxoUghW8DEZmwYvD43gL3o4uQbeuDNFttDZ41x+2M88c9vYPr5TNu31nQLuZ0t4Wjo2PW6x7o6B8bFscd4pXri2v6bY9tDF13yMLOaJqODQNX6ytkZlHtccMGa2YIWzbDmttfe4dnTzecNke8fPYQWTchUUpfxuShaDJFNV9TqC7v1hznp/LkJ1UorQEI6n6414mPgGFiOnATmN902OYAIwcY09KYA0QEY6PUj0DsJSwYyrvMKXG/gqDSOxc2gAmOvwACJuaaGCuYJnj9jYY8/sZabASAgFRkh2IoXzIpBRqJuqsXkoaOxPmWYiJ6dfjI4JJi/r7H92v80KNuiI7C4OTzosG1FMdQggoSzeUaFhKwUCJhSQC+AgDgC4KAqv4E+GN7zj8D/tl/lLJyRIN9Dc8jT4K2kXOFMaMlVVygxA+jIzBvzBi11xSmEsjr3MUU90Jy7gSGZ8T89V6CpLhsMhM0hJpyijJ1ew051zt4JoOEEnC+58F7R2yut6weXgdpq4bVcsOtWw2z7hBdr9DGY9qOJ0/XNN4zeEHwzBYd3UmLnXussfi4uEc6S+83WAnSanEQ8gKGRpk1Mz49f8ZSX3By5wirwsHJnA2OyycvmR0cMGxWzJsD7Mzy0q3jS1ui3yNFYWJotrbpJWb7aXTuiQg+mgcKSYiHNRHSgGkxMkfsDGsWGNMFhx+zGP6L4UCTsy8wJmhWVspmnOodWxdSu9X5YGF00GIRDUFCg8FIWCokyChkKBpzFvK6gqhIphR9H3WCpOmZSJ5pAVI0G4JfaAA/4Hwf9hJw4VO3S4btBj/0uO0a9UNF+xJWUUawDasvA6gGYPAxghCgwKMxepJ4hfHnK47XJmOQlCw0Ymgd3WLShVrFyRlE1SF1OZJ/h9ulsjOEvNd9ekykbHqR6sk2lmamV2JCUYXFOf2zNm1SW3K3EugEh4RIiP067xFrUVHufuWI7WrLzx9tgmoq4cWjgwvSBGnACueXW46POq6fvcSsG5wO3L4/4+T0ADU9TgyHR2c4q/RmixqHDNd00mNaw2ze0Yrh/HJFu3UYC1YMd07u8nJ9TdetubYbnB5i5y04peMY0bAXId5hGhM1KVvMgzRwojHl14R994yGzVuiBpB8ARq2UUKaRQjvmUOMzLAmePuRuO4ewdsBEaGxEqV+1Ly8p/dbnB+CtqZhPI01tKahNVGyi4lMHwE9rggNGh5Rq2MU7QmyJ+09oUHFN/GelPOQtE6NC6p8MDf80KP9FnUDrt/i+55hs0H7gWG9wvUbcAPeDWHDWmsw1oa2K3E5cQQ3fGT+sA2el+QFqOi75oHPMAPS8dqAQIkO6J6rOvmUyb1JbMerhaPDtaQF5DPFQx2AQcfngRQeCG+vraqX6JDRgMFFC0j2ZNW82C/NFSfPdGwyAoTNTcGEZBcUZ7bYhccuDMPaY9QzDJ7ra8W5FcenB6yWjqY1nBwrd+dHrDfQO892dcXRyRGrHgY7sLp6jmlndAddiJeb4CHf9mt8v0XsDGTG7bNTaBdc6xa8RVZrvFsyW8wJGyk0uNUG9cLZwX2uhiucvwIkvuQidCqbpKLR7xnGOSdiGZAY3lMTt+RqO8QcgixAWqDDS4tXg1GPbXra1mJstL2zuA62tPoBY5WmgU6a4HbQAACiUcNLDl11DDnZK9rn6HiOo/YX7PuoFfohML9XVAWTNlDVIPk1lhmiA4r2A34YcOsN2/US+oFhE8bcDQNmCBXYSENWwq5Cxpo8boM61A1x38sobmyiLy1abiVkRjy/X63eOV4LEAjaY8KzCgS09CwqmtX5JG12/QH5M6G2JB5MrF6x56gIJe9is9OOyms7vpr7oKNf03PkOjNgaFrIFOxk7z1GBIcH43n/j7zH733vgwAeCqtNeLuw2Sjz+RHeDyyvHIenLcvVitlRh3NbtssVMMP7AaXHDwON8TTdEa2ExTKb9YDYlqZpOVwcYppDNmKwakAsR7NDhiVsWxMI7+AA62FxuMAZA2bOy+tN2DMUhxGHaRpcNpoT6iZtgLzfoDchvi92RtMud9tCTQAAIABJREFUMPEty54OFYMnqPzGRC2og6Z1ZZ5EiRvLYxtHYyxNNCusDeMoWAY3hJWe6mIQJ6noREkdBUSVCaqekCEaU4+DLyCAQdgnMCkEkrUEUVDnwXm078Ny8tUa3w9sl0s2y2skXsO5sK5KCaHM+ELdsDlpcu6FPSw0hDVCvTaaW8kBOyL0RMT7mV32n87HawECsMeEqXkwq9C1cV2zV2HO0TjU6lBcVVgtSQrqe+V0LJtdJpAg24gZCEiag1bVJsoqpkICKkltDXgUnI0Q1q5rWCmXgMBGsPIIiMWcbPnaN2/z8AfngegbhzGW6+WK1jSoGpaXwtNhQzcXDueWzXLLlYFNf8nscIaXkPO/mFmk36C09NstBsO8NViW9CKIH7DacGgPQWZctHPMwTEn7cDFasmmV7wM9NbR6Ry7gTun73KxPgcjOFkHh5dtgnofvCtR6kcTTABjMLbBNgvEHCAyw/t5yO83JpoKIVde8WAUj8HTRGaX4HuMGk1wsPUhByEyj/ce78M2784pbggxf43RW02JXDF8p8mLnzIJU1pwHREwoUemCYlj4XnP0G/xg6Nfb3D9wGa1RHvHsNmGkGPvEB82pbECxoalS8l09DgkuJtCUKWx0dwx8QETE6c8LvpOCo1qFJAjzhjz1f9fNAGIq8gqPSC8kw6K5C4+gaRyFik6KSwOVA6XaHq4eHdTMkVg2uI3SGsTsgpPSsKI6JvizgkANBoR6ZY0KSkpBpnYZkHlT4CglIkKFki5ecUV7T3DvdWCpx9dMW/nrFYrWgMz49lserba0Yilmyknh0dcr9bYxvPiakCPFhyfHuEVtn3PixeXLGYHXG0t682WO6cdpm3o5wO2u6QxM1aiNDIH6Tg0ni0Oox7TbhlUeHZ1zsnxGZedcLY6YL5tWLVrhhl4NbQqKA4nFrUGJwMNBtUZlgWYDmvmWOmwTYfHRj+qx/stajzWGqwVmsZiGxPUZOOwdqA1Q8zIC84/7we87xFCZCYNs0fwPjhGsYK1Fm9DUlB4K3LM0UASOkcQkBjfJ64cJe4k5dHB47yj77cM6y39esN2uaLfbOnXa/w2hIZNXEjWIDRior80JJPhYRCDVXKI0zYhzyBE/cp7MlUIL42VGB6UuGQ9RgWoNNNdaS/VOc1K9b7jtQGBJC1z1lNiSsKnSLTHKPyUM8+0vpcsdanuzQMWTYSwCi7cETYrkXxzCk/mTEWSPUk2IXKzo2IqWbBINl9StaNuVv9rRPKkMahUIEjI08d4zh4csbzYYLcN14OjaYXNdoPXkO3Wb4WXL6+YHQzcfWvG/OiIoZnhFw10DcY3DBtHd9jSLA6Z2Rnt3DM/PEWbI5x1NLbHGMtyWNH4Cw6bjsF6+mHFcdMiR3O2S4sMnuX6GicdV8st1lpund7nk81P4jsMo64VUVFE8GJomjmmOcI0wQSQ+EaooFE5lJ7wzghPEIJxDaAPe+wZUaxKyNmIOntKsJl3GqOTJu43alERnBicN/i4kapXixL371eJwZ24l4SXaBZEeqr2jfCEPf6HfhNe53a1ZFiH5dfDZovvXXjLk4ZIAyLYxmLVBOegFsU1ZE/GTcq6GV3TxGeKsMrv20zCIuUBUOWXTGV/VFtLrKumuFcgAK8RCIy1Fi0SMvFJ5YlNTrbdEirQSIOuaaOFpPaXrymhMBsJKcvX1Ms0U50+j73W2keKe0sgWI1agE82WjW/pH7UHR6B3Til1tJC7+lnjtvvH/PRb79ErGXWdaydY9s7jmXLUj0tcOv2bfADP//xE9qjA+69dZflesXQX2NEuFh6/KzFzDu6VjF24Gp1gZ8dMmsOsQi32eCHDUYe04pybE/Ydmd8aI6Rrmcmax5/8hHeClf9FWalfP3eVzjplizdi2jutFgvQeI2x5jmBNPNMc0MaZrwgk5LXFXnUbdmGJao22CNw6hgpY2xeqG1hsW8oW1M8J4bQ2M7jEBjAkAIHhNtNx9Dpl7Dq9+dCs5L8Kx7wXlf8r58WE+g3oQNPZziB8K9ztOvNiyvrtmuNmyWK4Z1j9v0+N7B4ONb7QXT2OAnUMV72PZbXFy8vOjCm4c6G95b0ZrA+FZSJmBMAyZoC96HMKBC2HMgrmtXSdQ6MYVrqZPPQYmMJWfq/uP1AYFRG4USMiRKFV9AoOjqRTrfYPbk5ZqJG5N6HgcvAI2kKjPwJPs/g64KeYMQCd811iAhppjHXKME3FFHah8EVf8qP0W6Hv4Py2LVbDGHimsdbA3D4NmiOK/0/RZmILbl0cNLbt8+wG8t68uBZw+fcHzrgPXmkpPTW5wuTlgOnmu34tjMsabDXV7SmDnOhvJO7AGDnfHTp59w+/iA46MOsDRiuezXODdw52vv88HT58jzF2g/sDkf6BaHLN0lOh/wKjSmQcwcaU6hPca2TfByNya+4yGswPRuw+CusI1nftBxMId5I7RNMAcaI3Qzw3zW0jSGxgxBM2Ab5sAPpO25LQqE3Xl6DE4bBgyD/n/UvUmsLNua3/X7VhMRmbn3Ps1t3qt61WFTpuxCqIQtI8EEyUICJsgDLDygFzDAMwYgBjBgghASEhMGSAgzMWIAMkKeIEsICckDKImiVG6qqFfleu/Ve/eec8/ZXWZErOZjsNaKiMy9z723GqHj0NknMyMiIyIjvub/9VJy81RIEgtCSBBFFn9FrsllKWfmEBmPE9NpYnwcOT2cmMeROMXC+NVMsNYsqHIp4qlJSM5anHEMrqP3PUYpreRyzbDW1nuwmBAphlp9yloxWRWJLoi3ImLVhbQWbNl8TmzrBPRsnw8tH4UQWLV7W1PzrCvjanOynXPp+fcbY8vl1nqcJfqwPSHLjVVqluDZFdTtG2jWUIlKrYBrqbBa/RjL+lUGVKS2+AvW419KddbsSABrmcNEp5BM5md++VN+9KtviNVt3VvDlBSTDHjPmx9DHB959brjfozcfvkO72csyvH+HTcmMaQde3vgWq64uwsMhxt2XcZoYDaOIFfMqcftfp57Z5hnhfCe3e4B8QaxmVOAw67n9S/+DG+/+Am38z0mwMvPf573fIHtOg79a+iuSP6KbGFiLP3x0lwakwiljz4znc84k/AyY2Okd4bBOnpfhIC3hk5mHEJXOzblHEqDF5TC4kUQCJmcwaphVlsdsLK+lhZJQGn4ElNinhPjGDieJk6nwPE4MY2BMCVSSMQ5lXZyImUWgwGSlD6C9Vidczhv6V2HrULTi8Fk6IxFoxJSgJDJMWNyJqd5LUir6FJqiFBsbZCyJFZVRXORgbouRQo8HwnQZ/Zfl49CCMCZLlztcNgggso2bZwV57zcfqUu+2/uxmJrVyna9lcpiSy6kZ6yPWf9v3m3FyjfHky7s3lh6dWhuXkgS4JS24vNdWzvQbuGIrQ0J6wtNq7BYq8E7YGYyWPG73rGOdB3jjAnNHeMx8Bjd6Tb7ej3VxVhOY7HEy9fCiRlMIoPM9e7HV9N9+QQOXRXODIhfokzBwbneRTLlX3NKd1zf/eWnRkQY3l4/57rm9c8hszw6hPuf/+em37H2zeP7H76JeIcyDWqOzKekGcCkcwEtgx5gaL9jJ4w6YQxE8bMeCI7tezUszM93lm8EZyCxFRy7FUxKdAm84nkWsBYswaRmsbrEC1Mb7BEtZCFnGuBVYR5nHk8jhzHwPEUGMfAaYrMcyaGYiYsVYa1YCgnxRjBeUsnDieWwfV4cXTGFySgBpOVMAWO44iGSAp1SK3WnsZi8F3rTFTLkg3LbIZq3NRcBlYkjJRMxEpgi2A4o6iNsvw6ryAfjRBoyTfQHHiN8bd2Pmy0vlm/vbL7pa3U3gpLg/dqd2+FQm5bqtWxFME0ZLGtIJRlNUIpCBFpxTEGJbE03dSND+NyWWTOBrrpxoKoTjOjShQo7a2VP/nnf4Yv/95PuP9BdREJ5FmhU7KeIO8glxr6u3eRaYbDi8zrl1cYGXjIkdw9kMwRL3teDobbHHgfZ2xUXncdMX/FgYEX9jXH8YDfveATP9C5HuM6TvIVWRw3nfDm/h1qM3M48eLVNZ0ZiOoxumdOyjQ/Et2I+EQ3mDLDsfbPE5TeOA5+z77z7F3g4CaufMIZGPqEd0rnTJneUwuzhExKDQXk+lcau4hm5qxY4/ApEDAENYQK22OAOEWOp5njFLl7HLk/zYwhE2Im5VL9ZKzFYUoT4AzWGKwIFkdvCsP3xuNaQ9KQ0TkzzxM6J+IcIRYE0TmHyYIfuoJmrCtOTqnKrpoEOdfGrdQqQc1FKCx0tyqSFs5W+RCNfTsBAB+NEFgQdYFsLSuvbOEplrkUFG3tmvm3rC/dQkvUQRpaqMzXxkJt/AuVu4smEVhSzmh14IuTAKR4rrfhQWqmXDlDwzPtwO3cz8Gzi4rH+iaLx1f/QxSPmiPf+cUXTLdvOQx77sNXkDPODog5EfOI8JKHuxNjUly342Z/QGTiFI74nSOlB46TMOUHeut45XeE5Hg3R97aa7z0XPGCGPeMPuLzA268I+x+ChXDZ4dX3N69J8cv+IXvXRF//obf+LXfohfD/e+PdMOO4UXgqBOPOcFhZHBDcb7NCdWI5IDJE9lGUkrM8yPeTciQGJzj4D27LuGMwbvCMEYz1hbhYbtyA40074mpsXdDyokpKWOKnKJyewzc3x15HCO3Dyce58hpVuYEcxZMEjos1hqStWT15M7Qshet6Uv34WyQbEooMCiP45F4iuSQsFmwauilx4tld9jjxNA7jzO2ZAViKorR0uNAMxprt2JS+VzrARa8WgeznCXIwQb2b/0DG/7Y0NU3LR+JEFjt7+Waayee8+UcFejFDdnUBW7cC03Pm4UXpWVcZS6yrzb+A6mzdPLWfKj+AVlDOGvewQL01+MtPoR2ZXU/ZYF2W6Ng67dsR1GRGl0ov8M7SyLy4rtXPHz5gLdC30Em4owjZuUnP7nl9WevSOE9x/uR919lPvveFWOKaDzhXSRnyzgG+qsDKjNzHPlk+IRjusXKDnHXCEKnStaZ3b4n2wNHsWBmXt8M/OT2JV+8PXL4fM/nf/IX+cHv/Rh5hCtgeKFYkxh6S+4d1pVmH6XaDZyDwTn2TtlJ5GDhVae87iOvhsSui3gRLIpVi5UaBdBStWhEqzlQoLRBS2EOStSMpMw0Z9IpML1/YLo7MtU+DTaCywZwOGuJ1i0lBGosKoaEJePIamvCUWSKSp6UOEV0zhBL8xfnHbtmDtgeT3EKuuogLCUOxbclCbKhVKWyxv5b+E8vaGLhiw0PLJWvjb5bivuzDoFVAX1o+UiEQGWwzW8tinVhhbrX5c1ob7eFOy0VV84PppmlzrT5FaTAUqoThkqgTao0Pf4kH0srKpBabtyudvE2SxUUTTq1B7cCBmiugg2ekfa7mnYrvznagip8TsRkwHXsfsbhdh3jr32Fvel4f//Izc0Oh+fqypD0lhgDZt7zxQ8eeffmiOt7DnvD4SrQX8HnN9e8ffMWrg+4A8T8E3bqQWYQj7MjN/klki0H23G/PBfFeSWYA4/3GfdSOPYG/53vkr98QLxyf/9A/+mB2R0R40gxkyKIJJzJeJM5+MzBJ3YSuLKJlwO87pXXXaJ3CedtmfAnJd8ezeQUija1paiqVvuQcuB0PBLnmXe377mfArfHkTFkjhFSHSy/Nx7fOXy2JK3mnOtQ41BxTNkxxcxxGjnFQIiGEC1ZHahHrGV/tcebjk46evHYXEKBVg2aS6jYQulSFRONQnJqjVprbrLGtafgMkWo0vIGEi40uWo2GhReqUcWYfHNBsD58pEIAc6k3bmNr5tt2330bJ92M5rTbd2rMWjdt0lMrZ9rEhKy2uPrzS0mhG5NgHbOJY24mhlNu28FgTbEsAqDs4+0HIbFUqFlLxbLQjBkoillrgYlSZkerD5z89k1X8k9KXmMFVIOxJi5vja8eO2Ys+N0zLx+/RJjMl+9uWe+hl3v2HvPcXoEp3jjcDKTzEjWGyR5uhBwZiLJjMTM45sf8/j5DcHu0emBYx7pfI+kienxyGNnuHn9PeKcOb1/w2Act49Huk9KLn/ShLXCsOu53g0c/MjOjwxM+DgxyIkrm3nVJV4Pjt47ut6XFnwpldkHqhhzWOtMNDNNI9PpyHycuX93R5wnHh/uCSli80QPOOcIWsZ3zJrIpkO7jigOFSmOyxwJ2ZKzIWVPbxzZKLbrGfqeRIdIj+Bx4nHqsGpxWvosGLWYJMXRHEus31DrJiqt5EaRVYE0+39Rbq1Y4QKdQqPRKoI3vqnz12/W+s8tf2ghICL/CGW2QFv+BPAfAS+Bfwv4sq7/D1X1b3zzEZvWZWN3n9v9a5r/OXzX+p01/Xc95lIs1PwAIoumXYvA67F0cSGcMW8zEc58EFK7TxlobYiMNmFS0EjLSNTN1zLnj5dVfqy/dyP0FYuvB8impKGSFcOObCL9Lyn6g5nRwBg918OeHCP3bzOM8MnLjquXcHc/g7OcJuWrMbMXoXOe69cHHk8nJF/xxdsvuXnxiDc7jPkMxSM6MRvD//Hrfw9xP6Z//ZIv05GTJv7EP/RLfPn2R/xTv/yP8Uomosz87fdvON2feOX2hGNE9wf6l55sM8kl9GCJLpGtYp1w6D0v3IFrq7z2EzddYrAJj2KTltyAwWGdR1VJU2QcR774yY94vH/g/buvmMexlOLW+9cZwYrSe08yhiSWJIaAI6plUsOcM7MGomrpWOQ6OmPppWeQgSg7AgNBe6J2ZOnIuUOzQ5JFkqBBSqMVAxq0FE9pqAyZSKqU5qG6dqvWjNVCCVkiYhKlH1xxeC59K8Vs6ETP3m/jgMsw1AU9PIcDvl44/KGFgKr+XeBXAETEAj8E/ifgXwf+C1X9z/+gx5SL1/MN50hBL/bXlkRxBqXq1lYc1DiuXHT5XOcOlHvbbKsGybcCZHO8KnWX/dEFAZQ6+bpfyYqp11dSk+Vsbtz21zz9yYuzdHveBZEUYvjks0/5/d99S+d3RITHhwdcMoQ5YaznzdsH3tzPvHp1w2E/MIXAy+sbxtORh4cTn376mjJmL/HykxvupoiPE1f+ASd7nFxzypFM4kCZs/hLf/6f5HcevuLt7cjP/Zlf4je//zv83J/6Bbwd+FO//Kd5+8UbHt6/4/j4ADuH3HTkzqNOOaWM0chOSpf2rIZsPcZ51EWCCDO5FAiZEjKbwsTDu3vu7u+4e/eeeZq5e/+eGCZoOQdGMMbirUMFIqVwJ1O87CXrOxXsZiydcRjTo34g2w41PWoHIj2z9MwMzHkgqGOOnikacrJkrSPRFdASpSAoGnLJAcilFZ2kXPsUpOJ4rhGmkmhUc16q+blGxlrHkpXeWw5LWV/p26yK/4mVwHq8ldSfp7G2/HGZA38B+H9V9Xe/aeTRh5YW8iiacCPdytYzuL/knG/2EaBNoW3LUkC0ERdruu92x+3nbVeBcvPMtmFeDRWuDruKHjIFCkJpVGLMmdZvCSGKeeLNbchmi3CWa9kIwC36g5Jx5jrD1ecd473j+HDCmIxxB45j4nBl6XeO4eqK3bUQ4ol4jHz17j37ZNlfX/Fb3/+S/dUVVy8S8zxh/YEQJu7dezAR43dEY/lHf+XP8MVvfMGPf/v3MD/9HQ4vOtzP/ixu6Hnle3LaEa1hNA/wQrF5YD8L8xQ5vR95/fOfMctEMpExRW4fHpnzA0d34mE3E/aB3I0kd2S0EaOZME+EaeT+/Xse7u+I84ywdi+zIlhrkJxxxgGlXbe1FmM8gzOos9ANYDuScWQ7kMQz44jZMqtnxhKzZcqOORtSMmhSYgiMITPOgSkK8wxhVuIpk4MyP85l2lRtEmyzKV2FMXTWYRS8tWAEW+sFpHaeUi2OxbVbcaUrFnjJqsDYoEOtuTLVnLgwL8t+suGdb17+uITAvwT8tc3nvyIi/wrwfwL/3jeNIKu/cWWy7QY4095PkmwuGGph4NrddZumi27CcE2Mbs8h6wE3MqGp8vqQqK6CjSmhgppcG1pKaadVzY/FVGvXsvXqLj/r+VLQVfCt6KMJBpFSZCMGvvvzn/F//63vY0Ipsz2ejhyurjlcD8xxRjHcP94zHCzXL654PJ54fxu4fXgEY/hkeMHp/p7r62ve3d0TU+Tm9ac4f+AhB2Iq04fMqwPz/QMvdo6Xu46v5pGvbt8Rj4HX6RNuvnsDJpMJmMGXMt+5BOdNjAyd4I3BLTHu0ltwTpE5JeacOcXEdP+e6fTIw+175nEkhRkDeCN0pnQGsqZMSvLWsNvv8dbRd11JzXWWJAWeB0ohUcQSVQjzzIQSNTJny5QDs1rGaAlZGKPhGA2PwXGKnuNsOE4wzso0QZwhz0CihBZthxeL8xaPw3iDU8HbmjRkTUkrr12MhBIDMGyYv9EjVGVSkSm65pldEnqFp0tdilQl8gz7fJNAkKfa5w+2iEgH/Aj4ZVX9iYh8B3hDuZz/BPgpVf03nvneMnzken/4s//aX/wX+ZBfYFnXnCiLza6rp3+zPPlFjbm3hncVr9LQw4Vnf1lHsbtk+6xyXq6DpctwldB11kCbXLvo8CWC0XbXxZdRXurvWX7bCuOW31OdlK0BSbtPog736PnR37kjzBEVpRt6hMjt7R2u9+yvi/NQnCFUe9j0gvGO3UG4fhEZekvX7QlZCQy8+vS73I8zN599irUH/v5tYB52nN7f0YshikN2PcfsET+QZOLlpwO+c7z94pbTPJKY8TuQXsFFTB/ZXRl2u8yuC+w54eMtbvwKHn9MN3/FQUasKJ1RvCk2fm89g/fsO1cEia2zhE3rBlwbhmRFrGHKkYlUGB9hTEJQYcyuJg9ZJnXMyTCrYc6eiGFMjlPynKLnlBxT8iTtSOpR9ZAdng6HL4VAYnE1Ocu18Xaty1CiNBfNqZoHGWL5k5iRqEisSUWx+AXK6LJVkTQ6XKJRG/peZEMDDct63eyw8sD/+Nf/6v+lqn/ukj3+OJDAPwf8qqr+pNBkeS3XLv818L8896Xt8JHvfPKpnutC5SxNFzYSsWxf3l94UrfIfhVwAuuAAdqdW4RNHSq5fF+pHV2lnkKWQZSteEMw1f+wMVkMtHHY0giCduqmzXMFPGstRDlnsxG3BSDt2lnWFxtQMVLmfquU+nR1J26Pj3RyRdKZh8f3OCvshmsUGN8HxER2LzyuF+aUMO5At7viGG5J08ggjk+Ga6ZxIoRHwu6WFy+v8Sbxd//+79C9+JzHt3c8vEloEqQ7EOwjMhjmuTQCefxBwFqh7z3DTtE+Qd6X/v46M85H3r59T06POJnZ25kbP3LtJl7auVQKGos3YGsffoOgKRFy5mEeMdJMAUvvPN55DEX7Oueqn9biakkR4sCXMeQOR8QR6NiJI4sniCfiiHhCdozaM9Expo45lXUxelJ25GiQZKCGAtfhs4WpU4pFg2uL+7eZlEoLg7e/pjDKtjbWvrJwo5lGAY2WFzS8RYeyIIOVYs7Ux2bt0+WPQwj8ZTamQBs6Uj/+ReDXv/2hzq3eJ5hcWJN3Fuh+8R1YoPayVlk9KDUjZ83C3pog23z/AsfOLqUKgPbg5KxEubwvI82EMpmnQv4mDLT4BMrx8jO2W2Xyy3Uo64U122+DkgSSBNxOiGOk70prMTSSUsR5x/6wJzMyHBz713sOkrk/BuZ5Lh2J2TNPiWnKWNvz8vPXBDL300wKD+Suo98ZPpEOvZ+I0pHUoiQe398hKNYLzivWSO22k4gxMU+Bx3xk1BNRItZGeq8YB2ogUxxuOUPKQlCDMRmpjU+98/S1hsD6ksvfWYMzlr7rGboOIwWaW1NmJEYyISsRyMYzqSFSbP5ZHUEtAUvAY9UQ1RFwSHak7InJURKHS3diYx1Kse+XTsNanI6t/4QoJJr3XxsAXElYKw2e/W3pVlcafY5/l+3VVFjI78KkeG75mm1/HMNH/hng39ms/s9E5Ffqlf3OxbYPXSGlEKRp7Od20WXTpU9vvQlLFcB6jZWBtp1ht85E2fgBzjP+hLOPdTdZBIquK6RUpDVJv7gL2gTNxd7LG5+nqZqgSfF2InNBObD0XWoaZXPNUDSmu/L83C+94vu/8QbhJUPfE5MyXHn63vE4PrJ7eYUeOk4uY3cwPzzSyZ7PXn/O7f1b7DAQHg1zmPji/e9y9fln3N0F5mT503/uz/J3fvNXebE/0HlLyDAfZ+YpYk5KsspJE3cWsgjJQfKW1DmyvyN5JXeKOKW3FQnVxoOqpeFHNh5jE4M37Lyw94I3wuANzpqCDrzHW8GZOizUWLK05iWVs4RazVlTiet2YwxWO7w4RG2B9xjIhqwOoxabLRLL9loYAiIkVVKOS0OSUtRXuig1rV40dCItGrk0Aynj11q4OnPOu/WZ5vWZt5zXUh4spfFBHeyyMv/5+3K+s1zZb738UecOPAKfXKz7l/8wx9p6weuRnr4ubtLG+vWhX/gPzrD9VtuqsmQNtuOdoQMKLGtM3phtE7opD4WVaVeQsn5sSR0XAk2MWe39DIgtEFBKPXrLHlwERT3gWcSl+SnqiUUVQzFB+ivh0+/cML3pCQlUAqdxZJpTaXIypVL95hRrJlwHnYG7d++w/Z6Hx3u6vufw8gU6PqBTpO8Gfuq7P81Pfvi7XNuB47sjYnocYAl0BmZRZhScIWmmTd7MYurkxSVEXrvolLFrCSm1/gmyKUM2YoY5g4uZ2RQvuYlKzImIYueZyQheimPQGsPgO6wIwRTPPIaCBMQQEbKJRLFEUYImkniCdESUJAUBlOlEUtqRbVgpaylPKuFFQ962rqbtqwuNLL6iZt41+lxgvy6hbDnbt6H7Bj1bzUvdkHWpSWk0vw1RP3Gqs5quKy88v3w8GYNny4UA0PObtdg+TRgszLq9MfX7WyZtU0WWgSPt+Bt4rQ2ub2CAtDWbVGVhc4S63my0uCqoXezDZkpIdU2USclaGklqLnbvItQ2t2JJM21+jI2rTJJYAAAgAElEQVQ/o/5ntUPFkcw9Lz+55s07h/gyq28M94zThHMGmRTnPOMpYAjs9wMuC94diHR4a7jfCaGDzuzYH64IKky7hEwTtz++YwrQl3FMBGtJuVjtk5aKPW2jsURJNqAFGy9hvdIkR0kizEDf5LAIxnbYTuiHTOegd0JnFWfBWcEZ6JHiK6hRFlPpQHMmhlRqADQTUWZTnIEBW0J/4onimPEkKX+RkjmY6+dZO2ZVppyZkhIyxKTEWHoWlrbwq1AuNNGeEWRKx+hWBLc8TGk5AYU2VkS6pZf2vp6htRlryi9vitUa89NC1c8IEjZkzYeXj0cILFD+mctdUfG6qnbzKR/k6b7LzWdh/FXjV+1EbbtUhziI2pooVB/0cgNlPaTA2stt1fptKf0E8sKuTUKX+QWyaob6cGXD2As6XJCIsBXll2ipVEJCIuJUwDvohJjvCSmTjODcrnTf6QzJZiQ8Eh9nus4j3Q4Ry/HNe+h20O0IDyN76TnNGTy8uD7w2//Pb+KiRXRAQ2QOFmN7Zp1JNqNOCyFpJhpIVgqSzrVQx9TKuAqinILNgqvONbVCSoacYm0NpiQVYrHIa6FQeQ1GQAxiSz9BSzENXEUFFiFqYk4ZSaWUNyfFiSFmIaWSX5GAWZVIImAWp2DAMybPKXVM6jnl4kiMqZgsZAtqkFQqF42WwjQjNdKUKqpr5NrkQ6IILq3Fq7UhymWYcG07kevozI09uqWLuv/S13K7/pnlw1s+JiEAfFBeycUmzeerGlyqx1juY7XbpSXxNOhfVE/j583N20joZmed1fc2Lf3MLd2gEeqorNaCrDjyzArpqtwphyroQXM+P9STD/LBBynNEYEhpsDj8bYUGtkeIeG9w3qD1kacve9re++OqBF/2KEJQhw5OoPLjj7Dux++J7+IHOhK3j0R9UIMCSflvooFldooxEI2mWwrmhWemkRbeVr9KWIcXaf0g6EfHN1QUoqlHsdYUMk1C7DY2E1DOucw1hb/gLU4MXjT48n0YokY5qwcAwwJxghTFE5JIAk5Kpq0DG5JgSlljjFxioHH6JjUkU1PwoF0tVK8JZCVxUilnEoqC11VzS/a+lG0X75BfBsw0LR7o8mm4bUpK2WT1VppokUTnjEHluUb0gA+IiGgH3hfl8UG32rCtrsuHxqfbxlX281bdihvzkwE2GQcbs4jyx0/p2CU1b+wuWyzYdZcQo+6NJZvD0obLl6gW3u4Z5L/G5bFOyAJEY+zPZPMIBHrevY3L4hhwtqA2uIXyCnitGc6JqIdcbvS1ffF9YE5TMTRMP7+e0xfnGaBzM2rF7x985ZpmjF9z9wrI4niARNKunS9pyKlKNMq2VL8bnY1tzaN41Atk329t/SD5+pKOOwyg0/0JmGrKZSIxRlnwJpSuZk1k1SZwlymJhuDt7YgAudIAsnYkiUoDu8d0jlM9jg1+GwI2TJnYVRTogZRmNRyip4xe07JM6plzo6QLSkLmsw6oKR2Iy4FgYVd3YahFxO2CYTG4Fpp6ozkKw1naoRp84w3SqopNrY0vjVBeWoSfNPyEQmBtihnKu8M3usZcy8vC99s79wG+J/BaDn7+grLWdIxyx6tTnsj3jn/zpOlrWrbFh+kQcx5zUARVuuT1AoWGtF86BHK5fuqkY3UmTxSGlR450gpMocZm2PRmp0pZoBYYi5TdGKIWHEEFU4x4qJgRPEWXOeJkrAmYQeLxMicMkkLhG/dmbNqHdi8ocxqF6+3SS6eQ0NIRYsbUwWhZJIIEcFIya3LYhECGVM6Cm8SukprsRpZqrwRYmDWUoSTTCKZRBAtgkEExZfvWrPkE+RsyEZI2eGNJ6ba7TiVlu0mC5qENpROK6Rvz0GXlbLSYotoNcWf11sgTxh2VQhkXaY1LYJkMT9X+mm0/xzTS4uIfYvlIxIC5wy8rFtg9mafZfPm84KGqsapM+kXulOK4042qKAxf02+KKc651Q5O39dfSEA2j4L9K8rGxQuWr5GAra/wpSUUl3MA12+27T85XIpesrvE1QT2JI7jxic6whxBlGs84Xgq606TzPqQbJhsB7vd5wwTNbz+c99CiHyxQ9/iJcBcZbHhwnxAl7ovSO9K409k5japfepMFBd1ytrGe16zwwiZUTYHDLjrByn4ggcLFCTfmprXlSlTOsx5WaZ2luwtP0CJ+CROnW5tO6eYmCKmZlIJBEJZNORTCSZgSRShUKrDXG0qccFtZVBIGgdR2Bqm3K2jlloHv8z7Z9Xk2C1+3WZX8GG8ZdQ37KeFfLLZl0JI9UCorU6dXUefoBWvkEWfERCgI0m3azQy3VcSMfK9FsmzXpxT+TsgTXYfqZxpdxM2WRqraJWz461mBvb61zOszlxMxfqCPPlcp+z3+ppLs50vs8TLbquLtZELr0wxdTe9xO+sxjXFWdYLimsagVnO0hKnBMpR2bnCb7ji+lEJ5ZjhH1QRANZFDMUATrNoZRJayIbW5ljdYaurL6BsPVdTkUO55pKnykhuTEkHiXhRBHNWCx5cBx6hxHIGmvBkGEmlVtnDCIlbAhlKlTSGkWR4qswxuCzMAdQimMwxtJXIDKTapViAmaEJBQnoJaGIwklKmUGgBRnpT6hJa2affMsKn2q6pkzcMkUbMptEy6EJgw2aFQvMwM5o02p/7fEpXO6PaetrxMEH48QaLbwMyi7LBumXzF+2bIVFMpaD7B8TZbN556pesPPbPuFUykTcHl6g6VmHC4xe9Z1Gx2+3nspo7mzgi155dm0ZKHKFbJJH1ZoSSVnt+js+tptE8CUDke2DOfo+wGLR+epIiRBxEFWQiodezrvCXEi5Ax74VEUtx+IKtw/ThwfE3kK7HaOSGToB7JkomhJLhDBqpTiIpXSnUm1QN4s1OFAIGByiRaoKDkWRjJS/AG23uP7WQkxMM2RLJYohmQcvRq87bBEJEcMCaMJLwknhs5knFG6nLEInVHElPZg0RhmLMHBGIUJYUwwZ0PIlJwBipBLksnWk40wiWVSZVYIUnIXUl6FWUP6Usm1undKb4GaClzKhssGybp+qXZCIueNbrnAfYuPSzafN7D20lldaXWtq2lHvdAqH1g+HiEArLpvWzTDhdY818xbM/TJ0XTdRxZBsML15Y490ejte8pTh+JmWXoUssK3DTTT9eQXSKBdW809qPkFy+ARAc0tc2CbG1DPZdY+BcurOJLJuM7z8vUNt28TxtrifDOlui3OCcEWhgZCNsxiy1QeA9M4cm09NmZsrHrdWLJJ5N6BD9U2VowKUwjFDyAGMSXZSXIudQXSimLX+5yzgK1auT0CSpJQssJcq/3Msab0imfwjl1nEMk4KY03nESMJmwO2JxLoZFVnCZcLje45AGYmh7siFK0/QgEhEmVkKQIg4oCss1kk4gkZpMJWsOHKotpX3h5U6xUJxqbVFBk+bw2EVlKhVtTkbyS3WJGwCa6tdLsQvuVxrY+6nN63DD7xtfQvvNNy8cjBJaGiec/guXTGUdXqMSGSXX5blPyzQxYbkhjzjOB0Ap5zJnQbI6VJ9p48Se0696iBDbvN0/rEqq040vRmu0Y2+EnBc3kBXGsp2vfb39lP8VhDFgP4gpI7vs9KUeMcYgTOrsnRSnZhCEyG0fsesacq7tEMacjepoZOsP1iytmH1FjCCYBZVBuINfbXcJy41Sm/6gRcIKUvLqFAI2We2lMq5godnisQiCrElKpB4gqpPvEMUSmlDnslBt6vBOMpDKMRDJIhBwwacKQ6ZzSW4MFUkoFTaiQKL0DS6KQEK0yqzBJJqBFGIiS1KBqSUmYBaJmkpQaBBVDiSK1+18RT3P8VUEglcll+QySFJOhjTGvs8/W6lNVllqXS3p7Jva/KsmNsSitdF2XFuQX6uwfBHNAL17bpwp1tgKAM4W67rsxEVamL5/WfTdQ/mzHdu6qYReNvEn4WXaUswezMOcTNKIXe7Tzt2uqD2YxC1gcheX31OuR8yO09ugLOkRQ42rrc4/rMsONx98J06QY50hqSoeb3tD1HTEnApA94C0iARsDQ+fg+FiIdN/xQMmXV83oQyAMVXhZxe4V+wiI0kUtTURNmdLT0C+1BLsM5CxVlrZtq/A1qpBybc1nIRiI2TBFiCiHmBlz5uZqoLOeMgMAXOniCdohGrBzxtsiIMQIKVuiGqKaUosolowlIUVAGCU5UFsfqS3RgeLvELK6kiFIqRgsGrwgIF2YXM4YXzIl36MyfzMFNJdEIa31BfXmXBJMXbvpalUfcqt/KHTRyPBCMdYjbCttQTbbPrx8JEKAC9GlGxZaf4xstp8tqgvDL5s3fLs99Fnyz/Y71a6CJgQuNTqbbVy4JWqW4ZnUboJmzQQ8v6AF79ESicpzrflxF01Hzo4q28pCAeMRRgSD6zs+/d6e0/0Dd7/3FeJd6dHnO7zJONPx3maO2SKSCHHG9grjiOkOqPUc4wyHAyEoh2TRMDMNjpOAR9nvivb0OyHFTN8L06nchVTHdZlWFaj1+Wh1G9Cq70BtHQYaDWKVZA3RQUKYkjLnxP2ojHEm0nMYPK7zNWW4NAUXSQgR0YiEhKnDXxSLGEdUQ8qQVMg13KhiEWNRa4sfxRRh0KYqo5Ry4SSlJ0CW2hSE2jqMVeNX5idpNQ+0mgZafnxz/qWyjcVMYIME1md7TlcfWCr6oyabsxEQzcRq5a7fpqDo4xECGZqmXPOgLzR2fa9bhlo8wk82XtzMD7QW267Qap9vAVV72ZgdehZ7XLMRL1urrYLsIgecTQrxYufXk7VKQ7U86Ze4RSgrFiz/TDm2EYPpPP2urx3PBOtL6MuKRbJn9jDaiMwjtreIKDFGRtMxy0wYBpKrY7IeI8dZmZwwuA6voNOIhsxwsMwoYRK8tYSY6jyXct2mmm0N+YqrhG7LxGCq81BtYbRUE3GMGrAwZSUnofee+5MlJMugFmcFI442eciZroQb8ww5keIMxlXhWJBArqnICamz/uokYevI1G1aowELemntwPiAAFj9AJKLY3BxHmwEwdInoL42xyDaQoMrzQpc+KJW85cnjuqmIKFNHV6xcD5zQ33d8vEIgWfh0SoMFg3c8NCWCc5eOd925lm95P6nGnb7AM6csDQUW5luY50tnR8boy+Sfe19sBZyrGJ/edA1Sak0kTTr9voUpZ13MWfW64Xa3FRMdSAJpjNcv7zi+sUNaoUQQzGhjSVIYk4e8R51gjqI+QRXOwIR2Zf22Rmlx2BPBpkN9iGzP5UyYzt4JNX5fznXkGTGioUQq1YtVXnGlBh+0qqdmkConXPamC8tio2SJWNw1nGz39P1nt1uwFhPVHg8lvmM3rsypxHlNJdGJqWGMBOyR7MQtTVisRXiF+9Jqt1/rCasGNQVX0Vi4V80SdXeUh19lAzJ2lOQ1LR+FQ4VDbQegugGCdT1JThQNX9DCBtI/yS5Z+MTaMKhIdaz+YOVDs4a80grNT6rTHl2+YiEAB+AQWv7j0VzyvambL64OM22WhuaxNTttrb/1u4XWHoJmi3sl+VhQGVos722TX3hNp67VeRLCEc22+u+LZ1YNt9vRzebO9BCmWbzwJdwpV1rJIzBD46rF9e1SSaYGcDwmCdUlc5CdkVrhnzP8MIx5xNiiiNxmJTuOCNjxieHPzq6lIgp0O13zDGSTkWb55Tx1hOmhEmgqd7trjg/NRcpWMyAMkNBbREMRqTY0vWeSy75AEM/8HL/mmHoQRSjFjKkPBFjJiXBe4t1hjmUrj7W+JKHIJ6cS8hRs2DEFkGlSiJXP4AQE5ickWxozrWMLAKASGV4ijBIzSRgfa1Ov/I5lw5D1SwoAmB1Ai4FQylv5lsucQcWgltodqUx3dDrKjhW0l/o5vK1KdKvgQPmw5vWRUT+GxH5QkR+fbPutYj8ryLym/X1VV0vIvJfishvicivicg//m3Oca7IZdH+ZwhgAwI+JACgWkJPPK005FS/06QniyRd324YfmtvbVCHNsJdTLpnpPjm7YJptsdfXfyUMJtZmkfU2d3L9jKyuqwrqQF2/bNlgGYp6LGIBd9bdrs9Mdapts6QpE7zzRNyuifd3xXivH6BpgP5riPkAyFZ9N0Dbpxweyla/atAnhLMmS7C3sP4ZWLIPYSIpAgxYrMgkdqTX7BZ8FkwQSFQ++opNkpJUY5gA7ggdNmww3NlBvYy4IPBzILPHibQCUxymOiJJzg9RKajkmNPmB2nE5xGIcWenHuEPcpAiJYQDFk9xg1Yt8O4HnG+lD5LKQnSOkGojQuTyBIGbKZACwGaXJMZ09piXCrTFwGQqwBo6ytCWJyCtWgsFzi0Dri50AULWqgZsGe+okKf0hAPW9pqqqkpCT64fCshAPy3wD97se4/AP6mqv4i8DfrZyg9B3+x/v3bwH/1rc5QbSXd/Ojl5VKKPQebgI2EWDZtWL2VfF8ssnnZavtmFsh63A0DbwDGh6+rHevsAWyiE89dhillskUgmFUglI0FDYil+QFEih9AjCueN2sRZ/G9JyuEpIgYZpM4ckRMhDAhIWKyBbND3QuCXuF2n9K5G5hhnkbUgXlpUZ8wszJNEyYbTu8nOjPASdHHwE4Up4GdB51jmcgTBZ0zEjImZGwSTFRMABsEmwSXBBvBRDABfAAfhV49XRbi40w6zrggmBlkUmQWTDBIsOQRwmNEgkGCJ8+WNBnSbNDgIHaY1CPJgzoMHu8GnOtxrsfabkEJJfWaauNL+cvl2oirAJBUcwK2f0tj0WoWtNkD2j7rQt/SBEFVUmv/wfwcOTxDKRtVJLKYjM0ZsUQftkhAn2OidflW5oCq/u8i8gsXq/8F4J+u7/8q8L8B/35d/99pEW1/S0ReXvQd/BYn5AlT0j7qWWuPiuDl7LtbD/4qH7Zx1fbynHis35WnErT5C5Y+g8u1VofN5oh6Lh0WQbC6NM7PvTyiM0REYXxYG6Fs7b/qAxBjQVL1bheUMqWZOSWc7yhNS5SkgayRTgYwhuwc8f4R3ylhn5CDkH98ix7vYD9wZwTNE/ZgGXrL0Qem9wn7sOfhONOLIx8Trz7fgwhv3jxiKU04QKuVIyX0iWKFpSOzRcBZyEqWXBx1WSElgkyELPTqCGFmikLXd2ANIUYyirWCwRPnSAoJsQZnPDllUqhmhq0Fv+KKwDSmIi5Acn2WpYmpLgSzMjsbE2B1DGoJEUZdmoxKVEzMF97/qvk3+QGS12zBWoSw+gK00lchPhYbQKj1ArJ+bnS47M/qihKQ2lq/NMjd1K98YPmj+AS+s2HsHwPfqe+/B/zeZr8f1HXfXgg0AXDGbBfwf/Ou7CaLNF1tpgsmbvtXxi0fqorfaPUlJkvzVm2O0b57UUBQnF3bn3BuDizrDduntey5CI/ts9o6IRv021z3IiSsIJgl5m0QkgaOx0d8NxDSRA4QxgQpEMhksWS7R1VIX9zRo0iamfYZzZZu/6JUs40z4/GIvowMn+7xrxTzBtwxlclEUZjupoJecqldsChCxuJIcyYZxbtapZfKnD7VjM11X6E44bJAgjmFYnaIYxgMp/mIHKAfBrxYYk7kqQgOiyHHjLGK8740Gs3F5jau5CaIL/cIUTRHyHI2ZapNBGogspkCElkYXqIgsQgEE3XJBWhIgFy0vFafwOIrWFBAXhh9YXitQ0i0wvy88WHJBWJsgmCxa5t/oDK4rjSnlcbbsdtv/NDyx+IYVFUV+TYJiutyPndgv9nwDARqTMPZbuebn7uu9oBlIwC+zjj6+ituSp/2IJ5I14039+zqPpA/0N5vh49sd12RSDUJNuio1UdIW99MlZZS7ASslNKEUOoQnPdl+m0q/XQkOHy3R1F8gvH+SO4LsbnOksLM6XEkTonxlLiaI9evbxhPtxiUPjjmaeZ4d0IRjDfkkOkHg2RLngOCKdeBYl0JuUXVIjBq4s/SlCOX0CAxE0ImdgExXbnPYxtNBqgQoiJGsaYOaEWL2eJsEQyaS9K/pUwpSnUfZW3ukhtvVjgPS9hSLsyAReunEvM3SZdoQFvPggRyzSLUjeav5oC2pKEtieQzHwAiC9OfhQsvKWsTPizIYNWay9uKDL5u+aMIgZ80mC8iPwV8Udf/EPjZzX4/U9dd/oB17sDr16pnc9gac1zY+hudeW71c25TXUwxyGz5p6EEBePYug8Xbb5Vy6po87pfQnht2nm78uwyYOMD0EXVbA/VshQvji8r5D9LYto2m2xML4CUNt0qnmQ6zG7k6rVlvI+MmssADAsydIQ0kzXTh4ykIzkpyTny3uA7j9s5Do+B+faekzXE3nG1L9OIzPHEbCa6716xPynxTSKPYGZHDpHd3hLmxHBtiDkhoaQNh1SqFUtDMEGzknPEd6UzkEom5UzWkqWXTeL47gE5Bl58+inHx4n5/pHdi5eIMXj15TeZAKJkMaQAeMV7xVtBncV0tpZBK1glmVQhNotjN2PKMNnmwV28/aCxhgTrqDFaeDDoEiaU1GL+FfInNqWS1QHY0MDyvqKJxYGtm79NM1xaBFkKWqgdlBs9aF2nmjbf0DNr4gxRP7P8UYTA/wz8q8B/Wl//+mb9XxGR/x74J4Dbb/YHPH+Fz7H8VqeXj5knzHm+R113lm1d1tUbuCxnmzdnrtLh0sG3HFnlKRMD63CR8mCFZ+B+fV2PttlWTYD1te3PRgAUu9Y0CNl6JniD8QYkkTURQmF8MVJ7YRQInOfAHAJJwA4dcT4RMUz3R4xG8q7HdR3Hd/d0u2vefXHL1WHHmEt2nrvpeZiPdKk2TM2KIVWIXuC/qOBESxZhCqC2dD1G8F5KWm7BDKVaT7RUHYZInIHrXPoETBG1E+J9qYfQ0ma8jPsTYsrVVgfjCgIxLZsvFA+8qTzWess27ZkpKc2qxQRYcgHq8WiaPmk1BzYCIG9fy0F0IwQWNNDCgYt5IItjcM2JaVSwQv4zBXhGs80nkNfI84aG5OwDH1y+lRAQkb9GcQJ+KiI/AP5jCvP/DyLybwK/C/yluvvfAP554LeAI2VK8R9oeY5h/6DLylSXAqLd7DPczXNlF+04xcba2Gly9sWnJ70QWoX5dbUMtrHeZX9ZD3ExGu3sFM0MkM12MUBCcSCKmJEQI+MYMNbT+zIXL6tyGk/sfEfXeeIcSHMJ7Ym1xMcTeowl5PjiCh086fiADSX+nW8nrl694kEf6Hd7bsdINBP2E0HuAi4LOWZ8B4NXFMuUSzuwInALdLb1l2oEb3eYridMI6ZOGA4xI2SyQEiReHfi5WefEJMl3d4i3QD7a1RqM9KYMSbjtNYjpIx6i92BweGMBWfIkkvjk8qYzZFenrxWkNaYPhftn8t7abkDS+KQriZAGzFWfQJLJGA7YQiqcGiIYIM6Gglsi+gWGfAMJzxjdjbh0YKCqzLR7cuzy7eNDvzlD2z6C8/sq8C/+22O++Fl/YGLIFN4cjc+FJL7FmfQLdMtdvrFEZZwoKyC4hkBsL1aWUlqvcYzDc5qwzXmz6BG25nOTQq2oUoWAimte3VNcTDl3MUZlOh6y+EwMCXo/ICmkePjIzkmuqGj9x3T8UQKcantxzlMtBCFcTJE53BuRxof0ZyZb48cXu6xO8/p3TuIHjQgrjjjjPO4g2OKoWjbkNAoGK9kB1QkYmJ5VVvmFBhrccaQQlzUV6rOc6sGQtG+zlrymEnThO32iHNIFnLKi9kkFuzO4QeHHTy2IoKUS25vKXmuMJ0q3DELfWlz+DXF3f50TQNeusC39drWVY1efR6LAKhIYMlt0fbfima/DrEvNLAoqw2RnDm81sSilY6eEOmT5aPIGCz3arVzWNhjS/jfDhm0G7DMIniyPK/t1y+322gu9tne3gs/wNY0WGTxpl6g2feYqhEbtQnFMDQLwSzTi5qwaMJGL9HLJkFEtUDLlsKWLbud5/PvKd9/9440elKMBE2luYkxHE8j/TDQdT3H45Fu32O95358zyAdnTVMMbK/ueFolXiMuPvA6ftfIdeGK+N4+HyHsztei6Cv7rh+ccW73SNXhytSnrm/j2ASwwjD4ElG8FZLpAKIoswGkhh2/aGk1s4jA6X5aVSpzrbMHGeMLY7MEALheMIPHV5KVZ8Vgz04zGDxrxx2cIgvpoVKJmmqzLjCbksxB7LmVXdWW70UBuni6S8ogPq+ZgVq3jgDG/M3uM/6umj7+tw3yODrKfO5ZN8N87N9ex46b+uXNIKvWT4KIQCsjH4WCtTN5g97SZ8cCjkTtOsiF3ut2ly3EvXiKxeA/Ol7ebr1KdyHpdNkE3jNKVT7j5dn2WKIsu5b3R7Fji0MT23phSn+ANXNCOxiXdP1katrz/3oyThAMcYwzzMCjCHinEVRHo/HUjFrEjkdYU4wdNwdH7n+6U+wL/foj74g5cjpLrB/ccXDNBJFeH9/4krgIdwT9omu64lRkb1i1WAjBTHEMgosWYM1tbovZoJCvz/gvUUfBTsGrLI4Dg/7HZqUjNAZTzYQQyQDnS9JUd4adlc7ZBBylxGnK8NJyZNoCrxM/q4AunLJth/gksnbYvktBFj/lpTfCu2l2vtLgdBZJ6FKDbqlDdbEtUuBsd1pIa8l7+858lzePcf0Cwj9o5oD/38sBSGtGv9MBDRebTe1adJvknFnguA5D39h/NyYaxEym5Ad29Dg06/zzMeGBi5zvBf4uUlmanz+xADS9eJLuoMu04ta26glZVQSaFedXHk5c39tuPlcePPjt1jbc7UfmOfAPM6EGLHGMJ8mYo7Fo+AsTjriNDGYGZ1mpkPP/ds74J7u0wGjlgEh+g43R673A+85Ip/ueXN/ZLDC7fs7Pn154KAGOQlHmcvsQF9Sl3XOzFPGiC05A13H7Xdfsbvp8dMJeXvLIQnfe/mqpOGOJ9JpxtqM9bbE/MNIniKm77AHwR8M5joiDozzIGUoaivlbujKtMhR473Ns20x/Jb1tzYK0Y0wWBWL00wAACAASURBVBm9CYSlkxA19g81RZglClFkQl4FBPUcl0uj8ZYI1i60YeNtBumWXhq1ytnuG1Ph6ana8vEIgU0WVIPkcsEay2/SRY7z7QXB9giyMGU9+ZohuFmaOFoBiKxM/JxjZoHtzY7bXINud+Jc4G0e1HlP01WILOHLSrUtuaV8rl2GKdlwQgB1JBFeft7xs//wnt/+22/Jk8XkjGstugExBmc7MpmUEioJd+0wKZDmxK4/8Hga4eaKuesRKZjiRMYOO949voeDcqcZjYqJFqfK/ZsHUjC4B+HQO/yLjjEHbBJeiuNRlNF4dBjYX98wa8buO+yrG8LhJTkK3l/hxogP75D8lhROjMdEN3g+/fwTbGeJXYKrhPQZ2weQklJMMMUZS5sDXURz69zYogKCspbhbuD71h+wcQayCIC8ooPmCEzN8Vcf+IIoNshgedvOuRE+F3T7XMRJ0aWxzBn9m/Ow+KI4n4LVJ8tHIwRgFQRPLvhSmmnVtd/OOvjAydgY3+fqfbWtvn2M4lIcnX2vyZ4tkmFjDrTdtvnIRakXh9c2gUTqfTIrQtGsYGsMmlyJ2gIO52F3bXj1asftl4EpRDrvmebAaZpQLfMFWqhqt7sm5kieE5oS8zjjhoE4zVh/TYojwcwYbwkpYm9uMC5g3sz0g2W+DQy2PJsYlZzBT4kYZoLkWjeQsWowxgGJ+fRImo8wePT1QJaObCzRHzg9PvDJ7gX54Z48T4THETGC7y12ENzewWBQU7Ih0YymMqxEbF7MKLPV/GgRBlKetFHWNuIbnwAtvFiFQCssWj4/CQHqqt2XCER9prrZdyEa5ZxzL4mqCoqzWN8lYTV6al6rJ56Bf3B8AlsmWpppbH73klWX88JEhTe+Bd750LZvASQuty9I5LnMwMs1emEWrBtoePRcWGwJRC7uwQY5LL6TCmfUFiaQgMnlkWaZyNKhCK8+u+Luzczv/+C25hEUX8Jw2HOa5tpHT8miPBqDsztSGDFJSTnTDZ6ojvTjR25eDEzyQDid8Lsrwl0gxQnGmatXB04z3L8NvOx2dF1mGiJTVOwY6Q4G0yvHY8Lw/zH3JrG2LemB1vfHavY+ze1em40znem+bIMT2cAAuUACCYRACITAzAqQjCUYI1lMEFKNUIkJAgSiVEJCRSEslRACiRoVE0rgokou25TLzsaZ6fcy8713u3POblYTP4Po/lhr73NvZhbSiat9z96xYkX79/HHHw39eMTTMV/P+O1jju4SZMth3DP7EVoP715z/GzHB+9+iWcOxk++T38J26eCuxiZ5IDXDpkc3rconllGVBQ3u+gCHuwJQdKKV8O5gDCJOAtZAK1dfn3wEEyGwszx1YOfo3OQz+cBEjGVLBD4Ig1knwCysXDprJZBzqiPidhbSMvCqDGkYywH2WPe1nkmPRAioFkkT8CdhyZRM9KiHlj1vUKv+KBMrJj/E3Fx905IQXK3aut+qiFUVD6PYvGqavm5VO2qbitEn3aiq2xxHtHoa5vuOoxhy90M2oYxSth2CgzK88GH77F/0fPxx99nGkekaYNdoAsukh6PHz1z58Odha1EB7eJyU80zZZ+bGl3wu3+jnYrNBeO4eXr0J/LhlsGNk8fsWladh89p+8arp9eM72a2d8daNsZ6cD1ghw9W+mZNfgCyONHTBeXzBo978Qz6og0HSPKzX7EjTPvbq7oe0XkDj/vURmCX792NCr4Bpx4vNNwAChye8mwRHapFdHsfRcky7gAPhzqSYFAxO7pR46fbAVJ/M93D0ZCoHEnIPCzU5xkufZFTjkLagmxz8Jh4SpFgzU7SGfSAyECZArK0g3XsMMcVYg0DVLPmyV91p5gxaroXRVqDUE+M8JnTLTbg8YjsCLHQSKpLkRecfb0wCj7pg61L9rXND7N3KAqHVWD8l3Fx0MwPYoyMwejlhwRhFmUi6fK08/t+OzlHuaOeRzZiMN1G14dbpCrjot3nrDbHeiaLlxgqg2daxle7OkuhUkn2FzR62OGV0emVzd0PYy9Ik+fcNF36Ccv0L7h8Pmeo2vodhPqBlwP88WWRqAZRtQJR39kOs6wu8LfvqC5alHt2DQtdFuOuz3t/o7rz0Y67bk5zLi+5dFhi3x/YPvBFnUz3QSjGxmdp52UVjUckIqXhnkhuoNLoZ8iKZYzRGtBCHwC+HA2QL3m8wMhEEjYCfA+SAHZC9D76CEYJQGvqM6ZsGtC8rSE2Z+grH8JhONrFFdAmvy9PhMnEUykhL6P71b2qAXcLdPDIQLUInbeEkxGuzRn6fSXYk6CJQ5OkaWoMla/TtLFynJfJJJTz6s23yqZllXrfuhSj0uifvIpMLlNsA2oWLWAoh5kmpn6Gp57Dx987hnzOPKtv3/LfhBcA12jdM4xHoVhPtKLY9zv0eOIzDON92y3W253d7DteH77Cm08su3Y6AYdb+FRAzd30G85vtwztkL/zjPG3YjuRjbi8S3sXt3hO8dl09L2wtXFBVvf8+ntDv/J96Bt4eoptJ6maZHumvHmSOtHto3nxXCHdxfMMnG4PbJ9CjQT6l20n8wxFLggLhzSSVd5lZ2VKEdLFLDwFfNwUJyEYkyAbOyL3N+FyKUR4Y0q4Gfwc9H2jGpQCEBhSlSEwGcwSY5BKzg+iccFAE9q/5VKeTo9DCKgRAqYnGzSYMolG8Y1BisyaTqOWyFSLTGkd9J81Jc4aJ6ovM9avHWyFJBrTCqHQnb0KU0U/LPjS3L5atwnkD85ltibU5yLM4B5LqQdiHCZqcRdUzPidHknoBJ07C9+9V2maeKjb+zY3Xj2d3d00gff+gn6acS1gv/CM6bjyPjpK9q7PeC5HjzjeOT4xPHkqz/B7fM7uovH8PozNp97l/5qy3H7ko4gPVyODc2nB9xjYX7kmLxnPMJBBx5vHa2MHOlp2g53c0Te+ypy9QGzP9Cqp9u/Yp4HXsx3TNunuPffYbrZ8+p2Ry8T0s08/nCKl504nJuCCu6bMA+RJYY5CvMYNKtw4CjKgnnOVMIdCKKUI8ExUCiTz+HD8qEge3+An9F4hHm595/tvVnsT38TsQ/EiAT/adksQa/SGrPX0YFk8fWBqwPhiGfysSeHBS+IlwA5IXDNp81OmhF/8n8L4qFGaigEJKn0khE84U9pq5YrTIPL7ULrzZXsHatBm5xkPDojsaWLTDOXyDJmaSXf9mEmIXNBJAC9hKvSv/qzn+crX1H+3u9+xPe/e0DdyNYJw9EzNuEUgh4H3KZjvupRL1y+OtJegNv0bL3j+IffDraCn3gc964bXn77u7R9z+HVgetBaHFMj5S5VS6cQg+uETbiabegXUs/dfR7z/7xBdPlLcx/yqa5ZJp6Jt3QP3oHHXvG1weao+fohHkamYeGq6sOmW6Y/YBoh3NDjhEYTmASg7EkdU6D2CxhXZINSlz6Hf+mwKCR4+etv3QNeTYaGnVA03cleG1GO71GKlCpA4YhGFtXxaWsbSATDrP+lhAY2V/y77UUfC49CCIQUSV/r+dEquysS1Vi+T0YRD0d65J67kGhyMtnK+U/5QcqVRc3Ivuy8vw1fBc1ZZehjkXNaemy2AHUoi6b7SmGEmZJMp0tUGZVul64fqrcvPZMw4Zx9HS94+gnmqbheLtno8Hxxk2K3zimThinCV7t2LYtB1Wmz17hrnr0bsRtrpgPe9quQUdl0JnuIjgJDS4cTNo0EqISA5MPx183TUd7uMUdbuHyCj8Swqw5x/440E8j3XSDn0dGeRzOH0iHmxrmowemQBebKfD2eYrSlyLOlRDxIsFA4EIwgWQjSnOd4Eu8opPPLsshKlByDAp2geqUYLQPhDJztaZpWzdv92U6baTALAUHBidqjhIbpkjqX+FYtdZQVp0ap+7DjgdDBMA64OQJSSJ6yIzUfHn0d8m5EzG1IoHWBryUmyeylM1upImb5r4stgUrymKlAauGxD3mlK8GIJK9Iz5bxoZLxM4uclZH8rASQbQqQpFgwu8oPskIOERC9N7ZKz/1Cx/wlZ91/P7/8yk/+OjAPI108VrvftvBMKE3eyZVmqsNXdPQCRx05qjKxfaK9jhwe3ukaTcMTHRth/Oem81M1zRcerhtPUMfQnyz93RHpWugv94gV46DE1pt2H9yQ9u+h2w7tp1jmF4x7gd6L1xfz/TvPuPuxQV6NzDe3fHJxzdcPe5otwPoCD5ejuqJx6zDTke+y8+5OB9RjUtBW2ejVikZwSWJ9/mI8lx5DersQ2iyFFHYx/MJ1UcM0hdnpWC4rThLPCUcuY6xd5EYXwJT1dJXFNF0LtPAJAUk79kYAB4SEQikOiBdjJF23mc/JBtJZUn5To3buhRUZTO3TG/KmbxCfQsNsJKE2O6s25fo758bJXubZYJgjUYUDpUFoEgRraCgkmiKz3aN1Bdxlpj4gCw4NN5+5hpotgNNJ+EEYTJwaRt2GRx0rqWdPE6Dzqx9C22D0jM6RdzItGnRVhhub5ABRDrc0SPqmfugT29m2CgxvkBDM3nGcaRrL+jdlmPfcLz7PtuuYZSecTqi3qFsmGTLYS/sx4FmGugVphGGndC2YU/ET3OZWteEk5ne5xOGhZBL5rhhmsTwoMjdU6iwOZ0liIg+B90/+wZokQzSzkBerORKnBlA/J5BwLilVfCiRjo0AGt2xwxUWeGZhEdV3hlhNKUHRARcpecDhbMBoHgtmnlYvMXIdDmZ9bN0qk8iNqlZnPA8bBem52ktQ68iZ13uENzTZnX0+JRdwJQ8TbbOFE11F9aQHxQVZtExjb4DElyKVbswBw7+kV/5Mt+6+pQ/+84Nx+fC0YP3Mzp5GlW2fQetY//6VYDtdx8xNiEWgLaO9qiMaEC2R5c0vdB/MrI5zNBMPJrDswuF7sLhrsLdiX4/IpceudqgLw5cXG3onl1y6EaOAhvX0OE59B2Dv+R4t+fqeoufPMf5js417G57Li/Buylw27g3PyM479HGQTo+pEQJAERDbAErgYad10IEAiGg3g5UDbEEk4fgbJA/2QmgeIOqQWii+pF+VZQ8/JfMARJZv2q4C1HEGKk11p/uqbG0odCABcicVwgeEBGAWg8+1ek0WjWUTTCYURfNakBNJ9+Eblarl5xT3HfX5xyg6OenJzvXWLYgVn9LJKLQ8vllo0bwOMZyS1GQOiT/lThLTXgvXrXmJNziq1756s98jrZv+O58i98dwbV0okzTwCQaQnNJCEzSNQ3aCNoqs8z0k/L4INzuD8ztDHulV0e3cfTbDmmEyc80zuP6hrbtcNMErmG/27PjDvyE94+Y/Tbq8p55bkPQk4twdbk0MKL0Xcs4T3SuYZ7aTBAVoVHCBSMavCCDh2nwuA/I6ONlKOb6OKMuBjNBQmiC1X/2MSZirFcV4t8IZuF72g5Mi1JJdUT/gaTHJ5iyMBdeEw2OzUKOSlukwCgRFIcnsDcTyQJyitR6HurfSARE5C8D/xLwA1X95Zj3nwL/MjAAXwf+bVV9GcOS/7/AH8XX/5aq/tab2ijdpci21NKP9RZcicoLTvhWSQvSWgkha+lp20hL6/ko78KfIfigJq5imnhThxJBcVFEzBxpuXVY0Rqbm/XAHIdh6REpcWtVhGAubwnBNUK8P1WH68Jtuz/51fd49v5P8o0/+g6vPz2w2w+MWziopz1OtNs+4MV+wKnSP2u5mw/4w4HLlw3KyKwj/ST4RjhcwHihHEXphgCeblbGm30IOtKAdyAHD4979MklXb/F+QMyzwxyTXe9QYZbfDMjmyuOhwPT7R2Ptx3jYeQHP7jhw8+5cHZC2wwJTh0hNFBk4DKXOXaJIIQdAk1rIUTEL3v/4Uqx4hCkc5EINB1VNpZ/NZzeivVFqjTqAsbZLDGtcA7MSHpJhYzw7YM3a2JRmQjhw5VqeRAFRmLHTgBgSG9z+chfYX3xyN8AfllV/1HgHwC/bZ59XVW/Fj9vTwA0AamY3xKRNRp0kIyU+T3StCbxPZUP76Q1Ssnu1IDkg162vrR45VaYsnCZtquWPpXa159klMp9FTRGM9WcHz2+cpDT+rxBjixkjY9RjNUkzgohvr9IEMtdOLvv4m/i9IqbA4HTNiIEIUhnExx6rp/s+Pmvvcs7n7/g2bMrHjUdV01P03WItLS+iRdoeHi1Z3MIEX/vNg26ucRPjrEJ8Q1bHAMNQyPo3NMMPX5smCX0b9v0bLhg9GNQVfavGW4/Y5h7PI9BZrzsYTygfs883OGev+Jyd4Bxj6qn664ZJwFtcRrvGVRHPxUVIIvrKVCA2eNPsQDShSHxCuPsEqzeI/McvqcAIqrYbUJNtoFo+NX8z4JFAsTklxr7kwmJN2XNx5w5EPPJ76Tvvu5b8lfQGNb8PmX0jZLAqYtHVPV/Nz//FvCvv6meNyZj9dcs2po2Q8P5efhSOG8teC0HrJl4SPQUWkZh1khNZdF2LfoHpA15kfnHSyEqGyUGXxPRSqJEFvuSKBglD0w5lBBiaDlHVu1ZNLbQDsQShxgkteQliSN8lyJOoMxsL1t++de+wIvPXvPHf3DkxYsDbr7Ez7cchiP99QXj7DmMI+I9F23HfhrxDWjb0GZHemFU0FHCuQTvwU/0ztFvNnRXV+zbDWOjzK/v0FdHZHtHd/Wc5vIRw/Zd6J7RbN9B/Mg8vcbpEIKKjjObbksjHfubV1y7Ht8eAsC7mRFPuF9gLmP2ESnEoUS378yojUSQOH61HQghcMhM8hQUo++HSrzhOBXHMLJqWjsDuNWukX1VQNSoDDHPB5j0ko5Bh7o85XBdXt97kD+lt72G7L707wD/m/n9VRH5OyLyN0Xk18+9JCK/KSK/KyK/ezgec37ibLnrlXidvAklP0gEk/RM7W9MWVlXWD037dTiQrCIhwd50ZMFfiVlWWqki7qFxW/J3NuGLpfIKUl/0x2E5vVErMptSxHQ8007RX8IgoRUn3zNmZO8jaZOcE2LCszNkev3On75H/8KX/jJxyADTh1dE48ANw09jjZ6M+I9vTq22tDP4YBQc/C0tzNXrxxPxo5uUlrCfX9+FiZtELdhM3WId+jVBvfuNf5Rx7BRaGc8e45yh9OZRlsm6djTcqDhKIpe9rx8PTANYYcAlVC/C7OSOaBC9NktUkG+LLQ4/Og8F8v/NJMiBmk6L5DfLx/NHNeATRbvfQ11hnvnf7kOcn6GtSwVaP5b2x8kcH4NAVT97PPlK2nHolztdzr9WIZBEfmPCJHY//uY9THwZVX9TER+FfjrIvJLqvp6+a69d+D9Z89O9tAwytQiNksW+eWdgvBpq7ESryOxWNEDMMa+MOnJwm99FIMNIbnyprKGGy/rdhJ1uYSbSYwgWnYLV8jbVNSUvGgCEekqWmIlhNi8C+Jw4PauqARGlUhSQqGPQWcQB54Qgbi/hF/8lS8jfJeP//g5ru05zDNN29DoxNg4RhTXNEzHI/0QVIVk59Apnb33jCgyQSeOUZS5m5mZmQ9Hxskzi6fbQuNafNMxS7hcVYaB443CDtxmgwCj7ulVmRCOR8c0QUsIuOFRvEzhJmPrs+td5PZzsLoD6cBOmPvospu8BbOYfeKsQIWM9vIQA4nRR6SWFgwvsFQjHzKzfilF8rU7VtmDFs07B8TqMuhmw2PI+P/lGjIR+QsEg+E/GyMMo6pH4Bi//20R+Trwc8Dvvqk+XX1JiMd6ABbJlp51C0KRnquV/5fzsaAqElWDSrTKkkVA+CSGqf296kvsqJIJQcovYzIDtvaDZI+wCC51lbkK51b1WBG/hKOSfIlpNr5GNSERS08bDJMSuKq4GXUDP/crH3Lz2R3725lOG0bvGY9HJlHcpkU2LW3jYNzjXINvlNF59GKDGxwyN+Bn9ocj8yjIPDHKHQevHBX8OMErYfRHeNzRXM54Jth6OHhk7HG+Q/FMx4lL6WCc2e+O9PMVfhgjlw1GPy8+GAcTsqX106AeSAwjUjR0ySaDsIngo3PQ4oxApYdbw6CPCF44ehZL87LHxTsppWthXolQJDUi/41rmolKAQiromZVU6IE8Aat4EciAiLyLwD/IfBPq+rO5L8PPFfVWUR+inAz8Tfeps7kXVl0o8KtqzHHL/UhoPjwJLHTyHQNcUgYpFrazA8NLqvG+wLiUc7YqDjJ6lsonwhBIVypc1Zny8jo7YpYLp7JTBxOEelzB8X8XhASe1NRkAIMl883FQVjYkZ8oyIEZtSibg5FtQFpUR1omgu+9JM/xycfveDjTz5FfHD3bXRCR8/oBpKtRZzD++AmjEKP0LctTduirmUaR9TDpB7vJ/wUPSs3G9z1Y3j2OOwauOB+zO0MM/hxhOgu/Ki/YD7eMYxH5smz3x3YvhenQjt0nsLaR8N6QI7E9RPqC5q/x0mPonVyGdZ0aEiJPgFJQiAeNrKUI9Rtd5kyDqrZPo7cWXXJ4MqWY+hNhFlrlwrDiCYjhbT1udD/i3RDRV9OpbfZIjx18chvAxvgb8RBpK3APw/8JyIyEkwpv6Wqz9/URum42B9Ud/Qt9fb8XypwYqSqi6CMGClC7yeQK2qbfhZRvkxyphpF8kBXfU61pfsCzUjW5ZbAkQ7C5ErMUzH54kp3krifJANDADIxyTsMSSLQeIdBi2gXqXMD/prrqyu2n/+ATz95zjwdaNsWNwvj4YCbgkttK/Fa9RlcPH1HA3Tg+g3btuXVq9eITPQCDBPz3cTgWvSiR+JfGodzF8jY4OaZadwHkO8f0+GR+Q5xyjjsuBsGNseRd+NJStEmhAFjJHDJJLFFrhkZjGL0eI20WSS7ASdbQHYMSnXYgKOntp/sskamtoJeLWVzUcP44qob3rCQInzY3hQXTx9aMDVF3ya9ze7AqYtH/tszZX8H+J23bLu8FxdqKSAXjXsp0iiyRIQokieqnt3pkzSxRLaT0oNZQKsapECU2Z3ZILsGbl+kjfJytgknSYFEpxLfKWJ5nQxRyTliihoxRGx5M57E4XOQ5SQJpI+E/fI0ThddtmVEG8+sSdqZggi+E26f3zHc3vATX/iQYTzy2fdeMEwjzTjjpxGCh264DNQrTsPNwLNTjtPMuN8xo7gO2j58pmHEjwq9wzVduB9Sexq3ATZI3+IvDqjMOLdFHnXo3cDh5hA5e8MkW45+wvs9ITigo9G5qEyqUUrRDBzF0ceIm8nPP9oEdE6GwEgsklpAMtpZIhCkmcq9J1MYC7yRAKV3LP0wRWvb0YLBGUTJEqnxM0nla9pxlt09FI/Bsq+ab1BNQdqS7poocRaRam6ZFjjx94Rmto5T7dZzE8lOQmoxBFujCKYexWWCE7YMydpl0MfWhCAdXc0Hm4y0kPS5ql+GOtnryK3baY3w5hUhOA0lQMp+AkliiDsCkfvXUkG4pNU7DfcTzgq+Zdg5Xnz/u8zHV/zMn/tz7A/K7vkfotMt6oJX4OwnGi/4eKhGHdA4ptGjDHQqSAtNr0jvkcYj6lC6cGfg/kgzgXhBpA2RkrTDXT2l6T2+baEX3OBxbmbyM73bsJ9HRu3wc7BlqM40QoidqC6uoWa7UPEBSd8Ns01bgUkdUI3bgmSkDmcrqLh54vYVAajWk2wcXvG0XMzARjbomYJJQogEKz9L3EVtxVrgYtmdRXoYRCBPpuQgIXmiDIKkCRY7GVlEinv/SQmMnNTY7017iXzeLzAZXM6EJMczUMkXWuS6tKxHpry6FOEF+1Nz3WUsVa9SVOFcNu5KZI2ivJDPK1puLwTxN8axJ249pq1DzfmhfHAtjix9nnHS0nDN8+fCbveKix4+/f4LXry4o2uFy4uOPUcuxp797JmCKwBMyuQI4uqUJqah0XAlmHhlmoTDbkLmFpjwux3Nfo/fH6G/ZmYEmdk0G7x4tHXI7ZH57gBecPPMcbjlOMx07RXev6Rp04GdcAFL4rbRdJ1BzadAnwk7fFxLH2Eu2waiU1Hk3priDUYAyadEE/5ax5wCHPm59f5bkwGJdQbiLDa/AIABo8jxo7SQVdPcmRNNnEgPgwhgENzIRNlYuhqI1O+k0eb51ark6v2sE0Z5oey/GRGqIH3oi6Y5z8juI4cviF8WXAHnzGInY5BI7pPl/qZJI/mlGoN0UpN+M0CJ5EjKWHLL0Q9BoSIAmUhAJAAuApIPRACHOkG15bhXXr58FS4o2VzzjW99k/1ux8/8/Ps8/eAZMz27j5SPv/0pn3y2o3VzuJFYg7eddyBdWKlhmJh1YnvR0EuHO46wH6FxyH5m5nv4iy3u6j1oO1AYDjN+HuivLhhfDky7iWEA5hbXNmy7gWG3x8+Cc02UyqKhEjIHz19tpF+fiIQaQhC8A/Me+ypa0EKC1BTTIYkHi5Tqr1b7RIo3DluhLq+lkQZOsi5J0GwNkAtYOZMeDhGw2zjGcy/5YmfRtiq7mEwrNlV7qWm/vBS1dLYKRFoyg3gcG89RaY1hMApsmSgsA4rY0GR5cVSL74KUjceKbOdKDNVf+QJI4fip72mI9lbj9Df1Q5KkEJyDyvfQqHeR4EX9x88NvhFu9i95/8MPefr4Cd/80++AjFw+2fD0c1u6bua2ddy8fMEn35+gg27TocOER5nF43WKziszgjIPczjbM3oYPL4RmGGSho1sGQdFmxaaFqYROTbIpsF7z2a7YXy9Y5o811fXNMPA7atPgOQXMCHMQJM5uOXeWTrwNaJXeZY4xN0AVR/wNInaaiS+BQjmVfe8XUowdU51zdu6WsMDi3fEnLxdwMy59CCIgBK2WywVy74TqUzkyGVwZrrTIuc5WotERUpKE2MAI3PnBXtGse7MqzJJDxTTopoz63aHQSwPT9txRdpJNgPTwzIPeeRpnNbImLoTRcNYb5AOIqwaxl9sAOGTPDQzkY0SRzhEN9I0ijaOZtPzyYvPeP7iB0FcpuPFq1s2Ny3P3u3onwnvf/EpL76z52YYuHjyiKtLz2evXjAjNJHgtU7Yth2NY6/0cAAAIABJREFUixeBXja0Vx2ua5gPntltGQ+C3s00PUwN4cbkSfBekauJ8WaHyszYwUYGrjiy270CeRYUwMpfIyJ9/nqKqydED3+rwKIJ+LSsN1lsV9tE3pq1UsdbJ0v0I7ycIgi1K7AsH1Y/LfydNYvxD8dt+B9C0jyRiRQkQ0yWsNLzSJ2tO2Q2K+bJj26UuZytI1Jopbxnvi27Vfj4QojT8iZZFDSvlWKh7kQBFipAKezqfFiscYY0M2cF2vRkecMAbYdWDRVRNhm9nDThWlM9oHLk8vEFt3d33Ox2+bzEzesDty8HlA7pHY/fuebqchOObznP5WVP1za0dMgMblZaDQeLRMJJQ71wyDs9/vGGuRPUDzhgs+lhEtpR8P7I3MyM8xHamXk8MgzgZ8dxHtg2jl4k7rzOcWpOT3QGAV3OTP1X7bsrwDBnBAw+lir1xDv3JxGXkd65IqcmSW1lI8gPS4791Hl6L0F6EJIALCY9/vJGKshSQHqcxHLDzS0hyD71sT47CRL9uV1VprRbbAUuew8K9bFPlXi1lVkIn6QABcRwjfjHtpOfuRNInVUIYxPIxszYw8QRsuRRT6Z1XcBrvMVYjbTEQtoK43OxzuAOGwhT0w08+6Dj9tMPOLzes3+9o+ng8Hzkud7wuS9eQ3eL30xsn13wTJXPXrziru9578l7OJm52d8xRAee2SujzuHgkIORkdkrzTzhD0dkPERTh2PaD7hXL5hHwb/08Kzj0btfYJxaZvVs/Cv62fPs6bOojs2otAF2VNdwVentNcvOxFqV+oo4jSohK7vbUov7YZE/VHFCtF9KpLbBRZH7uHx68T5u/0AkgcSLF3lpwSKyW4ZeOHH5bczAC0PM6eQ1IJM16Fj9UUlqigEbK4nYLcqa/1M80QzyLvsk9hRbNfCixlhpJ3Gw6u+SgNpqamkhl9FMp2K9toyCxpNyKhF8PI+fKRfXLY+fPqLf9ogoLT0yOHavx3DGaTvxzucv2V50+AHGceTykfDs2ZZH1z19G8TS2SvEiDk6gt+N6O6IDh45etz+yHD7MgQMvTvgb2f05QAvj6DKYTwim5bmcotrHJMfaLt0FiAEFtVESC1mWmlNzUTkzz0wk/FQT2WaSngbrMxJDFKfVN7P+JH8EE28MT0YSSAHZTWDyzp4TDZchrflLCKEl9YNnMiyrphJXM/W9fg72QCySJUZezRaJgPRQhKJDVBCmCff7lSBq9pIZs5s7FuK+tiyqWB44uyWheFW+fIW1RUdylzNY640i8dTcQgzygy+CRJBO/DlX9jw+tM7vv7NI+IdfjgwDHsuPhKevvsY33iu32+4+ayFP1OajeODn95wcXlJ931B/gyOu5njbuI4jKj3+EPwJ+gm0MnTz6Aff5e5OcBuQF+Ats+4csru+D2cf8p0d8d0c4Tuku3gebV/zeOnGrz4aPDxOHHif4VpaCaskAx/PuJ/TQiX0mGZwHQcTfP8JtJgtfW0RG8rHdTGPfM3mXAqm8FJYH5zI2fSgyAClrOnVLsMh+TVLEj+KhlRU2W1HwEnVsc2bBbA9EFFAlBJbeCzPgvZRzzXX1YsKhqBqSe1g7KYlrhJPOiRbhq2XaxsAOZbHcoknVZLtKGAZCqrSLhMI7q0pTlP6kvqfnCucSAToiOqG4Lb7UR7NfHuxvGP/VNf5Dvf/JRv/4Nbmmnm9g/2NOyZp5k//v3nXLSOr/2TP8O3Pv5TBtdy+WTg2m+5uxmZhgOjHxm8QtshIrQqeJ1RB4feczF6vnR3wfPhFXfq4e6W/cWW5v13acZLjgP0F4+4bHvc7Y6BFtk0iH+NY2aWgNwSvR7VLwhAlqLSUds0U1YeNZJXnCsLQ9W5Dk2/1ayfxeSyTjYlKSCpfAXRJcKQUQdjnpUa3gbv0zrflx4EEUDTFr9mj8FKI5M8Dbl8+lEIdtKNCxWXCmNNc5bKi9GVkRwdpqIUEXuzGi4F73PABzE/SMQpIngmBMW7MOn9pZzpmFTwdkpILCxGTGETjDKRhiRN5dGEregoAUDedQDEg88nEFPMJR8ltAm4YNYjn//SFc/e7ek23+G7375lfD7z+3/nU64vlfffu8JJz+/9vW/gtg3bRw0iR1zTM3nPzeHA7TigrUNbYfJx203A0TArHA4Dsp9obl7D8RX9+1+ieecpewYuGxgIDjnH3R0X/kDTd7jGE24XLGHTkuqW1tyeq688BSllavgoUy2LvEx1k6deRlxTo6Xob5AGin6/Jh5Vm6ZsXfn9FOG+5h8GEQDECzmSokjUD6SawNOngQ2xWBjJEm0v7ySeaGuJzyNyaMZOzQiKqTEYBA3hiETEicT77tT0NakKESEVxC0OFqlmbz4fISdz+eg6Hbh0fL8C28jlzdkG6/KcI9dGjpZu38kiSWxPlUgQiH5CQQ1Ak3+E4rQDHUOsAT/TXcAv/MoX+flf8nz6nef83v/9PZrNlvc+/Ek++fR7NE89P/uL11xe7fAquIsDl+8fmD8dGKVBG4f0HTrNyDDRTOC9p/EeZc+dvuaDZ19AX265cRPu5Uucu+Dm7htw+YTtzXPa/Y5rd+DV+Jp+c41vPLOCzuE4dAh1EaQCa0vxanl+HL9xCFp6oGQ5rohysa5EAMiEQFYrtKYeibuH7UxsKIG0OCTyHDj+EsHr3YNqJ8SWSurgyaclPRgiAJjxG6eb+OXNtM6kUwWVcoAkCclSJA9I4rTmhS68NBKTqA8GNdqK+JKBynoNhpXNgQMX+VKR9AI4xvagmolRlV9JhVK9XQ9dC+W0xDQNVinnCmybHlOQar/cttb1gmuEL3zpGdfbS77/3ef8yTd/n4srx9d+9ctcXCtOPKqCE+H6+pJHj2ZefnagcQ5pW+ZpigGOHF7DLgEo+/2Oz394weVh5Ha6ZWag2WyDN6GDcTgg48DcjqDx2HCKBEy07ht2rHEOUl5FAIyEUFJiGWYezLNILcyMJyJSGFGmtWprXK/TKXANVcsiz/xeno49kbIT3BvKPRgiUHRkXQ3+NCFIsvmyqAF8qJCklC1YVGtxCXCMJ1+10IVQhF0324cF/xCxYBRPIEbQi6R/pd5YG0Z8kOwOGdRMWyLGk5GiegDlVJnU48PH6XGxIfVltNbtOkGr1aEhx+lDw1l6z4R3Bx5/oDx655qv/MJlJi4qgvcN+AlxDdePr3jvvZaPvv29cKjoMADKzBTcdAFtoPGOw+2ecRx5/+lTnn/0McftgbYFaT9Ap4nj8RZ/HOnmGWGicVOYCw9OPV7NRSRxPLU9oPiPVH/TO4udhDyNlhIv5YWsIsQ1FxvswxCL8kb2A0jl7d/z1KHqXpW0Llby7rELPJgtwpLO0K0lHi8f/Ch1LmvS9fcqr0Ly2HZmFWqakXX5VKwy7iyenehqwHmxsJULZ33XIm31ppJ2B+zHcq0oGxsgT5/yLmg5Xx+RSL1yGIYI3B0+njVoekHaqHrQME0p6AbRw84HJuYVnTQYX/uW5qIPZy0E2r5DBDZdH/wWxol20zIf7tDJ04pD5wFxYbuxkSBxiEaVKFK0zPW1BA8x1N/wZTVl42/DYFbL9QZDW5lHQzAyXp/SafXNmOhWaH2yyftLnKn6TQVE5C+LyA9E5PdN3n8sIn8mIn83fv5F8+y3ReRPROSPROSf/yH6AsTpXwJuXpRTQzuFNQYjKsRJC26QYIE8yVKcBESleB4mpMgms9xHjKHJgJaW8Xg0qpBqnps9+tSmmhtuK8AsSG8pgu1n9o6kcDfbmdpPfmkkS4iupY9Vni/j9GEG+s7F71vGccOsW+Zo3PN+opziS3YHT9t7NhtHq0I7BWNg22/RpkHF4do23IysE/OwY7PpkEmZbg8010/QnaebBRmOtF3PcVQuNi2dS/MgZX3NWitanxXQEJiznApUSphuIt0qhKACkAUsJrmgAsFKzEtcP+j3LnoH5t2BhWj/Zi1+UV7W3azW9Q1E60e9dwDgP9Nyv8D/CiAivwj8BvBL8Z3/QiReQfuGZBEnTWvBz/g7MJJQ3gD8OhXRqyDHcqmgutz0ZGcoAJKYZhbHLBKqQf4IYPHkiJLeKYTFctmqmYoapb8SYW6J9CwAFtN+eNWzGEbuUAEOn6PnGCTIiB+O3GreSisEz8+Bk6tXvD8ibgzuvfNIIJMz6kdE5khI53CVeet5/Khn4xTd7dHbgfH1wDzFuP+T4plQRm5uXjDpzNMPv4Rzj3jywVeRW8/x5Q7XtAwzDD5EPHai4f4EJDoLJekpEYUkrWv+XShmmaDqqHCeQANP5reoEQgTgFheXyn+SX3Qk1SjWBHqdMooeCplbEkMZAXE5wnBG4mAqv4fwNuGCPtXgP9BVY+q+k3gT4B/4i3fPdF4+i+RgiRWCZZQQJ1X/16mON26mKJUkTXWVYxAo11CTyBxve+f34j6nqFdRroxeL7Yry4Lmkvkz6nl1BOZRawlz2ORclL1BhlUKbq+5h2FAvhaRdoNJyJbsuNBuLonEi0BTZe/xJCeAk3j2Fx0PHq65fIqeBC2CAweN3mzvgGYJ53C5Sjesf38l3l5M9BfP6WVjnmGcX+k3WzYbrc0Tcsc++tVo1ci1RyUtcu5mYBa+EhdWC9oAo9MbvPcLUxHua68QKc4lkQkr0xYUUJYSAfruFurrsUKXWRu9fdlgDObfhybwH8gIr8X1YVnMe+LwHdMme/GvFWy9w4ch2HxtIiqFVeX9dPw21a8aikW0kXeelKslmAzK6OlAZqKQGARvIjT3sR+9z7sb3vqMsVtuQBoli4y96UmUBBCa5vOVmLscn68lB8R0QvyF05WOP7ipt2CP1EqCtKVxnDi4dihA9/GjyNtoamXEFB0nthcON75cMs7H3Y8fadj00iIJjTOeA3jaUaPeLjZ3TIcD1xdXDO8vKOVDU56xkHpttdw9YT2+hpVX+ZWAhd0rg3zXI2Jaqw1ATSq1GrylvCzAoBCKIGAsgvdPxkAl4d+pC57isyvhYETTOcUEzIM58eSBM6k/xL4aeBrhLsG/tIPW4Gq/teq+muq+mubvq+fpS8V1z9X0Rt+V22muVpOoM3Txff7mpEMVBmNLZEwInyp2ao6seRZkc8QB1Pfutyix4aYZREfS8yKiFxZzGGFHAVBYj8yUZvxDKhOUYKI75DEUQ8aXI+D70WcsRYun/Q8emfDxbWj6105tESQItQHnwi8ZzwcGY8Hrp49Zbh5zX5/oO16JoWLJ084zlMktBBu65kpV3KZ+UhtmOVV87xe3AQo9wBTPf33FgkfqWRVgYrb33cvgCm0yipesUvb2Jmw9ifSj7RFqKrfL/2S/wb4X+LPPwO+ZIr+RMz7IZKhi3FhyzRiCEN8/JZ1nkyruSk1pm8FbWoCsj65FxHVxbdMBeEEovFopM4vkLgmNUv9spwdsE1HxyYx05UHkc40BLHTeg9W9cdGgtSQRIoQZotKIvAZP1IMCCVdLB9tAcylLm0Ah2iI0+dlgo3y+IOern3GNNyy290xSTgbkoK2OTRsIU4TFxcX/OB7H7G9esxBW9xmg+7uOIpw9fSaefcR6h0SjZENLfNMJnyZAEZCZSUC61HI8lOtreS5y3Bgy0hUg/Ji1QxElotGJAzJpyARyagSVScEK9vVfQxxIQO+ZUSTH0kSEJHPm5//KpB2Dv5n4DdEZCMiXyXcO/B/vVWl55icLoosSXdyx7W5p9jyPdSwYnymZHm1COjhZzGWQRGnT9EUC4BLwEt1r1QO87caShXfLtbv1dqtTBulLc1XbRkWmAqbPlSXafjScCnucz/K2GWBDxapHOpdMCLmiVUQj2uU7WXH5qLHNcUWIEaXHQ4HXr18yTgc8fsd/riHvmOYRuhapGlwzjFNs7lfQLN6ktcsS2TLfpoFfyPnTwSvwEGFjpWUdl89JZ05IHii6aX31qkyZk0rYI7w5c8ThB/13oF/RkS+Fnv1LeDfC/3QPxCR/xH4Q4LP5r+vGr027m8FwRVKJlB5uuWBSn5W+dqbcutpCnxqXVl8314rbkGkEqdYlCknA5XgNKQSQm0Hi7EUFRCpgcYETszuvsbYVNq23UnjpsRgjJ6NKWQZUmSoEudIyhhTE16DtKKpb6dnDS3BNTORSviUpAIDdD5fzSUkY2GyfoiDWV0kRAAecZ72Ei6fHdl+LPidY8YzyxjlE4cnBBJ9//LzuM8ODDcD10/e4Xbc03zpQ7xXns2OHo8w4+ceR8MkGuMjBjXFG0KdcV8l9sUgv9Y/0/iyJBXnd+EDWuN/eZO03CEug901SNKmGI5vbQj5TGkqRSZYUXIUcREk5QxtqDN/rGvI9Ie4dyCW/4vAX3xTvYu34pCjuJw86s451pBB/N46TafC34J/hgrfR13j33LmNwBoOleAZk9A0RizL79WL6LmhqECiAig5e4CrQw/BQCMmpLq0UQIKOXFzE0ed+TE6cRbkghykHy13S0jMNxFsqNQ4az5nr6K61CIhp3Dxc/U182mp+1H2E25YJpu7z37ww4/T8g4cnH9GH+8gfmIzDsufMOlU46dR2XCeW+iVUeilRDZ0Kz6GaXvaVVk0VHjgZoPjOl5+KvGmBE91m8Ng6sKKj3O/F3Ur4syacgnepBB+Exf4SG5DacvEfHFjKqEjCsn85IKcFJ6OpO/KncK/y3tyCte8srV5oUQJIByuAwcOSBpXszAkdOBHC/xIFLVRs2KrEBUOEJMNloQiapFLkGKgpSwKRILte+E/ECTlAqocpcjkkNRY3wy+pldi/zMlDMi+IrD5rMWStM5uo3DObOtJ6A+nF6cDgeuupbHFxfsD3vuDh/TPX0MH33M0/4Rj55eohcNzk242TNEQhwIQqFZtRSw/G6IbHbSKp1PY5AFVBl6eX+q9YZlhim3pD5vSgXFwzKcf/e+Wh8MEYAyPUVsWn5JHOpUGVMiqhUrShsR5/5OaAbSdKOrbSdR4Siz1KcWk4ihNgCpFvQ16o5oDOCRy4altCG/ND6vDEOqhSim+AB2bmI/graQkFpK21E1zLc15fYsIcBw/IxFFE/GoGNmK0hGeKP7azpqZaSgSHwS4RI80ihN52laYR7FEJFQtXPCqxfP2Trh8vqK4d33eXz5mOvXM4/6S8ZuQnzHOO9pelAVZJoIBsyyxYqSbSplWGlcZQyV1JYW3kgJJzTQdTLTeDJYSAVT9rmuvy/OEST4sUIAad5/xPSgiABUPNDouPcWrpMpXCZGs9i8fna+D7YvLNbENpSt85qQKxICWUsrBpxMXn2YKBOKXH+5b06hupVKfCIgUplRMiAnCSAaUCtdqJoEzXVjpRMjCWRCYtUBLZwy15mrlVyzmEJpfgLR9LgmOBI1Uxirz72BaZ7Y7ff0mytud3umpqG9uKa7G5klXJTi1TGpBHviXIhaIUia+6xVZzEEwOpRiwXTe2CQ9Wv38fNlvpytvDA+S48quEsDkMW6pnJvSRkeCBGwmBv/M8qtOUNXdCy7qAZhEsDfJxrVbSYkv2+l64nP2poWYE0qjCUEEm0IIsnOUThwaDMSOTHAmcZi4NK0eLZHifsTjZSlj2pUE3saMX53iWNTCFCaunhGQBMxSMiUHXBSXeG/KswbhkAYQpqsP6E3HnHQdOCc0rYN4h3jPIe4AHFy9scDm8tHdF1H75Xp5S3ttEX8DG7Ej8LkofXByUhxwWkoddlrPIphYCYTh7JugLk+vsxDFqjq7CUNrVNaP8sMZA1iasqeJx6hQNV+ntua6Eu6UQqNl69jSp1OD/AUoZlk4MTUv5GLFyPZG0R/WFFLXX050zkMATDdrPaeV/3VxZtqfmnG/gJky74Fcfxe8paQ1LS47FPxoNN8bqAgeLp6O1zGmfx+jHJtBqyVU4735rlC3j5Us7G2qMY1Qts3uDbEJui6NoTclhj6EOVwONC1LV3bcnF3y/zyBR6lccqG2GXvsoPRrMqUnZ6qCTTIXyiW2slaL1UpZ7P1dPGcFqLBqdPxycM6cW4Vs9Utpc763XtWPzFOjdvCdg7uQZoHIglAUaLqQRfnFokTs/aCPofqq22++umJGu4R5AwjzkKDpfSRywWuYesJSncQXpKaExFyOdY8NkNeVNcqiCYav46klH/ZyExmPpbjK5JBqSXHKMiQ7g0wJU5qjurmq7sLR0oYXwhhCqZar4drhH7T0HThNmFwtHMIcxS2HWG3u2OeJ9TPuP0Ngx+5uZgZ/cQTPTLO0E4SdjBQws1Dtcv1qd2K0mOp8qu/8auzq7N4lvHYTGiAj/NMSGxhk1vHFEjrAHnL5ETKtijM/Oc6FnBxIj0cIpAn7xQiLrFvwSHTKFOwuupZLJtsAm9lHHxzd6uJzYtQcsO3BHhFHESNYa/qH1mctqpfWH9dA1S4Dyu2XfwgbL+sgc3WmTIswJwcYSIA+YhtYeOFEGQ0rwhFxWZzmLQC1OVWJKFpG5reoepw0uLGCfEep4InnGGYxpGubdDDgcZdotoyOY8XodGWVlsUz4wP5ySiuGzpniUESmEwFuIK6ZY4KoOI55La994imUI2oO6iyrr8iYqzi4DWKsG60An4MenhEIGc7IzKErcK4Y5/q6GdGaisKrmv+ROKm23YfK/0PSJkQ1aydLVCGMSVEl8uD7um4HXLy8VNz5QQHShmSjFoyrKOE5C8mpVIpDL2GKeggkTGJnAK8c3YS3ZEqkg8JE6UOEe3mdlcOBrncOI4HILzkUhH45TZT+zuXvPo+ikyzHTthNvv8Z1nryOMDUxNONQUVaZ0sz1RCqicnbxW3V0KCXYtErCVoK31/FtwPTWh9VIuYMtIDSdpTDbgxnYqqZGC3G8A6/r2onV6gETApqJP19KQEZVKUZKjTc7Se8TlqpX8gqk/vV8v0NLJqDwz0QjViIMJSDLy25J2XAl143cFcNhtozKeIpoGb7QkAVmIDCrDii4uITYZUSPbTDBVkMbX8fqiJCAJsZJL8klWWThyaM4VlUQB7+KdBp5243G4EG+wVVzjYO5p2gadbrjdveb6+ilN1zDNN0x336PfXqCuZXIdo8z0Gtrw3uGcz7YMSxByZxZetJkonBhGWqcVsp9ImahbSS5je70Y9e7hUiYpuWkq1wbvhQqwXGxZGBPPpIdjGLyvl29dwQkUP0PtF7ahxTt6tjur99Q2YLhj+JVJRT5bUBdfdrNuyCK1qbN+afmmrdgYJdU2WpC5svrHcjk4r2q2sJcY/eHjqwktRLNq3WCWbWLJPpvGBYNg64KhsBO63oUtv3ix6mG/ZxwHulbw08A07piGPaozfp7iDoDL7FJ97oAhaKX/lojroj92uu5VA04lCzuRGpgpWvwV84kSoNR51TuhUOjvKVC3nTX2gDcN4QFJAgvhtVJiDYLnSax98jPntXVYSmmf6KLYogvnJ22BgFY8i/pJkRw0hwC3HkDGRFH1r9Ljc3fKO0WjWQPHvbsgqrn+QhBqyhL8z5NjT001VRK3N9JXeubrPhZCY+c4vFfxODWPgKZpaDvwYxhetxHmCaYx3nkQLyfZH3ZcPrpmxww6on5gHh2H/Z5+K+AdabvT5x2NSIzVzG21/nl2KoKGKV8bb5cVLERta4xLVSfxauH4I1F9s3Yd6++R6zFtramVGhXQTO0PQb0eEBGw6Q1KTgasQiQC0zEUcgFo65QwK4pYJ42Fpw/YWLjJpezFokQ1IFv66rMCmWxJApblEpZ21uK8LgDDDPXUPlT8Wxx2ThTIoo3WT5ZiTza2Fb8EtZdvxJ6t5Khc94LDxWLOReNgG9av6x3jMBHUHACH6syrVy+4fvyITdvhWsfsB8bB0bWORgiSAJBP3VUEYDEnFQGOfhzLeTO/z8uGC9pcrYEY7m7zFmXrx8Wqbxm+FrlyaUw8QRreyP1tejjqwD1JjNtsFdc/5lSfxWKfI4hZ3DsjWp17SRcIkZtKABdzSh5Z3CyaQ8yN0Hlq6+6NXbEDM2Lv0nc/9aDqO1ACmUrtB1D1V3OR4CZMxuWEQgUALYJLaTa+lJEsVpjmXlVxjdC0Dhw4B10fCYKbUSnK+3E44hAuLy5CfAI/MB4PdE2DEwe+ieOP9xBg1bO8GCwJUVFbyp88DsqdEuuUxPgzzzJIJm4RCcAJwlAkhbRNWBOQ1f0iJ/q8hKK3haiHQwTEfImissRJs5qBVcFPcWkbxTWnFZlcHMY5US5N6AlcW7+iBSkrsdMMq+qrsEDUegFPLZ7Vry2GVSK++VhilF5Nkqdah6NcNklFGIgTqlC2GZEt4Y3XxJrmM6Kn/IpwS3keCYGI0DSSQ+O1fUO3aWhbAaYwV7GRefK0rmWeRrrWoXM8yzALfnKxH8koWPpVkP0cx6/hoVKvjdRgPxXfSQgbP2EsEZmj2F8hdTWN9bvVNNn+rdRdqrxiUijt2c+59HCIwFImelNpAdKFk1CoYeLup9JJsWDdlirZZ56z4mSpr8LPhH5LIxlr42AqV+q6j3avn6UWTr6V29K8zbccvpr2Cy1J38yhpwp5Cpe3xGLdh0IoihoSiIraumJyrSAhCBFN09B1LV3v8BrVgpiGw8A8e+Z5wLnQS0eIdejnsNsQDgEtAs3k1hK1inkVgpyDu1P5Z/IMImYbX7xPQc2/