{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "gpuType": "T4" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fT4yG6HzsB2Z", "outputId": "a44fc867-06d3-4935-ffe1-3faa225b49f3" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: kaggle in /usr/local/lib/python3.10/dist-packages (1.5.16)\n", "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.16.0)\n", "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from kaggle) (2024.2.2)\n", "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.8.2)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.31.0)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from kaggle) (4.66.2)\n", "Requirement already satisfied: python-slugify in /usr/local/lib/python3.10/dist-packages (from kaggle) (8.0.4)\n", "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.0.7)\n", "Requirement already satisfied: bleach in /usr/local/lib/python3.10/dist-packages (from kaggle) (6.1.0)\n", "Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from bleach->kaggle) (0.5.1)\n", "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.10/dist-packages (from python-slugify->kaggle) (1.3)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.6)\n" ] } ], "source": [ "!pip install kaggle" ] }, { "cell_type": "code", "source": [ "!mkdir -p ~/.kaggle\n", "!cp kaggle.json ~/.kaggle/" ], "metadata": { "id": "CKVhJuIlt0KE" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "!kaggle datasets download -d omkargurav/face-mask-dataset" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZjehTZhlt0Mv", "outputId": "c42c687f-a269-492f-ac33-a51128467313" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n", "Downloading face-mask-dataset.zip to /content\n", "100% 163M/163M [00:08<00:00, 20.1MB/s]\n", "100% 163M/163M [00:08<00:00, 21.1MB/s]\n" ] } ] }, { "cell_type": "code", "source": [ "from zipfile import ZipFile\n", "\n", "dataset = \"/content/face-mask-dataset.zip\"\n", "\n", "with ZipFile(dataset,\"r\") as zip:\n", " zip.extractall()\n", " print(\"This Dataset is been Extracted \")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "K9IgfoCVt0Pb", "outputId": "6683741a-e286-4ec6-819c-def6bda98ed7" }, "execution_count": 8, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "This Dataset is been Extracted \n" ] } ] }, { "cell_type": "code", "source": [ "!ls" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0KdgPkDAt0SE", "outputId": "a91cc982-76ae-4855-a75a-58f2922267f4" }, "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "data face-mask-dataset.zip kaggle.json sample_data\n" ] } ] }, { "cell_type": "code", "source": [ "# import the required libraries\n", "\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "import cv2\n", "from PIL import Image\n", "from google.colab.patches import cv2_imshow\n", "\n", "from sklearn.model_selection import train_test_split" ], "metadata": { "id": "x1M9cWgEt0Vk" }, "execution_count": 10, "outputs": [] }, { "cell_type": "code", "source": [ "with_mask_files = os.listdir(\"/content/data/with_mask\")\n", "\n", "print(with_mask_files[:3])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7pNAyoFMu29J", "outputId": "811aaa6b-f072-4e20-c787-0d2aed064ebc" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['with_mask_3339.jpg', 'with_mask_3373.jpg', 'with_mask_482.jpg']\n" ] } ] }, { "cell_type": "code", "source": [ "without_mask_files = os.listdir(\"/content/data/without_mask\")\n", "\n", "print(without_mask_files[:3])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "caL8wtAVu4Ed", "outputId": "35c512f9-3806-4b2b-dba6-0fa915202ef1" }, "execution_count": 12, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['without_mask_765.jpg', 'without_mask_1608.jpg', 'without_mask_1885.jpg']\n" ] } ] }, { "cell_type": "code", "source": [ "## checking the number of images present in the folder\n", "\n", "print(\"Number of images with mask are \",len(with_mask_files))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "v0LenLrCu4HR", "outputId": "2567877f-feab-428d-e7e5-44ae91d34d4d" }, "execution_count": 13, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Number of images with mask are 3725\n" ] } ] }, { "cell_type": "code", "source": [ "## checking the number of images present in the folder\n", "\n", "print(\"Number of images without mask are \",len(without_mask_files))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tpzk1F9ou4Kp", "outputId": "da27635f-cfe3-4046-b830-76f11149c99a" }, "execution_count": 14, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Number of images without mask are 3828\n" ] } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "gWuN_pUvvEgI" }, "execution_count": 14, "outputs": [] }, { "cell_type": "markdown", "source": [ "creating label for mask and without masked images" ], "metadata": { "id": "AagPdPgRvL_7" } }, { "cell_type": "markdown", "source": [ "\"\"\"\n", "\n", "mask ==> 1\n", "\n", "without mask ==> 0\n", "\n", "\"\"\"" ], "metadata": { "id": "XFuNveGSvSbP" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "YdfVAoqvvRaE" } }, { "cell_type": "code", "source": [ "## lets generate the labels for target class\n", "\n", "with_mask_labels = [1] * 3725\n", "\n", "without_mask_labels = [0] * 3828" ], "metadata": { "id": "ZsYk3mc5vEk0" }, "execution_count": 15, "outputs": [] }, { "cell_type": "code", "source": [ "print(len(with_mask_labels))\n", "print(len(without_mask_labels))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UB6Hzs2vvEnE", "outputId": "644ea8c2-9855-4d45-8c49-1e2a28035a94" }, "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "3725\n", "3828\n" ] } ] }, { "cell_type": "code", "source": [ "with_mask_labels[:5],without_mask_labels[:5]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jalV_3luvEpK", "outputId": "405c30b7-316f-4cee-bd60-e0daa1ae5bc7" }, "execution_count": 17, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "([1, 1, 1, 1, 1], [0, 0, 0, 0, 0])" ] }, "metadata": {}, "execution_count": 17 } ] }, { "cell_type": "code", "source": [ "# summing up with mask and without mask\n", "\n", "labels = with_mask_labels + without_mask_labels" ], "metadata": { "id": "OnqLWlAwvErU" }, "execution_count": 18, "outputs": [] }, { "cell_type": "code", "source": [ "len(labels)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CRKw93sovEt6", "outputId": "5abc53f5-81b0-4907-fb8b-a928b69a50d0" }, "execution_count": 19, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "7553" ] }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "9Hz0QUJWvEv8" }, "execution_count": 19, "outputs": [] }, { "cell_type": "markdown", "source": [ "How to display an images" ], "metadata": { "id": "ejwyGC8ZvpLm" } }, { "cell_type": "code", "source": [ "img = mpimg.imread(\"/content/data/with_mask/with_mask_1053.jpg\")\n", "imgplot = plt.imshow(img)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 435 }, "id": "QD1OsoDqvEyU", "outputId": "eae1346e-5a58-40cd-fe0f-1bd2d2123022" }, "execution_count": 20, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "img = mpimg.imread(\"/content/data/without_mask/without_mask_1051.jpg\")\n", "imgplot = plt.imshow(img)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 434 }, "id": "aUMmYZlovE0f", "outputId": "a89b7515-7ac6-4a77-edfe-31db6f461556" }, "execution_count": 21, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAGhCAYAAABFxUyWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADaV0lEQVR4nOy9e5CtWVke/uzu3vfe3ef0OXPmzGHOAN5QAowRcZxK4g8CAiMhUcYkKCYQKDDWQOJMxZBJGbmYqqE0iUZFqKQMkIqIoUoxYiSFqDNJHFCwKILRiQyXGWbObeacvu17d+/fH6ee1c/39ru+fenrPr2eql27997ft7611vf1etbzvu96V2EwGAyQkJCQkJCQcOQwc9gVSEhISEhISPCRSDohISEhIeGIIpF0QkJCQkLCEUUi6YSEhISEhCOKRNIJCQkJCQlHFImkExISEhISjigSSSckJCQkJBxRJJJOSEhISEg4okgknZCQkJCQcESRSDohISEhIeGI4tBI+r3vfS+e9axnoVKp4I477sAf//EfH1ZVEhISEhISjiQOhaR//dd/Hffddx/e8Y534E//9E9x++234xWveAUuX758GNVJSEhISEg4kigcxgYbd9xxB170ohfhl37plwAAW1tbOH/+PN72trfhX/yLfzH0/K2tLTz55JNoNBooFAr7Xd2EhISEhIQ9xWAwwNraGs6dO4eZmbhenjvAOgEAer0ePve5z+H+++8P383MzOBlL3sZHn74YfecbreLbrcbPj/xxBN47nOfu+91TUhISEhI2E88/vjjuPXWW6O/HzhJP/XUU9jc3MTNN9+c+f7mm2/GX/zFX7jnPPDAA3jXu9614/uTJ09OpKQnVd9JtccxMzMzFf2zG8PRpOcWCoWJ+mYwGEx0zd0axw7yPh6nut7ImMa+OezxamtrC1evXkWj0cg97sBJehLcf//9uO+++8Ln1dVVnD9/HoVCIddMEEMi6b3HtJD0pJiUMIGDJ2meOymmifimqa43Mqaxb47KeDWsHgdO0qdPn8bs7CwuXbqU+f7SpUs4e/ase065XEa5XN6T6086YPLchOOLw7j/k5L7tDyr01LPhHyk+7h/OPDo7lKphBe+8IX41Kc+Fb7b2trCpz71Kdx5550HXZ2EhISEhIQji0Mxd9933314/etfj+/8zu/Ed33Xd+Hnf/7n0Ww28Y/+0T8aq5zdqOKEhHFQKBSm0qSXkJAw3TgUkv77f//v48qVK/ipn/opXLx4Ed/+7d+OT3ziEzuCyfYDydSdMCmmhainpZ4JCQnDcSjrpHeL1dVVLC4u4tSpU2MHjiWf9P5hmvpn3LpO07/JYQSb7RbTcD+m6Rk4LEzDGHBU7uPW1haeeuoprKysYGFhIXpcyt2dkJCQkJBwRDEVS7BiSD7phEkw6dr6ozIDH4ZpqmtCQkI+kpJOSBgRaUKYkJBw0JhqJZ2QMCkm9YFOum55Nzgof+1hKfAb3bKRkLAbJJIeA9OipA5r8JrkuofVpzf6AH8Yk4ndYBoCxxKGYzcTxAQfydydkLDPmJYBKMV4JCQcPUy1kj4Og8q0KaJJME33cBrSdE56rd2Y9I8DDrpfkmVjf3AYz/du+icp6RsQaZBNmBTp2UlIOFqYaiWdEEcabBMmRXp2EhKODpKSHhFp4EpIOFpI/5MJxwHHUkmnf+6EhBsDxyFmYxqQxtR8eP0zap8lJZ2QkJCQkHBEceyUdJrxJQAH+xzsNto6ISHh+OLYkTRw4xP1jd6+hP3BNC1N2U1d0+Rn/5DcD/nQ/knm7oSEhISEhClHIumEY4dkaUhISJgWJJJOSDiiOA6TicNo43Ho14QbB8fOJz1pKtFp85tMw0B0nNIeTtMzd5DPznHq14TjjUn/r5KSTkhISEjYNaZBGEwjjp2SnqZZdHro9w+jPgc32j0Y1u7jsE/ztESGT+O9SMsN9x5TTdIHbbqemZnc8HCjDfZ7AfbJpPdw0vsYOy+vHod1/w6KUPTYg27rYVxvGnYz4z250QnsOOxm6I1Xo97XZO4eETf6Q5SQkJCQcPRwLJV0QsJxAP83PJVsZ/Hp/ygh4WgiKemEhISEhIA0YTtamGolnZCQMBzTGICUsI20lvzGgO3TlBY0ISEhIA26CQnTiaSkb1Ach0H5Rk9ksdt76Pmd+Z0te5r6JWF/cRzGjmlCUtIJCQkJRxQ3+nK4hOGYaiWdorsTEuLQ/w2roFN09/Qg+aSnH15/jtrHU03SCT6mZfKSTKyjYS/yjFtyTubuhITpQDJ3JxwrTMPkJSHhMJH+R44WplpJH6RiTErjaCHlCI4jTyXnmbuPQ98kjIaD3iXuuED7NS3BSkhISEgYC0lFHz1MtZLezSYLB408P2HC0cdunrPd3OeY8h12He/4YWXMzMxga2sr+vsoO2iNi3H69bj9vxyX9h70nuKHwRm7sfruuZJ+4IEH8KIXvQiNRgNnzpzB93//9+ORRx7JHPPiF784VJqvf/yP//FeV+WGhO23mZmZHa/j8s89CWz/6WsYOCkc9xW77qh1tdff2trKvKw5u1AoYGtrC5ubm9jc3MTGxgY2NjbC583NzUDGhUIBs7OzmJubw9zc3Eg7vbEOWn4euY+CYf1n23cYwZF5z84or4Q4dvO/daNjz5X0gw8+iHvuuQcvetGLsLGxgX/5L/8lXv7yl+P//t//i3q9Ho5785vfjHe/+93hc61W2+uqTCVGHbzzPk/Lw3sYA9dBbzeYh0nSBNrBKZagxFPg3t92u1ASf6wusejwUeG1Wa8XWxoWu95hJLSZVLkdlefuqGFaxqu9wCQ+6T0n6U984hOZzx/84Adx5swZfO5zn8P3fM/3hO9rtRrOnj07Upndbhfdbjd8Xl1d3ZvKJiSMgd0MssPIJ6a2rEL19qTNWw+t5ViCZ9lUzyRMj8A9ch21PzyijU0svQC2RG4Jxxn7Hji2srICAFhaWsp8/6u/+qs4ffo0nve85+H+++9Hq9WKlvHAAw9gcXExvM6fP7+vdU5IsMhzLwx7AdhhovMiru217Hl6rveyhO4RoTVVqzlcTeI8xprVdVKg/UGC52tYP8bcNl4fW5PxcTN33uiYNrfFQbs6CoN9fNK3trbwt//238by8jL+1//6X+H7//Af/gOe+cxn4ty5c/jCF76At7/97fiu7/ou/MZv/IZbjqekz58/j7Nnz47kQzuq8G7ecTJ3HwZ2GwA2yT+c9RtrWXmKejAYYHNzMxCrR/I8VslMoaRsydZrX6zNJE8AmJ2d3VF/XmOUto36vHoTmr1Q2cchUOmgsZs2HvT9OCzYZ39rawsXLlzAysoKFhYWoufta3T3Pffcgy9+8YsZggaAt7zlLeHv5z//+bjlllvw0pe+FI8++ii+8Ru/cUc55XIZ5XJ5P6uakDAUu/HDembqUXyVwwJmqGzp17WTVi+4zKtfXj21Hh7h8vqWpLVsO4mITTStSVzbZ+s0LYNzQsJusG8k/da3vhUf//jH8dBDD+HWW2/NPfaOO+4AAHzpS19ySTphPByHwWva1InnNx5VKeaRtCXWYSTr1WeYuo0FnM3MzGAwGISlW5woeGTO3zyLQd7zquV5k5NJcBz+PxJuHOw5SQ8GA7ztbW/Db/7mb+IP//AP8exnP3voOZ///OcBALfccsteVychYc+wF8Tg+ZXVBK1kOjMzg2KxuMPnnEdWJEMeG1uixfI9Rax18szsns9NlbS2dxgxFwoFzM3NuWZ1LStvIpKQcNSxm4nhnpP0Pffcgw9/+MP4rd/6LTQaDVy8eBEAsLi4iGq1ikcffRQf/vCH8X3f9304deoUvvCFL+Dee+/F93zP9+AFL3jBXlcnIWFPsdcEkWfOzvsuBk95e/X2SDGmbr2yrJLOq5c1T+epbJblmcMTOd+YOCzLxrRYVPY8cCzW8A984AN4wxvegMcffxw/8iM/gi9+8YtoNps4f/48fuAHfgA/+ZM/mes8V6yurmJxcTEFjo1xzo2ISR7dwxjoY4RHpRpT0lSZRCzoywsaG8UPrdHUSphaJyYqsde25+ddb1g9mESFr9nZWTcpj6p7bfdRx3GYXExjGw/j2TkSgWPDbtb58+fx4IMP7vVlEwymYfDaDQ56UNiv69lJpkfCeT5sqzC9wCt7rn7vqVolZS+zmRc8ZlOKxtrg/abqX8u17UlI2CtM03M11bm7ExIOEpMSdcx8S3BJk3fexsYGgLiK5ncxP641f2s7+LvN+KW+aC7d8iYC1i9t22vr61kL+D1VtFXqtq8SEqYVkz7HiaQTEkbEMH9wDJ7atWZmj/A2NjbQ7/dzVSnL865pj/UI0ovsBpAhaX62dVQTtVXoecFuth06CVDlHqvbXmCScqfRpDstOIz7MS2Tv0TSNyhGeYCn5SE9Ksjr01F+s6SjRGeDuIbFWljTcywwLEaOfHnBXAB2+MktLFmTkL0JiVdX/V7XeA8Lessz/es1ExKGYdIJ90EjkfQ+4LAHiVGU1o2AmIl4v6Dm2Ng1bYawra0tzM7OZoKhZmdnM/VXQur3++E7qljdaWowGITz7XG6nGlzczOQKK/P33q9HjY2NtDr9QBcN7cXi0UUi8WQGlTbbGEDuCxZx0zrWkdtv80hzj7c2NgYavK2k55hnz0Ms1TsFikyfX9wo45rFseSpPfatDJplPZBwfOJ5mHcuh/GABQjaOsbHfW8vM9ELDe2VYjeMZ5ytXUl4aqp2L4IkpeqVzUTk2h1chALyLJKd5T+sgrb5ii3f2ubPT+2vZY1k4/7PxYr27M8jEqik/5Pj/v/txc46P/JwxzvDnq8OmjT/LEk6YQED3mm1MFggE6ng83NzWCinpubCyTIZUQeGfZ6PfT7/YyytYTE18bGRiDcjY0NdLvdQHa8Xr1ex+zsLMrlckgi0u/3w4tET/LhZ0WhUEC1Ws20U/Pj85i8z8P6ctjAxDqqZcCey8C5mHlbz1XfeGxSkjdJ8cpPSDhsJJJOuGERU0jeAG3Vn0cKGuAU89d65EBTsKcgY6qZUdVenWlCB7bXClslrkRtr8XvVP16S6zy+s3rx1EITicPeVYNT41772pyV6uCJey86yZiTjjKSCSdcKzgDdDDXjxOz1di5O9KGBa6c5S9PlUzFbGm2FQiBa77a3u9XsbXXSwWQxIQ4Lpf26piJWJOGni8Tg48H7SnQr12qKneQ4woY0ScN2FiX+h90ZcXja7HTXMSpITjhUTSCbvGYfmjPBVrv8+rmzVzKtF60c2eqZQEa7/X82im5vdaz1jGMburFYlnMBig2+2GpVnFYtFdQ61qmS9d86z11r6wajumQj2i9fo2z/ervvQYsXsTAr2GnRjF/N76t7emfBQcpt814fgikXTC1CJmtvTI2h7Dv2MvG8FM6ADP32ywl32v1+uoVqtRBekFiKmpVo9npDdwXTGXSqWgqi2RqmLWetPvrRHgPF7JNc9M7LkSYso3NmnisXaS4xGufibUJRBzL3jlKryJg/d3wo2DabuviaQTjh2USKxy9nZ/ssfmBR95SUC43MlbA22VupLM1tYWOp1OZi01ly/p9Wgi19SclUplx7WUuPQ8vbYq6VGIOq+P9d1+r+drHUchaK2n3R7TvuvL9rPWJ8/fnpBwmEgknbBnOOiBbZi5O2aO1eU9w1567Dgkra/Nzc2M/zTPVGzJiWuFuc6Zf9vybVnFYjHzWUnLmyTwe09Je59t+z3EiDp2n/LerYpWovYI2suJTtg848MUdiLshMNEIumEYwePSK252jPb5pGGNaPznWV6S7BiwUsxM7fuFsVyNUEKfd8se3NzE51OJwSiFYvFsHSLhMZANPZLng/Ymv61rTb3doyg7XfcMzvWh/zbXlvvFT97ZnvvNy/Aj8QesxokJBwWEkknTC3G8Unrd7GlVB4x2+vF/KP2OrYOGjntXSPPLByrh2d+Vv+zZzEAts3Lmp3MZv2yiE1C9DuPoGP9mPc571qxa3rK1/5m1betQyLohKOIRNIJxwpUpTajVR6xcMC2SUiUDLzzYgTjXSu2NaSqdvq3Yz5t1nF2djYkXvHaz/Kq1So2NzcxOzuLjY0NbGxs7PDfevXzrhub9MTugRImA9iGlTOKSrfXyPs9dkwi6ISjhETSCXuCoziwWbMnYZW0vuchb2DXa9q/PR+2vbY1tZMMNVCM39vAJ5qzqYoHg0EmKMzmv2YbVFF7bfXabBWnd84o0DI093hemVblxu7vKNeOtWVYQFnCjYNpubeJpBOOFZQURoEO4LquWEnOkh+wnaKSvk7NOObBW4ZF/7EmObHXVrWpS6ra7TYABD/03NxcRhWzDE1xymtYFasR8NbUPgkx2++4qcgogWN6/qTrq219tF7J1J1w1HDsSHrSf8BR1dNhYBS/335jL64X89HmmZjtdW0ObJKkmow1OlpNy3oNDcjiuUpivJYSibfJhNaJZXqEze+tiZvKOLaUypqme70eCoVCCAYbDAbBBM7jdV231qVUKmUmA/be0E3A7Gjax9598j5bvz4AlEol93red9a07/W5vS96b/TY2GTAuxZ/nyRT2WGPD9OAaRyvxr3eJFYfYMpJepTZcuy8Sa83DZi0X/biuuMgz2dpP3tlK/ERXO7E1Jk8hmoRuD6400TsEXUsYjqWjYzHsg/4D+mtuVbl5iXc4ARCI7i1XE9R8m9th5I0VbSdrNAfPTc3F9rpXU/7W03TtCzwHLtRhldnjxi9gLqYT9qStPZ1LEucva5OUPIQK2sYPGvBJP+Tkw7qXh2OOqZhvNoNvDFs1OtPNUkn3JgY9jDrQGsH7pgCUvLUnab4u5qu7Q5XfNXr9UCAm5ub6Ha7gbio3hgxzXMAZIKyLGzdPXOztlmPzfsn57FKqoCvwtXy0O/3Q3CaWhK0TE4g5ubmosu2xrE8KQnHjo+ZyoF8s7c9ln+z3bFJgj2W17cuD77HLAcJCbtFIumEQ8coQTqecgSypk1L0N7gyXPs4EuQmJWgWYZdz6vXZT1UuZMArPnVtls/exMP/qZEbUnbK5f1Yh1sZi9r3qUVQk3sdoKj56uSVXht9RS0V18LJeg8oh4Gj3jt5CPPxJ6nqvMypo1bz4QEi0TSCYeK2MCc91lBM6fdgUl9yaq49FglIE27SQKyJF0ulwMRFwqFEPDk+XD1PFXVsfbbJU4esceUtEegllx1YqLWATvh2djYQL/fzyhpe6y2jYpac4prnT0Tt4UN5Isdl6fARyFBS8ba9/w8TOXrfdFtQr3+1Donkk6YFImkE44Uhg3o9lgSkE3IoS/PN6xl2OOVtIG40rIEz2t7A7OnKj0frH5med618/oO2PZtK5natttgqlhdvPzYej0NePP6x9ZNf/fuR0yZW4xKzjzWK1tVtWdZ8e6JV5b3m3e9hIRxkUg64chhVJMoVS33T6aiKRaLKJVKwa+8sbGxYyMKABmztvqSrbrkNdvtNgqFQghKo/JWvy3fdSmV+j299sRMqjHkWR9IjJVKJZiwWaaSLduvZXomYFWOsXvjuRRidfOOz7MQeOUMw6jHEcPSodo62uOsuuYxdjIzbr0SEoBE0kcex+Ufe5jP0nvp/shajkdKqipVLXtmbXtNKnRGTNvrqmnZO1c3xeDvOojnKW6vH7x+s+dodLi2YTAYZCLIbb11QmFdBbH7o8px2P206tr2gVWhXtkexrXAWMQmCvY7G3jn3SNL+t4kLSFhVCSSTjgyiBG0Z64mUWqQkw609HMqYdpAqEKhENYQe4Oy+rBtGlGts92vWeu7ubm5w4frlWPLtH3hHW9Vp16HRGyXmenvADITFPYRf/NMvbaOeebpYQTN97y2xUzso5rEbZn2WEvOdiJlr6FL7exv3oSD8NaCJySMgkTSRxjHQUXn+e1Ujdp1zQxUIjlZ322/3w8ZuDQoDNjOHOaZOL1rWl+2EjZ93t5SJb2GRnlb4rETDHuuNT1bVev50mNLuba2tsLe1qrytTxdL23brhYJS9R5Stq2a9gxHuxkwZJ+rBxryrd1thOw2MQA2LkBSV7dPetAQsK4SCR9xHEc/rE9ouS7R5i6VIhKmESjv5PEmRpTj9FrW4LU61qSs8TnZbey7bKqMY/UvHLUj+75iHUioMdZVwDrzH7hJMMuM7N+eWsu1+t5929UBe213UNsEhczKdu623vIY5W8rQqOKelYW/MsI3m/JSQMQyLphCMBb6BWctYsYrpkZxjBK5GqOtTjY2palakO5jpZ4PGaN5vXsMRgr+mpOyVAr+6FQiGToMQSNOvL5CSabc1OPtQEzvJ4vP5uCV+Vtx6v7RxFQROeJSH2Wb+3wX4xNW0nXFpnz0pg1bq+e/dT74U9z/stIWEcJJJOODTEVAmwMyGHvujn9UzMlhhtOXqsvVZeHdVEatVsrEwvHajWyxvI1WytJmqr/PQcT00S1h/umfDtpMVOcLxj7KQippbz6mr72MK7p7af7UTFlueRKo9l2zxLh3cNbbt999qakLAXSCSdcCQQU9JUqboT1MbGBsrlMkqlUiCQXq+XITGqLB1cu93u0OvnZeViOTqQWxJQkzIJkUFDHrHrdQuF7Sxe9AtT+WnQl1WuVk3q96VSCbOzsygWi6FuTGvKPafpo/cmRJ5FwKp3DVIb9d7qbzoB0T7V/vR+91R07H6xrznh8fqSZdrPWp5aMWJ9rhMtwkt4k5AwChJJJ2RwkAogZlaMDdiqnG0CEYUdWK2Zm6ZfNSF7g7vWx/vN1qNQ2DZFq6rTpCo8n0SsbdeydbKhytf603msbYte3yo+TT6iv2tZ3tI2raOnru09sH3rqWh7rqfk7TE8X5PX2PvnqWEea6G/2efOm6B4ZehxDCTU69n+jNXT/pZn5Uk4Hjh2JH0YZqhJrzktdd1NPRmxXSwWXXKlgtTAL2CbTKjk5ubmMqqOyo5pLtVMXiwWw28c4EulEmZmZjLH2kGf19T9j3ltHqtbPZKcS6USisViiDhXPzHbots/sh9mZ2dRqVTQ6XTQ6/XC+ZyskFQ0Wp39wP6k5UEj0L2JA8/n/eBnSzJK4ho9r2VYtZ03CbJkqBH8liBtnXgfuAROnwc7ebLR/1quBhTa9nGCxLKZv92mnVVLAu+LBuFpytRxcByI+jDGuYOG18ZR273nK+zf+c537vhH/dZv/dbwe6fTwT333INTp05hfn4ed999Ny5durTX1ciFZx4b5XXQ19zNeQdZ1/2A9YnaQdXLDEaS000igO3MYsViMRCjtpW/8xXz47Jsex63epybm0OxWAwZz3g9VbVe3b1+t/0wTp/FfLl55Xj30jP7eseMU0ct1zuX90D7UqPz85KC5JXrqXgb2e7979lzYm33rD+T9I2tL/++kV+H1cZJcdB12Bcl/Vf+yl/B7/3e721fRAbGe++9F7/zO7+Dj370o1hcXMRb3/pWvOY1r8H//t//ez+qkjCFiJleVUFaUBF6CtiqcJbNskiwqiytorNR5UrsPJfXUkXIY/nuDdhaF/2O5WiAkyVwW4b1wXrHWVgyGkbmFtbPG8Mo9dBlZHqsPgc2Kt27xjgTEvab9f3zZftSJ5C2DpagNegvIWES7AtJz83N4ezZszu+X1lZwa/8yq/gwx/+MP7m3/ybAIAPfOAD+LZv+zZ8+tOfxnd/93fvR3USRsRuZpe7uaYlHhu0ZE2y9NMqcSmBe+Xp4KrR4cy9rVtUAshE/5Ioab7kOfzsmeG1HZwE2Exe6qf0zLEaia3tV1hfqNd2JRhLxJ6aybtXeq6t76jwVKdtm60z7y3b4y37snWK/WYnAryGEqpdl659o/1qv1di957fhIRxsS8JZf/yL/8S586dwzd8wzfgda97HR577DEAwOc+9zn0+3287GUvC8d+67d+K2677TY8/PDD0fK63S5WV1czr4Q4Dtr8sxd1BXYSnCVYHaxthK41kaq52RKxLcfL3+2RHQm6XC6HF6OnNaJXz9XJhKpv29+2XbY/8pS0JT3rIoiZZbX/bfuH3a+Yoo/Bq0PsvLzftL6xuua1W++FvWfePfSI2JuI2YngKO1MSBgFe66k77jjDnzwgx/Ec57zHFy4cAHvete78Df+xt/AF7/4RVy8eBGlUgknTpzInHPzzTfj4sWL0TIfeOABvOtd79rrqh4IDov8pgE6IGqCEEtMNlJZ+1QHVs9UCuzcR1pJUk3h3kCuAyxN6fqdqmGWzdfm5mbGJ63X9Tbp0KVIrCv963qMwhKAJj/hO8/VSGk9z67NjqnjvAlEHhGpKd72s627Vz/W3/aBd5xaFex5sfKsktZyvHbFrhFzV6QxIGE32HOSvuuuu8LfL3jBC3DHHXfgmc98Jv7rf/2vqFarE5V5//3347777gufV1dXcf78+QNXgOmfbe+h0a9KpEqWHmJqV6HkrD5lKl81aw5TmnqMQsmK7eE1+LslGK9dljSsYvOe9RiB2PraMr32ef2pxGqPUXKzbfDqE1O39jxrBSC8AC9LkpMqVm2L9rWq9thkwCsjZmVI40fCJNj3JVgnTpzAt3zLt+BLX/oSvvd7vxe9Xg/Ly8sZNX3p0iXXh03QtJiwvziMQYTql9HT3A5SzZGWsO1658FggE6nk1Gg3mA/GAyCuZpgmUyjaZOiUBVTJaua5PImTjAGg0HGb80lO6yPNaPy3dZRCVqXZDEAM+brVCLUteFKal5/sp3qh9fy1FTvrSUeJU2r/m3XPnvPnSV/zyRvl5DZPohNJPKUvyVbu8WoXk8nCTF3SV4bExJGwb5vcrq+vo5HH30Ut9xyC174wheiWCziU5/6VPj9kUcewWOPPYY777xzv6tyrGDVwCivw0JMXVnlpsfb72JlWTVtCcI71gZqeSRhz9VNPbhUy5qzbf31Gl4f2P5Qk/6o99CWO0xNx8rWa1sfvoVH1JbYvXoAO6PmNabA85vHrACxfvTu9TDrgkfCXnvyrBIJCZNiz5X0P/tn/wyvfvWr8cxnPhNPPvkk3vGOd2B2dhY/9EM/hMXFRbzpTW/Cfffdh6WlJSwsLOBtb3sb7rzzzhTZfUyhS55skJVV0t6gzsFQzddWMVoFpH5CO2CrSdwO0lyva+tFcmaiE1oGNNGJ+nv5UuUaU/9U4FTnhUIhJGGh+rdkru1V1WzJQ4mO11DlqecqeWrdPBNvDLF2qk9c06JqHT0Vrkrakib/9tpsE7Z4k0HWx7uWvaaWkxcbkZAwCfacpL/+9a/jh37oh/D000/jpptuwl//638dn/70p3HTTTcBAH7u534OMzMzuPvuu9HtdvGKV7wCv/zLvzzRtQ5aASaT1d5iMBgEouHARyLQXNNUpXYtshKKkrSeo+TPMmhC5nnW5+iZLLe2/H2YlUR5rA7YmlUsb7LhRbNbItO6qhnbTkYsyWp/e+ZfvltTtvaZ3RKUfe2Z8GP32nvlKXFLnl7draqNqVbvOH0GvLFEnwM7AbSTBz3eWlsSEnaDPSfpj3zkI7m/VyoVvPe978V73/vevb50whRC/bkAMkupNHuYRkrbKGTPvEqSVp8xJwL9fj8MqJrSk2XZwVlJmkqMEwlVgEA2nzSPseZ2T91qnS30GkqkqnzVP+qR/GAw2LFO27bZU47WzK1+8VGXbdmJgn3PI2slO08Ve2Zlr0x+tpYMTzlrP9o+9gL/PPN4mtAn7BWOXe7uhKMFkigHxFKpFPyQSrJMQAIgKGmb8MRTokA2493W1hba7XYgaEv0djkSz9nY2MisiVbzsx7LtnS73R0kN8xPreZ2VeA81qppSwZK8JYMlaDyFKN+p8rRmnEnISWPoC0Rax5yfXm+8tiuW57pW6/HCZH2RczkrX3nTeC8Phy2TC4hYRwkkr4BcRRm8sMGJv5Of676Ij2Flpd1S33KSoI81g7sJE/vWP3bkr0Owkrmnsmckwq76QLbbskhZga3dfNIxbYzRlL22nkkFSvbWjG8+5GHmIrX3/UYq3ZteldLlrHvbLutW0DPGabqvf7xrpV3P/NgJwcJxxs3NEnvJVEdBulNGnxyGHXNuybJUP3P9rtKpbJjBytmDyORNxoNFAoFdDqdjL9ZTb2aR9uae0ky1Wo1nM/dpSqVCgqFAtbX1zE7O4vFxUUACHtXl8vlMLBzmRXL3draQqlUCr9pAJmu/WYWNLZfVaOqbWA7LaldEqX7avO4Uqm0Y5LC4DhvX+1+v58xmetzxkmS3TlMs7k1m030ej2sr69ja2srM7HyJjRqyme9CoVC6DNaUdT1YIO71BrCutnr2iA8tpfPoD6PGuNgJ4Oq0Pk8zc3NBYuOumb02afVh8sI9X/DyxHhWTS8Y250oj5sQTEODqOuNwxJxzpv2ol60mse9oNv1aEOnpZ87ECpZln199rNK6yJmEqL77HlNSwvz1yq/aekb4/jsSQMmunt+mT9bCdfVu3zO+uH9tSrJRprDrfLhvKsDFpuHnSCpOUMg1Wieh9sXbznw/a914fWvO8d753L75XgbZ956tlaAfLKj5Fw7HOesr/RME1t3Ku6jlrODUPSCUcflgwGg0FGlZLIOEAzMIvHaDCYqhslQVU+hM1ixvK2trYyeb2p6JUAVd3xfAaeKREqGfK8mA+XnzVRhloRBoPtxCmaSpRR6XZ5mJZPn763PIpla510IlAoFDJKXu8bFTytHzrpiOUi15deWwPRWC9LTrGkKuwrbZO+axnWheC5G2z5eeXw2uNimggo4eghkXTCviI2ePNvJUg93iopNf+q0tGAMavePQWjg7smzSCUlFX1WmsA68hjaBbWZWJK4F7UttZHj9XPNPeTPLe2tsLkxeYc5ySFRMrfYtfTSYXtd37PvzVvOY+xExDr29XrsSwlaXu+ra8lUy1Hr8PPGn3N7/W5UHhl55mV1T0wLhJJJ+wGiaQT9g06cPMzsO1vJQnNzc2h2+2GQdwuWSLhMWJao6Tpr9aBWpW1rY+SEn3JxWIx+DlLpVLmeBsQRgLkO8mSkd+q8nRyoWTvlc2/davMubk5VCoVdDodtNvtzJaZdnkXr0kCZ3pT2x/afiVngsfqxiDa5yRs3is7kdF+1t/4u1oYdDmXHpOnpHUiYgP/1Detkemeqs4zQds2aB11RYAH7zctJyFhXCSSTtg1YmrNfrYqDtgOVOL33CtazdgcXDVIjMFZap5V0tEAH6tu1UwbIxruYqUEYoPFaHbXunmmVY94bL95pMb+YL2VcLlu3Otjtk2tDvZ+eASqJGZ/Y1u1n60aVcVqSc5OSLxYA61HDPqseP1pX14ud7U8eC4D20/2d69+eXVOSNgNEkknHBiswlTzp1VJwHY0s/7NwXVjYwP9fj+UrftFA1k/NL+nyuR1VS2qatS6qgomWWqUup1A5JGGBkjxd9s/9jfrf1XlrGRjSUfJjOd6BKTXii1zI0nrunA1t3vn2GsouVlztw2MG0aCNhjOttOa5PXZsZMlj6A9l4DXpmF1tddISJgEiaQT9hV2gLPfKdFodDQHYJupC0BQiSQrLkPiDld6riVGABn1rSb12dlZdLvdoPI4EaCa5QRC1SHbYCOerb/aLhWLDfY6OdDlW2oloGme5VsLgu1bTz3qtdQsriSsfci6a6Y11sMmIPHaaN0eSrT2fnov+0zNzMxk3Bx6TSVnbRc/x4K/tE72OdVjlIRHUdZJZSfsBomkE/YF3gCXN/jZgVuVojXb2uAjqmQlEPVJWzJU/yyAjN/bqlOmAOV1WQYDxawCtEFl/Ft/syZ22z/abpsZi+UB2cmGts8er/CIW/vYRmp7Jnkeo+rUU5y2TfY3W65nabHPgmepsOXZ4LKYz9yW4b0sIXv9mkfWCQm7RSLphD2BDoCeadV753k0KVPZ2oGY/mklt3K5HJJhFAoFlMtlzM3NoVqthuP6/T76/T56vV7Gz03/aqlUyuQF13qpH1iVvg7umkTEKlklcQ1yo/k9ZkZl/7Gu3W43Q8b0lbM9AHYsN9MoZ484bJS8vX/W51woFEIyk3K5HCZCOoGIKV7vGdGJjJq91bXgnWtN/XaSoBMMO3FRwqZlRN0Vtu3eRFHb4PWt9f8n0k7YCySSTthT5Km4YUoaQMa0ao9VkrQDKvN9k0BIsF6Ws7xlOUoaXh2UsG2Ql9cX9rNONqwpWBWfEpEqcJ0QWHVp62nJxx7vRcBrva3a1wxf2m5PecYIOs8Ery9LsqyrTi48lW/N/3aiNBgMdpC0uiFsjEQszsA+P3nPfULCbpBIOuFA4Clr/ZuDMpdZeYRZLBYBIBNpTF8yFV6lUgGwHf1Nou71ekF56hIsYNvHXSgUAsmzbhqQZgdzXQpkd6jicTGC1LbzOqpgmVqSdWa9VTUD8bXA/FuVqapRe4ySrFoPdMtQVdFWZXttsqZuS7CsB++rTrzU/aBLwLQveA3N9qb3S/tESZrHUIlr5jQ+Uyxbj7GK2hI222sVekLCbpBIOmFfYQdq/Y5/6zG6daVVy54q0shrvkgGDPxifm4NNOP17PXtOmdVjyRM9VFb5WjVJJcXeUFJ+tkubfLM1UpK+p2qc68OrDNN8EqW1jJhr+kpaUtQNluaB/09Zo73rCae5YCfmTmOUfqMS7Dr1ZVcbV/ZSG89N490bXv1PTYpS0iYBDc8Sdt/kmSSOjzEzNy6bIoK0povAWTyYvO+6qBMJUWy7/V6aLfb6HQ6IaWlRmlvbW2nBVVVRwVFlaiEYScGNiLaki6VmZKLNelaBcdrWFOr9od+bwPSWH+9FpAlK362ZdsodCU7kjRdCIROjDwTv32xztb0bycMdoJn6897yXvIxDg2JSuv59XDThhZpv3equaYkvZM6AkJu8ENT9J7BR1ExsWks+lJr3fQA4NVbrHrq5pR/6DmmtZyaOYkCdP0Wq/XwzHqX+z3+2Enona7jX6/H7KBzczMoNPpZAKrgOvLmbrdblBh1syr+0gzixdB1a+Erlm01HSr5Eol7EWA6z7UlrgsIVhlp8uvWH9N6kLyKpfLof6qbAuF7Z2p1NpgyUkJ0KpJu3TM23HLRrerG4JEy3tGi4hmV9P+nJ2dxfz8/A6irFQqIaUqgLCkTt0pOunRCYlOELikr1gshueK7Wm1Wuj1eplJxmAwyHxn4xsSdmKaJjKHUdepJulJifMgyU8V1EFdczfnTQKvjbHr2wkLyZdbO6oJWknBmnmtAuPAS5LudDrhXCojfqfEQ2K36okTB5KGNScrGdntC1XJal2tAu90OuF7TmC4DWetVsuYoHndGFHru5qgNQJalSYA9Hq9MLnRdqu/1l5bLQk6EWBduZ2juhzYByRVT+XyN0aQl8vl0E8sw5I09yHnNpCcELCt5XI5WGZI+urjt88X+0WfK64aqNVqoZ94nj5j+szTreC5RcbBbv6HD8vMPg3j1W6xV3UdtZypJumE6YfNvU0/I5WtEhiwrRhVDfN7JWurYlimmiFVNbFcTyHyeqyPLt3S4DU1z3JAV7Wmvk5OKNTEqgO75uPWNsZgzbN6jiVM2w77u04OqPa9l5rZtQ3eMjQ1c6v7gvVgP7D9dqetWq22w2RdqVQwNzeH+fn5zORiY2MD1Wo1k1GORM59wgGEfbE7nQ6A65OOUqkUJgkMRNQc6gxyI+bm5tBqtXYEt1m3R2xb1ISEYUgkvc+YphniYUCjjYFtHzMHXQ5w1qRq+1VJTdW4KnCbqMOaKdVPqrAK0panKtueo7DX57XsxMH6QPPg/e59p+0j1PxuA6i8PvJeeow16SuZ2xzavL66I7z7YV0FOkmjVYBL76rVarCkWOWsfms7YWCdSNLVahWVSiX8TZKem5sLhF4oFLC+vo5+vx9M4Lb/JrX0JSQoEkknHCqoomlurlQqQV1xcKYZUxWfjfT2lt2Q7EkSXIalJE5zuCpwILtBh919igqUShjY9rdrEJX1qdu9qZWwtM68pjXxe/DcDEryLFt91lS4VJqsC/fJtkpafcnqw1Wzuy6D4juxubmJbreLXq8XTOy8RqlUwsmTJ0N5NJfzPrEsKmEA4T4yYn9zcxPVahWnTp3KTAi0/eVyGdVqFSdOnAjR/oXC9d3CyuVyeIaopEnS8/PzKJVKwdytEeUk9rW1tUy8gu2jpKQTdoOpJuk0U51+KFmpGlMo6VhSs+XYZ8KatTlgqmpTtW4VsEY8WxWpZSr5e8FCnu/Y/u6Zs2NqOmbeJqwy1skB+0p/s8rYlu2121OP/FuVtBKvQgmY5/NYrnHXvOn2GtzelMfSFK1t1HKojHWpHrcqBZBR5fyeZm+a5Kms5+bmUK/X0Wq1dtTLs6wkJEyKqSbphOmHmi5VkRFKJkqidimSDZzSQZLlqclUfYZaDxK4+ls1AMua0dWPynboOmBbN7UI2AFd2zosKngYcXv+ZdZBU2sC2WVsNgjKkrO1WGhfqpKkJWRubm7H/tt80ed74sSJTCQ3rR6q4tUXTMJdXl4O5uZarRaIlVHd7E9aDmq1GhYWFoJJfH5+PnMvuPxOJxhsB8kaQFDaa2trIeiQ7Y65SxISJkUi6YQjARtFbP2nPEbVqpKjd5yWoWTiqW1bD72O/d1mv2IZqqx1ow9LarqzVawdHkkPI2ato5rfrQlco9K1rVat2usM87V6Ucw6sVITd7FYRK1WQ71eR61WCwRnl3B5a69paq7Vauj1ejt805pTvVKpBJLmdXk+9y7n74wo91S7Tsx4nUqlskOZ28BDL34iIWEcTDVJT5O5e1rqeRjwTNk2HaYqP/Ul8zPP07XYqowJVUqeStf6WFWlBGfN0KrM6av0rqHnqx+X9bUm82EqLPY7r6t7QOu6aAAZZasTi7xrWqJWIiJR2Xoo0arfd35+HvPz86jX61GC5+YoNG2zDACYn59Hr9fLLC0jSfPammmOa6d5T7l2mnED1Wo1c76a0tlXeh2StE14UyhsL8HT/khjQMIkmGqSTrgx4PmHVUkx+QZhg3I8f6uSvEZhK1TlkiTUJ67KSRWRmpI1IIufaSalP5Z18wLbqKTVVGxJWslrnL9txLRGMpPAVMnb9J6ev9n7zHO5xI3XUBcCibBSqWBxcRH1eh033XRTUNI6yVGze7fbxcbGBlqtVqiTLq3iUi1NaGLrTxXNSZ3Nw63XY79YFU/1rddnMBrLJpHzGcjrw4SEUZFI+gCQ/kFHhxKu3YqQv6sFJeb71eAwS+reMSxbiVT9zp4f1kZAKwGT2FVdemZ2Gyjn1dOa4GPEHfPLe+rX+tlt+zzLgl7D3jP2lR6vBM1JChOD1Ot1NBqN4EtmHTVQjJ8taTLCGkCI8q5UKjvapwRJtU21a/3/eh+stYQKmjEHPJa+cRtH4T3LaQxImBSJpBOOBDjI09Soyo/qSoO5gOza6FhwFAdoqilV2popSwdeDTSjaVOv0e12w/HcwIODNdUpl5KxPtoOVc6EmmDVTK7HqgpmuXy3vl8lPmtytfWylgDPF6z3wiMdrZcSFsvgkqZyuYxTp06h0WhgaWkp7AvOSYLuZMV2DAbXU8FaH2+j0cDW1hZ6vR5mZ2dDdjBdUsd7v7CwEH7TSQWfC7WScDnV5uZmIHdeq91uh/tYKpWCCX1ubi5znk6ShrksEhLykEj6gDDuTPo4/WOrYlHCVJVnFS6QNVdb1ahkw+/VnMtj9PrA9hpXgtfXzS/0NyU0ez2th5rS1ezsXYdt03Ls39p3nvrV9dbaV7ZusTKGKWmr5LXt2h69tyQ1vhiJrRMU7SNV5zSl2/rRWmE32LAkXa1WM6Z0zZBGkh4MBpnUouxHtaboVqYxK4ua2RMSdotE0gmHDiVojbylotTB0Co9XQKlJGbN0KrGB4PtLTFZPgdUzQqmdQK21STB+nADCA3OUvWrdS0Wi5m9opXAqfpJFkp01uRvYZU01T/NzZpURc26fOc9UCL0rsF3S/SaOlWVsC5rqtVqqNVqaDQaqNfrmdSv7Gc1WZPYqZJZL90bXOtD87NGd/Map0+fDvXkJEHJlqDpvNPpoNfrZWIeZmZmUK/Xw5pvWllI9hqdrs9kIuuE3SCR9IjYrU/pRlbGHNxV0drBXgc6IJsFS4mXa1jVPKwK1vpk1eysqo3EoOt01ZTO32heteZJawrmIMzlOtpmXbKjZlMO1to2q4x1AqEWBF6PplxeQycY2hZL5tbnai0S2pe8X3nQPrEq306yqDhVFTMa2kZY6/laR1WunNwQzNGtddN7qqqbx6vFxV7bWlJ0Fy7CBhhyAsI837ohiOcuOA4+6dTG/cGxI+lJO3maHsDDqisHLw7oXL7Cwa1cLmfU8mBwfSch3fKx3W4HpVKpVFAul3esS9YJAQfm9fX1kB5SzZ/lchmtVgsbGxuo1+sZH7P6E6mWuQsVyVAVbbfbDYpU1S6jz1UR66YNngK0/ldGCHOAn5ubQ7fbxfr6Oubn51GpVMJv7CNtv1W/usEH1ay1NJDMdbmaJTSWYU35au1Q8zHbxPZQCVPh0i+tbdVrsRxV0GqaVneEErVH+IVCAY1GY4dlxE5i9B3YDl6zZMvzeS7VeKPRQLPZxNraWqY/2Z7DUNLWNXMQ1zsO2Mt2jlrWsSNpYLqIehrqan3Kamq26lYJwJoFge3IWhK3HWhU3QI7N7nQACceb8vgMUo+mtfaBmbZeutkxPaz91mXOHlR2/ysZKnWBE+x2rqpIuZkQc+xBG2vp2Z3z6zNspXg7D1WU7dOQOxLFb1O6jx/uPajbQuJNEbQXvttX3gYRnBqvdja2gpBccySViqVduziddDwns2DwHG45l5dL5F0woHCBiUpafJ7T6HZ8+g/9czl1kRul8RomRo4ZYOddOC2AU/2eDvJ0LoMI2pV+9bUrCoS2DY369pi+rH1OkrKSiQ26tqSgxKPJWn9W/2z9roeoVofvRJxjJjte4ygPaLMa98wYvZU8yTQ55Y7ZJVKpWA50lUE2m8JCZNgz+0wz3rWs3bMaAuFAu655x4AwItf/OIdv/3jf/yP97oaCQcIJQ81l9p3HqvnMeIX2F7+Qv8yj9Hv6RPe3NwMwT39fj/jt1XTupKIJRV+x4kBl2XpHst2jbOdaOT1hX15ZG6/sxMTmuGtj1UtELwej6Ui9q5rCZoTAv2sx1jSjP3O/uv3++j3+5m/+eIuWJ1OJ7yYUcyrg9dX2reeQrffeYp+tyStgW6lUgknTpzA4uJimFip2V8nkAkJk2DPlfSf/MmfZMyRX/ziF/G93/u9+Lt/9++G79785jfj3e9+d/hcq9X2uhoJB4xhSsUqCg7uJFaaBxnkpSCR2HScDDLT9a+8Fn2e+ix6pKO/ab3s357ZmBhF8VnTtj3GlqOKuVDIBuZ59fCUpf7ttcmr0yjwylDi1/rqO33enGjRP6/K06un10avHzxx4J3nTQLGhQb5cf9p+5s3MUtIGBd7TtI33XRT5vN73vMefOM3fiP+v//v/wvf1Wo1nD17duQyu90uut1u+Ly6urr7iibsObyBW18aGc3vqG5arVZmswPNKtXpdNDtdoM5lstgAIRtDRkFzGO49pXEwL8BZKKjLXQt9WBwPXhM/d5APKmIZz3gdXXJUExtK5EwQpkTE56vZn1LZPxOyTJGzmrGZrl6P2xdrYKNWQq87631wVPyrINV0nkToGHfaf3zjhkV3vO8tbWFEydOoNVqYWFhIeybDSAsBUum7oTdYF/tML1eD//lv/wXvPGNb8z8g/zqr/4qTp8+jec973m4//770Wq1cst54IEHsLi4GF7nz5/fz2onTIAYMXsvz7RqiUAJR33UADLH2WvyuFiAkpansNf3ytXjYkrNlpenvEexPHjE5pVnicCaoy3p2QmF5z8e5+Wp+DxzvrYnVsc8orZ96R0zTjmjQuvJZ4kum3q9jlKpFCYde2FaT0jY18Cxj33sY1heXsYb3vCG8N0P//AP45nPfCbOnTuHL3zhC3j729+ORx55BL/xG78RLef+++/HfffdFz6vrq4moj5CsIOgKiRNObmxsREIgYNzt9vNrIml6ZNEymVLm5ubO/Imc3kOsB3wReXMpVZcqsQ9ivmuCrJQKGTUsg0ko4pVPzDrr2rVqk4lQM/Xqsex/7RcvpScldCsr9nzo3vw1CXfLbF4Spr3QWMAtA15lhS1aHjWgDyi1r+tlYD30vadl599UrK2E0H63mu1Gk6cOIFbb70Vly5dwrVr11CpVELe8ZjVJiFhFOwrSf/Kr/wK7rrrLpw7dy5895a3vCX8/fznPx+33HILXvrSl+LRRx/FN37jN7rlMFlAwtGFDpz2pcfYpU8MBuPAPzs7GwY/jXAeDAYZkzaDwwDsIDklOvUdWt+vqmzPRM1jrdrXsvL8omoeJknZsiy52R2aVNXru7U6eNePwVoDvD4Y1h6+83tPCdv+U0sG+zjPbxsje8DfAlKj5XneXitZzwrA9dxLS0tot9thjbdtR1LVCZNg30j6a1/7Gn7v934vVyEDwB133AEA+NKXvhQl6YTpgA6qNkgL2DmIbm1todPpoFAo4OTJkyGXc6FQQLvdDsdochJ+NzNzPR+zKkdrRlclC2z7m1mmJR8SBgPYbBvUDM/Pliw8vyz961RVWjclGLs+3EZs6zuAzD7G2r950cQxtR8jaD2H5OwpaRv05917lqXBfOpjjz1LsUmfHquTJzsp847ZDWFyMkVrD3f2OnfuHHq9HqrVaiLkhD3DvpH0Bz7wAZw5cwavetWrco/7/Oc/DwC45ZZb9qsqCQcATxmq8rTHxNQWj1M/qZIWsE3c3EiBilxNwlToWqZGESt5az2UNNQErEvL7GTDG5CVCLU/8vpM+4K/s40aVMVzSOBqEmdUO8uyZdrrWr99nmUgT32TtJnBjVnFOOnSSYsui+IExk4SPNJWFW4tH/aeeX29V2B/sg2DwfVVCktLS1hfX8fNN9+M1dVVrK+vA8ju0JaQMC72haS3trbwgQ98AK9//evDQAIAjz76KD784Q/j+77v+3Dq1Cl84QtfwL333ovv+Z7vwQte8IL9qErCASA2SMYGTVU0MSIhic7Nze3wYfJ3BunYwDJVdXq8pvPUADGvPVp3Ne3mtdF+F1N1Xr95fWBVrkaIq8rmuVZFe2rU1tOrk+2XUQhd4wA0XkA32LCTL13b7pXpqWhOWLw+HEbMe0HUWoauGuB2lidOnMDS0hK63S6Wl5fDOYmkEybFvpD07/3e7+Gxxx7DG9/4xsz3pVIJv/d7v4ef//mfR7PZxPnz53H33XfjJ3/yJ/ejGgkHCKtq+J36oS3pbG1thUFcTcGDwSDEIRSLRbRarUwecLv7EIlciZ/LYIDtAZxK2ppFrUKzgVeaO1rLi8GSDScN9LNr33gBZvzeLoeylgZuGKL9ZgO/dLlYLE5gLwgkpq4tqWu/2nO937SOStTWkhCbOI16z8ZtK7Cd45vBjwwgO3fuHJaXl9Hv98MxKXgsYVLsC0m//OUvd//xz58/jwcffHA/LplwyIgpmZh51KpLDry6cYQd5DWYSgdlG8il5XmDt6c2h7Ul9rtVd6yPTgYsOeYFVrFszY6lhKMTCFoGtN2EtlHN5QprzdD62D7T9trjPMU7rByvP/U3tYp4fWjve8ydYO+Xttc+M7Gy7LVidaYFYWFhAeVyeUe7k5pOmAQ3ZO7u2ECwF+UcJCa9/kHXOzb4Wl8ciYUKeW5uDmtra+j1epmtGBls1e/3Q2CZmkVJTtyVSn3SPM5Lychdq4rFYkg1SoXJiFy7dzRVtkbtMk9zt9sN6S+55Aa4Tiw8nhHpqgKV3LgsjAFjPJ7BR1TH9E2rklQlzYh4giTBfrcTBkL98ADCdprsR7vHM4/hdTnpYdIXpmhlW9RXbdW1+qjtpEcTzmjgHy0adFsoCXo50r0JglXX1rzPOsSsD6wDn089rl6v49nPfjYuX76Mixcvot1uh3rmIRH4wWJaxlbgBiHpvSJl77xE1KPBC6ayA2CMyO1OViyP5KUmXKvqLPENU8GWoGJ18xSQVXJeOfqd/V4D3/Q8VdC2H2KDt9fOmKr2iMY7b5RzvGvoPaNqj/nXNQBPnw/bn8PUuVdvfR60TF6Hx8eWfdk2ee3gdQqFQmbbUZ5LNV2pVFCtVndsT+r1s/62V2R92OPWuDiM+h722DpqOTcESSccLgaDQcbXqkTjDa6qfD3Fa5cjqQ8yjziH1VFNqKyrZ+q1BBIjA2LUSYFnNmY9eC36MG0ZqtbGGSSsKozVmWVbV4B1G+i5um7aTmC0TTyfilonXTb63XMR2GcoNiHT+rIcr/5qMdFra5lq1fGeHZ0MaL+yL+r1ekgXqvERCQnjIpF0wp7AG+i83/hZCcdTjp5i0vXQWo7929bL+13N5noMlaC2wZqoY4o6r2/0uvZ7NdFy0mKvZQnamodj/c/f7NrkmEVCCcpOhrRsVcZc9jUYDIKJv1QqZTLEqWlbl7LZsmOK2dZjMBjs8NnnWVG0f9gf1izuxUoMs6xpH/F5mp2dRaVSwfz8vBsLkJAwDhJJJxwIdCBWtaOkxON0UPMGZ4/wvevZgd4Gnmk0tZ6jilKDs2Jle0u5LEl6RK0+Xe7k5al32ydW5dsJgyVgWib0XC3D+l/tde3EgH/rWmcl6XK5HPz3at5Wn3KhUAi+Wp2EqXUjpqb1HnnmctsH2h5eTyc29t0r01PWtl80Ir9arWJhYSHs+pWQMCkSSSfsGjRl8m8ga2a1Sk9N3Pyd2cQ4EGoQFs9jUJMdoHme1kfVYozgVUlpOk4dqFnfmNnXBirx+zyfp9aJZTCQjr9xT23PrKpKVAlHf1NV6pm6Y5YEr96WkOya6EqlEsqsVquBpHWZmafeSV4aHa/Pjd5/bQe/02cjRpyq+nmcxkFonw1bLsYd12w9vQh0ZiEbDAY74ioSEsZBIumEPYE1WesgpirOkpkN+qK6LhaL6PV64TOQzdeshOapVOtbtApRzZsAduTq1jIsQdvfPQKKXdtTfGoKtu1UlWmvy981UMq227bZHhe7Lx60vRq1zchtKkiavAuF7U1V7DW1nTFztveyhOj1lV7H+rxj7c9rr362dfHqBCBjYeCmLwkJkyCRdMK+IUYYSt5K4MD2MikS1sbGRiABDshU3XoNLzmIrQOhPlI7QSCUaL3gNn6vf1uzt2cGt3VS0rOwBK1qkXVnP3pK2psQ2Guq6dhmVbNLpmjKrVQqKBaLqNVqmJubQ7VazZh5dYOJWB8qaXpmdauWLTkCyARkeZYCbYPdDMS6D/TasWdH6+D9bhPR2IlkUtIJkyCRdMKewDM3csBTpecpIjtYq5qyKhHIBlopmfI4q2z5vf7t/e4Rm/ebJQHWKUaKHixR236MKUrbFkve9nfvWl57bNCUkit/Z+Q5/ec0d2subn1pv+h90Wsq8trt9Yu3lM27XzqB0Wt598mStOc28frWu75Xl4SEcZFIOmHXoN+NCtiqQ/U981hmFtO0iVpOt9tFr9cLvlkAQVFXq9VgRlTi1kHVptNUk7UXcEQyUvVqiUrJgKRlVSCRR8Ieyasatu9Uy1bRqkuB17QWAqtcLfHEyEmDwvhOQrZKmj5p7Ud+1ufBrpEul8s7JhkaPKYWBN5rfm8J1760PjoBsUuq7P3SPvbelbA1CE6vy+eCvmgmnUlImASJpBP2BEosMZVqj+Xf1mTLAQ5AhmxVpWnADq8BZMmaUMKNKRueY4OZ7OCudfaW7Ng2W5WlddXfbXCX9o8lH1tmTBWyP9h3sfYrOav526pnEjX90PqdJcW8+8E6e32jbY79bc3eNkBRTdlsByd/lqTthImTCT3XU9GeVUNT2m5uboaYiqSiE3aDRNIJe47YoGQHXAAhrSfBQZT+RqqQwWCQWdbD6yh58nzr47Um6dgWlTESIFnZhCJKMh4J5322BG231dRoYGsJ8K5tFboqaXueNTsriTKBDMlKd7ViQBjTularVczNzaFUKmVIWfveboLhTazsOmLt/zyzNydUrDMtNDZ5i/annSxYcvbM+Eq03mSK7er1euE63W4X6+vroS/TWumESZFIOmFPYAdBO5h6ZtlCoZBZ+jQzk93ZiQMmy+M17JIuwjMjW/Ky5GjPtRHHqqT5PRWT11YtS8vmcUBWXVqTtpqGiZh5NrYGW9vhKee8frP7NasP2vqi1bJh66ztJbz7FpvgeEra9jVzr5Ocmb9cty8ldLKi9SCBz8zMZKwDOiFhH2jiFq0vr8csejMzM+j1emi325nJV0LCJEgkPQR5CinhOpR0dZDlQKn7PVsi5QYT3JO3Wq1m1k4Xi0V0u92gdtUky2trPWKkZK/rkZ6+e8lD7DU9pUuQwG3QnC1TTbbqd9UIdl7D1lV/yzO7e+d4Slr7zfq/rXmbvmq+SOBWAWv9VP3aeuWZlG0Z/MwNTviyn63lg9fh82bbyCxpuk0qI9f5G9c+6/PIiYKmuu12u2i1WmFf84SESZFI+ohhWicCdi20VSmeGuRAB2z7FXu9XjA/9vt99Hq9DJFYX7OazQGgWq0CQCiHgyhJ3wZWqflc68hBmkpK/ZPFYjHUtd/v79jlaDAYhKQX7BOe45lyWQ8SyNbWFprNZiAHXWtuffG2P1URs1z+xrrYHOiawIVBYNzVq1qtZpQlFaWdoOgEw3NreIpY2wNk99jmMUpyfCb4+7Vr19But7G2thZI2ublJlF2u91QhvaR9plaC2je57aTjUYD5XI5rPvmjl98rvjMbGxsYHV1FZcvX8YTTzyBZrOZu046NnnSfkokH8e0jpfj4FiR9FG7oXnK5zD/Mcftp5g5lu+WwKzCoaJUPzCDb6iwY3malfQs8fA4lm3XMnMSobmndcAmOenxNMmzbnag13ZqPS2peWZeBq6R5AeDQSabl+3zPGg/WuhkR9UtgKCQqRytf9azmGi77HfD6qruA+0vva8K7Yf19XW0220sLy+HrUeZlpTHra+vo9/vo9VqZSaOSrKsH6O16WfnlqSVSiXcC1oVisUiOp3Ojv3PB4MBWq0Wms0mVldXM5OMSf6vJjnvuGGa+ifP7RTDsSLphMOFR0xUPSQnLltR9WrVLqEKneqQhFMsFsNOWjrw8zte3zNDW0LVQKvBYIBOp5P5rVqtZlQ7zdWse7PZRKfTybRHFagmdiEp2aAlDYizEwrNL27NyNZMr4TCtmsfk5zV9KvmbrsWWi0MFp4JOw/ehIauDvqb+/1+6Ktr166FpXo8nr5gbhFJotSYB6p3u8uaXpttq9frKJVKaDQaWFhYwG233YZqtYparRYmNMD2zm7Ly8t4/PHHsby8nLEQJCRMikTSCQeCmAlUI7WV+ICdUdkKqy6VdOxAb4/1VLf1xVoC14FWg92sOTe2mYIlVq2r9onXHlsvO9nx/OVeH+m1bX95AWJecJiSsn3pdbw2efDK0H4kIXe7XfT7/eB33tzcRLvdzqy510kSXRGMeWAgIidpuhVqTLGyfzSyf2VlJTyjVN28H/RD0wyv9zchYVIkkk7YE4w6GFlSIwF0u91MgBmAXKVGYuFgrmlESTg2QEjJjUSldSoUCkEBK2lQaZIMaeZUcqDplCpdo4FjxO2Z73XNMknH9oVXZ/2OdbZt5GcqQP1NfbExJa2BVton3qRG26jX94hbfdxUtnwWOp1OMFf3er3wWWMgaKZWFwkJXa0TLJdxBDbymvfXJt6haZwWlFOnTmFzcxOlUimYwjc2NrC8vIwLFy7g//2//4fl5eXM85GQMCkSSSfsKWK+Wf5tX4SNuI75cm3wmEd0tj5e/dSEzuuT8FRhqvpVs7R+r3Ui4Wg2KqtclTR4DuvAsnUyo3W2KtUSMcklj6TV7M7yvFSfVk3HlLPtX4+IY5YDLUvJmSRKtawKOvZM8d7QD8wJiU78dBIQK0uD2VTRb2xsoNPpuBHbW1tbWF9fx9raGlZXV4OZXtufkDAJEkkn7AmGDUKxgZXnKklbNakDLJCNWNbzqMyVEDxCVxMu60Hi0nXato70c2o2NC2HUbwkB5ZDcynLVGWtylTbyYhxEr6Svl3/q/1BE663bl1NtFT5vAaDoewSK/Wt55m4JwXrqNH99CuTFJV41TyvO5dpYhPGIczOzoYUsvyevm31R2tdlKjZv8A2Sbfb7RBhrs9nv9/H1atX8dRTT+HKlSs7VhEkkk6YFImkE/YU3mCkJKpkxcHVKkUlHW8gtcFTHORJaAAyny0R2yVIVhUD25nQqLq4/Id/k9B1MLbkRV9qzDer14wtQ7LH6aRF+037K/abqmv1M7OfYklKrPVC76veb88CETNz63m6zpgmbZq12X96r717R+gzpJMult/pdNDtdjPKXN0s6rKw93Rubg7z8/PhxQkM29But4OJXa0DvK8JCZMgkXTCnsAO1tasac3bqhpJfDxX1Z+najxyVZVN5cSBlSpMzb2eGdySIK/N+pG0SXI0jesEQ9vN/M32ep55Xt/1eL5bP7keay0C9nfWR49XdaxBY3kBYh4sUeYRtb33to9J0r1eLwSKcSmaZ6bXoDGC9ec673q9jpmZmUDSrVYrTAIYVKaZy0jQ3jPDZCZ8kaTZBtZZzeu2vQkJ4yKRdMKeIs+s5/mkORgq4ZHgbNIOHdCVvLVsJUlVuTQ7q/JRBaUJMHi+ve7CwsKOtdYc2NVnznNUJVuiIUj8Nsq4VCqFMi2pq//bBpPZ5UR2py4twxKfErO+xyY1k5q97URI3Qg6IdN7Yi0AhUIB1WoVhUIhrF/m/Z2ZmQn7Ws/Pz4e26USAqpombJrWqeRZJ55brVbRaDTwjGc8A2fOnMHi4mJmv2jNVKa7giUzd8JukUg6YdfwBvAYVFGrUraqT6OyPWXtKXMledbDmopVedtNLTxrgH5Hn61OJICsadxrJz+zXCVpz9JgyX0UgvSInO9aD3uuPdb7PY+Ivd8983YMOiHTmASbhMVaAbTO3OiDkej0RReLRTQajUzKUo3uJkm3Wi30+/1gruY7fc9U5o1GA41GA7VaLbg6AIQYAPXp671LRJ2wGySSTth3eApazd3AtjmXATrdbjcTYawDYrfb3UFkwHZeZipRXpuKjMpHg5Q0NzWzVQ0GgwxJcKBW1Uwzqa7F9drHOgyDN0FQX7X+pkFh1rxtSWx2dnaHT98jDTWrq7q2AWh6rJrNbVvVopFH2rwftDRoMhU9xyr/QqEQgtu4vzXzbKt/XXNvsx00k/O+0T+tQWskadaxXC6jVqvhpptuCmXS3L2xsYFqtYqbbroJrVYL5XI5KHF95hISJkEi6YQ9gx3888jJIzMO5lS5NuOWXbuqx3PgVp+xDaKyylF/04hm/R7I7ivM76j0OYnQJBpUazwX2J6MWBO2HmNVtafENADMI1zbrnFM0naiYMux39s+8Qg5RtCxSYlV/3p/dBLCidjs7GxY200/NAlU33k+y+bkjfWgCtZJgmamoxmb1+B943M2OzuLWq2GcrmciW3gs5NIOmFSJJJO2FeMavZU8mOQDwdXvvd6vUCEHHxpKiVpU0kzYKzf72eilglViMViMTMA6wCrAWG1Wi2zXIpErBOLq1evotPp4Nq1azuUm/qfgZ2qFdgOWFIVp30Zm2wQqnhVaY9KEp752/qleX0NPLPBUuPA+vlZd95HKmFVr1TdGolud+byLAvsCwZ4AQguDPqtOcnSrUNJ3tVqNZMkR5fsLS0theVXwPaSQA1eTEgYF1NN0uP6e6wp7ihiGv+RVQFygNIB3RKE+pY5CDOKVzNBkbzsmlZuoMDNN2j6VMXCiF316aqynp2dDXmZ+eKuV0rONvCLxAEgk4WLqFQq6PV6aDQawTzOZT8kBo1E5zOs31v/LNW6JWya62miB5Axu+skx05QNKBOTc7aP3YtNeH5961VhOXkmda9Z8abINj62OVj9A8rgdvz2VaNRdDnVtvDvtJkLzrhUcuBruGu1Wo4deoUvuEbvgFPPPEELl68uON6o/SHnfAc5fHqMDHu+K+YdJzdzb2Y9NxjRdKHiUnredDnTQqbYMMz0+rgZomE60tthG+xWAyES6VUrVaDSuaWghxQSfKdTicz4ALb2aNY7vz8fGZLSiolmk5ZXybAALIERnVl/eYbGxtYW1tDp9PB+vo6VlZWsLa2FnyfVMlK0urvtiZx1kcDrNjGcrkc9uDW/uMEiNYBTiz0nqgJnoFVhPp29R6y/1T5xkjFmsQ9twGwPenSCYlaANgn+jsnbwAypm1eV6/Je8++17raCaT64pXELTh50/vZaDRwyy234AUveAF6vR4uXLiQifzXvtH/B9uXGu2vE4VxcZDjozdJGxW7ree45+5WCB00UU81SSccLQx7AL1/Rt33WJWwBmepogMQiJhmSx3M1KzM43XNK8umn7Fer6NWq4Vo4EqlEkhcJxJq4qQC5xIg9aHyeB63sLCAhYUFNJvNkK2K2yd2Op1ArlTotVoto6Z0L2IlHZ0s6HdK8Gri135R9e/5t70AODuwxQLCrEncmubtS++dtyWmnfwpibOtdjcrVdPab7SWcEJEkveC8+yzo0lP7D1n/Rm8tri4iKWlJZw+fTrsZ633wT4n+lxrO2yEe8Lh4zBEYSLphD2BfXhjpj0ey5dukGHNjhyAqZQ4mKo60TXTHPSVXOzgreTEQbVer6Ner4fAITVzW1P3zMxMWA9Lkga2SZAgyW9tbYXIYG6hODs7G5b/aBpL1ontYOSxVZ+WYPk322sJXElGU5faSdOoJG0J2rqRLOl75GzVtipYrZ8lWhsEpveYbVNy47V0DTXPUaL1nk1tL59TWii03eoGKZVKqNfraDQaWFxczCzl0mfXXo/XsFaD3fj6E+KYFgsskEg6YR+gg7j9Z7Dqyg5OJDr6GTVa25oqAexQzjYqWE2JHOArlQrm5+dx+vRpLC0tYXFxMfiiqdI5uHKZFVUX68LvLbFQVZE0Njc3Q2Rwo9HA5uYmarVaMFVzXa5nDuUSHrvmlqZYXeKjBDQYDNxgKAaw8RiWoxMeXt8Gudn7q5YKO7liP7HPWWerqPUeKgF7ecrZB1zjzLL5XNhnjPViDnQSODfcsM+jhZahFhs+Y+xXnWzQJbO0tITbbrstE0zIe6Bl63228QA2kG5cTBMJJeQjkXTCnsJT1N4