0rNTbRupKn590zafiNTv/RDpR7134K+ZOwe+JSJ/N+Z/RUT25tl/9cN0ZnVU03KUWKIqLeat6tVzi3aG+59CytSBJdau3jfcPFuh4zsL7pzKW1Cw3Qh/a6Ssu2qt2/XLqavnSEmu1R6VPdmmYqMf18myJ8nvqhJPQy7mWM0hLK1/J5diYr9TYFwFXONou5a2c7gGxJWOvH79mmkaAc/xcAeAnz06C+J71Leol3CX4jI6Uu73m5H6rIifsZI1t3WZ+ReYPFFPKGsfGm6+KGemciWQVdvhZ0ZyH1tJ6W0Mg38F+M+B/y5XrPpvmo7+JeCVKf91Vf3aW9RbJVl8WRnBJQJOJQZpJgRB6JRA6UfTAAAgAElEQVQMlCU3IOdKHDJVgQQHklzkDVOnLGZaKdsCQXRV43S0XBRzM1hdraZhaf2CO98nVV+4gH1NKHv5uan7uETyb0hxBv2i/FqMTtOg1XNddTUj/on3c+1OQJR59ohrcc7Rdo6+V4ZDoV13hzsujhdcXG64vdvRMHM8zuB6Nj4cQFIcos2ZC2wXfas6dZoQ5CWpJPKirsZfUQwvs6FJLF92InL2ECFrDfDWua2CZQPrdUdP5t47bpt+rHsHJPT23wD+6lu0dX87oUIyh1lxNotRUt6JPxUxhzGK88pZAUmTeGYvaqCG4coaTt0hX/eukpjjsyL4JnF8waur3YzAzkscQQMUSfT28a9FeLGRi2viETh0ev/EHOQryGqunOpdEyllOQ3F8TZ8lCKKx4oM66plICvCOolehNrgZ2gaoWk93cZlCSEgxcjt3Usat6HvrvE6oB6mI8xDC74Pa+qGPA+1yFXEcV2MIE5G7nb6aERaSwDS3OTxunq+NM5fre4bO5cQ7QZpkWybySBrYchUv4CPSILiyYu6+3qq+CL9uDaBXwe+r6p/bPK+KiJ/R0T+poj8+ttVU5HYEyJt5GOSKC5mEVKRAnhZf6pwTtd5hguorUyXrSfCdE5C0MyqTHO5qtVrSU9XLc46dW0kqnNqHjKx8Kf6U89eVWIpYSzbXLydCbHWz9epBsh1WVn0KKk1qUuCcy4SBRfuHyDcWtS0QUqwZGR/2COu4fGjp/R9i6pnGEbGcWYaQ31e58VULBhHlVv+NzxmVVDSvxNGt6wGuCDqi4TYk1JRgVLPkkKsVXpDLo2QlTvqEs5YcSecRMSd+ZxJP66fwL9FLQV8DHxZVT8TkV8F/rqI/JKqvl6+KCK/CfwmwOX28ozgafX9cwLPOmWRNqbgZGuDN1Jz4RPv5/YWB47UvpvCduUqfbWdiYIkX4HYtKggi4ZzV6RebysknDIMK4rZQQvZLgG0rqYrzUOu1OSvyur6x4pU5deWz617a5xHNaHPU3k1o5QkGST6F2wTzrlw+7OUfogD5xz9pqMbWqZpwvuZcZxx48Smj8ETT4TcTtUoCYdkMbD1EbZMIpb7+tXfsnJLEb+cDDSwYVm1ZfGSW8tzWohqkockx4hI3T/Ln+oGTqYfWRIQkRb414C/lpsL1499Fr//beDrwM+d7Fp1+chmWXuejHoCzLbTKaamhfPWi3jPJCSj0T0zWSHJknisjHR2V0FX/Uln62tcXFv4DczXXasGa56nR/YcOfZ5QtQ3EFJlIWFI/WzBWTOBiM9Ob3Isdw8W9oH4w7kYpdh7vNcYV8DjGkNoCXELxnHA+4n9fs88Bb+A43FkmhzherRTV2AGzCtqSLquixVXLfhduHbZSbASQZI86604EcFJkXCWNqkkrZbaSJrAGohzZyTOXS1XhcmrJWQ7Zsn/n04/jiTwzwF/X1W/m5sTeR94rqqziPwU4d6Bb7xddUuZ501lA1Go3rKYs6r61CTc01ZCdsPxq9dsdcvjydmKpMVmmLm95PeX1SzX/HRjS3585q0TxtBU05rzn/GbyGNZNVsRg8q4dopILAlYRbVif3ypIxF65xzee5om3eIbIueowvMXz/E+RCM6Dke6rsHPimhDAOuJAidmHNk9N/wv2Dmsk1SEoSYQds+/theQpfzVFoPUqxQ8/wz3zwt0IlRc1birgeUeMM6gfw8ffJstwr8K/J/Az4vId0Xk342PfoO1QfDPA78Xtwz/J+C3VPWtLjMtsJNn8AyA29h/BaATFS10r4y84k4VkTB1nOtTxbLsw5oaa7UXXxosRFzOv7/A8/x2JSbaZ8u+kAdZD3XtQRj6emqsyQi63LqMhq9sgKwFgjXTL/yt+HGYvFhf2k/L9cUFVIIUME8zrhGUme3FhhR+3kdqutvd4HXkyePHCMI8T0zDzDQ6ptHh6CrDY+5XJkoGucWUqa12eUh5O1oEcS5LBikKUiiXfieiVYQMayMQ54KEkJ6ZcmlqXLWrYLm8uYEqEQ8nK3pT1uNMvkk/6r0DqOpfOJH3O8DvvLnZEykONIFqsXeSczIxzxMiZ6GxjmBTuFnBtxBbbzVHarcKi8SxVszPp6IxqKHU4f2EZMmlJdsUzBZl0vlskJEi6VDXueBQKa9+YkSPOqd6M7edq18Qqqp8vvLHlEm/CxuTaOhLbYY1WCBiJFLiFJWZ2Yd4Aq0Tus7BFODAuRD1LFTj+d73PuL6px/x6PqKm9tbpGkYDnD9eIP6CZwLNhkiIVxKc5E1J2PzWYZqd60SNz/F+W3lWTpYIqhkelOffomvUYv7McZa3e3EYDKzLPUuR1G8Z8/D7sPwGFxMYpqaJZ5X5Spx8l6JiOUEZLj1axmgylkq4kvuv1Q9TnFY08dTvbHOPxXlr/oU/8+K94kG3kifTnTkZKmzPD7kLoKMpsZPmlNsudy8nqxaicwXjeHKAAnnCmJVRrUK8+DnCScSApQCDofQMI2K+kTMUlSnxQQlwWCdtShWAWYo42qhYVlvYtyweC6S68jPEve34ixKtbdruD7O5e8JdsruRGKc5mOlnDPpYRABPQfLciIzy16JnJZqMncxRCThjcGhUHYZ0vwMZJLejcCf49hprqdKPqHsur7K0GfRbYmfy86uOmWAw2Trqkyp9Q015XbLWA2XBoP4BnLPJTvnmHcWOyN2ixBi0NE2Xm3qFe9nnINpHstaRZE67ByEOANd2wEewbG/G1DfMI3W2cmc6U/IYjG1SlL9Szm5rCt9SAOVuM8v+das9fwEFaG8m7Y9HVLUBKS6xs5hnYlYEJDoddgImsLcgx1ydMAqdZ9LD+gocSUYmSyhBu8IVmrKZgk0GeLOovXJVtV8BypDX7WNdSatjHCRZYU34/vpj1ovx9hueqxG3Fw1Qrz1qAwZNUFYTf653i6fWQkk1VevQ3iypHMnCfWqnXrdVmUqaSb85yScJkxHZb1X1ME0zYWOmJ0Pr3B7d8umg65tmedw8/E8zrh2NdrzfTk9jDK3mdOm8saBJ65lWtLyjqlBym+JLy1nJ896siKbzFQ2HyE2HY4rVJpMw7Y2hTfA7wMiAhZBWPd7sTWX97xreSsXLUAWpqnYgWvAEONbGmwEyW02vS0gWkn61V1+Vd8NSvokxlWDoEAzaJbsrD/EPaRrRSESiSnRgKuTagbJA+My3npLLnmC2K0Cla76U9eZeyXp/FWaIG+kjjQpRVJRwGsLbqLrZ5p2ZBphntpwwag/4ppgDxCaOH3BOPDi1ae880S42F7y8tUNbd/Tts/opMPpR6ibQIYolbgFuXSLOU/UuBDCsC5aXQJltwEX1MDMlHEism3m5dcoVbgCb43kOS1+FWqmy7SLVM+yQ1uFI6Vr9zHEB0UEKuCwMFldqW0oIlB90XoSbFrp+glRfBLloiXb3r5jjZULw5KmfpmFtlz+pAq2ZsVACVhaCF3KzyhqLmQ2FP4c288U0PRXrRnqjA6/7OtbP7+P66+JxKkU9tkdTdPgmhBrcPYpjFnx5ZAsoYXf8zwHhyLnuLi8ZHOxRWKA8CSReE0tlO6uYgZmtmtlK0mCwLq/FsFXz5MIngsXIm9fMrBVCHGCRSVQnqU3mGksqSRGTDkJ/kvesUgPhwic3reK6fQQ0m0xpxap4Kwu8NcSg7r8qT5VgbGslRvIESxVovqQdOkiSueiS8t0Zjahc5WMYkIQJ0DOz4wxM9ELdfcvcum3LrsV64z6c2GAi/dNl6vpW6C3Rt65nExNHoTF9m1mhhy2Q4S27ejaiamdmaeZeVbarsX7MfgI+HnVQdc0eO/ZbDZ89umnPHvvGe3ouGzDxSaZ26ZZ0+I7qYkixP5XhCL9FTNpScdeGfmWEkAhKqUe02kxnJ5A3CqjaSQyqmbtnay4XNpFqtK9wLBOD8MwaNK9HKraRoQkYFbiv4WwGtoWDVUVl+IKybU1BNo8d+NPQossBsTPkpgV0Vzja/kYjZa9edtnzWMq+rgtkqotQpCWOqLHoL0joBryqpIlwpq/q8Uw87Qsi9w/1Se4Zf0zzKVEu0DbhINDXj1NtojHaMSG6InC61ev8V7ZbjZ0bcc4jozjhGoIPGo9/TLmyoleJMQ2BKDqr1UDzGN7PmBVn331HHLm+qx0IfaPKasVkSkSBtW4cn2Uus+lh0ME8p1M5wlBCY3NmiOpD6Jj2nOOT/In5oeotLpAvFo6SOfpc/LeBBmpOmREuUW+vZLLPlqVNVXZPKOjZ1fjtENhWfMCCvK5M60hQzXNlEn58JLkdrPTUCW4qOlH7mDkomfobuyXUhAwDKtih7m/SjQEIrRdQ9NB2wZxuOkdTWPfCITASZCY7/a3+Ohq/OTJk+A5SHAamqaG5EKcHHuqLbWCv/ljxfZ0biE45Ij5HevJjkPxfdtGrqrMbxhEkRoqLDeESeytxLlvEamzkCFZMjmF46k/ThyyoiYlPRh1oLL6n+3vMoilEdMW9Syx7SRdsTp+dc33mZQIwXLSrfFmQfLV+0okJAbICJF6bT1KCboRnmVbwRKGlBLEND5xZiyV6lMVM1BW+UhoarGatyXBMrkmY70GRcIw16/Z1xbEN/8fHWPavqEbG+Yp9nF29NuG3TBFoIauFQ5DOn7s+cGnH/O5tqPrNxwOI4fDgOs2iAv1NS3M3mdkqO2gS65rNo8tjiZBIiF4PqxVF8q/JREAg9CLaUqEt5raqFqm0kklLfEEzBTHZ2tCsCYu59KDIQLLniYPr8TR19F0loB3Thg9k1TXb1gEWGzTrNpWTh/PTHXYBVs8r4z8Uj8LeZYNR7tAvrerCAHLLhVwsWkhCCbVocqVej7sNlWsL8ckMJJLBM2YsTglmIxbb7ksSQUKtMAF42ATJIAgHYRApI0Lf6WBrod5hlZgnmNwUVVEHNM8Mc8SPAzF4f2Ies2I+8ZU4a5krgpymqtWKoJm6WBJAMocm0fVTNp5L3s5ZXuirJ0YeAgGRMvFFlDw0CWBJFyG7wEAM/KTBc8FMFucUTs34bHZbkzi83oeCq3Nf2r4L5R6qe+FRkyxKLal3mr4XhAqIUdsNYneMUy2LZa2KfMBE40AldQdIRuM1N2n7cXRm+Ztfn7TEABJ4zq1G3Lie95SBQIQVpupBbmhEApbj0WEuJflGmi7BnEzTdMw+YntRcNxLzA7mlZoNsrVpkeZ8FPD3c2Rm91Lnj55n6urR9zd7ZimKE34KRCOtLOQ1yqNuIx15SGYPokALGZXckwxM6/GFlCkQzO/YuYhSwNpiqSWDk6lBf2WQgmWnTtfh0kPxiZQDGHh4813tMBlsL3VoJQZzglh4VR+KWBu003tnQzUgeGg9w4gfE7ZD8yy1tVU6BfHGklfNgyurfA5L18r7u2jxUdXkZDKmNcIbi/psPN3KlCq4X2rqQCK0Yz1O/WQTA3GkBeQz9N1Qr9p8ToHlcAp3cZxed3Tb4V+69jvbvE60rUdXd8zDjPT6GmaNrZ6BimWUrrZASgEQyg6eCIOrmIOWUWwHEtqFAuakZa5SRNqVcoCKdXvJFyeHEXiLKntLIUs5Yt1ehCSAFig0VVeRV1XqbC4tfhpJlEjB8gLUDPoVWfONLckBGf7Zc36duV84uQRKGNo6srrMMGEkQD/v/auLtS26yp/Y+2fc+5fTWMlhDTYVvKSJxtKCViKIKjtS/StLzaI4EuFFhSM9qWPKtiHghSUFlIpFsFK86BgLRXxodUqbfoT2kattCFN1ELzc3Nzztlr+DDnGOMbc821z7kt7d7Hu8fl3L3WXHPNOeaYc3xjzN9lPlHqt7K7CSBmJs6xAF4GLrykZ/EZbk4/p9HrfEAGSPUGkqhsC6/asmtikx2lOjde1goINhvFsACG1YCr11Z46aVTrGTE+soCx1cXOL464OWhfJ78hRdexcs3X8SN69dw4/oNqCiuXB9xevq/GJaCUccySBZMhaKD61Jh8rW+trEYM3+8JZm6DBzoMiTPwBXaNpPVNjqQB9C2PwcL8hKRvSpp0s+1sg0C9gUEzFo1rnjuGtdqUEZFVjQrfN4b3y7xdMuazLK5dCRA7/efw7rmilAwwiNX5tz7OjZgUsvqKxPZtFAcykMphtLdJPsJ4PGLnKA2YQ3JQM84kSZ5SqZxmmcYQhg0EZRDRRaADlguywj/qCOWqzWWq/J9gvXJBstXNhgWG7zyyk1cOT7Dajng1ZMTjHKC62vFAGC5WFQnrQXyUub5xby8+i88ghCFUDr8XiU76IgAoHBB9dsZk0kti7wEWuGwlToQ36X9AAGjpj3E4KBBbBuBLmorS01L6TrVL6mLApANrN9NTnt1txM+TA4PyYBDccnT88NFUL8VrKWBa5wiQfx23OdxrItJKvcClIMnooDeN2d3UbIczCvJi0sCbNRTaRWzabQNZdsjAAbk9RJURpTvBXJ5edGMmsAXS2C4BcUZVAXDQrG6Cly7scLNmyc422xw6+QUR1hBB8XqSHB8LLj18ksYsMFiAE5OX8at0xMM6xE3VpsKAEvY155FRrfEManDqz2LO8YDcL3DRJLyuzdnppsaj7cLtnTlPtqKeQT5vlsTGoz3ICGZji0ocJFDRe4Xkc+KyNdE5Ksi8t4afreIfFpEvll/X1vDRUQ+JCJPi8iTIvLQeXkUZbS/9vRf9T/1L+iOUPqXzI2adVW/h8IX0OQ/z76kX+PmrbLNWMBY+ajbXSeLcirix0EerDhKLPGCoFz+kb4AnJGslnFE5YHRJhqOv9aIsvExXZaVs4ZXhPfl172aA8WBu7iKIfTAuxqWdadF1jowXgTl+wMyWD8BWC6XuHb1GMfHAzZnG5yejjg7HbFar7E+WuHK1RWWK8Gtmy9hc/Iqrh5fAzbAya1TnJ1VcBEUD7IeziigQ07FosSYgHcJEF0DSABAoskUoDS30+ctHkebat9X9w76NZGTkTZgC11kYPAMwG+r6oMAHgbwHhF5EMBjAD6jqg8A+Ey9B4B3oBwr9gDKQaIfPi8DRzXXEFas+ue7x7LCx4o+1uhuDjPE36saoZNDAdKiXQ9xHjh1U9w6WKdteehz2WgUQ5UshF9noAibq5G95dWUdDL3TKLkk4b4ofGgUIoeE1VoktpOWka6mZfmOsqd7y2WDHWqcFnBYACW6wHrdVkmPG4UmzPFcrHAsBSsjgasjwSnJzeheor16ghXjq9hIUv44ik73rsCC3n81RGQvtJI2dvgKwgE5AUI8g4