xOggCWf+oRjvzOxtQowrElqNkoH5QDupUwZrikeqIJkeSMMlac3brFojqn9b1uKpeNbp8c3MzpKpkNiwgq8Q1yIiDuG7KwcmN5+8l8arK1r7z7oeSNMuxStoen0ds45i8tTwb9MUy9B7rxEEnFPxs26l9yt/Z1jyVai0HnlVB+0wnLuVyGY1GA6dOnUKj0UC73cba2toOBW3vi+03a6FIOJ4Ym6Qfeugh/OzP/iw+97nP4cKFC/jN3/xNfP/3f3/4fTAY4B3veAf+43/8j1heXsZf+2t/De973/vwzd/8zeGYq1ev4m1vext++7d/GzMzM7j77rvx7//9v8f8/PyeNCrh4OGZTS1U6XHA5LEMDqPi4dKWQmE7qKrX6wWzol5LyUnXLzNqmyquWq2iXC6HwfPkyZMhgxTVMgO+VlZWwjWp9Omv5r7CWn/6tOfn54MSpALj8i6tB4POGFymmzMoCTCortPpZPpxMBhkfM5sM8/zFKI1g6sJVu8LVSLbMMq9jRGyXQplJ1C8ppqxlbxU9ZJg6YPmkjydmHFiZKPh1X3RbrfR6XQya6+V8NUy4FlmtN/4vBYKheDKKJVKuPnmm9FoNLC2toZKpYIvfvGLwfKidWVbCoVCeL5mZmZC/nINoks4nhj77jebTdx+++1473vf6/7+Mz/zM/iFX/gFvP/978dnPvMZ1Ot1vOIVr8gMMq973evwZ3/2Z/jkJz+Jj3/843jooYfwlre8ZfJWJBxZ5Pn8VFnZYC8dKEne/F6VH8sk1I+svkiNVq5WqyFLlSpZNW9rkBB91foiIfZ6PbRaLVy7dg1PP/00rl69imvXru3Y0lBVINuu5SlxcqBnoJMNpmKbrW95lJfeA+1PT23re8wiYu+rVx9VyN7Lto3WA33Zdeb2Pmub1NWgAXicdHU6nRAfoBYKXpvnccKkfa31tMurtJ7MG37y5EksLS2FZy1mXrf/G3n9nnC8MLaSvuuuu3DXXXe5vw0GA/z8z/88fvInfxJ/5+/8HQDAf/7P/xk333wzPvaxj+G1r30t/vzP/xyf+MQn8Cd/8if4zu/8TgDAL/7iL+L7vu/78G/+zb/BuXPndpTLreWI1dXVcaudcAAYZpbj72pOJTjYUd1owBhVNs+n8gO2/ZL6G1WlkjQDvhh9W6vVwjIrrmXudDpotVph8FYipTKnqmGUdqfTwfLyMprNJvr9PhqNBqrVKp7xjGegXq/j5MmTGWXNOlM5sc7dbjdYChgZvrm5iXa7DQAZBcm+8wLArImf/W1N0RbWpKyfPUVur2evq0paiViP8czdbKdaMFiOPisaAKebs7CvvAhpfr+ysoL19XUsLi6iUqmEeAQt2046NNpfywK2gx51pQGtNrfddhtKpRK++MUvhrZ5gWPeZGq3BJ3M5DcG9tQn/ZWvfAUXL17Ey172svDd4uIi7rjjDjz88MN47Wtfi4cffhgnTpwIBA0AL3vZyzAzM4PPfOYz+IEf+IEd5T7wwAN417vetZdVTdhDeINBbIDRgUgJgd9xwOv1epmy+NvW1lZmwmaTjmigkQ184hIrBorpWmgN7KHfmsdT0ZKkadqkWbLZbGJtbS1shTgYDNBut0OmKSp4NW2SrDY3N8MkgBHsnGTwM/uS+aDZfpKTEiDba6Oi+ZuqZiVUL2FK7L4pgbFulnzzFLQqSpKbrS/Be6L5tmmloDWEG2vomm5rvtZMYq1WK+NaUD+8mrht2zXIywaf8Z3XYlmNRgO9Xg8333wzisUirl69GqwD7Aseb5OseEF2CbvHtPXnnpL0xYsXAQA333xz5vubb745/Hbx4kWcOXMmW4m5OSwtLYVjLO6//37cd9994fPq6irOnz+/l1VP2APYh98b7Dgo8ne7xIlJKhiVa38DdippJSBdkmUjamnqPnHiRDAj0xetCooDfqVSQb1ezxC1+gxnZmbQbrexsrICILvOtdVqhUQsTJCiBEoFSL+19S9TubHuOmCTpNVK4Pl5LVlahaYK1loK9J4Ne2k5VoHGTNvqBqBvWcuyqpjJWzgh6nQ6WFhYCGZlTUCjLz4PdGPQH80Jj64eUPO1tp19on5yJWargC1JA8C5c+cwNzeHZrMZ6qMmcA1m05iDaSOUhL3HVER3c11qwtHFMIL2jtMBkAOTRjlzEKXP1iuD6oaBZiRS+ow1y9j8/DwWFhZCdDUHS2+9Mp85krNGcJNgqtUq5ufnceLECXQ6nUCsVHT9fh9ra2vBzG5JV33l3IGLy4k4WNskK+12G81mE8B2pi6rtnQ5FYmcdRqmdj3S8RS0BlDpRCqPpO0yNU6u9Heb9MNGYtOSsL6+ji9/+cvo9Xohq5pmV9M0omq12djYQKPRCJH1+gK23SfWbG9XFih0IqhE3e/3USqVsLCwgG/6pm9Co9EIGeh0r2pNmGL7LpF0wp6S9NmzZwEAly5dwi233BK+v3TpEr792789HHP58uXMeRsbG7h69Wo4P+HGRYykPfO3KmMguzSJsGpcB10qKV6DJm6aifOySdk1u2qCJrnQ1FqpVFCr1TLR6TxGFVsMej09juRKZc+0omy/5tW2wV60RLBvNRnMOCbtGFHbicEwtW2JxyN1EqW9lwAy95H3/MqVK2g2m+E+0W3AHa3YbzqhKBQKgTjtBEVN3zFTs9d3ul6ax3BCQFP8TTfdhK2trWD+1jgKDSrUeuZdcxhSwNlwTMsEaE9J+tnPfjbOnj2LT33qU4GUV1dX8ZnPfAY/9mM/BgC48847sby8jM997nN44QtfCAD4/d//fWxtbeGOO+7Yy+okHFHoPwfVJ32ENANyowrdjYh+al2epSZku3+wmm5nZmYyy61IoEzX2el0MslSdBC1GyTwWiTpWq2GRqMR/Iuzs9ubd1AB665LGr3MiHIGHLFtJG2qZWB7mRoJhWuy2Q9K8Mxdrkpak5fQF0yCJ1GQFC0569+eGViP0fs8jKhnZmaCZaNYLGbSrxYK25H1jUYjZPE6efIkms0mSqUS1tfXQ5pVJoVhoCnPn5ubw/z8fMgGVqvVMtHzmpmN/a4qloQLZCdGmpqW5M/nhpM/TiCe8YxnoFQq4bHHHgOAYLLnHtbse15f+yHheGNskl5fX8eXvvSl8PkrX/kKPv/5z4csOz/+4z+Of/2v/zW++Zu/Gc9+9rPxr/7Vv8K5c+fCWupv+7Zvwytf+Uq8+c1vxvvf/370+3289a1vxWtf+1o3svtGwbAlLHt93mEhbwbv1dtTE9anapdbqembg5iatUmiGiBFpaXpOpUo1SfN63iKXQPTtNxSqZQZWDW/NCcfdkcpm8iCx+s1SRwkcJrhbfCR7Q+SvdfXPF4nODZzmir0mKrz6mrXVedBAwI9QlezuK6N50To9OnTgXC73S6KxWJm0kPi1K1I5+fnQ2Q/FbcqaRs1760T1zpaC4lOgvR5LpfLIctdu90Om8R0u92MJcjGDnjR9V7/TzuGteUoj3n7jbFJ+rOf/Sxe8pKXhM8M6Hr961+PD37wg/jn//yfo9ls4i1veQuWl5fx1//6X8cnPvGJsNwEAH71V38Vb33rW/HSl74UMzPXk5n8wi/8wh40J+GwsNt/MgZvqWmSgzMHXiYE0eUwVC+rq6sYDAZoNBpBldHUXK/XceLEiTBAc/BlRjEqGmYH8/yBVPJ2n2cGLpGEdVnO5uYm1tfXQ5rRm2++OfimOUmw11KzP9U3fagAUKvV0Ov1sL6+jsuXLwfrARUjSWdhYQEbGxtYXV0NkwSWf+LEiYxaVBIjrG/YM89akmayjpgvlccr8c3MbO/JrD5fmq41EJD1YH8sLCyg3+/j2rVrQUk3m000m81w/MLCQlDjTM3KLHONRiPEHbAuVLKsiy6Z4vNoXQw8Xu8r27O6uoq5uTksLCxgaWkJd955J5aWltBsNvH444+j3W6HvmAueI3LmCZymrSu+hxNU3sPCmOT9Itf/OKhaund73433v3ud0ePWVpawoc//OFxL30soAPhuOfsdR1GxThqP/a9qhmW6fk+Y9eL1YnK25owgWzksGaq0vpoFDLrpGZj9UNz2RZwfXBvNpth8qCqi4OwJr/gNbX+alLW9tj81vzdU7Y8R9WxzTjm3R/b9545e1j/2zppO/SzTVRj683vbH1pXaBVoVqthnSv7FNGfvNYjdbn99ZqYP8HPVO9PhO8tzZ2Qp8RVen1eh0333wzrl69iqtXr4ZJp67x136ZZEw4aOxmDJq0XYdF6Ad93amI7k648eFF9QLIDFpqJrb/KCROe4xmGrNEw4GQg7yqF7slIkGVp0FhTN9YLBZx6tQpAMC1a9ewurqKCxcuBPLnpED3ztbIZSVO3XRC1dXW1lbGxO6p28FgkMmmxfaoK0AnHzpR0aA7j6jzAqo8ArYvfk+wHy0RWVOvqlVej/dclS/TaRL06Wu/kZzpj9aANdsGz/TuWT0suStBMyaB93VhYQHPec5zcPnyZVy8eBEzMzPB6lIsFlGv18M9TEhIJJ1w6KDJVZWSrl8lUVoCtmqGZakK4WCsAUJAlqBtBDaJjC8l0sHgepAbB2AGNRE0LTNF6PLyMubn5zOpRjudzo40lyQAG+xG86r6N3XJFtuufaGErWpcy1eys35W+259pXrfCL0/eUrSTrDUlB3zfQ9bikTrB+81+4WTE94XDfijCVzXp3v+Z6pkzfOtz5m1kmi7tM3dbjdYW5hN7hnPeEYwezebzfCMMoBR/fAJxxfpKUg4EiBJa/YlS1o2aAuAS9IAMqpQfbUeSev2hxyY6eO1y6JsEBsHew7GrVYL7XY75PBeXV1Fu90OkwBV4Fp/u3RMJylsj/pASTQaMa6Ep+ocQIZ0eTyhBG2XH+W9tL+tm8IjasKare1vnsndq79aFtTiom3j8YzApg/c5kxXstU26TXt3zq58EzS2nauWmBMxMzMDM6ePYt2u42LFy8GUi4UCplIcuv7Tzh+SCSdcKjgQEgVodm/gGw0N5eqKLGpSVGVtm5uoT5pgoqXObs1iItKVZfDKJGoKuMgv7y8jFarhS9/+ctYXV0NQUE6MdAlVyQX2xeETfzBvuB11YTONitxKakpcal5WU3snGzETNseMQ+7r3bSYO85+0XJThW+1sOSNLBtAldLhGcSB7bN3myrZvtiHWwMAsvwzPx5pGz9yfxMZc/6Mr/7V7/61RDEyPvjrZtPOJ5IJJ1wJMABU5NuADuXQgHbZkkdFK2a0eVSlmj4uy7B4jpVEqO3HMlTeLwes2A9/fTTWFlZwcrKSma9L5WXms49FUoouXsmaS/wS9tszbKqyGJmXS1vFCK2dbbfD1PS3rnaL7YeliDZt5bk9XlQ/7r65HXSpsd7z5udHFjY47XNdnKi5M+gtoWFhZCFTCehCQlAIumEQwYHIxKi7ijE35XE1Nys5nH1PXLgZnIRmrUJ+qHb7XZIZEJzuCa5sIO7ms8Hg+vRuCsrK1heXsZjjz2Ga9eu4Yknngg+a81INjOzvQ81y6tWqzuivKnobaCbqmoew35RAuFArxMOq8ZYrl23bQkxRlrD1kIrSXkZ4+y1bMrX2HWtSV0D+1StajnsB038wvtoJy1WMdtJkyVPJWJ9Lj0LApd5LS8vh/vPhDvPf/7zcerUKfzBH/wBNjc3US6Xg6K2fZVw/JBIOuHIwFOJ1keY9+IxqlyVBHUwp4Lmb5rzW9WX1kuJj2V0Oh2sr68HXzSvo2lFOeBz0FU/ufqq1VTN63r9oyZatpm/ewFaMZO1JRxV/h7sdbz7p8dalauqXoMBR50caLnafn02PKuJfT50UuNNHPR5i00U9NzYc2gtPXwGeP+B6+R/8uTJkAdA+81GjSccTySSTjh06EDGNaO6VpQKxUZZK0kpMVMt0S/dbrfRarXCufQLt1qtkMikVqsF5aupOIHtKGtNNcpEIVevXsWVK1ewvr6OXq+XWSvN84DrgUsrKysoFot4xjOeERQ2/dO69MwO+FoPJQ4m2tDdkvjO8tQiwImIHqtm/263GyKePbLR+2X/tuRuTdwxoon5ekcha/rWqYo1VoDHUF3rBIFJcez6bL2WJViC5/Be6fI1L8jLrkRotVoh3SsnfbfddhsWFhZwyy234Nq1a1hfXw+TR7UyJBxPJJJOODSogtHBjEqDy5Z4bOylqkMHZV1iRRM0B25GdHNwVXXrrZtVEmKZDDgDEEicg6vuO8xsWEqCujc1+0AVqgZD6Wc9VicdGvRk1zlbwrGmXbZBJwgeWek9s/cxZp5WVa/32VOf/N4qa22zJVLeG1Xo2q+2vvoMxCKnvXP1OdO+sJMqq5z1eoQNbOQWqs94xjMwNzcXEuAkFZ0AJJJOOALQgZz+QpqC7fplPUcHZlXbHKhJPvQ964YIjKYlUTMjlSpJSzAkA6YSbbVawXdeLpdDPbhpAgfzTqcTBvhKpRJUtCVelm/b4dWDhKc+eRvBbklavyM5cMKihMP+tf3sEaTeDw+8P1ZR2kmWts3Cttuau3UJlS5b02N0AsRJVEzpq+rmZ8/vrMRtCVwnIxprwLK4JIvKv16v4znPeQ5KpRIeeeSR0J6EhETSCYcKHdR0mY0mmCDZ0oxMKAGwLKtYqHp1+Ra/J0FzQNR9iHUApllSj1W/uWYt0yQlrAOAjGonoaq65wRF68hrq+mTx9prA9mkMNqPapLl90p4XhyARj7bz/beAchMMBQeKeeRNM+xf9s6WneE+vM1gMxuI8n22fzYOgmwz6fWU58vq66tW8BeU/uWy+g6nQ4WFhZQqVRw9uxZrK6uupaEhOOLRNJjIPYPuJf/SLFr3CgYNohZRaUKz27yoIOiDoKqtKicSdKxl0Zvq+pSsyPrYZU1B28bBKZl6AYiNK0z2lvLVLWnpl8lMmv23djYyEQxK6Fpf2kWNsJTqHqfrOnbIzF7X6352rtfeqzXNr1WrN0eYQ9T/HrNmIXGa58SsV5LCVx/947VPtT19yTtpaUlLC4uZlYlDEPeeDEtBK/PSez344xE0glHAhwoSaZWPVPBklRoVtalW1SS9C3TF81dkp588kksLS0FvzOTRXS73ZCuUTefIGmTYDmYMC82B9tSqYRWqxXqxKhxO3DTJK7kOTs7G6J6B4MB2u02BoPt3b14LSUzkjHTSrJ9PJabOKjVYDAYBDO/zVkNZJdu2bXFlhwtAerEgvD8yzqhYXuteTpG5Padlgcd4O0WnKxHoVAIbgk+a57rRLPd8TiSebvdDt/ZSUiMqHmMPp98dtfX18NGH6xDqVTCiRMn8JznPAcXL17EE088sWOyYvsk1k/T5M+eproeBhJJ7xOO00O3m7bGfIGqcuzAaNUl/46pRwZ5ra+vo1wu4+TJk5koYA0cs+ZV3S7RDsqe+tZIX2sGVWLRNnvqVP3Otgz2S6VSwcbGRmYpF8+3ylXrzn7T/mM/eGp52P3yjtf+0mvH6mfPHVae9p31TXu+ZhuIp/XXOqkFxD5H9nzbDtv/fAZsP+hERfumULi+ecvJkyexvLwc7fc81WmPP6hxaJQ65WGvxpCjjklcGYmkE44slDAtoZBAVS0WCtu7RRUKhYyCbLfbuHTpEgaDAU6dOoVyuYxGo7HDB8jrcpMGTS5CvzLJlnsRa6S2DvSsP4m8Xq+jXq+HAC+a4judTri2EoyH2GDomYbV8qA+dW+nKy3Hmq4nHQSVhEZpk0fqnHzp5ELPyyN7RUytab9p3yvJklTVFK/KWyP6tV66oYudTGhK2U6nE+5VqVTC2bNn8dRTT2XqaZ8vnQRqVL/2426JM+FoIJF0wpGBNRNawuH3eoxVTmr6VPPlxsYG1tbWUK1Wg2+Ya5p1nTFJgqRmg60UGxsbYV21zX5liccjXxvANYwQPbOvwiMczazFc1Tx6yTIU+x6ju3/cTAKYXjWCtufStp6z2J19yYitj46kbDqWgmRk0CrlGNWE70POsHQ+vBeMKBwdnYWjUYD1Wo1E5eh7YhNTvQYtQgkTDcSSSccCXgEpb5hS3I6YKl5nAMpsHPTiSeffBKbm5t47nOfi0KhgIWFBczPz2N9fT2QGV80czNBiQ22YpYyDrLXrl0Lfkt+xzbo8jD9TXfP4nkxQrd9ZYnTklG328XMzEwmmYklHNbPpsi0pulRiHk3JseYkiYhe8Fglng9QrJ9Yknd+01JlZM7VcmaXpZ9ZdfG6zWAnbt+qZVjMBiE/a+r1SqKxSLOnTuHxx57DOVyOcQZ6FaudhKh/yfaJ8Oeo4TpQCLphCMDTxWoP9qSh2fS48ClW0/y+1arhbW1NVy7di0E7dRqtRBRqwqTy7b6/X5QOFZNWnLUa+kEgeepb5zHkUjZFptYxLbb9pX9noO/mrZ1cLfk4ZUb62dP7Q9TqBaeNcB+58UaeJOS2DUU9jhL9F7bdUkdff2qoG0d7GedNPIeW2K2k0tta61WQ71ex8LCAq5duxbW3LOsGCx5J9wYSCSdcCTgmW4tSVuztm7eYMtiRicN6lpfX0exWMSVK1dw8uRJ3HTTTajX68HUyDKZ6IQkXSqVdqyr1Tp6JG03lgCuq9t2u42VlRUA15VToVDIJE/xIpS99nmmTjWds/0MjtMsarqNonUj5JF0jKhj95Dfadn6nUfOdq22DeRS0lPE7on3W16fMr5Bc7uTpDX2wdshzVuzry4FxgKwPLpdWDdOTmq1GhqNBhYXF7G6uhrqYO+xV//Y5DVhepFIOuHIQgdjq1I1mEd9u7pcie+a6rPT6eCxxx5Dt9vF/Pw8SqUSlpaWwuBJ8yK3r6SqBra301SzMeupO15REVs/ZbfbxdraGh5//HGsrKzg5MmTmUxh1jdqYYlSoUShJKJbbrKu/FuXryl0MuJZMkY1bcfqGjuW17b+XEuyPEYDpTxitgSqZXnX5TK2brebmaTxPvJZ0M0x9Bm1rg3rywa298Du9/vhPO6Spib4RqOBc+fO4amnnsLy8nLGfcLjbF5vtcLY/kiYXiSSTjiS0MHWU9L8TIJTpWj9qvydZsynn346bG5BszcHY5Krrqvd2Nhwl3cpoeo2lnzZoKKNjQ202208/fTTQemS2GO7bxFWTdo68DePnDyyZb94qjTP3B27T7aesfrnqW39Tc3c/Oy1z7u+VbiWuGMmfjVzU0XTz2yVMe+VTnpYrt0Ihs+kTsSYgEYnU+rTrlQqOHnyZGYdtT7b7BtrQtdrpc05bgwkkk44krADrCaW0GOKxWIm4YkFBzIOhoPBAFeuXMHc3BxuuukmnDlzJiy3opIGEHzRxWIx5N7WICyPgGy9rRmUvsWvf/3rqNfr6Ha7wbQ5Pz+PSqUSonpj5u6YOdOSMqFqVMnWHqtqUft8HNPpsOM8ctQ2eWZxra998TcNnLJQBW0nfkqq3AWs0+mg2WyGvO52Dbbta9120jN5xywidgKn5W5tbaFer+PWW2/FyZMnceXKlXCuBq55y7K03xJuDCSSTjgysIMV//bWSVs/nzega5k8ZzAYhACuZrOJTqezw6QJIKOYqLDpQ7TKxbuOKliCpnRmSms2m2ESwaVggJ/u0prB84haSUzVVWxZjipF/d3zc45r7rbt0N+0LVbh5ilvW7YlXe0PPcb7DdgO9KKC1pcez3ulL73HfE5ttLU3AbHlqj8euJ5pr16vhw1Z1H2ibVJTupaZzNw3DhJJJxwJeIOxVYU6+NA8XKlUUCwW0e12MwFRStyWnAaD65HeFy5cCAqpXq+HzF16nPqnm81mUNcslyZQXYJTKBRCClDWsVQqYW1tLePnXFlZQafTQbvdDscuLCy4S220TtaUqn1jB2jND61mbn3XYClaFTzinBSegrYTEP3OujhipmttN9szrD/0XJ2cMKkM9x7nfVIynp2dRbVazbg0dNkTCZsuGA0IZPvoOtHAs263G5LdsO3VahWDwQBLS0tYWlrC6upqmFwCyKh3Vfb8LSnpGweJpBOOLPJ8kBzgvB2llGCUqHkuCbzVaqHZbIY8yrrLlqeYNfiH12bAGH3L9Xo9EB3zelMRkZSvXbsWFDUJcnFxEbVabUfyi2EEx36yfWaX/WjfqR/UtpfXsO+7NaHmnZs3IcibKAxT27acWLmxCZfd8Yr3XH3JnmXDczvYoC5V45oiVIP6mNWuWq2i1Wplory3trZ2TBD4zniIUTboSDj6SCSdcKQRU0Tcc5r7PwPImHT1eI2ypcodDAZYXV0NkbWLi4shMpsDHcFBnPsu8/pMRlIoFNBut8OEYTAYBDNlvV5Ho9FAvV7H1atXsb6+jkcffRRra2u4dOkSWq1W8EGWy+XgC7cRzKzHsH7i3ww4UhMqj2FiDE3Gwn6y1xqHCPcSVknnHRObRAxT0jyXxEwTN1W0R9Lc+EQVtmfV4H3TVQW8ho26b7fbGRUOIDxLjFlYW1sLFhirnPW+87m0k4yE6cWxJOlhg91+XGM/fUQxBXKUEKuP3TlJVQbgJ+BQXx/VBQc4m1VLFY3d6pLR1mtra1hZWcFgMMD8/HxYsmVVO+vb6XTCMYzQrtVq4RrA9ehcTiSolmgqPXfuHFqtFhqNRghWmpubQ7PZDEt86A/12sH66ySE6o/BbTpRIRGxbq1WC4VCIZhXWb6qw16vFwZ9XSNuTcq6FM4qeh4/CuxkwJqz7XI8a+KO+dptAJ66C/QZY2Bfp9PZoVrZx7R6DAaDHUTNell3BK+vkfu6VlonTSRhllkqlcJ66a9//euZ+6urFViuPvc6WT3q2E0dD7p9h9Gfx5Kkx8FhP+SHff1JkadeCB3ISCA68FmVYtUGsG1G5MClyUD4nSVbHTw7nU4gaQCBbG09dOBjtHepVAqDKROTlMtlFAoFVCqVUA+SNKO3B4PrwWtLS0totVpYXV1Fs9lEq9UKS3+o2pkSUjfx0AhsXoNq0JIc+1nXlDN9KVWhLmMjcXW73dAOe4/0GoPBYIfvVicJ6g/3/MX2ebDl63WsgmS9tHzvZZ83qmT2qVpKSNTsS7o2dCJE2EQxLIuTGr0ffDb1+WRZvA+6XSifq/n5eSwsLOyYhM3MzISIdLZDLSLe0rr9xG6vlYg6jkTSCTcUrNnXfkflqz67fr+PVquF2dnZsC80gIzPmX5vqhXurKXR5SxLSa1YLIYJARVTo9HA5uYmarUaNjY2cPr0aVy7dg2tVisELXHgtqSk/lMvYpvH8Bytj5pDVfFxzS7N31ZFatlKIqwbz+Mx7HNPyVkCVcuGvvPv2ORO73de+WoS5ne6nzjJkC6HjY0NlEqlEPVPi0alUglqm8vxdNKi5VuXC4MOqcB5bSV+1tWasNfX17G8vJzZKxzYdk14y8/sZCphupFIOuFQ4SkqIjbIDJvJ5pVJ86KaQekrZL5umh6BbTOlNZVr4hN9afILXVal7eH3GoFOpctsV1Tkqk712jZhi16DA75H4ixTSZFLy6jmOAFg/fTankJVkzDJSr+Pnad9on/HTNd5913L9lxN3sRNg+s4SdF7xgkLrRdUr2q29uph1/IPBoMQ2KixAtZk76WEpfldo/Rt26zFh+b0RNI3BhJJJxw6rPnTDsieCdfCmlJt5LIOZFR+9Ottbm6G4B2agnWgK5VKQQVrHWkWpXl6c3Mz7GhEgqMpmQO8kh8VWblcDmU98cQT2NjYwMmTJzMmUpIuSVWzWlnTtyVx7Q+qsUKhEHb6YrAayUgnGkp8bKNNJ8pjlPztfdTyLIkpsceIXE3n9lw9Tn2yrBOPVXeBneRweVW/38f8/HxID9pqtQAg7Ia2uLgY4ga4dCoW5c3rDgaDzA5pnBDyd93q1E74rly5gosXL4bnw+7WZt0Uel+tPz5hOpFIOuFIIk8FeARuf7eKyZZN4uL56kO0ZmVNDwkgQ24czPM2+2A9SAwcPFU9sZ6MLN7Y2AgRvh4ZKRnEyIrtVHMor63t9162DZwckEBIKETMB2rJ1yP/WLv0fuapbO98fWm9dEJo+7BUKoVldCTFdrsdngO6OGwyEzvBtG0YDAbBQqOuBV1/XSgUMlYMBhSura2FOnhWB2shsH8nTD8SSSccKnSQG8WMre/ewG2jj/mdkki32w0KlgE3dtBmOb1eL0T7crkX835zjfXy8nIwX9dqtR3rkDXQR4OPNHKakb1MqtFsNgFsb75AUtR6ajttRDyjs0n0xWIR7XY7+LtJSjzXLjHzFC4nD5acqAat/1fVLycOGuRl22PvJT9bs7D+Zl+qpD0its8Py5+bm0Oj0UC5XMb8/DwajQaazSaefvrpkOSk1+vhwoULmSVbnttBYwbYp9VqFaVSCQsLC6hUKpifn0e1WkW5XA6BX61WC51OB1euXMHVq1dx+fJlfO1rX8O1a9cywWCx1QujTGQSpg+jrY8QPPTQQ3j1q1+Nc+fOoVAo4GMf+1j4rd/v4+1vfzue//zno16v49y5c/iH//Af4sknn8yU8axnPWvHP/l73vOeXTcmYfrgKQHFMKUcK1PVjh3I1L+nuZf1fDVj2v2ldfMF3XKQyUtoHlffswUDrjQymBOAcrmMtbU1NJvNHRHbdkDW7z1F5/3OPrHkZQOe8pQx/1aSUqKMqdq83+xxanHwzh+1LFumbqBhTd8zMzMhAc3CwgJOnDiBEydOYH5+HvPz86jVaiiXy8EKsbGxEZ4N3UGr3W5jfX0dq6urWFlZwdWrV3H16lU8/fTT4f2pp57CU089hStXruDKlSu4dOkSLl68iAsXLuCJJ57AE088gfX19UxkvndfYv2ScGNgbCXdbDZx++23441vfCNe85rXZH5rtVr40z/9U/yrf/WvcPvtt+PatWv4p//0n+Jv/+2/jc9+9rOZY9/97nfjzW9+c/jcaDQmbELCNMOapglPFehxMX9bns+S5dGnaH15eh6Dy9TczQG+WCxmkl4MBtd9z8wOReKlglXCUZ95rVYLgyoJnmlBn3766RD5bZf42D5S8iVi/ltOTKzPnufod9p/qtK9e+SZeD0zs1XQsbK0HdbHrOd7/m0tRwmLv2mAoCU/nbhxzTwD+TqdDkqlUlhnruSs9d/a2kK73c6suebzQLXO5DXM0U23RrvdxsWLF/HUU0/h8uXLYaLnPa98sT90vXoi6RsHY5P0XXfdhbvuusv9bXFxEZ/85Ccz3/3SL/0Svuu7vguPPfYYbrvttvB9o9HA2bNnx718wg2EYebtmIrmu+erVFLxCBrIJjWJHa9LW3Sp0ubmJtbW1kIiFACoVqsZ8yWJpFgsolqthoFcyyYR2O0PG40GBoMBLl68CAAhcEmXPRGaxlLLUesBJxZqHWAduawnNpnhNbQvOBnRdbkkfUuYLMeqWUu09pqeyduazAG417MTPR6jx+oSM/YR7681vWvyEvqsaVlhH9M6w+voRh29Xi/kRAcQTOQaOKZLwjY2NtBsNkMwn6Yh9SY92se2zXailDCd2Hef9MrKCgqFAk6cOJH5/j3veQ9++qd/Grfddht++Id/GPfee+8OsyNBExKxurq6n1VOOGDECCLvOB2U7fHWH6wk4ZlyPSWq6krzOVMV60DNjGP0RwPXyY3q2KZntBMAEgbTQPZ6Payvr2NmZiZkI9P0p+wjrYsX0Q1kA8XUPw0gBCRZYvMUsqpMkgoVopKVxTATtHffPUVu62Xb5llc9Bg9R9U1y2Vkvk52eO85SSBR0xKjkwUbla07aW1uboYldZqoRlOP8jlieQwc9FKQ8njbb0Rs4pUwndhXku50Onj729+OH/qhH8LCwkL4/p/8k3+C7/iO78DS0hL+6I/+CPfffz8uXLiAf/fv/p1bzgMPPIB3vetd+1nVhEPCXg8kSrie6ZPKhWuhOQBykwySIZUnFQ5N2lRBLE9NkAAyyk3N3LOzs2FwpiokSaoplwRIk+q1a9eCkmOqUZ6ja7s1V7Mu29J6afk8n20nebDPSPxKSOq3ZdCb9mssit5Tz3qeHm8Jxx6v5XgbU9jrW5XMyRPvJdvKQDDd+EQnZuxf7W+WrZH+GgnO54N9oOTJSZO6MHj/1OLDZ9UGqOmzTahLIhH0jYN9I+l+v4+/9/f+HgaDAd73vvdlfrvvvvvC3y94wQtQKpXwoz/6o3jggQfCbFJx//33Z85ZXV3F+fPn96vqCQcMb8Cxn71BJ8/3Zn123mBGtWIVomb60mVaOthqak5VYzpQqulRyUYD0qwyYp01RWW3283kKLcqWtdNK2HyWtonngIrFouhDM2LDmybu61/F0Dms/WXa5tjZu3Y38PKscRtz7GmYLU2WL8tCVxJWQmb7zpp4Xf2HmggoQbheRHYOpmMtcFzudj766nrWLxGwnRiX0iaBP21r30Nv//7v59R0R7uuOMObGxs4Ktf/Sqe85zn7PidKichgYgRu5Jz7MWBUZdCVatV1Ov14FfW40lcDG7UPNubm5thPWuv10O1Wg2DMtONWtOjmjVnZ2fD9QgO9N1uN2yjyWVj1vxOMteJAwd0Rotb868mupidvb6PMScE3ASEhECrAU21zBfNNcQsSzcZUXhmav3e3sfYRM0jag0q8wIAtb1KvrRgsN9YHt0Ag8EgKOZms5mJ5Gf7+VLfs/YH66IbYvDeKtkqiXt+dVp1OAnkREoTyfB4u4ogNoFNmC7sOUmToP/yL/8Sf/AHf4BTp04NPefzn/88ZmZmcObMmb2uTsIhwaqCPMU7iprylJJmDFO1okqJgzQHMx7D47l5BZdM6dIrS+z8u1gshqQXHLjVZ2z9rqp8gOwGCLoGmoTf6XRC/ZnLWwd1qyJtelEqaFXWagVgHdlWnazwN207vyPJ6d7I2sc0n9t7pCZ9VeaxZ8Kada2J15KS+pnVBA0g1Fe3iuQxnU4nk+aTqWD5NwlZl2upi4Fmb56jbouYtcA+w9qeWF/oOV5AZMLBIm8s2w+MTdLr6+v40pe+FD5/5Stfwec//3ksLS3hlltuwQ/+4A/iT//0T/Hxj38cm5ubIUp1aWkJpVIJDz/8MD7zmc/gJS95CRqNBh5++GHce++9+JEf+RGcPHly71qWcGSQN6NXs/E45dEM2Ol00Ov1MD8/H4KZOJhR7XDA1qUuTGZC9Vyv11GpVHYE6+iL5ErLzsLCwg5ytH5NS8gkAAYh8VrcXOPSpUt4+umnwyYYV65cwfz8fCBVLukiaRQK13eqIpFQJXICw01AqI7VpE1Fv7a2hsFggEajEYhHM2KReHVTESpE3ju2mxMd1s0mOWEyFDXzWnOwDe7SvlMCZP/pMjiWRxM2t/9kxHS32w33eH19PWQA473jxIJ9tLa2FtwNaj1gX+v5wLYf2S7d8xRz7P/EuhQI9pv9nrABigk3BsYm6c9+9rN4yUteEj7TV/z6178e73znO/Hf/tt/AwB8+7d/e+a8P/iDP8CLX/xilMtlfOQjH8E73/lOdLtdPPvZz8a9996b8TknJAyDVVue8rUBVErAqmK9wXOYytHfveVECg6evAbVZK/XC3Vst9the8hisYj5+flAtmrm5sBvE3GwfAZEeUqY57APdNtDjTC3AV7AdsQ8E3mMov7UrGt9qfbeAduK2Pp0LcFZa4jNcc6ymL2NObjVPVAoFHbkw1YlzXI0SEzbotHb1mds3Qnekr9xkXfesGf0IJBM61mM0vej3p+xSfrFL35x7g0ZdrO+4zu+A5/+9KfHvWxCQgZq0rTkrIM3FSmAHeowdt4kg5s3UVBStsFBSn5UfjQXl0olLC4uhnPos7aZz2IkrcFpunRH1/x6k5jBYLBju0qWPzMzs2PNrvpeldhsOz2CtiStFgleW/uHx9q/bTt472iaZqpN+pa1z9Q1YNvMutMSwzqS0OnD7/f7YatLDURju3TjkoSESZBydydMJdTfywhtaxbVtaxUqJ7KVoL2yHocVc13+9JjlSSUhJjlimZcppysVqsoFLYzXGnEt/VZMviJhK99Y9W+KlhOEmjy1yVLJDJmv7L+X20zYYkwz8Rr/d3aLm7t6PWpDcAiGW5ubqLVaqHdbmN1dTWQNK+lClgtDd56eO9Z4IsKmuWw73WyogFjCQmTIJF0wtTC8/XpgKrpLzmoWuVsCdobkPm3BYlCSWMYUauStP5GRplzMkEfMIlKs1VpABSvR1IGEHZrsmuRte5aH5KkpjXVOjIhR6lUCireErSqdiVyvVdWSds6kKS1jrYP+bdHopxwcFMMpufsdDrhXE5yNDscz2U/sH85abETLe1vdR/oc2HbkEzCCZMgkXTCVEODhahgVMl4Jmwms9CX9WvaaPEYlJy1DqqcrBlYTackZype9RtrakglZ40qBrajxdXMrcSrkwFto0Z6a9IOa1WgeZfLudQM7kVpq4JmYJXeBxsYpkubaI7W9evWB87zaFbm0i/uWMadydrtNlZWVoJC50SNfchnhyk6NQCM12F+bf62sbGBWq0W3Ap8nra2ttBqtYIa572i3zsRdMKkSCSdMLXwlKoqxNh3eeZuzzw9aj3sNUlwsfKsqleS4HdUcSRQzXSlUPO/Zw62y9RU5eq51tevy8O8pU6eKtby9Rj70t9J1FoXO1mKXYu/c215s9lEs9kMwXisu2fN0H7wfN9Mo6r3Up8h3qPB4Hp0ua7D1jXRCQmTIpF0wlTCmqw5YNuEDkDW1Erfob5UUXtmcEvceXXSAVyDrpTk1OeqqSEZNaxLqYDtFJ1cs6uRw0qcPI4pRJVcuayK6rFQKGTUJSO36QdnvWje5nK2mZmZTB1sIJz1RXuR4gzE0ixeJGklPq5f1wmHTjbYz8yP3m63ce3aNVy4cAErKyvBxA1kI8E1EIx9w+eC12X7uBMWnx3tc+5kValUMBgMsLKygtXVVVy8eDGTqYztGuUZSkiwSCSdMJWwJK2bPQBZ8rDqVVW0NW/HfMn22vpuv/N8qarEVMXZ4DGb5pPfkaCsL5hQkrQ+WvUXW7Mzj9HEIJubm0HBW2VOc7wXDGaVtQ1SsypeTewaqMX7qCpaVTd/19zWnFwwSIwqWlO8ss16H2zgmWbzKhQKIUkN+6hcLgfirVarqFQqqFarYRKlJu9hQXMJCaMgkXTCVEKVlAblcID1Io91EFZftOeT9sjWXj/2rmZiXhPYGTSmhEsfNaOs7Y5bqrKVqKwJ1ypXS3xsKwlXyR1AMKkzWE37ixnRiNiuXGrK1nulZmn6uWmiJuzyMDX1s02cQFQqFZRKpTABajabWF1dxbVr10LaVgaH8drsA91gw6rycrkcjuH5g8H15WmLi4thMtBoNFCtVlGr1YKSn5mZCcFq9HVrTEJCwrhIJJ0wtbBKslDYXpdKZU3yU4L2MopZlZlH0Hl1yVPiulRH/b6spxIbSZ6mZfviuV7gFoAdx1mrAeujkwSagUlKfM3MbO+UxWOs7x3AjkmH9o2dUGg+ba2nva86QdHfdELFaG7mVNc0qtqvWq7WhwlaGL1O8tc0sQBCClmCz1qz2US328XVq1exvLyM9fX1TB0SEnaDRNIJUwlv4AeQMdNycNYlMkpUeYFjHlmPWi9r5tbAJJK0txmCVZ+DwSCkvFSlqqRmfcP8W4OlOEFRhcp+0etqPT2SVv+tvQ9U/LZNXl+qaveWctljdRtN649mtDY3I6GZW++ZdSuwP1g/Kmeq6EqlgkqlgnK5nIl1YAwDr09Lwvr6OprNJp5++mlcu3YN6+vrmWAxtfQkJIyLRNIJUw3re9ac0krSDKaKqehJFHTMDG5fXF5EJU1Tqw34oglaidcutbJkaKOHrWomyQLIbKSh7dSAOavs6Z+2e05bF4Ka2vW+aD/r9+pj9ywYnCDoxhbqX1aTfbPZxPr6esizTZO4ukK07WrunpmZCTndqZS5eQrbPBgMQtY3nsPlaJubm7hw4QKWl5fx1a9+Fevr62i1WkGJp+VXCbvFVJN0zNQ3DHmDrw3KsWa7aYHtl3HqPumgctD9oyZM6/9Uf6b6mzWhCY+1ROKZ0ScNAFKfqvqnVYHymNiSJR5vTcn2d75r2TZQjKTDumgfeKZuawXw+sC7B565Xwk69r9rLQJqQbBkzt80jzYnZczaxutpznJrRSGhakQ5X6wP/+ZkQTcsUV84U4Vy4uMtl5t23GjtOeqYapK2CsL7e1LshuQS9h9UYZr6kxG2VFGaq1sHdQ7ING0y+IdKSsvzTN6qOLXsGPFwgLfrjdVsTYJUX/Xc3FwIStrc3AxLg+gXVSVOwtF11UDW/E8lzPJJZNxZC9jezYpExh22uH1mqVRCt9sNpDkYDDK7RNGUX6lUQhkA0Ol0dvQPr8vfVF1Xq1WUSiVUq9UQuV2pVMLe9CRldSE0Gg2cPHky3Hcet7GxgdXV1bCGuVarodFoBKKmkmYkd6lUCv3F+8zYAN21jYTOPbjb7XYIFiM0cUwit4RJMNUkHcN+LHvYjzIPG7Y90zSIxNQmoT5LQsmQv9mMY0rAei1V015wVB5U2Vrf86jn2e9YF12LPYqFSP9WFe+paBtUZs3WNpLcmsB5vFcmsD3ZUbUcswzweKtOPd95vV4PZTNAbW5uLhB9vV4PWcM4oVCS1omN9pn6szm5ARAmeurvZ/9qf487fhzm/6NnSRznvIS9ww1J0gnHBzpAUx1rliibRMKaN5Wk80y6e4FhZdsBkeSo66ZpzlXTvBIWfcb0uaoPWc201v9NgqI5XJUoYS0A/I11srtkWbeCms+tGZ+fSZa6rlnXi1ufOIDMrmAkauZA12Qx1t/OfqRFQVORapu990KhEPzU586dw9zcHG666abgH2e9rEUjIWFcJJJOmEpYZcbBVf2JdsDlcUrSsbXRwN6qAq8sT91aBWvN5GwD31Vte0uNhqk4zxqhx9ogNYXm/rYuBW+dOv9WolaXAicHVKiq9Hk8VbGqeiXyWBvVF60TO15PXQUkde031pEuB12KRreJrh7QtiUk7AaJpBNuCFAJ0ZcZi1iemZkJPkSui+XgGkvduNuB1qpKS8R890yLJARN5uEFelli9NKjxqB1UEKlkrfmerZJ1b01g6s/VwnVtkuTrQDX/dTlchnA9iRAt83s9XqBUDUwzJI0+0otC2ybfTZsVjJbBl/cSrTb7QY/OoBMTAMnf5oBLxF1wm6QSDphqsEBlCRNRcPgH4+kubORTVhhCQrwE2yMC2ueJVQhei89lyqSRKoTCi8qnCrOqkOryKkuaRq3CUkYzayq1TPdknTVsqER5pqdTNOB8lhL6JqMRtOiapS8ljMYDDIWEr6rZYHHqqlbYw3UTK/PAMGMayRpzSuu9Yz50RMSJkEi6YSph/qkS6VSeJGcgG0zK0lal9tY8ymP9/6eFNZs6gU+eUpaFaqSACcmtgwNTlNTLiOMNZ80283yNHEKyyVZ6taM3lIonURokJWqbPYB60GfdrVa3XGe1lXNy1TX3CiDUeUAMsunNIhLA7k4yVCLhHd/lKj1fKb7ZN3VNG7dDXz+Ekkn7AaJpBOmEjYIiIOhmrB1kFSSZlITNU9axa3X4WvSgVbroQSYp6R5nga1KRFy4Lf9QKj6tCRFItEgKC/ynNfT34HsNposkwRqTeckQV26pMFwNmKck5F2u51J5KLXZp259IvHVavVkGvbui/UXK7R7DyW7dHPlsSZOIWf1cKg90zbrP2QzN4JkyCRdMLUQhUpsB08ptmmNMKbJO3l8LYDqPpnPVP1JHX1yokRNM9R1ZpnVrVlsq267lrL9ggZ2Jl/W4+zx/L6NnI7r33ed6q42T7NbsZr2aVrar4GsIOU9R7avvOiza2apllc22LTi/K42AROJwQJCZMgkXTCVIIDpAYv0QRsyVd3fmJ0twYfecFCClXinkl6GOwSIHut2IvttP5y3Q9Z+wPIBoxtbW2h3W5n1oOzLoPBIOxoRbP43NxcSP6h17NLuWzObXtfWKZOkGy7tV/1etxLm5m7NM0r20ZTOdV4r9dDoXA9oUm32w3f6bIqLduSLI9RJW2fIfYbnx3WZWNjA8vLy1heXg7K3mKSZyYhgUgknTCVsCrSGwg9NaxmzJgKtdfR993U15aTp6JtXWw7rMKN+VI9sldVyWM1gEzzaau6VbKz9VP17lkNVGnadm5sbGTM5xrAZn34AILS5osR36yX+q6pYEmqMauJRpvzszdBYhnqV19ZWQkZzeyuXsnEnbBbJJJOmEpQWWmAkZpn1cSoysfzNRKWKPWYvRhsY5OCGFmTHElWVIa6JEmXO1HtK0nptZWkSUq8Dn/XdJu0OmxtbQUinJ2dDZtYWPMykN0P2vapNxmh2mewF9Nqst28BoPagOtJQgaDQdj9anl5OZMKVs/TKHf+zmfG3gPPZK33TPuYObvb7Ta+/OUvY2VlBevr6xmzPSce6v9PSBgXiaQTphZ5BBtTp3nn67v1T+6GpPPI2au7wgvY0mhhJRetK4nbbt2pEdhWmeve1fyO70pqPI6maG2DuhxYJzuB0n7hddWdoPXz1nuTwOm3pombkwsNkNNjPViLhP1sj6NaZhBZp9PB1atXsb6+vmOP8ISEvUAi6TEwiW/JKo39Pk/PVXj+y6PiK/PqNgwx065V0x7pxq4f87FaMttL5E0sVC0D2xYBEhgJ1/rKC4VC8MnqEixdmwxkU1XyN132ZJUj1SFJ0ZqjrUla20fi1AkFFSd9ynqM+ot5HcImN2m1WiHRCNU/22Ajub0lU2qRIAFrXVTB06zd7/fRarXQ7XZx8eJF9Hq94BIY5V4fdRxkXWPXSpOd60gkvc+wA8x+nzfKucP+AQ/zn2PUdutuUoVCAdVqFdVqNeNLZVILqjVmGuMa6jzyVR8262U34Ij5xHVi4JmxWS5Nsmqutwk6lJS1TGBnMhIlbJZTLpeD+mOb2HedTgezs7OoVquhPNaf5m39rtPpBD+wKmYmKvFM8NpPSpba90wuo98xQIuBbGtraygWi+j3+5ifn0e5XEa3281kINOy2WYutwO2E67wGeBuXpx0qJ9ZTeKDwQCtVgudTgfLy8uBzBkopiZuXketEPb5SBgNuxkDbyQkkj4AHAZR3yiItV8DfTioc40sB3r1QZJUdJej2DVUpetvnuk1z9/K860i0wmA3mOSrG4koekvNaKY56n/15p5+R2AzLaeGhXNNJx2nTj7Vv3T3LJS/d7WFWBNx0B2MqFbi2o/qHmc944xB7wu283JmF1rrSTN3yqVSmayRDM9J0icwOnkotfrBSLm/VtbW0O73cbKysoO5W2fGc86ciPhsMekw77+bpA37sSQSDphKqEkByCoZrubkSpWTT6RV+44g8C4JnBPWY96PD/buqri5zHc2UkJ3J7Pz2oCp9lWE6UA2TXoPJ4TCpt0JNa2mJ9frRkkV1WoXCLGNnLpGJUsU7yyzUqWDDjj/eeEBNie9FDFc9kXzdj0vW9sbODq1avBzG1919oG28eTuHISEhSJpBOmFjq4292srKL2ll2NqqBHrYsdkGP+5r0kdWu214kL220J15avZGOzkvEaQDZwTeukitoz7dv6eu+2vTZZi/5NK4D6ya01QsuxZMoy+JkuBZsPnQTNADX12cdiARJBJ+w1EkknTCUs2ZZKpeB/1H2i+VtsIw0tI0YcnkKK1cnWK+aTHEbYliy849UMbgkayO4+ZfN+a/2oDm0GL60nj6f/W4PJ9Fpee4e1kddgG6zZ3hK2EqYet76+vkNVsw81HSjVOtV5rVbDYDBArVZDu90OPmsq636/j3a7jXa7jWazmTsBoXnc9kMi6YRJkUg64YaA5mqOKek8FTfKb54yGoW4iZjP2hvArSr1ztPzVd16dcxT4VZ9Kiyxa5tt/WJmeXu8/q1lk6C1LUrCtq8sSTMQTNW1Kl8AmUmGukr4zv2q6QbgZhp814QpsUmZ3ruEhN0ikXTC1KNQKITNMmIkrVslxkzew0yx4/qfiTyitT5NrTvP1XdgO82oRl7H3i0haT1Yjj1GoWZhL6+3vVZMQWoqUyV+JWsNHtMIajW/MzIfwA4TNLePLJVKmTqwn+wzwN/tTmFra2vo9XpYX19Hs9kMCVNI1rxHNjGOLdfet4SESZBIOmEqwcFdI4ft0p6Y2h2VpO3f6qe15VkTsv3dU12eP1mzpNnEH/bdqmhVcrreOUbiXv9Yk7n1wcait4eRNNuja4m1/jyH12DEtQZ+2TqTpG3QHM32DPziEi27u5XNwMZ+29jYQKfTQavVQrPZRK/Xy/jAeR07yYjd70TUCbtBIumEqQQHVpq5rbk7NlDuhanbHjOqCVt/80gWQIakh5m4PVO3NV/n+Zdt25Qs+dItL20Z3jVtf/BvVeTqJ9foey9Yi2lCi8ViOJ/Xpb+Yy6x4PZI8v5udnUWlUslE/9uNSNgfnBi02+2gpHkdbxIyCmLPQkLCKBh7/7SHHnoIr371q3Hu3DkUCgV87GMfy/z+hje8Yccg8spXvjJzzNWrV/G6170OCwsLOHHiBN70pjdhfX19Vw1JOJ4oFouoVCpRpaQKDtgZIBYjaPvbbpZueeZR+7KTjTwfu2cat9dXVQpkN5awPmjNAqbvADIbWViitiZ8vaYmB9EySLx8USlzh6pmsxlyYqt6VXJmlrFCoZBZd62Zwgi2W4mZpnWdLLB+PLdcLmN+fh6nTp3CmTNncO7cOZw+fXrHPtWx/rD3PCFhUoytpJvNJm6//Xa88Y1vxGte8xr3mFe+8pX4wAc+ED6Xy+XM76973etw4cIFfPKTn0S/38c/+kf/CG95y1vw4Q9/eNzqJBxzzM7OhkheL5uVmmJ1cPVINe83fu8pqNj39hjPPK0q2Jq7eUxMQat5O8/czvJU6fJ67Bs1QXsmXW+iYgnae2m/2v7S65AouT7ZbprC46iS6RvWe0pl7llN1LTNz561gap6bm4O5XIZlUol8/wsLy/vuC+2L7SdCQm7xdgkfdddd+Guu+7KPaZcLuPs2bPub3/+53+OT3ziE/iTP/kTfOd3ficA4Bd/8Rfxfd/3ffg3/+bf4Ny5czvO6Xa76Ha74fPq6uq41U64wcCBtlqthjSRDB5TJTo3NxcIgIksPGUzCnnH6qEDtJZjzci6ExehhLK1tRW2a+T3agq2xK1E7fUN/9b0qDQTk4xIegy6s2uk9W/2qSpmqmNL7KrU1ZStWcJmZ2czCl3VNyddSsxsD/3E9Xo9RGuT4O31NLENgIwZXK0L6gcHgGq1munHdrsdlm15k5jYs6RtSEiYBPtih/nDP/xDnDlzBs95znPwYz/2Y3j66afDbw8//DBOnDgRCBoAXvayl2FmZgaf+cxn3PIeeOABLC4uhtf58+f3o9oJUwYSkFXSmtBE18pa8rJmYkvQsc+TKCRPBavC8+oeM3GPUgdbtpp31d/Mlw0Is+Rj68s+tYSs5Sthx14kV+bhVtLWsmxSEZqm7XVYB50QWL+8BqRp+1Rlc919pVJBuVze4U6x98G2f5x7lZCQhz0PHHvlK1+J17zmNXj2s5+NRx99FP/yX/5L3HXXXXj44YcxOzuLixcv4syZM9lKzM1haWkJFy9edMu8//77cd9994XPq6uriaiPOTjwlUqlsHGGqmfm7eamDNac7JW314OpDvz8rMSpA7s1cytpjzPos0wqXkY2sx9Ynm5Qwu+ZK5vnazv4Oy0TGunNzTTU1Gz93fod68Xzu91uOJ9JaNh29TPrsizm8+axtDSwb5gylIRbr9dDH3c6HWxubmJhYQGlUimzQcjc3Byq1WrYSQtAmEiwH73JhrbRm9jZ/b0TEkbFnpP0a1/72vD385//fLzgBS/AN37jN+IP//AP8dKXvnSiMsvl8g6/NuAnRADyfYSHNas9Dj6rYX5ZD0pgwHaOaZIMCQXIbq1IcIMITYG5tbUVooFJOFYx2zp498LzudrzPP+kPcauQ1ZSUTLz/L56TMzf60Vl22AwmwZTv+M1dK9pQuutuaw1ItpT3jq58PpVVfjGxsaOgDkeZ6PL1fTO+tRqNRQK2ztnsTxVvYwS1/q2Wi30+33U6/XM96rQqdz5HrMw6POixyRy3nvE3AuTnr+bsg4C+74E6xu+4Rtw+vRpfOlLX8JLX/pSnD17FpcvX84cwwT2MT/2MNjBwPMRJhxNWN+qLqvSnZi2trYyiSw4EJbLZdTr9ZCQgj5HEhfPU5WVZ+LWsj3C8wjeqmV9Z3kaCKXmUhI468tsV8ViMUQ/sx1816xaSvxaZ57Hc5gWc2ZmBuVyOZh8tZ8YjKW+aYJq0loDeKy9n9rf2g+aIUyVPICwTEr3g9Y9ntmHnLSvra0BAE6cOBE2z+h0OiGpCYAwgWu328GsTgvLtWvXAAA333xzeH6smXxtbQ3dbjdsuqFrpQmdUKq5nW2OPTsJCaNg30n661//Op5++mnccsstAIA777wTy8vL+NznPocXvvCFAIDf//3fx9bWFu644479rs6Rx3H7R9ZBzH5v1aIOgJqjWzfXsD5DLXuSvvUsNeOe76lwD1aV6fIsEqya7DVzF8/ROnvtUBJV07o91r5rmdonJGktV+sWIyfPx06CzFOsqqr1Xmsdtd9s/XXiRdLlXtWlUimT/pMbeXCSqKZta2XResYsCAk+pqGvdjMG7BZjk/T6+jq+9KUvhc9f+cpX8PnPfx5LS0tYWlrCu971Ltx99904e/YsHn30Ufzzf/7P8U3f9E14xSteAQD4tm/7Nrzyla/Em9/8Zrz//e9Hv9/HW9/6Vrz2ta91I7sTbmx4D771ZVr1TJIuFovu+uiY4p0Eow66HhGP+k+tA4D1Z5KgbRvtNey7lmXVnAbPkcysgtb2qDmen22/sBy1Fnh9ZNttiV1zY+u11KSvLhGblIR10WeB51nrCIPV1tbWUCqVUKvVQuISG6jmuRpibZsG0kmYHoxN0p/97Gfxkpe8JHxmQNfrX/96vO9978MXvvAFfOhDH8Ly8jLOnTuHl7/85fjpn/7pjE/5V3/1V/HWt74VL33pSzEzM4O7774bv/ALv7AHzUmYRliCsiZm63Nllqn5+fkQfUvC1sCjPJP2KJhk9uwN4mrOt35s659Wdcw14DzW5r/W1J+8tr2O1ya+SM4kVTU9W0LLaxeAMGmy5m6rpu1kQvtGl2IpcStYx0KhEEzZvV4vPBc2oIsmfC7rGgwG4bt2u41+v4/19XXMzc0FZc3yeC1N5qJugLxnSp+9US0pCQkexibpF7/4xbkP3P/4H/9jaBlLS0spcUlC7mBnTahWyTBqV7egtC9iFJOr1mecOo8z+HpE7RE3oaZuqmm+28E/pvZj9bOmb56vvmyeHyNq60ZQYvbM616dYn5cVe72PPsbla71w6syJ8HqhE/zg6uvXNdSa/tjkxWvL+zfiaQTgLibJA8pd3fCocIjGjVp6wCvQTulUgmLi4thuQwVNBW1Ervn/4yRdp4KHbddMVhTLuDvbKUEZ3+n2lQfrV7XbgbBd31ZAqV6jxFkHlHxPLbPBpd5/W4VtPrdtZ9s37Fcnsf0ob1eLxMhrmlMGfHNoDm9Fs38rVYrk/iGzxTVN6+jdY+RsrXipGQmCZMikXTCkUDMn+spVppWSc5WQXtkMKrJ21O3efXzfstrl04AhtVHVSknLSQclm3N1Xnm5VFM8aP0lVcWTcraRpJTbJKkJB27nr2GTlhIfJojnMdz7TbryWVjdpmeEqhObGwf8BrjYJTnLSFhGBJJJxwq7EAW8+Gp75NBPo1GA5VKJZA1I77t8p9JA8rGVdSWvOy7d00lspi/VtWeJiNRYtY6FAqFQOT2+nlkTbLXhCU2Y1sMmtlL+9m2wZsIMOkIVSuvpypb68bkIzyPvuR+vx/K4D7UutSLkxxrPaB5m7+pZYbkzgQqeYhNvpKpO2E3SCSdcOiIkaGnVmdmrufr1q0HPdVsy/eijT0/4qiq2FOqsWO94z2Tt2dC1eVEJBn1SdvsXzYZjK6vZj94kwG+20xjee2LTUa8cvX6lqR1pytCSVrL1YmJXXOtExBd72zN/NqXDAqbmZkJa6VJ9P1+P6yt1h2yRlHI6lJIJJ0wbHzLQyLphEODR5IedMCbm5vDwsIC6vV62KLSkrT1aY5q6rZ1GfWfaNhxnh/Wfh/7XZc2UUHatcK2LkpgJHD1+9p+12vqdo5qBuZ3NE3b9cKqpGP9oRYNrbclYmumJhggyPup0eD2mjbynW2lNaJUKmWiuefm5rC4uBhImkuxmMSEQWY6yfGgz2peXyQkjIpE0gmHCvVNet8D26qKJN1oNFCtVndEOVs1pmXZZVzj+Au9AXc3BG5VtGeu1npTQVolzWNIRnzX8jVIypJrnmtBE3dYE7UNHrNleSSu9YyZ6fWa/M6er5MN9T8TOonQqHWNkqdp3PqySdobGxuBnDudTliGpf71Yfc7774nJIyDRNIJhwolaeuLJfgbVU6tVgtrZPWYYdeYtH6jELJHdpbE7G/DvrPkqKZvrZddngUgbKnIKGirlvNUr17Tq5OX8ATY6Zf2+iM2IeP5tkxtuzXf2wmB+uttpLkGjDGojMfpEi4S+Pr6OtrtdiYtKa9h22T7MRF0wl4ikXTCoYKDqLdExSppBvPQ1K0pIQGfKFmOEs6oKngSf2KsDqNeL/bZEjWwTUr0sZKE9DwSDL9TRe2Zie21WIYSoqekeZyqV6uMY+3T+vCddWAEtgYDsj66aQaPtUF4No0qgEyucE78AARS7vV6aDab6HQ6mX2tY5M9j6Dtu04oExLGwbEk6UkG0d0GgAz75x7nGqMGroyL3frRJlELek1r6rXqmsuudOmVVZu7qUusfjpA55kz886Nqcdh5/PdKmogu9NULGWoXZ7G7/h7TLkqqauJ3bN88G8GXFHNeq4Mrau2z7bH1sfWV038qpRjlhk1p/PFSR/LoR+aZu5er4dSqbSjHgk7sZuxEdjd/+tur70f19jLOh0rko753/I+67n7/U962Gayg2hjDMz6xAhb7gLV7XYDMT/zmc/E4uIiFhYWwk5IVDq6XtqqzsFgkFGTOnh7sOTKd1VkShKxJB/0hXrPnEfAtk6qjEmSNGmTBDWQiaZw7rms3zPATlW3BldZAqTy47neMUrSVOzs/3a7nYmu1qVUTONqyVY/2z7mnuCemd4Stm64ovtNA8io77W1NWxtbe8Qpv1RKBRCRjuWyXsSe2bynqmEhFG5xuJYkbSHwySmvcZulTDPPYz+sEpFlfXc3BzK5XLI0233CvaUtIeYj3TU42PHeIqUbfLaZmEHeO9dz7dmaE8lW+L3ll7ZeqtK5+86QVES1fP1eE4m1Eytx2sQm7ZH68K62+Vj2ie2HVofVdTq59akKToZoE/amuZtgpzY8zDuc5dwNDDpOLeb8XESa9+xJ+mEwwUHVJvIgt8Xi0U0Gg3UajXUajVUKpV9r1PeoHqQA66SpjXdss+UzAgSIc/jMUpmHCDs91S4/Kz3xFPSSqw0eZOYVbGTMAklRWuitpMGVeJK+JphTOto/dp2wsK10XYSpKRsJ4IJCYeFRNIJhwo1yQLbmyVsbm4Gc2O9Xsf8/HzI0z2OerbXUag68sqJKeRx2+Zdl+/DFLYlaVWrJCU1qfN7Zg0DskrULsWyBKl7MNs+ULMyy+UxLEMTheiSp0KhEFwaWi7rpG22xKvfW/eBnaBYa5J3DzSBiZrE+a7+d2I3z0FCwm6QSDrhUKGKGUBYj8qtBSuVChqNRlgbbUkamMzcqIo0dox+P466ziP+cXyX2kZPEVtCJamz71Qta5YuYJsYqXpJQtbcPYqa5rVVSauZW/Noq9/XRqLr3yRjDVyzpnVrerfvsd+47pnWGyVpu0e1ZzFISJgU9hkeBYmkEw4NsYGVg2G5XMb8/HwgaQYceZHBnirNG1hV/Wk5et6weo/72yiIkYAqYVWgqn5pUmbQk5IqiVuXOunaYVXS2i/jKmnuQqbLtrjkiUFaWq72WSywJnb/SqXSjnLs5MGzhrAfSM6lUikEK3qmd11KlszfCQeNRNIJhwpvMKUiLJVKqFQq4WVzdQ8bxIcF+ww7RsvyyN5TdrHf81Q1/x5VZav/VNWm/q4R2aqiPUU9DkmrQrWm62KxGEhalfDMzAz6/X7w81o/+Cj3KvadN9HzyFrN4pzUsD42glvLs32YkDApJrXEJJJOOFTYACYSTKVSwcLCAk6cOIFarZYxc9MkSbIa5qO2g78laM/07Sk9z1Q1iXIeh5Bj5/NdyUXVdrlc3rGMSZOFUEnq794gMixgjH3A+0CSVrVP83K3280oVb33ti+0jbHBLWYqZ51in9XXr/dC22r7brcWkoSESZFIOuFIgIMg94qmei6Xy0GZWTIel5yBuIK2nz0iihHqOAP4MLIZ5Xw1D/NlVbWqVk30YQlR+8Kane1vVknb/mFyEFWkXr5x245RLRq2v/KOj5nO+bf1vWt7PKXvlZmQMC68if4wJJJOODRYf/LMzPVtKGu1Gk6ePImlpaWQuMTLMKblxIjawlPO+j3/tufkfd4LjFL3mF+a5KumZM+vSj/xsGQminGUtAZfEda0rG2x22kq8oibvymZen2YZ61QP7O3vMt7NhNJJxwGEkknHCqUeObm5gJJMz93qVTKrFm1QWPDBs48P6dH1Pp3npL2fh9H2XnfjfpZTdNKVGpKtgStJl1VtR6haxu98mLuAE4UlIx5v+x9U9XvkbRnvo7dq7xj8u6zp2os6Q+z1iQk7DcSSSccKjj4MavYiRMn0Gg0cOrUqZC8hAFjunf0pEp6FMSU82EoaKs+bb1IwFYRK7nagDFLkt7uUyxfCTiPqK2ZnfXV+AHbbk21OW7fjnq8p8jtxMozaY+bzS4hYb+QSDrh0EGSLhaLIbMYg8U4yOv6VascR4FVSHbw3gt/8ygYR1HbACd9VzL2zN1ewJPnewWyaTlj1oI8Rc1jR7V0KBHqu9ZR4X1n/cpeG2O/qQ9f2+nV0ev3hISDRCJpgzzz6H6UO0nZsQFlLwaQvLJGMS17am9YGSTpUqmEWq2GarWKSqWSSS5Bc/hgMAh7+w5DrD9Gqed+Y9R7HlNyar5WoiaZMoI7ZuZVJa3f6bVipGwDq1gPVZ8x6DWUpJVAbdmxZ9L6ibUuXjl6niX4cawliahvDExyH2NxEqOeOwkSSd8AmIRQPZAsdeciHVTVN0xwwGZWKSaEAJDZ+YjlsxwqZ74WFxdRq9WwuLgYNtHQDRBIQjxX02Vq+9UHqtfUv72sWnl96pGW/ubVxf49St9bgvNyR3vKmOczEGswGOzYZUpzaTP1KvvUU91sExORAAiTJk4AuDMVl4GVSiW02230+31Uq9VQn83NTVy9ehXNZhNbW1sheUi73c7kGffalYdYwFkMeh/13HEG3UTQxxveBH+/caxIejede1A35zB9X0oUOsBb0rObN3gqLGaWVdN2sVhEtVoNmcWooEn01sdq10ZrHazPVevAv4fdQzsAe5+VeG0dYufl9bftd+/7YXX16mHvkZbJ+6rK16plTUZCQtO4AG5Nqb7lwWAQtsjksf1+H5ubm+h0OiF3N+8hU8BqrME4GLefJzl3t+ccFySf/WiwY9IoOFYknZAPqxSVPGJmUKrlarWKwWCQUV520K/X6ygWiyiVSuj1euh0Orj55ptDwhL+Zs2gVgF7plU9J1bvGKkeJvajHpwIqfnXmoBjAWf8XXNl83f2sZrSZ2ZmUKlUwv2s1+toNBpBcT/99NNYXV0NJE2rixcJnpCQsBOJpBMy8HzIViV6vkk9RtfqkjBoKicxMB1jqVQKObmpqKyiV5JWorF180zbHkl77Yx9f1TU06gmc/07ZgkYZp4HtidI2ue8B97kSTOOFYvFQMStVgudTie4TgA/w1hCQoKPRNIJAeqHBnyiA5BJhEElXalUgumT/kqucz5x4gRmZmbCgL21tYXFxUXcdNNNYeMMu3RH10V7a221ft7filHN3keRoEdV/baNurzJyzzGe6dJPfRa/H5u7voQYf3j3MiD/mi+qtUqqtUqnnrqKTSbTVy+fBnNZjOoaI010KQnCQkJPhJJJwTEgp1iStr6m0nOMzMzqNVqaDQagbz5W6FQCOpZTdt55VtYU3eePzdG3KMo6b0i6bxJg/08rv90GIF7/aFkbYPolKQJ3YSC/mirppnOdWtrC51OB2tra1hdXUWz2USn08kocc10Frs/CQkJ15FIOiEDa762AUc8Rs3dapput9toNBo4efIkTp8+jXq9jkuXLqHb7aLT6YQgMSYqsdmvOHBTofPaSswxX6Y34I8y+B+kgs5T+zGCHpfA7OTEErI1eWvmLxt3wKVvmvmtUChk9ogmSZfLZfT7fbRaLVy+fBnLy8tYWVnZobpVxQNIijohIQeJpBOiGObLVfNnq9XC3Nwczp49i0qlgnq9HkibilmjhTWYyZq2eR1desVredmrNMp8lN88a4HXPq+cvUSMmPNU/7gTEW9Nc1599G/tc70v/J3LvGZmZtDr9dDv93Ht2jWsrq7i0qVLWF9fz7hPdCLAwLKEhIR8JJJOyEWMACxZdLtdzMzMYGlpKRM81Ov1wmcO0voirM/Tmrp12ZB+xzooGcfqa8sbNXhsL5BHpHm/WYL2LB2T+tdj11V1reoZyAZ90V8NbO9Lvba2hsuXL+PatWthHTShGc44+ToKfv+EhKOMRNIJO+AFiympqbri+8mTJ0NwWLlcDoP47Owser0etra2gn+a5tIrV66ExBfVahXFYhH1ej2YV61526o5q5JHeen5ilG+2ysl7RHrKL5Zq+bzfO7edpL2WrG4A3UtqCma+0LrMi32P03cFy9exMWLF4OK1qV5zBTHQEGb5jUhIWEnxl6k+NBDD+HVr341zp07h0KhgI997GOZ32OD48/+7M+GY571rGft+P0973nPrhuTsHvECFrflTgZMEQfMyO/acq0AUt8McFFq9XC+vo6Wq0W2u02er1eWL4TI18vuCzvxbqPe4x+t5f96/2tn+2EYlQzdey+DTtXz1cTt6ZkZXlqvgYQMph1u12sr6+j2Wyi1WoFMreTK1XPNlo/ISFhJ8ZW0s1mE7fffjve+MY34jWvec2O3y9cuJD5/Lu/+7t405vehLvvvjvz/bvf/W68+c1vDp8bjca4VUnYY8RUmRdpzaxhpVIpKGAAwcy9vr6Ofr8fsooBCEtx2u12OHdlZQVbW1uoVqsolUpoNpuoVqshA1m5XEalUgn1UHOrJSc7IfCUttc+lp333X6pvUlIapgSV7O450vXXNk8hu+qjgGEJVP8jVHeAEIw4NWrV3H58mU8/vjjWFlZwcbGRkjdyvPtPUlISBgNY5P0XXfdhbvuuiv6+9mzZzOff+u3fgsveclL8A3f8A2Z7xuNxo5jEw4feWrMKltG/mowF6N3ObBvbm6i1+thMBig1+tltkXkS/NAN5vNoMKoyhmkpEpP6+v5o4f5qD0cZbOrR27jfrbwfmcfqy+Z32laVpq4e70eVlZWsLa2Fu6dukMIm6YU8HNvJyQkZLGvPulLly7hd37nd/ChD31ox2/vec978NM//dO47bbb8MM//MO49957M4Eoim63i263Gz6vrq7uW52POzzfrQ3w4SBM3/Hc3FxGLZXLZZTL5WC6Xl1dDeZvqjEGDpF0+/1+MJkWi0VUKhU0Gg3U63UsLS2hWq2i0WhkspKpMovt+OSpyoNWcvt5vZh1wKple45OYqyS5rk2GptR+oVCIWyasba2hq997WtYWVnBtWvXwv3lfVIVrtnKBoNBmIx5EfsJCQnXsa8k/aEPfQiNRmOHWfyf/JN/gu/4ju/A0tIS/uiP/gj3338/Lly4gH/37/6dW84DDzyAd73rXRPVYZyo1mGw6mIvMK7aG1bWXkAHaP5NcqOZ2ypoHcytStacz1TSGjjEPqB/c3NzM7MxA83hNJ9zE45yuRzIwEZ9M+GG5/e0k5BR+9+qc89fHCvTC/jy/P+jIM/Ubb/TOtrdrlTV2r/5rDMqn5Msfs/JFxOWMImNZ263ZatPelIcZatHwnjY7b086Ale3uR3nHNHbfe+kvR/+k//Ca973euCT5G47777wt8veMELUCqV8KM/+qN44IEHUC6Xd5Rz//33Z85ZXV3F+fPnD1QVeYPxKObFvMHaK2ecB3a/2s5B2ebmtn5oKmIlY27sQEJmakmarre2ttDr9TIqXMtgJPjW1haazSaKxSLa7TYqlQo6nQ5KpRLq9Trq9XrGDKtJNnSS4FkG8sz5sb61qpPHx4LN7LmWkEa5dx7p5vnVY9dTRaxL37wJoiaT4T3nxEm3Hu31erh69WpQ05pC1OsrnqffaerSacK4/3dpQnF84U1OiUMn6f/5P/8nHnnkEfz6r//60GPvuOMObGxs4Ktf/Sqe85zn7Pid5tOE/YcGDKm5kgM2SbJYLGbyMOsOVXZXJf0O2F4TDVx3ZWgucPU78xj6tK9evYq5uTmsrq5m8oEzDenc3Bzq9XrGJKsKj0vDuBRI20t4ynLUQLODxl5MUj3T92BwfT9qAGHrSSX9druNVquFlZUVrK+vu5OfPByFvktImBbsG0n/yq/8Cl74whfi9ttvH3rs5z//eczMzODMmTP7VZ2EEeEFh6lKppmZ6pUESmiiEg74qso54LN8qjQd6DnYe+pYl3ExopwEUi6XwzaJOoGw5K9rfQk103oKNtZX+m7LG0ZGngl82HGTwquPJWhguy20iHS73eDG4O/9fh+dTgfNZhPtdnsHSY+iGBJRJySMhrFJen19HV/60pfC56985Sv4/Oc/j6WlJdx2220ArpujP/rRj+Lf/tt/u+P8hx9+GJ/5zGfwkpe8BI1GAw8//DDuvfde/MiP/AhOnjy5i6Yk7BXUNFMoFFCpVDA3N4f5+flg1eCATFM2wTXOSpD9fj+zJzFJtFAoZBQ5sDMJB03gANDpdMJ1Wq0Wrly5gjNnzmBhYQGNRgOFQgHNZjOz1leTonCjB4UlR4+otV/s3+P6tS3GIeBJjs1rbx55ev5ifvfUU0/hypUreOqpp9But4NpfFgO7mGTmoSEhJ0Ym6Q/+9nP4iUveUn4TF/x61//enzwgx8EAHzkIx/BYDDAD/3QD+04v1wu4yMf+Qje+c53otvt4tnPfjbuvffejM854fCg/mGqT5q56UOObdTgmbr5PQdyIJvEQren9IhPg5j0+83NTXS7XdRqNRSLxZCW1E4CNLhNE6zoex7yAj2GffbKH+W7vGNiv8WU+KhWAe9Ya1Xh/VhfX8fq6iq63W6IIYgRdGwyk+f/T0hI2EZhMIV2p9XVVSwuLuL8+fMTRYhOMiiMMvufJHBs0voMu/6kZc7MzKDf76Pf7wdSPn36NMrlctg0Q83TXJbT7XZD5ikO5jRlr6+vh4F8bm4O1Wp1B6noumobeKZbG2pAGE3elUoFt9xyC+bn53Hu3LmwwYedFGiQmpKe+r+9oLI8QrETCvu9Xl/Pt9f3ftNr2uO9z/qdTbnJvtOJlL7btuhSN7VodLtd/MEf/AG+/vWvhx2ugO2ldV6/DeujSTKPHeawNU11nQbstn+OyiQvb2z32ri5uYkvf/nLWFlZwcLCQrTclLs7IQM1c5NUdbkVSZPHWLK1KlrVsKoxe6z32Zapy4Comqnkrl27hl6vh2q1ilqtFiwASjajElysTrHBwPPJjqOOY9+No3zzfh+mWr2JC8EldcD1ILLV1dWQuMSmCNVrjUrQCQkJ+UgknRCgqoom7nK5HJZc8XdmlbLrYj1itjteMW83iYD+aiA/eMqqbCr4drsd0pCWSiW0220sLi5iY2MDjUYDCwsLmXXdhGdu9/pC3yfd9ziPTD1FnXdsjPzzvo9Zc7w22+9I0oVCAaurq3jsscdw5coVLC8vZ7LAeYpcy81rU0JCQhyJpBMyoKlzbm4OtVotsxc0zc8cmEm4NoraKlFgmyw2NzfDEqg8gtLzOBkolUoZ0mQgWKFQCOlHr1y5glarha2tLZw6dQqbm5s4ceJEZgcugpHr3rU9JT1M/Y3q6x6msif97H1vVX6sfjETuwYCXrt2DU888UTod/admsRHxah9lZBw3JFIOiGARESCJkkrwQLba6hJ0gAyJK1mVlVn6tu0uy3p8ZYMqeZUyXKtbqlUCtHhm5ubaDabKJfLYUctpilVszewnTbTrsm2/WED4TzEiCaPDEchpzxiHabOvXPz4iPspIr9QUvHxsYGnn76aXz9618PUfaa1S0vG5/X5kTOCQmjIZF0QsDs7CzK5XIgaC69spnHlCztcitNagJsR4BrIBl9yvR5q99Ts1rl+ZCpnDVyvFC4nrBkZmYGzWYTX//613H16lU89dRTWFhYwLlz58ISMhsJrlnLeH2PlIf5dz2MQ8jjkNcoJnJ7vEfUdiKlhN3v97G+vh72il5eXg6WEJ246QYcWjfP323rPW0ZxxISDhKJpBMCqDp1uZXm4lYzt0YNW5+z9W16fmvPPxwLztKBnS+SKs2xLI/17fV66Pf7WFtbQ6FQQKvVQrVa3ZFO1JKSl75Tzfje9159R/nO/jbMvzwJYiqav9m22cnJ1tYW2u02rly5gtXVVXQ6ncz9BLAjkBDIrrP2noWkpBMSRkMi6YSAYrGIxcXF4JMGEAjVM0mr2lVftVVGltT7/X7IaNVqtTIqVtc3E1yOpUux+v0+AKBSqWT2QO52uyEdKMu9fPkyrl27hgsXLuDEiRN40YteFCYhfNFs7m3Ykbej1EFiXNUMjJ/MhN9TLc/MzGB1dRV//ud/jqtXrwYXB90inBBZdwKvpYF5MZWdkJAQx7Ek6cMaGPZbPag/0SrXPL8pB1Om/eSxGnXt1d8qS3tNGx3tmZBp/laitqRoy1PlpnnAvf4giWxsbKDdbmNrawtXrlxBpVJBtVpFtVrNEL0XSMZreUFYvI5n1h0V9ny9Tqwc75r2d333/MGWrO33VNHNZhNra2vo9/s77rHeG43a9+rv9Y9H1om4Dw+77fvDsJAc9POS9z9pj9uLuh1Lkj5IHMZDS1Mug35s2kZ9eJiWs1qtolwuo1gsBjJkXm4OpDbBBbA98JbL5aBwuTc0Tc6sBwnQ7ktM4i0UrkcT6xaTSgraPjVXez5xnqeqezAYoN1u43d+53dw4sQJnD9/HufOncOZM2dw4sQJlEqlTDCU9bPanaUUHll6hO2dp8dbItOMbvYcja6217TZ1fRvXVZl07BqitZOp4O//Mu/xNe+9jVcu3Yt0/cap8BzWq1W5lnhxI/PnU1aovVhezQ9rN53vQfJVJ4wDYi5mMZFIukDwqQDyyTn2UxS3kDPwZZroLlH86hmSI94PIUVU9B6rvUL2+NjM1RVgjEF55l2OQG5du0aisViWBZmE6EwixYnMl77PfO/krv1ew+7n+Mo8ZiajqlX7TuvrzwFT5+/TtZGgVXZulXmsMlL7BnIsxyMi0T0CdOCRNI3IPr9flCVqjzUV0wCmp+fR7FYRK1Wi5oi9TsLz/xpc3h7GDYJsKbf2PG2Xtb/7ZEX90i+ePEi1tbWcPHiRZw/fx4LCws4ffp0IOZSqRRM4UzmwmsQ9JWTzPh7pVIJZK97McfqP0pfD0MeiU5qetPJR567w6uDfSa8c9VakJCQsBOJpG9geEuKqPIqlQrK5TKq1WqI5qbZWc3GVl3FBmHNs20J2prG88AB3SYa8ZS19eNaorNtYJ1oUmfgU6fTwRNPPIErV67g6tWrqNVqOHPmDObn51EqlcLxJFqa/amWNSe4tpHri1VJEl5/8nt7jG33pBjHQqJtsCb42D3MW2uu/aOujEKhECZAeZM6+9wlJZxwXJBI+gaGZ8rUXa0YOMUIZyUTa571CEWhmcc8JR1TxLHfSdR5pGIHbR28dR9sJU/10bPNvV4Pa2trGAwGWF5exsLCQvCbLywshDSouq+1DXTzUmNyQqDt8vrPs2DE2rtXfq688rU8zTKXd83YREPP1XvB4zhpBHaauRMRJyQkkr4hoRHaShxzc3Mhqpm7R3Hg5O5VwM4lMqp8CGvaZqISTVgSI+wY2ajqiqljIvadmlUtKbA8ZlFTAuUx6+vr6PV62NzcxMmTJ7G8vIylpSU0Go2QuQzAjmAoew1NksL+sHW3inJcjHJO3qRglONpCcibMFkft/e9TgCttYN9as/x6pWIO+G4IZH0DQiShM3epWuCuekEf9fMUbYsD9YPbbeWtOSsajbmbx7Hb+opuVHNoKp67fUYiX7t2rVATsB1RdloNFAqlQAgk+hFM6bZ+sVMtMMmHF67vPblTWBi1/KsJF4d1f0xzoTAI2p7z7Uu4yp1LTeRdsKNjkTSNyhU5TJJx/z8fNhrmUtkOAjTpDsKUaqKJjlrik4NpIqZsz1C8PzLMb+tR/R5KkyP13qyXE1iMhgMQu7v5eVlPP744yiVSrj11ltRr9dx8uRJ1Ot13HTTTSF1qi4pAxD602Zk42SJf8esFPxd6z8K9pq0+v1+WJZmfe6jXjsv7SeXb8UsJnnlJiQcBySSvgFhlSujkzXdJwd+Pc5+x7LyzNz6UjVtFbSW5amqUREj5pjPW8/T89kv2i7vOlzrzbXk3AGq1+uF6PjBYBB82PY+cBJkCc4jpXH7ZhQy89TyqOUBOwPHPIyqtGMuDk9dexOzvHISEm5UJJK+AUEly6Ccer2OcrmMhYWFYKZVQgWwI7rbI0AlX03VubGxERSXJe1hRG1hj9OX3ftZFZoO3MMGcarZUqkU2tRqtTIBZdVqNfja19fX0e120el0UCqVsLCwgHq9jitXrmBpaQmnTp3CqVOnUKvVUK1WQ9CaqnXrH2c9vAQfsb7xTNXD2pn3vafULRnyvvKZGUby4xKomrvtfc5rQ0LCcUEi6RsQHPjpd65UKkFB67Ik6wtWP6032Kq52JqNbW7tvFSgHlHHjrGDtv4eI4Q8VT0zM4NqtZopY2trK5OwpFAohGxrg8EgbDpC33O73Q4TklarhdXVVayvrwdTeKlUQrlczqjBWH/qu+0bDzHynsQnnVe+nZjpdfKIc1jdY2raHpPn305IOE5IJH0DggFizCI2Pz+f2TTD8xFacvWgxOsRtO4tbbOeedezg3aMXO33OqmIlR3DzMwM6vU6er1eUM9bW1vBXE313Gw2g0mclohOp4ONjQ20Wi00m008/fTTIeHJmTNn0Gg08IxnPAPz8/M4ffp0+M1zIxAe6Y1DRpaAJ1WeMZLXdfMxl4BXlke8Wrb+rgF6MYJOSDiuSCR9A4J7QpOkqeqsb5SkxPzWHmF6BGJJ2AZHxczlHmIENYyo8iYAeaD6VWJgAJ1aAsrlcqhDp9NBt9sNZegSN+B6cNVTTz2F5eVlNJtN1Go1nD17FvV6HYuLi1hYWMD8/Hy0TjG1GAsomwSj+KQ9WF+699uoRO3VR5/LRMoJCTtxrEh6HBPiXpW/XwOPp2r4XiqVAklrSktLajpwcxMKZuHS6+hx+lKiHpWUbRvy/NKx43ZDVlTKVMk0YXPpFa/FfmCyk83NzWASJ0lzP+t+v4/V1VUMBtezl9Gf3Wg0MkFnkxLlsL7QcjUA0J6XV6YlSlvOJCp9FAtB7NmKlXeYJu/dXvs4mOsnbeNh9M1hTAonaeexIunDwG4UAn3Ldh2pEiNwfRlLrVZDuVwOqSzV/0xS0vP5zvop8VhTtR5HMzfJqdvthkxchDWdajkWnhr2CGGc9JQxeMqUdbJJSfQcBtXxfM3DbUmdpvLHHnssLH07ffo0Tp48iZtuugn1eh233nprSMeqQXB6T9X8G/MLs/6cCHACoUvr1MKhbYq5LfjccEe0Wq0WItrZTj4nlUoFW1tbWFtbm/gZ5ySIZdq9y+0StWlV28eBoCdF6pt8JJKO4CgNBl4UrhInB0/m4rZ7LHv/BFaxaOS0vY53npdRzKs366jvsXp5A7E915KYd/643+Up9Txit2Wyjpubm2i32+G4ra0tdDqdkBClWq2GOAFu5mFhJyRewg/vnFEUqX2G7PG8np6v67z1mWPWNv5m+28YrILXSeJRVdTjYprqmnD0kEj6iIKDPc2yOgCqMuLaZ+4HbbdU9MrVv+0AnReZ7a2Hzgs0243paxRCmmQidRgD5lNPPYVLly7hy1/+Mubm5nDixAk0Gg0885nPxE033YRbb70VS0tLmJ+fD/ev2+0GMzkT0tj+5nNRKBRCOtaVlRUMBoMwWdP0pDxPN/1Qhcz4hdnZWVy9ehVXr17FtWvXsLq6ik6nEywDvK6eu1fwJhDA0Zo0JyQcJBJJH2FwkOIAa4NsuB80Xzp45inYUa7pETgnDrGc3FqG93fsGPtdngL3FG9MwR0lxcXJFaPDt7a28MQTT6DZbKLZbOLUqVNYWFgIm3tQYesWmTqRIkjEGgSnz4fdrlQtIXp/2Vd0Y6ysrGBlZQWtViu4NNR1oWXZyO/d+t5jz56WfZTubULCfiKR9BEGB0SaOnVwpd+Zg3q9Xo+acVV1xszY/E6vYSO2bdpPVWT7Aa/+9rdpANUn/cWDwQBra2u4cOFC6Eeq6+c973k4ffo0vuVbviWoaF0+ByDEAGxsbGB2dhblcjlsVEElzhgDtcKoJYQTBqtWm80mut0uHn300bB1Z6fTCYGFwPazQ7+37qA2Cbz4Ao+kY89CQsKNjETSRxg6uKrPjvtB08ytiTiUVEf1BfM7JWartuzg7m2iYcuzf8febZsnVdSxcmx/HjRUyWo/MkiLBNztdvHYY4/hqaeewuXLl9FoNHDu3LmwcxnvNclYN0ghdDLnTdD0+eAEgUp5c3MTy8vLWF9fx+OPP46VlZWQk50qmkv1LLnn+f7t/bTHWDXvKemEhOOKRNJTAE2bSEXGJVb1ej2YO0kAREx95JmzPYLW3a02NzfR7/ddJZ03oOYRtEfKXv09MvKQRwb6+aBAk7NOcoBttcu69ft9fPWrXw0bliwtLeF5z3seGo0GGo0GTp8+jfn5eSwuLmZ2MQN2xiroc+CpVNaj0+kEn3On08GTTz4ZNhVpt9thfbh9vkjanDQqUccmRzGLSOzvPHN3QsJxQSLpIwwOTBwImcGqWq2iVqtlkmqQVDU6dlh0tV5DFbP+puo6tmd0XpmjtpF/DyNqe2yszKM0mHMNtvqNgW3zsw3i4pK6wWCAxx57LJA8l0WdOHEClUoFS0tLqNVqOHHiRMgbzl25aALXJUy8l/QzP/XUU1hbW8OlS5ewvr6O9fV1rKysoN1u4+rVqyFnN88nSduNSfKCB0eFVfs2mt/e0+STTjguSCR9xMHBiUFilUolrIlWc6cSupKtR9AxlaLXtJ/V5D1OZHfMtO69x8zau1XSMTP5QYF9RouHLh9T8/dgMAjHcG328vJyCOYCrt/fxcVFVKtVnDlzBvPz8yHobH5+Pux5zUhxkqxml2s2m4GIV1dXcfHiRaytrWF1dRXdbhf9fh/tdhsAMrEOfAbUz802KMYN5PPuifeM8jk4ShOwhIT9RiLpIwwOrpVKBZVKJQzO1Wo1DFrdbjcoaO7s1O12MzsWxYia78P8f5agGXA0aqCQvZb3G/8eNVBsHLXsKfODhCpo3lNg+/7q8iqCCUpKpVL4jn1FIm02mzsmZFxKtbS0FJZU8Z0ThF6vF3b3Yjk6EeDSL2A7A52az9XEPRgMQjKSSfo1Fi+hbdLELnxPRJ1wXJBI+ghDzdx8MUhMM0rpoBVTJTGC1mMIb5mLJXNVNl4ZXh2G/TYsUGwUJR3zPR+mkiaB2exZtj557gjr89XYAAZ3UYnPzc2F/a75zHCJ3szMTDC/d7vdTDAYiZHPnVcnrQfVuW2L7Wvvftj22e+8Zy82gUtIuJGRSPqIolAohGje+fn5sGmGRnGrugG2B+9RyXKY2VtVDICMWTZPReeZukfBKANy7Ldhg/hhDPKqmPk+GAxC4B3fB4NBiPguFovY3NwMu3Hp+Vp/ql5GfHM3r16vFxQ3wWvo0itbL15f66iuFH6vbhgv+9uksARNX/4oGdcSEm5EjPXf9cADD+BFL3oRGo0Gzpw5g+///u/HI488kjmm0+ngnnvuwalTpzA/P4+7774bly5dyhzz2GOP4VWvehVqtRrOnDmDn/iJn8ikF0y4Du5LzDXRAHYM6jaZhf4G5Jua8xAzX3rlxI7T91F+9yYMk9Tf82UeNryEIgAyRKc+6zzF7ale/k5lzeC+fr8fXozIZ3n2epzkcaKnlhqtq52keXXN+zwMeS6RhITjhrFI+sEHH8Q999yDT3/60/jkJz+Jfr+Pl7/85Wg2m+GYe++9F7/927+Nj370o3jwwQfx5JNP4jWveU34fXNzE6961avQ6/XwR3/0R/jQhz6ED37wg/ipn/qpvWvVDYBCoYB6vR5yPReLxWCa1E0taAan75D+aGC04C17TX3xOz3Hkt5u1M04pDvN8ILFlGQZS8D7qKZmmzFMo+xJtIzy39jYwNraGpaXl9Hr9YKa5ovPDH3UGg1O8u33+yHPuE4I9bnQuAQAOwLJxsUogWMJCccVhcEu/guuXLmCM2fO4MEHH8T3fM/3YGVlBTfddBM+/OEP4wd/8AcBAH/xF3+Bb/u2b8PDDz+M7/7u78bv/u7v4m/9rb+FJ598EjfffDMA4P3vfz/e/va348qVK5lAmRhWV1exuLiIW2+9NROEMwpi5DQK9mIg8kzIrBczS1E9cz2sLoOxKkaDaqzysdf1joulh6Spc3NzMwzwHLy9TRViE4M8Pzjg74I1an9aM6unPL3Jhj0v5pv3FF1M5eWVYSc+VuXrZxsPQDL2zlcS572kCo5tQKIK2osnYH04UdB10frsAAgbg3iEOs5zEGu/1pWTF637tBD4tNTzsDCqey6GScflw3afbG1t4Stf+QpWVlawsLAQPW5XPumVlRUAwNLSEgDgc5/7HPr9Pl72speFY771W78Vt912WyDphx9+GM9//vMDQQPAK17xCvzYj/0Y/uzP/gx/9a/+1R3XoRIgVldXR67jpBHBew0drHWAVNMi18JSPTMil+fr4MzvPFIe9mB7JKFls1y7Lpq/62YNXrl5GOV+5BGlfm/7wxKcV3ahkL+jVJ6JWcsch5C8OsfOt+dYMmW9bBAZv4ttdmHbovfTO1ajq+11bbS1vYZO9rwAsFif6LkWdoIw7uTclnWQmHTMOS7kPu6Ea68sedOCiSM+tra28OM//uP4a3/tr+F5z3seAODixYsolUo4ceJE5tibb74ZFy9eDMcoQfN3/ubhgQcewOLiYnidP39+0mofGlQJ01fY6/UCOWvqR+7Ze1iwg+Yw0+NRGUxGqcdu6nocBoSjjFEmbwkJNxomJul77rkHX/ziF/GRj3xkL+vj4v777w+78qysrODxxx/f92vuJezgrmuO+bvufJTn45t0cBrVv5enesYpZxLETKZ5xw+r0yjHTCMm6avDbL8X7zAJhk0YExJuNExk7n7rW9+Kj3/843jooYdw6623hu/Pnj2LXq+H5eXljJq+dOkSzp49G4754z/+40x5jP7mMRblchnlcnmSqh45aB7sQqEQgniYKapcLo80iO2GrIf9btNVxjbROAqImaCtudWaYhOONvJcMkfxOUxI2C+MpaQHgwHe+ta34jd/8zfx+7//+3j2s5+d+f2FL3whisUiPvWpT4XvHnnkETz22GO48847AQB33nkn/s//+T+4fPlyOOaTn/wkFhYW8NznPnc3bTnyULJTH6ImnWCkrbdch4ipQ28gG9VEbQdDb2DM+303yGvHsPoNO3/YMaO+LIZFwusxu0VePUa5R7Hjh5U9DvKC9sY518N+PnsJCUcdYynpe+65Bx/+8IfxW7/1W2g0GsGHzHSVi4uLeNOb3oT77rsPS0tLWFhYwNve9jbceeed+O7v/m4AwMtf/nI897nPxT/4B/8AP/MzP4OLFy/iJ3/yJ3HPPffcMGrZw2AwyCQDITnPz8/v2M2Ky152cy2+5wVReWSnuaSnQU17JGQJY9gxe4FpijbeL2gfeBaMYed48CYgCQnHCWOR9Pve9z4AwItf/OLM9x/4wAfwhje8AQDwcz/3c5iZmcHdd9+NbreLV7ziFfjlX/7lcOzs7Cw+/vGP48d+7Mdw5513ol6v4/Wvfz3e/e53764lRxwkQGDbB839oJmyMY84Ymra+22UuuTVUd9jSo3t2C2GtWNUS4AXTWyxW1+olpHX56McM851vaVSti15Ew+th7eMa5QyRsUw0o2Rd94k0q5m2MsMZwkJB4nY6pHccwZTODUdZ520N8BNit0MYFzKxAxRut0gA8ZUyXJwiq2tVdjPXj5lb9mWVci67IoR6Pquy8ViZdo62Xdbb7s1pneMB68e3rv33aTJN2ITCrufttdm7z7assaZXIz63bBj9sNEH+sHO+Hz3r368p5pYhfuFDYJYU/LkDct9dwLjDoZt9/t5nk9jNgUvebW1ha+/OUv7+866YTh0IGJOZmpoCuVSojmVpU66sRiGFnzO7tWNXauR9wH4Qsc5R80Vl/+7ZGNNb2Ocs1RMWxNsB6zW4yjhL06emXFgu12Ay9YbxTrRt59trEZmsv7OJFYwvFFIukDhJK0poFk8ghL6J7y8JA32/R80jHztVXZeSSd5+veLfIG7bw2WsS+3029Y6ZsOykYVvdJEbtGHiF7v8dIfr+I2vvd1tFDngpPSJgmTPq/lUj6gMBAsVqthkqlgnK5jLm5ucxOVkrQhUJhxy5X+w2rpL2gsTz1etB11b+Hqbi9qGtaurU75CnrPLVtn7lE0gnHCVNJ0vwn9XyvFoftkyaxWd85/b/eYMWXbjvpqctYeyb1SdMfrclWbKR3zB+0G5/0JKZoa3a3hGzTWur7pNse5lkj7HexduTdz3Ewiml7lN89hT1pYFbM7z5KX+n17Wf+L9C6xEnsblZATAOO02Rk2AQt9t00+aTt9WwsSwxTSdJra2sAgCeffPKQa5KQkJCQkDA51tbWsLi4GP19KqO7t7a28Mgjj+C5z30uHn/88dzIuITJsbq6ivPnz6c+3mekft5/pD7ef6Q+Hg+DwQBra2s4d+5crvVqKpX0zMwMnvGMZwAAFhYW0gOxz0h9fDBI/bz/SH28/0h9PDryFDSRsgIkJCQkJCQcUSSSTkhISEhIOKKYWpIul8t4xzvecUPn+z5spD4+GKR+3n+kPt5/pD7eH0xl4FhCQkJCQsJxwNQq6YSEhISEhBsdiaQTEhISEhKOKBJJJyQkJCQkHFEkkk5ISEhISDiiSCSdkJCQkJBwRDGVJP3e974Xz3rWs1CpVHDHHXfgj//4jw+7SlONd77znZmNPQqFAr71W781/N7pdHDPPffg1KlTmJ+fx913341Lly4dYo2PPh566CG8+tWvxrlz51AoFPCxj30s8/tgMMBP/dRP4ZZbbkG1WsXLXvYy/OVf/mXmmKtXr+J1r3sdFhYWcOLECbzpTW/C+vr6AbbiaGNYH7/hDW/Y8Vy/8pWvzByT+jgfDzzwAF70oheh0WjgzJkz+P7v/3488sgjmWNGGR8ee+wxvOpVr0KtVsOZM2fwEz/xE9jY2DjIpkwtpo6kf/3Xfx333Xcf3vGOd+BP//RPcfvtt+MVr3gFLl++fNhVm2r8lb/yV3DhwoXw+l//63+F3+6991789m//Nj760Y/iwQcfxJNPPonXvOY1h1jbo49ms4nbb78d733ve93ff+Znfga/8Au/gPe///34zGc+g3q9jle84hXodDrhmNe97nX4sz/7M3zyk5/Exz/+cTz00EN4y1veclBNOPIY1scA8MpXvjLzXP/ar/1a5vfUx/l48MEHcc899+DTn/40PvnJT6Lf7+PlL385ms1mOGbY+LC5uYlXvepV6PV6+KM/+iN86EMfwgc/+EH81E/91GE0afowmDJ813d91+Cee+4Jnzc3Nwfnzp0bPPDAA4dYq+nGO97xjsHtt9/u/ra8vDwoFouDj370o+G7P//zPx8AGDz88MMHVMPpBoDBb/7mb4bPW1tbg7Nnzw5+9md/Nny3vLw8KJfLg1/7tV8bDAaDwf/9v/93AGDwJ3/yJ+GY3/3d3x0UCoXBE088cWB1nxbYPh4MBoPXv/71g7/zd/5O9JzUx+Pj8uXLAwCDBx98cDAYjDY+/Pf//t8HMzMzg4sXL4Zj3ve+9w0WFhYG3W73/2/vfkKb2MIogB+qTalIO5a0maikpFIVaQtaMQziqqE2K3FViwtxoVjtQqgbF+5148aFS4srcSOCi4ImjaDEgCHiPyhGokXoKEZqU1rpn5y3eHQgVPLS8l4z4zs/CIS5N8N3T4b7JXRKNncBHuSpb9KLi4vIZDKIRqPOsbq6OkSjUaRSqRpW5n0fPnzAzp070dHRgdOnT2NqagoAkMlksLS0VJb5/v37EQqFlPkG5fN52LZdlmlzczMikYiTaSqVgmEYOHz4sDMnGo2irq4O6XR602v2qmQyiba2Nuzbtw/Dw8MoFArOmDJev58/fwIAWlpaAFS3P6RSKXR3dyMQCDhzjh8/jtnZWbx7924Tq/cmTzXp79+/Y2VlpezNBoBAIADbtmtUlfdFIhGMjY1hfHwct2/fRj6fx7Fjx1AsFmHbNnw+HwzDKHuNMt+41dwqXce2baOtra1sfOvWrWhpaVHuVRoYGMDdu3cRj8dx48YNPH36FLFYDCsrKwCU8XqVSiVcvnwZR48eRVdXFwBUtT/Ytv3ba311TCrz5E9Vyr8rFos5z3t6ehCJRNDe3o779++jsbGxhpWJbNypU6ec593d3ejp6cGePXuQTCbR19dXw8q86dKlS3j79m3Z/Sry3/PUN2m/348tW7asuXPw69evME2zRlX9eQzDwN69e5HL5WCaJhYXFzEzM1M2R5lv3Gpula5j0zTX3Ay5vLyMHz9+KPcN6ujogN/vRy6XA6CM12NkZASPHj3CxMQEdu/e7RyvZn8wTfO31/rqmFTmqSbt8/nQ29uLeDzuHCuVSojH47Asq4aV/Vnm5ubw8eNHBINB9Pb2or6+vizzyclJTE1NKfMNCofDME2zLNPZ2Vmk02knU8uyMDMzg0wm48xJJBIolUqIRCKbXvOf4MuXLygUCggGgwCUcTVIYmRkBA8ePEAikUA4HC4br2Z/sCwLb968KftA9PjxYzQ1NeHAgQObsxAvq/Wda+t17949NjQ0cGxsjO/fv+f58+dpGEbZnYOyPqOjo0wmk8zn83z+/Dmj0Sj9fj+/fftGkrxw4QJDoRATiQRfvnxJy7JoWVaNq3a3YrHIbDbLbDZLALx58yaz2Sw/f/5Mkrx+/ToNw+DDhw/5+vVrnjhxguFwmAsLC845BgYGePDgQabTaT579oydnZ0cGhqq1ZJcp1LGxWKRV65cYSqVYj6f55MnT3jo0CF2dnby169fzjmUcWXDw8Nsbm5mMpnk9PS085ifn3fm/NP+sLy8zK6uLvb39/PVq1ccHx9na2srr169WosleY7nmjRJ3rp1i6FQiD6fj0eOHOGLFy9qXZKnDQ4OMhgM0ufzcdeuXRwcHGQul3PGFxYWePHiRe7YsYPbtm3jyZMnOT09XcOK3W9iYoIA1jzOnDlD8u9/w7p27RoDgQAbGhrY19fHycnJsnMUCgUODQ1x+/btbGpq4tmzZ1ksFmuwGneqlPH8/Dz7+/vZ2trK+vp6tre389y5c2s+zCvjyn6XLwDeuXPHmVPN/vDp0yfGYjE2NjbS7/dzdHSUS0tLm7wab9LvSYuIiLiUp/4mLSIi8n+iJi0iIuJSatIiIiIupSYtIiLiUmrSIiIiLqUmLSIi4lJq0iIiIi6lJi0iIuJSatIiIiIupSYtIiLiUmrSIiIiLvUX6m04TzMEwjEAAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "## resize the images\n", "## coverting all the images into numpy array form\n", "\n", "data=[]\n", "with_mask_path = '/content/data/with_mask/'\n", "\n", "for img_file in with_mask_files:\n", " image = Image.open(with_mask_path + img_file )\n", " image = image.resize((128,128))\n", " image = image.convert(\"RGB\")\n", " image = np.array(image)\n", " data.append(image)\n", "\n", "\n", "without_mask_path = '/content/data/without_mask/'\n", "\n", "for img_file in without_mask_files:\n", " image = Image.open(without_mask_path + img_file )\n", " image = image.resize((128,128))\n", " image = image.convert(\"RGB\")\n", " image = np.array(image)\n", " data.append(image)\n", "\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SyqRYVuivE3N", "outputId": "6b5dc7fd-cddd-4a1e-947e-45393206761e" }, "execution_count": 22, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/PIL/Image.py:996: UserWarning: Palette images with Transparency expressed in bytes should be converted to RGBA images\n", " warnings.warn(\n" ] } ] }, { "cell_type": "code", "source": [ "len(data),len(labels)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9SvuV-59vE5y", "outputId": "e2b67ac6-d897-4319-b10f-12ed179429f0" }, "execution_count": 23, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(7553, 7553)" ] }, "metadata": {}, "execution_count": 23 } ] }, { "cell_type": "code", "source": [ "data[0].shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Gw-LImwwxpfu", "outputId": "e16608ac-8e22-430a-8420-6b413c32a287" }, "execution_count": 24, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(128, 128, 3)" ] }, "metadata": {}, "execution_count": 24 } ] }, { "cell_type": "code", "source": [ "## conerting to array\n", "\n", "x = np.array(data)\n", "\n", "y = np.array(labels)" ], "metadata": { "id": "GiWWagP9xpiT" }, "execution_count": 25, "outputs": [] }, { "cell_type": "code", "source": [ "\n", "# Splitting data into train and test sets\n", "x_train, x_test, y_train, y_test = train_test_split(\n", " x, y, train_size=0.8, random_state=42)\n", "\n", "# Further splitting the training data into train and validation sets\n", "x_train, x_val, y_train, y_val = train_test_split(\n", " x_train, y_train, train_size=0.75, random_state=42) # 75% train, 25% validation" ], "metadata": { "id": "Qcv819zyxpoC" }, "execution_count": 27, "outputs": [] }, { "cell_type": "markdown", "source": [ "Feature scaling" ], "metadata": { "id": "ilAwgdmmx8KX" } }, { "cell_type": "code", "source": [ "# Scaling the data\n", "x_train_scaled = x_train / 255.0\n", "x_val_scaled = x_val / 