jTKePtwGG8qWm58pxJu9M1L3Dt/3Mx7vIyULPopwiDFV9UUSeAnAfgEcA/HyN9jiAfwDwuzX8Y1pa7edE5C4RubemM08jVQ7NNXcFhHDdxeJ7d6HtcfGafEpMUL0OZBctKRu6ViuFeGeXfG8e6KsDaMFvUUL35AUQc+3r+7HCTlNmOtrAoJYPcNa0IICMY/BKDcg7PhqWL1jPDc6AoLA97xV4WP4vPbD3R5MRgZw90+ZdB0IFFCPWR2sMw4DN6QjdAJvNiONjAbDGCy/exLgZsTkbIVcXWK4ER8fA2RXBS997ETpexWp5N9avuQsnegbVDaDhWWg1+9OFPvQL8gLqf7wQKDSM0vDB3Fx3Xv4EjO4qZREOVLeeVh800FRL2wWgZU+zdFtjAiLyBgBvBvB5APeQYn8XwD31+j4A36bXvlPDZkHAxOLbemk1XOqfQaEqENGmAYX7Lvb+hJJK9MxP5EvGoD31R1upe6hNaxWrbaO/BbAU3jpc+Q2wyCMgzJPqVpdXp1XoO5X9daF9MLzOgkwdSWHekksCgHBcpPOSABiTcyOQfJyYx+Nj31MwUc5gsagnB+umHJwhChkV6+MFFq8IhiE8leVqifVx+RzZyctn2OAWdDzFarXCqCssF+u68Gis5zKY7Ov4AKbuOncDhM8cHEiaPQCYKyDPAMzE8c1O1L20WH7bqUBea3q7dGEQEJHrKOcHvk9VX2CBqaqKdDVvW3r+3YErR1fc9ZTUZknhyB0qSuYJgR1Un3IpEf1VTzJZ16aZBqakFbZttbHz3VrW3iB/sYxjtB5FKtqUgZL/oIB/jaZ6FlpbgVh4RY6ko8l1FAjy1GEGUAlenIdoctsBAzAlsnTGsh4aZoMsuTzZEGBgrChQDjNtdjQOy6Gs/F8Khs2A07F8ivz4eAVL6WxzhvV6iWs/cQXXbyyxXLyCk1snePX0RagcY311ieMrVyGLM5xtXgUwQKSssBPwAG1IKe0CdK1XAmRxGfPAYRQqQDdRqn/xsrfPle67rnxqw2zt2/vz6UKLhURkhQIAH1fVT9bg50Tk3vr8XgDP1/BnANxPr7++hiVS+u7Amr47MOmumsRaP4fi+9caW4kLjXVLWA3SdYKO28Kw9Ka35PS0TbkFq8K8LYxCLbdymg4AIZc0WAjaGMSuEJcbdZAOA3zdJXdo3Z2whTH015ZK8p+LnoHbt/lFOgqJrX+D+Bp448fXxDdur3WHyhJigSwWkMUALICjK6tyFDlQtxyPQH22ujJgsR4hixNs9BWobHB2dobT09MG9stvcvHZvZLYnMNFT4DRapq3BaqnGtaLqp17wpD8RDKLMaPBRhGIcY+L0UVmBwTARwA8paofpEdPAHi0Xj8K4FMU/u46S/AwgO+fOx7QSINnWXi8sN0Zx68qhiadepPaFVlaitNT/1yNbb75T6UT7u4j+RIOcNkK+iAiZWUH99pMg/UhfbyAAIEnQRLCZbF270taNNfCQGOfCk7AIA4qyW1jkK5Wzr7HFx/GoEipGhswEv4DdCjWWgZgcbQCFoKj4zXWx6vaxx8wQsrfoDi6scTRa5Y4vqZYHW8wLEdgGEvzqQOMtkirLRsDY14AJHk9AM8OSCvXqbqnAVBG9rZG3JuUSCYBE90bjwCVg+oM1AZ7MzKVLtId+DkAvwbgy1I/QQ7g9wH8AYC/lPIdgv9C+TApAPwNgHcCeBrATQC/fl4GPA2Tidy07LGVRjaS4iigfhILCXaYNnxpB23yU7RjCtvuKPvkOotqHfQrOJ0HBq0I9PEJV6CSUnH36ziJxAw+/F3jJk9VmYfRrl+YckxXPFVF4ub4PhaSClkZyc5JxDVGNxX0pBwQyodiavV46lc/wVat4GMFSBHIQjBghQXKasLFsMS4GYHlgGFYuKs+LIGjq6siN1lgsV5gXMROTme1wTAvEuAewFRkjHZw3ibitcFtEmSaGGr2UbTkQGD/W720egDAZyY4nOV6Dl1kduCfOtka/UInvgJ4z7k5t8Q1X3/TxggWrABqjYYhtgVVS5aXIiOs8qRQppSTumE3BaTFOSOTO4D4boD9NpXHH5Fp+j+Uq9Z2nY8aM16NhZFmInj0Oc5PzAeSKjRvprFicRyWO194WRW+FE4ivlYvIBYgWbXVzUQi8E1GlpYKVMYa3B5OIqWNVwSURdlluFgMGFZFiKNbbwBaLP5iVccMhhHDcFazG1DWB0h8E1Iqf7ycOGFYY0UpknefGABbAyK8zmQKDJyupH6VXea6E0GVoTHZU80peGyj/Vkx2ExvtaAgrnh1uaqV0Bq/RbZKcSAPobegmOrCBdujCPfdbimuMuLEK+1UnYGCs0w7HS0+mWSRcj6eOXUKBQYbcNNkwdwYV3fSR+LTACFbMC7btNF4flRyepDlQj9enoG2Eg9lwM/KaGvpfVq0WixTIKte9fzquEF9MCwEOgTqSFIy8a6KrMsA4KibmA6GQOoBo56+TbeahOpYjH8I1WVDIJol0IqyfeJLg3PkUOTUNJNrJ/BZK0X5oIq/N6T6YADatnW4pf0BgQ5Zo9TakJI/nNBXoiH40WDcqEvY1DtqgKfbTTCBWwNlQU/jmjV1ReVaGqpqGp75aH8vrfAezHsRF0YtDyTKw10AG4wDYuDeZCdtk4trW9IMmLWZQc2JiYmFRqGIjSZXcx6nE1m4FSlbSI6j5jyIUAWOzqdhsokm2s1IfKVcs7Ft5JC2ApspEWml0QdEk4e9aUBoViD5XJFPaps2k+QiCoCUWqGTbkGnTuzBeXCwPyAQndxOmC1iCTRNDkC8kBKwtmUNLbyoxlonxGjRepp27PijsPqf2wqhRjDwNwgivbRzkHOl7oZ3KYhNTWMEpJlDbTDaFBHtuEHSZvfqnUNFFq4PmiHlKX5ZFdVBrTCrlSd21AD4R0UNPAIITB2DP3+3PS8jfQK+LoQiz6sEaIBnozDCN80VN5G5AbVwyXO6SoXVaYxJo/U2YiDT68MLSldhwbxSWfm8kemrs2Uw2h8QYJoMtEg0jAQEdjRzDvfDLQxd3XMk16qk4ErWzo+70yf5qG5Qo1K2qr4mIQ/K8UKfbPVbKI8GNClXjS70ltbCeVhVLPYYWCk8t57FGMk2tQNiIaqQI4OzIQFZT63AZ+BtZwiWfUVKeiBeP9rdBs0lJvA1+fmShLIpqWepZaJU59lFo+nEmck53A4LtcuZtCcWu152lDbaZ4Ikx2H3LpOzIn6dd7VuHx422j8Q6KCWF1SnccT7WqRUYqPq5bYoxkBxrFdXhVcFm87tY2RmgHHfE5RO5ZKxwp6pErvir7Z717OB0HKAJSzb+tC3nErFB2v6Jd12liABgg9EsgWT5rfm11qWhIEhZ1uIXERUFXWM56Ut07qMCgghHw33RlImwYuFj7GF1lmwKmXPoOnSxSJU0hrXs96+EJZhAK2Lmaf1tH0nFlcpqpK3/b3WefDB6AykJqbGpIDMoU9VeroGBjxITIA7R/sBAiLkInaYFQFsJZpmBYomI9x+/HlqkNXyT61h86LkpjABUZ+VEKSTUWsD9K7LRIsIhlqlt/h1dRoDvjf60aYdaz4+om08NlNFxiJjmOXB3CWRt5bIImbgTKKDnSQc3aDiyajvKHYoMNF5HqEktrEpD7uVPNNHRyRPtdrNZLR+kk7mmQqXisotJoy7tyASk3kmIWAvZypHfWEiupgmnFPRoeW3bbvMvnKOFfzN0J6M0n8AAAsESURBVM1jwJ6AQKW+2liAWdVpadx9tnv62IW9ClAFwU6FaStOyH2P9KpDVm9Sy5tyWoNyfz8GKqVJP5ITz8Ub+ogYD6D07WMjMo51wKqMhifZ0UAWD3mYd1LEYM09xhhauEqg1cgxujXx3I8sY/FUhUh7EtpE/aOa6goWPjDrdQnTMdz/YgRNSLneXGa5FlO8RJKfpNl8T5/Lj9KV6cinYz1ya5ES4nptoG33/pPbWPReA664a5G+07lF+Y32CATEhUIh0wbAbpM3aAIAl94Q3gM5VluRt60h/+2cGdhaz064AUFW9F6+MnmnNIiM5kXzAypdx1AanvsFkzEV9ptprKAqYcnO0hRP1cYltPKYejAeV/25Aj5AyCOxQus7Sr5R5gTAtYyKAK6ISuBV0243dzEuTweNQd38xqpT6KSGGquU+DGZ1hmPC63NaR2S5pnVfZRJuoz5sWeu69IIwq6GJmRKewQCmbg8vOquX7uSB9M6caxvbTKdyDX19dFUFll0e9T2PRsrRGNnPpPAA38pEsIaWyqeB0yxIiZnYnFFgdGmkUayogKUcxIAsVkFpecTcZGyMk9sxWn2wgCow12SsdtGBnXNcX3c1vM3LyDkJeM0L9627c9cJwhN2jrreQNc/1VM7e7Hkoy6t5LKmArXVz2Z3GU+qGrKUwd/Zsziiv/6sfAWbzLg3af9AQEqZDay2fUq+0ebFXLtqHo3/ZpczIdh2gzSSBPMezCA0MqPEpg4x4I8Et00OG9RsDnetpyg7cV5jkEhdZ4ciC2w5uRI8XiGIaygp1Kzpf60EgqKsFdlykdWRMQPL4J7C7FnYDLV6Jdhsd07qA/D8qNOH06Vt7oWIbN6VoICda1FhLFX0Na/VqHFrlOJanElI1kC8G3FVBbbvxHWlo1BeEScjhsFqQaqlr6EmldFim24SkbDMsnGqggp1k6w8dDYJj2jBj3aGxDgUc/8gEWwvWQZABgJkeQdbdca2pDfqy6esPJbJfPMhHOl7kRIk3Yaw/CBszlkzuEKYNvHMrRaNz5/sLS7gfUqxiO8GFaiIe5rsUcul3tHAYQewyy2eysSmTVyMSucZtXsPXINMiRXKFP1hTqhdP12MDkIBUXxvOq57g0wNW+Xbmx+m0P+EVNsAsO2ixJP0k1gawsgBvJClRa/UZd5CzSn79c8uryF9gYE2Glp3S8DzZht2V6qxjPkJ961CDTPQuq/dxuwOkvWb3QTlIc3znmXmcyrFiWDD7KS+PiCKQN5MP3CalhdVR9katXLscTbv3o+xquBFCt91nMNMEjPDGFIZ83SJx+pw30qk9KKQlqpaf+nQs3VcYaE7O0hC55LPzOA3SfJANXLXtIPvTlJaSaPedobEMiDTs3+6NukaAeRqPWFdZIwWaKsa8ZMTMkhGlDqEjTORgnS9DC7f5nXtm3Mg0MvUFlnmtgxTiKopyc2zlJwG8jZ2uNe45wAySiNulS+lOSgzTspHU7cWnxWVPVkAzxcdyaApjmcZGoeQpv1dOsS+AVOdWp/ZzBki9pP4kgvwza+d3mUgGN6VkGp8/gk+zYztj8gYNb/HKWPwUHhFjBJbRI2h7K+yIQj9WE5uf/GtbXtC3TCfgA8IzJLJud7D9bubaCw8piX1Xpg0s8S31CN9jZAk55NSttVbHYVGovZcQzipnYO2+7dbRBX51Slzq8r9nZmoDfJpBcn7E2j0DaYR95I9vrFq6ZNqw0v2G3TjIRy9N55pd0bEHCyttmc79+P2CD3TDeAVBatWMrXiGN4SNhkCL9naSlE8pK61nlQDyxNhTeklIonK9Cz4GnKsO8pxLuxWy+5mzQynAxwakBCYmy/EwC3OMXTYAhsVEpDhtxlc0WkdFxILSWM4Ln5YNpqjp05bQxCf7zAYI9WHQIQStFaBsc35y05qQ3NAoSNZTSKKY13Y2lEPGqbCt9KnuLW//MUaTT+3mqIbRC6NyDAK8qmI7YzeNbTelM+VfAHMFLb962sAB+NmJsaC5Mrgdzm5L716Ae0/YYisr0Kveg8p4TqHGp2IWEuOlkfzi8FWf8+iT3c61YpvNH7jem9jaojRugddNyWIiQ/o27p4FnpmPaLWHaHts61+0YR7kiuzaxJzzvJQFQZzbE6Vt1/exbc0+qkQ96Deyvtw5pg2mg0Q3sDAkbbRs6nFnEO9fPkVQaAbZm3tmYKAv38psmY2xbWudMKtqQ4aSDNtcfVmIFQLvSWxLOV7UWw9ewMeHTdeAf5OHJCD811MTd7a++F/hCTDIQCP01KWhdpNm1NV94ekk63is2g2U+LuQ41k6nyN3fcGqYfIwFogYP/hvX3SFPx0PtsM71mtgh/j0DA2NXs7/kzUvr2t5vWDKVPd1kekvOsGhxVNDRNyZLSmHdvWJ6C2UU0dEqtkve6D2xTI+9muWvKPixfK6tifGyTDj2rVt0S8XddnO1UG/OG5knUp6VzvlRKSrMj7CT3dF4jwtXPA2/TBEpX0FZezngl2FKD5BCUrCU9lGrIZj2e9MpMnOphuUzT2ggGkALaxUPbPmcgs4trfowkIv8N4GUA/7NrXn4Ieh0uN//A5S/DZecf+NGW4adV9afawL0AAQAQkS+o6lt2zccPSpedf+Dyl+Gy8w/spgwX+u7AgQ50oP+/dACBAx3oDqd9AoE/3TUDPyRddv6By1+Gy84/sIMy7M2YwIEOdKDd0D55Agc60IF2QDsHARH5ZRH5uog8LSKP7Zqfi5KIfEtEviwiXxSRL9Swu0Xk0yLyzfr72l3zySQiHxWR50XkKxTW5bl+S/JDtV6eFJGHdse589rj/wMi8kythy+KyDvp2e9V/r8uIr+0G66DROR+EfmsiHxNRL4qIu+t4butA/vW2y7+ACwA/DuANwFYA/gSgAd3ydNt8P4tAK9rwv4IwGP1+jEAf7hrPhv+3g7gIQBfOY9nlO9J/i3K8pOHAXx+T/n/AIDf6cR9sLanIwBvrO1ssWP+7wXwUL2+AeAblc+d1sGuPYG3AnhaVf9DVU8AfALAIzvm6YehRwA8Xq8fB/ArO+RlQqr6jwC+1wTP8fwIgI9poc8BuEvqp+h3RTP8z9EjAD6hqq+q6n+ifCD3rT8y5i5Aqvqsqv5bvX4RwFMA7sOO62DXIHAfgG/T/Xdq2GUgBfB3IvKvIvKbNewejc+wfxfAPbth7bZojufLVDe/Vd3lj1IXbK/5F5E3AHgzgM9jx3WwaxC4zPQ2VX0IwDsAvEdE3s4Ptfhzl2rq5TLyDODDAH4GwM8CeBbAH++WnfNJRK4D+CsA71PVF/jZLupg1yDwDID76f71NWzvSVWfqb/PA/hrFFfzOXPX6u/zu+PwwjTH86WoG1V9TlU3Wr5j9mcIl38v+ReRFQoAfFxVP1mDd1oHuwaBfwHwgIi8UUTWAN4F4Ikd83Quicg1Eblh1wB+EcBXUHh/tEZ7FMCndsPhbdEcz08AeHcdoX4YwPfJZd0bavrIv4pSD0Dh/10iciQibwTwAIB//nHzxyRlC+RHADylqh+kR7utg12OltII6DdQRm/fv2t+Lsjzm1BGnr8E4KvGN4CfBPAZAN8E8PcA7t41rw3ff4HiMp+i9C9/Y45nlBHpP6n18mUAb9lT/v+88vdkVZp7Kf77K/9fB/COPeD/bSiu/pMAvlj/3rnrOjisGDzQge5w2nV34EAHOtCO6QACBzrQHU4HEDjQge5wOoDAgQ50h9MBBA50oDucDiBwoAPd4XQAgQMd6A6nAwgc6EB3OP0fz0L+OmCFBaYAAAAASUVORK5CYII=\n", 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