255.0\n", "x_test_scaled = x_test / 255.0" ], "metadata": { "id": "EsMrfEnb5CFS" }, "execution_count": 28, "outputs": [] }, { "cell_type": "code", "source": [ "# x_trained_scaled = x_train/255\n", "# x_test_scaled = x_test/255\n" ], "metadata": { "id": "OjipigPvxprV" }, "execution_count": 29, "outputs": [] }, { "cell_type": "code", "source": [ "x_train_scaled[0],x_train_scaled[0].shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "t-1EyGOxvE8e", "outputId": "91c4bbd2-9b31-4a39-cf8c-dc4005b28605" }, "execution_count": 31, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(array([[[1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " ...,\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.]],\n", " \n", " [[1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " ...,\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.]],\n", " \n", " [[1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " ...,\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.]],\n", " \n", " ...,\n", " \n", " [[1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " ...,\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.]],\n", " \n", " [[1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " ...,\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.]],\n", " \n", " [[1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " ...,\n", " [1., 1., 1.],\n", " [1., 1., 1.],\n", " [1., 1., 1.]]]),\n", " (128, 128, 3))" ] }, "metadata": {}, "execution_count": 31 } ] }, { "cell_type": "code", "source": [ "## building an architeture\n", "\n", "import tensorflow as tf\n", "from tensorflow import keras" ], "metadata": { "id": "l8VAveSIvE_M" }, "execution_count": 32, "outputs": [] }, { "cell_type": "code", "source": [ "import keras\n", "from keras.callbacks import EarlyStopping\n", "import pickle" ], "metadata": { "id": "fVWoJ-ES35OH" }, "execution_count": 34, "outputs": [] }, { "cell_type": "code", "source": [ "# Define your model\n", "model = keras.Sequential()\n", "\n", "model.add(keras.layers.Conv2D(16, kernel_size=(3, 3), activation=\"relu\", input_shape=(128, 128, 3)))\n", "model.add(keras.layers.MaxPooling2D(pool_size=(2, 2)))\n", "model.add(keras.layers.Flatten())\n", "model.add(keras.layers.Dense(128, activation=\"relu\"))\n", "model.add(keras.layers.Dense(64, activation=\"relu\"))\n", "model.add(keras.layers.Dense(1, activation=\"sigmoid\"))\n", "\n" ], "metadata": { "id": "xpnox2KV379f" }, "execution_count": 35, "outputs": [] }, { "cell_type": "code", "source": [ "# Compile the model\n", "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n" ], "metadata": { "id": "6H85hU_F4NlP" }, "execution_count": 36, "outputs": [] }, { "cell_type": "code", "source": [ "# Define early stopping\n", "early_stopping = EarlyStopping(monitor='val_loss', patience=3, verbose=1)" ], "metadata": { "id": "JsHDkKfY4QRf" }, "execution_count": 37, "outputs": [] }, { "cell_type": "code", "source": [ "\n", "# Train the model with early stopping\n", "history = model.fit(x_train_scaled, y_train, epochs=20, validation_data=(x_val, y_val), callbacks=[early_stopping])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "fL79Ox5W4Sce", "outputId": "e3d650f0-22e4-4551-d132-a1e2024b78f6" }, "execution_count": 59, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/20\n", "142/142 [==============================] - 2s 13ms/step - loss: 0.4530 - accuracy: 0.7978 - val_loss: 9.3434 - val_accuracy: 0.8716\n", "Epoch 2/20\n", "142/142 [==============================] - 2s 11ms/step - loss: 0.2251 - accuracy: 0.9113 - val_loss: 10.6238 - val_accuracy: 0.8848\n", "Epoch 3/20\n", "142/142 [==============================] - 2s 11ms/step - loss: 0.1655 - accuracy: 0.9384 - val_loss: 11.1512 - val_accuracy: 0.8908\n", "Epoch 4/20\n", "142/142 [==============================] - 2s 14ms/step - loss: 0.1264 - accuracy: 0.9554 - val_loss: 13.0086 - val_accuracy: 0.8961\n", "Epoch 4: early stopping\n" ] } ] }, { "cell_type": "code", "source": [ "# history = model.fit(\n", "# x_train_scaled,\n", "# y_train,\n", "# validation_split = 0.2,\n", "# epochs = 30,\n", "# batch_size = 128\n", "# )" ], "metadata": { "id": "q3dagoPX-dKQ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Save the model in .h5 format\n", "model.save('model.h5')\n" ], "metadata": { "id": "8HwIZ93_4QUx" }, "execution_count": 60, "outputs": [] }, { "cell_type": "code", "source": [ "# Save the model in .pkl format using pickle\n", "with open('model.pkl', 'wb') as f:\n", " pickle.dump(model, f)" ], "metadata": { "id": "MeSdVs944WSU" }, "execution_count": 61, "outputs": [] }, { "cell_type": "code", "source": [ "model.summary()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SztiJOQxvFEO", "outputId": "078821b3-48a9-44f1-f3d9-6b27895d4a41" }, "execution_count": 62, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " conv2d (Conv2D) (None, 126, 126, 16) 448 \n", " \n", " max_pooling2d (MaxPooling2 (None, 63, 63, 16) 0 \n", " D) \n", " \n", " flatten (Flatten) (None, 63504) 0 \n", " \n", " dense (Dense) (None, 128) 8128640 \n", " \n", " dense_1 (Dense) (None, 64) 8256 \n", " \n", " dense_2 (Dense) (None, 1) 65 \n", " \n", "=================================================================\n", "Total params: 8137409 (31.04 MB)\n", "Trainable params: 8137409 (31.04 MB)\n", "Non-trainable params: 0 (0.00 Byte)\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "source": [ "loss,accuracy = model.evaluate(x_test_scaled,y_test)\n", "# x_val_scaled\n", "# loss,accuracy = model.evaluate(x_val_scaled,y_test)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PrRDCL8L2jAl", "outputId": "9787da08-21c3-4d16-ed91-aeb63627fb43" }, "execution_count": 64, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "48/48 [==============================] - 0s 6ms/step - loss: 0.2744 - accuracy: 0.9047\n" ] } ] }, { "cell_type": "code", "source": [ "loss,accuracy" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RZvxh8iT3DaY", "outputId": "1d996224-daac-49ff-aad7-654c5837773e" }, "execution_count": 65, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(0.2743556797504425, 0.9046988487243652)" ] }, "metadata": {}, "execution_count": 65 } ] }, { "cell_type": "code", "source": [ "def plotting(history,keyword):\n", "\n", " plt.plot(history.history[keyword])\n", " plt.plot(history.history[\"val_\" + keyword])\n", "\n", " plt.title(\"model \"+ keyword)\n", " plt.xlabel(\"epochs\")\n", " plt.ylabel(keyword)\n", "\n", " plt.legend([\"Training Data\",\"Validation Data\"])\n" ], "metadata": { "id": "y7RsfPAr3GGk" }, "execution_count": 66, "outputs": [] }, { "cell_type": "code", "source": [ "plotting(history,\"accuracy\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "QeHYN6lX3OFR", "outputId": "6d00ed8a-8ef5-42ce-d417-d347c4d38fe5" }, "execution_count": 67, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "plotting(history,\"loss\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "UPd2kfGD3QdE", "outputId": "93a58850-f7a2-41d3-fcc9-288caf8ba4b9" }, "execution_count": 68, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "##predictions on the validation and test data" ], "metadata": { "id": "0XD4QKyy3Vi8" }, "execution_count": 47, "outputs": [] }, { "cell_type": "code", "source": [ "# Load model from .h5 file\n", "model_h5 = keras.models.load_model('model.h5')" ], "metadata": { "id": "En657nFn7ZLD" }, "execution_count": 69, "outputs": [] }, { "cell_type": "code", "source": [ "# Load model from .pkl file\n", "with open('model.pkl', 'rb') as f:\n", " model_pkl = pickle.load(f)" ], "metadata": { "id": "TIPKBCEO7Z3r" }, "execution_count": 70, "outputs": [] }, { "cell_type": "code", "source": [ "# Make predictions using the model loaded from .h5 file\n", "val_predictions_h5 = model_h5.predict(x_val_scaled)\n", "test_predictions_h5 = model_h5.predict(x_test_scaled)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JOt4bxr-7aei", "outputId": "27c89103-4941-4f3d-b430-a3548beec406" }, "execution_count": 71, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "48/48 [==============================] - 0s 5ms/step\n", "48/48 [==============================] - 0s 4ms/step\n" ] } ] }, { "cell_type": "code", "source": [ "# Make predictions using the model loaded from .pkl file\n", "val_predictions_pkl = model_pkl.predict(x_val_scaled)\n", "test_predictions_pkl = model_pkl.predict(x_test_scaled)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PIg8oDHe7ah-", "outputId": "6a42c29e-a490-48db-fd77-595767f762cf" }, "execution_count": 72, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "48/48 [==============================] - 0s 7ms/step\n", "48/48 [==============================] - 0s 7ms/step\n" ] } ] }, { "cell_type": "code", "source": [ "# # Set a threshold for classification\n", "# threshold = 0.5\n", "\n", "# # Thresholding predictions for both .h5 and .pkl loaded models\n", "# test_predictions_h5_class = (test_predictions_h5 > threshold).astype(int)\n", "# test_predictions_pkl_class = (test_predictions_pkl > threshold).astype(int)\n", "\n", "# # Example of decision making based on predictions\n", "# def interpret_predictions(predictions):\n", "# if predictions == 1:\n", "# return \"With Mask\"\n", "# else:\n", "# return \"Without Mask\"\n", "\n", "# # Example of interpreting predictions for a few test images\n", "# for i in range(len(test_predictions_h5_class)):\n", "# prediction_h5 = test_predictions_h5_class[i][0]\n", "# prediction_pkl = test_predictions_pkl_class[i][0]\n", "# print(f\"Prediction for image {i+1} (H5 model): {interpret_predictions(prediction_h5)}\")\n", "# print(f\"Prediction for image {i+1} (Pickle model): {interpret_predictions(prediction_pkl)}\")\n" ], "metadata": { "id": "99TstFHb7mEf" }, "execution_count": 53, "outputs": [] }, { "cell_type": "code", "source": [ "from PIL import Image\n", "\n", "# Define a function to make predictions on a single image\n", "def predict_single_image(image_path, model):\n", " # Load the image\n", " img = Image.open(image_path)\n", " # Resize and preprocess the image\n", " img = img.resize((128, 128))\n", " img = np.array(img) / 255.0 # Normalization\n", " img = np.expand_dims(img, axis=0) # Add batch dimension\n", "\n", " # Make prediction using the provided model\n", " prediction = model.predict(img)\n", "\n", " # Thresholding prediction\n", " threshold = 0.5\n", " prediction_class = (prediction > threshold).astype(int)\n", "\n", " # Interpret prediction\n", " if prediction_class == 1:\n", " return \"With Mask\"\n", " else:\n", " return \"Without Mask\"\n", "\n", "# Example of making predictions on specific images\n", "image_paths = [\"/content/data/with_mask/with_mask_10.jpg\",\"/content/data/with_mask/with_mask_1.jpg\", \"/content/data/with_mask/with_mask_100.jpg\", \"/content/data/without_mask/without_mask_1.jpg\"]\n", "\n", "for image_path in image_paths:\n", " # Make predictions using the .h5 loaded model\n", " prediction_h5 = predict_single_image(image_path, model_h5)\n", " # Make predictions using the .pkl loaded model\n", " # prediction_pkl = predict_single_image(image_path, model_pkl)\n", "\n", " print(f\"Prediction for {image_path} (H5 model): {prediction_h5}\")\n", " # print(f\"Prediction for {image_path} (Pickle model): {prediction_pkl}\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TpMcVSKm7-ke", "outputId": "f9f05547-e015-4de6-d1b5-faa8fdcb9291" }, "execution_count": 73, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1/1 [==============================] - 0s 17ms/step\n", "Prediction for /content/data/with_mask/with_mask_10.jpg (H5 model): With Mask\n", "1/1 [==============================] - 0s 17ms/step\n", "Prediction for /content/data/with_mask/with_mask_1.jpg (H5 model): With Mask\n", "1/1 [==============================] - 0s 17ms/step\n", "Prediction for /content/data/with_mask/with_mask_100.jpg (H5 model): With Mask\n", "1/1 [==============================] - 0s 19ms/step\n", "Prediction for /content/data/without_mask/without_mask_1.jpg (H5 model): Without Mask\n" ] } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "GzQNmox384EO" }, "execution_count": null, "outputs": [] } ] }